From 681bde45128438b0a652a3a8d415ff2aaae62a26 Mon Sep 17 00:00:00 2001 From: tishakong <leehn45@naver.com> Date: Tue, 1 Oct 2024 16:26:15 +0900 Subject: [PATCH 1/8] =?UTF-8?q?[=EC=9D=B4=ED=95=98=EB=8A=98]=20week1=5F202?= =?UTF-8?q?4=5FGDG=5FML=EC=9E=85=EB=AC=B8=EC=8A=A4=ED=84=B0=EB=94=94?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- week1/2-1.ipynb | 623 ++++++++++++++++++++++++++++++++++ week1/2-2.ipynb | 875 ++++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 1498 insertions(+) create mode 100644 week1/2-1.ipynb create mode 100644 week1/2-2.ipynb diff --git a/week1/2-1.ipynb b/week1/2-1.ipynb new file mode 100644 index 0000000..e932e83 --- /dev/null +++ b/week1/2-1.ipynb @@ -0,0 +1,623 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "YqgzSAsWHbS5" + }, + "source": [ + "# 훈련 세트와 테스트 세트" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eMtY6aQsHbS8" + }, + "source": [ + "<table align=\"left\">\n", + " <td>\n", + " <a target=\"_blank\" href=\"https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/2-1.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />구글 코랩에서 실행하기</a>\n", + " </td>\n", + "</table>" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "LQEfg_XBHbS9" + }, + "source": [ + "## 훈련 세트와 테스트 세트" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "N1oAXHg2Y6DJ" + }, + "outputs": [], + "source": [ + "fish_length = [25.4, 26.3, 26.5, 29.0, 29.0, 29.7, 29.7, 30.0, 30.0, 30.7, 31.0, 31.0,\n", + " 31.5, 32.0, 32.0, 32.0, 33.0, 33.0, 33.5, 33.5, 34.0, 34.0, 34.5, 35.0,\n", + " 35.0, 35.0, 35.0, 36.0, 36.0, 37.0, 38.5, 38.5, 39.5, 41.0, 41.0, 9.8,\n", + " 10.5, 10.6, 11.0, 11.2, 11.3, 11.8, 11.8, 12.0, 12.2, 12.4, 13.0, 14.3, 15.0]\n", + "fish_weight = [242.0, 290.0, 340.0, 363.0, 430.0, 450.0, 500.0, 390.0, 450.0, 500.0, 475.0, 500.0,\n", + " 500.0, 340.0, 600.0, 600.0, 700.0, 700.0, 610.0, 650.0, 575.0, 685.0, 620.0, 680.0,\n", + " 700.0, 725.0, 720.0, 714.0, 850.0, 1000.0, 920.0, 955.0, 925.0, 975.0, 950.0, 6.7,\n", + " 7.5, 7.0, 9.7, 9.8, 8.7, 10.0, 9.9, 9.8, 12.2, 13.4, 12.2, 19.7, 19.9]" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "4mQxk1Vx7dL5" + }, + "outputs": [], + "source": [ + "fish_data = [[l, w] for l, w in zip(fish_length, fish_weight)]\n", + "fish_target = [1]*35 + [0]*14" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "URr_0wBTYsZV" + }, + "outputs": [], + "source": [ + "from sklearn.neighbors import KNeighborsClassifier\n", + "\n", + "kn = KNeighborsClassifier()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "H74k3aZQ9hnr", + "outputId": "fb5242a2-c71a-4b49-f3e5-29d0dd044097" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[29.0, 430.0]\n" + ] + } + ], + "source": [ + "print(fish_data[4])" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "6tYXuRGA_4mk", + "outputId": "4bf0cdec-d2a6-49ad-af99-e3604a9ea068" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[25.4, 242.0], [26.3, 290.0], [26.5, 340.0], [29.0, 363.0], [29.0, 430.0]]\n" + ] + } + ], + "source": [ + "print(fish_data[0:5])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IFesPu-oB41B", + "outputId": "fca0be81-8eea-4348-cf71-f786b1fc42a4" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[25.4, 242.0], [26.3, 290.0], [26.5, 340.0], [29.0, 363.0], [29.0, 430.0]]\n" + ] + } + ], + "source": [ + "print(fish_data[:5])" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "GSbt5e9ICUKc", + "outputId": "bc84662a-6ef6-4201-a17a-9085677a2288" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[12.2, 12.2], [12.4, 13.4], [13.0, 12.2], [14.3, 19.7], [15.0, 19.9]]\n" + ] + } + ], + "source": [ + "print(fish_data[44:])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "id": "MqSRWFtpDESU" + }, + "outputs": [], + "source": [ + "train_input = fish_data[:35]\n", + "train_target = fish_target[:35]\n", + "\n", + "test_input = fish_data[35:]\n", + "test_target = fish_target[35:]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "FxiunutA8yMQ", + "outputId": "a92d47da-7056-4f24-cd57-51ba50e9012c" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0.0" + ] + }, + "metadata": {}, + "execution_count": 9 + } + ], + "source": [ + "kn.fit(train_input, train_target)\n", + "kn.score(test_input, test_target)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "IOyftJmqHbTB" + }, + "source": [ + "## 넘파이" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "id": "kdoec4RBcrZU" + }, + "outputs": [], + "source": [ + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "id": "j_NMsjZweD3b" + }, + "outputs": [], + "source": [ + "input_arr = np.array(fish_data)\n", + "target_arr = np.array(fish_target)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "H8t38rejifbv", + "outputId": "d2d2c069-cb64-41c3-e5af-6fda2d7b508d" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[ 25.4 242. ]\n", + " [ 26.3 290. ]\n", + " [ 26.5 340. ]\n", + " [ 29. 363. ]\n", + " [ 29. 430. ]\n", + " [ 29.7 450. ]\n", + " [ 29.7 500. ]\n", + " [ 30. 390. ]\n", + " [ 30. 450. ]\n", + " [ 30.7 500. ]\n", + " [ 31. 475. ]\n", + " [ 31. 500. ]\n", + " [ 31.5 500. ]\n", + " [ 32. 340. ]\n", + " [ 32. 600. ]\n", + " [ 32. 600. ]\n", + " [ 33. 700. ]\n", + " [ 33. 700. ]\n", + " [ 33.5 610. ]\n", + " [ 33.5 650. ]\n", + " [ 34. 575. ]\n", + " [ 34. 685. ]\n", + " [ 34.5 620. ]\n", + " [ 35. 680. ]\n", + " [ 35. 700. ]\n", + " [ 35. 725. ]\n", + " [ 35. 720. ]\n", + " [ 36. 714. ]\n", + " [ 36. 850. ]\n", + " [ 37. 1000. ]\n", + " [ 38.5 920. ]\n", + " [ 38.5 955. ]\n", + " [ 39.5 925. ]\n", + " [ 41. 975. ]\n", + " [ 41. 950. ]\n", + " [ 9.8 6.7]\n", + " [ 10.5 7.5]\n", + " [ 10.6 7. ]\n", + " [ 11. 9.7]\n", + " [ 11.2 9.8]\n", + " [ 11.3 8.7]\n", + " [ 11.8 10. ]\n", + " [ 11.8 9.9]\n", + " [ 12. 9.8]\n", + " [ 12.2 12.2]\n", + " [ 12.4 13.4]\n", + " [ 13. 12.2]\n", + " [ 14.3 19.7]\n", + " [ 15. 19.9]]\n" + ] + } + ], + "source": [ + "print(input_arr)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cPMqX_1qluYe", + "outputId": "fd7cf5f0-3278-4c1c-ab7e-2482527f02ec" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(49, 2)\n" + ] + } + ], + "source": [ + "print(input_arr.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "id": "8ZKi6avTeKaB" + }, + "outputs": [], + "source": [ + "np.random.seed(42)\n", + "index = np.arange(49)\n", + "np.random.shuffle(index)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Ndz46Y7aoS9h", + "outputId": "2f1d946f-d42d-4231-8972-3c7223e3caf7" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[13 45 47 44 17 27 26 25 31 19 12 4 34 8 3 6 40 41 46 15 9 16 24 33\n", + " 30 0 43 32 5 29 11 36 1 21 2 37 35 23 39 10 22 18 48 20 7 42 14 28\n", + " 38]\n" + ] + } + ], + "source": [ + "print(index)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "m_OYZlI1yicM", + "outputId": "163384a2-5916-4039-b427-85046e4a4291" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[ 26.3 290. ]\n", + " [ 29. 363. ]]\n" + ] + } + ], + "source": [ + "print(input_arr[[1,3]])" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "id": "o_MTsZW3eg96" + }, + "outputs": [], + "source": [ + "train_input = input_arr[index[:35]]\n", + "train_target = target_arr[index[:35]]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "hmO5KDSlBhtt", + "outputId": "afc12919-8341-4093-9c64-46887c430961" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[ 32. 340.] [ 32. 340.]\n" + ] + } + ], + "source": [ + "print(input_arr[13], train_input[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "id": "NUNTa8G9gqw2" + }, + "outputs": [], + "source": [ + "test_input = input_arr[index[35:]]\n", + "test_target = target_arr[index[35:]]" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "gbnl1bpoiR0x", + "outputId": "2631969e-cb04-49f4-abae-cd9faaf7a8eb" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "plt.scatter(train_input[:, 0], train_input[:, 1])\n", + "plt.scatter(test_input[:, 0], test_input[:, 1])\n", + "plt.xlabel('length')\n", + "plt.ylabel('weight')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "pphep3SEHbTD" + }, + "source": [ + "## 두 번째 머신러닝 프로그램" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 75 + }, + "id": "RpiXncTRfY7i", + "outputId": "3c0e44dc-47eb-4a2b-8993-640d16bd4dcc" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "KNeighborsClassifier()" + ], + "text/html": [ + "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KNeighborsClassifier()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KNeighborsClassifier</label><div class=\"sk-toggleable__content\"><pre>KNeighborsClassifier()</pre></div></div></div></div></div>" + ] + }, + "metadata": {}, + "execution_count": 21 + } + ], + "source": [ + "kn.fit(train_input, train_target)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Stdtp3RvhImd", + "outputId": "acbe47d9-60d0-4d30-9e08-ccd49b7e5882" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "1.0" + ] + }, + "metadata": {}, + "execution_count": 22 + } + ], + "source": [ + "kn.score(test_input, test_target)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Od3gLmcJihAe", + "outputId": "e98bc68d-4bc8-40cd-9134-a21ed39af5a2" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([0, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0])" + ] + }, + "metadata": {}, + "execution_count": 23 + } + ], + "source": [ + "kn.predict(test_input)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Z-iCt9zHilaa", + "outputId": "4360a6d6-2753-453a-dc13-d5c5a794fecc", + "scrolled": true + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([0, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0])" + ] + }, + "metadata": {}, + "execution_count": 24 + } + ], + "source": [ + "test_target" + ] + } + ], + "metadata": { + "colab": { + "name": "2-1. 훈련 데이터와 테스트 데이터", + "provenance": [] + }, + "kernelspec": { + "display_name": "default:Python", + "language": "python", + "name": "conda-env-default-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/week1/2-2.ipynb b/week1/2-2.ipynb new file mode 100644 index 0000000..a2ae367 --- /dev/null +++ b/week1/2-2.ipynb @@ -0,0 +1,875 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "GRX7guHyHsBu" + }, + "source": [ + "# 데이터 전처리" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "iVVrO3MOHsBw" + }, + "source": [ + "<table align=\"left\">\n", + " <td>\n", + " <a target=\"_blank\" href=\"https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/2-2.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />구글 코랩에서 실행하기</a>\n", + " </td>\n", + "</table>" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "l5PO-C32HsBx" + }, + "source": [ + "## 넘파이로 데이터 준비하기" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "SLUDuHl8oJZX" + }, + "outputs": [], + "source": [ + "fish_length = [25.4, 26.3, 26.5, 29.0, 29.0, 29.7, 29.7, 30.0, 30.0, 30.7, 31.0, 31.0,\n", + " 31.5, 32.0, 32.0, 32.0, 33.0, 33.0, 33.5, 33.5, 34.0, 34.0, 34.5, 35.0,\n", + " 35.0, 35.0, 35.0, 36.0, 36.0, 37.0, 38.5, 38.5, 39.5, 41.0, 41.0, 9.8,\n", + " 10.5, 10.6, 11.0, 11.2, 11.3, 11.8, 11.8, 12.0, 12.2, 12.4, 13.0, 14.3, 15.0]\n", + "fish_weight = [242.0, 290.0, 340.0, 363.0, 430.0, 450.0, 500.0, 390.0, 450.0, 500.0, 475.0, 500.0,\n", + " 500.0, 340.0, 600.0, 600.0, 700.0, 700.0, 610.0, 650.0, 575.0, 685.0, 620.0, 680.0,\n", + " 700.0, 725.0, 720.0, 714.0, 850.0, 1000.0, 920.0, 955.0, 925.0, 975.0, 950.0, 6.7,\n", + " 7.5, 7.0, 9.7, 9.8, 8.7, 10.0, 9.9, 9.8, 12.2, 13.4, 12.2, 19.7, 19.9]" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "0-OTt0n1LMjf" + }, + "outputs": [], + "source": [ + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "zNlIVTw_lUIk", + "outputId": "6e7ef7c1-9ade-4cff-99a6-6d32bec67e8e" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[1, 4],\n", + " [2, 5],\n", + " [3, 6]])" + ] + }, + "metadata": {}, + "execution_count": 3 + } + ], + "source": [ + "np.column_stack(([1,2,3], [4,5,6]))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "id": "ILMRbWnkLZVF" + }, + "outputs": [], + "source": [ + "fish_data = np.column_stack((fish_length, fish_weight))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "qbyxwJkoLh5W", + "outputId": "5ec94141-286e-420a-d873-eb197f731e16" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[ 25.4 242. ]\n", + " [ 26.3 290. ]\n", + " [ 26.5 340. ]\n", + " [ 29. 363. ]\n", + " [ 29. 430. ]]\n" + ] + } + ], + "source": [ + "print(fish_data[:5])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "GgyJLb06yzEy", + "outputId": "48355beb-c5ee-49ae-9773-8e4e4aa12413" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[1. 1. 1. 1. 1.]\n" + ] + } + ], + "source": [ + "print(np.ones(5))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "id": "-ScgL2hIL0FB" + }, + "outputs": [], + "source": [ + "fish_target = np.concatenate((np.ones(35), np.zeros(14)))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ZepGdT9uL7tA", + "outputId": "f38c796d-1d90-4659-ed3f-c3bb0b2a5121" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n", + " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", + " 0.]\n" + ] + } + ], + "source": [ + "print(fish_target)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ShnaZsAAHsB1" + }, + "source": [ + "## 사이킷런으로 훈련 세트와 테스트 세트 나누기" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "id": "vpkI83t3KBsF" + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "id": "l-gm9r-jKMJY" + }, + "outputs": [], + "source": [ + "train_input, test_input, train_target, test_target = train_test_split(\n", + " fish_data, fish_target, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "CS696_mxKZ38", + "outputId": "1e394727-56c3-46b6-cc02-2ad61026ef2b" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(36, 2) (13, 2)\n" + ] + } + ], + "source": [ + "print(train_input.shape, test_input.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "PtNqwNjbKnI-", + "outputId": "b31ecef3-c8cf-4d48-efb2-9035b553c8a8" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(36,) (13,)\n" + ] + } + ], + "source": [ + "print(train_target.shape, test_target.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "mR9_bB3COHaA", + "outputId": "256d1bb9-aa31-432c-9888-f6d7998059fc" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[1. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n" + ] + } + ], + "source": [ + "print(test_target)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "id": "vUv0gHOuO_wg" + }, + "outputs": [], + "source": [ + "train_input, test_input, train_target, test_target = train_test_split(\n", + " fish_data, fish_target, stratify=fish_target, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "aDkLM6oDPdO9", + "outputId": "88fc852f-dbdb-4ca4-e591-ea0b9ae37cd4" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[0. 0. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1.]\n" + ] + } + ], + "source": [ + "print(test_target)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "KFO96jGvHsB2" + }, + "source": [ + "## 수상한 도미 한마리" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "HhB-Alz--6U4", + "outputId": "0924c147-8299-4d36-b73a-310c7ec9d9c0" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "1.0" + ] + }, + "metadata": {}, + "execution_count": 16 + } + ], + "source": [ + "from sklearn.neighbors import KNeighborsClassifier\n", + "\n", + "kn = KNeighborsClassifier()\n", + "kn.fit(train_input, train_target)\n", + "kn.score(test_input, test_target)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "JRKoCZFeT9xE", + "outputId": "a18eb30a-8d1a-4345-b029-7fe594040871" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[0.]\n" + ] + } + ], + "source": [ + "print(kn.predict([[25, 150]]))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "id": "jSEc853pQHSu" + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "1-GE9ic9_XRU", + "outputId": "7335d075-c6b7-4621-96aa-e6877f1ac9b1" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ], + "source": [ + "plt.scatter(train_input[:,0], train_input[:,1])\n", + "plt.scatter(25, 150, marker='^')\n", + "plt.xlabel('length')\n", + "plt.ylabel('weight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "id": "G_jwm_ouQKQ7" + }, + "outputs": [], + "source": [ + "distances, indexes = kn.kneighbors([[25, 150]])" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "tVVz-wJoQ2ps", + "outputId": "ef230819-c60c-4ffd-e072-b6011c107e85" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ], + "source": [ + "plt.scatter(train_input[:,0], train_input[:,1])\n", + "plt.scatter(25, 150, marker='^')\n", + "plt.scatter(train_input[indexes,0], train_input[indexes,1], marker='D')\n", + "plt.xlabel('length')\n", + "plt.ylabel('weight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0IvKvCx1RyhY", + "outputId": "c9fb5e38-758b-4211-edc4-9745b3ead85e" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[[ 25.4 242. ]\n", + " [ 15. 19.9]\n", + " [ 14.3 19.7]\n", + " [ 13. 12.2]\n", + " [ 12.2 12.2]]]\n" + ] + } + ], + "source": [ + "print(train_input[indexes])" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3tEGpNPT00ut", + "outputId": "30dc960a-c2cb-4901-c199-015fbfca47de" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[1. 0. 0. 0. 0.]]\n" + ] + } + ], + "source": [ + "print(train_target[indexes])" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ry0R_gEqRVsQ", + "outputId": "44d47407-75fb-4164-d0fd-e1413cbf9848" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[ 92.00086956 130.48375378 130.73859415 138.32150953 138.39320793]]\n" + ] + } + ], + "source": [ + "print(distances)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "15Cz1cniHsB4" + }, + "source": [ + "## 기준을 맞춰라" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "P6PXDboiTx_j", + "outputId": "3c5a1f0b-739c-4f0f-ee1e-8ddfc93d7a47", + "scrolled": true + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ], + "source": [ + "plt.scatter(train_input[:,0], train_input[:,1])\n", + "plt.scatter(25, 150, marker='^')\n", + "plt.scatter(train_input[indexes,0], train_input[indexes,1], marker='D')\n", + "plt.xlim((0, 1000))\n", + "plt.xlabel('length')\n", + "plt.ylabel('weight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "id": "Yi9xncqkUGIZ" + }, + "outputs": [], + "source": [ + "mean = np.mean(train_input, axis=0)\n", + "std = np.std(train_input, axis=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "f7CuQC8IUsty", + "outputId": "bd68797d-ebbb-4647-b8fb-f2680bfadf2c" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[ 27.29722222 454.09722222] [ 9.98244253 323.29893931]\n" + ] + } + ], + "source": [ + "print(mean, std)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "id": "jmSFa3LzUteI" + }, + "outputs": [], + "source": [ + "train_scaled = (train_input - mean) / std" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "fQEcM4FoHsB5" + }, + "source": [ + "## 전처리 데이터로 모델 훈련하기" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "P4dx2WDOVDMD", + "outputId": "08425582-36a4-44b3-ff5a-98ce45489fbc", + "scrolled": true + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ], + "source": [ + "plt.scatter(train_scaled[:,0], train_scaled[:,1])\n", + "plt.scatter(25, 150, marker='^')\n", + "plt.xlabel('length')\n", + "plt.ylabel('weight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "id": "Kjd2W6ZbVlgG" + }, + "outputs": [], + "source": [ + "new = ([25, 150] - mean) / std" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "5-Zq-jIMVbV-", + "outputId": "1834c429-f78c-4b73-f039-dc2f5774ace8" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ], + "source": [ + "plt.scatter(train_scaled[:,0], train_scaled[:,1])\n", + "plt.scatter(new[0], new[1], marker='^')\n", + "plt.xlabel('length')\n", + "plt.ylabel('weight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 74 + }, + "id": "NbsFki8MVtrn", + "outputId": "aa595289-6980-403b-a306-391ffe86e07a" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "KNeighborsClassifier()" + ], + "text/html": [ + "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KNeighborsClassifier()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KNeighborsClassifier</label><div class=\"sk-toggleable__content\"><pre>KNeighborsClassifier()</pre></div></div></div></div></div>" + ] + }, + "metadata": {}, + "execution_count": 32 + } + ], + "source": [ + "kn.fit(train_scaled, train_target)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "id": "5uc_k1nlWnNN" + }, + "outputs": [], + "source": [ + "test_scaled = (test_input - mean) / std" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "6PfEwPLxWvdz", + "outputId": "fa359584-5d42-4998-883e-c2bd3df8ef86" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "1.0" + ] + }, + "metadata": {}, + "execution_count": 34 + } + ], + "source": [ + "kn.score(test_scaled, test_target)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "mox3oWCLWzGW", + "outputId": "2ebcaf54-a625-49bc-dc54-0c74ef34cb3a" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[1.]\n" + ] + } + ], + "source": [ + "print(kn.predict([new]))" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "id": "bRU4r44-W1t3" + }, + "outputs": [], + "source": [ + "distances, indexes = kn.kneighbors([new])" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "bHWAbdefW9W6", + "outputId": "4f0dd986-5659-4011-f487-f63c1e92a13b" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ], + "source": [ + "plt.scatter(train_scaled[:,0], train_scaled[:,1])\n", + "plt.scatter(new[0], new[1], marker='^')\n", + "plt.scatter(train_scaled[indexes,0], train_scaled[indexes,1], marker='D')\n", + "plt.xlabel('length')\n", + "plt.ylabel('weight')\n", + "plt.show()" + ] + } + ], + "metadata": { + "colab": { + "name": "2-2. 데이터 전처리", + "provenance": [] + }, + "kernelspec": { + "display_name": "default:Python", + "language": "python", + "name": "conda-env-default-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file From b9c61e15a214e796ee0accf50da28e54e147f604 Mon Sep 17 00:00:00 2001 From: tishakong <leehn45@naver.com> Date: Tue, 8 Oct 2024 19:14:49 +0900 Subject: [PATCH 2/8] =?UTF-8?q?[=EC=9D=B4=ED=95=98=EB=8A=98]=20week2=5F202?= =?UTF-8?q?4=5FGDG=5FML=EC=9E=85=EB=AC=B8=EC=8A=A4=ED=84=B0=EB=94=94?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- week2/3-1.ipynb | 559 ++++++++++++++++++++++++++++++++ week2/3-2.ipynb | 592 ++++++++++++++++++++++++++++++++++ week2/3-3.ipynb | 842 ++++++++++++++++++++++++++++++++++++++++++++++++ 3 files changed, 1993 insertions(+) create mode 100644 week2/3-1.ipynb create mode 100644 week2/3-2.ipynb create mode 100644 week2/3-3.ipynb diff --git a/week2/3-1.ipynb b/week2/3-1.ipynb new file mode 100644 index 0000000..b3a6f3b --- /dev/null +++ b/week2/3-1.ipynb @@ -0,0 +1,559 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "LGYbZJQsfa4_" + }, + "source": [ + "# k-최근접 이웃 회귀" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "lpY20cgOfa5C" + }, + "source": [ + "<table align=\"left\">\n", + " <td>\n", + " <a target=\"_blank\" href=\"https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/3-1.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />구글 코랩에서 실행하기</a>\n", + " </td>\n", + "</table>" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "i5J2cFzCrDWT" + }, + "source": [ + "## 데이터 준비" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "fL3wuWxD0cH6" + }, + "outputs": [], + "source": [ + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "np5j0UTtJNI_" + }, + "outputs": [], + "source": [ + "perch_length = np.array(\n", + " [8.4, 13.7, 15.0, 16.2, 17.4, 18.0, 18.7, 19.0, 19.6, 20.0,\n", + " 21.0, 21.0, 21.0, 21.3, 22.0, 22.0, 22.0, 22.0, 22.0, 22.5,\n", + " 22.5, 22.7, 23.0, 23.5, 24.0, 24.0, 24.6, 25.0, 25.6, 26.5,\n", + " 27.3, 27.5, 27.5, 27.5, 28.0, 28.7, 30.0, 32.8, 34.5, 35.0,\n", + " 36.5, 36.0, 37.0, 37.0, 39.0, 39.0, 39.0, 40.0, 40.0, 40.0,\n", + " 40.0, 42.0, 43.0, 43.0, 43.5, 44.0]\n", + " )\n", + "perch_weight = np.array(\n", + " [5.9, 32.0, 40.0, 51.5, 70.0, 100.0, 78.0, 80.0, 85.0, 85.0,\n", + " 110.0, 115.0, 125.0, 130.0, 120.0, 120.0, 130.0, 135.0, 110.0,\n", + " 130.0, 150.0, 145.0, 150.0, 170.0, 225.0, 145.0, 188.0, 180.0,\n", + " 197.0, 218.0, 300.0, 260.0, 265.0, 250.0, 250.0, 300.0, 320.0,\n", + " 514.0, 556.0, 840.0, 685.0, 700.0, 700.0, 690.0, 900.0, 650.0,\n", + " 820.0, 850.0, 900.0, 1015.0, 820.0, 1100.0, 1000.0, 1100.0,\n", + " 1000.0, 1000.0]\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "cc-Fn23Q4AqQ" + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "gE78Nuog4Eg4", + "outputId": "82c964a6-8dda-4776-e261-791bd3a639eb" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(perch_length, perch_weight)\n", + "plt.xlabel('length')\n", + "plt.ylabel('weight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "id": "dqSDbM-K4pkB" + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "id": "seEljNAS4uET" + }, + "outputs": [], + "source": [ + "#train_input과 test_input은 2차원 배열을 필요로 함. 사이킷런은 2차원 배열 요구\n", + "train_input, test_input, train_target, test_target = train_test_split(\n", + " perch_length, perch_weight, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "sC6HAwnnK4aU", + "outputId": "bf81da57-48ad-4099-804e-f0354f148c29" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(42,) (14,)\n" + ] + } + ], + "source": [ + "print(train_input.shape, test_input.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Og1eucsRwzIs", + "outputId": "7574d7af-898d-4a8c-ca3a-fe777e87121b" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(4,)\n" + ] + } + ], + "source": [ + "test_array = np.array([1,2,3,4])\n", + "print(test_array.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "y-DXX-xtw8Jb", + "outputId": "9829ec91-d222-4952-bc77-c7539b2abade" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(2, 2)\n" + ] + } + ], + "source": [ + "#우리 데이터는 위 프린트 결과와 같이 1차원 배열이기 때문에 reshape를 통해 모양 수정\n", + "\n", + "test_array = test_array.reshape(2, 2)\n", + "print(test_array.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "id": "2z-LC4zrxzWL" + }, + "outputs": [], + "source": [ + "# 아래 코드의 주석을 제거하고 실행하면 에러가 발생합니다\n", + "# test_array = test_array.reshape(2, 3)\n", + "'''위 코드가 에러가 발생하는 이유. 현재 데이터가 4개밖에 없는데 2,3을 넣으면 2*3 행렬을\n", + "요구하는것. 근데 2*3 행렬은 데이터가 6개 필요하기 때문에 4개는 당연히 오류가 남'''" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "id": "_GfrND5GKg_z" + }, + "outputs": [], + "source": [ + "# reshape -1이라는 건 나머지 차원을 배정 받고 그거에 맞춰 따르겠다는 뜻?\n", + "# [1,2,3] 일때 -1,1로 넣으면 1넣고 3 남으니까 (3,1) 크기 됨\n", + "train_input = train_input.reshape(-1, 1)\n", + "test_input = test_input.reshape(-1, 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0c8e0UrkLJDe", + "outputId": "731a1d90-d7f4-470b-f73a-55c9fe3535dd" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(42, 1) (14, 1)\n" + ] + } + ], + "source": [ + "print(train_input.shape, test_input.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "NtmNJ7OqrKy_" + }, + "source": [ + "## 결정 계수 ($ R^2$)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "id": "BcPh-Da44lhx" + }, + "outputs": [], + "source": [ + "from sklearn.neighbors import KNeighborsRegressor #보통 Regressor로 끝나면 회귀 모델임" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 80 + }, + "id": "oe7MTnof45sP", + "outputId": "25d60581-39bb-4693-b7af-8bdcb95f5ad9" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "KNeighborsRegressor()" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "knr = KNeighborsRegressor()\n", + "# k-최근접 이웃 회귀 모델을 훈련합니다\n", + "knr.fit(train_input, train_target)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "yEv88u6LIokr", + "outputId": "a936a881-6ee3-4d8a-93f2-5c1e89783716" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.992809406101064" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "knr.score(test_input, test_target)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "id": "R8Uju0xGLX3s" + }, + "outputs": [], + "source": [ + "from sklearn.metrics import mean_absolute_error" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "QKEf3y-5KVQx", + "outputId": "7683947b-7929-4e21-f669-31c67ae1e8cc" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "19.157142857142862\n" + ] + } + ], + "source": [ + "# 테스트 세트에 대한 예측을 만듭니다\n", + "test_prediction = knr.predict(test_input)\n", + "# 테스트 세트에 대한 평균 절댓값 오차를 계산합니다\n", + "mae = mean_absolute_error(test_target, test_prediction)\n", + "print(mae)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "pLW8kdDv5asl" + }, + "source": [ + "## 과대적합 vs 과소적합" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ZoXIfmiAJaNw", + "outputId": "9fef548f-caa2-407f-e1a6-c598d910398b" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9698823289099254\n" + ] + } + ], + "source": [ + "print(knr.score(train_input, train_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Jhu9abILLHjq", + "outputId": "33126437-039f-4831-c9ed-9b5d5fcbb35d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9804899950518966\n" + ] + } + ], + "source": [ + "# 이웃의 갯수를 3으로 설정합니다\n", + "knr.n_neighbors = 3\n", + "# 모델을 다시 훈련합니다\n", + "knr.fit(train_input, train_target)\n", + "print(knr.score(train_input, train_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cHedpJWCLVwb", + "outputId": "cc2f4c62-ddf7-4067-a906-07b2c8071014" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9746459963987609\n" + ] + } + ], + "source": [ + "print(knr.score(test_input, test_target))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "z-oQeMvC2NnY" + }, + "source": [ + "## 확인문제" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "ICPoeo9c2RLG", + "outputId": "2e26b00d-3124-4f53-acf0-cdb320555ef1" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# k-최근접 이웃 회귀 객체를 만듭니다\n", + "knr = KNeighborsRegressor()\n", + "# 5에서 45까지 x 좌표를 만듭니다\n", + "x = np.arange(5, 45).reshape(-1, 1)\n", + "\n", + "# n = 1, 5, 10일 때 예측 결과를 그래프로 그립니다.\n", + "for n in [1, 5, 10]:\n", + " # 모델 훈련\n", + " knr.n_neighbors = n\n", + " knr.fit(train_input, train_target)\n", + " # 지정한 범위 x에 대한 예측 구하기\n", + " prediction = knr.predict(x)\n", + " # 훈련 세트와 예측 결과 그래프 그리기\n", + " plt.scatter(train_input, train_target)\n", + " plt.plot(x, prediction)\n", + " plt.title('n_neighbors = {}'.format(n))\n", + " plt.xlabel('length')\n", + " plt.ylabel('weight')\n", + " plt.show()" + ] + } + ], + "metadata": { + "colab": { + "collapsed_sections": [ + "pLW8kdDv5asl" + ], + "name": "3-1 최근접 이웃 회귀.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/week2/3-2.ipynb b/week2/3-2.ipynb new file mode 100644 index 0000000..0ef255b --- /dev/null +++ b/week2/3-2.ipynb @@ -0,0 +1,592 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "V85bCyldfslj" + }, + "source": [ + "# 선형 회귀" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "CgQlTY9VpWeb" + }, + "source": [ + "## k-최근접 이웃의 한계" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "HhWInkOKqg6s" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "perch_length = np.array(\n", + " [8.4, 13.7, 15.0, 16.2, 17.4, 18.0, 18.7, 19.0, 19.6, 20.0,\n", + " 21.0, 21.0, 21.0, 21.3, 22.0, 22.0, 22.0, 22.0, 22.0, 22.5,\n", + " 22.5, 22.7, 23.0, 23.5, 24.0, 24.0, 24.6, 25.0, 25.6, 26.5,\n", + " 27.3, 27.5, 27.5, 27.5, 28.0, 28.7, 30.0, 32.8, 34.5, 35.0,\n", + " 36.5, 36.0, 37.0, 37.0, 39.0, 39.0, 39.0, 40.0, 40.0, 40.0,\n", + " 40.0, 42.0, 43.0, 43.0, 43.5, 44.0]\n", + " )\n", + "perch_weight = np.array(\n", + " [5.9, 32.0, 40.0, 51.5, 70.0, 100.0, 78.0, 80.0, 85.0, 85.0,\n", + " 110.0, 115.0, 125.0, 130.0, 120.0, 120.0, 130.0, 135.0, 110.0,\n", + " 130.0, 150.0, 145.0, 150.0, 170.0, 225.0, 145.0, 188.0, 180.0,\n", + " 197.0, 218.0, 300.0, 260.0, 265.0, 250.0, 250.0, 300.0, 320.0,\n", + " 514.0, 556.0, 840.0, 685.0, 700.0, 700.0, 690.0, 900.0, 650.0,\n", + " 820.0, 850.0, 900.0, 1015.0, 820.0, 1100.0, 1000.0, 1100.0,\n", + " 1000.0, 1000.0]\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "7UVMy686qhP9" + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "# 훈련 세트와 테스트 세트로 나눕니다\n", + "train_input, test_input, train_target, test_target = train_test_split(\n", + " perch_length, perch_weight, random_state=42)\n", + "# 훈련 세트와 테스트 세트를 2차원 배열로 바꿉니다\n", + "train_input = train_input.reshape(-1, 1)\n", + "test_input = test_input.reshape(-1, 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 80 + }, + "id": "k7Uocvq2quTE", + "outputId": "1cae4d9d-7ac3-4c18-8d57-da0f6aa0700b" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "KNeighborsRegressor(n_neighbors=3)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.neighbors import KNeighborsRegressor\n", + "\n", + "knr = KNeighborsRegressor(n_neighbors=3)\n", + "# k-최근접 이웃 회귀 모델을 훈련합니다\n", + "knr.fit(train_input, train_target)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "CFOp6T9-q0QR", + "outputId": "006636dc-8a6b-4818-94d7-438b9a90f485" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1033.33333333]\n" + ] + } + ], + "source": [ + "print(knr.predict([[50]]))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "id": "G8FR1q-IuBlU" + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "wR9eDDH2q9nP", + "outputId": "ece217b3-88db-4065-834d-cbd08ea3409e" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 50cm 농어의 이웃을 구합니다\n", + "distances, indexes = knr.kneighbors([[50]])\n", + "\n", + "# 훈련 세트의 산점도를 그립니다\n", + "plt.scatter(train_input, train_target)\n", + "# 훈련 세트 중에서 이웃 샘플만 다시 그립니다\n", + "plt.scatter(train_input[indexes], train_target[indexes], marker='D')\n", + "# 50cm 농어 데이터\n", + "plt.scatter(50, 1033, marker='^')\n", + "plt.xlabel('length')\n", + "plt.ylabel('weight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "-eljdQI_d0go", + "outputId": "13fb3d36-bf54-4876-fb61-52135a3ed1f1" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1033.3333333333333\n" + ] + } + ], + "source": [ + "print(np.mean(train_target[indexes]))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8cw87IL3t_3p", + "outputId": "f8b3615c-7fc5-4e09-c9ef-86456ddba6c4" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1033.33333333]\n" + ] + } + ], + "source": [ + "print(knr.predict([[100]]))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "YIMtpZKPfQjc", + "outputId": "dedc7035-6e24-49f2-94a8-9d981b7f207e" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 100cm 농어의 이웃을 구합니다\n", + "distances, indexes = knr.kneighbors([[100]])\n", + "\n", + "# 훈련 세트의 산점도를 그립니다\n", + "plt.scatter(train_input, train_target)\n", + "# 훈련 세트 중에서 이웃 샘플만 다시 그립니다\n", + "plt.scatter(train_input[indexes], train_target[indexes], marker='D')\n", + "# 100cm 농어 데이터\n", + "plt.scatter(100, 1033, marker='^')\n", + "plt.xlabel('length')\n", + "plt.ylabel('weight')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "yFadoVqdpe93" + }, + "source": [ + "## 선형 회귀" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "id": "AKnGV8g5uN_U" + }, + "outputs": [], + "source": [ + "from sklearn.linear_model import LinearRegression" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 80 + }, + "id": "Ypqgx5RRuOWg", + "outputId": "753724da-d4a9-4ac3-da14-bcc60f6a041f" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "LinearRegression()" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lr = LinearRegression()\n", + "# 선형 회귀 모델 훈련\n", + "lr.fit(train_input, train_target)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_Dh2FgXouRLU", + "outputId": "7ffb67d9-451f-4b68-8630-17b69435de4c" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1241.83860323]\n" + ] + } + ], + "source": [ + "# 50cm 농어에 대한 예측\n", + "print(lr.predict([[50]]))" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Gy_CKIiIMxDu", + "outputId": "a4e93955-e14b-4825-cabc-29b4cc08e367" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[39.01714496] -709.0186449535477\n" + ] + } + ], + "source": [ + "print(lr.coef_, lr.intercept_)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "VumOdzlFuV_5", + "outputId": "0fde3dfb-3d99-4177-b582-69db8c18a1d5" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 훈련 세트의 산점도를 그립니다\n", + "plt.scatter(train_input, train_target)\n", + "# 15에서 50까지 1차 방정식 그래프를 그립니다\n", + "plt.plot([15, 50], [15*lr.coef_+lr.intercept_, 50*lr.coef_+lr.intercept_])\n", + "# 50cm 농어 데이터\n", + "plt.scatter(50, 1241.8, marker='^')\n", + "plt.xlabel('length')\n", + "plt.ylabel('weight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "myWLMckTQZzr", + "outputId": "d30b30da-77a7-4ade-b972-0767cf108d3a" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.939846333997604\n", + "0.8247503123313558\n" + ] + } + ], + "source": [ + "print(lr.score(train_input, train_target))\n", + "print(lr.score(test_input, test_target))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "h-akkHaaQc0b" + }, + "source": [ + "## 다항 회귀" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "id": "wcdsYFxB2q82" + }, + "outputs": [], + "source": [ + "train_poly = np.column_stack((train_input ** 2, train_input))\n", + "test_poly = np.column_stack((test_input ** 2, test_input))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "JJ6tf1F96EzF", + "outputId": "8652429a-ce3d-4b79-cd94-0ae5959b4785" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(42, 2) (14, 2)\n" + ] + } + ], + "source": [ + "print(train_poly.shape, test_poly.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "LTlN32tML4Kf", + "outputId": "1de9c53b-f45f-47be-d7f9-627f2891e1cc" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1573.98423528]\n" + ] + } + ], + "source": [ + "lr = LinearRegression()\n", + "lr.fit(train_poly, train_target)\n", + "\n", + "print(lr.predict([[50**2, 50]]))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "k_fGreBgNCAc", + "outputId": "4a18df76-8618-4462-da0e-219c4aa3af42" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 1.01433211 -21.55792498] 116.0502107827827\n" + ] + } + ], + "source": [ + "print(lr.coef_, lr.intercept_)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "c91qVYoPLz1H", + "outputId": "99f3fa57-755a-46f1-dad9-a0e286e00d7b" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 구간별 직선을 그리기 위해 15에서 49까지 정수 배열을 만듭니다\n", + "point = np.arange(15, 50)\n", + "# 훈련 세트의 산점도를 그립니다\n", + "plt.scatter(train_input, train_target)\n", + "# 15에서 49까지 2차 방정식 그래프를 그립니다\n", + "plt.plot(point, 1.01*point**2 - 21.6*point + 116.05)\n", + "# 50cm 농어 데이터\n", + "plt.scatter([50], [1574], marker='^')\n", + "plt.xlabel('length')\n", + "plt.ylabel('weight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "oCGTrZezL3E4", + "outputId": "97cccbb2-79c2-4912-a419-dd7482ca0604" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9706807451768623\n", + "0.9775935108325122\n" + ] + } + ], + "source": [ + "print(lr.score(train_poly, train_target))\n", + "print(lr.score(test_poly, test_target))" + ] + } + ], + "metadata": { + "colab": { + "name": "3-2 선형 회귀.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/week2/3-3.ipynb b/week2/3-3.ipynb new file mode 100644 index 0000000..a3e523e --- /dev/null +++ b/week2/3-3.ipynb @@ -0,0 +1,842 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "XjTc5n2flYUu" + }, + "source": [ + "# 특성 공학과 규제" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "B8YOr2hElYUv" + }, + "source": [ + "<table align=\"left\">\n", + " <td>\n", + " <a target=\"_blank\" href=\"https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/3-3.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />구글 코랩에서 실행하기</a>\n", + " </td>\n", + "</table>" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "fZwhQU2l8tI6" + }, + "source": [ + "## 데이터 준비" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "3kjaTfOqEVwY" + }, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8qmTS1RzKRKT", + "outputId": "97cc4a5a-6d9a-4116-885c-4d902e652c2e" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 8.4 2.11 1.41]\n", + " [13.7 3.53 2. ]\n", + " [15. 3.82 2.43]\n", + " [16.2 4.59 2.63]\n", + " [17.4 4.59 2.94]\n", + " [18. 5.22 3.32]\n", + " [18.7 5.2 3.12]\n", + " [19. 5.64 3.05]\n", + " [19.6 5.14 3.04]\n", + " [20. 5.08 2.77]\n", + " [21. 5.69 3.56]\n", + " [21. 5.92 3.31]\n", + " [21. 5.69 3.67]\n", + " [21.3 6.38 3.53]\n", + " [22. 6.11 3.41]\n", + " [22. 5.64 3.52]\n", + " [22. 6.11 3.52]\n", + " [22. 5.88 3.52]\n", + " [22. 5.52 4. ]\n", + " [22.5 5.86 3.62]\n", + " [22.5 6.79 3.62]\n", + " [22.7 5.95 3.63]\n", + " [23. 5.22 3.63]\n", + " [23.5 6.28 3.72]\n", + " [24. 7.29 3.72]\n", + " [24. 6.38 3.82]\n", + " [24.6 6.73 4.17]\n", + " [25. 6.44 3.68]\n", + " [25.6 6.56 4.24]\n", + " [26.5 7.17 4.14]\n", + " [27.3 8.32 5.14]\n", + " [27.5 7.17 4.34]\n", + " [27.5 7.05 4.34]\n", + " [27.5 7.28 4.57]\n", + " [28. 7.82 4.2 ]\n", + " [28.7 7.59 4.64]\n", + " [30. 7.62 4.77]\n", + " [32.8 10.03 6.02]\n", + " [34.5 10.26 6.39]\n", + " [35. 11.49 7.8 ]\n", + " [36.5 10.88 6.86]\n", + " [36. 10.61 6.74]\n", + " [37. 10.84 6.26]\n", + " [37. 10.57 6.37]\n", + " [39. 11.14 7.49]\n", + " [39. 11.14 6. ]\n", + " [39. 12.43 7.35]\n", + " [40. 11.93 7.11]\n", + " [40. 11.73 7.22]\n", + " [40. 12.38 7.46]\n", + " [40. 11.14 6.63]\n", + " [42. 12.8 6.87]\n", + " [43. 11.93 7.28]\n", + " [43. 12.51 7.42]\n", + " [43.5 12.6 8.14]\n", + " [44. 12.49 7.6 ]]\n" + ] + } + ], + "source": [ + "#인터넷 링크를 통해 데이터 불러오기\n", + "df = pd.read_csv('https://bit.ly/perch_csv_data')\n", + "#to_numpy() => 불러온 데이터프레임을 numpy 배열로 변환\n", + "perch_full = df.to_numpy()\n", + "print(perch_full)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "id": "PsRC7rvE9SbL" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "perch_weight = np.array(\n", + " [5.9, 32.0, 40.0, 51.5, 70.0, 100.0, 78.0, 80.0, 85.0, 85.0,\n", + " 110.0, 115.0, 125.0, 130.0, 120.0, 120.0, 130.0, 135.0, 110.0,\n", + " 130.0, 150.0, 145.0, 150.0, 170.0, 225.0, 145.0, 188.0, 180.0,\n", + " 197.0, 218.0, 300.0, 260.0, 265.0, 250.0, 250.0, 300.0, 320.0,\n", + " 514.0, 556.0, 840.0, 685.0, 700.0, 700.0, 690.0, 900.0, 650.0,\n", + " 820.0, 850.0, 900.0, 1015.0, 820.0, 1100.0, 1000.0, 1100.0,\n", + " 1000.0, 1000.0]\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "id": "cRKkoWoZ9J0m" + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "train_input, test_input, train_target, test_target = train_test_split(perch_full, perch_weight, random_state=42)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "y5uMFE_8V1tx" + }, + "source": [ + "## 사이킷런의 변환기" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "id": "EclugdXmSs-L" + }, + "outputs": [], + "source": [ + "from sklearn.preprocessing import PolynomialFeatures" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "V5is7cZhKbPU", + "outputId": "9b20cb39-2475-4488-e121-faa9c2006f34" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[1. 2. 3. 4. 6. 9.]]\n" + ] + } + ], + "source": [ + "#단순히 주어진 길이, 높이, 두께만 사용하는 게 아니라 주어진 값을 변경해서 사용\n", + "#데이터를 fit해서 넣어준 뒤 transform을 사용하면 알아서 새로운 특성을 만들어줌\n", + "\n", + "#디폴트 degree는 2라서, 매개변수를 안 주면 2승까지만 고려해서 특성을 만듦\n", + "poly = PolynomialFeatures()\n", + "poly.fit([[2, 3]])\n", + "print(poly.transform([[2, 3]]))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "bKXkK0oJc4nG", + "outputId": "e94f8979-1667-437b-9f7e-6407591c19ce" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[2. 3. 4. 6. 9.]]\n" + ] + } + ], + "source": [ + "#include_bias 기본값은 true (절편에 영향을 주는 속성)\n", + "poly = PolynomialFeatures(include_bias=False)\n", + "poly.fit([[2, 3]])\n", + "print(poly.transform([[2, 3]]))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "id": "__kE6eJdNZfm" + }, + "outputs": [], + "source": [ + "poly = PolynomialFeatures(include_bias=False)\n", + "\n", + "poly.fit(train_input)\n", + "train_poly = poly.transform(train_input)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2a_lmkKle4kF", + "outputId": "1353d22c-50de-4793-fb69-361faffd810a" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(42, 9)\n" + ] + } + ], + "source": [ + "print(train_poly.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "X6GUwfXTfKbl", + "outputId": "171179e6-43f8-497f-9fdd-8d9c66e19a3d" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['x0', 'x1', 'x2', 'x0^2', 'x0 x1', 'x0 x2', 'x1^2', 'x1 x2',\n", + " 'x2^2'], dtype=object)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#각 특성이 어떻게 나온 특성인지 알아볼 수 있는 메소드\n", + "poly.get_feature_names_out()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "id": "DJMPxe2mgbOo" + }, + "outputs": [], + "source": [ + "#훈련 데이터와 테스트 데이터를 동일하게 변환하는 걸 꼭 습관 들이기\n", + "\n", + "test_poly = poly.transform(test_input)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "PdDAslHzNk3H" + }, + "source": [ + "## 다중 회귀 모델 훈련하기" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "E9ygy-8WOvIP", + "outputId": "56779cb3-e70e-47e3-debb-14bc866552d5" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9903183436982125\n" + ] + } + ], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "\n", + "lr = LinearRegression()\n", + "lr.fit(train_poly, train_target)\n", + "print(lr.score(train_poly, train_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "GKKyfFcAd7zm", + "outputId": "356f51b8-c430-4503-a83a-6f8377ea0e7f" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9714559911594111\n" + ] + } + ], + "source": [ + "print(lr.score(test_poly, test_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "id": "2fDt5mrReMwU" + }, + "outputs": [], + "source": [ + "poly = PolynomialFeatures(degree=5, include_bias=False)\n", + "\n", + "poly.fit(train_input)\n", + "train_poly = poly.transform(train_input)\n", + "test_poly = poly.transform(test_input)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "hcM8R4VHSzR8", + "outputId": "8c5d6247-152f-4e41-df93-47c96800f1f5" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(42, 55)\n" + ] + } + ], + "source": [ + "print(train_poly.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "UffVFVTGP8xj", + "outputId": "6004f7cd-c08d-442f-ff41-eb25a84e3441" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9999999999996433\n" + ] + } + ], + "source": [ + "lr.fit(train_poly, train_target)\n", + "print(lr.score(train_poly, train_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "GtITdlYFg7AY", + "outputId": "d6018762-de7f-44f2-f3ff-1c347f366816" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-144.40579436844948\n" + ] + } + ], + "source": [ + "print(lr.score(test_poly, test_target))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "K2YMPSelQBpO" + }, + "source": [ + "## 규제" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "id": "hCC7wKy3QQrE" + }, + "outputs": [], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "ss = StandardScaler()\n", + "ss.fit(train_poly)\n", + "\n", + "train_scaled = ss.transform(train_poly)\n", + "test_scaled = ss.transform(test_poly)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qyLI7JQsJ7RQ" + }, + "source": [ + "## 릿지" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "LdNuDNQGQipv", + "outputId": "683d3574-a50e-4336-fefb-6c581a2e2dd4" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9896101671037343\n" + ] + } + ], + "source": [ + "from sklearn.linear_model import Ridge\n", + "\n", + "ridge = Ridge()\n", + "ridge.fit(train_scaled, train_target)\n", + "print(ridge.score(train_scaled, train_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "p5mXLecwhdnF", + "outputId": "eb804931-36da-4e74-f233-bc905448cc49" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9790693977615387\n" + ] + } + ], + "source": [ + "print(ridge.score(test_scaled, test_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "id": "wXd3_Kq6hlbM" + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "train_score = []\n", + "test_score = []" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "id": "9MvIvQOrhfqC" + }, + "outputs": [], + "source": [ + "alpha_list = [0.001, 0.01, 0.1, 1, 10, 100]\n", + "for alpha in alpha_list:\n", + " # 릿지 모델을 만듭니다\n", + " ridge = Ridge(alpha=alpha)\n", + " # 릿지 모델을 훈련합니다\n", + " ridge.fit(train_scaled, train_target)\n", + " # 훈련 점수와 테스트 점수를 저장합니다\n", + " train_score.append(ridge.score(train_scaled, train_target))\n", + " test_score.append(ridge.score(test_scaled, test_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "95DjrJxlhiow", + "outputId": "7f9e9b5c-2a9e-465c-e341-97e192f14540" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(np.log10(alpha_list), train_score)\n", + "plt.plot(np.log10(alpha_list), test_score)\n", + "plt.xlabel('alpha')\n", + "plt.ylabel('R^2')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "5S5vhi-vhjzT", + "outputId": "e24e1544-2367-488d-fdc8-c275cba48a7b" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9903815817570367\n", + "0.9827976465386928\n" + ] + } + ], + "source": [ + "ridge = Ridge(alpha=0.1)\n", + "ridge.fit(train_scaled, train_target)\n", + "\n", + "print(ridge.score(train_scaled, train_target))\n", + "print(ridge.score(test_scaled, test_target))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jUph9pH_KA9_" + }, + "source": [ + "## 라쏘" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Ymu-jmekh0IK", + "outputId": "5ceef6cc-4a08-4618-c03e-63e84548888f" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.989789897208096\n" + ] + } + ], + "source": [ + "from sklearn.linear_model import Lasso\n", + "\n", + "#얘도 알파 디폴트는 1\n", + "lasso = Lasso()\n", + "lasso.fit(train_scaled, train_target)\n", + "print(lasso.score(train_scaled, train_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "t3jO37UMh2iI", + "outputId": "81142c97-5013-444c-aaaf-a7f4e104b8cb" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9800593698421883\n" + ] + } + ], + "source": [ + "print(lasso.score(test_scaled, test_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "uoL2oJ6Ih4Jw", + "outputId": "a482f70c-cb61-4bce-cbec-aedac23dca97", + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.878e+04, tolerance: 5.183e+02\n", + " model = cd_fast.enet_coordinate_descent(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.297e+04, tolerance: 5.183e+02\n", + " model = cd_fast.enet_coordinate_descent(\n" + ] + } + ], + "source": [ + "train_score = []\n", + "test_score = []\n", + "\n", + "#최적의 알파값 찾기\n", + "alpha_list = [0.001, 0.01, 0.1, 1, 10, 100]\n", + "for alpha in alpha_list:\n", + " # 라쏘 모델을 만듭니다\n", + " lasso = Lasso(alpha=alpha, max_iter=10000)\n", + " # 라쏘 모델을 훈련합니다\n", + " lasso.fit(train_scaled, train_target)\n", + " # 훈련 점수와 테스트 점수를 저장합니다\n", + " train_score.append(lasso.score(train_scaled, train_target))\n", + " test_score.append(lasso.score(test_scaled, test_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "7rkH8Dvzh9UI", + "outputId": "15bbb2e5-45bb-40cd-cb55-7ec188d20f51" + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkAAAAGwCAYAAABB4NqyAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABF4ElEQVR4nO3deXiV9Z3//+d9TpaTfU8gEAiEJKgoKCCCCqIoitrqWGs7tlJmvrY6YEeZqYVKxfE3lum0Uh1r3WZqHa1f7XxF23FBKWIAZVEWNyABAoQtK9n3nPv8/rhPThLICjm5k5zX47rOlbPc9znv+4jkxWc1PB6PBxEREZEA4rC7ABEREZGBpgAkIiIiAUcBSERERAKOApCIiIgEHAUgERERCTgKQCIiIhJwFIBEREQk4ATZXcBgZJomJ06cICoqCsMw7C5HREREesHj8VBdXU1qaioOR/dtPApAnThx4gRpaWl2lyEiIiJn4ejRo4wePbrbYxSAOhEVFQVYX2B0dLTN1YiIiEhvVFVVkZaW5vs93h0FoE60dntFR0crAImIiAwxvRm+okHQIiIiEnAUgERERCTgKACJiIhIwFEAEhERkYCjACQiIiIBRwFIREREAo4CkIiIiAQcBSAREREJOApAIiIiEnAUgERERCTgKACJiIhIwFEAEhERkYCjzVAHUG1jC6dqm3A4DJyGgcOwNmxzGOB0GL77DsOwbo52943ebe4mIiIiPVMAGkDr9xXz4/+766zPN3zhyApDznaByTDwBav2QcoKVm3nWcGq/XkGTkfbfd95RrvzTgtip5/X+vlOR9v91mM7DXatj721OU8LeU5H+3DYeX3tr6Gz0GgYBlGuIJIiQ0mKCiU+IoRgpxo8RUTEogA0gBwGuIIdmB7weDyYHjA9Hjye3p3v8YDb48FtPfJjpcNTfEQIiZEhJEWFkhQZSqI3HJ3+Mz4iBKdDrW0iIsOZ4fH09tdv4KiqqiImJobKykqio6P9/nntw5Dp8WCa7e57w5Lb9HQITm6PB9O0wlPbse3e57T3ML3Ht/8cjwfv+7a9z+mf0+G9O3tPD973bX+eB7fZGu689Zqe096z85o6vI/pvc7T6mt/zW6z7TPNDs97qKpvobSmkbLaJtxm7/+YOwyIj2gNRW2BKSnqzMAUGxaMQ2FJRGRQ6Mvvb7UADQJWdxY40S9SfzBND+V1TZTUNFJa3URJTQMl1Y2U1jR5fzb6fpbVNmF6oLTGetyTIIdBgjckJUa2BaXTW5WSIkOJDgvSOC4RkUFCAUiGPYfDICEylITIUBjR/bEtbpNTdVYw6ioklVQ3UlLTSEVdMy2mh6KqRoqqeg5LIU5HW4tSJyEpsV0rU0SIU2FJRMSPFIBE2glyOkiOcpEc5erx2KYWk7LatlYl62dbQGofmKobWmhym5yobOBEZUOP7+0KdnRoVUqMOrN1qfVxWIizPy5dRCSgKACJnKWQIAcjY8IYGRMGxHR7bEOz29ut1r51qfOftU1uGppNjp6q5+ip+h7riAhxntGCdGbrUgiJkaG4ghWWRERAAUhkQLiCnYyOC2d0XHiPx9Y1tbQbq9Q6dunMVqWS6kYaW0xqm9zUltVxuKyux/eOcgW1zYJrP7g7MpTEqBCSIl0kRYWSEKllA0RkeFMAEhlkwkOCGJMQxJiE7sOSx+OhprHljHFKnbcuNdHkNqluaKG6oYX8ktoe64gLD+50fFL7VqWkqFCiXcEEOQzfmk8iIkOBApDIEGUt9hhMlCuYcYkR3R7r8VjLAnTWqnR661JpjbVsQHldM+V1zewvrul1TUEOgyCnQZDD4f1p3Xc6DIKdVkjq8Jqz/WsOgr1BKtj7fOtxTofDd37ra8He59u/V5Dv/I7nBDkcndfWyTkdjuvkHIU8keFBAUgkABiGQUx4MDHhwUxI7v5Y0/RQUd/cZatSSbtWpbLaxg4LebaYHlpMD2D69Xrs5HS0hqqOIarD/TMCWMcQ1WmgOy2sOZ0Gwe3CY7DTQXhoEBEhTsJDgggPcRIRat2PCAkiPNRJREgQrmCHQppILygAiUgHDodBfEQI8REhZBPV7bFu00NdUwtu00Oz2+P9aeI2PbSYphWI3B7vz/aPzQ7ntJim7/muznGbJs3m6Z9x+jFtr1nHmm2f0dPnt3ut9fO7uma36aHJH19+PzAMCA92dghLEaFOwkI6Pm4NUVaQ8gYqb5AKbz223XuEBGlMmAwvCkAictacDqsbbjhqXYG9tVXL7fbQbHYevNqHppYuAljH0Hbaa6bpfX/r+c4CYJPbpK6phbomN3VNbmobW++3UNvopr7Zu0mOB2tgfJObkn78PoKdBmHB7cJSu9AU1i48tf95xvPtzgv3BittOyN2UQASEemEYXjH/wyRlQNM00N9s5vaphbqGr0/vUGp3huIWsNSW5Bqe9zx+bb3aXJb3ZnNbg/N7haqGlr6tW5XsKOt5Sm4+7Dk6/Lr0IJlPY5o91jdgNIbCkAiIsOAw2EQERpERGgQPfRc9kmz2+whLLV7vslNXeOZIaq2qTWEtT1u7WFsaDZpaG6irOeJib1mGPQcorxdfB26C0ODSIwMYca4BLVMBQAFIBER6VKw00FMmIOYsP7r6vR4PNYaVr0MSx1bslo6dAH6jj+tG7CmsYWaxhao7nmbmtM9dusk7pwxtt+uVwYnBSARERlQhmHgCnbiCnaS0I/v6/Z2A9a1C0cdwlJji9VN2EVLVsGpOvKKanj/6yIFoACgACQiIsOC02EQGRpEZOjZ/WrLK6rmut9sZFt+GQ3Nbm0dM8xpXqOIiAiQmRzJyBgXjS0mW/PL7C5H/EwBSEREBKtrbk5WEgA5ef25iIAMRgpAIiIiXgpAgUMBSERExGvWhEScDoP8klqOnqqzuxzxIwUgERERr5iwYC4ZEwuoFWi4UwASERFpp7UbbKMC0LCmACQiItLOnKxkAD45WEZTi2lzNeIvCkAiIiLtXJAaTUJECDWNLewsKLe7HPETBSAREZF2HA6DKzMTAY0DGs4UgERERE4zJ9s7HT5XAWi4UgASERE5zZWZVgDac7KK4qoGm6sRf1AAEhEROU1iZCgXjooBYOP+UpurEX9QABIREemEVoUe3hSAREREOtE6Dmjz/hLcpsfmaqS/KQCJiIh04uK0WKJcQZTXNfPl8Uq7y5F+pgAkIiLSiSCng8szvNPhNRts2FEAEhER6YJvOnxesc2VSH9TABIREenCbO9A6N1HK6ioa7K5GulPCkAiIiJdGBUbRmZyJKYHNh/QdPjhRAFIREQCV30FnPwC9r4NW34HG38NjdUdDvFNh9c4oGElyO4CRERE/KahEioK2m7lRzo+buxkdldLI1z9kO/hnOwk/nPzITbuL8Hj8WAYxgBegPiLApCInL3aMqg/BZHJEBoN+sUgA+30gOO7eYNOQy+mr4cnQuwYcIbA0a2w7+0OAWh6ejyuYAdFVY3kFlUzcUS0Hy9IBooCkIj0XksTHNsOB9bDwfVw8vO214LDITIFokZYt8gR7e6nQNRIiEoBV6yCkvReQ1XX4aaiABoqen6P1oDT4TbW+zMNQiKs4+pOwa8mQPEeOHUI4scB4Ap2MnN8AhtyS8jJLVEAGiYUgESke2UH4eCHVug5vAmaajq+HhIFTdXQXAflh6xbd4JcvQhKIyAsTkEpEDRUQeXR07qn+hpwEjoJN50EnB7fJx7GzrL+nOe+BzP/wffSnKwkKwDllfCjORlnd60yqCgAiUhHDVVwaKPVwnPwQyg/3PH18ETIuBomXAPj51qtOk21UF0INUXWz+pCqClsd78Iqk9a3REtDd5fcEe6r8MZ4g1HKZ0EpXb3w+LBofkcg1ZjdfctOPXlPb9HpwHHez8mDUIj+6/e7AXeAPRuhwDUOh3+08OnqG1sISJUvz6HOv0XFAl0pgknd3lbeT60urjMlrbXHcEw5rK20JNy4ZmBIyQCEjKsW3ea63sXlOrLwd0ElQXWrTuOYG/Lkbf1qH13m+/xCCu4KSj1v8ZqqDh6WrjpY8AJi+864MSmQWiU/6+jVfYN8P5yOPKJ1SUWHg/AuMQI0uLDOHqqni0Hy5h3fsrA1SR+oQAkEoiqTlqB5+B6OLjBGsjcXnyGFXYyroH0K/rvX9jBYda4Cu/Yii41N1hhqKegVFcGZjNUHbNu3XEEQURy5+OS2geliCRwOPvneoeDxpquW28qCs78s9OZsLguuqdsCDg9iR8Hyedb44D2r4PJdwBgGAZzspJ4ZWsBOXklCkDDgAKQSCBoboCCT7yDlzdA8dcdXw+JgvFz2lp54tJtKdMn2AVxY61bd1qaTgtKJ9vCUXVRW2iqLbVatapPWLfuGI5eBqVkcA6Dv0Iba9rG4HQWcOrKen6PMwLOmI5dVK4hNmg4e4EVgHLf8QUggDlZybyytYCP8oo1HX4YGAb/94rIGTweKMlta+U5/DG01Lc7wIDUi9taeUZPA2ewbeWetaAQqwUhNq3749zNUFPsDURF3QSlEvCY1uOaQjjZ3ZsaVmtRl0HJO34pMsXe77aptl0X1ZGzCziu2K4DTuyYoRdwejJxAWz6tfUPhpZGCAoFYGZGAsFOg6On6jlcVse4xF4OrpZByfYA9PTTT/OrX/2KwsJCJk+ezFNPPcWll17a6bHNzc2sWrWKl156iePHj5Odnc0vf/lLrr/+et8xbrebRx55hFdeeYXCwkJSU1P5wQ9+wIoVK5TWZXirL4f8j9paeU7vEooaaYWdCVfDuKsgIsGGIm3iDIaYUdatO+4WKwR11t3WPjjVFIPHDbXF1q3wi27e1LAG8baGo/YDuH0Dur1ByfuLtk/OCDinDTiu68X2Da6YLrqnvF1Urpi+1zWUjbzY+u9SUwiHNkHmPAAiQ4OYNjaeLfllbMwrUQAa4mwNQK+//jpLly7l2WefZcaMGTzxxBPMnz+f3NxckpOTzzh+xYoVvPLKK7zwwgtMnDiR999/n1tvvZVPPvmEiy++GIBf/vKXPPPMM7z00ktccMEFfPbZZyxatIiYmBh+/OMfD/QliviPuwWO77BaeA6shxM7rdaLVs5QSL/c6tbKuAaSz9O08p44gyB6pHXrjum2utV6DEpFVtdbXal1K/qy+/cNi+86KAW5OnZVtU4Z73PAGXNmF1VYbK+/ooDgcFiDoXe8aM0G8wYgsFaF3pJfRk5eCQtnpdtXo5wzw+PxeOz68BkzZjB9+nR++9vfAmCaJmlpadx3330sW7bsjONTU1N56KGHWLx4se+52267jbCwMF555RUAbrrpJlJSUviv//qvLo/pSVVVFTExMVRWVhIdPcyadmVoqyjwtvB8CIdyzlzlNmliWyvP2MutQcdiH9O0upg6BKV299vPiDObz/5zQqPPDDdxYxVwzkXeB/Dq7RCVCkv3+P7xsPdkFTc8uYmwYCe7Hr4WV7AGzA8mffn9bVsLUFNTEzt27GD58uW+5xwOB/PmzWPLli2dntPY2IjL5erwXFhYGJs3b/Y9njVrFs8//zx5eXlkZWXx+eefs3nzZlavXt1lLY2NjTQ2NvoeV1VVne1lifSvplpr/E5rK0/Z/o6vu2IhY64VejLmQsxoW8qULjgcEJlk3UZc2PVxHo815bqm8MxxSa23lnqIOX01Y+9NAaf/jZsNwRHWoPkTu2DUJQBMHBFFclQoxdWNfHa4nCsyE20uVM6WbQGotLQUt9tNSkrHqYQpKSns27ev03Pmz5/P6tWrmT17NhkZGaxfv541a9bgdrt9xyxbtoyqqiomTpyI0+nE7Xbz2GOPceedd3ZZy6pVq/iXf/mX/rkwkXPh8UDRV21bTRRstdbDaWU4YfT0ttlaqRdryvZwYBjWmKyIBEi5wO5qBKyZiBOugb1/sVaF9gYgwzCYnZXE/9txjJy8YgWgIcz2QdB98eSTT3L33XczceJEDMMgIyODRYsW8fvf/953zJ/+9Cf++Mc/8uqrr3LBBRewe/du7r//flJTU1m4cGGn77t8+XKWLl3qe1xVVUVaWg+zSkT6S00J5G/wztj60OoSaS9mjNWllXGN9a9S/WtfZGBkL/AGoHc77g7vC0AlPHSjjfXJObEtACUmJuJ0Oikq6viXfVFRESNGjOj0nKSkJN566y0aGhooKysjNTWVZcuWMX78eN8xP/nJT1i2bBnf+c53ALjwwgs5cuQIq1at6jIAhYaGEhp6FrMvRM5GdxuKgrWpaPqV3inqV0PCBA1eFrFD1nyr1bXoK2tLGO/6WFdMSMRhQF5RDScq6kmN1Vi7oci2ABQSEsLUqVNZv349t9xyC2ANgl6/fj1Llizp9lyXy8WoUaNobm7mjTfe4Nvf/rbvtbq6OhynLXfvdDoxTfP0txEZOD1tKDriwrbZWmMuO7vp0CLSv8LjYcxMOLIZctfCZfcAEBcRwuS0WHYVVLAxr4TvXDrG5kLlbNjaBbZ06VIWLlzItGnTuPTSS3niiSeora1l0aJFANx1112MGjWKVatWAbBt2zaOHz/OlClTOH78OI888gimafLggw/63vPmm2/mscceY8yYMVxwwQXs2rWL1atX83d/93e2XKMEKN+Got6FCHuzoaiIDD7ZN3gD0Du+AARWN9iuggo27lcAGqpsDUB33HEHJSUlPPzwwxQWFjJlyhTWrl3rGxhdUFDQoTWnoaGBFStWkJ+fT2RkJAsWLODll18mNjbWd8xTTz3Fz3/+c/7hH/6B4uJiUlNT+dGPfsTDDz880JcngcQ04eRu72yts9xQVEQGn4kL4IOHrNmY9eXWth9YAeiJv+5n0/5SWtwmQU79/zzU2LoO0GCldYCkV3qzoWhr4Em/YnBt+Cgivff0ZVCyF/7mP+Gi2wFwmx6m/us6Kuqa+X/3zGRaerzNRQoMkXWARIacobahqIj0j+wbrACU+44vADkdBldmJvG/n58gJ69EAWgIUgAS6UqgbCgqIt2beCNsXg37/2rN4gwKAWB2ZqIvAP3Tddk2Fyl9pQAk0l6vNhS92rqNnxtYG4qKBKrUS6zNamuKrFmcE64BrHFAAF8cq6S0ppHESM3eHEoUgCSwtd9Q9OCH1v3TNxQdO6utlUcbiooEHocDsq6HnS9ZiyJ6A1BytIvzRkaz92QVm/eXcsvFo2wuVPpCAUgCT0VB25o82lBURHpj4o3eAPQeLPi17x9Cc7KS2Huyipy8EgWgIUYBSIa/3mwoOv6qtpWXtaGoiJxu3Gxrlfaq49bq7alTACsAPZtzkI15JZimB4dDLcRDhQKQDC+tu2qXH4LDm7vZUHSat5VHG4qKSC8Eh1n/QNr3ttUN5g1AU8fGERHipKy2iT0nq5g0KsbeOqXXFIBk6Gmut7qxyo9YKyyXH4aK1vtHoKn6zHO0oaiInKuJN7YFoLk/AyAkyMGsCYms21NETl6JAtAQogAkg4/phuqTbQGnfbgpPww1hT2/R+QIGHlRWyuPNhQVkXOVOR8MBxR+af0jLNbaAmNOVpIVgHJLWDx3gs1FSm8pAIk96su7DjiVRzt2WXUmJArixlqLDcalQ2zr/bHWX0oauCwi/S0iAdIusxZEzV0LM34ItE2H31FQTlVDM9EurQc2FCgAiX+0NELFUW/AOdwx4FQcOXPm1ekcQdZg5NPDTVw6xKZbuzSrRUdEBlr2Dd4A9I4vAKXFhzM+MYL80lo+OVDK9ZNG2lyk9IYCkJwd07QWBeusBafiCFSdAHrYZi4iqYuAMxaiR4FTfzxFZJCZeCOs+7k1yaK+wjeecHZWEvmlteTklSgADRH6DSNda6jqOuCUHwF3Y/fnB4d3HXDixkJIhL+vQESkfyVkQGI2lObCgb/Chd8CYE52En/45DA5uSV4PB4MtVAPegpAgaylyRpv02nAOWyN0+mO4bC6qToEnHFtjyMS1U0lIsNP9g1WAMp91xeALhuXQEiQgxOVDRworiEzJcrmIqUnCkDDmccDNcVdB5yq4x23fehMeEIXLTjpVvjR5p8iEmgm3ggfPwH71/k2Rw0LcTJjXDyb9peSk1eiADQEKAANdY01bV1SHbqrDlvTNJvruj8/yNV1wIkbC6H6n1hEpINR06wxjLUlcORjyJgLWLPBWgPQ/7lyvM1FSk8UgAY7d4u1I3lXU8brSnt4A8MaUNxVwIlMUTeViEhftG6OuutlqxvMG4Cuyk7iX9/Zy7ZDp6hvchMWohXmBzMFILt5PFBX5g00hzpZE+cYeNzdv4crtouAk251UwWF+vkiREQCzMQbvQHoPbjh38EwyEiKZFRsGMcr6tl6qIy52cl2VyndUAAaSKX7rV3ITx+P01TT/XnOkLaZU2cs+jdW2zqIiAy08VdBUJg1kaTwSxh5EYZhMDsrkf+7/Sg5uSUKQIOcAtBAOvYZvPdg569FpXYecOLSrW0dHI4BLFRERLrVujlq7jtWN9jIiwBrHND/3X6UjXklNhcoPVEAGkgp58N5N3fsoopLh5g0CHbZXJyIiPTJxAVtAeiqZQDMmpCI02GQX1pLQVkdYxLCbS5SuqIANJBGToY7XrG7ChER6Q+Z8wEDTn5ujdeMGU20K5ipY+LYfvgUOftL+H7CWLurlC6oX0VERORsRCZB2gzrfu57vqfnZFubo6obbHBTABIRETlbExdYP3Pf9T3Vujv8JwdKaWrpYbFZsY0CkIiIyNnK9gagQ5ugoRKA80dGkxgZQm2Tmx1HethSSGyjACQiInK2EjMhIRPMZmtzVMDhMJidabUC5agbbNBSABIRETkXvm6wtnFAs7MUgAY7BSAREZFz0doNtv8DcDcDcGVmIoYBe09WUVTVYGNx0hUFIBERkXMxejqEJ1pjgI58AkBCZCgXjooBNBtssFIAEhERORcOJ2Rfb93vZDaYusEGJwUgERGRc9XaDbbvXWuTa9oC0OYDpbhNj12VSRcUgERERM7V+LkQ5ILKAij6GoApabFEuYKoqGvmi2MV9tYnZ1AAEhEROVch4VYIAl83WJDTwZWZiYC6wQYjBSAREZH+0Dodft87vqc0DmjwUgASERHpD1nXY22OuhsqjwNt6wF9frSC8tom+2qTMygAiYiI9IfIZGtKPECetSjiyJgwslIiMT3WYGgZPBSARERE+svEdrPBvNQNNjgpAImIiPSX7Butn4c2QkMVAHOykgErAHk8mg4/WCgAiYiI9JfETIjPsDZHPbgegGnpcYQFOympbmTvyWqbC5RWCkAiIiL9xTDO2BzVFexkZkYCABv3qxtssFAAEhER6U+tq0Lnve/bHNU3DihXAWiwUAASERHpT2kzIDwBGiqgYAvQFoA+O3KKmsYWG4uTVgpAIiIi/cnh9K4JhK8bLD0xgrEJ4TS7PWw5WGZjcdJKAUhERKS/Zd9g/dz3jm9z1NmZrdPhi+2qStpRABIREelvGVdbm6NWHIHiPUBbN9hHuZoOPxgoAImIiPS3kAgYf5V137s56syMBIKdBsfK6zlUWmtfbQIoAImIiPiHrxvMCkARoUFMT48HtCr0YKAAJCIi4g9ZNwAGnNgJVSeBtm6wjQpAtlMAEhER8YeoFBg9zbrv3Rx1TrYVgLbkl9HQ7LarMkEBSERExH9O6wbLTokiJTqUhmaTTw+fsrEwUQASERHxF9/mqDnQWINhGFoVepBQABIREfGXpGyIGwfuJt/mqO13hxf7KACJiIj4i2HARG8rkLcb7IoJiTgM2F9cw/GKehuLC2wKQCIiIv7Uujnq/vfB3UJMeDBT0mIBzQazkwKQiIiIP6XNgLA4qC+Ho1uBdt1gGgdkGwUgERERf3IGtW2O6u0Ga50O//GBUprdpl2VBTQFIBEREX9r7QbLfRc8Hi4cFUNceDDVjS3sPlpha2mBSgFIRETE3zKuBmcolB+Ckn04HQZXZmo6vJ0UgERERPwtNBLGz7HuezdH9a0HpIHQtlAAEhERGQinrQp9ZVYiAF8er6S0ptGuqgKWApCIiMhAyPIGoOOfQXUhyVEuzh8ZDcCm/WoFGmgKQCIiIgMheiSMmmrdz1sLtM0G0ziggacAJCIiMlBO6wZrHQe0cX8ppumxq6qApAAkIiIyUFo3R83/CBpruGRMHJGhQZyqbeLrE1W2lhZoFIBEREQGSvJ5EJcO7kbI30BIkINZGQkA5OQV21tbgFEAEhERGSiG0bYo4mmrQms6/MBSABIRERlIrQEoby2YbmZ7F0TcWVBBZX2zjYUFFgUgERGRgTRmJrhiof4UHN1GWnw4GUkRuE0Pnxwotbu6gGF7AHr66adJT0/H5XIxY8YMtm/f3uWxzc3NPProo2RkZOByuZg8eTJr164947jjx4/zve99j4SEBMLCwrjwwgv57LPP/HkZIiIiveMMgqz51v197wAwW6tCDzhbA9Drr7/O0qVLWblyJTt37mTy5MnMnz+f4uLOB4KtWLGC5557jqeeeoo9e/Zwzz33cOutt7Jr1y7fMeXl5Vx++eUEBwfz3nvvsWfPHh5//HHi4uIG6rJERES6d9rmqO23xfB4NB1+IBgeG7/pGTNmMH36dH77298CYJomaWlp3HfffSxbtuyM41NTU3nooYdYvHix77nbbruNsLAwXnnlFQCWLVvGxx9/zKZNm866rqqqKmJiYqisrCQ6Ovqs30dERKRTjdXw7+PB3QSLt9MQO4HJ//IBjS0mHzwwm6yUKLsrHJL68vvbthagpqYmduzYwbx589qKcTiYN28eW7Zs6fScxsZGXC5Xh+fCwsLYvHmz7/Ff/vIXpk2bxu23305ycjIXX3wxL7zwQre1NDY2UlVV1eEmIiLiN6FRMG62dX/fO7iCncwYb02H36husAFhWwAqLS3F7XaTkpLS4fmUlBQKCws7PWf+/PmsXr2a/fv3Y5om69atY82aNZw8edJ3TH5+Ps888wyZmZm8//773Hvvvfz4xz/mpZde6rKWVatWERMT47ulpaX1z0WKiIh0xdcN9h6g3eEHmu2DoPviySefJDMzk4kTJxISEsKSJUtYtGgRDkfbZZimySWXXMIvfvELLr74Yn74wx9y99138+yzz3b5vsuXL6eystJ3O3r06EBcjoiIBLLWbTGOfQo1xb4AtC3/FHVNLTYWFhhsC0CJiYk4nU6Kioo6PF9UVMSIESM6PScpKYm33nqL2tpajhw5wr59+4iMjGT8+PG+Y0aOHMn555/f4bzzzjuPgoKCLmsJDQ0lOjq6w01ERMSvolMh9WLAA7nvkZEUwajYMJrcJtvyT9ld3bBnWwAKCQlh6tSprF+/3vecaZqsX7+emTNndnuuy+Vi1KhRtLS08MYbb/DNb37T99rll19Obm5uh+Pz8vIYO3Zs/16AiIjIuWrdGyz3PQzD0KrQA8jWLrClS5fywgsv8NJLL7F3717uvfdeamtrWbRoEQB33XUXy5cv9x2/bds21qxZQ35+Pps2beL666/HNE0efPBB3zEPPPAAW7du5Re/+AUHDhzg1Vdf5fnnn+8wc0xERGRQaO0Gy98ATbUaBzSAguz88DvuuIOSkhIefvhhCgsLmTJlCmvXrvUNjC4oKOgwvqehoYEVK1aQn59PZGQkCxYs4OWXXyY2NtZ3zPTp03nzzTdZvnw5jz76KOPGjeOJJ57gzjvvHOjLExER6V7KBRA7BioKIP8jZmVcR5DD4FBpLUfKahmbEGF3hcOWresADVZaB0hERAbMe8tg2zMw5Xtwy9N8+7ktbD90iv/vmxfw/Znpdlc3pAyJdYBERESEtm4w7+ao6gYbGApAIiIidho7C1wxUFcKxz71BaBPDpbR1GLaXNzwpQAkIiJiJ2cwZF5n3d/3DuePjCYxMpS6JjefHdF0eH9RABIREbFbu81RHQ6D2VmJgLrB/EkBSERExG4T5oEjGMoOQOn+tnFAuQpA/qIAJCIiYjdXNIy70rq/7x2uzEzCMGBfYTVFVQ321jZMKQCJiIgMBu26weIjQrhoVAygbjB/UQASEREZDFoD0NHtUFOi6fB+pgAkIiIyGMSMgpGTAQ/krfXtC7Z5fyluU2sW9zcFIBERkcGi3eaok0fHEu0KorK+mc+PVdha1nCkACQiIjJYtK4KffBDgtwNXJmp2WD+ogAkIiIyWIy4EGLGQEs95H+kcUB+pAAkIiIyWBhGWytQ7rvM9gagz49VUF7bZGNhw48CkIiIyGDSbnPUEVHBTBwRhccDmw6U2lvXMKMAJCIiMpikXwGhMVBbAsc+06rQfqIAJCIiMpg4gyHzWut+u26wnLwSTE2H7zcKQCIiIoNNu3FA09LjCAt2UlrTyN7CKnvrGkYUgERERAabzGutzVFL8witOMSsjAQANuZpHFB/UQASEREZbFwx1lgggNx3fatC5+QV21jU8KIAJCIiMhi12xy1dSD0Z4fLqWlssbGo4UMBSEREZDBqHQd0dBtjXfWkJ4TTYnr4RNPh+4UCkIiIyGAUm2atDO0xIe99rQrdz/ocgD7//HP+9V//ld/97neUlnZMoVVVVfzd3/1dvxUnIiIS0Hybo7YfB1SCx6Pp8OeqTwHogw8+4NJLL+W1117jl7/8JRMnTmTDhg2+1+vr63nppZf6vUgREZGANNE7Dujgh1yWFk6I08Gx8nryS2vtrWsY6FMAeuSRR/jnf/5nvvrqKw4fPsyDDz7IN77xDdauXeuv+kRERALXiIsgejQ01xF+7GOmj4sDtCp0f+hTAPr66699XVyGYfDggw/y3HPP8a1vfYu3337bLwWKiIgErA6bo77jGwe0cb8C0LnqUwAKDQ2loqKiw3N/+7d/y3/+539yxx138Oabb/ZnbSIiItLaDZa7ljmZiQBszS+jodltY1FDX1BfDp4yZQobNmxg6tSpHZ7/zne+g8fjYeHChf1anIiISMAbewWERkNtMVktuYyIdlFY1cD2Q6d8+4RJ3/WpBejee+/l+PHjnb723e9+lz/84Q/Mnj27XwoTERERICgEJswDwMh9T9Ph+4nh0Vy6M1RVVRETE0NlZSXR0dF2lyMiIoHui/+BNf8Hkiby7uy3+Ic/7mRCciR/XTrH7soGlb78/tZCiCIiIoNd5rXgCIKSfVyZUIXTYXCguIZj5XV2VzZknVUAWrNmTX/XISIiIl0Ji4WxlwMQdXgdF6fFAtod/lz0OQA9//zz3Hffff6oRURERLrSbnPU2VnaHf5c9SkAPfbYY/zsZz/j3Xff9Vc9IiIi0pnW6fAFW7h6jBOAjw+U0ew2bSxq6Op1ALr//vv593//d9555x0mT57sz5pERETkdLFjIMXaHPX8mq3ER4RQ09jCroIKuysbknodgP7jP/6Dxx9/nBkzZvizHhEREemKd1VoR967XOldFFHdYGen1wHotttuY+XKleTn5/uzHhEREelKazfYgQ+Zm2FN89Z6QGen1wHoT3/6EzfddBPXXHNNl4shioiIiB+NnAJRqdBcy9yQfQB8dbyKkupGe+sagnodgAzD4LnnnuO73/0uV199tT9rEhERkc602xw1puADJo2yWoE2aXPUPuvzNPhf/OIX3Hvvvf6oRURERHrSYXPUBEDdYGfjrBZCvP/++7t8rb6+/mxrERERkZ6kXwkhUVBTyA3xhQBszCvBbWpnq77ot60wGhsbefzxxxk3blx/vaWIiIicLigUJlwDwHmVm4gMDaK8rpmvjlfaXNjQ0qcA1NjYyPLly5k2bRqzZs3irbfeAuDFF19k3LhxPPHEEzzwwAP+qFNERERaTbwRAOf+tVw+weoG26husD7pUwB6+OGHeeaZZ0hPT+fw4cPcfvvt/PCHP+Q3v/kNq1ev5vDhw/z0pz/1V60iIiICMGEeGE4o3sOC0dYMMI0D6pugvhz8P//zP/z3f/833/jGN/jqq6+46KKLaGlp4fPPP8cwDH/VKCIiIu2Fx8PYWXB4E3PM7UAWOwvKqaxrJiY82O7qhoQ+tQAdO3aMqVOnAjBp0iRCQ0N54IEHFH5EREQGmrcbLPboeiYkR2J64OOD2h2+t/oUgNxuNyEhIb7HQUFBREZG9ntRIiIi0gPvekAc+YT5463fzTm56gbrrT51gXk8Hn7wgx8QGhoKQENDA/fccw8REREdjluzZk3/VSgiIiJnikuH5Aug+GtuDvuKp0klJ68Ej8ejnple6FMAWrhwYYfH3/ve9/q1GBEREemDiQug+GsyyzfiCv5bCqsayCuqIXtElN2VDXp9CkAvvviiv+oQERGRvsq+ATb+Cmf+h1ye/iPW768kJ69YAagX+m0hRBERERlgIy+GqJHQVMO3Ew4DsDFPA6F7QwFIRERkqHI4IOt6AC5r3grA9kOnqGtqsbOqIUEBSEREZCjzToePLvgrabGhNLlNtuaX2VzU4KcAJCIiMpSNmw0hkRjVJ/luWjmg6fC9oQAkIiIylAWFQsbVAMwP2gFoW4zeUAASEREZ6rzdYOmlOQQ5DA6X1XG4tNbmogY3BSAREZGhLvM6MJw4S/Zwg3dz1I371QrUHQUgERGRoS48HsbMBOCO6C8BjQPqiQKQiIjIcDBxAQBT6rYAsCW/jMYWt50VDWoKQCIiIsOBd3PUiJPbGB/ZTF2Tmx2Hy20uavBSABIRERkO4sdD0nkYHjd/n7If0Gyw7igAiYiIDBfebrCr+AxQAOqOApCIiMhwkW0FoNSSzYQazewrrKawssHmogYnBSAREZHhIvUSiByB0VTDd5MLANioVqBOKQCJiIgMFw4HZFubo94S9jmgbrCuKACJiIgMJ95usPOrPwY8bNpfQovbtLemQUgBSEREZDgZNweCIwipPckM1zGqGlr4/Fil3VUNOgpAIiIiw0mwCyZYm6MujP8aUDdYZxSAREREhhtvN9jMlm2AAlBnBkUAevrpp0lPT8flcjFjxgy2b9/e5bHNzc08+uijZGRk4HK5mDx5MmvXru3y+H/7t3/DMAzuv/9+P1QuIiIyCGXOB8NBXFUuoyjhi2MVnKptsruqQcX2APT666+zdOlSVq5cyc6dO5k8eTLz58+nuLi40+NXrFjBc889x1NPPcWePXu45557uPXWW9m1a9cZx3766ac899xzXHTRRf6+DBERkcEjIgHSLgPgzriv8Xhgk3aH78D2ALR69WruvvtuFi1axPnnn8+zzz5LeHg4v//97zs9/uWXX+ZnP/sZCxYsYPz48dx7770sWLCAxx9/vMNxNTU13HnnnbzwwgvExcV1W0NjYyNVVVUdbiIiIkOad1XoG4J3AuoGO52tAaipqYkdO3Ywb94833MOh4N58+axZcuWTs9pbGzE5XJ1eC4sLIzNmzd3eG7x4sXceOONHd67K6tWrSImJsZ3S0tLO4urERERGUS844DGVu8mmlo25pVimh6bixo8bA1ApaWluN1uUlJSOjyfkpJCYWFhp+fMnz+f1atXs3//fkzTZN26daxZs4aTJ0/6jnnttdfYuXMnq1at6lUdy5cvp7Ky0nc7evTo2V+UiIjIYJCQAYnZODwtXBfyJaU1jew5qR6OVrZ3gfXVk08+SWZmJhMnTiQkJIQlS5awaNEiHA7rUo4ePco//uM/8sc//vGMlqKuhIaGEh0d3eEmIiIy5Hm7wb4d9QWgbrD2bA1AiYmJOJ1OioqKOjxfVFTEiBEjOj0nKSmJt956i9raWo4cOcK+ffuIjIxk/PjxAOzYsYPi4mIuueQSgoKCCAoKIicnh//4j/8gKCgIt9vt9+sSEREZFLJvBGBK42cE06J9wdqxNQCFhIQwdepU1q9f73vONE3Wr1/PzJkzuz3X5XIxatQoWlpaeOONN/jmN78JwDXXXMOXX37J7t27fbdp06Zx5513snv3bpxOp1+vSUREZNAYNRUikglpqWGGYy87jpRT3dBsd1WDQpDdBSxdupSFCxcybdo0Lr30Up544glqa2tZtGgRAHfddRejRo3yjefZtm0bx48fZ8qUKRw/fpxHHnkE0zR58MEHAYiKimLSpEkdPiMiIoKEhIQznhcRERnWWjdH3fnf/E3EF2yuvpBPDpYx/4LOe1kCie0B6I477qCkpISHH36YwsJCpkyZwtq1a30DowsKCnzjewAaGhpYsWIF+fn5REZGsmDBAl5++WViY2NtugIREZFBLHsB7PxvruEz4G/JyStRAAIMj8ejOXGnqaqqIiYmhsrKSg2IFhGRoa25Hv59PDTXcWPjL6iIOY/NP52LYRh2V9bv+vL7e8jNAhMREZE+CA6DDGtz1PlBOzleUc/Bklqbi7KfApCIiMhwl30DAN9w7QY0HR4UgERERIa/rOvBcJDefIBUShWAUAASEREZ/iISIW0GANc4d7Itv4yG5sBeF08BSEREJBB4u8FuCtlFY4vJtkOnbC7IXgpAIiIigcC7KvRUviaKOnJyA7sbTAFIREQkECROgMQsgjwtzHF8Tk5esd0V2UoBSEREJFB4u8Guc+7gYEktR0/V2VyQfRSAREREAoW3G+yaoM8JooWN+wO3G0wBSEREJFCMngbhiUR4arnUsS+gxwEpAImIiAQKh9PaHBW41rGDTw6W0ew2bS7KHgpAIiIigcTbDTY/aCc1jc3sPFJuc0H2UAASEREJJOOvgqAwUinhPKMgYFeFVgASEREJJCHhkDEXsLrBFIBEREQkMGQvAGCecwdfn6iiuLrB5oIGngKQiIhIoMmaDxhc5DjECMrYlFdqd0UDTgFIREQk0EQmQ9qlAMxz7gzIbjAFIBERkUDk7Qa71rGDTftLcJsemwsaWApAIiIigcgbgGY5v6a5rpIvj1faXNDAUgASEREJRElZkDCBYNzMdnzBxgDrBlMAEhERCVTezVGvdQbedHgFIBERkUDlXRX6ascuviwoobKu2eaCBo4CkIiISKBKuxTCE4gx6phq5LL5QOBMh1cAEhERCVQOJ2S1bY6ak1dsc0EDRwFIREQkkLWbDp+TW4zHExjT4RWAREREAlnGXDxBLtIcJcTWHCC3qNruigaEApCIiEggC4nAGH8V0NoKFBizwRSAREREAl27zVE37lcAEhERkUCQdT0eDKY48jly6CC1jS12V+R3CkAiIiKBLioFRk8DYA6fsTW/zOaC/E8BSERERDBau8EcgbEqtAKQiIiItG2O6via7bkFNhfjfwpAIiIiAknZmHHjCTVaGFexlcOltXZX5FcKQCIiIgKGgWNi22yw4d4NpgAkIiIiFm832NWO3WzKLbS5GP9SABIRERFL2gxaXHHEGTU05X9CY4vb7or8RgFIRERELM4gnNnW5qizPdv57HC5zQX5jwKQiIiI+BinbY46XCkAiYiISJuMq3E7QhjrKObw3h12V+M3CkAiIiLSJjQSM302ABPKN3Kyst7mgvxDAUhEREQ6CD7/JgCuc+5g4zCdDq8AJCIiIh1l3wDAFMdBdu3ZZ3Mx/qEAJCIiIh1FjaA2cTIAYYfW0eI2bS6o/ykAiYiIyBnCLvwGAFe6t7P7aIW9xfiBApCIiIicwXHejQBc7viaLXuP2FxN/1MAEhERkTMlTaQmfDShRjM1ez6wu5p+pwAkIiIiZzIMHBOtVqDMis2U1TTaXFD/UgASERGRToVfZI0Dutqxk4/zhtfmqApAIiIi0rm0y6gPiibeqKHg84/srqZfKQCJiIhI55xB1Iy5BoCYgnWYpsfmgvqPApCIiIh0KfbibwJwhXs7e05U2lxN/1EAEhERkS4FZ82jmWDGOYr4Yvd2u8vpNwpAIiIi0rXQKIoTZwDgyX3X5mL6jwKQiIiIdCvsQmtz1PMrN1PV0GxzNf1DAUhERES6FX/xLQBMNg7w2VfDY3NUBSARERHpXvRIjoefh8PwUL7rf+2upl8oAImIiEiPGjPmA5Bycj0ez9CfDq8AJCIiIj1KnfEtAKa5Pyf/RLHN1Zw7BSARERHpkWvUJEqcKbiMZvK3vW13OedMAUhERER6ZhgUpVqrQoceWGtzMedOAUhERER6Je4Sa1XoSbVbaGhssrmac6MAJCIiIr2SeuHVVBFBvFHN3k//anc550QBSERERHrFCArhYOwsAOq/HNrT4RWAREREpPcm3ghAWvFH9tZxjhSAREREpNcyZn6TJo+TNM8JTh743O5yzpoCkIiIiPRadEw8e0KnAHBy+xp7izkHCkAiIiLSJxVjrwUg+sg6mys5ewpAIiIi0icjpt0KwPiGPTRVFNpczdkZFAHo6aefJj09HZfLxYwZM9i+fXuXxzY3N/Poo4+SkZGBy+Vi8uTJrF3bcUGmVatWMX36dKKiokhOTuaWW24hNzfX35chIiISELIys9nDeByGh4Jtb9pdzlmxPQC9/vrrLF26lJUrV7Jz504mT57M/PnzKS7ufJ+RFStW8Nxzz/HUU0+xZ88e7rnnHm699VZ27drlOyYnJ4fFixezdetW1q1bR3NzM9dddx21tbUDdVkiIiLDlsNhUJA4BwDPvndsrubsGB6bt3SdMWMG06dP57e//S0ApmmSlpbGfffdx7Jly844PjU1lYceeojFixf7nrvtttsICwvjlVde6fQzSkpKSE5OJicnh9mzZ/dYU1VVFTExMVRWVhIdHX2WVyYiIjJ8bchZz9wNf0MDobh+dhhCwu0uqU+/v21tAWpqamLHjh3MmzfP95zD4WDevHls2bKl03MaGxtxuVwdngsLC2Pz5s1dfk5lZSUA8fHxXb5nVVVVh5uIiIh07aJLLueYJxEXjVR8/YHd5fSZrQGotLQUt9tNSkpKh+dTUlIoLOx8UNX8+fNZvXo1+/fvxzRN1q1bx5o1azh58mSnx5umyf3338/ll1/OpEmTOj1m1apVxMTE+G5paWnndmEiIiLDXEKUi11hMwEo3/lnm6vpO9vHAPXVk08+SWZmJhMnTiQkJIQlS5awaNEiHI7OL2Xx4sV89dVXvPbaa12+5/Lly6msrPTdjh496q/yRUREho2G8fMBSDzxIZhum6vpG1sDUGJiIk6nk6Kiog7PFxUVMWLEiE7PSUpK4q233qK2tpYjR46wb98+IiMjGT9+/BnHLlmyhLfffpsNGzYwevToLusIDQ0lOjq6w01ERES6N37adVR5wolyV+A++qnd5fSJrQEoJCSEqVOnsn79et9zpmmyfv16Zs6c2e25LpeLUaNG0dLSwhtvvME3v/lN32sej4clS5bw5ptv8uGHHzJu3Di/XYOIiEigmjw2ic3GxQCUfja0VoW2vQts6dKlvPDCC7z00kvs3buXe++9l9raWhYtWgTAXXfdxfLly33Hb9u2jTVr1pCfn8+mTZu4/vrrMU2TBx980HfM4sWLeeWVV3j11VeJioqisLCQwsJC6uvrB/z6REREhqsgp4OTI64GIPjA+zZX0zdBdhdwxx13UFJSwsMPP0xhYSFTpkxh7dq1voHRBQUFHcb3NDQ0sGLFCvLz84mMjGTBggW8/PLLxMbG+o555plnALjqqqs6fNaLL77ID37wA39fkoiISMCIu+gGmk7+gvj6w1B6ABIn2F1Sr9i+DtBgpHWAREREeudkZT37f30ts51fUj9nJWFzl9pWy5BZB0hERESGtpExYXweMQuAuq/etrma3lMAEhERkXOTdT0AcWW7oLbU5mJ6RwFIREREzsnFF17EV2Y6Dkw8ue/ZXU6vKACJiIjIOZmWHscGpgFQ88X/2lxN7ygAiYiIyDlxBTspG3WNdb8gB5oH/7IzCkAiIiJyzsZNmskxTyLBZgPk59hdTo8UgEREROSczclO5q/uSwBo3jP4Z4MpAImIiMg5S0+M4MtIazq8mfsemKbNFXVPAUhERET6RXT2VVR5wghtKIXjO+wup1sKQCIiItIvLs9OJcecDIBn3zs2V9M9BSARERHpFzMzEvjQY02HH+zjgBSAREREpF9EhAZRnTaXZo+TkPL9UHbQ7pK6pAAkIiIi/Wb6xHFsMydaD3LftbeYbigAiYiISL+Zk53EOtPqBjP3Dt5xQApAIiIi0m+yU6LYHX4ZAMaxbVBbZnNFnVMAEhERkX5jGAbZ2RewxxyL4TFh//t2l9QpBSARERHpV3OykllnTrUeDNJxQApAIiIi0q+umJDIX70ByDywHpobbK7oTApAIiIi0q9iwoMJHjWFE554HM11cGjwbY6qACQiIiL9bk52Cn91D95uMAUgERER6XdzspP4q2ntDu8ZhJujKgCJiIhIv7twVAz7QidT7QnDqCmCEzvtLqkDBSARERHpd06HwWVZbZujDrZuMAUgERER8Ys5WUmsc1vdYOxTABIREZEAcGVWIhvMKbR4HFCyF07l212SjwKQiIiI+EVylIu01FS2medZT+S+Z29B7SgAiYiIiN/MzmqbDTaYusEUgERERMRv5mQl+bbF8BRsgbpTNldkUQASERERv7lkTBwVIansNdMwPG7Y/4HdJQEKQCIiIuJHIUEOZmUktG2Ouu8dewvyUgASERERv5qTncQ69zTrwSDZHFUBSERERPxqdmYSX3nSKfTEQXMtHN5kd0kKQCIiIuJfafHhjE+K4q++RRHt7wZTABIRERG/m5OVzDrT2w2Wt9b2zVEVgERERMTvZmclssU8n1pcUH0STu6ytR4FIBEREfG7y8YnYASF8pH7IusJm1eFVgASERERv3MFO5kxPqFtNljBVlvrUQASERGRATEnK4n15iU8kvwk3PUXW2tRABIREZEBMScriWrCefVECvUtHltrUQASERGRAZGRFMGo2DCaWky2HiqztRYFIBERERkQhmEwJzsJgJzcEltrUQASERGRATMnK4kgh0F1Q4utdQTZ+ukiIiISUOZkJbHr4WuJcgXbWocCkIiIiAwYV7ATV7DT7jLUBSYiIiKBRwFIREREAo4CkIiIiAQcBSAREREJOApAIiIiEnAUgERERCTgKACJiIhIwFEAEhERkYCjACQiIiIBRwFIREREAo4CkIiIiAQcBSAREREJOApAIiIiEnC0G3wnPB4PAFVVVTZXIiIiIr3V+nu79fd4dxSAOlFdXQ1AWlqazZWIiIhIX1VXVxMTE9PtMYanNzEpwJimyYkTJ4iKisIwjH5976qqKtLS0jh69CjR0dH9+t7SRt/zwND3PDD0PQ8Mfc8Dx1/ftcfjobq6mtTUVByO7kf5qAWoEw6Hg9GjR/v1M6Kjo/U/2ADQ9zww9D0PDH3PA0Pf88Dxx3fdU8tPKw2CFhERkYCjACQiIiIBRwFogIWGhrJy5UpCQ0PtLmVY0/c8MPQ9Dwx9zwND3/PAGQzftQZBi4iISMBRC5CIiIgEHAUgERERCTgKQCIiIhJwFIBEREQk4CgA2egb3/gGY8aMweVyMXLkSL7//e9z4sQJu8saVg4fPszf//3fM27cOMLCwsjIyGDlypU0NTXZXdqw89hjjzFr1izCw8OJjY21u5xh5emnnyY9PR2Xy8WMGTPYvn273SUNOxs3buTmm28mNTUVwzB466237C5p2Fm1ahXTp08nKiqK5ORkbrnlFnJzc22rRwHIRnPnzuVPf/oTubm5vPHGGxw8eJBvfetbdpc1rOzbtw/TNHnuuef4+uuv+c1vfsOzzz7Lz372M7tLG3aampq4/fbbuffee+0uZVh5/fXXWbp0KStXrmTnzp1MnjyZ+fPnU1xcbHdpw0ptbS2TJ0/m6aeftruUYSsnJ4fFixezdetW1q1bR3NzM9dddx21tbW21KNp8IPIX/7yF2655RYaGxsJDg62u5xh61e/+hXPPPMM+fn5dpcyLP3hD3/g/vvvp6Kiwu5ShoUZM2Ywffp0fvvb3wLWXoVpaWncd999LFu2zObqhifDMHjzzTe55ZZb7C5lWCspKSE5OZmcnBxmz5494J+vFqBB4tSpU/zxj39k1qxZCj9+VllZSXx8vN1liPSoqamJHTt2MG/ePN9zDoeDefPmsWXLFhsrEzl3lZWVALb9fawAZLOf/vSnREREkJCQQEFBAX/+85/tLmlYO3DgAE899RQ/+tGP7C5FpEelpaW43W5SUlI6PJ+SkkJhYaFNVYmcO9M0uf/++7n88suZNGmSLTUoAPWzZcuWYRhGt7d9+/b5jv/JT37Crl27+OCDD3A6ndx1112oV7Jnff2eAY4fP87111/P7bffzt13321T5UPL2XzPIiI9Wbx4MV999RWvvfaabTUE2fbJw9Q//dM/8YMf/KDbY8aPH++7n5iYSGJiIllZWZx33nmkpaWxdetWZs6c6edKh7a+fs8nTpxg7ty5zJo1i+eff97P1Q0fff2epX8lJibidDopKirq8HxRUREjRoywqSqRc7NkyRLefvttNm7cyOjRo22rQwGonyUlJZGUlHRW55qmCUBjY2N/ljQs9eV7Pn78OHPnzmXq1Km8+OKLOBxq+Oytc/nzLOcuJCSEqVOnsn79et+AXNM0Wb9+PUuWLLG3OJE+8ng83Hfffbz55pt89NFHjBs3ztZ6FIBssm3bNj799FOuuOIK4uLiOHjwID//+c/JyMhQ608/On78OFdddRVjx47l17/+NSUlJb7X9C/o/lVQUMCpU6coKCjA7Xaze/duACZMmEBkZKS9xQ1hS5cuZeHChUybNo1LL72UJ554gtraWhYtWmR3acNKTU0NBw4c8D0+dOgQu3fvJj4+njFjxthY2fCxePFiXn31Vf785z8TFRXlG8cWExNDWFjYwBfkEVt88cUXnrlz53ri4+M9oaGhnvT0dM8999zjOXbsmN2lDSsvvviiB+j0Jv1r4cKFnX7PGzZssLu0Ie+pp57yjBkzxhMSEuK59NJLPVu3brW7pGFnw4YNnf75Xbhwod2lDRtd/V384osv2lKP1gESERGRgKPBECIiIhJwFIBEREQk4CgAiYiISMBRABIREZGAowAkIiIiAUcBSERERAKOApCIiIgEHAUgERERCTgKQCIybBw+fBjDMHzbcPTGH/7wB2JjY/1Wk4gMTgpAIiIiEnAUgERERCTgKACJyJCydu1arrjiCmJjY0lISOCmm27i4MGDnR770UcfYRgG77zzDhdddBEul4vLLruMr7766oxj33//fc477zwiIyO5/vrrOXnypO+1Tz/9lGuvvZbExERiYmKYM2cOO3fu9Ns1ioj/KQCJyJBSW1vL0qVL+eyzz1i/fj0Oh4Nbb70V0zS7POcnP/kJjz/+OJ9++ilJSUncfPPNNDc3+16vq6vj17/+NS+//DIbN26koKCAf/7nf/a9Xl1dzcKFC9m8eTNbt24lMzOTBQsWUF1d7ddrFRH/CbK7ABGRvrjttts6PP79739PUlISe/bsITIystNzVq5cybXXXgvASy+9xOjRo3nzzTf59re/DUBzczPPPvssGRkZACxZsoRHH33Ud/7VV1/d4f2ef/55YmNjycnJ4aabbuq3axORgaMWIBEZUvbv3893v/tdxo8fT3R0NOnp6QAUFBR0ec7MmTN99+Pj48nOzmbv3r2+58LDw33hB2DkyJEUFxf7HhcVFXH33XeTmZlJTEwM0dHR1NTUdPuZIjK4qQVIRIaUm2++mbFjx/LCCy+QmpqKaZpMmjSJpqams37P4ODgDo8Nw8Dj8fgeL1y4kLKyMp588knGjh1LaGgoM2fOPKfPFBF7KQCJyJBRVlZGbm4uL7zwAldeeSUAmzdv7vG8rVu3MmbMGADKy8vJy8vjvPPO6/Xnfvzxx/zud79jwYIFABw9epTS0tKzuAIRGSwUgERkyIiLiyMhIYHnn3+ekSNHUlBQwLJly3o879FHHyUhIYGUlBQeeughEhMTueWWW3r9uZmZmbz88stMmzaNqqoqfvKTnxAWFnYOVyIidtMYIBEZMhwOB6+99ho7duxg0qRJPPDAA/zqV7/q8bx/+7d/4x//8R+ZOnUqhYWF/O///i8hISG9/tz/+q//ory8nEsuuYTvf//7/PjHPyY5OflcLkVEbGZ42nd0i4gMIx999BFz586lvLxc212ISAdqARIREZGAowAkIiIiAUddYCIiIhJw1AIkIiIiAUcBSERERAKOApCIiIgEHAUgERERCTgKQCIiIhJwFIBEREQk4CgAiYiISMBRABIREZGA8/8DMUFD9SU41n0AAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(np.log10(alpha_list), train_score)\n", + "plt.plot(np.log10(alpha_list), test_score)\n", + "plt.xlabel('alpha')\n", + "plt.ylabel('R^2')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "t4uFD9Flh_Dw", + "outputId": "1b3c24d9-6ce7-43bf-f02f-53a2f5882ecf" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9888067471131867\n", + "0.9824470598706695\n" + ] + } + ], + "source": [ + "lasso = Lasso(alpha=10)\n", + "lasso.fit(train_scaled, train_target)\n", + "\n", + "print(lasso.score(train_scaled, train_target))\n", + "print(lasso.score(test_scaled, test_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "z_bQc3s8Uoai", + "outputId": "0b289e1a-b4a4-4932-c1bc-cb81ea2e3585" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "40\n" + ] + } + ], + "source": [ + "print(np.sum(lasso.coef_ == 0))" + ] + } + ], + "metadata": { + "colab": { + "name": "3-3 특성 공학과 규제.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} From 5cae3365a7b59277c73f6fade63b2b82586ce8c3 Mon Sep 17 00:00:00 2001 From: tishakong <leehn45@naver.com> Date: Mon, 14 Oct 2024 21:36:28 +0900 Subject: [PATCH 3/8] =?UTF-8?q?[=EC=9D=B4=ED=95=98=EB=8A=98]=20week3=5F202?= =?UTF-8?q?4=5FGDG=5FML=EC=9E=85=EB=AC=B8=EC=8A=A4=ED=84=B0=EB=94=94?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- week3/4-1.ipynb | 910 ++++++++++++++++++++++++++++++++++++++++++++++++ week3/4-2.ipynb | 324 +++++++++++++++++ 2 files changed, 1234 insertions(+) create mode 100644 week3/4-1.ipynb create mode 100644 week3/4-2.ipynb diff --git a/week3/4-1.ipynb b/week3/4-1.ipynb new file mode 100644 index 0000000..70dcaa6 --- /dev/null +++ b/week3/4-1.ipynb @@ -0,0 +1,910 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "LlS4gyYqJVpn" + }, + "source": [ + "# 로지스틱 회귀" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "m9MHDgx2JVpv" + }, + "source": [ + "<table align=\"left\">\n", + " <td>\n", + " <a target=\"_blank\" href=\"https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/4-1.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />구글 코랩에서 실행하기</a>\n", + " </td>\n", + "</table>" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "tQBDVUjBbIsL" + }, + "source": [ + "## 럭키백의 확률" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ILi_LPl9JVpw" + }, + "source": [ + "### 데이터 준비하기" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "Mba6QeEmLn3r", + "outputId": "4817b9cc-95e0-4916-bfef-9fd9f40c9c5d" + }, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>Species</th>\n", + " <th>Weight</th>\n", + " <th>Length</th>\n", + " <th>Diagonal</th>\n", + " <th>Height</th>\n", + " <th>Width</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>Bream</td>\n", + " <td>242.0</td>\n", + " <td>25.4</td>\n", + " <td>30.0</td>\n", + " <td>11.5200</td>\n", + " <td>4.0200</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>Bream</td>\n", + " <td>290.0</td>\n", + " <td>26.3</td>\n", + " <td>31.2</td>\n", + " <td>12.4800</td>\n", + " <td>4.3056</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>Bream</td>\n", + " <td>340.0</td>\n", + " <td>26.5</td>\n", + " <td>31.1</td>\n", + " <td>12.3778</td>\n", + " <td>4.6961</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>Bream</td>\n", + " <td>363.0</td>\n", + " <td>29.0</td>\n", + " <td>33.5</td>\n", + " <td>12.7300</td>\n", + " <td>4.4555</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>Bream</td>\n", + " <td>430.0</td>\n", + " <td>29.0</td>\n", + " <td>34.0</td>\n", + " <td>12.4440</td>\n", + " <td>5.1340</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " Species Weight Length Diagonal Height Width\n", + "0 Bream 242.0 25.4 30.0 11.5200 4.0200\n", + "1 Bream 290.0 26.3 31.2 12.4800 4.3056\n", + "2 Bream 340.0 26.5 31.1 12.3778 4.6961\n", + "3 Bream 363.0 29.0 33.5 12.7300 4.4555\n", + "4 Bream 430.0 29.0 34.0 12.4440 5.1340" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "fish = pd.read_csv('https://bit.ly/fish_csv_data')\n", + "fish.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "UWJWlRCHVWUg", + "outputId": "8771aabe-c440-49b1-e4c7-0100090e8139" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Bream' 'Roach' 'Whitefish' 'Parkki' 'Perch' 'Pike' 'Smelt']\n" + ] + } + ], + "source": [ + "#Species => 물고기 종 타겟으로 사용\n", + "print(pd.unique(fish['Species']))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "8JjMXc9wVE7C" + }, + "outputs": [], + "source": [ + "#input으로 5개를 넣어서 Species를 맞출 예정\n", + "fish_input = fish[['Weight','Length','Diagonal','Height','Width']].to_numpy()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "1T6C1d5iMzb8", + "outputId": "f574679c-cd42-418e-f97e-b298e5d5d0a0", + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[242. 25.4 30. 11.52 4.02 ]\n", + " [290. 26.3 31.2 12.48 4.3056]\n", + " [340. 26.5 31.1 12.3778 4.6961]\n", + " [363. 29. 33.5 12.73 4.4555]\n", + " [430. 29. 34. 12.444 5.134 ]]\n" + ] + } + ], + "source": [ + "print(fish_input[:5])" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "id": "aB2oHhojTfWE" + }, + "outputs": [], + "source": [ + "fish_target = fish['Species'].to_numpy()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "id": "dkllezAJW63K" + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "train_input, test_input, train_target, test_target = train_test_split(\n", + " fish_input, fish_target, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "id": "H0ujq0BjXpfp" + }, + "outputs": [], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "ss = StandardScaler()\n", + "ss.fit(train_input)\n", + "train_scaled = ss.transform(train_input)\n", + "test_scaled = ss.transform(test_input)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "oAxk-V5kQcgc" + }, + "source": [ + "### k-최근접 이웃 분류기의 확률 예측" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "BYWTNPOdXOfr", + "outputId": "1fdaed4b-3319-4542-8f32-05f83e1a32db" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.8907563025210085\n", + "0.85\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\emoti\\anaconda3\\lib\\site-packages\\sklearn\\neighbors\\_classification.py:228: FutureWarning: Unlike other reduction functions (e.g. `skew`, `kurtosis`), the default behavior of `mode` typically preserves the axis it acts along. In SciPy 1.11.0, this behavior will change: the default value of `keepdims` will become False, the `axis` over which the statistic is taken will be eliminated, and the value None will no longer be accepted. Set `keepdims` to True or False to avoid this warning.\n", + " mode, _ = stats.mode(_y[neigh_ind, k], axis=1)\n", + "C:\\Users\\emoti\\anaconda3\\lib\\site-packages\\sklearn\\neighbors\\_classification.py:228: FutureWarning: Unlike other reduction functions (e.g. `skew`, `kurtosis`), the default behavior of `mode` typically preserves the axis it acts along. In SciPy 1.11.0, this behavior will change: the default value of `keepdims` will become False, the `axis` over which the statistic is taken will be eliminated, and the value None will no longer be accepted. Set `keepdims` to True or False to avoid this warning.\n", + " mode, _ = stats.mode(_y[neigh_ind, k], axis=1)\n" + ] + } + ], + "source": [ + "from sklearn.neighbors import KNeighborsClassifier\n", + "\n", + "kn = KNeighborsClassifier(n_neighbors=3)\n", + "kn.fit(train_scaled, train_target)\n", + "\n", + "print(kn.score(train_scaled, train_target))\n", + "print(kn.score(test_scaled, test_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "a879-O42RhFO", + "outputId": "da0af50b-5259-4a7b-c7fc-80d35ce06296" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Bream' 'Parkki' 'Perch' 'Pike' 'Roach' 'Smelt' 'Whitefish']\n" + ] + } + ], + "source": [ + "print(kn.classes_)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "EucmtF8HVOS_", + "outputId": "4dd42ff5-eac2-4194-bf11-c75b73c92b42" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Perch' 'Smelt' 'Pike' 'Perch' 'Perch']\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\emoti\\anaconda3\\lib\\site-packages\\sklearn\\neighbors\\_classification.py:228: FutureWarning: Unlike other reduction functions (e.g. `skew`, `kurtosis`), the default behavior of `mode` typically preserves the axis it acts along. In SciPy 1.11.0, this behavior will change: the default value of `keepdims` will become False, the `axis` over which the statistic is taken will be eliminated, and the value None will no longer be accepted. Set `keepdims` to True or False to avoid this warning.\n", + " mode, _ = stats.mode(_y[neigh_ind, k], axis=1)\n" + ] + } + ], + "source": [ + "print(kn.predict(test_scaled[:5]))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "OSDr8WSKXbUa", + "outputId": "be3103b0-2fd0-47c9-95a7-9cb1db1355cb" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0. 0. 1. 0. 0. 0. 0. ]\n", + " [0. 0. 0. 0. 0. 1. 0. ]\n", + " [0. 0. 0. 1. 0. 0. 0. ]\n", + " [0. 0. 0.6667 0. 0.3333 0. 0. ]\n", + " [0. 0. 0.6667 0. 0.3333 0. 0. ]]\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "\n", + "proba = kn.predict_proba(test_scaled[:5])\n", + "print(np.round(proba, decimals=4))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Hk-ywsfKkf7t", + "outputId": "005078d4-5975-4a6e-b184-3b3b29cbd4f6" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[['Roach' 'Perch' 'Perch']]\n" + ] + } + ], + "source": [ + "distances, indexes = kn.kneighbors(test_scaled[3:4])\n", + "print(train_target[indexes])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Q9_wuI_0tEqL" + }, + "source": [ + "## 로지스틱 회귀" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "8rdDSaZ5uji2", + "outputId": "eabaf26d-10f5-4d29-8357-b2cfec1b41f0" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "z = np.arange(-5, 5, 0.1)\n", + "phi = 1 / (1 + np.exp(-z))\n", + "\n", + "plt.plot(z, phi)\n", + "plt.xlabel('z')\n", + "plt.ylabel('phi')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1J6LGKpUJbFE" + }, + "source": [ + "### 로지스틱 회귀로 이진 분류 수행하기" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "JeR5cA_fIe24", + "outputId": "822bd241-f51d-4293-eb85-36eb571b128b" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['A' 'C']\n" + ] + } + ], + "source": [ + "char_arr = np.array(['A', 'B', 'C', 'D', 'E'])\n", + "print(char_arr[[True, False, True, False, False]])" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "id": "Khxh-3t5-2Tk" + }, + "outputs": [], + "source": [ + "bream_smelt_indexes = (train_target == 'Bream') | (train_target == 'Smelt')\n", + "train_bream_smelt = train_scaled[bream_smelt_indexes]\n", + "target_bream_smelt = train_target[bream_smelt_indexes]" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 80 + }, + "id": "jEzP0aeXANra", + "outputId": "bbcb74c2-321a-4deb-f766-5fc7e4cc5f9c" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "LogisticRegression()" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "\n", + "lr = LogisticRegression()\n", + "lr.fit(train_bream_smelt, target_bream_smelt)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "VtEWtsB7EIgm", + "outputId": "300c6b6c-c86e-4bf3-8772-2f52c195c11b" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Bream' 'Smelt' 'Bream' 'Bream' 'Bream']\n" + ] + } + ], + "source": [ + "print(lr.predict(train_bream_smelt[:5]))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3H_qieV-_CTt", + "outputId": "5c085bb2-1aad-43b6-bfa8-ccd9cae178b3" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0.99759855 0.00240145]\n", + " [0.02735183 0.97264817]\n", + " [0.99486072 0.00513928]\n", + " [0.98584202 0.01415798]\n", + " [0.99767269 0.00232731]]\n" + ] + } + ], + "source": [ + "print(lr.predict_proba(train_bream_smelt[:5]))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Mm60bpr7EQKU", + "outputId": "992fe391-57bc-4f1b-d566-fbde5523accb" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Bream' 'Smelt']\n" + ] + } + ], + "source": [ + "print(lr.classes_)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "1mvoYhUVQmFY", + "outputId": "b03e6df9-a7b6-47ff-dcb7-72f279384fcd" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[-0.4037798 -0.57620209 -0.66280298 -1.01290277 -0.73168947]] [-2.16155132]\n" + ] + } + ], + "source": [ + "#로지스틱 회귀도 선형회귀처럼 coef, inercept 출력 가능\n", + "\n", + "print(lr.coef_, lr.intercept_)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "SxrRy9m8A5Hy", + "outputId": "b2fdb11c-7c52-4aba-e929-82384084c81c" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-6.02927744 3.57123907 -5.26568906 -4.24321775 -6.0607117 ]\n" + ] + } + ], + "source": [ + "#decision_function이 로지스틱 회귀에서 z를 출력해주는 메소드\n", + "\n", + "decisions = lr.decision_function(train_bream_smelt[:5])\n", + "print(decisions)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "SeuhSRuiA9yZ", + "outputId": "34493659-8606-4326-8e21-7e0f0897c914" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.00240145 0.97264817 0.00513928 0.01415798 0.00232731]\n" + ] + } + ], + "source": [ + "#expit가 시그모이드 함수를 거친 확률 값을 알려주는 함수\n", + "\n", + "from scipy.special import expit\n", + "\n", + "print(expit(decisions))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "6ee-s4l7EuVo" + }, + "source": [ + "### 로지스틱 회귀로 다중 분류 수행하기" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7QugsbD2X8bf", + "outputId": "7f539d94-a5ff-46bb-a47f-d803f002e6a4" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9327731092436975\n", + "0.925\n" + ] + } + ], + "source": [ + "#max_iter의 기본값은 100인데, 100보다 더 높게 사용함\n", + "#C 매개변수 => 규제 정도, C가 높을수록 규제가 약하고 낮을수록 규제가 강함\n", + "lr = LogisticRegression(C=20, max_iter=1000)\n", + "lr.fit(train_scaled, train_target)\n", + "\n", + "print(lr.score(train_scaled, train_target))\n", + "print(lr.score(test_scaled, test_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0taO0XnF9dha", + "outputId": "8364be82-6a78-4ff0-d46b-945bcfb7a28a" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Perch' 'Smelt' 'Pike' 'Roach' 'Perch']\n" + ] + } + ], + "source": [ + "print(lr.predict(test_scaled[:5]))" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "pqZosYezZOi3", + "outputId": "37689893-7c36-42e6-ce54-0c80f9372abb" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0. 0.014 0.841 0. 0.136 0.007 0.003]\n", + " [0. 0.003 0.044 0. 0.007 0.946 0. ]\n", + " [0. 0. 0.034 0.935 0.015 0.016 0. ]\n", + " [0.011 0.034 0.306 0.007 0.567 0. 0.076]\n", + " [0. 0. 0.904 0.002 0.089 0.002 0.001]]\n" + ] + } + ], + "source": [ + "proba = lr.predict_proba(test_scaled[:5])\n", + "print(np.round(proba, decimals=3))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "CXASv4WU87UF", + "outputId": "17561381-c6f6-48de-88e6-fe8144c08493" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Bream' 'Parkki' 'Perch' 'Pike' 'Roach' 'Smelt' 'Whitefish']\n" + ] + } + ], + "source": [ + "print(lr.classes_)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "1swPv6ZOZTjg", + "outputId": "d9c290db-9d1e-4b32-e06b-45e3d39f79fb" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(7, 5) (7,)\n" + ] + } + ], + "source": [ + "print(lr.coef_.shape, lr.intercept_.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "s9iRz1iAd7Oe", + "outputId": "4ffa2ae5-f7dc-4966-8f43-5bf59a2f1672" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ -6.5 1.03 5.16 -2.73 3.34 0.33 -0.63]\n", + " [-10.86 1.93 4.77 -2.4 2.98 7.84 -4.26]\n", + " [ -4.34 -6.23 3.17 6.49 2.36 2.42 -3.87]\n", + " [ -0.68 0.45 2.65 -1.19 3.26 -5.75 1.26]\n", + " [ -6.4 -1.99 5.82 -0.11 3.5 -0.11 -0.71]]\n" + ] + } + ], + "source": [ + "\n", + "decision = lr.decision_function(test_scaled[:5])\n", + "print(np.round(decision, decimals=2))" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "49CcsDHZeJma", + "outputId": "08835cac-a82d-417f-b238-d7f45332475c" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0. 0.014 0.841 0. 0.136 0.007 0.003]\n", + " [0. 0.003 0.044 0. 0.007 0.946 0. ]\n", + " [0. 0. 0.034 0.935 0.015 0.016 0. ]\n", + " [0.011 0.034 0.306 0.007 0.567 0. 0.076]\n", + " [0. 0. 0.904 0.002 0.089 0.002 0.001]]\n" + ] + } + ], + "source": [ + "from scipy.special import softmax\n", + "\n", + "proba = softmax(decision, axis=1)\n", + "print(np.round(proba, decimals=3))" + ] + } + ], + "metadata": { + "colab": { + "name": "4-1 로지스틱 회귀.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/week3/4-2.ipynb b/week3/4-2.ipynb new file mode 100644 index 0000000..7d7d75b --- /dev/null +++ b/week3/4-2.ipynb @@ -0,0 +1,324 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "L5ALSPQSJp-n" + }, + "source": [ + "# 확률적 경사 하강법" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "hnCwTs5KJp-t" + }, + "source": [ + "<table align=\"left\">\n", + " <td>\n", + " <a target=\"_blank\" href=\"https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/4-2.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />구글 코랩에서 실행하기</a>\n", + " </td>\n", + "</table>" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "3x4OwaSIR50l" + }, + "source": [ + "## SGDClassifier" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "id": "j3z-zKXoRmWB" + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "fish = pd.read_csv('https://bit.ly/fish_csv_data')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "id": "WAiJVY9nR1fF" + }, + "outputs": [], + "source": [ + "fish_input = fish[['Weight','Length','Diagonal','Height','Width']].to_numpy()\n", + "fish_target = fish['Species'].to_numpy()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "id": "AW6LMW_URpto" + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "train_input, test_input, train_target, test_target = train_test_split(\n", + " fish_input, fish_target, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "id": "1RTAwK_DRutj" + }, + "outputs": [], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "ss = StandardScaler()\n", + "ss.fit(train_input)\n", + "train_scaled = ss.transform(train_input)\n", + "test_scaled = ss.transform(test_input)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "id": "FSyujXY7sli6" + }, + "outputs": [], + "source": [ + "from sklearn.linear_model import SGDClassifier" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "KofoXhbwR9yu", + "outputId": "a10c1d74-1610-4bed-c026-716bb395f7b5", + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.773109243697479\n", + "0.775\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\emoti\\anaconda3\\lib\\site-packages\\sklearn\\linear_model\\_stochastic_gradient.py:696: ConvergenceWarning: Maximum number of iteration reached before convergence. Consider increasing max_iter to improve the fit.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "#loss='log_loss'로 원본에 적혀있었는데 동영상 강의에선 log, log_loss는 오류나고 log로 돌려야 멀쩡함\n", + "sc = SGDClassifier(loss='log', max_iter=10, random_state=42)\n", + "sc.fit(train_scaled, train_target)\n", + "\n", + "print(sc.score(train_scaled, train_target))\n", + "print(sc.score(test_scaled, test_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "duwA4N3eSUk5", + "outputId": "26f3e25c-002b-4893-bbea-787cdad0894e" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.8151260504201681\n", + "0.85\n" + ] + } + ], + "source": [ + "sc.partial_fit(train_scaled, train_target)\n", + "\n", + "print(sc.score(train_scaled, train_target))\n", + "print(sc.score(test_scaled, test_target))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "TEtfnUQhzKO2" + }, + "source": [ + "## 에포크와 과대/과소적합" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "id": "pt7BHZVZ-dWT" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "sc = SGDClassifier(loss='log_loss', random_state=42)\n", + "\n", + "train_score = []\n", + "test_score = []\n", + "\n", + "classes = np.unique(train_target)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "id": "-65Gz13tVOP7" + }, + "outputs": [], + "source": [ + "for _ in range(0, 300):\n", + " #classes => 모델이 학습중에 사용할 수 있는 모든 가능한 클래스를 명시적으로 제공하는 역할\n", + " sc.partial_fit(train_scaled, train_target, classes=classes)\n", + "\n", + " train_score.append(sc.score(train_scaled, train_target))\n", + " test_score.append(sc.score(test_scaled, test_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "V19SzZJ5ZjSI", + "outputId": "e08b228f-f622-42e6-9027-12232703ab6b", + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "plt.plot(train_score)\n", + "plt.plot(test_score)\n", + "plt.xlabel('epoch')\n", + "plt.ylabel('accuracy')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "pdp2Ykst1K_I", + "outputId": "e99c64f9-f997-493e-b014-75dd4afe7226" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.957983193277311\n", + "0.925\n" + ] + } + ], + "source": [ + "sc = SGDClassifier(loss='log_loss', max_iter=100, tol=None, random_state=42)\n", + "sc.fit(train_scaled, train_target)\n", + "\n", + "print(sc.score(train_scaled, train_target))\n", + "print(sc.score(test_scaled, test_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "OL7-y1kgIP4S", + "outputId": "eb89e4be-548d-46f1-fdad-b9b0540b3bd1" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9495798319327731\n", + "0.925\n" + ] + } + ], + "source": [ + "sc = SGDClassifier(loss='hinge', max_iter=100, tol=None, random_state=42)\n", + "sc.fit(train_scaled, train_target)\n", + "\n", + "print(sc.score(train_scaled, train_target))\n", + "print(sc.score(test_scaled, test_target))" + ] + } + ], + "metadata": { + "colab": { + "name": "4-2 확률적 경사 하강법.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} From 20d1af248538cb638adf6a0b67c8298f18019d7a Mon Sep 17 00:00:00 2001 From: tishakong <leehn45@naver.com> Date: Tue, 29 Oct 2024 23:13:12 +0900 Subject: [PATCH 4/8] =?UTF-8?q?[=EC=9D=B4=ED=95=98=EB=8A=98]=20week4=5F202?= =?UTF-8?q?4=5FGDG=5FML=EC=9E=85=EB=AC=B8=EC=8A=A4=ED=84=B0=EB=94=94?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- week4/5-1.ipynb | 773 +++++++++++++++ week4/5-2.ipynb | 2512 +++++++++++++++++++++++++++++++++++++++++++++++ week4/5-3.ipynb | 519 ++++++++++ 3 files changed, 3804 insertions(+) create mode 100644 week4/5-1.ipynb create mode 100644 week4/5-2.ipynb create mode 100644 week4/5-3.ipynb diff --git a/week4/5-1.ipynb b/week4/5-1.ipynb new file mode 100644 index 0000000..e8016e7 --- /dev/null +++ b/week4/5-1.ipynb @@ -0,0 +1,773 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "5uA_6TRHEMHV" + }, + "source": [ + "# 결정 트리" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "26KAIfzEEMHc" + }, + "source": [ + "<table align=\"left\">\n", + " <td>\n", + " <a target=\"_blank\" href=\"https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/5-1.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />구글 코랩에서 실행하기</a>\n", + " </td>\n", + "</table>" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gdF762MWpLDx" + }, + "source": [ + "## 로지스틱 회귀로 와인 분류하기" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "VuuF90PHgcgs" + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "wine = pd.read_csv('https://bit.ly/wine_csv_data')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "dThiku6olKLY", + "outputId": "f960d936-f0bb-4f7d-918d-1c68dc3d5e07" + }, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>alcohol</th>\n", + " <th>sugar</th>\n", + " <th>pH</th>\n", + " <th>class</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>9.4</td>\n", + " <td>1.9</td>\n", + " <td>3.51</td>\n", + " <td>0.0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>9.8</td>\n", + " <td>2.6</td>\n", + " <td>3.20</td>\n", + " <td>0.0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>9.8</td>\n", + " <td>2.3</td>\n", + " <td>3.26</td>\n", + " <td>0.0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>9.8</td>\n", + " <td>1.9</td>\n", + " <td>3.16</td>\n", + " <td>0.0</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>9.4</td>\n", + " <td>1.9</td>\n", + " <td>3.51</td>\n", + " <td>0.0</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " alcohol sugar pH class\n", + "0 9.4 1.9 3.51 0.0\n", + "1 9.8 2.6 3.20 0.0\n", + "2 9.8 2.3 3.26 0.0\n", + "3 9.8 1.9 3.16 0.0\n", + "4 9.4 1.9 3.51 0.0" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wine.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ao-fa_VTnauv", + "outputId": "678770fe-1835-475f-eef1-0a9fbf55cba7" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "<class 'pandas.core.frame.DataFrame'>\n", + "RangeIndex: 6497 entries, 0 to 6496\n", + "Data columns (total 4 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 alcohol 6497 non-null float64\n", + " 1 sugar 6497 non-null float64\n", + " 2 pH 6497 non-null float64\n", + " 3 class 6497 non-null float64\n", + "dtypes: float64(4)\n", + "memory usage: 203.2 KB\n" + ] + } + ], + "source": [ + "wine.info()\n", + "#Non-Null count => 말 그대로 널이 아닌 값의 개수. 만약 개수가 다르면 null이 있다는 걸 알 수 있음\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 300 + }, + "id": "_lBE4cRZndrn", + "outputId": "6cc4aa18-2605-4d87-b315-ae353a57eb04" + }, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>alcohol</th>\n", + " <th>sugar</th>\n", + " <th>pH</th>\n", + " <th>class</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>count</th>\n", + " <td>6497.000000</td>\n", + " <td>6497.000000</td>\n", + " <td>6497.000000</td>\n", + " <td>6497.000000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>mean</th>\n", + " <td>10.491801</td>\n", + " <td>5.443235</td>\n", + " <td>3.218501</td>\n", + " <td>0.753886</td>\n", + " </tr>\n", + " <tr>\n", + " <th>std</th>\n", + " <td>1.192712</td>\n", + " <td>4.757804</td>\n", + " <td>0.160787</td>\n", + " <td>0.430779</td>\n", + " </tr>\n", + " <tr>\n", + " <th>min</th>\n", + " <td>8.000000</td>\n", + " <td>0.600000</td>\n", + " <td>2.720000</td>\n", + " <td>0.000000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>25%</th>\n", + " <td>9.500000</td>\n", + " <td>1.800000</td>\n", + " <td>3.110000</td>\n", + " <td>1.000000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>50%</th>\n", + " <td>10.300000</td>\n", + " <td>3.000000</td>\n", + " <td>3.210000</td>\n", + " <td>1.000000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>75%</th>\n", + " <td>11.300000</td>\n", + " <td>8.100000</td>\n", + " <td>3.320000</td>\n", + " <td>1.000000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>max</th>\n", + " <td>14.900000</td>\n", + " <td>65.800000</td>\n", + " <td>4.010000</td>\n", + " <td>1.000000</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " alcohol sugar pH class\n", + "count 6497.000000 6497.000000 6497.000000 6497.000000\n", + "mean 10.491801 5.443235 3.218501 0.753886\n", + "std 1.192712 4.757804 0.160787 0.430779\n", + "min 8.000000 0.600000 2.720000 0.000000\n", + "25% 9.500000 1.800000 3.110000 1.000000\n", + "50% 10.300000 3.000000 3.210000 1.000000\n", + "75% 11.300000 8.100000 3.320000 1.000000\n", + "max 14.900000 65.800000 4.010000 1.000000" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wine.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "id": "ORKbGhMGlQRO" + }, + "outputs": [], + "source": [ + "data = wine[['alcohol', 'sugar', 'pH']].to_numpy()\n", + "target = wine['class'].to_numpy()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "id": "OMCECWknm3x7" + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "train_input, test_input, train_target, test_target = train_test_split(\n", + " data, target, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "iUJ7AGovnYrm", + "outputId": "87fd6a46-9d28-4bab-9fa5-66a4c411bd2b" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(5197, 3) (1300, 3)\n" + ] + } + ], + "source": [ + "print(train_input.shape, test_input.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "id": "lDoSN0sEnrVc" + }, + "outputs": [], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "ss = StandardScaler()\n", + "ss.fit(train_input)\n", + "\n", + "train_scaled = ss.transform(train_input)\n", + "test_scaled = ss.transform(test_input)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "hNBO3JgCn7p1", + "outputId": "99af8b6b-8bab-47b4-f0fa-71263ffeb1a0" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.7808350971714451\n", + "0.7776923076923077\n" + ] + } + ], + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "\n", + "lr = LogisticRegression()\n", + "lr.fit(train_scaled, train_target)\n", + "\n", + "print(lr.score(train_scaled, train_target))\n", + "print(lr.score(test_scaled, test_target))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Huyjgx02sS1v" + }, + "source": [ + "### 설명하기 쉬운 모델과 어려운 모델" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Nnekb2vbsVxL", + "outputId": "6e834f01-7ce7-4772-ae71-9043208643fe" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 0.51270274 1.6733911 -0.68767781]] [1.81777902]\n" + ] + } + ], + "source": [ + "#아래 coef_, intercept_ 값을 통해 계수와 절편을 알 수 있음.\n", + "# 이 데이터를 기준으로 어떤 값에 따라 영향이 어떻게 변하는 지 추측해볼 수 있음\n", + "#(ex) ph가 높으면 레드 같은데, 슈가가 높으면 화이트 같은데\n", + "print(lr.coef_, lr.intercept_)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kfL8p3L5_T-B" + }, + "source": [ + "## 결정 트리" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "1yO5owNno9BR", + "outputId": "f79ec3f5-0ce6-4bf1-c568-84dc1cbcc819" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.996921300750433\n", + "0.8592307692307692\n" + ] + } + ], + "source": [ + "from sklearn.tree import DecisionTreeClassifier\n", + "\n", + "#기본적으로 DecisionTreeClassifier의 maxfeatures=None, 근데 이걸 n개 숫자로 지정하면 특성 중 n개만 씀\n", + "#랜덤스테이트는 일정한 값을 내보내기 위해 지정한거지 실제론 안 써도 상관없긴 함\n", + "dt = DecisionTreeClassifier(random_state=42)\n", + "dt.fit(train_scaled, train_target)\n", + "\n", + "print(dt.score(train_scaled, train_target))\n", + "print(dt.score(test_scaled, test_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 576 + }, + "id": "ln3bvp_TpBCW", + "outputId": "53889d7f-7913-4db3-f2e4-ffebe0068716" + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAyMAAAIvCAYAAABnZgQKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydd1zV1f/HX3AvcC97I1tUFBQRJ6a5UMvcmWmaaZallqvMUe5VrkwzV2llWebIlSPTzByopIIooqIoyOYyZMPl3vfvD3+fz5cLdwF3MM7z8bgP8TPOeZ/xOef9PuN9TIiIwGAwGAwGg8FgMBgGxtTYAjAYDAaDwWAwGIzGCTNGGAwGg8FgMBgMhlFgxgiDwWAwGAwGg8EwCswYYTAYDAaDwWAwGEaBGSMMBoPBYDAYDAbDKDBjhMFgMBgMBoPBYBgFZowwGAwGg8FgMBgMo8CMEQaDwWAwGAwGg2EUmDHCYDAYDAaDwWAwjAIzRhgMBoPBYDAYDIZRYMYIg8FgMBgMBoPBMArMGGEwGAwGg8FgMBhGgRkjDAaDwWAwGAwGwygwY4TBYDAYDAaDwWAYBWaMMBgMBoPBYDAYDKPAjBEGg8FgMBgMBoNhFJgxwmAwGAwGg8FgMIyC0NgCMBgMBoPRWEhMTIREIqnx+87OzvDx8dGhRAwGg2FcmDHCYDAYDIYBSExMRGBgIIqKimochqWlJWJjY5lBwmAwGgzMGGEwGAwGwwBIJBIUFRVhz549CAwMxJUrV2BtbQ1LS0sAgJOTE8zMzJCcnAwbGxs8fPgQVlZWsLa2RsuWLREbG4tx48ZBIpEwY4TBYDQYmDHCYDAYDIYBCQwMRIcOHRASEoKtW7ciMTERo0ePhkgkgkwmg62tLdLS0tCsWTN4eXmhffv2xhaZwWAw9AYzRhgMBoPB0CFyuRyZmZlITU1FSkoK/7t16xb/zKFDh+Di4gJvb2+4uLjg1KlTCA4ORkhICJydnZGUlARbW1vk5eXh3r17CAgI4N/dtWsXbt26BQ8PD/7n6OgIExMTYySXwWAwaoUJEZGxhWAwGAwGo65DRMjOzlYwMJT90tLSUF5ezr9namoKNzc32NvbIzY2Fjdu3ECHDh2qHf/NmzfRsWNH2NvbIzc3V+Geubm5gnFS8efu7s7/bWdnx4wWBoNRp2AzIwwGg8Fo1BARnj17VsWoqDyzkZKSgrKyMoV3XVxceEW/bdu2ePnll6sYA66urhAKhbwxsXfvXmRlZaGwsBC9evWCUChEdHQ0ysvLUVBQgMLCQgwcOBCXL19GeXk5bGxsYGdnx8f5999/o02bNkhLS1NqDKWmpiI2NhYpKSnIyclRkFcsFqs0Wir+rK2tDZL3DAaDwYwRBoPBYDRYCgoKNM5kpKSkoLi4WOE9R0dHfkbB398fvXr1qqKwN2nSBObm5tWWKSQkBE5OTnBycsLjx495OV1cXGBjYwMAePDgAVxcXPh30tLSFFwCW1hYwNfXF76+vmrjKi4uVmpUcb+oqCikpKQgPz9f4T0bGxulMyuVZ1y4zfcMBoNRU9gyLQaDwWDUO4qKilQq2RWvV1aybW1tNc4KNGnSBGKxWOcy12XXvvn5+UhNTVVruCQnJ1cx2uzt7bXKTwsLC53Ky2AwGg7MGGEwGAxGnaG0tFTl8qOKv8p7JiwtLTUqxe7u7kZfflSfDz0kIuTl5Wksm9TUVJSWliq86+TkpLF83NzcYGZmZpS0MRgM48GMEQaDwWDoHalUivT0dI2KbFZWlsJ7FhYWWu1xsLGxYRuz6whEhJycHK2Mloob/U1MTODq6qpxE76rqysEAoERU8hgMHQJM0YYDAaDUWNkMhkyMjLUbvpOSUlBRkYGKnY3QqFQ5V6Eij8HBwdmZDRQ5HI5JBKJRscBaWlpkMvl/HumpqZo0qSJxrrj5OQEU1NTI6aQwWBoAzNGGAwGg1EFuVyOrKwsrdzYMkWRoU8qG7yqfhkZGQrvmZmZ8QavOsOXGbwMhnFhxgiDwWA0IlQtoak8Gp2amgqpVMq/Z2JiouDGVtWPLaFhGAupVMrvN1K3Eb8mSwHd3d1ha2vLjBYGQw8wY4TBYDAaAESE/Px8rdzYss3FjMZMSUmJVk4Snj17pvCeNk4SPDw8YGVlZaSUMRj1E2aMMBgMRh3l4sWLsLW1xenTpzF8+HCNrmwLCwsV3rezs9PK7apIJDJSChmMuos699EV3R1X/u7UuY/mlotdu3YNXl5eSE1Nhbe3N1544QUjpZLBMD7MGGEwGAwjUVJSolHZSUlJQV5ensJ7VlZW8PT0hLu7Ozw9PVUqPexAOgZD/yibkeS+6+TkZKSmpiI5ORklJSUK7zk4OGg1WFCTgzUZjPoEM0YYDAZDx5SVlWm1DCQnJ0fhPZFIxBsZmtzYMhiM+gMR4dmzZ1oto6y4VwuA0r1aldsINzc3CIVCI6WOwagdzBhhMBgMLSkvL69yVoaymY3MzEyF98zMzLRaa25nZ8c2yDIYjRgiquLFTlkbk5qaCplMxr9nYmICNzc3jW2Mi4sL82LHqHMwY4TBYDR65HI5MjMzNY5YpqenK5yVIRAIlM5iVL7m5OTEjAwGg6EzZDKZ0jNaNLVZQqFQqett1mYxjAkzRhgMRoNF2SijstHGtLS0KidBazPK6OzszNzYMhiMOktNZ3PNzc21OpSUzeYydAEzRhgMRr1D2/XXqampKCsrU3hX3VkZXOfL1l8zGIzGRE33uYnFYrUzLGyfG0MbmDHCYDDqFNqclZGamori4mKF95hnGgaDwdAvxcXF/MyKOk+AlT0AWltba2yfmQfAxgszRhgMhkHQxmd/SkoKCgoKFN5T57O/opEhFouNlDIGg8FgVKSgoECr9r6oqEjhPXt7e40zLe7u7rCwsDBSyhj6gBkjDEY9ITExERKJpMbvOzs7w8fHR4cSPae0tFSrTkfZacbcGRmqpvbd3d1hbW2tc5kZDAaDYVyICHl5eWr3snC/0tJShXednJw0DlK5ubnBzMxMb/LXtE/WV19cn2HGCINRD0hMTERgYGCVUaTqYGlpidjYWK0bQalUWmUNsbLOIisrS+E9CwsLrdzY2tjYsI2PDAaDwVALESEnJ0er5buVHZG4urpq3M/i6upabUcktemTq9sXNwbYDk0Gox4gkUhQVFSEPXv2IDAwEFeuXIG1tTW/vtbJyQlmZmZITk6GjY0Nbt++DTc3N9ja2sLPzw+xsbEYN24cJBIJ3wDGx8fj008/xYsvvqjURWRmZqaCS0gzMzOFxrxXr15KG3gHBwdmZDAYDAZDJ5iYmMDR0RGOjo4ICgpS+ZxcLodEIlE5wxIVFYWTJ08iLS0Ncrmcf8/U1FSpu2MPDw8IBAJkZmZi9uzZCuezVOyTc3NzlfbHUVFRsLW1xbNnz2Bubo4uXboo7YsZzBhhMOoVgYGB6NChA0JCQpCZmQm5XA53d/cqzw0aNEhjWBMnTsSFCxdw4MABBYOia9euShtlJycndlgWg8FgMOokpqamcHV1haurK9q1a6fyOZlMhoyMDJUzLFevXkVKSgoyMjL4d0QiEaZPn14lrMDAQJX9cY8ePXSbwAYMM0YYjHqIqakp/vrrL+Tk5GDAgAEQiUSQyWTIy8uDRCKBRCJBixYt0LFjR5VhnDx5EidPnsTgwYPZ5m8Gg8FgNAq4w2rd3d3V9pFSqRQ3btzA5cuX8cEHH6h87pdffuH7YqlUyvfFKSkpKCsrg7OzM7p3766PpDQYmDHCYNQhpFIpEhMTER8fr/C7c+cO/8yhQ4fg4uICW1tbmJub49SpUwgODkZISAicnZ0hkUggFotRWFiIe/fuISAggH932rRpaN++PZo1a4ZmzZrB398fUqmUGSMMBoPBYFTAzMwMXbt2RdeuXVU+c+7cOYSGhsLW1haRkZFIS0vj++NmzZohIiICBQUFuHHjBqysrAwoff2CGSMMhgEhImRnZ1cxNrhfYmIiv5ZVIBDAx8cHzZo1Q2BgIO7duwcAGDFihNo4+vbtq/Keubk5Ll68iN27d6OwsJC/7uTkxBsolX9eXl7sAEAGg8FgMCoRFhaGDh06qLxfuT++efOmvkWqlzANg8HQMaWlpUhISFBpcOTn5/PPOjg48Ep/586dFYwAb29v3i3hzZs3cfjwYRw6dAh79+6Fn58fiouL0bFjRwgEAsTFxSl4A2nevDkePHgAuVwOU1NT3uPVhg0b0KFDBxARMjMzlcoXHh6OpKQkfvO6UCiEr6+vSmPF3t7ecJnLYDAYDEYdYePGjejatatCf/zw4UOYmpqiadOmiI2Nhbm5OfLz8yEQCBS8fTH+B3Pty2BUE3WKfHx8vNaKvJ+fHxwcHLSK09CufUtLS5UuF4uPj8ejR49UGlSVfxUNKgaDwWAw6jsymQwrVqzAypUrIZPJqv0+c+1bFWaMMBhKKCkpwZMnT1QaHBWXODk7O6tUxj09PXW2xKmuHHpY06Vmyn7MDTCDwWAw6gt3797FpEmTcOXKFYwfPx6TJk3Sai8IEeH06dNYt24diAhff/013nrrLdb//T/MGGE0SogI6enpKhXq5ORk/lkzMzP4+fmpnN2wtbU1YkrqHqo24XOzKhVPYrezs1NpqPj4+MDc3NyIKWEwGAwGAygrK8OaNWuwcuVKNG3aFDt37qyR697MzEzMmjULv/76K15++WXs2LEDvr6+epC4fsGMEUaDpaioSO3sRnFxMf+sq6urSqWYO/iIoRtycnJUlklCQgI/7W1qagpvb2+V5eLk5MRGlRgMBoOhV/777z+8++67uHv3LubOnYvFixdDJBLVKswTJ05gypQpyMnJwRdffIEPP/ywUZ/jxYwRRr1FLpcjLS1NpWKbmprKP2thYaF2dsPa2tqIKWFwlJeX4+nTpyrLNDs7m3/WxsZGpaHi6+sLCwsLI6aEwWAwGPWZoqIiLFmyBBs2bEC7du2wa9cutG/fXmfh5+XlYf78+di2bRu6deuGnTt3IjAwUGfh1yeYMcKo0xQWFuLx48dKFdPHjx+jpKSEf7ZJkyYqlVN3d/dGPerQUHj27JnK+vDkyRNIpVIAgImJCby8vFTWBxcXFzarwmAwGAyl/PPPP3jvvfeQlJSEZcuWYfbs2XpzcX/hwgVMmjQJCQkJWLx4MebOndvoHL8wY4RhVORyOZKTk1UaG+np6fyzIpFIpXLZtGlTdqBQI0cmk6msS/Hx8cjMzOSftbKyUluXajsFz2AwGIz6R25uLubOnYvvvvsOPXr0wM6dO9GyZUu9x1tcXIzly5dj3bp1aNOmDXbt2oVOnTrpPd66AjNGGHonPz9fpYL45MkTlJWV8c96eHioVBKbNGnCRrMZNSY/P1/tLBurhwwGg9F4OXbsGKZOnYq8vDysWbMGU6ZMMfiKips3b+Ldd99FdHQ0Zs+ejaVLl8LS0tKgMhgDZowwao1MJkNSUpJKg6OiO1pVI9J+fn5o2rQpxGKxEVPCaKzI5XKkpKSorMMVZ+jEYrHa/UeNoeNgMBiMhkJGRgZmzJiBffv2YdCgQdi2bRu8vb2NJo9UKsX69euxbNkyeHt747vvvkPv3r2NJo8hYMYIQyuePXum1gOSNmv1/fz84OrqykaVGfUOtneJwWAwGhZEhD179mDWrFkwMTHB119/jTFjxtQZHeXevXuYNGkSLl++jMmTJ2PNmjWws7Mztlh6gRkjDADV82JkbW2N5s2bMy9GDAb+59VNlbGSkpLCP8u8ujEYDIbxSUhIwJQpU/Dnn39i7Nix2LhxI1xcXIwtVhXkcjm2b9+OefPmwc7ODtu2bcOQIUOMLZbOYcZII4Kd78BgGJ7i4mK1590UFRXxz7LzbhgMBkN/yOVybNu2DfPnz4ednR22b9+OwYMHG1ssjSQmJmLKlCk4deoUxowZg02bNtVJ46mmMGOkAaHu5Ov4+Hjk5ubyz9ra2qqc3WAnXzMYhoGIkJGRofKbTU5OBtdEm5ubo2nTpipnVWxtbY2cGgaDwai7VFz2NGXKFKxevbpeLXsiIvzyyy+YNWsWAGDTpk0YO3ZsgxgcZsZIPYKIkJWVpXTNenx8PBITEyGXywEAAoEAvr6+VRQW7m8HB4cGUYEZjIZMSUkJEhISVBorBQUF/LNOTk4qZ1W8vLz05iOfwWAw6jJPnz7F999/j88//xy+vr747rvv0KtXL2OLVWMyMjIwc+ZM/Pbbbxg4cCAWLFiAbt26GVusWsGMkTpGaWmpWuUjPz+ff9bR0VGl8uHt7c2UDwajAUNEkEgkKtuKp0+f8rMqQqGwyuBExZ+9vb1xE8NgMBh6oLi4mPdwOG/ePCxZsqTBeO08duwY3n77beTk5GDDhg346KOPjC1SjWHGiIEhImRmZqpUIJKSkhQUCHXLMpgCwWAwVFFWVqZ2YCMvL49/1sHBQe3ARmM7DZjBYDQMSktL0bNnT/Ts2RPr1q0ztjg65/r165gwYQJWrFiBESNGGFucGsOMET1QUlKidsNqYWEh/6yzs7PapRVswyqDwdA1RKTWoUViYiLv0EIgEMDHx0dlO8WWfDIYDAajNjQoYyQxMVHhgL3q4OzsDB8fH62eJSKkp6er3XTKYW5uDj8/P6XuPNmmUwaDUReRSqVqXX3n5OTwz9rZ2ak0VKrrDMNQbTiDwag/1LRdaIxtQn1tQxuMMZKYmIjAwEAFN5nVwdLSErGxsXxBxMTE4MmTJyAipZ1xcXEx/66bm5tad5zskDMGg9GQyMnJUXmuSkJCAsrLywFUdRPODcoUFRUhODgYnTt35sPUdRvOYDDqP7VpFxpbm1Cf29AGs8NZIpGgqKgIe/bsQW5uLqytrflNS05OTjAzM0NycjJsbGxw+/ZtuLm5QSQSoVWrVoiNjcW4ceMgkUjg4+OD/Px8BAUF8WFbWFjwnWlYWBgmTZrE/79p06bsoDIGg9GocHBwgIODAzp06FDlXnl5OZKSkqoYKdHR0Thy5AiysrIAACYmJpDJZPwSr4pteGBgIK5cuQI7OzuUlpbC1taWb8ejoqIgFouRl5cHS0tLdOnSpUobzmAwGgaVdTuRSAQ7OzsQkUKbYGtri6ysLJSVleGll15qlG2CsjZUXX5lZGRAJpPVifxqMMYIR2BgIEJCQrB161YkJiZi9OjREIlEkMlksLW1RUFBATw8PNCyZUt07dpVaRg2NjZYvHgxhEIh3n33XTRp0oTNbjAYDIYWcI43mjZtirCwsCr3nz17hl27dqk8PDUwMBAdOnTg2/GcnBz06NFDoR2XSCQoLS3FwIEDDZEkBoNhZCrqdikpKUp1OwBo0aKF0kGSxgTXht6+fRtJSUlo1aoVfHx8IJPJkJeXhxYtWiAvLw+dOnVCnz59jC0ugAZojADAkSNH0K5dO2RnZyMyMhJpaWkIDg5GSEgI7+42ISEBcrmcnz2pzLJlywwpMoPBYDQK7Ozs8PHHH1e5XnHp66FDh+Di4gJvb2+4uLjg1KlTfBvu7OyMgoICZGVl4eLFiwoz09w5SwwGo+GhSbfLzc2FRCLB5cuXG4z73ppy6NAh3m17cnIybty4wedVs2bNEB0dDZlMhvDw8DrhmbVBGiOa3Jt1795d4f83b97UpzgMBoPB+H/Kyspw//593LlzR+EXHx/PP1PTNrxHjx4IDg5GUFCQwq9JkybM4xeDUc/R1C4MGjSI/7ux63X1TQ9ucMbIjRs3cOnSJQQGBqKwsBC9evWCUChEdHQ0hEIhEhISMHDgQPz7778QiUQKo3EMBoPB0A0ymQzx8fFVjI4HDx7wG9w9PT0RFBSEV199FdbW1li2bJnGNjwuLg4ODg7o1asXYmJikJaWxu9DmTx5MnJzc3Hr1i38+uuvKCkpAfD8gNjKBkqbNm3g6OhotPxhMBjao6pduHPnDsrLy+Hn54e4uDhYWloiNzdX4QiFxoaqvOJmSIYMGYLbt29DKBSioKAAIpFIwUOiMWhwxoilpSU6duwI4PnG9cePHwMACgoK4OLighYtWuDBgwdwd3cHAFhZWeHWrVtGk5fBYDDqM0SEpKSkKkbH3bt3FYyBtm3bok+fPpg+fTpvDDg4OPDh3Lx5E8uWLdPYhrdu3RoA8ODBA5iZmcHb2xtPnz4FAIwfP55fLy6TyfD48WMFmf799198++23vDHk4eFRxUhp3bo1rKysDJN5DAZDK1S1C3l5eXBxcUFGRgbs7OwAPHdR++jRI6PJamxU5VVmZiYCAwPx8OFDfhmbg4MDysrKFI6kMAYNwrVvYWEhPv74Y+zcubPGa4bNzMxw+fJlBVeTDAaDwfgfmZmZVYyOO3fu8Ke5W1tbo02bNlUUfDc3N43LpAzllrKsrAwPHjxQukyMiGBiYgI/P78qaWjVqlW1zkxhMBi1h7n21Z767Nq33hsjx48fx4cffoiMjAxMnz4dr732GszMzLR+n4hw8uRJbNy4EeXl5Vi9ejUmT57MvGcxGIxGS15eHmJiYqoo7BkZGQCeH+YaGBhYRWH38fGpVdtpzAO7CgsLERsbWyXN3IihUChEy5Ytq6S5WbNmEAgENY6XwWCoJzExEXFxcXjjjTfg7e2N7du3886IOJKTkzF27Fh07twZ69atg4mJSaM+9LCkpARjx46FlZUVfvjhB4X8Ki8vx7vvvotnz55h7969/CwJO/SwBiQlJWHmzJk4dOgQXn75ZWzZsgXNmzevcXjZ2dmYN28edu7cidDQUOzYsQPt2rXTocQMBoNRtyguLsa9e/eqKOCJiYkAnh9ayCngFWc8WrRoUUUZaKjk5ORUMcxu376N7OxsAIBIJELr1q2rGCleXl5s0zyDoQPkcjkGDhyImzdvIioqCh4eHkqfO3z4MEaMGIFNmzZhxowZBpaybjF79mxs2bIFkZGRCAwMrHL//v37CAkJweTJk7Fx40bDC1iJemeMyGQyfPPNN1i4cCGsra2xceNGjBo1SmeN/qVLlzBlyhTcu3cPs2bNwtKlS9mhhgwGo14jlUrx8OHDKkbHw4cP+aWtTZs2Vbo0SSQSGVn6ugcRIT09XemSNW7jrK2tbZX8DAoKgouLi5GlZzDqF6tWrcKiRYtw+vRp9O/fX+2zH330EbZs2YJLly6hS5cuBpKwbnHp0iX07NkTa9euxSeffKLyuQ0bNmD27Nk4f/48evXqZUAJq1KvjJHr169j8uTJiIyMxJQpU/D555/rxT9yWVkZNmzYgOXLl8PZ2RnffPMNhg4dqvN4GAwGQ5fI5XIkJCRUUZDv3buHsrIyAECTJk2Ubtq2sbExsvT1H7lcjsTExCr5Hxsby+e/q6urUs9etra2Rpaewah7nD9/Hn379sWCBQuwfPlyjc+XlZWhR48eSE9PR2RkpIKTjMZAYWEh2rVrBzc3N1y4cEHtElKZTIbevXsjOTkZ0dHRRh14rxfGSF5eHhYtWoRvvvkGbdu2xY4dOxAaGqr3eB8/fowPPvgAf/75J4YPH47NmzfDy8tL7/EyGAyGOogIaWlpVZTemJgYfmTezs4Obdu2raL0Ojs7G1n6xkd5ebnSmam4uDh+ZsrHx6eKkRIQENDoD29jNF7S09MREhKCgIAAnD17Vuu9WQkJCQgJCUGvXr1w+PDhRrVccvr06di1axdu3boFf39/jc8/evQIwcHBmDBhArZu3WoACZVTp40RIsKhQ4cwY8YM5ObmYvny5Zg5c6ZB1yoTEQ4ePIiZM2ciPz8fK1aswLRp0xrNemkGg2FcsrOzlW4m5/YsiMVipR6sPDw8GlUnXB8pKSlRumcnISEBwPM9Oy1atKhStv7+/qwPYjRoZDIZBgwYgNu3byMyMpI/jkFbjh07hmHDhmHDhg346KOP9CRl3eKff/5BWFgYNm7ciJkzZ2r93pYtWzBt2jScOXMG/fr106OEqqmzxsiTJ08wbdo0nDhxAkOGDMHmzZvh6+trNHmePXuGBQsWYOvWrQgJCcGOHTuYG2AGg6EzCgsLcffu3SqKaUpKCoDn3pwCAgKqKKZNmzZl3pwaGHl5eUrrQnp6OoDn3syU1QVfX1/mCZLRIFi+fDmWLl2KM2fOoG/fvjUK45NPPsGmTZtw8eJFdO3aVccS1i3y8/MRHBwMX19fnDt3rlrtgFwuR79+/fDo0SPcvn3bKEtG65wxIpVK8dVXX2HZsmVwcHDA5s2bMXz48DozwhcREYHJkyfj1q1b+PDDD7Fy5Ur+oB0Gg8HQRFlZGe7fv6/0nAsAMDExQfPmzfllVdxSK39/f3bORSMnMzMTMTExuH37tsJs2bNnzwA8P8RX2SxZkyZN6kwfymBo4ty5c+jXrx+WLFmCJUuW1DgcqVSKXr16ITk5GZGRkXB0dNShlHWLyZMn45dffkF0dDSaNWtW7fefPHmCtm3bYvTo0di5c6ceJFRPnTJGrly5gsmTJyMmJgYzZszA8uXL6+SmyvLycmzevBmLFi2Cra0tNm3ahJEjR7LGnsFg8MhkMsTHx1cxOh48eMCfAO7l5VVFcQwMDISlpaWRpWfUF4gIycnJVerZ3bt3UVxcDABwdHRU6tmrsW3uZdR90tLSEBISgqCgIJw+fbrWs75Pnz5FSEgIunXrhqNHjzbImcO//voLL7/8MrZt24YpU6bUOJzvvvsO77//Pk6ePIlXXnlFhxJqpk4YIzk5OZg/fz6+/fZbdOrUCTt27ECHDh2MLZZGnj59ihkzZuDIkSN45ZVXsGXLFvj5+RlbLAaDYUCICElJSUqVwZKSEgCAk5OT0s3k+vAGyGAAz43hx48fV6mX9+/f541hDw8PpZ7VrKysjCw9ozEik8nQv39/xMbGIioqCm5ubjoJ9+TJkxg0aBDWrl2LOXPm6CTMukJubi7atm2LgIAA/PXXX7UaFCcivPLKK7h9+zbu3Llj0MEKoxojRIS9e/fio48+QnFxMT7//HNMnTq13q1/PnbsGKZNmwaJRILFixdj9uzZ1ToFnsFg1A8yMzOVni2Rl5cHALC2tlY6Au3q6spmThl1grKyMjx48EDpMkEigomJCfz8/JSeOcOWCTL0yZIlS7By5Ur8/fff6N27t07Dnj9/PtavX49///0X3bt312nYxoKIMHHiRBw+fBi3b9/WyenpSUlJCAoKwpAhQ/DTTz8ZrN8ymjHy8OFDTJ06FWfPnsXrr7+OjRs3qjxVsz5QUFCAJUuWYNOmTQgICMCOHTsaTIVnMBobeXl5Sj1YZWRkAAAsLCwQGBhYRWHz9vZukMsAGA2fwsJCxMbGVqnzycnJAJ47UGjZsmWVOt+sWbN6N4DIqHuMGzcOv/zyC5YsWYKlS5fqPPzy8nJ06dIFkZGR+PvvvxEWFqbzOAzN6NGjsX//fp17DNu0aRNmzZqFESNG4Pfff9dZuOowuDGSmpqK3r1748mTJ/Dw8MCWLVswcOBAQ4qgV6KiojB58mRERESgadOm+PXXX/HCCy8YWywGg6GE4uJipa5VExMTATx3rapMAWvevDlzrcpoFOTk5FQxzG/fvs27lhaJRGjdunWVb8TLy4vNBjK0pn379oiKikJWVpbeNpofOHAAo0aNwvLly7Fo0SK9xGFIxowZgzNnzuDRo0c6daSUl5eHZs2aISwsDPv379dZuOowuDEyadIk7Nq1C/3798eRI0ca5EZNmUyGRYsW4YsvvkBISAgiIyONLRKD0aiRSqVKD517+PAhf+icr68vr0hx+ztatWoFkUhkZOkZjLoFESE9PV3poZsFBQUAAFtbW6VLFl1cXIwsPaMuIpfLDTKrbKh4GNXD4MZIUVERrl+/jh49ejT4UZPr16/Dx8cHrq6uxhaFwWgUyOVyJCQkVFGS7t27h7KyMgCAm5ub0k27xvCtzmA0JORyORITE6t8f7Gxsfz35+rqWuX7a9OmDfv+GIxGTI2MkcTEREgkEq2fd3Z21snGmvpOdfONg+Ufo76h77pOREhLS1M6MltYWAgAsLOzU6r0sJFZBsOwlJeXK52ZjIuL42cmfXx8qnyvAQEBEIvFGsOvaXtTEdbP6p6alIu+y6EuylSRuqAnGkOGahsjiYmJCAwMRFFRkdbvWFpaIjY2tlF/6DXJNw6Wf4z6hC7rOhHh5MmTEIvFVQ4K5Nasi8VipWvWPT09G/zsK4NRnykpKVG6ZyshIQHA8z1bLVq04M/fuX37NlavXo3AwEA+jNq0NxVh/axuqWm56LMc6qJMFakLeqKxZKj2DkyJRIKioiLMmzcP/v7+sLOzAxHByckJZmZmuHXrFmxsbPDkyRPY2dnBxcUF48aNg0QiadQfOZdve/bsQW5uLuzs7FBaWgpbW1s+75KTk2FjY4Pbt2/D3d0dbdu2RWxsLMs/Rr2icl0XiURV2gmurqenp0Mmk8HKygpEVKWuT5s2DVu3bgXw3JtPq1atEBQUhP79+/NGh5+fH/Pmw2DUQ0QiEUJCQhASEqJwPS8vD3fv3lUwULZt24bs7GwkJyfj+vXr/LMV25vAwEBcuXJFaZsTFRUFsViMlJQU2NnZoUePHnwYrJ/VPZp0xYr6jlQqhb+/P2QymV7LoaJMQUFBKnWwu3fvwtHREVZWVnqXSZl82vSdt2/fRkFBAVq3bq2079SVDNbW1vze7orfkqurKzIyMmBmZoYuXbrU+huqsTuYkSNHwtvbG3K5HO7u7vz1ih84ANy8ebOmUTRIAgMDERISgszMzCp5xzFo0CAjSMZg6BZt6npFlLUVM2bMQGpqKqZMmYLevXuzcw4YjEaAra0tunbtiq5du/LXysvLcfLkSZXnTwQGBqJDhw4q25zKugnDMKjSFTkq6juG0hfrokwVqa6eqA8Z1cmgj2+pxsaIqakp/vrrL+Tk5GDAgAEQiUSQyWTIy8tDSkoKysrK4O7uztxfKkFd3qWlpUEkEkEul6NPnz7GFpXBqBXq6rpEIoGJiYlaf++tWrXCoUOHDCgxg8GoiwiFQgwdOlTjc5ranJSUFHh5ebH+1UBo0hUzMjLg4+Nj0PLQpINZW1tDIBAoGMOGRlO+WVpaQigU6vU8O3UyFBQUoKCgAC+//LJO4qqxpXDu3DmEhobC1tYWkZGRSEtLQ3BwMEJCQtCsWTNcuHABcXFxKC8v14mgDYlDhw6hadOmKvMuIiICBQUFuHz5slab9xiMusi5c+dQWFgIW1tbmJub49SpU3w9d3Z25l2AXr58Gc7OzkaWlsFgNAQ09a93795Fbm4uIiMj0b59e2OL2+DRpCuGh4cjLy/PoPqOJpkiIiIgkUiMNhOvTd/56NEjtGrVSq8zN+q+JaFQiOjoaJw6dQpWVlawtrauVVw1NkbCwsLQoUMHlfe5KSS2TKsqI0aMUHu/b9++/N8s/xj1DW4AQlMbUXlEh9V1BoNRWzT1r6GhoQaShAFo7gcqjqwbqg/QJJOxdTBt+s6K/ae+ZNT0LelShhobIxs3bkTXrl1RXFyMjh07QiAQICMjA+Xl5cjNzUVJSQmICFKptFYCNjQOHTqEvXv3ws/Pr0re5eXlwdXVFUlJSbxP9pKSEiNLzGBoR1JSEnbt2sVvOFdV1+/fvw8zMzOkpqbixRdfRFRUFIRCIR48eAAAmDNnDubPn4++ffuyw6kYDIZSysrKcOLECWzatAmAap0kOzsbAoEAdnZ2kEqlcHBwwPnz5+Hq6gofHx9IpVLIZDIAQFxcnFolkFF9lJVLXFwcLC0t4enpiVu3bsHS0hJlZWXIz883mkxpaWnIy8tDkyZNkJ6ejry8PNja2iIrK8sgMmmSLy4uDkVFRQgODsbDhw+Rn5+P4uJilJWV6eWMHlX9d1xcHAQCAVxdXZGamsp73SouLq5dhFRNEhISyNLSkgBo/bO0tKSEhITqRtWgOHz4MAmFwmrlG/cTi8WNPv8YdZPy8nI6ceIEDR06lExNTcnKyorGjBlDYrG4RnXd3Nyc/P39CQA1b96cVq9eTenp6cZOJoPBqAPI5XK6efMmzZgxg5ycnAgAtW3bliwsLGrU3lT8CQQCAkDt27enTZs2UWZmprGTW6+pia6ob32xLsqkC/l0KaOxZNDZoYdvvPEG4uLi8Pfff8Pe3l7hXmM+TKiwsBCLFi3Cxo0bERQUhAULFsDf31+rdx8+fIjly5cjJiYGM2bMwKpVq2q9Lo/B0AUpKSnYtWsXdu7cicTERISEhGDy5MkYO3YsbG1ta3Vokre3N8LDw7Fjxw7s378fcrkcr776KiZPnow+ffqws0MYjEZGRkYGfvnlF/z444+Ijo6Gm5sb3nrrLUyYMAFBQUE6OfTQzs4OMTEx+PHHH/HHH3/AxMQEgwcPxttvv41XXnkFZmZmOkpN46FyuaxYsQJRUVHYvXs3+vTpg3nz5mHkyJEK7xji0MP//vsP48aNQ9++fbF8+XKF+xkZGRgzZgwCAwPx9ddfw9TU1KiHHl66dAkzZ87Eb7/9hpKSErz99tv49ttv0bFjR4X39H3o4eLFixEfHw9bW1tYWFjgq6++qvJerWSotRn1/7Rp04YAUGJioq6CrPecPXuW/Pz8SCQS0bp160gqlVY7jPLyctqwYQOJxWLy9fWl06dP60FSBkMzMpmMTp06RcOHDyeBQECWlpb0zjvv0LVr10gul+slzqysLPrqq68oICCAAJC/vz+tW7eOjVoyGA2c0tJSOnToEA0dOpSEQiGZm5vTyJEj6fjx4zXqS6tDRkYGbdq0idq3b08AyMXFhT766CO6deuWXuNtyMjlcvLx8aEZM2YQEdGLL75Ir776qsHlKCoqorZt21JAQADl5+crfebUqVMEgFavXm1g6aryzjvvkL+/P8nlcpLJZOTp6UnTp083uBxt2rShyZMn0/z588nT01Pn4evMGOGWVsTGxuoqyHpLTk4OTZo0iQBQr169KC4urtZhPnr0iMLCwggAvf3225Sdna0DSRkMzaSmptKqVauoadOm/LKIb775hnJzcw0mg1wup3///ZfGjh1L5ubmZG5uTmPGjKHz58/rzRBiMBiGRS6X040bN2j69On8MqzOnTvTli1bKCsryygyRUVF0UcffUQuLi5sGVctuH//PgGg48ePExHRsmXLyM7OTu+GZWXee+89EolEFB0drfa5+fPnk0AgoEuXLhlIsqpIpVJycnKi+fPn89emT59Onp6eJJPJDCZHQUEBmZqa0rfffksHDhwgAJSWlqbTOHRmjPj4+BAAun79uq6CrJccOXKE3N3dycbGhrZv367TCiOXy+m7774jW1tbatKkCf3+++86C5vBqIhMJqO//vqLXnvtNRIKhSQSiWjChAkUHh5udOU/MzOT1q9fTy1btiQAFBAQQBs2bDCassJgMGpHWloaffnll9S2bVsCQE2aNKE5c+bQnTt3jC0aT1lZGR07doxGjBhBZmZmZGZmRsOHD6cjR45QWVmZscWr82zevJnMzMz42YgrV64QAAoPDzeYDL/++isBoO+++07js1KplLp3705eXl4kkUgMIF1Vzp49SwDov//+46+dP3+eANDVq1cNJsfly5cJAN24cYPi4+MJAJ04cUKncejMGHF1dSUA9O+//+oqyHpFeno6jR49mgDQoEGD6OnTp3qLKykpiYYOHUoA6LXXXqPU1FS9xcVoXKSnp9Pq1aupefPmBIBat25NmzZtqpMzcXK5nM6dO0ejR48mMzMzsrCwoHHjxtHFixeNbjAxGAz1lJaW0u+//05DhgwhgUBA5ubm9Prrr9OJEycMPlpeXTIzM+nrr7+mDh068Mu4Zs2aRVFRUcYWrc4ydOhQ6tmzJ/9/qVRKdnZ2tGzZMoPEf//+fbK2tqaxY8dq3T8kJiaSo6MjDR482Ch9ygcffEC+vr4KcZeXl5OrqyvNmTPHYHJ8/fXXZG5uTqWlpSSXy8nBwUHn5aYzY8TW1pYA0MmTJ3UVZL1ALpfTzz//TI6OjuTs7Ey//vqrQSqtXC6nffv2kYuLCzk4ONAPP/zAFDBGjZDL5fT333/TqFGj6q1Sn56eTmvWrKkXRhSD0Vipi8uwasutW7fo448/5gdkQ0JCaOPGjZSRkWFs0eoMZWVlZGNjQytWrFC4PmLECOrevbve4y8uLqaQkBBq2bIl5eXlVevd48ePEwBav369nqRTjkwmI3d3d/roo4+q3Hv//fepWbNmBuufx48fT506deL/369fPxo6dKhO49CZMWJmZkYA6MCBA7oKss6TkJBAr7zyCgGgN954wyiNj0QioXHjxhEAeumll+jx48cGl4FRP8nMzKR169bx+7245U7GmpLWBTKZjM6cOUMjR45UWF52+fLlemNYMRgNjdTUVFq/fj0FBQXxy7Dmzp1LMTExxhZNZ1RexiUUCmn48OF0+PBhKi0tNbZ4RuXixYsEgK5du6Zwfdu2bSQQCOjZs2d6jX/q1KlkYWFR45mrTz75hIRCIV25ckXHkqnm0qVLBEDpnpU///yTAFBkZKRBZOE2r3PMmzdP55vYdWKMSKVS3s/w7t27dRFknUYmk9HWrVvJ2tqaPD096dixY8YWiU6cOEFeXl5kZWVFX3/9tUE3NzHqD3K5nM6fP09jxozhN4KPHTuW/v333wanrKemptLnn39Ofn5+/Mb7zZs3G3TjPYPRWCkpKaGDBw/S4MGD+WVYo0aNqhfLsGpL5WVczs7ONHPmTIMpj3WNxYsXk4ODA5WXlytcf/jwIQGgo0eP6i3uffv2EQDatm1bjcMoKyujrl27kq+vr8Fm2z/66CNq0qSJUl2utLSU7O3taeHChXqXo+LmdQ59bGLXiTGSm5vLHxq0detWXQRZZ7l//z716NGDAND7779fpxSbZ8+e0dSpUwkAde/enXk2Y/BIJBLasGED7yK3ZcuWtH79+kbhEUYmk9Gff/5Jr776KgkEAhKLxTRx4kS6evVqgzPAGAxjIpfL6fr16zRt2jRydHQkANSlSxfaunVrvV2GVVuio6Np9uzZ/DKudu3a0VdffdWoDnN94YUXaOTIkUrv+fn50bRp0/QS78OHD8nGxoZGjRpV67b+yZMn5ODgQMOGDdN7vyGXy8nX15emTp2q8pnx48dTYGCgXuUgUty8zqGPTew6MUZSUlL40xfXrVuniyDrHFKplNasWUMikYiaN29O586dM7ZIKvn333/J39+fzM3NadWqVczTRyNFLpfThQsX6M033yQLCwsyMzOj0aNH07lz5xqtEp6SkkIrV64kX19fXjHYunWr3pcJMBgNmcrLsNzd3RvcMqzaUlZWRn/88Qe99tpr/DKuYcOGNfhlXDk5OWRqako7duxQen/y5MnUsmVLncdbUlJCHTp0oObNm+usfT9y5AgBoI0bN+okPFVcv36dANDZs2dVPnP06FECQHfv3tWrLBU3r3Nwm9iXL1+us3h0YozcvXuXAJCTkxMtXbpUF0HWKaKioqhDhw5kampKs2fPpsLCQmOLpJGioiKaO3cumZqaUkhICN28edPYIjEMRHZ2Nm3cuJFat25NAKh58+a0Zs2aRjUSp4ny8nI6efIkDRs2jExNTcnKyoomTZqk4EKRwWCopqSkhA4cOECDBg1SWIZ18uTJBr8Mq7ZIJBLavHkzdezYscEv49q7dy8BoPj4eKX3Dx48SADo0aNHOo13+vTpZG5urjCirwtmzZpFZmZmFBERodNwKzJ37lxycnJS+x0VFxeTtbW13r2Rvf7669ShQ4cq18PCwuill17SWTw6MUZWrlxJAMjBwYHmzp2riyDrBCUlJbRw4UISCoUUFBRUZfNVfeC///6j4OBgEggENH/+fCouLja2SAw9IJfL6fLlyzR+/HgSiUQkFArp9ddfp7Nnz7L9QxpISkqiZcuWkbe3NwGgDh060I4dO6rtdYXBaOjI5XL677//6MMPPyQHBwcCQKGhobRt2zbmua6GcMu43NzcCAAFBwfThg0bGszgkVAoJAAqZ+Nv3brFL+fTFfPnzycAtHnzZp2FyVFaWkqdO3cmd3d3vRgkeXl5/OyiJuzt7QkAlZSU6FwOov/tBzc3N69yjzsENCcnRydx6cQYSU1NpU6dOpFAIKCmTZvqIkijUl5eTr///jsFBASQmZkZLVu2rF5Po5aVldGKFSvI3NycWrZsSQcOHGAjVw2EnJwc2rx5M788ws/Pj7744gudn47aGCgvL6c//viDBg8eTKampmRtbU2TJ0/W+cgag1HfSElJoXXr1lGbNm14RWnevHl6XyLSmOCWcY0cOZLMzc1JKBTS0KFD6dChQ/Va/xg2bJhaN7BlZWUUFBRES5Ys0Ul83LYBCwsLvS1HjoqK4r3C6ZqysjJycXGhzz//XOOzCxcuJHd3d70uu+7WrZvSZWm7d++mkJAQncWtM9e+REQWFhZ6WftnaAYMGMD7C799+7axxdEZMTExvHePsLAwY4vDqCFyuZyuXr1KEydOJLFYTAKBgEaMGEGnT59msyA6IjExkRYvXkweHh4EgDp16kTfffcdf3owg9HQqbwMy8LCgkaPHk2nTp1ig1l6RiKR0DfffEOdOnXil8DPmDGDbt682Wj3+2lLWVkZjR07Vu9L3tavX6/3vSONCRMiIuiI/Px8mJubw8LCQldBGoXFixfj7NmzOH78OBwdHY0tjk7Jzc3FoEGD0KtXL3z++efGFodRDe7du4cZM2YgPT0d0dHR8PX1xXvvvYd33nkH7u7uxhavQVJeXo4TJ05gx44d+PPPP2FtbY2ePXuia9euWLhwobHFYzB0Sk5ODsLDw3Hy5Ens3bsXOTk5CA0Nxdtvv43Ro0fDwcHB2CI2Ou7cuYPdu3fj559/Rnp6OoKDg/H222+jc+fO6NatG0xNTY0tIoNRa3RqjDAYDP0REhKCW7duoU+fPpgzZw5eeuklCAQCY4vVaEhISMDOnTuxcuVKAM8VN3t7e+MKxWDoCCKCSCRCWVkZPDw8MH78eEyYMAEBAQHGFo2B5wMjp0+fxo8//ogjR46gvLwcr732Gg4ePGhs0RiMWlNtYyQxMRESiUTr552dneHj41NtwWpLdeUEjCersWF5pV9qkr9A1Tx++vQpoqKiMGjQIDYaZkTi4uLw6NEjDBgwQOG6rsqZwaguuqp748ePBxHhxx9/ZAMddZj79+9j4sSJmDJlCsaPH69wzxjtUHXjLC0trfYKmtTUVADQehWAvtvV2uhNtdGj9VG+2oaZmpqK3Nxc2Nvba1UO1SqD6qzpSkhIIEtLS/60dW1+IpGIjh8/TgkJCbpeYqZTOfH/56QYUs66AMsr/VLT/GV5XL9g5cwwFqzuMTiMURdqEqdAIKi2fKampnWmbtdGbwoPD6/2u1xa9FG+1QlTn2UgRDWQSCQoKirCvHnz4OjoiCVLlqCkpETtOyUlJRg8eDAsLS0RGxtrkBHAinL6+/vDzs4ORAQnJyeYmZkhKioKIpEI5ubmyMnJQc+ePREbG4tx48ZBIpE0qlFKLq/27NmD3NxciESiKvkVFxcHuVyOvLw8CAQCODs7N8q8qgmV89fa2hqWlpYAwOdvcnIybGxsEBMTAycnJ4hEIgBgeVyPqFzOdnZ2KC0tha2tbZVyjouLg7W1NRwcHFBSUsLKmVErtGnDK9c9a2tryGQyVvcaGNr25zKZDObm5khNTcVLL71UK/1Hk77F1b3IyEh4enoiKioKX3/9tdq2Mi4uDkSE1NRUeHh4wMLCAuPGjVOr04nFYmRkZKBJkyb88/qq29q095zelJKSAkdHRzg4OGDcuHGIj4/n8ysoKEjr97iZC036RFRUFGxtbZGdnQ1HR0e0bdtWbflqKj+uLCIiIvDtt9+qlJsr5/v378PJyQlJSUlYuHCh1mVQLWOEY+TIkThw4ABKSkowc+ZMtG3bFs+ePUNZWRkkEgn8/f3RqlUrCAQCxMTEwMbGxiiN3siRI3H16lWkpKRg9OjREIlEkMlksLW1hUQigY2NDbp06WIweeoygYGBuH37NpKSktCqVSv4+PhAJpMhLy8Pvr6+KCgoQGBgILp3746bN28aW9x6R2BgIEJCQrB161YkJiYqrY+tWrWCs7Mzy+N6TMVyzsnJQY8ePRTKOS0tDa1atYKVlRV69uzJypmhMyrWPWV9XlpaGvz9/eHk5ISuXbuyuteA0dSfW1tbw9zcHBMmTNBZnJaWlnz7VjE+U1NTZGdno2fPnujZsyd++eUXXkZ1bWVKSgqCgoJgbm4O+v/dBOp0uoKCAlhYWMDLywt2dnY6S5c6uHxOSEhAr169FNLt6emJkpISlXoTlxZVaXdxcYGbmxvMzc2VxqtOn0hJSYFIJIKPjw86dOigVVo06cuFhYVayd2mTRu4urqibdu21XLyUiNj5Pz58/D39wfwfI2pusT26NHDaI3e+fPnERoaiuzsbERGRiItLQ3BwcEICQlBs2bNEB0djRMnTsDJyUlpgTcmzp07h9DQUNjb2yM5ORk3btxQyKvw8HCkpaXh6tWrjT6vasqRI0fQrl07lfUxPDwcDx8+RFlZmcEaU4bu0VTOd+/exb179wAA1tbWRpaW0ZDQVPciIiKQnp6OiIgICIU16v4Z9QBN/XlERASsra1x9epVdO3aVSdxWlpaIjQ0FFlZWUhOTlaoe0KhEHfv3sX+/fsV3tGmvhYUFKCgoACAep1OKBQiOzsbRUVFBus/NeVzdHQ0kpKSlOpNmvTTCxcuID09HZmZmUrj1qafefLkidZ7czTJk5SUpNVzd+/eRUZGBlxcXKqVlzVqjcLCwvi/9+7di6ysLBQWFqJXr14QCoVITk6GWCxGZmYmSkpK+GkkQxMWFqbWUOrevTv/d2MfJdKUVy+//DL/d2PPq5oyYsQItfdZHjcMNJVzaGgoQkNDAbByZugWTXWvb9++/N+s7jVcNPXnFeuBoeLk2j1uZgTQvr5ydVVTHEOGDFF4Xt/URsfU9O6gQYOUvseh635Gkzxt27bV6rma9m01Mkb27t0LPz8/AM/djTo5OcHJyQmPHz8GAGRmZsLFxQWmpqYoLCxEQkJCTaKpNTdu3MClS5cQGBioYCzduXMH8fHx6NWrF6KjoyGTyVBWVmYUGesK6vKqrKwMISEhuHr1KuRyudHKsz6jKn+jo6NRUFAABwcHtG7dGrdu3YJQKERMTIyxRWbUAFXlHB8fj9zcXAiFQrRr144v52vXrhlbZEYDQdnAYHR0NIRCIRITEzFgwACEh4fzA4YN7Qwtxv9QVRfKy8shFov5viYvLw+ZmZk6qQvK4oyMjESzZs2QnZ2N/Px8ODk58c+r6xOFQiE8PT1x//59AOB1DnXtq6OjIx4+fIji4mIUFxfXOj01TXNiYiIKCwvh7u6OxMRE5OXlwdzcHM+ePdP4LjeQn5qaikePHqFp06ZIS0urEq+mvPPw8MCtW7dQWFiIpk2bIjk5WWNaVIWZlJQEqVSKyMhIjXEHBQUhISEBT58+1bifvDI1MkZCQkJgb28PsViMcePGafWOpaUlnJ2daxJdjbG0tETHjh0BQMFYysvLQ2BgIL/ZCQDCw8MNKltdQ11eubi44NGjR/y0W1ZWltHkrK+oyt+CggI+Xx88eACxWAwAzHVvPYNb06yqnLkBGkCxnG1tbY0gLaOhQEQ4d+4cAOUDg1z70rx5c8TFxfF10MrKCrdu3TKa3Az9oq4uAP9rg8RiMRwcHHRSF5TFWVxcjIyMDACAWCxGQkICf09Tn5iRkcEfsskp5OraV5lMBjs7O9jZ2RlMn1M3GJ+ZmcnnMRHxhpU275qbmyMwMBDA/1waV0RT3mVmZsLDwwPA8zZCmUGjbZicTJxjHXVxP3r0CMBz98vVLgN9uzNjrn3rNiyv9Mv+/ftr5MYQAJmZmVF0dLSxk8DQQFJSEr300kvVdnvI/QQCAR08eNDYyWDUMyIjI6l37958W1GTumdqakqDBg2i+Ph4YyeHoQOYa1/D6CjMta/uy6DWhx7K5XJ07twZAPD1118rrJEDjH/o4Y4dO/D999/j999/h5eXF39/06ZN2LdvHw4fPgw3NzejympsuLySSCQYPnw4hg8fjk8++YS/n5ycjBEjRvCHLAGNN6+0paSkBAsXLsSGDRvQqVMnLFq0CJ6enlq9S0Q4efIk1q5dC3t7e/zwww/o16+fniVmVBe5XI7vvvsOc+fOhaWlJZYsWYLOnTvDxMRE6zAePnyIL774AlFRUZg6dSpWr17NZksYaklPT8fChQuxa9cuBAQE4Msvv0SbNm2qfRCaXC7HxYsXsX79emRlZeHjjz/Gp59+ChsbGz1JzjAEXH8+f/58RERE4MCBAwrLowBgxYoVOH36NPbv38+PoOvy0MNjx45h2bJlcHJywl9//VXleWWHHo4ZMwatWrWCvb09/vrrL5w8eVLhfuVDD6OiovDuu+8CAL755hu88MILCs8b+tDDjz76CPn5+di5cydWr16Ny5cv49ixYwr9gapDD8+fP4/Zs2dDKBRi9uzZGDVqlMq0VH73p59+wrZt23Du3Dk8efIE48aNw7Zt26p4iq3OoYd//fUXPv30U7Rs2RIBAQFYsmQJgKqHHhIROnXqBAcHB5w9e7ZKuHo79FAZmZmZvBX0448/1jY4nfL06VMSi8U0d+7cKveePXtGrq6u9NZbbxlBsrrJpEmTyMHBgbKysqrcmzdvHonFYnr69KkRJKtf3Lx5k9q0aUPm5ua0fv16Ki8vr1E4CQkJFBYWRgBo+vTpVFhYqGNJGTXl3r171KNHDwJAkyZNouzs7BqHVV5eTl9//TVZWVmRp6cnHT16VIeSMhoKxcXFtHr1arKxsSFHR0favHkzlZWV1TrcgoICWrx4MYlEInJzc6OdO3fWuM1i1A327dtHAOi3335Tev/Zs2fk7e1NYWFhJJPJdB7/mjVrSCQSkUAg0Cr8wsJCEggEtH37djpw4AABoJSUFLXvcGkEQN9//72uRK8RxcXFZGlpSatXryYiohMnThAAunv3rlbvf/XVVyQSiahFixb0ySefVCvu7t2709ChQ4mISC6Xk7e3N02fPr16CajE8uXLydnZmcaMGUM9evRQ+VxxcTEBIAcHh1rFR0RUa2Pk7t27BICsrKxo3bp1tRZIl4wbN45cXFzo2bNnSu/v2LGDANC1a9cMLFndIyoqikxMTGjjxo1K7z979oxcXFyY8aYGqVRKK1euJKFQSCEhIXT79u1ahymTyWjTpk0kEomoVatWrK4amdLSUlq5ciWZm5tTixYt6Ny5czoLOyEhgQYOHEgA6PXXX6fU1FSdhc2ov8jlcjp48CD5+fmRUCikmTNnKh0wqi0JCQk0duxYAkAhISF0/vx5ncfB0D9paWnk5OREI0eOJLlcrvK5M2fOEADasmWLzmWYPXs2NWnShACQRCLR+PyFCxcIAEVGRlJiYiIBoMOHD6t9Z8OGDSQWi8nFxYVWrFihI8lrxqlTpwgA3blzh4iIioqKSCwW09q1a7V6f+bMmRQQEED9+vWjkSNHah1veno6mZiY0K5du/hr06ZNIx8fH7Vlr4m33nqLunXrRkuWLCE3NzeVz0kkEl7/ry21NkbOnz9PAMjX15fmzJlTa4F0xbVr1wgA7dixQ+Uz5eXlFBwcTN26datVwdV35HI59e3bl1q2bKl2pG379u0EgCIiIgwoXf3g/v37FBoaSqamprRgwQIqLS3VafixsbHUqVMnEggEtHjxYp2MiDKqx7Vr16ht27YkEAho/vz5VFRUpPM45HI5/frrr+Ts7Ez29va0a9euRt02NXZu3LhBPXv2JAA0aNAgio2N1Xuc4eHhFBoaSgBoxIgR9OjRI73HydANcrmcXn31VXJxcaGMjAyNz0+ZMoUsLS11Xsbjx4+noKAgAqBVnV27di1ZWlqSVColuVxOHh4eNG/ePLXvzJ49m/z9/SkkJISmTJmiK9FrxIcffkhNmzZVaKuHDBlCPXv21Or9YcOG0SuvvEKTJk2iTp06aR3vzp07ydTUVKGsz549SwDo5s2b2iegEqGhofT222/Tnj17CIDKAX3OcBQKhTWOi6PWxgg3pda5c2d6++23ay2QLpDL5dStWzdq27atxulmruBUTWc2Bo4dO0YA6NixY2qfk0qlFBQURN27d2cK0v8jl8vpm2++IbFYTP7+/nTlyhW9xVVWVkbLli0jgUBAHTp0oJiYGL3Fxfgf+fn5NGvWLDIxMaGOHTtSZGSk3uPMzMyk8ePHEwAKCwujuLg4vcfJqDukpKTQxIkTycTEhFq3bk1//vmnQeOXyWS0Z88e8vT0JHNzc5o7d65KhYRRd/j1118JgNYOMfLz86lp06bUs2dPnS7XGjBgAPXt25cA0L///qvx+ddee01BcX/11Vepd+/eat954403qHfv3jRo0CAaMmRIrWWuKXK5nJo2bUrTpk1TuL5jxw4SCARaLeFt164dTZ06lVatWkXOzs5axz1kyBB68cUXFa6VlZWRvb09LV68WOtwKuPg4ECrVq2iiIgIAkDXr19X+lxsbCy/VE4qldY4PiIdGCNbtmwhoVBIw4YNo4EDB9Y2OJ3w22+/EQA6c+aMVs8PHTqUfH199TLSWdcpLS2lli1bUlhYmFYGxunTpwkA7d+/3wDS1W2ePn1K/fv3JwD0wQcfUEFBgUHi/e+//yggIIAsLCxow4YNelnzy3jOqVOnyNfXl8RiMa1fv77WDW51OX36NDVt2pREIhGtWbPG4PEzDEtRURGtWrWKrKysyMnJibZs2WLUMi8oKKClS5eSWCwmV1dX+vbbb9l+kjpKSkoKOTg40OjRo6v13j///EMAaNOmTTqTpWPHjvTWW28RADpw4IDG5728vBRW1qxevZqsrKzU1rWePXvS2LFj6f3336cOHTroRO6acOfOHQJAp06dUrj+9OlTAkB79+5V+75cLidbW1tavXo1/fLLLwSA8vLyNMZbUFBAIpFI6faIN998k9q1a1etdHBwS6/2799Pubm5BIB+/fVXpc9ev36dN0Zyc3NrFB9HrY2RpUuXkru7O02aNIk6d+5c2+BqTVFREfn6+lbLUr5//z4JhUJatWqVHiWrm2zatIlMTEwoKipK63cGDhxIfn5+VFxcrEfJ6i5yuZz27NlDdnZ25OnpSadPnza4DEVFRTRr1iwCQL1796bHjx8bXIaGTGZmJr355psEgPr372/UpSoFBQU0e/ZsMjU1pfbt29ONGzeMJgtDP8jlctq3bx/5+vqSUCikjz/+uFZOEXTN06dPady4cQSAgoODdbpXilF75HI5DRkyhNzc3LTao1GZ6dOnk1gspgcPHuhEHm9vb/rss89IKBTS1q1b1T6bnJxcZTaHM5DUubZv1qwZzZkzh5YuXap2X4O+Wb16NVlaWirVh0JCQujNN99U+352djYBoH379tHly5cJgFb7TQ8dOkQAlM6a79+/nwDUSC8IDw8nAHTr1i0iInJ1daVly5Ypffbff//ljZHk5ORqx1WRWp+slpGRAVdXV7i6uvKH2xiTr776CsnJyVi/fr3W77Rs2RLTp0/HF198odXhMA2F7OxsLF26FO+++y7atWun9Xvr169HYmIivv76az1KVzeRSCQYNWoUxo0bh0GDBuH27dt46aWXDC6HWCzGV199hXPnziE+Ph7BwcH44Ycf+MP3GDWDiPDLL78gMDAQp06dwu7du3H69Gk0a9bMaDJZWVlh/fr1uHbtGuRyObp06YK5c+eiqKjIaDIxdMf169fRs2dPjB49Gu3atUNMTAy+/PJL/sC3uoCXlxd+/vlnXL16FZaWlggLC8OIESP4Q84YxmXPnj34448/sGPHjipufLXhiy++gIeHByZOnAiZTFYrWYgImZmZcHV1hbOzMzIzM9U+f+3aNQBA165d+WudOnWCqakpf09ZHMnJyfD09ISnpycyMjIglUprJXdNOX78OPr3788fCliRwYMH49SpUygvL1f5/pMnTwAAfn5+8PPzU7imjiNHjqBNmzZo0aJFlXsDBgyAubk5jh49ql0iKvDgwQMA4MP19/fnr1WmsLCQ/7vW/VGtTBkiev3116lfv3701VdfkaWlZW2DqxWpqalkbW1Ns2bNqva72dnZ5OTkRO+++64eJKubzJw5k6ytrWvktWfatGlkY2ND6enpepCsbnL8+HFq0qQJOTo60r59+4wtDk9ubi69/fbbBICGDh1KaWlpxhapXvL48WN6+eWXCQCNGTOmTtbtsrIy+uKLL8jCwoKaNWtGZ8+eNbZIjBqSnJxMEyZMIAAUFBREf/31l7FF0grOyYK3tzeZmZnRnDlzar1Eg1FzkpKSyN7ensaNG1ercC5cuEAmJib05Zdf1iqcvLw8fmlPcHAwffjhh2qfnzt3Lnl6ela5HhwcrFIf45YSHThwgE6ePEkAjHIIs0QiIVNTU/ruu++U3r969SoBoIsXL6oM4/fffycAlJGRQTKZjCwsLOjrr79WG69UKiVHR0f67LPPVD7zyiuvUJ8+fbRLSAU+++wz8vLy4v8/ceJElaueDh48yM+MVGd1jTJqbYz06tWLxo4dy691M9S6eWW8++675OjoWOPp7W+++YZMTExq5YWgvsAtTfv8889r9L5EIiF7e3uje7EwBHl5efTee+8RABo4cKBG/+fG4vDhw+Ti4kIuLi506NAhY4tTbygvL+cHU7y9ven48ePGFkkj9+/fp169ehEAmjhxol5cvTL0Q1FREa1YsYKsrKzI2dmZtm3bVi/3AhUWFtLy5cvJ0tKSXFxcaPv27Ww/iYGRy+U0cOBAcnd310kbMGvWLBKJRHTv3r0ah/Ho0SMCQGfPnqW+ffvSqFGj1D7fq1cvGjFiRJXr7733HgUFBSl959atWwSAwsPDFf42NJzeq2qJkkwmIxcXF5o/f77KML788kuytLTk9+y2bNmSPv74Y7Xxcl5s1Xk23b59OwkEgmrXi5EjR1JYWBj//y+++ILs7OyU7inevXs3b4xcvny5WvFUplbGSFlZGZmamlKXLl1o8+bNBIBOnDhRK4Fqyp9//kkAaPPmzTUOQyqVUmBgIHXt2rVBHzBXWlpK/fr1Ix8fn1pt2v/yyy/JxMSkQY/OXrhwgfz8/MjKyoq+/fbbOu9FLD09nYYNG0YAaMKECWzEUgO3bt2izp07k4mJCU2fPl2rjYN1BZlMRt999x3Z2dmRq6sr7du3r87Xz8aMXC6nvXv3ko+PD5mZmdHs2bMpJyfH2GLVmqSkJN7zW9u2bRt0f1DX2LlzJwGgP/74QyfhFRYWkr+/P3Xt2rXG7uO3bNlCAOjo0aPUrFkzEovFKp9NSEggExMT+uCDD6rcW758OQFQukdu4cKFBICuXLnCe3Sq7M3KEDRt2pT8/PzUPjN48GCytrZWOVDfsmVLhVVFHh4e5OjoqDbMjh07kr29vVrnNUlJSQSA3nvvPbVhVaSsrIyEQiG98MIL/LV169ap9Iq2detWMjExIQA1HtjmqNWeEblcDrlcDgCwtLQEAOTl5dUmyBozYMAAAMDkyZNrHIZQKMTkyZNx9epVTJkyRVei1TkWLFiAs2fP4s0334RYLK5xONOmTQMRoV+/fjqUrm5QUlKCuXPnolevXvDw8MCtW7fw3nvvwcTExNiiqcXV1RWHDx/Gjz/+iEOHDqFt27Y4d+6cscWqc5SUlGDhwoXo2LEjCgsLcfnyZXz99dewsbExtmhaY2pqikmTJiE2NhY9evTA6NGjMWzYMDx9+tTYojEqERERgRdffBFjxoxB+/btERMTg/Xr18Pe3t7YotUaT09P7N69GxEREbCxsUG/fv0wbNgwxMXFGVu0Bs2RI0cwadIk9OvXD4MHD9ZJmJaWlvjuu+9w9epVtGrVqkZhZGdnAwBsbW0hl8tRWlqqci9jbGwsiAhmZmZV7tna2gJ4/u1Uhtvb6+DgwD9n6P2+5eXlePLkiUadt6ysDAUFBYiNjVV6PysrC2VlZfz/pVKpxjBv3LiBvLw8mJqqVuFdXFwAAAcOHFAbVkWkUinKy8sV9rhYW1sDUL6PJTk5Gebm5gAU94/UiFqZMkT05MkT3oJ++PBhbYOrMT169NDJKZwFBQXUuXNn2rZtmw6kqpv89ttv1K5dO514a1m8eLFGf+D1DW65npmZGa1Zs6beLj148uQJ9enThwCQubk5myX5f9577z1ycnIic3NzWrZsmc4PqDQWhw8fJg8PDxKLxdSqVSt2MGYd4Ndff6UBAwY0mlkDuVxOv/32Gz/7M3z4cK3OmWBUn927d5NYLNZ5/spkMmrVqlW1Dt+riFwu53XBwsJCSkpKUvv82bNnVc7onj17Vunov1QqVdA3Hz16ZJT27rffftN4uGRpaSnt3LlT5f20tDSF/YnPnj2jJ0+eqA3z4MGDFB8fr1G+ixcvqt2voow7d+5UyUvOs1ZlmjRpwh+wWNtZeRMi5n6HwahIx44dcfPmTZw8eRKvvPKKscWpFXK5HN26dcO1a9fwxx9/6GwErb5CRBAIBCAi3L17F4GBgcYWSac8e/YMQUFBSEpKwpEjRzBs2DBji9RokclkEAqFAIAdO3bg3XffhUAgMLJUhqG4uBhffvklFi1aBJFIhOLiYmOLxGAwdMyBAwdw7Ngx/Pzzz7UOixkjDEYliAhyubxBKQ7l5eW8YtTYefLkCezt7RvEEhllSKVSPHjwAG3atDG2KI2ebdu2oW3btnjxxReNLYpROHr0KEpKSjB69Ghji8JgMOow1TJGEhMTIZFIAACpqanIzc1V+ay9vT3c3d0Vrjk7O8PHx6daAlaMU1tqEo+x4tMlNZEdMFy51CY+bamNXBx1pTz1hSHriT6o7/Ibmrr6rdZ1WD3TPbVtnxtD3tYFHURbGTg9kNP3lOmFEokE+fn5AAAbGxs4Ozvz9yrriZXDq3hNWZiawgOMpw9WfleVzqwsLdx7FdPGoSmN1S07ZWFWllVTeSiTSZlsatF2PVdCQgJZWlrybrxMTU35v7X9WVpaVssXdOU49RWPseLTJTWV3ZDlou/8qq1cdak89YUh6wmT3/jU1W+1rsPqme7RRfvc0PO2Lugg1ZGhsh6oTC+sjq6o7fvVCdMY+mB4eHiVd1XJXNv0VUxjbcpOF/dqk/9ar9uQSCQoKirCokWLYG1tjXnz5mHevHkIDAzkPWk5OTnBzMwMycnJsLGxwfXr1+Ht7Q1bW1uUlpZi3LhxkEgkWlupXJzz5s1DUFAQSktLYWtrWyWe+/fvw97eHnZ2digpKal2PNWNLysrC1KplD9xs6bx6RJO9j179iA3Nxd2dnZV5I+Li4NAIEBWVhbs7e0REhKC2NjYGpfLnj17EBgYiCtXriiNLyoqCmKxGBkZGTA1NcVLL71Uo/hqkgecXNbW1irrp0QigUwmg52dHX/yqT7lqwtUricikQh2dnYgIj5/UlJSYGdnh4yMDAgEAlhYWNTo+zWE/OrK9/Hjx7CwsICjo2Ot2oX6jDblzX2nnHeWnj17Amj434I6qlPPuFFIbhlkY80zTWjbb8TFxcHKygrJyckQCATo0aMHgMZRHyvqIJp0K6lUitatW4OIdJov2spw7NgxfPvtt1i6dClat26N+Ph4zJ8/X+E97po239GFCxewdu1azJs3D/7+/rCzs8OjR48wf/58LF++HB4eHrC1tUVWVhamTp3Kx6ssrMePH8PGxgZPnz7FokWLaq0PcvJUbDfj4uIgl8uRlpYGb29vtG3blq+j8fHxCnmYlpZWJW8A8GmpqHNKJBL+WXV6aGRkJDw9PSGRSDB37ly+HdLU3icnJyM9PR2zZs1SyFfu/qVLl/DZZ59Vib+8vBx3797FypUrVcoWFRUFS0tL3suWt7e31nWz2ovIe/TowbvzHTlyJLy9vSGXy5VO0QwaNIj/++bNm9WNisdQ8WgbX0V0EZ8uCQwMREhICDIzM6vIzzXquoyrQ4cOBotPV3Ix1NcTZdSneq6Muia/oTFku9CQYPVM99TVfqMuYWidpyYyuLu749tvv0W3bt0QFBSE5s2bY/78+Qrvcde0+Y7c3d2xdu1ahfebNWuG+fPno2vXrggKCoK7uzufXi5edd/kzZs3sWjRIr3kgzb1lHs3KipKaVhcWipeT01NrZKP6uqAsvLXlN/cOxXzlcPKygqfffaZQvxSqRSBgYEoKiqqVp5Up25W2xi5evUq7wPZ1NQUf/31F3JycjBgwACIRCLIZDLk5eUhJSUFUqkUTZo0QZcuXaobjQLq4klLS0NJSQmcnZ3RvXv3WsWjTXwSiQTJycnw9/fHCy+8oJP4dI06+QsKCpCbmwsnJyd07dpVJ/H98ssvfFxSqVQhrwoKCnRaNtVBm3IMCAiodf2sr2jKn8LCQp18v/pCUz2XSCTw8vJCx44djS1qnUBTeZeXl8PV1RXt27c3tqh1Ck317MmTJ2jevLnO2tPGgqb6WFpaCkdHx0aZr6ampnBzc8PPP/+sNH+SkpIUDBJ9yaBO74qJiQHwfFbi7NmziI6OrvKet7c3H54qPSElJQVyuZwf2Vf2PhdHxWtXr15FbGys0m8yNTUVnp6esLCw0Gs+aKqn3LvK8mbAgAFITU1VmWZN7U5SUhJ8fX35cz4qoy6/uTNPlOXhgwcPlMpUVFSEMWPGYO/evRplKy8vh7W1dbXOZau2MSIWi3lL6Ny5cwgNDYWtrS0iIyORlpaG4OBghISEoFmzZrhw4QKePn0KuVyuMsO0QVM8d+/e1elhdIaOT9ccOnQITZs2VSq/UChEREQE7t+/j+LiYtjZ2dU6PisrKzRt2hSxsbEoKSnh4+vQoQMfX0REhMGVWnX50KxZM4SHhyM1NRUXLlzgl6Y0JjTlz4ULF5CZmWlsMVWiqZ6Hh4ejsLAQV69erVX701DQVN4RERFITExEUVGRUQYP6iqa6hnwfLkFq2fVQ5v6yPVTffr0Mba4BuXcuXMoLCyEra0tzM3NcerUKT5vnJ2dUVBQgGPHjsHV1VVvdU6THpScnKzwHNdXVHyPU3o1hRUREcEf/Kfpfe6aWCxG+/btq+gdISEhCA4Oxvnz55GQkKD3fIiOjubjqVwW6vImMjIS//33X43yTCgUoqSkBNnZ2WjSpEm1Zb5//77KPOS2HyiTadCgQdi7d69G2aKjoxVcm2uFtpt5bty4QQDoxo0bCn/X5P269o6x4tMlNZWjPuSxIcOuK+WpLwxZT/RBfZff0NTVb7Wuw+qZ7qlt3jSGvK0LOoi24VV+Ttl71ZFN2/drG6a21KYs9uzZozFvVF2vbrw10c3VPadOpnfeeafGsmmi2jMjGzduhIeHB/93165dUVxcjI4dO0IgECA5ORm2trZ4+vQpCgsLIRAI4OXlhZKSkupGxXPo0CHs3bsXfn5+CnHFxcVBJpPBy8sL9+/f5zc31RZl6Xr06BEA8JYwF29t0qUPVOVVRkYGYmNj0bNnT9y9exdisRj5+fm1OoxKWT5xZeLh4YHU1FT4+fkhLS0NXl5euHHjBkxNTXWYWuWoqy9FRUXIzc1FYGAgP3VZVFSE/Px8+Pr68iMGDR1lZXf//n14e3sjJiYGoaGhuHfvHgQCAfLz8+tNPU9LS0NxcTEyMjIQGhqKmJgYSKXSOie/oVHXLmRnZwN4vs74wYMHKCoqglwu5/cGNmbUtSUCgQAuLi5IS0tDWVkZzM3NddL/NHSUtT0ZGRn8kt7U1FR4e3sjPz8fubm5cHd3R0ZGRqOadVKWRw8fPoSpqSmaNm3KO2dxd3fXW9umSga5XA4PDw9cvHhR4bm4uDgAit+MsmvK9MXMzEzEx8dr9T53TZWe5urqiqdPnyI9PR1isbjW+aCur8nLy4O/vz+ePHmCvLy8KvoU9y53ZlllmR8+fFjtPEtLSwMRobi4GNnZ2ZBKpVqVHddmubq64uzZsyqf+/vvv6vc8/Lygkgkwvfff69Wtri4ODRv3hxPnjxBVlYWysvLtc9orcwbYq599RGfLmGufZlrX22o7y5L67v8hiQ9PZ3efPPNGrXV3M/CwoLu379v7KQYHFbPdA9z7auZuqCDMNe+tS8L5tq3+vlfq0MPx40bh9zcXOzZswcAsHTpUjx8+BCbN2+Gn5+f3g49XLVqFQ4dOoStW7ciNDS0yju6PORm8uTJEIvFGDlyJGbOnInDhw9XCbuuHMSkLK/Ky8sRGhoKLy8vHD16VOl7ujz0sG/fvujcuTPOnDmDP//8Ey4uLjqJr6Zy7d+/H2vWrMGWLVsUNphxm7EcHBywa9cuhdPW60p56gtlZSeXy9G5c2c0adIEJ06cUPpeXcmXivITEd588024urpi48aNkEqlGDhwIPr164d58+YpvFdX5Nc3paWl2LRpE1atWgVTU1NMnz4dgwYNgpmZmdZhPHv2DDt37sS+ffvg5eWF1atXY/To0XV6r5yuUdXGhYaGwsrKCufOnVP6XmOpZzWBy9Pk5GSMHz8efn5+2Lp1a5VZj8zMTIwfPx5OTk747rvv+BHuxpC3iYmJyMzMxIcffojHjx9j//79sLGx4e/v3r0bX3/9NX744QcEBwcD0P+hhw8ePOD7y1dffRUffvghgKqHFF68eBGzZs1Cp06dMGvWLBQUFGDKlClwc3PDtGnT+IP90tLS8MknnyA4OBg//PADH4+yQw9nzZqFixcvYunSpWjRogWOHDmCgwcPYtSoUejWrRucnZ1x6NAhHDt2DO3bt8f27dsV0qJLfXDcuHHw9vbGsmXL0KdPH7z77rt45513lMZX+d2HDx9i9OjRfHsKABMmTICFhQU+/fRThUMPP/74Y2RkZGDXrl38JvyFCxfiyZMnmDZtGiZOnKgyjZXjPXnyJBYtWoTDhw/j1VdfxdKlSzFkyJAqhx5ev34dS5cuxccff4ywsDCFgw0jIyPx5ZdfwtvbG9u2baty6OHbb7+tsk3U+aGHynB1dSUAVFZWRkREHTt2JAD04MGD2gSrkXfffZcA0NGjR/UaT3FxMVlYWNBXX31FeXl5JBAIaPv27XqNU9fk5OQQAPL19dV7XOnp6QSANm3aRADozJkzeo9THffv3yexWEwffPCB0vuXLl0iExMT+uKLLwwsWd2jsLCQAJCHh4exRakWV69eJQB04sQJ/tpnn31Gtra2VFBQYETJDI9cLqcDBw6Qn58fCQQCmjZtGmVmZtYqzPv379OwYcMIAHXt2pWuXLmiI2nrL6ampmRnZ2dsMeotubm51Lp1a2revLna+hkZGUlWVlY0YsQIkslkBpTQ+OzcuZMA0KlTp6rcKy8vpy5dulBAQAAVFxcbRJ7ff/+dAFC3bt1o9OjRKp+7ePEiAaAhQ4YQEVFiYiIBoDZt2ig8FxUVRQCoZ8+eGuMeOXIkAaC///6biIiWLFlCAGjXrl38Mx988AE5OjpSaGhoTZKnFcnJyQQ83w9CRPTqq69St27dqv1+QEAAf01VW9K8eXMCQBkZGfw1Hx8fsrS0pJUrV1ZL7vfee49at25NRETBwcH0zjvvKH1u69atBIBWr15d5d5XX31FZmZm5OjoqPRdXbSJtVrAz3k/KCwsVPp/fWGoeK5cuYLS0lKEhYXBxsYGXbp0wT///KPXOHUNl0fK1hXqGs7VX1hYGCwsLPj/G4Py8nJMmDABnp6eWLt2rdJnunfvjrlz52Lx4sW8673GiiHriS7Zvn07mjZtipdffpm/9v777yM/Px979+41omSG5b///kPPnj3x+uuvo3Xr1rhz5w42b97Mj7TVlJYtW+LIkSP4+++/UVxcjBdeeAFjx47ViZea+ohUKoVcLuf7IEb1KC8vx6hRo5CSkoITJ06orZ8hISHYu3cvDh8+jAULFhhQSuOSlJSEjz/+GG+//TYGDBhQ5b5AIMAPP/yA+Ph4LF261CAyPXz4EDY2NmjVqhW/f1YZqnTByt+LquvKqBxWcXExTExMFPS/zMxM2NjY6NX748mTJ2FqasqXyeDBg3HlyhWt46ycZnVtCdcPc+8QETIyMmBra4uMjIxqyV3RW2jPnj1x4cIFlfJVzleOjIwM2NjYIDs7u8o+EF21ifXSGCktLTVIPOfOnYOzszOCgoIAPFeyz507B9J+ZZvR4Q6p4fJMn8TExMDMzAytWrVCQECAUY2RdevWISIiAj/99BOsrKxUPrds2TIEBATgrbfeMkge1VW4b6k+5UF2djZ+++03TJ48WWGZna+vLwYOHFhlur4hkpSUhPHjx6NLly549uwZ/vrrLxw/fhwBAQE6jScsLAw3btzArl278M8//yAgIAALFixAfn6+TuOp61RHiWIoQkSYOXMmzp07h99//x2tWrXS+M6QIUOwfv16rF69WmE5T0OFiDB58mRYWVlhw4YNKp9r3bo1lixZgnXr1vHuYfXJo0eP0Lx5c7Ro0UIrY4TrRzj9Q5Uxok1/U1nfKywshKmpKR828FxZdnR0rLaiXh2OHz+Obt26wcnJCcBzN7dEhFOnTmn1vraGmrJnCgoKUFJSUu00pqen4/79+wrGyMOHD5GSkqJUPlNTU5XGCJfuyktXK5ZlbXTjWhkjlSsJ59VB30ZCUVGRykzTJefOnUOfPn14D1BhYWHIzMw0qpJdXSqXjT6JiYlBq1atYGZmhjZt2uDu3bt6j1MZt27dwpIlSzBv3jyNB1NaWFjgp59+QmxsLJYtW2YgCesehqwnumL37t2QyWRV1uwCwNSpU3Hjxg2DdNTGoLCwEEuWLEHLli1x+vRp7NixA5GRkejfv7/e4hQIBHjnnXcQFxeHTz75BBs2bIC/vz927twJmUymt3jrEtx3IpPJmEFSTTZv3oytW7di27ZtCAsL0/q9jz76CO+//z4mT56Mf//9V48SGp+ff/4ZJ0+exI4dO+Dg4KD22Tlz5iAkJAQTJ07U+yASZ4w0b94cOTk5yMnJUfqcKl2wcr9SHWOkclicl9bKMyMuLi4oKCiolYdQdTKcOXMGgwcP5q+5ubmhS5cu+OOPP7QKQ1XeKGtLKj/Dzb44OztXa/aH83jGnYzO/ctdryyfUChUqldnZmbys5iV4+eer+3sSI2NkbKyMr4DMrQxoi7TdEV+fj4iIiIUGs0XXngBFhYWvOuz+kDFstH3jE5MTAzatGkDAAgKCkJMTIzBZ5FKS0vx1ltvITAwEEuWLNHqnZCQECxduhRr1qzBlStX9Cxh3aTiKE19UCyJCDt27MCIESPg6upa5f6AAQPg6+uLbdu2GUE6/SGXy/Hjjz+iZcuWWLNmDWbOnIm4uDi8//77CrND+sTa2horVqzAgwcP0K9fP7z33nvo0KFDvWoXa0rFPkff/VxD4uTJk/joo4/wySefYNKkSdV618TEBN988w169eqFESNG8K5PGxqpqamYNWsWxo0bhyFDhmh83szMDD/88AMePHiAlStX6lW2isYI939lqNIFKxsI1Rn8Ki4uVjA+lOl/GRkZ/IZ3fSzV+ueff1BUVFTl1PvBgwfjr7/+0koJV6cnV25LuPzirnOzIZyba225cOECmjVrBi8vLwBAkyZN0LJlS6VGvTIjj6Ni/laOv+LzFWerqkuNjRFlGckJUhuBtKGoqAhmZmZ67QwuXbqE8vJyBWNELBajW7du9WrfiKFG8ogIMTEx/JK2Nm3aIDc3V+l0oD5ZsmQJ7t27h59++on3QqENc+fORZcuXTB+/PhGqWRUTLM+RpZ0zT///IP79+9j6tSpSu8LBAK8//77+O2331SO4tU3/v33X3Tq1AkTJ07Eiy++iHv37uGLL76Ara2tUeTx9vbGnj17cO3aNVhbW6Nfv34YOnRogz6rhxkj1Sc6OhqjR4/GkCFDeC9C1cXMzAwHDhyAq6srBg0axJ+N01AgIkydOhXm5ubYuHGj1u8FBwdjwYIF+OKLLxAZGakX2crKypCYmKiVMVJZN9NkjGijKxYWFsLMzIx/lvt/Rd0mKyuLV7j1YYwcP34cTZs25QdbOQYPHoy8vDxcunRJYxgV9WMiUtmWyOXyKquOOAPA29u72jMj3GwIR8+ePVXOjFTM54pkZmbC29ub/1tZuiqno7rU2BipKEDFTFa1AUaXFBYWwtzcXK9Gz7lz5+Dp6Ql/f3+F62FhYTh//ny9GD0GlJeTPkhPT0d2djb/sXL/GnJJ2+XLl7F27VosX74c7dq1q9a7QqEQu3fvRnJyMubOnasnCesuumpQDMX27dsRGBjIr4VVxrvvvgupVIqffvrJgJLpnocPH2LEiBHo3bs3zM3NER4ejn379qFp06bGFg0A0KVLF1y6dAn79u3D7du3ERQUhJkzZzY4hREwXHvaUEhLS8PgwYPh7++PX375pVazd/b29jh+/Diys7Px2muvNahlcr/99huOHj2Kbdu28WvzteXTTz9FmzZtMHHiRL3kSUJCAuRyOZo3bw4HBwc4ODionRkxNzevYmxIpVIF5yjVGVBWFmZF/S8rKwtEBD8/PwBVR+5rCxHh+PHjGDx4cBXX5iEhIfDw8MDx48e1Sgfwv+VMqtqSioYbd50zAHx9fZGZmanVgbS5ubm4desWevXqpXC9Z8+euHPnTpUDWrl8VTUz4unpCZFIpHZmxCjGSGUBuOUdqhKjSwoLC2FhYaHXeLj9IpUrX1hYGJ49e6a3UQhdY6iRvDt37gD4nxHi5+cHsVhsMGOkoKAAEyZMQNeuXTFnzpwahdGyZUusXbsWW7duxV9//aVjCes29WnENzU1FYcPH8aUKVPUnnvh5uaGESNGYPv27fXK6QRHTk4OZs+ejdatW+P69ev45ZdfEB4ernEflDEwMTHBqFGjEBsbi5UrV+KHH35AixYtsHHjxgalNNan78TYFBcXY9iwYZDJZDh27JhaRyLa0rx5cxw5cgTh4eGYOnVqvfyuK5Oeno7p06dj1KhRePXVV6v9vrm5OX744QfcuXOnxjNP6uAMD25WpHnz5mqNkYq6GeehCag64MU9p6kMlYVZ8f+cctyiRQuF/+uKO3fuIDExUWG/CIeJiQkGDx5cLWOE+1tVW6Lsb26Dvru7O2QymVaz/ZcvXwYRVRmw4/5feTZHlV5dUlKC/Px8uLm5wdXVte4bI9z/RSKRQZZpiUQivXUG2dnZiIyMRN++favc69y5s9oDr+oahuo8Y2JiYGFhwTdYpqamCAwMNJgxMmfOHKSmpmL37t21Gn374IMP0K9fP7zzzjsNZnmPNuhq3ach+P7772FmZobx48drfHbKlCm4d+9evdr4KpVK8c0338Df3x87duzAkiVLcP/+fYwdO5Z3plFXEYlEmDdvHuLi4jBq1CjMnj0bQUFBOHr0aINQHJkxoh1yuRwTJkzAnTt3cOzYMX4JjS548cUXsWvXLnz//fdYt26dzsI1FtOmTeP3xdSUDh06YP78+Vi5ciVu376tQ+meGyNmZmb8Mh11xkhl3aywsBAikYj/m4O7rs2mZ05JrrhMq6LSzM0aeHp6wtbWVufLtI4fPw4rKyv07t1b6f3BgwcjLi4ODx48UBtOUVERv3RcG2Ok4sxRZmYmXF1d+UOktUnjhQsX4OHhgWbNmilc9/X1hY+PT5WlWlyZVO7/ubhcXFzg4uJS95ZpcZFyy7IqZmB6enqNBdIEESEvL0+vMyOnT58GEaFPnz5V7pmZmaFHjx74888/9RK3rklPT1f4APTFtWvX4O/vr2AIBAQE4ObNm3pXQk6fPo3t27dj/fr1VZbVVRdTU1N8//33KCgowIwZM3QkYd2H27wGoE4vr5HJZPj2228xZswY2Nvba3y+d+/eaNWqVb1w80tEOHHiBIKDgzFjxgwMHz4ccXFxWLBgAX8CdX3Bzc0N27dvR1RUFJo2bYrhw4ejb9++iIqKMrZotaJiG1p5mQPjfyxevBgHDx7Enj170LFjR52HP27cOCxcuBDz58/H4cOHdR6+oTh48CAOHjyIb775hlc0a8qiRYvQsmVLTJw4scpZELUhKioK3t7efP/g6+uLe/fuKV0qlJ6eDqFQiPLyckilUt5wAKBwandFIyUvL09l3ESEoqIiCIVCXq8sLCyEWCzmv8X4+HgAgKurKxwdHfHw4cPaJ7oCR48exUsvvaRyD2rfvn0hEok01sP09HSYm5sDqGqMVGxLuHyqaNTFx8fD3t6eryOaznkiIpw7dw49evRQunqgR48eVY6p4PaMVO7/nz59CuC5MWJnZ8fnN0dF46RWA5k1PS3x9OnTBICsrKxow4YNdO/ePQJAAMjMzKymwWokJiaGAJC9vT31799fL3GYm5sTAJWnvnbq1IkAUHR0tF7i1yUeHh58uVy8eFFv8XBxVKRFixYEgBISEvQW74ULF8jW1pb69+9PcrlcZ+H+9NNPBIAmT56sszDrMmvWrCGxWEwAaNKkScYWRyWvv/46AaCTJ09q/c4HH3xAAOjgwYN6lKx2REdHU//+/QkAhYWFUVRUlLFF0hlyuZxOnDhBAQEBZGJiQu+88w6lpKQYW6wasWPHDr6t406ZZvwPuVxOa9asIQC0Zs0avcYlk8lo1KhRJBKJ6PDhw3qNSx+cPXuWLC0tafjw4TrruyIiIsjExIR69eqlszAr9+3du3cnAHT16lWVzwKgnJwcmjdvHtnb2xMAWr58Of/cpEmTyMnJiQDQ7t27VcZdWFioECYRkYuLC3Xp0oXat29PRERBQUEEgOLi4pTqIbXh2LFjBIDeeOMNtc+ZmpoSALV5zuUDALpx44bKtmT+/PkEgOzs7Gjx4sVE9L98PXHihFZtT3h4OAGg3r17K73P9TXnz5/nr7Vu3ZpEIhEBoNzcXP76+PHj+XJSlr8dO3bkr//+++9q5VJHjUtt5syZvABdu3alnTt3EgDq3r07ffXVVzUWSBMymYx69epFrq6uJBAI9BLH6NGj1Rb2H3/8QV5eXgoFVlfZs2cP33gsWrRIb/EMHjyYVq1apXDt6NGjFBISQuXl5XqLNzAwkABQeHi4TsOVy+V8/dalkVNX4Qzszp07071794wtjkrefPNNsrS0pGfPnmn9zvnz58nU1JT27NmjR8lqRlpaGr3//vtkampK/v7+dPTo0QZb38rKyuibb74hJycnsrKyohUrVlBhYaGxxaoWXCceGhpKERERxhanzrFlyxYCQD179jRIPS4qKiJbW1sCUKfbLWW0bdtWL30Xp/TqyuB/9913ae7cufz/L1++TCEhIVRcXFzl2c8++4xeeOEFAkBnz56lZs2akYmJCXXu3JmSk5P555ycnEgkElGXLl3UtuWXL1/mdcw5c+ZQRkYGAeDLvKysjA4ePMgPRn7wwQe0cOFCnaSbiOj27dvk7OxMly9fVvvcxx9/TAEBAWqf2bFjB3Xr1o0A0Pr161W2JQkJCdSpUycyMTHhw3z//fdpyZIlVFpaSt26ddM4sCyRSMjb25v+/vtvpffPnz9P3t7elJ6eTkRExcXFBICaN29OQ4cOVXj25s2b1KVLFyosLKS1a9fS+PHjFe6fPHmSunbtSgBowoQJauVSR42NkdmzZ/PKWo8ePXir6ejRozUWpjoEBASQhYWFQeKq70RFRREAWrp0qbFF0Tl//fUX/fDDD3oJOyYmhr744gu9hF3XeOGFF8jExITKysqMLUqjoVmzZiQUCsnBwYE2btxIpaWlxhbJIOTk5NDs2bNJKBQSAJozZ46xRdKagQMHEgDKz883tih1klOnTlFwcDA9fPjQYHEeOXKEgoKCKDU11WBx6oLw8HDav3+/zsPNyMigL7/80miDGhs3buRH3Vu1aqVUT3N3dycHBweNYV27do0A8P1wVlYWASAXF5d62V9dvHiRANBXX32lti2Ry+UkFAqpbdu2BpGrpKSEAFDfvn1r9H5aWhoBoHfffbfGMpgQ1WxBPxEhJycHAoEAVlZWEAqFyMrKqrZbupoilUpRXFxsNB/79Y2srCw4Ojqq9T7EaLyUl5ejsLAQdnZ2xhalUVBWVgYrKytYWFggMTERjo6OxhbJ4Fy+fBkvvvgiBg4ciBMnThhbHK2QyWTIy8vTeDo2g9GY4XTBsrIylJaWwsbGRuE+575Wm71wlfXK7Oxs2NjYoLCwUKt9g3UNLj2a2pK8vDyIxWKYmZkZRK7c3FzY2trW2ElKdnY2HBwcaqxj1tgYYTAYDAaDwWAwGIzaIKzNy4mJiZBIJNV6x9nZGT4+PnoJuzpxVDf80tLSap3ora0cuqKm+VVdGVXFk5qaquAtA3h+SJW7u3uNZKhuevSR1/qs33WBupDHtZGHQ51c+kxjXcu/hoKh2rL6JosxqA/p17euoG95dC1DTfstAFr37cDz2V3OO1RFuDC4MFVd41CmJ6SmpgKA0usVZaluuLrWNaqrDwGocr1yPkokEuTn5wN4vmJBKPyfmm5jY1OlrCqmXZXOxclT+T53vWKcFeFktbe352e3Kj/HyVQ57GrXa23XcyUkJNCNGzfo+PHjtHHjRpo9ezbvdao6P0tLS43elRISEsjS0rLaYXM/kUikNo6ahC8QCPSSVl1Qm/wSiURab6BTFw/nTaImv8r5VJP06Dqva5qnhirz2pCQkEDHjx/nvWfVhbTVpg6rkkuf9agu1NGGiD7qQU0JDw+v9jfSkMq6LpWFPmSsK/2GLmWoaX6IRCKVdV1V316d69XVD7QNu7rh6lLXqIk+pE3eVPy/uvRVJ+2a5NFHfotEIjp+/DjduHFDq/qt1cxIYmIiAgMDUVRUBBMTE5iYmPA+pufNm4egoCCUlpbC1tYWTk5OMDMzQ3JyMmxsbBAZGckfRlNSUoJx48ZBIpGotZgkEgmKioqwZ88eBAYG4sSJE1i1ahVKS0u1ERdlZWW4ffu2yji48OfNmwd/f3/Y2dmBiHjZY2JiIBQKkZeXB3t7e6SkpGDRokXYs2cPcnNzIRKJqrwTFRUFsViMtLQ03lLUJq26oGJ+xcfHVyuvSkpK0LdvX9y7d0+jnKryLSsrC1OnTuXLCwCuXLmiNJ+4vA0ICIClpSViY2Or5FPFeNTVrdu3b8PV1RVpaWlYsGCBTvNaUx3hZMjKykJ5eTnEYjHkcrnByrymVPyWAahM371799CyZUvcuHEDTk5OSEpKwsKFC/WWtop1ODc3F9bW1rC0tASAKnl+/fp1SKVStG7dGkSkMs8rlmFgYKDK8O7evQsnJydkZWVh7ty5WqVR27Dj4uJgbW0NsVhc5+tGXaByPVDXhuTn50MsFqNLly5K25HakJiYiLCwMJSUlPCy2NnZVWmL4uLiIJPJIJPJIBaL0bZtW53LYiyq803ev38fTk5OsLGxQXFxsVH6PlX1hZMxPT0dMpkMVlZWCAgI0Es5aeq74uLiIBAIkJWVBXt7e1hYWOhUBm3iLygogFgsRlFREXr06MHnA1C1P6jYt1f8BiQSCebPn48ZM2bg22+/RUlJCUxNTSGXyyGXy/l2saioCLNmzUJZWZnaenTr1i3MmTMHJSUlAJ4fmqkubH9/f2RlZWHevHlYunQpWrdurRBe5XppbW2tVP/UlF9RUVGwtLREUlIS7Ozs4OLiwocBPD9Xo3L88fHxeO+99zB16lR8//33KC0tVZo3lpaWiI+Px/z582Fubs4f/iiXy7F06VKIRCLMnz9fqWxcHKrk5vrvK1euoLS0FEuXLuXzv7S0FAsWLEBJSQl/OOnu3bt5/Y3T3bj85eRNS0vD/PnzFdKljpKSEv7Uek7XU1fHtTJGuAIbM2YM9u7dCyLi/x45ciSuXr2KnJwc9OjRAyKRCDKZDLa2tkhKSkJISAhcXV3RpUsX3Lx5U5voeAIDA9GhQwf88ccfKC0txcyZM9G2bVs8e/YMZWVlkEgk8Pf3R6tWrSAQCBAXF8d/3MqmFSvDyZ6SkoLRo0cryC6RSCASiSAQCPjlWYGBgbh9+zaSkpLQqlUr+Pj48JuQWrduDYlEgo4dO6J9+/bVTqsuCAwMRKtWrbB48WKNeRUfHw+ZTFajxtDS0hJpaWl8Hty6dYuPv0OHDvj5559RXl6OwMBAmJmZwdnZGXl5eZBIJPD29oaNjQ1efPFFjfGoq1sSiQSBgYHw8fEBEWHBggW1yjtNMqiqIw4ODvDy8jJamVeXyt+yuvQVFBTAyckJPj4+aNu2LRYuXKh3+QIDAxESEoKtW7ciMTFRqUwhISHw8fHROs+5NCoLLy0tDT179gQRKV1yUJuwJRIJ/Pz84OzsXO8OLTQ26tpaPz8/iEQiCIVCdO/eXS/xSyQSXjGqWCdVtUUFBQVwd3dHhw4d9CKPMdH0TUokEnTv3h1EhK5duxqt7+NkVNWWcX3GCy+8oHd5NPVd9vb28PLy0ptDGU3xSyQStGjRokp9rdwfxMXFAaj6DQQFBQF4voynpKSE708q9ysxMTG8kl3xm+7Vq5fCN01EKCkpwcyZM2Fra4sVK1ZoDPvx48cAnhsE9+7dU1rmrVq1go2NDXr27Km2XmrKLzc3N7i6uiosmeKoHD93UKFcLkdpaalK+RMTE/l8LCsrU0h7t27dcObMGZWycXGokzslJQV9+vThD4HkyvDTTz9VyFfu8ElOf+PKqEmTJgpxPHnyBADQrVs3bNu2TSt9PD8/X+uB+WrtGRk0aBD27t2r8Pf58+cRGhqK7OxsREZGIi0tDcHBwQgJCUGzZs0QERGBe/fuPY9MSUFq4tChQ/D09AQAjB8/Xm1j36NHj2o1hJpkDw8Pr7JPhKvYWVlZSE5O5t/p0KEDhEIhIiIicPr06VqfplpTzp8/D0C7vAJQo47D0tISoaGhfB78999/CvetrKzQtGlTZGZmoqSkBOHh4VXy6MSJExg0aJDGtKgrn/PnzyMjI0Ovea1N/Y6Li9P7KfO6RpvvVygUIjc31+Ae2I4cOYJ27dqplCk8PBzJycmQSqVatSmayjA6OhqlpaU1Mka0CTspKYn3HsPQjnPnziE0NBT29vZITk7GjRs3qrTNJSUluHDhAnr27Kl3edTVSa6cpVIprl69WqN6VNfRlP6IiAgIhUJcuXKl2nsrdYWpqSk8PDzQrl07xMbGoqSkREHO4OBgnDx5EsXFxQgLC9OrLNq0C8nJyVoNmtYEdXlRsR8+d+6cgkeqynJX7Nsr1oHY2FgA4D1Bcf1J5X6FM0QA9d90SEgIgOd6CwCsWLECvr6+WoXt4uKC0NBQpWUuFApx/vx5XL58We2AkKbyOnnyJHJycpTqGpXj5/KMU/JVyV8xHyun/datW2jZsqVK2biwtalnFU9IP3LkCPz9/RXk4sLi4HRcLh2V8/v69eu8vLrUMatlHZw+fbrK32FhYWoF6tu3L/93TRTfESNG8O/duHEDly5dQmBgIAoLC9GrVy8IhUJER0cjKCgIcXFx/Ci9NmiS/eWXXwYA/PLLLwryqINLr7FGyblGVlVePX36FNbW1sjNzUV+fj7S0tJqFEfFfPP398eXX37J/1/bPKpuPJUZMmQIAP3mtb7rt7HgGkFN6eMMRkOmTVP94b5LQDu5NKWRG12vSRr1GXZjRtu22VBoqpMVZ2gaYllXp003Zvo1yTl69GiDyFEX2oWa6Crq+vaK4Xl7e+PTTz9F586dAfxPH6zcr1hZWakMuyLcczdu3MCDBw8AAK1atVIIU1XYutATNIXB1RtlYajKMy5vOLmV6cxcPlZOe0VjWZlsnBza1LOKRlhFfZqTi5Oz4jMAquQv93/ueU06ZmpqqsIMsyaqZYxwllrFv/fu3YusrCwFYeLj4+Ho6Ijk5GSUlZXh2bNnvDVWHbiwo6OjATwfke/YsSOA52vzuGm6goICPHr0CKamptUagVQme3JyMtLT09GxY0fcunULeXl5SElJAaDeGCooKECbNm1w//59lJSUaF0AuqRiZVaVV5mZmbx1LxaLea8V1aFyvnFThuryRygUwt3dHU+ePEGbNm3w8OFDBAQE8DM52sTDlU9WVha8vLxw7949fvReXyiTgStva2trtGvXDidPnoSVlZXW+3TqAtxoiKoy477h1NRU3Lt3T6FT0Seq5ElMTERhYSGkUinatWuHy5cvw9raGunp6bUKk4hQUFDAr/mvLsrqx507d1BWVoaQkBBcunQJAIzSHtRnVJUZ9/1nZWWhT58+uHv3LgAgOTnZ4LJw7ZqHhwcSExORl5cHW1tbrepkfUJV+m/fvg2hUIjWrVvj1q1bKCgogFAoxLNnz+qMjJGRkfD390dERAQGDBiAO3fuwMrKCo8fP9brbKUqvSgvLw8+Pj64c+cOhEIhCgoK9BK/ujpbXl6O9u3b48qVK5DL5fz+QWVyq+rbudkUTsHm9MHK/UrFmWt1fQ03KGppacnPknBhc2GqCltVG2xtbQ2JRAKBQABXV1e1+aVJ17hz5w7s7e2VDt6qyjNO2efkVqYzV5yVqpj2vXv3ws/PT2W+adK5uP47JSUFV69eVYiX06c5ubh8VlXGlfObS5cmHdPMzAzu7u4IDw9Xm/ccWhkjzs7OsLS0xKJFi/gN7IsWLQIAhISEwMnJqYowMpkM5ubmMDc3h7W1NRISEqrtbo4LOyAggN8Aqg2mpqZaHYajSnYXFxc8ePAAYrEYYrGYV5jVGUMuLi7IyMjgpy21LQBdYmlpid69e2PLli1a5xXw3ChR5hpPFZXzLTExkY9fXf5IJBK+LpiZmeHRo0dqD3tTVz5ZWVm8UVVxqlPXKJOBSw8APHjwAC1atAAR4dq1a3qTQ1dU/JYB9Q2KTCaDUChEUFCQweqzpgZOKBTiwYMHcHFxARFpNbOnKUxzc3NkZmbya2Krg7L6kZeXBxcXFzx69Ih3dWiM9qA+o6nMvLy8EBcXBzMzM63rQXVwdnaGSCRCSUmJxnYtMzOT7yv0IYuxUZX+/Pz8Kn0lEeH+/ft1Rsbi4mKkpqbC29sbMTExMDExQVFREVxdXfXaXmvqu7h2gduToWs01dmHDx/yfVjFtknbvp3rczt27IiDBw9i0aJFMDU1rdKvpKamwsLCAqWlpWq/aSKqouNpCpuTQVUbbGFhwR/iq0n/1La8lA3eqsozFxcXiMXiKvJXfJ5LA7d3t2KY6spSk87F9d/cnt2K8XL6NCcPZySpKuPK+c2lqzo6pqWlpWYdszou45hrX92nVRcw1751w0WjIcu8NjDXvrVPY12oow2RuuROlrn2Tajz6WeufWsfP8Bc+9YkDObaV3Odqo5r31qdwF75wJctW7bg2LFjeOedd7BhwwZcvHixyma+2h56uHDhQpw6dQrbt2+vstatOnFUDr+0tBTdunVDkyZNcOLEiSrPVz70MDk5GUOHDsWMGTPw9ddf4+DBg/y0WnXk0BWV03Pp0iXMnDkTv//+O/799198++23+Oeff2pcHqri+eSTTxAREYHu3bvzG7A47O3tkZ2djfHjx6NHjx7YuHGj0jA1HUR048YNvP/++9izZw+ioqKwceNGnD9/XmFZjT4Pr1q6dCn++ecfHDp0CE5OTvz9tLQ0jBw5EkOGDMG8efP0Joe+qFyWRIROnTrBwcEBZ8+erfK8oQ49lEqlGDlyJLy9vfHNN9/w9wsLCzF8+HCEhoZi5cqVWslVOY3Xr1/H5MmTAUCpg4qaHHrIhblp0ybeS5yya/WpbhgTLl/XrFmDo0ePYt++ffD29lZ45quvvsK+ffsUljMY4gC7tWvX4u+//8bJkydBRBgwYAAGDhyIjz/+WOG9hlDWV65cwZAhQyASibBp06Yq/VtlCgsLsWDBAly6dAnLli3jR171jSpdISIiAlOnTsUrr7yi0F5URF915unTpxg5ciSaN2+OTZs2KTgBWbt2LY4dO4ZDhw7B1dVV74ce5uXloU+fPujduzdiYmLw559/VnlH2aGHmZmZGDBgAJo2bVol/3bs2IH//vsP7dq1w/Tp0wE8X6GwatUqtG/fHhMmTODDLCoqwvvvvw9nZ2cFHWDfvn34559/UFBQgNOnTyuMnFc+9HDp0qX4448/sGLFCoV6ePLkSfz6668YPXo0hgwZgpiYGHzxxRfo1q0bPvvssxodejhixAh06dIFTZo0wc6dO/Hvv/9CIBAoDaPyuxcuXMBHH32EQYMGYcyYMfz1rKwszJw5E82bN8eyZcsU4n/77bchEAiwa9cuAMC0adOQm5uLJUuWAAB+/PFHJCQkYMaMGWjWrBmOHDmC8+fPY8qUKQgICFDIt3379uHvv/9Gu3btFPpOVYcerlu3Dr/99hveeusttGzZErdu3cLBgwfRp08fhIWF4c6dO9i3bx/atGmD9957Dzk5OVi2bBnc3d3xwQcfAAAWLVoEGxsb7N271zCHHmrDyy+/TIMHD6bw8HACQNevX9dl8ERENGrUKAJAf/zxh07DzcrKIgDk4eGh1fNHjhwhAHT79m0CQL/99ptO5akts2bNIm9vb5LL5XTz5k0CQP/884/O4+nRowd5eHjQsGHDlN4/f/48AaCXX365xnEsWLCAnJycSCaT0d27dwkAnTp1qsbhVYd//vmHANCOHTuU3t+4cSOZmJjQ1atXDSKPPikuLiYA5ODgYFQ5NmzYQKampnTnzp0q97777jsCQNeuXatR2Pv27eNHbhITE2srKhER9e/fn9q1a0dyuZy/JpfL6YUXXqAXX3xRJ3E0NrjvbtOmTUrvFxUVUatWrahLly4klUoNIlN5eTm5ubnRrFmz+GsffvgheXp6kkwmM4gMhmLv3r1kYWFBL774ImVmZmr9Xnl5OX300UcEgKZPn26wslHGsWPHCACNHj3a4HF/+umnZGFhQQ8fPqxyLzc3l9zc3GjUqFEGkeXatWsEgJYtW0YAqKCgQKv3Hjx4QACoTZs2Ve4NHDiQPD09qU+fPvy1EydOEAB67bXXFJ5NTk4mAOTn56dwfdy4cRQSEkIAKCIiQq0sY8eOJQB0+PBhheubN28mALR06VIiqn2ZZ2ZmEgDas2cP/fvvvwSAoqKitH7/t99+IwD03nvvKVyPjY0lANS2bdsq7wgEArKwsOD/7+HhQQBIIpEQEVHXrl0V9Onx48cTAPr999+rhDV27Fhyd3enDh06aCXv/PnzCQB9++23RES0fft2AkCfffYZERH9+eefBICGDx9ORET37t1TSAenMzg6OmoVnzpMtTdbNBo1uHHjBjp27Ih27drB1NQUN27c0FXwPJx7MW4Dj67gwtN2E3J0dDQcHR3Rpk0beHh44Pbt2zqVp7acOXMG/fv3h4mJCdq1awcXFxfeb7UuycjIgL29PTIyMpTer26+KuPMmTPo27cvTE1NERAQAA8PD72kpTKlpaWYMmUKunXrhkmTJil9Ztq0aWjfvj0mT56M8vJyvcukT7iyquiO0dBkZWVh+fLleP/999GmTZsq9ydOnIjg4GB89NFHNXKnnJmZyW/EU1Vnq8N///2HM2fO4LPPPlMY/TQxMcGnn36KS5cu4eLFi7WOpzFRUFCAiRMnomfPnpg2bZrSZ8RiMX788Udcv35dwZOfPjl//jzS09MVRjzHjBmD5ORk3lFBfYeIsHz5cowZMwajRo3C2bNnq7WfUCAQYMOGDdi2bRu2bt2KoUOHIi8vT48Sq4bbmG3o9uzevXtYv349Pv30UzRv3rzKfTs7O6xfvx779+9XOgOta7h9KZwHL+7cCU2o67szMzNhb2+v4DZWVf+hKpzExEQ+f7g9EKpQpfcVFhbC1NSUv17bMuc2e3fr1g2dOnXiXclri6Y8qHydOzC1rKyM788qp5XLt8phKNOBNeljleEOMufC4vKTy0dVcar6f23QmTHy9OlT/tA/S0tLtGnTRi/GCFcwFT1A6ILqZmp0dDSCg4NhYmKC4ODgarkU1jcpKSmIiYlB//79ATzf0N+3b1+9KPCZmZlwdnZWaJQqUtvKmpOTg+vXr/NpMTExQf/+/Q3SiK9ZswaPHj3Cjh07YGqq/FMRCAT49ttvcfv2bWzatEnvMukT7psyplewZcuWQS6XV5nK5hAIBPjyyy8RHh6OAwcOVDv8jIwMfqmdqjpbHb744gv4+/vjtddeq3Jv0KBBaNu2LT7//PNax9OYmDdvHjIyMvD999+r/O4AoGvXrpg9ezYWL16MmJgYvcu1d+9eNG/eXGF58AsvvAAfHx/+/K36TElJCd566y0sWbIEK1aswO7du2t8ZsiUKVNw8uRJXL58Gd27d0dCQoKOpdWMLgbCqgsRYdq0afDx8eGX7irjzTffRK9evfDhhx/qXb4HDx6gSZMm/KZozuOmJtTlH9eOVlR6VfUfqnSAp0+fonnz5rC0tMTTp0/VyqJK7ysqKoJAIFBQplXJrA3h4eFo0qQJmjZtCktLS7Rv375axgin3CuTU5lcnLz0/4c+VnymsmHF/Z97TpkxUlEf02awrrCwEAKBgA+7qKhIwbhTZRBVllEX3iJ1ZoxwB6Fwu/E7duyoF2OkuLhYIbN0RXUz9fbt2wgODgYABAcH16mZEU5Rr+j7vX///rh+/Tqys7N1Fo9UKkV2djbc3NxUWuK1raz//PMP5HI5b4wAz9MSHR2tVxeaDx48wKpVqzBnzhz+lFRVdOzYEdOnT8fixYuN0unqCu6bKi8vN8osz71797B161YsWLBArSvGfv36YfDgwZg3b16161VGRgZ/smxtZ0ZiY2Nx+PBhzJ8/X2FNMYepqSk+/fRT/Pnnnw3y7Al9cO7cOWzduhVr1qxROqpcmeXLl6NZs2Z4++239VpnS0tL8fvvv+ONN95QmAEzNTXFG2+8gQMHDkAqleotfn2TmZmJvn374vfff8e+ffuwcOHCWh92+tJLL+HKlSsoLCxEaGiowb0NVh7lNQT79+/H33//jc2bN1c5TK4iJiYm2LJlCx49eqT3mb0HDx6gZcuWcHJygqOjo9YevNQNTmVmZsLNzQ0SiQRyuRzA8/w2MTGp4jKZ61cqttVyuRxJSUnw9fWFt7e3xpmRoqIiCIVCpTMjFZXp2pZ5eHg4unXrxtf9bt26VXtmRCgUVolfWR5UvA6oNjYq/5/LC2VpzMjIgKurK0pLS5Gfn6+1vBWNj4phV5ZJlYy60Bl0ZozcuHED7u7u8PDwAPBcQeNONtYlhYWFMDMz09syLalUqrFTKSoqQlxcHNq2bQvguTGSkJBgFP/qyjhz5gzat2+vcFpo//79QUQ4d+6czuLhNm55eHggLy9PaVlzDVRNG4ezZ8+iRYsW/GmswP+MrL///rtGYWqCiDBlyhR4eXlh4cKFWr2zYsUKODo64sMPP6x3p7FzVPymdP19acOcOXPg7e2NGTNmaHx2/fr1SEpKqvZsFNeJWltb13pmZPXq1fDy8lLr4vD1119H8+bNsXr16lrF1RjIz8/HO++8g169evGbIzUhEonw448/4ubNm1i7dq3eZDt9+jRyc3PxxhtvVLk3ZswYZGVlGWS2Vh/cvXsXoaGhePjwIc6fP49Ro0bpLOzWrVvj2rVraN68OXr37o39+/frLGxN6EtXUEV+fj4+/vhjDB8+HK+88orG59u0aYNZs2Zh5cqVNXIrri0PHjzgz3lr2bJltWdGlBkXRUVF8PT0hFwuR05ODn9dWX5XDIfrG9PT0yGVSuHt7Q0fHx+NMyOVleaK1yvGWZsyl0ql+O+///DCCy/w17p164b4+HitBz61yYOKVNSLCgsLIZPJeP2z8jua0khEyMzMhKenJwDtBtuU5V9l46TyfWUyVU5LTdCpMcLNigDPjRGpVIo7d+7oKgoA+jdGAM2ZevfuXcjlcn5mhDNK6sLsCBHh7NmzCjMJwPOTPlu1aqXTpVqcMscZCsqUu8LCQpibm9e4vLi9LxVp0qQJ2rZtq7d9Iz///DP++ecfbN26FZaWllq9Y2Njg82bN+PEiRM4dOiQXuTSN8Y0Rs6ePYvjx49j7dq1akcUOVq1aoWpU6di1apV1Zrh4EaOXF1dazUz8uTJE/zyyy+YM2dOFQ91FREKhZg3bx4OHjxolPMX6hNz586FRCLRuDyrMqGhoZgzZw6WLl2q8/6GY+/evQgKClI6S9quXTsEBATUy6VaZ86cwQsvvAArKytEREQgNDRU53G4uLjg77//xogRIzB69GisXLnSIAM2hjZGli5dipycHJVeI5WxZMkSODg4YNasWXqRiYgQFxfHn2bu7++v9cxIxZH4iuVVud/n2lFV+c3pU9zeCOB/e0R8fHy0mhlRp+RX1C9qU+bR0dEoKiri99YAz40R4LlnOW3QZIyomjHh/lbWB1feF6MqjtzcXJSXl/MerLQZbCsqKqpibKjLz8rp0KXOoBNjpOLmdQ59bWLnMktfe0Yq/62M6OhomJiY8BtsAwIC+BNpjc2dO3eQlpZWRYEHns+O6FKB5xqhZs2aKfy/IrUxRp48eYKHDx+qTYuuO7WsrCzMnj0bb7zxBl5++eVqvTt8+HAMGzYM06dPrzOzZNVBl6Mc1UEmk2H27Nno3r07Ro4cqfV7S5YsgUAg4F0gagN3kJWrq2utZkbWrVsHBwcHlY4NKjJ+/Hi4u7tjzZo1NY6voXP27Fls374da9eu5duT6rB06VL4+/vj7bff1vlyqcLCQhw7dkxh43pFTExMMGbMGBw+fFivp3rrmu3bt+OVV15B9+7dcfnyZYXZZ10jEomwZ88e3uXvhAkT9L5XoqioCBYWFgZpy7g9g4sWLapWPtrY2OCrr77C0aNHlR4pUFvS09ORn59fq5mRikYEoLrfV6WbKdOtKhojPj4+Whkjysqysn5RmzIPDw+Hubk5OnTowF/z8vKCl5eX1ku1VOk73F6SyitvtDFGioqKqhgIyuLgyoFb3qrtzIi6sJX9v2I66pwxUnHzOoelpSVat26tF2NEJBIZdWbk9u3baNGiBaysrAAA5ubmCAwMRHR0tE5lqglnz56FSCTizzaoSP/+/fH48f+x997xURXd//h70xPSIJUklAQSmnTp0lFU9IEHsAuCBQRREBBQQZAiCkpXREBUoihNkF6FAAFCLyGNkJDeezZtd8/vj/zmevfubbvZgM/ny/v14kX23rkzZ86cOWVqEu7du2eVspgzxxSd1MyIk5OTRcrh+PHjsLGxwcCBA03eDRkyBOnp6VYfbZ41axZqamqwcuVKi75fu3YtSkpKVC/v+jdBOGX8oLBlyxbcvHkTK1asMGudupeXFz777DP88MMPqkfE2cyIj4+PxTMjWVlZ2Lx5M6ZNm6Zq5szR0REzZ87E1q1bFY3u/4soKSnBW2+9hUGDBuHdd9+1KA+2XOv69etWD/r27dsHrVYrukSL4ZVXXkFZWRkOHjxo1bLrA3q9Hh9++CEmTZqEyZMn46+//oK7u3u9l6vRaPDZZ59h27Zt2L59O4YMGSJ7K3ZdwRzY+tZlRIT33nsPLVu2xIwZM8z+/oUXXsCQIUPw/vvvWz2YZYEHu2U7LCwMeXl5qvaOMsceMLYHUnafpZeaFWBpgFqfsUGDBvD09ETTpk2RlZUlG5xK5S0MPurS5pGRkejatavJoQ3m7BvRarWi/imji6Xhp+f/LeQVc/r5dZQqg7VDixYtoNFoVA22Cf0zIZ+FZQnrYU2fwSrBiHDzOkN9bGKvz2CELQ1QMzPClmgxdOjQ4V8RjBw7dgx9+/YVXeoyYMAA2NraWm12JCcnB05OTmjevDn3WwgmvJWVldDr9Wblf+zYMXTr1g2enp4m7/r16wcHBwerzvScPn0aP/74I7766ituk7O5aNKkCRYtWoRvv/0WUVFRVqPtQeBhLNMqLS3F3Llz8dprr6F79+5mf//ee+8hJCQEM2fOVEyr0+lQUFBQ55mRlStXwsHBAe+9957qb9555x24u7vj66+/tqjM/8v46KOPUFBQgM2bN5u1PEuIbt26YdasWVi4cKFVdfG2bdvQo0cP2Rmb0NBQdO3a9V+/VKu0tBQjRozAmjVrsG7dOqxZs4Y76vpB4eWXX8bff/+NuLg49OjRA7GxsfVSTn35CkKEh4fjzJkz+Pbbb2WXbEpBo9Fg3bp1SEtLs3ognZCQAI1Gw42WswBCzVItxj/2NwN/BN7Ozs5oZsTZ2VnUERfmk5KSgqZNm0Kj0XAXmqanpyvSIpU331m2tM3Z5nUhevfujcuXL6uayZOjk13SLGVn+TMj7IQw5uyrqSNrh8aNG5ucdKaWXmEbSvFXSK+wLpbAKsHI0qVL4ejoKHrb5ZUrV1SvUVSCwWBARUUFsrOzcejQIavkybBv3z6jUyGkkJeXJ3qTuZOTEyIjI5GRkWFVusxBfHw8jhw5wh3hJ4S7uzuCg4OxcOFCqyxvCg8PR01NDRdk/PrrryZp9u/fbzRyohaZmZnYtWsXOnbsKPq+QYMGaNGiBZYsWWKVuhQVFWHChAno1asX3nnnnTrl9f7776NTp054++23UVZWVmfaHhTYFCxQG5jVN4gIs2fPRnFxMZYuXWpRHg4ODli+fDmOHDmCn3/+WTbtuXPnANT24cTERFy6dMnskchbt25h3bp1eO+990SDZCm4urpi6tSp3M3Fj1CLw4cP44cffsDy5cu5QY26YP78+QgLC8O4ceOssgzo0qVL2L9/v+jRzUKMHDkSf/75J65du1bncusDqampeOKJJ3D69GkcOHDArGDa2ujVqxeioqLg7OyMnj171svm//LyclRVVUGr1co6unVBSkoKZsyYgZdeesno9Epz0apVK3z00UdYunSpVU/eW7NmDRwcHDh/xc/PD0DtEj0l7Nmzh7sjhu8ThYeHQ6PRoLKyEgaDAVu3buXSVFdXo6qqymgGeO/evSanL23duhVFRUUAwAXDUocbEBHKy8uRnZ1tcnt8eXk5XFxcjJxlS9r86NGjSElJQcuWLU3etWvXDlVVVap4xgKIvLw85Ofnc8/37t3LLd3m8/LIkSNG37IZGDY7wdIKA4Ts7GwcPXrUqGw2EGJra4vS0lKEh4fL0lpWVoZ79+6huLhYNhipqamBTqdDUlISysvLufa6fPmyWYP4SrBKMBIfH4+qqiqTJRYsgrpz5441iuEa02AwWP0iI76jLBdR5uXliTq/7GjP+lJ6asCOwWXLx8RQWlqKjIwMqxyDWVJSAr1ezwkjO1WDj6qqKi5YMedY4YsXL0Kv18uO2pWWliI7O9sqstC5c2fEx8dj5cqVdRqdBWqV64oVK3Dr1q162RBaX0hPT+eM1oOYGTl06BDWr1+Pxx9/nBsdswTDhw+HnZ0dxo0bJysLrE5smpmIzJ6tGzt2LLRaLUaMGGE2naNHj0Z1dTVee+01s7/9v4hbt27hmWeeQVhYGCZOnGiVPB0dHbFp0yZcu3bNKsHNmjVrYDAYVO0DaNasGQwGA9auXVvncq2N/fv3o3v37iguLkZkZCSefvrph00SmjdvjnPnzqFnz554+umn8fXXX1t1H0lmZib3d30du9y+fXvk5uZaZUbj008/RXV1tckKk7qALX9ivhkbnU9MTFT8trKykvN1+MvpiouLQUSwtbWFwWDg/DI+v/l6mH+cLfOtSktLuTZp1KgRACAtLU2UjvLychgMBhgMBqN2JCLuaOGioiIYDAaL2/zvv/8GANEj5dkJsWpOIs3OzuZ4xga3AXCBG2DMS77fmZmZyfHKzs4O6enpXEBjY2OD9PR0VFRUoKamBkRkUj/mf9nY2ECn06k62hf45xQu/v/FxcUm/KyurkZ6ejrnH9XU1Bj5DFlZWarKkyOkzrh79y7dv3/f5LnBYKCIiAhrFEFERLt37yYA9Nxzz1F+fr7V8iUiqq6upo0bNxIAGjlypGzaixcvkl6vN3pmMBjowoULVqXJXNTU1NDvv/9OBoNBMk1BQQHt37/fKuWVlpZSRkYGERGlpKSQVqs1SVNUVERjx44lALRhwwbVeRsMBvr9999N+CzM+6+//jKfcBEMGzaMevfuLcs7c6DX66lr1640evRoq+T3IODv708A6OrVq1bjgxyio6OpVatWdO3atTrntWnTJurUqZMi3Xfv3iWi2r6SlJRkdjk///wzTZ482WL+fPjhh2b1g//LOH/+PDk7O9PmzZutmq/BYKDHHnuMOnbsWOe8UlNTadWqVarTr1ixgtOJ/xZ88cUXBIDatGlDWVlZD5scE9TU1NA777xDAKhz585WyxcAAbCon6vFk08+Sf/973+tlt/UqVOpffv2VssvMzPTRB7j4uKorKxM8VutVkuff/45AaAPPvjA6HlaWhoREaWnp3N5SfG7srKSVq9eTQBozJgxRFTrL5SUlHBpYmNjSafTidJx8OBBAkBDhw6l3Nxc7nlJSQkBIBsbG65cS9u8urqajh07Jvk+IiKCiouLZfMwGAxc+cnJyUbvtFotffbZZwSApk+fzj3X6/V08uRJAkAdOnQgolpeACA3NzdasmQJlycAOnr0KAGgwYMHG/GCiKiqqoorNycnh4qKihTrnZKSQq6urgSACgoKjPgZHx9vwk/hb+YzMJrqAqsEIw8KlZWVNGjQIIqLi6uX/Kurq2nIkCF08+bNesn//1WkpKRQ//79jZTPI/z7sH37dnr99dcfNhmP8AiPYEX8+OOPFBYWRjExMQ+bFElUVlZS3759afz48VbLc9q0abRmzRqr5ff/IkpKSmjAgAGUkpKimHb69Om0cuVK0XdarZYGDRpE8fHxZtNQVVVFgwcPpjt37pi8e/XVV2nBggU0fPhwMhgMD73N3333Xdq4caPou6KiIlFeGgwGGjFiBB0/fpx79tZbb9FPP/1EeXl51L9/f5o+fTotXryY48Xt27etRvPvv/9OY8eOJSKiMWPG0Pz58+m5554jg8FAM2fOpG+++YZLu3LlSqNgavv27fTqq6/S008/TVFRUXWiQ0P0P3pD2yM8wiM8wiM8wiM8wiM8wiP8T0P1MRopKSmqjuHLzMxEUVERPD09TTa0i8Hb25u7pKUu5dZHnkp1Ye8BqKqvEl1qYC4/vL29AaDOPBSWy687y5+tUXRzc+PKBaR5U1VVZXKMnhq6WHlqYG4Z1mgjwDK5tWb5amGJPCnR96DrLlaenHwCxjLK5NPc/qyWZkv5oTb/fwvqUk/AunWtL3sFiNNpTt3rUs/6sIf/Rliql6ylzx4Wn+uj3kJdCBjrN+F7uXdMjzL9KbT7AGR/878R+glyZcv1T7avQU3/VZvW3Dz5OkSM34Ap74DafRhSJ7AJecGnh1+GnG1j+QCQbGNL6yOWV536gJrpk/v375OLi4vR2jWpf2y9mdp/Li4uovtNzC23PvJUqos162rtdmD/nJycyNnZuU48FCtXWHdzeQGAbG1tzf7G3PqYW0Zd28jSdrJm+fVJpxJ9D7ruUuVZIp+WyHB98uNBy0NdUNd6WrOu9WmvxOg0t+6W1rM+7OG/EZbqpcjISKvos4fF5/qqd138GCU9au5vc/qctdM9qDylvrUmL/i/rW3b6uLb1aUPqJoZycvLg1arxezZsxEaGgoPDw8QEby8vGBvb4/09HS4ubnh8OHDWLdunWS669evw9nZGSUlJbCxsYGPjw9ef/115OXliUZTt27d4spt06YNd8GYsNxbt26hcePGsLe3BxHJ5smvi6+vL3cigYeHB+zs7JCbmwsXFxdERkZi+/btmDdvHjp06GBSj4KCAixYsEC2rkDtCQeNGjVCw4YNZemyRjvExsYiLCwMp0+fRkBAAHJycvDpp58CgGLb3blzB15eXvD09ERFRYURrazchQsXIiAgAHl5eZgzZ47J7/DwcBQVFXGnFhERx9fU1FTuUh8XFxdotVqsX78es2fPxmOPPYaqqiq4u7ub1OX8+fNo3Lgxd6rW66+/DgCi7cKXBx8fH1y5ckW2DGH6rKwszJ07t05txG8nxg8PDw/Jsq9du4bAwEC4u7ujsrKyzjKiFikpKThz5oyqfs1kIz8/H7NmzZKlz5y63717Fw0aNEDDhg0trruwPCcnJ+Tn52P27NlcvYS/xfpqTk4OFi9erKhr8vLyoNfr4eHhoYpmPn1t2rTB+fPn4eTkJEqDi4sL0tLS8PzzzwMAYmJiHpg81BVi9XR1dZXkY1xcHDw9PeHu7o6QkBCr1pWvJ+Xa8tSpU/j666852ZGjNyEhAa6urnB2djahk5Unp5Py8/Nha2uLjIwMxT5U13plZGRAo9GgQYMGMBgM/zMyxKBk565fvw53d3fk5+ejuroaTZo0weuvv44TJ05Aq9ViwYIFaNu2LQBT3ly+fBk1NTVo27atpK/AL1/Mbly/fh2+vr7IysqCp6cn2rdvbxX5Vdu+cXFxcHNzQ3Z2NubNm4d79+5Jfnfv3j288847knU5dOgQli5dKmq72ZHrTK4TExMxZ84cLFiwAL6+voiJicHatWu5vOPj47Fo0SLMnj0b/v7+iI6OxqZNm4zKZr6CXB0rKipw+PBhbN++3agtdTodysvLuTbMzs5GcXExzp49K5nf9evX4eTkBL1ej8zMTCxcuFBWPm7dugWdTod58+ap8jvv3buHjRs3ivKAnRLG5yXjTUFBAYqKirB27VqOn+x00oqKCty5cwdFRUXQ6/UoLCzEzZs3Tfyt2bNnw9nZGQsWLJC1t/v27cPy5cuNym7QoAFXVkpKCgwGA5KSklBVVYXLly9z9Kenp2PNmjUm9WHfZmdnQ6PRoKioCF5eXli/fj1++eUXdO7cGY0bNzZvpkRNxHLlyhUCQJcuXaKsrCzJ00LUphOmv3Llism7+/fvk5OTk1n5KeXJf79v3z5VoxBHjx4VLdeadVULS8usKw/Zb8YLqd9XrlyhpKQks0Z3LKFLrl34CA8Pf+BtJMxHr9dbTXatBeEInDX586DrLlbe4cOHjeol/G2N/qyWZmGaf6M8WAN1qafY99agRa29MkdWxegU6kNzv7d2vaxV3sOCufXcv3+/0eitmnbglyPkzcPis6X2Xc7OKeWpxnYL7Xx4eLio/WB6Vuhb8ctWokdom1jZ/OesrfltroZnavupmnaQsqFSPGD/xJ7z+cnqpNFoTGYkhO1w6dIl7nQtOR0m5fMK+cgvT5hW6lulf+bMlJh19aqNjQ2OHj2KwsJCPP3001zEWVJSgrKyMu4mdrl0GRkZsLGxgbe3t8m9JHzk5eVxZy7L5ZeVlYXKykr4+fmhZ8+equtSXFwMrVaLqVOnon379iguLkZ1dTXy8vIQGhoKjUaDiRMn4sKFC4iJiTEpl92uLUcbG+nw8PCAq6urOayWhRJ/c3JyEBwcbFSmEp3l5eXw9/eXvQWb8YLdCeHl5YXjx48b3XZcUFAgy9dWrVrB1tYW+/fvx7JlyxTpsrOzg0ajQb9+/YxoYWVLyYRafuXl5SE9PR2hoaFm719Rg19//ZUrl10QycotKytDw4YNTepW32By+corr2Dbtm2K/CkqKkJgYKDZtwsr6QudTgd3d3d07tzZKvVivGbyycpn8ilHj9r+nJWVhRYtWpila8RolJIHb29v9OnTxyr8eJhQ0tlZWVlo2rQpBg4c+FBpYJBrl/T0dLRu3VpWNwKQtBVlZWXIy8tDw4YNrWIHlGS0rKwMTZs2tVq/elhQqmdaWhqaNm3K3THB9JlUOzB7Ymdnp6qPKcmPXq9Ho0aNLNYFltbbzc0Ner3exF4dOnQIHh4eRjIcHx8vmyd7D9ReRMi33dHR0Vi5cqWJ3T979qyo/WB6lvlW/Pd+fn7YunWroi6+ePGi0bd8H4P/XPi/WN35/YG/ukJOPtLS0rjVMny6lehk5TMeCf1Lxkv+c3d3dyxatMiEn+x/IjJKJ2yHQ4cOcZdSAtI6jF32K1a2FD8PHDhgRJPYt0o+3vHjx7Fw4ULVs4VmBSMnT55Ejx494O7ujmvXriErKwsdOnRAp06dYGdnh1u3bimmCwkJQVRUFG7fvm10GY6l5YaEhODOnTtmbzZjtyCPHTsWXbp0MXnPbkENCAiAt7e3SblMCJRoi4yMREVFhVWDETX8LSkpMSpT6ZubN28iKSkJtra2kkGis7MzOnfuzPGO5cluWGfPAGm+MjRo0ADLli1TxT+xi+nU8CAmJkZV2oiICFRUVFg9GFHD84yMDPz999/16pRJYdiwYdi2bZsqXmq1WrODkd27d6N58+aS+iIyMhJFRUWoqqoyO28xNGjQAM2bN5eVT5YmJiYGlZWVHE2tW7c2+kaKF6dOneIu+aoLjcLyu3TpAjs7O0RFReHIkSMYOnRo3ZjxkCHX9nwddeXKFate8saHUlvu2LGDSyvXLt27d0dERAQOHjwIf39/yfKYfhTmweQ9IiLCKrezq9ErbOmF3IDfvx1K9aysrDS6NI7pM6l2YH0sIiIC+/fv5y6zs7T8uuoCS8uNiIiARqMxkUWxerOLp6Xy5OfBLkRktvvq1atYuXKlid1ndlJoP5ieZenYe+AffcDSKNEjlTd7Lvxfqc2joqK4C6nl0nbv3h2//vorxxMpPSakU8gjoX/JeMkwduxYAMCiRYtM+MnnGz+dsAxnZ2du47iczHTq1MmEJpanFD+FNIl9q8bHW7hwoeR7IcwKRgYNGiRbOBs5Uko3ePBgAP84/HUt15Jbrrt16wagVti2bduG4OBgVFRUoGvXrrC1tcX58+cB1N7MLVY2u+VciTbmVKitqxpYwl+lb/gjRVK0sjyEdeff+D5o0CAA0nzNysoCEXEjMmr5J0WLFAYPHsyNfCqlHTZsGADrtpGach/2CDgLHK3dXxlGjhwp+57fttbgPStPTj6laGLlK/GC7eeoK41SYLz+X8e/oZ5KbcmMNKBMrxodoUbPWEPOraHL/xegVm8z5/G3334z6zsl3tS3LrC0XCn6xb5T0mtCHwH4x3bb2toafcv0KPOdhPZD6j0grZul6BG2JfuO5cn+V9vmgwcPVq3j+TOgSvZCiQdCXjKsWrWKC4ZZWlYX9j/7PiUlRbQM1l5KdRKjieXJyhLyU9iGYt+uWrUKPXv2NPLvsrOz4ezszK0iMAdmBSNSDmZOTg6cnJy4ZVpiRCYmJsLZ2RmVlZUoKiqCo6Oj7HX13t7ecHJyQmVlpWS5CQkJsLW1RYsWLXD58mVuU5saXLhwAQ4ODliyZIlsOrG6pKenIycnR/J9QkIC9Ho9WrVqhTt37sDBwUE1XWqg1A75+fkoKChAdXW1bD1ycnJQUFCAwMBAZGVlobS0FBUVFSYdR5hHQkKCER0s/e7du5GbmwtHR0dFvqqpS0FBAdq0aYP4+HiUlpYq1icxMRG+vr7Izc1FUVER7t27J5tWr9cjICAAKSkpICJZebQESnJbXV2NNm3a4Pbt23B2duZkqr7h7e0NFxcX/Pjjj7J0pqenw93dHXl5ebh//75ZM0dy7RoTEwO9Xo/BgweLtq0l4JcnJ59SNKWlpSmmKS4uRsuWLRETEwN7e3uz+rRSvn5+fsjMzERISAgSExPRqFEjbnr9fwlK9SwqKkKzZs24pRBxcXF4/PHHuWVyD4IWNiDCZk6V+qmvry9SUlJQWVkpK6dieoaVVVhYqPi9WoiVExcXBwBo3bo1zp49i8aNG8PV1VX16oN/I6Rsq7BNsrOzYWNjg4MHD0p+FxcXh8DAQOTm5iI/Px9NmzZV5I2UXPBtR2ZmJiff9Vlvvq2+d+8edDod14fkvjt79qxsXfjvpWy3mN13dHQ0sR9MzzLfSsy+CHWzkJ6oqCg4OTlxbcnSeXh4cGXa2Nhw/8u1Od/nzM/P51ZYyMmVj48P/v77b1kaExISOF+L1VHIIyn/kj3funUr94zx8+DBg1ydNBoNNBqN0fdCPvMDGjW2TUgTK0uMn8I2Fvt269atRvUQg4uLi8nxzZJQs7HkYR3tGxkZWedjaeuzLo+O9rWcF5Z+8+hoX+vg/v37tH//frNl49HRvg+OHwDI2dn5f+JY1kdH+z462tdasNTO/fjjj1bRZ4+O9pV+9+hoX/N5VB+8+Lce7evg4ECrVq2i/fv305UrV8zqD6pvYBe7VGf+/PnYv38/Nm7cyE0RCS9MKS0txYABAwAAX375JZ588kmjPMy9oHDUqFFo37495s+fj2HDhmHAgAGYNWtWnfL89ddfsXbtWtTU1GDnzp0IDg42qYu/vz969uwJnU6HTZs2oXPnziaX8iQkJODDDz8EABw+fBg+Pj5m0aUGYu0wfPhwpKWlYcmSJXj66adNygSMLwlcv349tm/fjr1792LQoEH45JNPTKYjlS49XLJkCXbv3o3p06ejS5cuOHjwIH777Tc888wzGDp0KLy9vXHs2DH8/PPPCAsL49ZA8iF2IeHs2bNx/Phx/PLLL2jXrp3JN2L12bJlC9atW4fFixfjmWeekS1j9+7dWLp0KQYNGoTc3Fwu8peqt6Xg84sd+7h06VI89dRTICKMGzcO9vb22LRpU72UbwmdDD169ECDBg2MptkZzL3kj4jw6quvwsfHB2vWrAEALF26FCdPnsSBAweM9opY89LDM2fOYNq0aXj88ccxbdo0pKSk4JNPPoGfnx+mTJkCNzc3zJgxA87Ozvj9999FLz386aefEBUVhTVr1mDEiBFYuXKlyWEDdbn0cNy4cXBycsKlS5ewZ88ebmOiufn/WyB38dpXX32F7du3Y926dejVq5domvq+9PDll19GQkICTpw4wV0EJrRXVVVV6NOnD4YOHYrjx4/j3Llz3MZXOTqF5U2dOhXR0dF47LHHsGrVKqvVMyUlBb/99hs+/vhjzJw5E6+88orR+8LCQrz22mvw9fXFxo0bYW9v/z8lQwxCfu7btw8LFiyAvb09PvjgA7z66qtG6cUu/ysqKsLgwYPx+eefY+nSpZg4cSK35l34nVL5CxYsQGxsLCZMmICPPvoI+/fvN7k0rj7s+5QpU2BnZ4ebN2/ipZdewsSJExXrDdTax6FDh6JNmzZYvny5yaV1EydOhE6nQ2RkpOilh2fOnMGyZcug0Wjw888/c3uP2ObmMWPGYOjQoThx4gS2bNmCfv36YeTIkUhNTcU333yDNm3aYOLEidBqtZze/fjjj+Ht7Y2xY8fC0dERS5cu5ez5zz//jMjISPj4+GDXrl0ATC893Lp1K/744w+sXbsWvXv35ugVXggYHR2NsWPHYvDgwVi2bJlRvYVpn3nmGQQGBiIpKQknTpyQTAcAb7/9NsrLy5GamoozZ85wPBHqkKNHj+Ljjz9Gv379MGHCBOTl5WHatGkIDg7Gm2++aXQp4RtvvAFnZ2d8//33XHsXFRUhPDxc9tLDhQsXYu/evZg5cyaCgoIQERGB3bt3Y9iwYXjyySeRnZ2NpUuXYuDAgZgxYwYA00sPP/roI2RmZmLgwIGYO3euUd359YmMjMT777+Pzp07Y8aMGdBqtZgwYQKCgoLw5ZdfPthLD6Xw6quvEgA6fPiwZJrbt28TUDtysXLlyroUR3FxcQSA9uzZQ0REU6ZMoaZNm5LBYKhTvh988AG1bNmSANChQ4dE05SWlnLR3+7du0XTrF+/nosiL126VCeazIGHhwfZ2dnR6tWrVaXv06cPjRo1ioiIunfvTi+//LLZZU6dOpUA0O+//05ERN999x0BoC+//JJLM3/+fHJ1daWQkBDV+Y4YMYIA0N9//636m88//5wA0MaNGxXTTp48mdq2bUtLly4lNzc30uv1qsuxFC+88AKFhIRQTU0N92z37t0EgCIjI+u9fHNhY2NDHh4eVsnr5MmTBICOHTvGPYuNjSUAtGXLFquUIYYzZ84QAHr++eeJiCglJYUAULt27YiIyGAwEABq2LChZB6tW7emd999lwwGAzVt2pSmTZtmNfoMBgM1bNiQZs6cSQBo//79Vsv734gJEyYQAPrzzz8fGg3t2rUjAJSSkiKZ5tq1awSA1q1bRwDozp07FpXVqVMnatOmDXXp0sVSckVx584dcnV1pZdeeknS7l28eJEcHBzovffes2rZDxOffvopBQUF0WOPPUaTJ09W9c3+/fsJAN29e5f69+9PI0eOtLj8Fi1a0Pvvv085OTkE1B7HWt8wGAzk6+tL8+bNoyFDhtDw4cNVf5uYmEgAqFOnTqLvGzRoQPb29pLff/LJJ+Tt7U0AKCsri3sutLVbt24lADR79mwislzvjhgxgkJDQ8nLy0uSpkmTJhEA2rVrl2zdT506RQBoxIgRsunKy8sJAL377rsEgPLz82XTBwYG0qhRowgAZWdnS6Y7ePAgAaAxY8YQEVF0dDQBoJ49e5qkFdpaX19fAkDV1dWytEyZMoUA0Pbt24mIaO3atQSAli1bRkRE+/btIwA0fvx4yTz8/f2pVatW9Oyzz8qWde7cOQLApUtPTycA1Lp1a9nvzIWNZSFMLdj6V3ZRjhjYCQb+/v7c35Zi7969cHZ25mZXhg8fjpSUFO6CQUuRlJSE0NBQ2NnZISkpSTQNO83BxsbG6HQePtLT0+Hr68v9/SBQXV2N4uJiuLu7S9LFR1lZGS5evMhtfho0aBBOnjwJUjdBZlQu8E/bl5eXQ6PRGMlCTk4O3NzczFpPq0amhKioqDApWwo3btzgTpgoLS1FcnKy6nIswd27d7Fr1y7MnDnTaIR1+PDhaNWqFb766qt6Ld9c1NTUwGAwWGVtOwCsWLEC7du3N9qw3KpVKzz33HNYsWKF2XKnFkwWhPLEfldVVRn9FiIjIwOxsbEYNGgQNBoNBg0axK0ltgZycnJQWFjIzUKx/Qv/V2FJv34YNERHRwMAN8PMfpuL9PR0q9g8PsrKyjBq1Cg0bdoUmzZtkjwpq3v37li9ejW+/fZbo5OB/pcRHx+PsLAwhIaGcuvylXDhwgX4+PggJCQEvXr1wvnz5y3SNxkZGUhMTES/fv3g4+ODtm3bIiIiwux8zEVWVhZycnLQuXNndOrUySw/R6jvhKipqeF0vRiY/LK/GYS2lv3P9t9YqnfT09PRuHFj5OfnS+7lYd8q6RClujPcvXsXwD8b1uXkqqKiAunp6ejQoYPRt2rKl6JHzNaq1ZNS/hc7XU5N+2dnZ6vSUWrrU1c8sGCkadOmVglGnnzySe5GzP79+8PDwwN79+6tU77JyckICQlBkyZNJJ1T5lB7enpKOtfp6elo0qQJ7OzsHlgwwgKQRo0aqXL6z5w5A51OxwUjgwcPRk5OjtlGt7Ky0kQp2djYGMlCbm4uGjVqhLKyMlRUVKjKl8kU/8hGJWi1WpOyxWAwGHDjxg107NgRHTt2BFAbnNQnvv76a3h7e2PcuHFGz21sbDBr1izs3bv3X+WIWlPRxMXFYf/+/Zg+fbqJ4zR9+nTcunXLaGrcmhDWg8mT8DczcEKwwIMtMR00aBBu3Lhh9hHiUoiNjQUAtG3bFq1ateJ+/1+FWkfiYdMQHR2NoKAgtGjRAj4+PhYFI1VVVcjNzUXTpk2Rk5NjstHYEhAR3n77baSmpmLXrl2KR8VPnDgRY8aMwYQJE3D79u06l/+wER8fj9DQUISFhRndjSGH8+fPo1evXtBoNOjZsycyMzORmppqdtlnzpwBAPTt2xcA0K9fvwcSjLBjoDt37ozOnTvj/v37KCgoUPUtk3Ex/cZ3gKXscnp6Orfchu/LCG0ts/tCJ5iVq1bvMt8JqA3+xCAMeKQgV3c+mByxY/Xl5IoNUrPAJTExUbF8KdsjRicLktXqSeZ/sby1Wi1sbW1NgkQpHrCDNdT45cI2k6pPXVGnYIQJslIw4uPjg6CgoDo56NnZ2YiMjMSIESO4Z/b29hg2bBj27Nljcb5EhOTkZDRv3hzNmzeXDEaY0+/j4yM7MxIUFITGjRs/8GBEji4+Tp48iYCAALRq1QoA0Lt3bzg4OIjuD5BDeXk57OzsjISf/xuoDeDYvhk1tAHqFY6QFn5HlEJSUhLKysrQsWNH+Pv7w8fHp16DkaysLPz000+YOnUqd4Y7H6+99hoCAgKwfPnyeqPBXDAe6vX6Oiub1atXw8/Pz2RdO1Dr5Hfs2NHo7HVrQmrETvhbp9NBp9OZfH/y5El06NCBk19msE6dOmUV+mJjY2Fra4uWLVuidevW/6qAtD4gNJYPA2p0S3R0NLdXrV27dhYFI2x9d8uWLUFE3O+6YM2aNfjjjz+wZcsW7k4cOWg0Gnz//fdo2bIlRo4cWS/3YTwoEBESEhIQFhaGsLAw7hQtOej1ekRFRXEXErL/L1y4YHb5ERERaNWqFfz8/ADUBiOxsbH1fvrh9evX4enpiWbNmnHHUKu1V3LOKD8AkeoL6enpCAkJ4U5V5KcXOr1iTrA5elen0yErKwstW7bkyhaDWh2iNhhJSEjg+Nu4cWPZmREWfLRv3x5+fn6KwYhGozHxj4Uyy56z4JCIzJr9UWoHfpAoBONxixYtkJeXJ8srIT+l6lNX1CkY0Wq1sLe3VwxGAgMDERgYWCcHff/+/QCA5557zuj58OHDcePGDYuX2xQUFKC0tBTNmzdHcHCw5DItpngaN24sOzNijbqaAzV08XHixAkMHDiQG6l2cXFB7969zR6hFgtGhIoiNzeXO3pObTBSUVGhapZDjhYpMEXesWNHaDQadOzYsV6DkTVr1sDe3h6TJk0Sfe/o6IgPP/wQ4eHh3PF7Dxt8HtbFcczPz8dPP/2EyZMnix4JrNFoMH36dBw8eLBeHHFGu9AgiA2giNXz5MmTRue4BwUFISwszGozOTExMWjRogUcHBzQpk0bxMbG1tuStX8D1PbR+sSDCkaY7m/Tpo3Rb0tx7tw5zJw5E9OnT8fo0aNVf+fi4oJdu3YhOzsb48eP/5+Vr4yMDGi1Wm5mhIhkl8kAwJ07d1BaWsodluDn54fg4GDu/jBzEBERwc2KAP/MkNT37Mi1a9c4W9WqVSs4OzurvjRTqO/E3gn/5oPNVAiX8SgNQkoFH3J6Nzs7GwaDAW3btuXKlqqTGh0iXLIkBTbbptFoEBYWxh2PLYbExEQ4OTmhcePGaNGihWIwIsYTYVvw66HVao2Wzampo1I7yAVujMeM51KzUWL0/yuDkfLyctjb28s2utBBt1Qh7tmzB0888YTJCVVPP/00HBwcLF6qxYKY4OBgxZmRhg0bcvdYiOFhBCOMlqCgIEWHPz8/H9evXze5cGzQoEE4deqU6AixFIRtz34LZ0YCAwO5v83J19xgRM03N27cgK+vL7cWtj6DkZKSEnz33XeYOHEiGjZsKJluwoQJcHFxqbcZAnPB78t1cRw3bNgAIpIMxIDa040aN25sctqQNSAcKDEnGElKSkJycrJRMALAqvtGYmNjuRHu1q1bo6CgwGpLwP6NsKRfWxtKM/larRb37t0zCkbi4+PNniFkup+NZtd1RcCLL76Inj174ssvvzT7+5YtW+KXX37Bn3/+ia+//tpiOh4m2PKZVq1aITQ0FID8+n6gdgbExsaGu6wNAHr16mX2zEh+fj5u375tdIpeUFAQQkJCuOVb9YXr16+jc+fOAABbW1u0b99e9b4RpsctCUbKyspQUlIi6ssI+7FQz1qid1n+oaGhcHV1lZ0ZUaND1KaLj4/nVogo7UVKTExESEgIbGxsVAUjcjzgp+P/bc5AoFgZwt8ODg6yMyOOjo6qBkykgiutVmvVAY46z4w4ODionhmprKxEYWGh2eWUlZXh2LFjGD58uMk7d3d3DBo0qM7BCFumlZubK1qfnJwc+Pr6wtfXV9Sx1mq1KCoqeigzIy4uLggMDFR0+E+fPg0iMnGyBg8ejJKSEtWjLoBp27PfTPj1ej0KCgq4Y5LVzowI81H7jaOjo+I3bL8IQ8eOHZGUlISSkhLVZanFhg0boNVquaOepeDu7o7Jkyfjhx9+sKhvWBvC0RpLUF1djXXr1mHMmDEmgwd8ODg4YMqUKfjll19Uy4daCJUx+59t3OTXTVjPkydPwsbGxuQY30GDBiEuLs4qfTsmJoYzBOz//8tLtSzp19YE/5I4KRpiYmJAREbBiE6nU71hmiE9PR3Ozs4IDg6Go6OjxfKi0+nw8ssvw2AwYPv27bC3t7con+HDh2POnDmYM2eO1ZYZPkiwC+mCg4Ph6+sLd3d3xX0j58+fR4cOHbjbp4HapVpXr15VXL7DB7sUUKgL6nvfSElJCe7evcsFtEDt3hG1wYicwyin+4B/HFMxX0Zoa4V6lv3mlw/I61258oR1UqND1KZLSEjgglu2F0nKuU5MTESLFi0AQDEYEeo6ts9GSI9w4M8c2ytWhthvuZmRgIAABAUFcb/NKQuAVQ+6AawwM2JOMMJ+m4ujR4+iqqpKNBgBapVtRESE6s1dfCQlJcHNzQ2NGjXiHGex2RGlYERth7I2cnNzObqKiopkhePEiRNo0aIFmjVrZvS8W7duaNCggVlLUIRtX15eDkdHR+53Xl4eiAiBgYFwd3c3a2ZESaYs/UYsGAGAmzdvqi5LDaqqqrBy5Uq8/vrrnNzLYerUqaipqcF3331nVTosgTWWaf3xxx/IzMzEtGnTFNNOnDiRW99uTQjlka2hBWqVqVw9T548ia5du8LDw8PoOdvMXtfZkfLycqSkpHAzIy1btoSNjc3/6U3swvZ4GOUDkF26wJZksaULLCgxdwM4s3k2NjZ1sgWffvopzpw5gz/++MPkTgtzsWjRIvTv3x8vv/yy7JKMfyPi4+MRHBwMe3t7bkmNmpkR4X02vXr1QnV1tVmDbhEREWjatKmJzezXrx9u3Lhhcn+HtcBsEpsZAWpn2u7cuaNqeQwbKQeUR+SFkPNlxPSq0m8lvZuens7dh6MUjKjRIWrSFRYWIjc3F2FhYQBqg5Hy8nJkZWWJphcGIzk5OSgtLVVVPvtdWVnJ3QLPrz/725xVCWr4rhSMBAYGwsPDAy4uLoozI8K81dJpDuocjDg5OUlGcTU1NdxSnboEI3v37kW7du24DU5C/Oc//4Fer8eBAwfMzpttXtdoNGjevDn3TIjc3Fz4+PjAx8cHeXl5JkfiMQXP6lpSUoKysjKz6TEXbJM4G4GWW+ohXAfPYG9vj379+pm1iV3Y9uw3E07+xnq1m+vF8rHWN0VFRUhOTjYaaWrdujUcHBysvlQrPDwcmZmZ+Oijj1Sl9/Pzw7hx47B69WrVp47VF+q6TIuIsGLFCjzzzDOcUycHLy8vvPHGG/j222/NGrFUglarNZIJplDZ31IKlYgk+4mPjw86dOhg9mEPQrC1ySwYcXR0REhIyP/pmRFL+rU1weRazkmJjo5G06ZN4ebmBqBWNv38/MzeN5KRkcHZu8DAQIuc/z///BPLli3DV199ZTIqbwns7Ozw+++/w9bWFi+++KJVTvh6UGBr+xmUTtQqLCxETEwMt2mdoUOHDnBycjJr30hERIQo//v16wciQmRkpOq8zMG1a9e4/WQMnTt3hl6vVyWPTP8BpnpcyZkU+jJ8+RU6pkI9a4nezcjIQEBAgGLwLsxbqe5y6Vgwyw9GAPETtfR6PZKSkoyCEQC4d++eaN5izjtrCyn7askyLaVgRM43ZzpKo9Eo6ih+3kRk0qbWQp2DETs7O8lR7+TkZBARGjduzI3smDv6V1NTg3379knOigBAQEAAunfvjt27d5uVN1C70Y0ZjsaNG8POzg63bt0ySkNESElJgYeHB7y8vKDX603qzByMwMBAbtO21GZ4ayIpKQkeHh5cMJKSkiKaLjk5GbGxsSb7RRgGDx6MM2fOqF5GIWz78vJyODs7c8J5//59ALUOnKenp+y0JoNer0dlZSXs7OyQnZ2tig6g1vgorRFla4X5MyMODg5o3bo1zp07p7osJRgMBixfvhzDhw83MiRKmDlzJrfp+2GCHzRaomhOnTqF69evY/r06aq/mTZtGrKzs7Ft2zazy5NCdnY27OzsuOUBfIMgp/hv3LiBrKws0WAEqF2qdezYMcnz+dXg8uXLAGB0KlJoaKhZI7b/SyAilJSUmD3jaU2wEWy+jhLi8uXLJidVtW7dGpcuXTKrrISEBE4f+/j4mL3MKyEhAePGjcPo0aPN6kdK8PX1xY4dO3Dx4kXMmjXLavnWJ4gIt2/fRkhICPesRYsWuHPnjmQfZEvRhDMjDg4O6Nq1q+qlaoWFhbhy5YpoMBISEoLGjRvjyJEj6ipiJiIjI9G2bVujpXnt27eHRqPhlo7JITs7m/tWKO/8FSRifSEmJgbu7u5wcXGBv78/CgsLuVkAsUFH/n4CpnfZskg1ejc2Npa7n83HxwdJSUkmy6XM0SGs7lVVVUYzEXxcuXIFALggNyQkBBqNhnvOx927d1FTU8PJIAtGpAYxmbNeWlrKOe9igaFwWRb/t9JKEqG/xWbC2FJvIQ18EBHu3bvH6ShfX1/ZzfuMnwaDAVVVVZL1qTMsvS2xurqau5FcKpuPPvqIu5U7Pz+fAJC/v79Z5bDbMZVua+7bty8BoKtXr6rOu6amhgBwN5FWVVURAHJ1dTVKV1xcTACoUaNG3M3jK1asMEoTHBxMACgtLY3Wr19PAGjixImqabEUjP8//vij7I2bAwcOJAB07tw50fcbN24kADRp0iRV5bq4uBi1fdu2balHjx4UFBRERERDhw4lAHT8+HFZGeGDf8u9WtFkcuXs7EwdO3aUTPfYY48RAIqPjzd6zsqSus3YXDz//PMmN46rRffu3QkA3b9/3yq0WIKuXbtyPFG66VYInU5HAMjT09NsfrZu3VrVLbhqwZejwsJCmj17NgUGBhIAun79On333XdkY2NDAGjPnj3cd1JywsD6//r16y2mzcfHhwBQUVER98zDw4MAUFlZmcX5/lsRFxdHAMjDw4MGDx78UGhYvHgxd/PzrFmzTN6XlZVxNPLh7OxMAKiqqkpVORUVFQSAGjRoQET/6MnKykpV39+5c4datmxJrVq1ouLiYlXfmIs1a9YQAJo7d2695G9N3L592+Qm8aefflpWx/r5+Zn0LwaxvieFMWPGEAD67bffRN9rNBqr2g4GvV5PAEij0Yg+l7s5nYHJLQCKjo42esf4x/wGIRwcHAgA6XQ6zv/69ttviaj21u7u3btztpblw/qNJXqXb+/btWtHACguLs6Ipvj4eK6cgQMHytadT0NJSYloGqEcsH7r5uZmknbixIkEgL7//nsiIkpLSyMAFBISIpr3s88+Sw0bNuT80cmTJ1OLFi0IACUmJnLpNmzYYGRrjxw5wv1u2bKlbB2dnJzo8ccfp/79+xNRrf10dHQkAFRaWkpDhw4lT09PAkA3btww+vb+/fsEgFq0aGHELynw+Zmfn08ff/wxNW7cmADQlStXZOk0BxYHI1evXiUA1L17d5o2bZpomri4OOrcuTPl5eUREdHw4cPNNuIbNmwgPz8/ys3NlU23e/duatiwIaWnp5uV/7PPPkvfffcd9/ull16ixYsXm6R75pln6Ndff6X79+9Tly5dKDMz0+j9Tz/9RM888wwZDAYqKSmhrl270vXr182ixRKMGTOGli1bRqWlpdS9e3e6du2aaLqVK1dSmzZtJI1ifn4+NWvWTJUDmpKSQgCoc+fO9NZbb3EdmTlUBQUF9Pfff1OfPn2ourqa5s6dS5MnT1bM9/Tp0wSAevbsSbNnz1ZMzzBs2DAuGJSq37fffkt9+/YlvV5v9Pyrr76iIUOGqC5LCT179iSNRkPl5eVmfzt37lwCQOfPn7caPebi4MGD1LNnTwJAb7zxhlnf6nQ6srOzo6eeesrscqdMmUIAKDU11exvxfDJJ59Qr169uIA4JCSEcx5WrlxJgwYN4hTsW2+9xX03d+5c6ty5M9XU1IjmGxMTQwEBAXTp0iWLaVu6dCk9//zzRs+2bNlCTzzxhMV5/puh1+tpwIAB5OfnR7a2tg+FhszMTHr88cfJ1taWmjdvLpqmd+/eJoNe33//PWfw1eLZZ5/l8tm8eTMNGzZM9bdBQUGyg0bWgMFg4JyxqKioeivHGqiqqqLOnTvTiRMnuGeXL1+m9u3bSzqas2bNoiFDhogGCT/++CO1a9dOVQCxfft2atGihWRQuGDBAurWrZvKmpiHAQMG0PLly02ev/zyyzRlyhTF79esWUN9+vQRHTiJjIykHj16EABR2Vy8eDGNHTuWiIju3btHnTp1oqysLMrLyzOy85WVlTR+/Hjq2LEjAaDMzEyL9O64cePo888/JyKi48ePU69evUzstMFgoIEDB5K/vz/Z2NjI1n3OnDmcDTt16pRommXLltF//vMfo2cvvPACRwcfUVFR1KlTJ04ODAYDPfXUU1xwIoS9vT15eXnRE088QTU1NeTv7092dnYEgLZu3cqle/LJJzlevPHGG9xAV58+fWjnzp2S9UtOTuYCJ41Gww2ktGzZkoYPH05ERHZ2duTt7U39+vUT5eUTTzxBBw4cIKJae/Taa69Jljd37lyuTY8cOUItW7bk6P76668lvzMXFgcj169fJwA0f/58qxHzCP8bSE1NJQBcgFFZWUkAOANn6YheZGQkARBVwkro168faTQa1SOY9QW9Xk86nc7i76urq61IjWXIysoycdLVQqj4HtS3Yli1ahVnkFq1asUZhLVr13IzdwBowoQJVi33EcTRtm1bcnBwsPpIsjlwdHSksLCwh1a+EhYvXkyffvppvZdz69YteuaZZ6iwsLDey3qEh4NDhw4RAPrhhx9M3rHVHsx5VYPCwkLOzvNt7dtvv80FI0T1q3fbtWunSod88803BIDOnj1rdhl1hbOzMzfrQETUpEkTcnJyMplle/bZZ40CsxkzZhAASkhIkM2fBSNeXl5kb29P5eXlBICefPJJLo2Tk5NV9dy6desIAJ04cYLatm3LtenKlSutVoaGyPKDgvPz8+Hl5WXp54/wP4yCggI0bNiQuzyxqKgIrq6uKC0tlb1XQwmWypROp0NZWRk8PT0tLvsR/oGwff9XweSpuroaVVVVqK6u5vZ9lZSUgIj+T9TzfwE1NTWoqKiAu7v7Q6OhtLQUDg4OohdxPsIj/F+DnD0tLCyEh4cHd9qVGhQUFMDNzQ3l5eWcrSUiFBYWolGjRiblWlvvmqNDHpZ/WlJSAicnJzg4OAAAd4pWZWWlET1CXgAw4aMU8vPz4ebmhsrKSri7u5u0ZUlJCZydnS0+DlyqTC8vL9TU1KCyspJrU2uhTsHIIzzCIzzCIzzCIzzCIzzCIzyCpbAz94OUlBST42MzMzNFz9uurq7mokMhPD09uRO22Pf8Z3Lw9vZG06ZNJekRg1QZQtrz8vJQWloKNzc3eHt7c78Z2LGP7JlOp4OdnZ3Re29vb9F6ytVDDfh1FeM5n1Y1dFRVVZk1QmgODwEYlS9FhyU0AJDkKZ8WsToLaVUjc5bIm/A7JZiTr7l5W6NMJb5LQQ2ddam7ud8C5smcpfVWKkes/yrJojXavL5gSTvwYc26ydGihu9KOoSfDoCsLgRMbYpc2QwPoq0tabP6pMucdlPrW7BvAfE+rLYfmuujCCHGNzX8VyOLcjZNrn5S7wCYPAdM7bo5dl74jRTtUmVJ5W2OPyD2rVq/ReydXF5q/T5r2j61ukdOH4n1qwemo9Ss5bp//z5duXKF9u/fb3RKA/vHTkdQ+9zSdOyfi4sL3b9/n+7fv290qpMlZQifK/0WPjOXdrF6qG0Dfl2V6FLzz9bW1qz0lvLQmm2vlL6u760lb+a0r7n5mis71ijTUjlXorMudbfk2/qWT/4/uf5VFzn8t8HSduD/c3JyskrdlGhRw/e62C1r6OUH0daWtll90WVuu1mrD9eXj6LEN7X8r6u8WvKuPuy8RqMhe3v7OtNgbjpz6l8XOTGHF7a2tvT666/TK6+8wp1cpvafg4MDzZ8/n2bMmGHyrTX0kTn1sLOzoxkzZtCiRYto1apVtH//frpy5YrF+kFxZiQlJQVt2rQxun9i3rx56NChA4gI+fn5mDRpEmbPno3HHnsMVVVVcHd3N3oeGhoKDw8PEBG8vLxgb2+P69evw9nZGZcvX8aGDRsk08XGxiIsLAyJiYmwtbWFnZ0dXn/9dS4i1Gq1kt+mp6fDzc0NJ0+exIoVK0zSCWmPj4/HokWLJH9XVVUhLy8Pc+bMwezZs+Hq6op58+YhPDwcbdq0wfnz5+Hh4cHxQEhHfn4+HnvsMQC1Z3mzeqiJLvPy8ri6snKl6OK3g5CGjIwM2Nra4saNG1izZg3Cw8NRVFQkSndCQgLy8vIwb948VFdXw2AwYNKkSfjxxx9RVVUFGxsbGAwGGAwGjrf5+fmYPXu2ZJtER0fD3t4et2/fxrp166DT6RTb79atWygrK4OzszPmzp2L6dOnS16SZzAYsGDBAu7CPX5e2dnZmDZtmqKsXbt2DV5eXtz6S6G8SeXv5uaGuLg4eHl5IScnB7NmzVLVvvy2lWu7W7duwcfHB1lZWZg7d65q2ZErc9WqVZg9e7bihYMGg0FWVhjvzp8/DwcHBzRr1gyVlZWKMs6vu1ibJCQkgIiQm5sLT09PuLm5mbRHeHg47t27hyVLlhjJpfB/ANBoNJy8ivGa6aWcnBxkZmZi3bp1svUW9it3d3eEhITg4MGDXB9t06YNXFxcANTKy7179/DOO++IvuPnefnyZQQEBKBRo0aqePmwwNqQrwfLy8sxf/58VbdFA7Ujcrdu3apz3fjy5O/vjzlz5hjJNl9XiekbpiP4Nk4o41euXEFRUZGsbWDteu/ePe6ZnI67c+cOvLy84OnpiYqKinpvayWdk5CQAIPBgIyMDDRq1Ai9e/c222ZZQs/ChQsREBBgRMu+ffuwfPlyTu/yeSrXf/Ly8pCcnIwFCxaI8l9tP7xw4QIWL15sJN+urq6y5drZ2cHZ2RnNmzcX5Ru/z0jplkOHDmHp0qWyaY4fP46FCxca2WU+mLw3atTIpD+K6XQmw3wby7fz/HIMBgOmTZuG77//HpWVlbJ6F6jd78Evj+9fifllcnaeXwepuvPrr6SDs7KyJGVKSk50Oh3efPNNVFZWSvpGfLBnRITw8HBoNBoQkaw/4uHhgbFjx3J5VldXY9GiRVzeDg4OqK6uFq2rmO5JTExUrKdY24vVR6fT4ZtvvjHhuYuLC2JiYszWEYrBCOs0U6dOhbu7OxYtWoSqqirExMTgpZde4i50Gj16NC5cuIDCwkL07dvX5HlGRgZeeuklODk5Qa/Xw93dHRkZGXBwcMCGDRvg4uKCrKwstGrVCk2bNuU294SEhCA7Oxtt2rRBr169cPXqVRMa5crIy8tDs2bNOCbxy2CX1rDv2YVvUr8LCwu5YMLFxYWbImzTpg26dOmCW7du4f79++jfv79RHaqrq5GXl4cmTZqgS5cuZjWQEPxyxegStoOQFx4eHnjxxRfx66+/crRL0d2sWTNotVpUV1fjrbfewubNm7mLb1555RVs27aN+5/x1t/fX1Wb1NTUQKfTqUrboUMHNGrUCA4ODpwTXlVVhalTp6J9+/YoLi5GdXU1oqOjER4eDq1Wi9jYWNG81JQXHByMpk2bonPnzqLy1rt3b8TGxoKI0LFjRzg5OSEoKAglJSWws7ODvb092rdvb3bbKrVdy5YtERgYiM6dO2Pu3LnmC48IvL29RXmZl5eH0NBQtGrVCnfv3sU777yDNm3aoFOnTvjuu+9EaczIyECTJk3QokUL9OzZU5R3SnUXa5OsrCwEBQVh6NChonm2adMGrVq1wmeffWYil+x/vv5Sw2snJyfu8lKleufl5cHX1xdBQUHo2rUrAHC3qbNyUlJSuHqxi6JGjx6NJk2aYPv27aKy5OTkhKqqKjz77LNm8fJhgenBTp064eOPP0ZlZaWsXNna2iI6OpoLMMWWa1iK0aNHY8eOHUayHR0djZUrV8rKGqOBb+OEbd2uXTsTXSKmg1NSUkyeScl306ZNERYWJqlz6gtK/cDe3h5Nmzats91Si7KyMmRkZBjRwspmel2Mz2I89ff3R/v27bFgwQJR/vP7oVQ+ZWVlnP/Al+/vvvtONH1eXh48PT3h7e2NPn36KNZXzv7y9Y9UGrZ8htllfn9LSkrCunXruL7A74+sLwjzZvab2VihHhXa/9DQUFRWVqrWu/zyGF+FbcN8Ryk7z3SIRqPBxIkTRevO9weUdPCFCxeQnJwsKQtScpKQkGBUdyFvxNqC+VEsDctXyg5cvHhRtB3Y/9XV1UY8dnFxQVpaGvr3788FGnz+yvUdVk+ptlfS5QkJCXB0dLR4wEL1npGxY8cCABYtWgQfHx/06NEDMTExnNE9deoUevTogYKCAly7do27tVb4PCsrCx06dECnTp0QEhKCb7/9FkCtk92jRw/k5+cjPT2dS9elSxfY2dkhIiICp06dEj1FQakMJtzCMoQ0sgjTxsYGAQEB3C2T7HfHjh25b1xcXNC5c2cjOtzc3NCvXz/JOkRFRWH//v147rnn1LLdBPxy+fVm7cCnNSYmBpWVlSZ0HDhwgMvv5MmT6NGjBzw9PZGeno4rV64Y8Y7dpD5w4EBs3ryZ48mwYcOwbds27n/GW7XtzvJVkzYyMhJ5eXmccmYnT4wdO9bISF69ehXh4eFG8smvP+uIanh06tQpZGRkiK6VvHHjhiy9UVFRiIyMNLttlfhw8+ZNpKSkWNVpY+0l5CUf/D63Z88edOzYUbbuKSkpkuu5paBU96ioKMn+z74HTOWS/c/XX2rKu3nzptFtvGpkhtE4YMAA2Xrx9cq5c+fQqVMn2Xpv374dLVu2NIufDxN79uzhbjaWkysA6Nu3b70436dOnTKh4erVq1i5cqVs25eUlACApA5hbc0Gc5R0sFp9GBUVxd2e/CChRJeTkxN0Oh3OnTsHZ2fneqdHjO+sv7B35vD08uXLkmlZvnL52NnZ4datW0Y0qtGBSjPNDHL2t2PHjlw6Kd+idevWAMDVhd/frl69inXr1sHGxoa7bVvYF4TlM94yGyvUo0L7Hx8fL5pOSu/yy1PyHaXsPAPTG2J1Z+/Dw8NVtT3z/cyRE0anFG/E2oL5USwNIG8HWHAoxV9Wb8Zjvo8rxl8pnvPrKdX29a3LVQcjV65c4QRv0KBBHFFNmjTBxx9/bPQMAEJDQ/HNN9+YPBfiqaeeEv1eiGHDhgGAaGWVvu3evbtoOiGNDRo04N6NHDnSqKyRI0cCAJdm0KBBJuWwNFIYPHiw7Hs14Jcr1g5q6Bg2bBhnTJV416lTJwDAkSNHAADdunUD8M/IL/tfyEO1+apJO3ToUAD/tD2j4cqVKzh79izatGljdNSgVH5i7SmF559/3uQbtfQOHjzYouONlfJlI23WdN6keNm/f3/Y2dkhNTWVm4kDzJNxc+hUw1O5PFm/EMol+5+vv9SU16dPHxPny5L+LVaOOXKoVO9/I/i6U06uXF1dkZWVxY1KWhN8Pblt2zbk5+fj5s2b3Duptlerv8RsipgOVpufNWyDJVCrc4AHI4Ny/cVcG8PXw2rylQJrawZr2nk1sihXppxNZPLOygGU+wLziVh+zO4zPSq0/1L+gBq9q+Q7Ktmm69evG9HA6sbSsJH+usqUlJwwOqV8I7G2YGnZ/wxK7StsB/735vjmUjznlyXV9kq6PDMzEykpKaL1UAPVwYiLiwvnQPIbnTmAUo6hUEDs7OyQkpICIkJOTg43giyW7tq1awgJCUFGRgYqKyvh6+srSpsUk9j3bGRDSljZ9+xULKnffKHatm0bgoODJWm/efMm7Ozs4O/vj/v376Ndu3a4e/cumjZtiqioKNja2qplvRH45YrRJcULxvOysjKj0WWp9Gz9NNsrFBYWBuAfwWRRNPtfjmdidLDZKjU0dO3aFTdu3ODakXUSFxcXblmMl5cXR5tYe7BRJyXaKioq4O/vj+joaOh0OtE171LtrdPp0KJFCyQkJKCgoMCithXme+vWLURHR+Oll17ClStXUF1djbKyMrPzlgLjmZCXSUlJAIDc3FxuJkapnVJTUzF8+HDcvHkTlZWVKC4uVk2HVN6Mr82bN8ft27dF24OvjIVyyf7n6y+58ph8lpeX49y5c6ppu3//Plq2bIn79++jefPmsrIm1DtS+bZo0QL3799HZWWlVWfD6gti+khOrnx8fGBnZ4ecnJx6oYXJRKdOneDl5cWNMkrx/fbt29zshFhfvH37NoKCgpCZmYmjR49K1lnKXkjZiNatW+PChQtwdXV94PciiNF17949FBUVcTOEBoOBm2V6GPSwdlRrY1g7ZWRk4MKFC5Jp1fZDpm+V9B/TA+bYejnfRQ19d+7cASBuE/nyLtUXpHwilh+z+0yPsufst5Q/oEbvSvUNIQ1SOoT5JiwdqxtLwxxjNW0vJ1MsrRSdUr6RWFuwtOx/pfZlS9mF7cD/3hzfXE4fseCO1UNYppIut7e3R3Z2NiyFYjDi7e0NFxcXvP7669wzfqNLOTPsuVBA+MR7enpyjrVYuoqKCuTk5MDOzg6urq64f/++6DFoUkzify9WBhNW9r2wLmJ1Y0LF72BitJeVlcHHxwf5+fkc7fb29sjMzISfnx+3X8Vc8MsVo0tJYBwcHJCamso9V0rPNo7PmzcPQO1UOfttY2PDPZfjmVi+rq6usLe3R01NjWLa+Ph4ODs7c8cqd+3aFTt37jSSSSGPxGSOraFUKi8nJ4eb1hZbbiXX3jk5OfDw8EB0dLRkG0pBLN/S0lJ07doVd+/ehYeHBwAYBXJ1BWtPKV7yocS3tm3bIiEhAc7OznByckJcXJxqOqTy5vejxo0bi7aHi4sLBgwYgG+//dZILvn/s/qxTYNqFKufn59q2tgov6OjIzIzM7mAX+xbod6RyjcnJwfOzs5wdnbm+tW/Gfz6tG7dWrVcAbVLFax5YSlfJoQ0SPG9pKSEC0bE+mJJSQlyc3NhZ2fH2S0lHcy3F1I6IzExkdM3UjauviBnn3Nzc7llqg+KLjF6WLlqbQxrJ3t7e+7o0rr0w7S0NNl0jF+W2Ho534UNaMnRx2yanE2U6wtSPhHLT2jn+c8BcX9Ard6V6htCGpR0iFI6NW0vJ1MsrZBOtq9PihdCeoT8UbJFZWVl0Ol0kvwFwO3REGtPJf9V2M9YcCfVpmp1uYuLi+jxyIpQe+zeo6N9xZ89Otr30dG+dW3fR0f7Pjra90G0eX3h0dG+5j972G396Gjfurd1Xfj26Ghfy2gwN92jo33/d472NfsGduFFK0uWLMHu3bsxc+ZMo1H7c+fOYf369Rg5ciS3Hu7o0aPYunUrfH19sXnzZslLD9988000bNgQp06dwsqVK9GvXz8jGuQufomMjMT7778PANiyZQs6dOggWsZff/2Fzz//HJ6enli3bh33fV5eHqZNmwZnZ2ds3LgReXl5+PTTT1FeXo5FixbBzc0NX3/9NdLS0jBz5kw0aNAAu3btwu3bt/HWW2+hffv28Pb2xpo1a3Dz5k088cQT+Oqrr0R5WddLDydNmoTU1FSsXbsWDRs2xFdffYVbt25hwoQJaNu2Lby9vTFlyhQUFRXhr7/+QmBgoFF+wkvZVqxYgSNHjuDQoUM4deoUPvroI+zZswdNmjQR5eH69euxadMmk7Y/deoUNm3ahCFDhmDcuHFITU3Fxx9/jLZt22LZsmWylx4SEXr37g1fX1+0a9cOX3zxhRHNwkuOpkyZghs3bmD48OGYOXOmySVRhw8fxoYNG9C8eXP8/vvvopcTbdiwAZcvX0ZWVhYuXLhgdImlsJ2E8vbll19ix44dinKqhJSUFOTm5mLChAnIy8vD9u3bYW9vz73/9ttvsXXrVuzYsQNNmjSpl0sPo6Ojuc1wJ0+e5GZiAPHLpSZPngwHBwcMHToUc+fOxfHjx032ylh66WG3bt24Y7mFkGuP/Px8PPXUU1iyZAnmz5+PadOm4ZVXXjH6Xihzubm5ePrppwHUTl/zp8DF6s2O6tyyZQvmzJmDp556CtOmTTOhU6qc0NBQrFy50mTp1erVq5GamgpPT09uT5dUvf9tELZDVlYWhg8fjokTJ+LNN98EUNu3x40bB41Ggy1btkCj0XDp6/vSw//+979ISUnBH3/8gZqaGqN3ixYtwv379zFmzBi8++67Jjpk586d+OOPP9CmTRts3LiR+04oGzdv3sT48eMBAD/88AM3av3uu++irKwMq1at4kYM2bPp06fjtddeM6nDg7r0MDIyEmPGjMHYsWPx3nvvGb3Pzc3F6NGj8cQTT2DJkiX1Tpew3datW4ctW7bgiy++QIcOHYz6y9WrV7FixQr0798f77zzDgBg2bJluHnzJlatWoW+fftyacX68LPPPovs7Gzs2bPHZNnr999/j7Nnz2Ljxo3cunq5Sw9feukl3L17F0eOHJEcEVZz6WFWVhaGDRuGpk2bolOnTpg/f77opYeff/45Tpw4gV69euGrr74ysWlarRYTJkxAhw4d8MUXX5jomfHjx8POzg47duwweTdhwgRotVpMnjwZvXv3BgBs2rQJp06dwrvvvovWrVtzdTx48CB+++03vPDCCxg+fDhiYmKwZMkS9OzZE3PnzlV16WG/fv1QUVGBX375hXv29ttvo7KyEm+88QaefPJJAMCGDRtw5swZzJ49G3379pW89HDz5s3YtGkTQkJC8Ouvv5rwJiMjA7NmzQIA7Ny502jZb15eHhYuXIiCggJs3rwZjo6OWLJkCWJiYjBnzhz4+/tz9fjjjz9w/vx5FBUV4cMPP0T//v2NyklPT8fs2bMxZMgQE/9P6dLDYcOGISsrC5GRkSaX5sp9u3XrVqxatcqkPdq3b4+33noL3t7euHz5MlatWgVbW1t88803XH3GjRsHOzs7fPfdd0aHz8TGxmLx4sWK9bAK6jqi8eabbxIA2r59u9Hz77//ngDQJ598wj2bO3cueXh4kIeHh2R+BoOBGjVqRAsXLqQGDRrQsmXLzKJn06ZNXOS2Y8cOyXRfffUVOTk5ka2tLen1eu65TqcjAOTu7s49a9iwIQGgiooKIiJq3749AaCYmBgiIvrvf/9LAOjQoUPcN/3796fAwEB67rnnzKLfHLRt25YAUHx8PBERPffccwSAjh49yqXx8fEhAFRcXCybl8FgoBYtWtCECROIiKisrIycnJzo66+/lvxmzpw5BIB++OEHo+e///47AaB33nmHiIguXLhAAKhv376KdcrJySEA1L9/f+rTp49i+i5dulDjxo3plVdeEX0/ffp08vLyooCAAMk8hgwZQn369CEAlJKSolgmH++88w4BoG3btpn1nRi2bdtGAOjIkSMm78rKyqhJkyb0/PPP17kcKezfv5/rO7GxsbJpdTodubm50dKlSykpKYkA0F9//WUVOsT6oFocOHCAANC9e/eoW7duNHbsWMVvbty4wdX72LFjiunXrl1L9vb2VFFRQS+++KIqOSUiio+PJwDUtm1b0fedOnWixx9/nPz8/FTl92/Gu+++S15eXlRSUmL0/PDhwya68kEgODiYAFBaWprJu5CQEPL19aVJkyaJfvvmm2+Sv7+/ZLsx7N27l5OjhIQE7rnQfuj1erKxsSEnJydavnx5HWpVN1RVVVGHDh2oQ4cOVFlZKZomPDxc0ZbWF2bOnEkAaPPmzSbvdu3aRQBozJgx3LMhQ4YQAIqIiFDM29/fnwBQYWGhybsRI0aYJaOtW7cmAHT37l1V6aUQERFBAGjo0KE0aNAgyXTPP/88BQQEUP/+/UXfX79+nQBQt27dRN/b2tqSo6OjyfOqqioCQPb29rR69Wru+dixYwkA7dq1yyj9t99+SwBo3rx5RPSP7h01apRSVTm4uroSAM4Hq6ys5GYP1q5dy6V79dVXCQD9+eefsvlNnTqVvL29KSgoSPT97t27uT6amJho8j4oKIgAUHZ2NhER5xdERUUZpRs1ahQNGTKE2rZtS1OmTDHJh+m5ESNGyNIrhoCAAAJAeXl5Zn0n1R6jR4/m0mzYsIE0Gg0BMNLNTB9Zsx7mwqauwQw7Eo1t5mEoLy+HjY2N0WWJ7OIydk6xGPLy8lBQUIC2bduidevWiI2NNYue9PR0+Pr6wtHREenp6ZLpGC16vd5kVAGA0dF8wjoq/Wb5e3h41MvmTLV0ST0Tw507d5CYmIjhw4cDqD3JY8iQIdi7d6/kN1qtFhqNRrTt5eiTQ2pqKgAgJCSE+1sOrB3ZnTBC5OTkcO9JYhIwJSUFLVq04P42B0xOlPirhLKyMsyYMQP//e9/8dRTT5m8b9CgAVasWIF9+/YZHc1sTfB5qCS30dHRKC0tRe/evdGsWTM0btwY58+ftwodjJdqj8fk48qVK2jYsCGaN2+Orl27Gh3PKwV+XdX01wsXLqBLly5wcnJCz549uYMFlKDUD9LT0xEYGIicnByT0fv/Jdy/fx+bN2/GRx99xO3zYnjqqafQq1cvzJ8/X7I/1gfk9CDTIVJtr/SeQUqOhGUXFBTAYDDI6q0HgYULF+LOnTv4+eefTUZgGV599VWMHDkSkyZNqldbJoaKigpR+wKI9yW1tg6Q19vm5GNJeimwtftt27bl/hYD36aJQU7P6PV66PV6VFdXm/Q/NsoulHUlH489N8fOM7B2qKioAPCPDVJLgxB8f0BMv+Tm5nIzsmL8U+NTAUB8fDzCwsIQFhYmuofTEl5I0aAWatqD+aXsb/beYDCIykRd6mEu6hyMMIXBDzqAWkeVzxigthOx00KkOhLbdNO6dWuLg5GgoCAEBQXJBiM5OTncFBVf6PnMZw0jFA7WgVid2VQfnwcs//o0NkKFyujk0yGkVQp79+5FgwYNjI7EHD58OM6dOye5cbG8vBy2traibc+XCXMEmgUDbdu2RXp6OneahBjo/z+RzdvbW9aR8Pb2Rk1NjejpTkSE1NRUtGnTBgBUBUB8sJtnlfirhMWLF6OgoAArVqyQTDNq1CgMHjwYU6dOVX2ztTnIycnhNl4ryW1kZCTs7Ozw+OOPQ6PRoFevXtzpU3UF46WYclTClStX0LVrV2g0Gm5johoDBgDOzs6q+uv58+fRs2dPAECvXr1QWVmp6kAKsYEOhqqqKuTm5iI4OBhEZHSc8v8alixZAk9PT5NlP0DtRtaFCxciKioKhw4demA0ielo9ry0tFRWVzO7lZ+fD71eL1lGbm4ut0yRn5fQfjBdJae36htRUVFYunQp5s+fb7TEVgiNRoP169cDACZOnPhAA0hmX8T6r1hfMmdgSM7hU2szLU0vheTkZPj6+iI0NBSpqamSto/ZNCnZkRvMYe+IyMSGMJkV9gWWTsgr5uOxesvpNzEYDAZu0EWsb/BpUMtj1lerqqpQWloq+r5Ro0ZGZfEhLEdMpgwGAxISEhAaGorQ0FCjo4sZ6jKgZqk8qWkPvg/O6s/S8duDoS71MBd1Dka0Wi3s7OxEo2Y7OzuTmRF2Qo2U4o+NjYWtrS1atmyJNm3aICYmxiwFyEYXAwMDFWdGxGhh9LLOqtfruQYSBh+szpWVlUYjOHq9Hvn5+fDz86tXYyM0sGx0QUzhKCnovXv34umnn+aOcQNq79ogIuzfv1/0G7VtL+SbHFJSUuDo6Ii2bdtCr9fLOmVlZWWoqqqCr6+vrCPBjoQWa4v8/HxUVFQgLCwMHh4eZs+MyBlMtYiLi8OKFSvw8ccfo3nz5pLpNBoN1qxZg/v37+Obb76xuDwp5OTkwM/PD7a2topyGxkZic6dO3Pr4nv37o1Lly5ZZURfzmAqgQUjQO0pKwaDgTuyUArs1Cp2gpVS2nv37qFXr14AgM6dO8PBwYE7QlQOfH0hBJPzVq1aAYCs7vo3IykpCVu2bMGsWbPg6uoqmmbw4MF44oknHujsiJSjyvSGr6+vZNuzfkFEsidKMV2j0Wi4vMTsB7/MhzEzUlFRgTfeeANdu3bFnDlzFNP7+vpiw4YN2LNnD8LDwx8AhbXQarWig13APzaG355SAacY5NLKzciIwVqz48nJyQgODkbz5s2h0+kkdQCTR6ngWM7e8mkU1p3JrLAvMDsvTC9sg/Lycmg0Gs4PUQI/nbBvCH0nKV9DiNzcXO7EKLH+rOSDivl2fPqAWt1cWVnJzYwkJyebOOvm+DxKNKiFmvZgssP+FpYjFnDyaapP1DkYKS8vh729vaRDKpwZYZuopRR/bGwsgoOD4ejoiNatW6OwsNAshz4jIwMBAQGKwUhOTg53o7fYzAj7W6yhhE6/sKPk5+eDiBAQEIDy8vI6j5hIQYkOvgDJCXZGRgaioqLwn//8x+i5n58fevbsKblUS23bC/kmh9TUVDRp0sRok5YUWLsFBgZKTssqyRybCWnSpAmaNGliUTAixgO1ICJ88MEHCAoKwkcffaSYvm3btpg6dSqWLFlSpwuGxJCbmwtfX19VI7bnz5/nHHKgNhipqKiw+MhqPuSUoxyys7ORlpbGBSPt2rWDg4OD4lItdpSznEPKwIIONjPi6OiILl26qFqiJtcPmK567LHHjH7/r2Hx4sVo1KgRJk2aJJlGo9Hg888/x+XLlyUHOqwNoa5k4OsQudlVZivkggcWjPD7j5gsqymzPjF37lwkJSXh559/NjmsQwojR47Ea6+9hvfff5876ra+IadbxfwLqWXDQlRXV3NOvNSsixrHl59eKi9zkJSUhGbNmnEDUmKXgVZUVKCsrAwBAQGSwbGcnuH7Imr7gpyd5z831xaa0zfE2lsMfL9OrK+yPtqoUSOTvmcwGEwCSzG9wWZCQkNDERYWBiJCYmKiSd0s8Qv4gxeWBCNK7cHXZWqCkbr6N+agXoMRBwcHE0YwJ1NumRZbMsP+N2epVlpaGgIDAxEQEKA4M9KkSRPY2toa0aImGBEqH2FdWX7NmjWTrWtdQESKdKh16vbv3w9bW1vulns+/vOf/+Do0aOiik1t26tVJEBt8NG0aVNOTuSWTTG+Nm3aFDqdzuRkECJSlDnm0LMyzV2mVdfOunfvXhw9ehSrVq0yufFbCp999hk8PDwwc+ZMi8qUAlPU7I4BuXR37941up25S5cucHBwEL0HxFxYGoywoIMFIw4ODujYsaNiMMKCMKV6A7XBSOPGjY1OEenVq5dZMyNardYkcGa6qm3btnB0dERGRoZifv82JCYm4ueff8bs2bONbo8Ww8CBA9GvXz8sWLCg3mdH5JxPvg4pKCgwWRrDnD/mIMrJh5gcickyuwODDaI8SERERGDlypVYsmQJZ1/VYu3atXBxccHbb7/9QGa0lIIRoX+h1WpV6WIl/SKWtxTE7LCl4M+MsN9CqPEthH6K2DsxenNzc+Hs7IyAgAATn+hBBSO5ublwdXWFv7+/Khr4YPZejjdyul4sUGOzc/xyExISuLuG2MmLwn0jlvoFlto+sTLFaMjJyYG/vz8aNWokq6P4v9X2hbrCKsGIg4OD6L4BfiVqampQWFiIoKAgNGjQQHZmhCnJli1bwtbWVnUwwtZd85dpiSlNttfAz8/PZGmGULkJG0qn06GmpsZkoxC/riy/kJAQAPUTjLBNR/yRICHPhXWRwt69e/HEE0+I3v47fPhwaLVanDhxwuSdlKCK0SEmI2JISUlBkyZN4O7uDnd3d9nggPGZbT4XylRJSQmqq6sRHBwMGxsbUZljy8J8fHzQtGlTs2cbtFotHB0dLeqsFRUV+PDDD/HMM8/g+eefV/2du7s7li9fjh07doi2i6VgilpphoDNAvBnRhwdHfH4449bJRiRG72TA9u8zi6kA6BqEzsLwtTMjLD9IvxjaXv27ImkpCTF22dZXdhmQT7S09Ph7OyMhg0bKs7q/luxePFi+Pj44N1331VMy/aOXL16FX/99Ve90iWnB4W6Oj8/3+g9091MpuTkQ0yOpEZ/fXx86n0ZrxBlZWUYN24c+vTpI3oUtRIaNmyITZs24ciRI9i0aZP1CRSgvLxcUrcKbQx7pkYXK+kXsbylwF99UJcVEDqdDqmpqQgODoazszP8/PxEgxE1vgXfCZXakCz8m+Utpgfrw85L0cKnQRiMODo6yuZdVFQEnU6H5s2bGy2VVFNHVh8hPWKyEB8fj5CQENjZ2cHPzw+urq4m+0YsdeLrEowIaRXrD+yCTqkBE7GleP8zMyNSCqC8vBxOTk7cczadKGSEMK/79++jdevWAGpHNlu0aKE6GGHrrlkwUlFRYTJazmirrKwUpUUoDEIBZb/5dRZ2FJZfaGgoAHUn9JgLPh38kRn+bzVOXVlZGU6cOMGdoiVE69atERoaKrpUS0pBsLbn08HSKY2opaamcqPOSsEB4zMLRoQyxV9/6uXlJSpzqampCAoKgo2NDZo0aWLRzIiSkpTCsmXLkJGRgdWrVxs5t2rw2muv4YknnsD7779vtZOXmJOkNEMQGRmJoKAg7v4Zht69e1t9ZsQcvl65cgVdunQx4qWaTexiCloMOp0OUVFRRkEY8E9QprRUi/UDwLQ/sr1uGo3mfzIYSUhIwC+//II5c+Zw+4iU0L9/fwwcOBDz58+HwWCoN9qYDIkt4cnNzYWbm5vkUk72u3nz5nBwcFCcGRHKkZgO5qcTDnjVJ2bNmoXs7Gz89NNPsLW1tSiPZ599Fm+//TamT58ue+KTNSAXXIjpXbngRfgtvww1eSvlVdfR47S0NOj1em5WJDg4WHZmhI3Ii/kWzP6KDXrw6ySsH18u+SeearVaI3suLEdo59XyQalvFBQUGO23Usqb8aJx48ZGI/9SdRS+F8qFwWBARUWFSd3ZSVpArU4JCwszCUYYzywJKMT+VgNhewj7g8FgEB1wlPMTpdq+PmCVmRExpguf8zdHSY1AxsfHg4iMpo9bt27NnbClBGbAWTDCf8aHHC3CYETqN79uYnV1cHCo15kRIR1EhPLycjg7O4vOjEh1iqNHj6KqqkoyGNFoNBg+fDj27dtn4jAIy+M/F+MPEcnuG6mpqUFGRgbn5Crt4WAnQ4jt/eH/lpM5tiwMqA1+8vPzzVIgUvKvhKSkJHz55ZeYMWMGF7SaA41Gg7Vr1yIuLg5r1641+3sh2GyhmhmCyMhI7kIsPnr37o3U1NQ6rym3dHSIv3mdQc0mdrX1vn37NrRarUkw0qRJEwQGBiou1WKywv7mgwUjAP4ng5FFixbBz88PEyZMMOu7zz//HDdu3MCePXvqhzCY6ko++G0PmOpqvg6RO+CALRFROzMiV2Z94OjRo1i/fj2WL1/ODd5Yim+++QZeXl4YP358vQaRcrpV+E6n06G6ulqVLmbv5Y4NVqvT5WTLHLDAgwUjzZs3l50ZCQ4OhoODg2wwwqdPSK/YOym5VOvjSfkDUlDTN9hMpZo2YbyQ2v8n5YwLaWAzAcwBF5YbHx9vZLPFjve11C9g6S05FEfK72K/i4qKoNfrOf6oXaZVV9lWC6sEI9nZ2Th27JjR87NnzyInJ4erxL59+wDULqVKSUnBrl27TPJiRwjyb+7U6XQ4duyY6DFtQvz2228Aakcp2Ojozp07TdIdPnyYoz0pKYmjjT1jOHnyJPeb7Xlgv4uLi7F3717U1NSgpqYGLi4u3Lvw8HBuI5JGo8HWrVsVaTcXrCzW+e/evQuDwQCdTicajPDryMecOXPQtGlTLnASA7ut9rvvvjOhQUz5HD9+HNnZ2aJ03Lp1S7KcY8eOgYi4EZmcnBwcPHhQ8jjN8PBwlJaWwsamVoy3bdtm9P7PP/8EUCtDGRkZ+OOPP4zeExH+/PNPo5NvAKi+xyM/Px+5ublmj25WV1fjvffeg7e3Nz799FPV3wnRqVMnTJo0CfPnz1cdsEvh5s2bqKqqQmZmJu7du4fo6GjRo5ATEhJw9uxZbl2ukB4AWLp0aZ1o4fNfLV9Pnz6NtLQ0k9uRw8LCoNFoJGnKz8/H3bt3kZSUhPT0dJSUlIge1QjUOtwajQYdOnQweefn54dvv/1W1jkrLy/nNgxfvnzZ6N2ePXu4md309HREREQ8kBNMrIGjR48iPDwcn3zyiep9Twx9+/bF4MGDMXv2bBQWFtYLfUyGKisrTYKebdu2GTklO3bsMHrPdIaNjQ0KCwvx66+/ipZx9epV1NTUICsrC4mJibh58yZKSkpM7AdQu0fv3r173M3fR44cqXslZVBYWIi33noLgwcPVrWETgnu7u7YsmULTp8+bZWBECmUl5cjJycHERERJu+OHDkiamNyc3MlbR3D2bNnAYgHEMnJyZxNNycYKS0trVNAvXnzZgC192sAtXfRnD592uR2+F9//RUajQY1NTXQ6/WivsXevXtRUFBgRB8DX9b474gIhw8fRmJiIkpKSgCA8+nE7DwRITIyErm5uUZtUF1dzfl4ShA6wUSEI0eOIDExkbM9zCdgfibz3cSwe/duALVBR2ZmJn7//Xej95cuXYJer0d2djYSExNx7do1I/6yWX02m3Dz5k0TWhMTE5GQkGDkk1RWViIiIsJoFU55eTlqamqg0+nMmkFk5fD9STUQa4+DBw8iOzsbVVVV0Ov1OHnyJIDaoCQxMREnTpyAwWAwKkfox5eXl8PFxYXrE/WJOgUjVVVVqKysNHIggVrG6HQ6GAwGFBcXw2AwcBGuu7s7N/0lBHMC+EdCEpFkeiHYmm03NzfuvHexo2FZR2W0VFVVccuHMjIyOIdBq9UiKysLQG2Ak56ezi03MxgMqKysNDKgrKzi4mLo9XrY2NiAiESdurqC0WFjY2N0HwcRcZtf+WvYxQRbr9cjISFBkT42WvPjjz9yzwwGA0pKSrgRQT7YfhatVovq6mqjUV65e0MYvaz9WXAl9U1paSl0Oh235IC1K4NQ5oRTjWwamykWdhmQ2lFpJjNExMmJGnzwwQc4dOgQJk2apLjRVwmff/45ysrK0L59+zrlw5Syvb09F8iLBYFXr14FAKMjoBlYn2PG3lLw+7pavjLnnp0hz+Do6AgikgyCmWxpNBrY29sDgIkDwC+DiETrzjY6ywUQ6enpXODMPwqSf4w4g8FgkL3T4t+E4cOHg4jwxhtvWPz93bt3LdrHoAZMP4nNzJaX1+4DZEvLhHtGmE5xcHCATqeTlA323NHRkes/BoPBxH4QEaqqqmAwGDh9IyzT2mjUqBHS09Px448/cvJXVwwcOBAvvvgipk2bhh9++MEqefKh1+s5+yLmBNXU1HD2QavVcu0ktjRJCNb3bG1tTXQ9/1s1d/3wZasugwdseTD/8kmxuhcVFYGIoNFoOB4JwZxPACanbfFtIL9+zIcjIk4uCwsLUVFRwdEg1MU6nQ5EhKKiIi4AYFBzpxjLz87ODhkZGdw9F0TE3XdVVFSE8vJyGAwG0Xsw+GD9yM3NDXq9XnRZGWA8WM0fPGLtZ2dnh/T0dCP9y+SE35/54B9kAMBsXjCwgRFGgzkQtgfrI0AtH5mf16BBAxARdwEm/7AUoZ/Ir0d9DRZxsPjudiL6+++/CQD179+fcnNzjd5lZGRQu3btCADFx8eTXq+nxMREIiIqKSmhzMxMk/zKysooJibG6Jler6dr166poqe6uporg4goPj6edDqdSTqDwUB3794lIqLy8nJKS0vj3jVp0oQA0MWLF8lgMNCQIUMIAAEgPz8/mjlzJgGguXPnklarpW3btnHvGTtLS0spIyODiIhSUlJIq9Wqot8cTJ061aTcpKQko9/Dhg0jAPTLL79QdXW1aD7h4eGibSHE3r17KTY2lvsdGxtLAMjGxoYAUEVFBfcuJyeH+vXrRwAoIiKCoykpKUmxnDt37nB/V1ZWUkJCgmTaoqIiys7OJiKi5ORkqqysNHqv0+no3r17RERUWFjIpeXj3r17RrTfuXOHDAaDIp0MycnJHA/Ufrd69Wpq3bo1FRYWqi5HDuPHj6f+/fvXOR/WJ3Q6nVE/4sNgMNChQ4ck63r58mVO9i1FTU0N7d27lwDQE088oeobvV5PZ86cEX0XFxdnTXbf+QABAABJREFU1MeFSExM5OrDeCCG5ORkun37tug7rVZLp0+flqVRrh8kJydzeqKmpkaWjn8bpk2bRvPmzbP4+4qKCho2bBjt37/filT9g3HjxhEAWrFihYmOyM3Npfz8fCKq1Z81NTVG76urqyk5OZmIiPLy8ri0YuD3H6Z3hPaDiCgtLY3Ky8u5b8zRN5bAz8+PhgwZYvV8r127Rk5OTvTVV19ZPe/o6GgCQB07dqSsrCyT97m5ufTkk08SADp8+DB99913BIDeeOMNKioqUp2/p6enyTuhHZXDlClTCAAtWrSoTnZeq9Ua2TqdTkfR0dGi6VJSUoio1scqLS01SVNWVkYzZswgADR//nyjd3q9nk6ePEkAqEOHDkbvUlNTOVvI5PLo0aMmfgZDRkYGtW7dmgDQ3bt3zbLzRES9e/fmvmnWrBkR1fpLfBqIiA4ePEgAaOjQoSZ+Jh81NTVG9j4nJ8ckDcuTn5aPuLg4AkANGjQgInFZuHHjhtE3er3e5Jm5vGAYPXo0962bm5tZ3wrbIz8/n0aMGEEAaMeOHUT0T/0rKyvp/v37REQUFhZGAOjs2bOk1+tF6wGAtm3bZhY95qJOwUh1dTUNGTLEpCEYIiIi6Lnnnqt3ZWtN7Nmzh15++WXud1RUFD399NP02muv0R9//EFpaWnUv39/TuFptVoaOHAgffLJJzRjxowHRmdKSgoNGDCA3nvvPVq5ciX3/Ouvv6aPPvqIiGqNxVNPPWViYK0Bg8FAw4YNowULFtDYsWNN3t+4cYOefPJJqqmpoc8//9xEKf5fwqZNm+jdd9992GT8n4Jer6dhw4bRuXPnHjYpVsPq1atp2rRpD5uM/+cQHx9PgwYNqpdBISUI7ccjqIPBYKBnn32WIiMjJdPcvn2bBg8eTFVVVVRcXEwDBgyg1NRU1WW8+eabtHXrVtF3K1asUGXPk5OTacCAAaJBwcNEXl4e9e/fXzSQMxgMNGLECDp+/LhiPlVVVTR48GCaO3cuTZkyxeT96dOn6fnnnyeDwUDTp0838kWUcObMGXruuefopZdeoj179ijSwB+orE9MmDCBfvzxR+73Z599RgsXLjQrj5kzZ9I333xjdtm3bt2iIUOG0Pjx4+mnn34y+3t+exARJSQk0MCBA2V138GDB2n06NGi72bOnEkff/wxDRgwoN71p4boAV2B+wiP8AiP8AiP8AiP8AiP8AiPwIO661cFSElJMVqLmJmZabR5Jy8vj9tw7ubmBgCyv729vY3yr66uNlqT5+npabIxlV8mey+kg9ECgCuD0cYvV0gvnx62oYyfL58esbrzy+NDWA9vb2+jy9PUQsh/PsyhR4wmIV1yZQnLk+MLew9A9LlU+7E6iLUZv16WyJxSu/P5wmgT45cYP5TSMdotaX8+lNpHDFVVVUZrk6X6jRresDWlSnXlwxz5UqJdCmLtIKWnhPWTei4mE4B83YX9AzCVf3PkELCO3KiBJbIFmEefJWWozZ+ftxoZB9TZKTU2hV8GSyuXDlBvHyxtF7k8LYW5tCiVL5aflF1Qss3Cb5X8CKk0QtrrIrN1sd1iekJJV4nVDzDVQUKfiw/hN2rsvLk8NNcGCekV/pbr20Dt/gq2N1jMH+C/V1O+FF/l+FGXvijHP349GO2AtG7jp/P29n54NsfcqZT79++Ti4uL0Voytmbe0t/Cf0rvpdKoeab2O7Xvza0b/5+Liwu3bq8u/LcWPUK6lMqSy9/c5+Z+Yw2ZM4c3atPWd/ubIwtS/2xtba3Gm/qWLyXazaFLbd+wZt2tLYfWkJv6lC1z6LO0DDX5C/O2hg4xN53wnTXauS7tYm3ZsYQWufKl8rPEZljrvZD2yMhIi2VW6dv6sGGW+klq31si02J8MJemutp/pfKsxVclXljSF5V88LrYPmvTag7MmhlJSUnBmTNnoNVqsXDhQgQEBCAvLw9z5szB9OnT0aBBAxQVFWHt2rWYPXs22rRpg6ysLMyZMwezZ8/GY489hvj4eCxatAizZ89GaGgoPDw8QETw8vKCvb09jhw5giVLlnD5u7u7c+9iY2MRFhaGY8eOmaTJz8/HpEmTMG/ePHTo0AFExD0T0spoycjIQFpaGkcve0b//0kDFRUVuHbtGg4cOMDVR6vVoqSkBHq9Hvfu3cPmzZuxYMECtG3bFvfu3cOcOXNEaU9PT4ebmxvi4uLg5+eH9PR0zJ49G3l5eWaN8jH+z549mzs5iP7/EzDu3LkjyXsxXjOabt26BR8fH+6UoNdff52LurVaLebNm4fGjRtz9a6oqEBKSgp3vPHs2bPh7+/PXVKUnZ2NLVu2cDytqqoyaqPw8HAUFRXBycmJo4m9E9Iq9jwxMVFUpljbs/fC33x6+LIgxhsma1euXOF4IJQBDw8P2NnZITc3Fy4uLoiIiMDu3bsV+Z2amgo3NzeOz5aOOOTl5UGr1YryU6zM7t274+DBg1xdpPojn19i9WB3dkRHR2PDhg2y5SckJMBgMCAnJwfu7u5o2LChiXzNnj0bvr6+3EkpQr7m5uZCo9EgLi4OO3bs4NqBnYAkrOtff/2FH374geuXAEzkKD8/H7NnzzbJS0yP8Ovt4uICg8GAuLg4fPPNN5I8OnnyJFJSUvDjjz/K9kcx2RTTG7du3ULDhg3h6upaZ7mxRLZcXV0l+c1o69atG2JiYlTTx8pQas+8vDzY2dnB0dERVVVVivnz7dS8efPg6urKtbWQ71K2gd8vxHSYWDop+7Bw4ULU1NQYpVOqq5R9MKdd8vPzQUSwt7fn7uuypuyY035A7YlR8+bNEy2f32ZS/ZZvY9gN25s3b5bsO4cOHcLSpUsRHh6Oe/fuoaamBq6urpy9TE9Px+LFi/HBBx8gMDCQe25nZ4fU1FQQEbKzs+Hp6Qk3NzfMmzcPu3bt4uospRuJCCUlJfD29kb37t05vt+7d0/y23v37uGdd94xsVlC30JKdzDeNGjQgKtDVFQUNm7caGS/i4uLsXTpUtF8xOx8eno6CgsLsWfPHkk7z28vYdtnZGTA1tYWHh4eSEtLw7Rp07B161aOD2I2qLq6GjExMUa+DF+2GK+EfVesLwt1vVJ58+bNQ01NDb788kvJPsbKF/Mj5XgRFxcHNzc37jSr119/Hbdu3UJeXp7k7B8f/Nkuvt1MTk7meFVdXY2VK1ca0c63O8L0fDlk10JcvnwZOp0OxcXFcHJygpubG9avX49ffvkFwcHBRrRYdcZEbdQijMaOHj1KGRkZdOXKFQJATk5ORpHUpUuXKCsriw4fPiz7W3jyDsuP5S8GsTRqnrHfly5dosuXLxvVR/iMRY4ajUb2vVj+crQL63DlyhWzeM/o2bdvn0l0zKdVDa+V6GJ/h4eHi9ab/ePTwn8vLJeft16vF30n9Q3/ufAZq6dUO6jJQ443cnIj9s+cPNW0v5o8hPyUQnh4uKKMqOWNJeWLyZeYLNeFv3K6QKlvqO3DcjwS6kpr8FqMf/UJS9rWXPrMrbua/MXslBzfpXSEknyIpZOzD+bqYql6WtouanhnLqwlu1K+Bf8bKRujxpfYv3+/rH4R+i5y/4Q21hyZFepe/rdS8qjGhinpT779FuNZXe28Gn/n/v375OjoKOofSPUha/FKzgcVlhceHs7Jg1Qfk/MH1PCCn4ezs7Mkv5XkVdju+/btE6Wd1VeYns9bfh98kKs7+FA9M8JGQV555RVs27YNFy5cQExMDHdbdmVlJaZOnQp3d3csWrQIhw4dgoeHB/de+NvGxgZHjx5FYWEhnn76aTg5OUGv13N3jbD8+e9KSkpQVlaG48ePm6Rh67flnvHLPnDggFF9xJ6x/6W+Yf97eXnh+PHj3CU5UrTn5eWhqqoKjRo1klyfqYb3QO1dJlqtFlOnTkX79u0RHR2NlStXGvGW0SPFa8bPu3fvomXLlujTp49o+WfPnjUqX1imFF+E5fLPrJZ6p+a5lEwJ21ms3YV5yPEmLy8PaWlp3Ig9XwYYD4qLi1FdXY28vDw4Ojriiy++4Oh6+umnucupWH5lZWX1MqKtVA+dToehQ4eapBeTETW8EV4w+Ouvv3Lp+HXOyMhATk6OrHwJZZnP09DQULRq1Qq2trY4fvw4Fi5cKMvf8vJyboRJTBeI1dvPzw9bt241qrtcHy4rK+POtBfj0Y0bN0x0S114nZeXh/T0dISFhZmlN6wFJdrKysrg7e0t2b4PMn8xO8XuYhDju5SOYG0llDV29r9Ym0rpQSkahHXNysqCq6sr9Hq90V1blvItLS1Ntt9ZC0p05Ofn48UXX5T8Xsq34PdbpiP4Nkjoawj1QVRUFIDadfxi+iU6Ohrh4eGc7yKnexISEhAdHY0VK1aoqnN6ejpat26N7t27q+IXkytLbJiUTWL1Y/abzzOxfCy188z/kbITw4YN43wfALJ6UViGWNsKfUS1fVlNeWfPnjW6L0bMrrHyDx06hJKSEknZFcqEq6srtFotBg4cyOVfUVFhwm85GXR0dMTrr78u2icOHDhgRLuwvsL0QhkQa3spWqKjo62yuoMPszewDxs2DNu2bYOzszM6d+6MS5cuce/Gjh0LoPamYuF74e+TJ0+iR48ecHd3x7Vr15CVlYUOHTrA39/fKH1MTAwqKyu59506dYLBYMCCBQuM0rAbqOWe8ctmjhSrj9gz9j8Du11Y+J7VhV2AJEV7ly5duOnTO3fumMt6I3pYXcaOHYsuXbrg6tWrXDAC1F5s06pVK1led+rUidukZW9vz11oJwTbMMzKF5YpfC/kCyuXLyuMxubNmxu1ldQ3/OdS7WqOzPFvLOfTIWyv7t27c5c98mWE8YCPq1ev4osvvlBs/5s3b+LatWuK7a0WJ0+eRHl5Odzd3eHg4IBDhw5x7evt7c1dyHbhwgWjb/gyK8YbObkJCQnhbqNWShcVFQU7Ozv8/fff3IVafAhlWQoNGjTAwoULFfnL6BLTBcJ6A7U39zZv3tyo7gEBAfD29hatz82bN7kLOsXqzpY7SukHS3h98+ZNq11YZy74/JGiLS0tzWKZVlP3tLQ0Sf0kBr6dYn1WjQ5R0uVS6VhaftlKNIjVNTIykltOpAZKuuvQoUM4ePAgnn32WdW8Mxdq6nTkyBH4+PjI5iP0Lfj9lvGdb4OAWl9Dqq+yAFBKv1y9ehXh4eGi74To27cvrl69ygUjaupsDr+YzrDEhjH7K1U//nvGM7l86mrnhbw4ceIEdyEu/3sxvSj0wcR0vbm84vdRoV8kLI9/OIoaH1UNvXzbdOrUKRN5EPJbCkwGGYR9QniwC9PbrP7C9IwfzZs3F+1f5tBiDZgdjPz2228AgEGDBqFLly5GN0jv3r0bKSkpou+lfgvBKij1HoBoHk2aNMHHH38s+4z/HcPJkydNnrE6sv8ZWBrhe7V1Yxg8eLBFDcmnp1u3bgBqeb5t2zbuFnKGkSNHquIlAKORMzG6WFmMV8Iyhe/5POWXGxoaim+++caIRgax9uN/o7Zd1cocy0NIhxj69u3Lfc/AeBAcHIyKigp07doVd+/eFa23EH369OEcF2vAnPZNTEw0+kZtXxIDG/VTI+8McvIlxlM2ImRra8s5F5bQJSUzgLgcdu7cWbIMfvuJ0cLqKOwHdeE1a0NrGwA1UOofSvpDCXXVT2Lg62axcszVIQxCfcSXIzn7oLaubPZSbT2V2kZuRsJasFadhPYU+KedxGwQ8zWk+iprGyn9wk4VEnvH1z16vR5BQUFGjqTaOotBTmdYYsOU6sfer1q1CgEBAYr5sHaw1M4LIfR35PQig5gsWMoroa7nfy8sj9VRrl5i36vlxfPPP2/yjJW9atUq9OzZ00T+WrRogdTUVFRVVXGBGJ9WVjafdlZXwLQf8P1IYRqhjyfsDzk5OXByckJhYSE3Q2QtqA5GvL294eLigoMHDxoRywTV3t4eS5Ys4dIL3zNGJyQkGL0XVpaNKIg1TGJiIpydnREXF2eSh1i+wmeMlt27dyM3NxeOjo7cqDf/2cGDB2FjY4ODBw9Co9GAiCTfy9WVT3tcXBwCAwORk5ODiooKzrEyl/eMngsXLsDBwcGI53xalehJSEiAVqtFixYtkJmZidLSUjg6Opoc98bqx3hlY2NjVCYAjhb2ns9TMeUoRg9beif1jZp2lZIxfrvLyYuw0xUXF6Nly5Y4cOCAiYwIeSDkl1ie6enpcHd3R2lpKe7fv6+6/ZUgVV5cXBzs7e3h7e2NpKQk6HQ6JCUl1Zk3TEEy4yzHw4KCAmRnZ2PAgAGIj4/n+i4fYrIsBzH5ycrKgsFgQEBAALZv365YJ7F6K8loTk4OdDodioqKUFxcLJnuwoULJrrFUl7z9UZRURG31OFBQU4GtFotnJyc0Lp1a27jLn+ZQF3LSE9PR3l5OQICApCYmAg7OztR/cSH0E7xHTBz5EFKd7IBBzmbIrQPUjRItXNxcbFiO0vZx5qaGgQEBCAzMxPBwcHIysriNsTX18yalH3R6/Vo1aoV7t69i5ycHJMBMwaxNmP5sf4otDF8XSHFC2ZjlfSL0HeRA7OxUvqB2Yy7d++itLQUQUFBJn1CbiBLaMPk/Cb+MzmbxN5v3bpVlAZhPkx+LbXzQseVLcNzcHCATqeT1Yv8PqTEK6W+q+a3WHn29vaoqamRrBdbYbBq1SqEhYWJ6nopmxkbGwsvLy+ufzs7O3P83rp1q1EbScHJyQmVlZVG7cHax87ODjqdTrYPifE2IyMDTk5Okj6eFFxcXCSvjTAXZl16mJKSglu3buGFF15ARUUF99zGxgYGg8Hi30IovZdKo+aZ2u/Uvje3bny4uLggJibGrNO0bty4gUmTJkkaq7rQI6QLAHdCjBSk8jf3ubnfWEPmzOGN2rT11f5iSElJUWwfMdja2kKv13O/68IbS+TL2dkZsbGxAJTly9LyLNUFdS1DKU1d5RCou9yogaWyBainz9IylPIXs1PW0CHmphO+s0Y716VdpPK0FJbQIlW+lG8BWGYzrPWeDycnJ+7URnODbhcXFxw/fhxDhgyR5Fd92DBL/SQ1+aj5TghHR0fMmTMHX375pZEPYy5NdbX/SuVZi69yYDLh6Oho1mlaVVVVJnKkRHtd/UIHBwcsW7aMCzzq4zQti25gF164smTJEuzevRvTp09Hly5dcPDgQfz222945plnMHToUNy9exfr1q1D586d8cYbb6CwsBCff/45mjZtiunTp8PLywtjxoyBl5cXVq9ebXKhzB9//IHTp0/D29sbO3bsAGB6mdFvv/2G3377DTNnzkSnTp0A1G4+OnbsGDp06IDp06cDAK5du4ZvvvkG7du3x+zZs1FWVoZ3330Xfn5+mDJlChdFTps2DUDtlJa7u7vJxUHz5s3DtWvXsHnzZqO1elu2bMGJEyfw4YcfomvXrjh37hzWr1+PV155Ba+99lq9XXo4depUnD17FuvWreMu4AFqNwcuWrQI+fn5+Pnnn2Fra4svvvgCd+7cwddff43WrVubdenh/PnzsX//fmzcuBFdunQxaYe4uDjMmDEDo0aNwn//+18jOqZNm4a2bdvik08+MSrP09MTy5Ytw40bNxAcHIyZM2dy7z755BOkpKTg448/hp+fH9cZvv32W5w/fx4ff/wx2rVrhz///BO7du3CiBEjMGDAANy5cwc//PADevXqhZdeeglZWVn48ssv0bJlS66d33rrLXh7e2Pq1KnchT8RERH44Ycf8Pbbb2PSpEkcHWKX6H3++ef466+/sGHDBjz++OOi6S5evIjJkydj1KhRJvWuj0sP79+/j5EjR2Lt2rX45ptv0KVLF3z66adG3wgvDmTf+Pn5ccvoxo8fD41Gg3nz5sHNzY3j36BBgzB9+nTJSw+XL1+OEydO4ODBg/j555+xadMmHD9+3GhZmtKlh48//ji8vb1x+PBhk/oKaf/ss88QExODe/fu4ffff0doaChHF78djh8/jtmzZ2PkyJHc1HReXh5mzpwJOzs7bNq0CUBtP8rPz8eiRYs4mZg5cyaysrIwffp0vPbaa1zZwrpnZWVh2LBhAIC1a9eid+/eJv2joqICL7zwAgICArBs2TIAwBtvvAF7e3t8+umnXJljx46FwWDA8uXLjZYDCPlXnxC2zYkTJzBr1izs2bMHZWVleP311/Hdd9+hR48eFtPHLyM3NxfDhg3D1KlT8dprr6GsrAxPP/00Xn31VUyePNns/IWXHk6aNAmpqalYv3493Nzc8NVXX+HWrVuYNGkSWrVqhQMHDuDYsWN45ZVX0KNHD1y5cgVbt27Fk08+iWHDhnF2q0uXLhg7diynizIyMjBr1iz4+vpyewrGjx8POzs7LF26lKM5Ly8PX3zxBXJycvDDDz/AxcUFK1aswNWrV7FkyRJ07NjR4ksP58yZg9TUVPz666/4+uuvcezYMRw6dMhkNqS+Lz0cOXIkevTogYsXL6JHjx6YPXu2WeUL89uyZQvWrVuHyZMno3fv3gCAGzduYPny5Xj++ecxceJEI9s8depUVFZW4pVXXsGkSZNM+p+Xlxd69eoFoNavYNcRMKxZswZRUVH47bffuL0FQtqFNL788ssICwvDiy++iDfeeAM//vgjOnbsqOrblJQU/Pe//4WTkxNeeeUVoyWtq1evxqVLlzB37ly0bt0aO3bswN69ezFq1Cj07dsX9+/fx8qVK9G3b1+MGjUK3t7enL/RuHFj7N+/38TJHTduHJydnbF+/Xoj+piOY/4M6xtffvklHnvsMQDGlx5eunQJn3/+Od5991088cQTXD5JSUmYN28eBg4ciK+//tqkfeUuPXz77beRlZWFLVu2wN7eHosWLUJcXBw++OADhISEcP1z1qxZaN26tZGPeOnSJaxevRrPPPMMXnvtNdy6dQtfffUVwsLCMHnyZFRWVmLOnDmcvdfpdFi8eDHs7e3x5ZdfwtvbG++99x6Ki4uxaNEi6HQ6bN68GWlpaZg5cyaCgoKwa9cunDlzBnPnzkVISIhR+bt378b+/fvRuXNnvP/++1zbfvLJJ+jevbsJv/m8sARC/m3duhWrVq3i9nrcuHEDW7ZsweOPP47XX3+ds2nNmzfHtGnTYDAYMH36dHh6emLGjBkAgMWLF3Mra/4nLj0Uw9SpUwkA/f7770RE9N133xEA+vLLL4mI6ODBgwSAxowZQ0RE0dHRBIB69uxJRETl5eUEgAICAkTzHzVqFIWGhpKnp6ckDVOmTCEAtH37du7ZmDFjyNvbm5588knu2ZkzZwgAPf/880RElJKSQgCoXbt2XJrLly9zR5fduXNHtLyePXsSAIqOjjZ6PnPmTAJAv/76KxERbdiwgQDQ4sWLJWm3Bp566ikCQBcuXDB516xZMwJAhYWFRETUt29fAkDXrl0zu5xXX32VANDhw4dF3//2228EgGbMmGH0XNjmQnTt2pXatGlDnTp1Mnrerl07AkApKSlGz8ePH08A6K+//iIiouXLlxMAWrt2LRER7dixgwDQlClTiIjo0qVLBIAGDx5MREQ5OTkEgFq2bGmUr1B25TB27FgCQAcOHJBMs2fPHgJAb7/9tmJ+1sDGjRvJxsaGiouLaeLEidSmTRvFb/Lz8wkABQcHc88cHBzI2dmZ+62mHnq9ngIDA+n9998nIqL4+HgCQLt27VJNf3V1NQEgPz8/Vel79epFL774IgGgnTt3Sqb76aefCAB98sknRs/t7e2pQYMG3O/AwEACQGVlZdwzLy8vcnBwoBUrVsjScv78ee74z02bNommycrKIgAUFhbGPbO1tSU3Nzfud3FxMad/9u7dK1vmg8TLL7/M9U+DwUDNmzeniRMnWi3/+fPnU4MGDTg9RUT0/vvvk4+PD1VUVNQ5f6Euef755wkARUREEBHR7NmzCQD98ssvRFTblwDQwoULiYjo2LFjBIBefPFFo3zFdIlQrhjatGlDACgtLY2IiJ599lkCQOfOnbO4Xlqtlho0aEBLliwhon9sXF3ytASFhYUEgH7++WcaM2YMdevWrc55fv755wSANm7cyD0T6nYGnU5Htra2FBwcTG+++aZofmlpaVzfOnnypMl7c9sjMzOTOxJWp9NRw4YNaf78+arrd/ToUQJArVq1osmTJxu9E9raJUuWEAD6/vvviUjc1q5cuZLs7e2pUaNGouXZ2NiQh4eHyfMWLVoQAMrJySEioiFDhhAAioqKEs1n7dq1BICWLVtm9FzoX5mD4OBgAkB5eXlERDRw4EDumFoiokmTJknak99//50A0AcffEBERBcuXCAANHToUCJSp3f9/f0JAKdrunfvTgAoJiaGiOR9n3HjxpGXlxcNGjSIe3bu3DkCQM8884zZvDAXwvbYt28fAaDx48cTEdGtW7cIAPXu3ZuIiEpKSggANWnShMvDxcWFHBwc6p1WKVhlEWl1dTUAoLy8nPtfo9EY/RZLJ/zNjlAVIj09Hf7+/twRfWpoAICcnBy4ubkhJyeHe6ZEC/tO7G+l8gBwU49CXlg6ra4WjHdCegBlvpsDpW/Zc+EyMjE+88HamB1xqFSesL5SMidsD7l2F8tHDmr4qCTb1sbp06fRuXNnuLu7o1+/foiJiZGUYQYhL4gINTU1RjSrqUdUVBTS09MxevRoALWbfTt06IBdu3appl9JToSIj49H+/bt4enpKbuhjuXLX15hMBhQU1NjVJawTXU6HfLz8+Hm5mZ0KosYmOz6+PiYyLGQDlaOXq+HXq8X1T/sYrd/AyoqKrB//36ubTUaDV544QXs3r3baMmfpaiqqsL333+PN954w2hmd8qUKcjNzcUff/xR5zKU9CCTDSndLacz+M/F5EotDZbgyJEjKC8v59qmd+/e8Pf3x86dOy3O0xJcvnwZQO0BEt27d8f169frvMepoqLCRB9LtUNOTg70ej13qbAYlGy7ue3B9joOGTIEtra2GDJkCI4eParqW6B2JsHGxgahoaHcfj4pWrRarayNY3Vyc3NDQUEBdDqdUX41NTUwGAyicim0p2rsvJhfY67+NocGoS0XK5fVWcnei+ldpfLleMIu9RXzNR+E7VfSVUJaxNqpuroaNTU1IPMXS1kFVglGKisrTTqJjY2NZDDCGCYlbEKkp6dzU0RSSobRwO8cOTk5aNSokWwwIqSFfSf2Nx9SgqnVamFjY2MkFPzf9QW5jsL4ymhgAmkJTWqUlI2Njcm6XzE+M7DbXJs1a4bc3FwjOZAqjzkOLF+tVgtbW1sTmRM6GMK6iwVNfNmVg5xyZGDlWLKx1xJERESgf//+AP45BezMmTOy3wj7RFVVFXcjK1Puauqxc+dO+Pr6Gp1+NGrUKOzbt0+1UyLVLmIoKChAfn4+wsLCEBoaym3ElMpX2A+ZjDIjzS+XpWNT4UI9Iob09HQ4OjoiKChIdTDC7xfMCLByPDw8/jXByNGjR1FWVoYXXniBezZ69Gjk5uYqypca7NixA9nZ2ZgyZYrR87CwMDz99NNYs2ZNnY2k0sBERUWFqO6WsmMMQpkVkyshDVI20BLs3LkTjz32GMLCwgDUrgcfOXIkdu3a9UAdi0uXLsHd3R1hYWHo3r07ampquDsOLAXrt2LBiNDGsD7XrFkzyf7HBhQcHBxEBxfU6HQ+jh49ik6dOsHPzw8A8NRTT+HixYuK6/8ZkpOTERQUhJCQECQnJxu9EwtGhPIotLU5OTnw8vICAJOlfHKBgjmOP6OFb2+FZVgShCr1DaEtF9Ij5oxL9XkxvStMa05fFfM1zbFldYWU/6NUf/Zer9dDp9NZfAiJNWCVYKS8vBx2dnZGjBD+1mg0XKeREi4xJhgMBmRmZqJly5YApIOR8vJyk86Rm5sLHx8f5ObmcgKnpuzc3Fy4ubnB3t5ecjRUqmMI6RCjqz4g11GFAimXVgnCNhRCqr5ybZyVlQUi4tqYfzmiFK3McZDis5gMiuUnFozwv5OD2KidEA8qGAVq936kpKSgX79+AGqPbAwODkZERITsd3JyoTaoJiLs2rULI0eONDo1Z/To0SgtLcWxY8dU1YFPi5IjxYKPsLAwhIWFKc6MCOVSrJ5CHrD+z/SIHNLT0xEYGIjAwEDFYERYDt8IsHJ8fX0Vy3xQ2LFjB9q3b885vEDtUZFNmjTh9vHVBWvWrMGTTz6JNm3amLz74IMPcPXqVZw/f75OZUjpfDkdIjfAwSDnwAn7ixIN5qKqqgr79u3jZkUYRo0ahZSUFG624kEgKioK3bp1g42NDTp27Ah7e3vu4kFLIdZvtVqtqI5mfa5ly5aKMyM+Pj6igb457UFEOHr0KJ566inu2ZNPPgmDwcAdkaqE5ORkNG/eHM2bN0dycrKRzhPaWjGbJubzsL1MQt3B0glnBMTqrRSMWGLnlaDUN6QCIDF6lPw8Mb2rlFbO92G+Zl5eHjcAUZfAzFyI1V84sAKoa+f69lWlUG/BiBrHUNi41dXVJlP+7DhNZqTkjDy/DCJCTk4OGjduzB3HKVe2cHTB19dXUmEB8sGIXGBWX5DqKEQkWVdLaNJqtbC3t5dVUmL1FeMzA2tTsTa2lM9qZU5IjznBY3l5uSwvxOioT7Cgg7+hsH///jh9+rTsd3KOkVo5vnr1KpKTkzFq1Cij523btkWbNm1ULxlh+UstJ+CDBR8tW7ZEWFiY6LHB/HyFbSX8m18me8f6f+PGjVXNjFgajAjL1Gg08PPz4y5XfJhgDq+wbTUaDUaPHo1du3bVaanWxYsXcenSJW7jpxBDhw5FaGgo1qxZY3EZgLhzI5zRV9Ihcg6YmF4VpjXHwVGD48ePo6SkxKRt+vXrB29vb7OWSNYVLBgBak9N6tSpEy5evFinPMX0jpQuSk9Ph52dHUJDQ1FYWCg6cJKTkwNXV1f4+vqK9mdz2uPWrVvIzs42CkaaNWuGVq1a4ciRI6rql5SUxAUjFRUVJiPrfJ2lxrdgPg/7mw85uTTXR1Cy89YIRpSCMTl61AYj7G/+KgC5YEjK3jO+GwwGFBQUiNajPqHGBwfE+UFE/7eCEWGnsbe3N4rKhO8BcYGXmnpt2bIl3N3dJY28UFBKS0tRXV2NoKAgAP+MEijRwtKyYERqZFIYcUrRUV5eDgcHh3pvYKnRourqapNIXWiEzYGSAy71Xk5JsTZlp6Dx25i/DIsPMT4ryaDYSEFVVZWRIyX8Tg5q0qoJWKyFiIgItG/fnpumB2qdkps3b8ouG+Av36upqZEMRuTqsWvXLnh5eWHAgAEm70aNGoW9e/eqWkfMz1+pDeLj4xEYGAhXV1eEhYUhLy9Psp5i9PPzLy8vN/kN/KM3goKCrDIzwsqoqKiQNAJsyt/Pz+9fMTNy7NgxlJSUGC3RYhg9ejSys7Nlb5xWwpo1axASEiJ5S7iNjQ2mTJmCnTt3Ii0tzeJyhPaG6RC+TuDraikdI7VOnukSKcNORCb6R0iDudi1axdatWqFdu3aGT23s7PDiBEjHthSrfT0dGRkZHAXjgK1M2fsZmdLITWIIKaL0tPTERAQgCZNmgCoPeVMCGbbpWYdKyoqVOvro0ePwtnZ2WjwB6hdqnX06FFVfE9OTkZwcDCCg4O531L1FP4Wc45zc3O5+kvNjAj/NhgMJiPkwpUHQki1gdJgpRR0Op3JfgaxwQKpviLGKzFnXEzvarVaUd6IBUNSvk1FRYWor/mgBiLF6s/XZXye8n+zmSFz7G59wSrBCLvQhu84CpW68D3fMRRzAhiYUVcz4sgvg40KsE7OfovRAsBowy6bGZEaPQFqBdXW1lbUMInxor4bWKoc/m++I2SpAVSqjxwdUsqNrbVv3rw5XFxcuDYWU1AMSnxWI4MM/EBU+J0aXsil1Wq1cHR0fCAd/PTp09wSLYZ+/fqBiHD27FnJ74SKSExm5OpBRNi5cydGjBgBOzvTe1RHjRqFoqIi/P3334p1kNMFQiQkJHBH+bL/pfaNiMmlmnrn5ORw+0DMmRkR7n0SlsmMgFiZagZDHiR27tyJNm3aoG3btibvevbsicDAQIs3S2dkZGD79u2YMmWK5KV4wD9Hkn7//fcWlcPXJWp1hJSOEXPAGCoqKkTbFDDeQ6KUpxrU1NRgz549GDVqFDQajcn70aNH4+7du3Xet6EGbDkWPxjp3r07YmNjuQtCLYGY3hG2CwO//7HfQuTk5MDHx0dy1YNU3mI4evQoBgwYYHTUOFAbjCQnJyMxMVH2+4qKCmRlZXEzI4BxMKIkj2K05uTkIDAwEE5OTib1k5JLof2TyluYl9h7SwdfpfwUNf1PjB4pey+md4UDUVIDmFJ1VvI1H0Qwoqb+dnZ2kj63OXa3vmC1mRFHR0ejKEzN78rKStmRJOCfqVdfX1/FYIRfBhMI5qSw32K0MEXOd0B8fHwkgxGDwYCKigqjfOR48SAEUlgu/zn/bzYqYClNUuWooYPf5nwwI2JjY2PUxqw9xIIYNTImHBkQvufnpbZ+QhqU+Pig2j8zMxMJCQkmwUhISAgCAgJk940I6y/GG7l63L59GwkJCSZLRRg6duyIFi1aqFoyIqcLhIiPj+f2MLB+LrVvRIx+NfVmgYGfnx9KS0sllx8QkYkzxN/7ZE6ZagZDHhSqq6uxd+9e0VkRoLZvjho1Cjt37jT78ksA2LBhAxwdHTF+/HjZdO7u7hg/fjx++OEHi5aAMN4KR0stsVtKOlZOxgCYjPZaqh9OnTqFwsJCk/0iDAMHDoSnp+cDWaoVFRWFgIAATvaBfwKTuuxbkeq3YjxTE4wozYyo1f8VFRWIiIgwWqLFMGDAANjb2yueqnX//n0AtU6sp6cnPDw8jE7UEtIidG6F7ysrK1FaWgo/Pz9R3aEkl/y/62rnzZVnNTTI5a2m7/LTKv1mgxdqylfra9Yn1Po/Wq1WdEbeHLtbX6i3YMTJyckowhR7D5hOkYmNdjRu3JhzVMWmXtl3/DKYomnRogVsbW2Nps6cnJxEaeF/y0ZPxBQWo5GfjxQdwvLqA2z6X85QMgPI9uVYSlNdlBTjs9hSPGZA+MEIy4MvSwxifFYjg/wAmI3ECjuiWHlSdVVK+yDaH/jnxCxhMKLRaNC/f3/ZYITNWgHywYhUPXbu3AkPDw+jC7uENIwaNQp79uwxOW5SCDldwAcRIT4+njMA7u7u8Pf3lw1GhPQLR4OkAgOmCwDTpQ8MxcXF0Gq1is4QW8YgV6ZQ/zysoxaB2osOi4qKJB1eoHYEPiMjAxcuXDAr76qqKmzYsMHkOF8p1OWYX9bW5tgprVYraivERoP5ukTJ0WNlMKdArb4RYteuXQgODuaWtwrh4OCA4cOHP5Ajfi9dumQ0KwIArVq1gpubW52Wakn1WzFdxOyIq6ur5JJuuZkROTsqxJkzZ1BVVSUajLi6uqJ3796KwQibBWGzIsHBwSbLtOR8CSmfR8p3UZJLtszHYDCgsrJS1m5J2XmptlGCcOBRp9OhurpaVf/jvxNzvg0GA8rLyyX1rtAHLS8vl9QXYnVmfA4JCYGdnZ2Rr8kPAOoTSrLC3rM9xHL1fxCrOMRgtWDE2dnZqOL29vZGG3n477Ozs00Egylz9g1DbGwsfH19AdSeLpOUlGTSsESE4uJio8ZgU6Q+Pj5o2LAh7t69y5Xn5OTELcsS0mIwGJCVlQVPT094enoiIyPDZMSP7yTzG5GIUFRUZBKR2tvbo7Cw0DLmqgAzbGJKQEgrX/GYuzmWiFBWVqYYjPDbmv+cTWcLp+0TEhI4Z8/Hx4dbasPycHBwMKKViFBSUmJER0FBgeiayeLiYs7os1vAtVotsrOzOXqEiogvu3IoL69dEyo3ep2Tk/NA9owcOXIEoaGh8Pf3N3nXr18/XLp0SXI/RXZ2NnebrKXByH/+8x+jG2mFGDVqFHJzc1VvpgdMdQEfycnJKC8v54IRoNYYXLt2TTR9bm6uyfpdvrEW9g32d1JSEjw9PTn5TElJEc2f6Rv+6LDYhnqh3AlpICKkpKTAw8MDXl5e0Ol0D3Wp1vbt2xEWFsbdwiwGdq/F9u3bzcpb6jhfKYSFheGZZ57B6tWrzTbuTPaZbmL639bWltMtQt2Vl5dnolMcHR1RVlZmZBOEbark9LEy2MCQnZ2d2bpYr9dj9+7dkku0GEaNGoWYmBhER0eblb85qKmpwcWLF7nN6ww2Njbo2rWr4ml+cigsLDTRnzk5OSZ92WAwICUlhfMV/Pz8EBMTY5QXESEtLQ0eHh5o1KgRCgsLjWbZ2ECVGmd6//79CAwMFD39DahdqnXixAnZk5Ru3brFDbICtQNxd+7c4d4L5bGgoMDItxDqtNTUVAC1NtTDwwP37t0zKo9fp/z8fO5v1jdYvUtLSwFA0c6L+TXZ2dmws7MzWhapBsL+WVJSYkQTK1PK3jJ6SkpKTOw9c77Zb2Efzc/P534zfjIfhZUv5/swPvv4+KBRo0acLWD6gq2kqU8I20PMJ2eDwSUlJUbBWWFhoVGdhEdCPyhYNRjhr0dLSkpCcnIyN2Lo4uLCbfDbuHGj0bo6Nv0I1F5rz8euXbtw5coVALVrNLOyskyUTFJSEoqLi5GRkcHRsGrVKgC1jM3Ly8Pq1au58lxcXDi6N2zYwAm+VqvlRjwOHz6MAwcOoLi42GTNLSvDxcXFKIpMS0tDfn4+0tLSjEYvkpOTkZKSUm8ByYkTJwDUbtoXm0FgtPIj/szMTPz4449mlXPlyhXodDrk5eXJriVlZQmfsw3M+/fv555XV1cjKioKhw4dAgAcPnwYV65cMYrei4qKsH79eu6bO3fuoLKyEjk5OVxUn5iYiMTERCMZzMzMRElJCfectbtWq8X3338vun5SKLtS0Ov1qKqqQmJiIke7GI4fP46EhIR6HR2pqanBjz/+KLm519XVFQaDAR9++KHo+/Xr1xvd2yK1Z4TJO78eK1aswJ07dxASEiJL4+OPPw6g9mQkObAgEgB+/vlnyXRff/01AONNqpGRkdi3b58ony9duoS4uDijuv3www/c3/x68/v1sWPHcPLkScTGxgKA5J6Fb7/9FkBtYM3k5quvvjJJt379epSVlXFlCmkoKipCfHw8/vrrL26fjzUu/LMECQkJ+Omnn+Du7i7r8Nra2qJBgwZYvXq16mVlZWVlGDNmDJo2bSrp0InhpZdewrVr1zB16lTV3wDA7t27AdQ6rfy2TklJ4Y4m1mq1nB0jIly7dg2xsbFGfaCgoABEZHTMsFCXSK3NF8oX34n8/fffzaoPmyWSCxKBf07WGzJkiFn5m4Nvv/0WZWVlooMHd+7cwaFDh1Tfu8FHQUEB0tLSkJycbMTH06dPczqVISIiAuXl5ZwtTEhIwJYtW4zyS01NRXp6Ov766y/u6N29e/dy79mzkpIS2dHh6upqrF27FsXFxZL9wtvbG2VlZZg5c6ZkPkuWLDE6we/kyZM4c+YMd/lcTU0NJ49FRUVISUnBvXv3ONrOnTuH+Ph4To42bNgAoJbnJ0+e5C5kZODXafPmzdzfbBCB7Y9g3/H9BSG0Wi3u3buHxMRETp+xvNiAjTkDcNu2bTOigc0q8WnQarVISEgQ3XvI7H1hYSEnL3x7L/abYdOmTdxvxm/mo7ADXeR8nxUrVgCoDQ5zcnK4U/+0Wi3HGyaX9QVhe7D6VlRUcDqPBcYHDhwwmqH/9ddfjerE5OiBo65XuKekpBAAcnNzIwCk1WoJALVo0YL+85//EBGRvb09NWjQgADQtWvX6Ouvv6Y+ffoQANq6dSs9/vjjBIC6detGsbGxRvm/+eabNH/+fCIiOnnyJPXs2ZN0Op1RGoPBQIMGDaLGjRuTRqMhg8FAW7Zsoeeff56IiN544w368ssviYioQYMG5OTkRADo+PHjtH79eo6WlStXUmVlJXXv3p0uXrxIERER1KtXL6qurjYqLzw8nACQvb09+fr6GtHx5JNPUmBgIAGgiooKAkDBwcH03HPP1ZXVkigvL6cePXqQq6srubu7G7377LPPCAABoPbt29OOHTsIAPXu3Zu++OILs8qpqamhJ554gry8vMjBwcHkvcFgMJKFtLQ07p2/vz85ODhQt27dqKCgwOi7YcOG0aZNm4iIaMuWLfTMM88QEdHq1asJAPXp04e+++47Lr1er6d+/fqRj48P2dnZERHRiBEjKDQ0lABQaWkp2djYUOPGjWngwIFkMBjI09OTHBwcCAD99ddftGXLlv+PvfcOr6Jow8bv9N5IoUMCBOlCqIJ0ECl2bLxYAEH0VUHgNYCAICAgovjaUPQVFQUFEVEUEBARRIqUUIKBEAKknvRyUs95fn/km3F3z8zunpNE+b4f93VxkTM7O88zT5tndmdnuN6XLFlCRMT1pbRdGU6ePMlt9rnnnpPW+/e//83tOzExUbfN2qBz58702muvCa8VFhZS69atafPmzcLr69ato759+xIAWrRoEd11113cZu6//34iIvLw8KDAwECHfnz99dcUGhrq4LciDBs2jPr166db55ZbbuFyPX36tLTekSNH6Oabb6b8/Hxe9sYbb9Do0aOF9R999FHq0qULAaDMzEwiItq9ezen99BDD9ELL7zA+929e3ciqokdK1asoNLSUurVqxf98ccfwvaPHTtGPXr0oOLiYrLb7XTbbbfR+vXrHep9+OGHXNYrVqygXbt2cR7Gjx9PREQjRoygjRs3UkpKCsXFxVFWVpauzOoLWVlZFBISQh9//LFh3TfffJPCwsKopKTEVNtFRUXk4eFBEydOdIqnjIwMl+/r0aMHeXh4UHR0NO3du5cA0C233EJz5syhjIwMAkDBwcEEgKqrq+lf//oXderUiQCQxWIhHx8fCg0Npb59+6rGBG0sGTNmDLejhx56iNdbtWoVASA3Nzdq3bo17dq1i/Mwb948p/rz3//+lyIiIig7O1u3nt1up27dutFdd93lVPvO4PTp09S6dWtKTk52uPbJJ59Q586dyW63u9T26NGjKSYmhgBQeXk5ERFNmTKF4uLiCAClpKQQEZHVaqXu3bvTkSNHiIho5syZDnHZbrfToEGDaPv27XTu3Dnq3r07FRYW8utWq5X69OlDQUFBFBgYKOXJbrdTbGwsLVu2TFonOzubmjVrRl999ZW0zooVK2js2LH89wcffEAjRowgIqLjx48TAAoICOBj7ZgxY6hVq1Y8t5g0aRJ17dqVj7XHjx+nXr16UWlpKb366qv06KOPqugNHz6cAFDv3r25nIiIUlNTqUePHuTm5kbt2rXjsS4gIIBCQkIc+C4tLSUA1KZNGwe7mjt3Lo9nu3fvlvZdi5SUFD5OduzYkYqLi6lXr17k7+9PYWFhdPHiRR6Xn3zySdW9drud3NzcqHHjxjR06FCy2+0UHBxMPj4+BIC2b99Obdu25T65YsUKGjlyJAGgPn360KFDh2jmzJn8es+ePSk3N5d69uxJ3t7e1KhRI93c59NPP6UxY8aQ3W6nCRMm0NKlS4mIuB316dOHrFaraVk4C5E+PD09ec59+vRpioyMJB8fH+rZsycVFBRQt27dCAD16NGDkpKS6IEHHuCxyBm91SVqPRm5evUqAaCIiAjy9PTkk5GhQ4fyOn5+fhQWFkYAKCEhgYiIJ8VffPEF3XLLLeTm5uaQ9DuLLl26kJeXl27gCw0N5cnyvn37iIj4wPTWW2+ZovPll18SAPLz86OmTZs6XO/evTt5eHhQaWkpubm50cCBA13qj7OIioqi8PBwVdmiRYsIALm7u1P37t1p69atBIA+/fRTl+m0atWK/P39HcptNht5enpSeHi4w2SkefPmFBQU5BSdd955RzeotW3blnx9ffnv2267jQBQaWkpeXl5UefOnfm1yMhInkz/8MMPRER0+PBhAsAHlfLycgfbleH06dMEgObPn29YlyW5ZhL2fwp//PEHT6bGjh3LA/PDDz9MREQ+Pj7UoEGDeu/HgAEDVIlHXWLChAkEQJXA5eTk8InA3LlzebLYp0+fOqfPcPDgQQJAK1euJKKaxAUAPfbYY/VG83qEqwmqq/cR1dhx27Ztaf/+/fwBFFHNxIuNYx4eHlRVVUVEROPGjSMAlJeXR4GBgdSyZUthu8pYcvfdd3P/YRNMor8ernh5eVH79u35uPPf//7X5f78/wEDBgwgNzc3qqio4GXTp09XTUbqEo0aNaKwsLA6b9cZsIddYWFhqrF28ODBqvj45JNPOoy1MowaNYo/rNPCbreTp6enasyMiIigyMhIh7osxxs+fLiQzurVq1X5lVmw/KFr1668LDw8nKKioig5OZkA0PPPPy+97+abb1bdx8b7Xbt2UadOncjDw4PH3TvvvJMAUFFRERERxcfH89jft29f3k5QUBC1aNGC/5blPiI0aNCAGjZs6JQMXIFIH76+vny8Pnv2LDVt2lQ1sezVqxe5u7s7xLnc3Nx651cGN6Larx3Jy8tDUFAQrFYrQkJCUFBQgODgYP5RbFFREXx9fVFcXKw6AyE3N5eviy4tLUVISEit+KiqqkJZWRmCg4Olddj3KaWlpUJezCI3Nxe+vr7w8PDga/EYlP0pKChAYGCgcMvTugZb8xoQEMDLiAh5eXnw9PREQEAAPD09ne6rFpWVlaioqEBQUJDDtcLCQvj7+6O4uBgNGjTQ5c0M9HjV6ttut6OwsBBhYWEoKiqCn5+f6nsg9gpYT+9a23WVt9rU/afAeGRyBICQkBC4u7tzeRYVFdVrP2w2G0pKSmodC0QgIuTn56vsEqhZM8s+oM7Pz+fLjurTZ7X2wHjQWw51A7VHcXExvL294ePj46ADNo6VlpZye1DaTElJCby9vaXfRon8R6vT3NxceHt7w9fXF15eXv9XxIV/GtXV1SgpKVFtcsDGtfqQnatjVV0jNzcXQUFBqrHWZrOhuLhYaJ9GsNlsKCoqQlhYmPC6dsxkS3xEcsjPz+djg4x3V3TD8gclD0QEf39/3Ta192nzPJYrVFVVITw83EEWTI7a2M/aYTmeXu6jhfbe+oRWH9rxWqtLbc6tzJ3+KdTJZOQGbuAGbuAGbuAGbuAGbuAGbsBZ1NmjvytXrgi/ws/IyHD4eI3N6pXlOTk5KC4uRlBQECIiIlRlABzKATjUY3WcuU/UDoPy3tDQUDRu3FjVj4qKCocDj/T6rL2f0W7RooVDuQwyOcug7Wt93Sfqh5ZXkVy0ugLgoDszdZS8st+A2NZYeePGjZ3SFesDAOF1bVt67dS33gGxfYr6q8erzMb1oO2bEe9GctO7LroGOOpbZBvKtsy2I2ursrLS4Ym5XnzR2jFQ87SKPZFT2rWo36xdZ2xIC1dsSktXr426joNm+VXSNbIlVgcQxwhtucyOlPfIdOSsvPX6IUJtaGnvF8EZ+QPiGKlHV9S+bMxg98nKRDmA2TwBcPRns/JX8uJKPxgtQN/uXB0TZbKTyUEbawFIY6+2D874gawt2Zgui9l6462yPS20bcl040wOqSdLJV+uxnBnxlW9nJvBiN/ajjeGcHZdV2pqKv3xxx/0/fff0/r162n16tU0c+ZM/nGw9p+7u7upclE9V++t6/tk/8zS0fvn7+9PqamppmXv7+/vNI9eXl5O3QOAfH19yc/Pz3R9T09PmjlzJq1evVpqE2Z07GodV/VRVzp3ti1fX1/6/vvvTeneFb0D4Gtk66u/sn9KmzbDuxENZ2XuTCxx5R5XadZ1/HEmdtSVTSnpGrVRl3HQGX5d8dHajFN6/zw8POiee+6hESNGOB2HXbUHV3Wrp4O6kr+M7m+//SZsv658zVlduhL39MZMZ2NSXcWO2uRZtZGfSDbff/+9U3quSx25ubnp+t8/lUO6EsNTU1Pp+++/N8zPrgdenYFTb0auXLmC9u3b80PS7HY7/x8AnnrqKfzvf/9DRUUFL7fb7ZgxYwbeeecdh/L4+Hi0b98emZmZmD17NuLj4xEbG4uQkBAkJyfzsvbt2/Nt2XJzc/HUU0+p2rTb7Zg/fz66dOnC75PRVPLIeIiNjUVubi7i4+NVPBARqqurMXHiRJSXl6v6CtSss3vuuef4qcDavinbCQ8Ph5eXF86ePQsPDw/YbDZcvHgRq1atQk5OjqkZJ9tWLj4+Hg0aNMBLL73kcBox48HNzQ1ubm6G/Jw8eRJ+fn7Izs5Go0aN0LVrVyQmJmL8+PEAoOqfFkobqK6uxqpVq1TlAEzruFGjRnjhhRdQVVWF+Ph4dOrUCRUVFcjJyXHQp57czeidgclHJpvz58+jbdu2+OWXX/DKK6+obEZpk+Hh4bh06RImT56sKy8lysvLMWbMGPj7+yMxMVFX/0zv69ev598gKWl7eXkhLS0NQUFBuHjxIgICAnD69Gn897//xcKFC9GhQwcAf/mOVhZKW9HaEOsv00dwcLADzT///BMNGzaEj48PKioqMH78eG7TjPeXX34ZTZo04ffn5eVh/PjxujL18vLCgQMHMHfuXO7fSv189913WLlypdBepk+fjjVr1nA9MBpRUVF48cUXVXYj6idrR0uX6VlZzuSq7KNI1oxGgwYNMH/+fFRWVgr9QyQHJutLly7Bz88P+fn5eOGFF0zHjtrY1IULFxAcHIyQkBCUl5dz/QLg8UjmDyK9XbhwASUlJSgqKuJP45Q2Y4bfkJAQB3s8efIksrKysHTpUqmu7Xa7yjbMlDO7SEpKwuLFix38RzQWsnKbzYatW7cCAIjIkH9/f39YLBbk5ORg1apVQvkxvaSkpCAsLAy+vr5CvRjRov9zLlZISIihDpRjj2wcCQ4OxsWLF7FkyRJDO2Y2lZubixdeeIFvWauM38xvtfK22+3CuKbVk5KHS5cuYfbs2dxHmX/L4rVeTGJ9SE9Ph5ubGwICAmC32/mYKctZRPFBz06VvGntU2SXyvhVWVmJ6dOn8xijZ79aWlqI8hqWL4nGVRHYeMdsVcSDt7c33+ZYSVOpa2U+prUNrR9q/ZHlFo0aNUJ8fDyqq6v5dZG8RX0T5ZraGK/kVzRWBgcHIzQ01GGsNANlDg6Ic26jfFeWa4liUVpaGry9vdG8eXOneXUWTp0zwgLSww8/DLvdrvofqDn8qqKiwqE8JydHWD527FgUFxfzU0fHjh2LsrIyJCYmom3btqo658+fx80334zmzZs7tAnULCdR3iejabfbVfcxmikpKQ483HzzzQgODkZ5eTlvZ9q0afjwww/5mQ0FBQWq66xdf39/ZGZmolGjRujduzdiYmIQHByM2NhYNGzYEHFxcRg3bpyz+uI85ubmory8nPOzatUqPPPMM5wHInKQtbJfbdq0QbNmzTBgwADExMSgY8eO6NChA+Li4lT7/rP+KeksW7YM48ePV9mAUi5aOVy7do2//pPpOCMjgx+SNHbsWBQUFCA9PV2oTz25t27dWqh3ZptKPun/fC4lk02vXr1QXV2NwMBAB5tR2mSbNm3QsGFDXXnNnDkTa9aswc8//4z9+/fjo48+wvr162G1Wk0vp2jfvj0CAwNx7do1NG7cWGVXkZGRKCkpQZcuXfDEE0/w05CtVquD7yhlMX/+fG4r7LfShrT6UMqnffv2cHd3R5s2bdC6dWuMHTtWemZESUmJ6n42cdGTabNmzRATEwPgL/9WXouLi+M2lpqaiptuuomfu5CXl8f1MH/+fE4jKyvLwW5E/WR2p6XL9Ny/f39kZGQgIyODlyn7qJW1sp+5ubl80BXFQJEc2rdvD09PT7Ro0QLdu3eXnnbvLNq3b4+nnnpKStPX1xcxMTG46aabcN999wn1O3bsWNx+++3IzMxERkYGmjVrxl/vi/TWvXt3dOzYEZ07d0aPHj2cOmeE+QDTt9IHOnTogJYtW3KeRLoG/rINs+XMvljbWv8xioNUs2ulSt4ifxowYACio6PRvn17dO7cWSo/ZguRkZFo0qSJVC9GsgoJCUH//v0xbdo00zqQjWvMF5s1a8blb8amtHbM4rzSb9mYrSzr27cvtzfmf8x/2SGhSh6YP/fp00cVc0Xxmh3CadSHqKgotG/fHg8//LBKfrKchdHW8iyzU+UYp7VPkV0q41ejRo1UMUYpF639yuSgHedZW8p8SakbM+Mdm+yIeKisrHTwKa2u2WRGL+fU+iMb4xj/GRkZqKysVF0XyZv1bd68eSq70Oaa2hivHHO1NtOuXTt06tRJd6zUgzIHV/Ioy8lF+a4s1xLFoh49emDQoEEu8eosXDr0cPTo0cL/jx07JixnX+hry/ft24ebb76Zn6Ls7u6OJk2aYNCgQdzYWZ0uXbrgxIkT/MAbbZuRkZGq+2Q02c4GZnhITEzE6dOnVfUfffRRTJo0iT8FkdHx9/fHgAEDkJubi0OHDmHbtm3Iy8tDXFwcBg8ejKqqKpdPpnV3d+cnQjN+ZsyYgQkTJqh4EPWTyfGbb77B5cuX0aJFC/Tq1QsRERH4888/VYd5KfunpDN79mw+GZPJRSsHtruMkg92QvW+fftUJ2mL7EArZ5nck5KShOXMNrV8auklJiY66IudLKwnS3b4nkxer732Gp588kkMGjQI/fv3x8SJE11y8KCgIKldjRo1ClarVXUSNvMLpS0rZXH33XfzusrfShvSs51bb70VAQEBqKiowPHjx6V8K/k4dOgQP4ndyD7ZifJt27aVXlP6GuujUg+sT0o709oHILY7Gd+nTp1C165d0bJlS27HerJmdJS+q6TZvXt3Q1n37dsXERERugeyuYKtW7caxoaLFy9K45W7uzsOHjzI5aGM0yK9Kdt15pRmoOZguFatWqFTp05IS0tzaJOdLK2Us9nxyCiWsxgm8h+jOOiMvAMDA/mJzVr7Y/7eq1cvjBo1Ct7e3vjhhx+k8tKLF/feey/8/f2xc+dO0/KXjWsdOnTAvffey5NNo/EmMDBQ2L7Ib9mYrSwT+Z92LBeNNew+NlkWxWs2jhqNC0OGDEF5eTkOHjyo6oMsZ5HxLItJRmOembFV2Q8WY0T2a3ac18pYqRtnxjtnxiCR3IxyTqU/KtvXxl+RDLS54j333KOyC22uqeVB5rNxcXHo37+/7mHKZiHLZ83ku7Jcqz75NQOXPmBnwYudhM5+s6SNlbP/Wbn2viFDhiAuLk61ddy9994LALyM1WGIjY3FqlWrHGhp2zLixQwPANC8eXPMmTOH875hwwbk5ubyU9lldLR8a9GvXz/4+flJrxthyJAhKn6U21EqBxdn+OnXrx8AqJJK1j8lnYEDB/LTVVn7f/zxBw4cOMA/wJXJV8kHky3rixJaO9DakFbuZm1Qy6eWngiMB0ZDJEsmMy2d9u3bc5l5enoiISEBnTp1woULF3Dq1CkpTRn0+AT+Cjqff/65A69M3koe2eRN+5vJTdZfJZRPN2UTEpkfG9kna69bt25SmZvto9LOmC61iZjZ+COzYxkfWnlqaYr6IoLIR2sLI5uSxQa9NpicRHpTtqvXpghG8rntttswZ84cXhdw1LXZsUHr79pYpLQt2fggSvSN5D106FCeGNXWHoxo9e7dW/d+LYz46d+/v6l6LGZo6YpkK/Nlmf8ZjTUiXYrGUcCcrrT9cDZmMBjZqVHuImpf2Q/RGKWVsdE4r+cLzox3ZsYg0XjL+iWTifZ/bfusPRE9WY6h9WmjXNPI9keMGCG9ZhZG/ZfZkF6upcdvXY43Mrg0GWGvp9isi/1mHWbl7H8mGO192sRQadBM8Voj1ybcsrZkvGjL9XhQ0mO8d+3aFeHh4fyprIyOzDlPnDiBVq1a4dq1azh37pyTkgdvmzkQ4yc8PJzzwnhV8qMNMixQlJSUoGPHjkhNTUVJSQkKCgr4Xt1KOSvppKSk4MqVK6r2/f390b17d6fkq9SxNiBp62htSEvHyAZZuZZPLT2lfNLS0pCbmwubzaaiIaqvDdqMDgAuM6BmKU9ycjLc3d3500+z0LMpd3d3REdH488//0Rubi5/UyOSpZLHrl278vaVv5V7o+vJJysrC5mZmRg9ejTOnj2La9euCXmXDXJG/sLkJrJfFiBFiYSoj0o7Y7pU+opIVjK+jepq+VD2U2TrsvjD+nrlyhUQEbKzs+Ht7c3Xo9cWeklESUkJqqurMXDgQBw+fBg5OTmq2KDXBpOTSG9nzpxBs2bNkJaWBpvN5tRDGVF7ly5dQkFBAbp27YojR45wnmS61o4dsrGB1dcmIyLbko0PSvvSk/eJEycQGxuLI0eO4Pbbb+c0ZHHb09MTHTt2xC+//ILWrVsLZaVnSzabDTExMfjtt98A1MQlMzBKOpn89fhu164dzpw5g6KiIoe3fEw3StnKfFmWK+iNNbLJomgc1eurp6cnmjZtitTUVABAZmamVEYsFojigzN26srYKqonkqfZcV6vLWfGOzNjkGi8Zf2SyUT7v7Z9bfwVyUArf61Pa2Ugy0VlPpKYmKh7Fp4ZGPVfZkN6uVZ98WoWTk1GIiIi4O/vj/nz58Pd3V31P1DzesrPz8+hvHv37ti8ebNDuTYxVBq0cgmG0shZXWWborZkvCjLjXgIDw9HRkaGqh3l8h49OjLnLCsr4wmFq8st/P39MWjQILzzzjsO/DAe2EfJjB9tkAFqAkVkZCSys7Ph5+cHPz8/RERE4PDhw7w9JmctHSUtrVxc0fGgQYPw1ltvoaKiQlhHq28z+hWVK/l0c3PjByqJdGWxWBAZGamyAW0ftEFbREcP/v7+0m1CRXVlNsX0GBYWhrCwMPzxxx9SeWt5ZLbCfittyIx8goKCkJSUBC8vL779oxZa+2MHoRr5C2tPZL9sSYgokRDpQek3SvsQ9ZPJSjY4G9UVxSElD1pbNxrUmaxDQ0NhsVh4ElRb6CURbDlDUlISwsLCEBoaqooNem0wOYn0VlRUBIvFAm9vb1gsFv69jBmI2mOySU5O5tucynQNyMcjWezQJiNa2zKKg+zQQz1fKisrQ0ZGBpo3b46zZ8/q9pfpJikpCY0bN0ZqaqrwuzMjW7pw4QLX8YULF0zJ3yjpZPLX4zs5OZmPN2wyxCAab2S+LMsV9MYarS71xjcj32DjJgBV3JPlLKL4YNZOlXIwM7a2a9eOf5cny42UfTYzzotoOjvesW8+RPf5+Pg4+JSoX0oZiHxW5I/KGM/ib1VVlVAGWvlr+6aVgSwXBcQ+4u3tjatXr7q8rTrLwY36L+NNlmvVNa9Ow9ntt25s7Vu77ei0/25s7Xtja9/60DtwY2vf2tJwxp5csdt/cqvFG1v7ulburI5ubO1rju6NrX2d47Wuch5n+lobX7ixta/c9m9s7VuDOjuBXXsAyw8//ID58+dj3LhxGDVqFC+/evUq5syZgy5duuCFF17g5Tk5OZg+fToCAwOxZs0aAMCUKVNgtVqxePFivgXk5MmTUVZWhkcffRS33XYbAODtt9/G77//jieffBL9+/fH5s2bsXXrVtx5550YMmQIUlNT8cYbb+DWW2/F2LFj+ZPoCxcuYNGiRYiOjsaSJUtgsVjw/PPPIzAwEPHx8QgKCsLcuXNRXl6Obdu2GR56uHz5cmzatAkLFixQvZ7/7bff8O6772LSpEl4+umnVW3UxeF3U6ZMwR9//IFNmzahVatWDu0z+QLAkiVLcPDgQXz33Xfw9PTErl27MGfOHId7RYcEzZo1Cz///DM++ugj1atPWT+0vCYkJGDChAlc3gAwfvx4BAQEYPbs2fyp2rx581BSUoI33ngDkZGRmDNnDq5evYoZM2agRYsW+PTTT3H8+HFMnDgRXbp0wcGDB7Fp0yaMGzeOfxjL6L366qsYPnw4HnvsMc5HQUEBnnnmGbRp0warV69WHQSUmZmJWbNmYd68eViyZAnee+89vjMV4HjwE9P5G2+8gdjYWFVbW7ZswY8//ohOnTpxm9aTlx60sty0aRNWrlyJvXv34tNPP8WmTZuwe/dueHh48Dpa+zx+/DgmT56MXr164bnnnuNlr7/+Ojw8PHD48GH+FFfWRnV1Nfr374+nn34ab7/9Np5//nk89NBDun3T8v7555/jzTffRLNmzbBlyxaHA6dyc3Mxbdo0AMCuXbtQWVmpus7s4aeffkJFRYXq2iuvvILk5GTcdtttePDBBwEA+/fvxwcffIA77riDl12+fBnz5s2T0ggNDcW0adOQnJyMN998E+Hh4Xjrrbdw+PBhPPvss2jdujW3s927d2PdunWqmHT27FksW7YMPXr0wPTp0wEAycnJeOmll9CwYUO+nnv69Onw8/PD3LlzUV1djVdffRVlZWVYvXo1IiIiMHfuXFy5cgVvvfUWYmJi6u3Qw//85z84d+4cvvnmG37YW0ZGBu6++2488cQTmDx5spCuKB4NHDgQ5eXl2Lp1q0qmCxcuxMWLF7F161a+w5AzfVHSqq6uxuDBg/H444/jgQcewNChQ/Gf//wH999/v/CwwHvuuQdXrlzBl19+qfpo/p133sGhQ4ewbNkyFU979+7F//73PzzxxBMYNGgQLz927BhWr16NuLg4zJgxg8eSZs2aYfny5S4dejh79mz89NNPWLt2rWqtubYf33zzDT7//HO0bdsWH3/8sUM7Mlp2ux2jR4/GoEGDEB8fz8fm77//3il70vJ/7tw5PPLII+jfvz9Wr16t4hv4K0auXLkShw4dgp+fH2666SYsWLBAyLe2/XfeeQf/+9//8O9//xu33HILAOD333/H22+/jWHDhuHxxx8HAOzZswcff/wxQkND8fbbbwP4K46HhIRg0aJFiIiIwMSJE2G32/Haa68hIiIC06ZNQ25uLubNm4eIiAh88MEHOHfuHJYtW4aGDRs6HHo4depUBAcHo6CgAN99951Q/oB6zDx58iQmTZoEAPjwww/5cpmpU6eipKSE+znD0qVLkZiYiHfffVe1PObTTz/Frl278PTTT6Nv377YsWMH1q9fj8GDB+Ouu+5CcnIy3nrrLXTs2BGTJ0+Gm5sbpk2bhmbNmmHWrFkq3mbNmgUPDw989NFHAIBnnnkGBQUFeOmllxAWFob33nsPf/75J1599VV06NBBeujhZ599htWrV+P+++/HXXfdhcTERCxduhS33HILXnzxRaf8YMSIEcjJycG6devg6enJY8WLL76IyMhIzv+GDRuwfft2LF++HJ06dVLFF5bP3XvvvXjxxRcNdQP89c3V5s2bVW298MILSE9Px1tvvYWwsDCsXr0ax44dw7Rp0xATE8Pb27JlC7Zs2YLHHnsMw4cPx759+/Dhhx+iV69eGDduHMrKyjBnzhx06NABr776ar0eevjdd99h4cKFePrppzFp0iSH+JGdnY2JEyeaync//fTT6//QQ7NYs2YNAaA5c+aoyn///XcCQP3791eVl5WVEQBq0KABLwsODiYAVFVVRUREFRUVBIC8vLzozTff5PUeffRRAkBff/01ERG98sorBIBWrVpFRESff/45AaCpU6eqaJ49e5YAUNeuXYmIqLS0lABQeHg4rxMYGEgAyGazGfZ58uTJBIA2bNigKl+7di0BoPj4eMM2XEG/fv0IAB05ckS3XmFhIQUEBNCiRYt4WUVFBUVGRtJzzz1nSOeOO+4gALRr1y6X+ExMTCQA1LlzZyIS65yIKCIiggBQSUkJERF17dqVANCZM2eIiGjs2LEEgLZv305ERAsWLCAA9M4776ja+frrrwkAPfLII6ry5ORkAkDt2rVz4PGrr74iAJSenk7+/v702muv6fZJpnMioscee4waNWpEnTp10m3DFdx9993ch3799VdT+t+xYwcBoLvvvpuXffjhh/zJR0FBgSHdM2fOEADat28fxcXF0cSJE53mfe7cuRQaGuqgd4adO3dynk6fPu1wPTY2lgBQSkqKw7V27dpRw4YN6YknnuBlb731FgGghQsXmqZBRNS5c2cCQImJiUREdM899xAA+vHHH1X1Vq5cSQBo+fLlvOy7774jAPTggw/ysqSkJAJAHTp0ICKiyspKAkChoaG8TmhoKAGgiooKIiLq0KEDAaCkpCQhj3WBI0eOEABat26dw7Xnn3+egoKCyGKxmG7P39+f3NzcyG63q8rj4uIIACUkJNSa519++YUA0NGjR4mIqH///nTXXXdJ68fExBAAunbtmqpcG0sYXn/9dQJAS5cuVZXv2bOHANCoUaOISD+WmIXMrrR48sknKSoqitq0aeNU+wcPHiQAtH//fiKqGQd8fHz4+Ogq9u3bRwBoxIgRuvWGDh1K9957Lz3yyCPUu3dv0+3PmjWLANBHH33Ey/73v/8RAJo5cyYvW7RoEQUGBpK/vz8vy8nJIQDUpEkTXubt7U0eHh78d4sWLQgAZWRkEFGNDQGgQ4cOOfBSXV1NXl5e9NBDD5GHhwfPSYywZcsWHmeSk5N5eUhIiMrPGWRjeXx8PAGgDz74gIgc8yttbD9//rxqrFXCw8ODvL29+e8mTZoQAMrJySEioj59+hAAOnbsmG7f3nnnHQJA8+fPJyKi7du3EwAaO3asKdko0ahRIwJA+fn5RETUs2dPAkAnTpxQ1Zs+fToBoI8//tihDTZ2T5gwwTRdLy8v8vLycijXxl1Z7rN8+XJyc3OjlStXEhHRxo0bCQBNnjyZiOT5bn1Aqw8t6jrfrWu4tLWvGZSWlsLd3d3huwj2YSPbA1uvnB02w9pgs0A2y2Ng97A2GG3lb2V7WpqsXI8HMx8ba9tR0nFzc6vzLTkZtP2X4fPPP0d5eTl/UgMA3t7emDRpEj799FND/szSkUErX5ktyPQh+63Vt4yeUTkAnDhxAk2aNEHjxo3RpUsXnDx5UrdPMp0DNWuz2Rr/ukRVVRX27NnDd+Xo3bs3goODDbfoFPU7Ozubv5FS+pQMTB4333wzunbtihMnTjjNf3Z2NkJDQ5GXlyfc2lXJh4gnPTtkbSvvE9mHEQ0RHRldUfsiWcvaUcYlszTrCkSE2bNno2PHjsJ133PnzgUALFu2zHSblZWVICKHA9Tqsi87d+5EZGQkf5Nw++23Y+/evUKfVtLWxjhmfzKdGo1ferHELMzKhdm2s/Hkq6++QuPGjflT4ODgYIwcOVK1BbgrkI2rWpw5cwYdO3ZEp06dcO7cOX7mgxHKysrg5ubm4Fdubm6q8ZjFWavVyusyvTHZEhEqKyths9lQXV2tusbukdkCAH42Q/v27WGz2ZCWlmaqDxaLhb9tVupNRktmC1arVSULdvA066dZu7TZbLDZbKiqquJ6kMUjo3yA8aDNs1zxBaMxX1lPlks5S99ut6OqqgpVVVWqwxFF9PViv1Iv9REfzEKrDy1k+a5yDGZ8Oru5Tl2g3iYjWmdhkCmH1WOCIiIHoTFnjoiIUDk2G/SUBuHh4cHbZLxoBaylqeWNGavymh7YCaqiPnt4eNRbQsH6rxc8iAjvvfce7rzzTjRt2lR1bfLkySgsLDQcnPQSbzPQylv7W0vHqL5M3zJ6DHqD6MmTJ9GtWzcANdvJGiXbMp0DNclDREQEcnJyHIJdbfD777+juLiYT0a8vLwwdOhQ05MRZb8tFgt/5WwmyTlx4gRiYmIQGhqKbt264ezZs04HWiVNdi6E9jrbLUrEk2xgqK6uRl5enkN8sFqtDv5nRANwtDPZIC1qXyRrMw8/tLGsvicju3fvxt69e/HKK6+olvgxRERE4D//+Q/eeecd/lG6HpTJnlZOddmXHTt2YPjw4XB3rxnCRowYgeLiYodzkhi0cjUql8VsWQwySsj1YDb5Y35TWFhomp7dbsemTZtw//33c1kBwAMPPIDDhw87tXmAFrL4qkRubi6ysrLQsWNHdOzYEcXFxbh69arp9kV+pY31LM4Cf/myVi8iP5Ql4SL7ZHJik1+zcsvOzkaDBg343wwyu5PxoJWFdrIs64NWN6y+8mGB1v7M+qmWBzP2IINZXcgePDL6bm5uwlPkRVDmg1rfk8nRSC+MB9kksT4he4Ci5BWQ981ut9f7eKOHen0z4unpKQ3mWoNRztKqq6tVBs3uYc4cFRWlcmyr1QpPT0+VUyhpywYWWZJRUVEBu92ua6yyPssGMCV/dQ0zk4Tff/8dp0+fxpNPPulwrVWrVrjtttvw3nvv6dIxM+nRA+NPG4iZzgGxQ2jrl5WVOQRBmX71EgpR0Dp58iT/HqZr1644f/687lMCvYmmxWJBVFQUbDYb8vPzpW04i127diE8PJxPmoCa8xUOHTqke0CRqN/Z2dmIiorifxtBK5/KykqcP3/eKf6NaGZnZyMyMhI+Pj7C6zI7ZG9OGzZs6PBmRJTA6NFQ0lHanfZJLbuu9W/Rwxit/Nlvm82GyspK1RM6do3ZXn0MDna7HXPmzMEtt9yCO+64Q1rv+eefR3BwMBYuXGjYprK/ssS/tnEwOzsbx48fV+3X361bN0RGRkon5LIYyWKJLGbLxgxtX8wmQCLI7EoLpd+Y3d3m4MGDSE9PxwMPPKAqHzNmDHx9fbFp0ybXmIajLERgO4OxyYiyzEz7Wr+VPVhgJ5ozX5aNHcq/mW9pfU1kn2zywb5dMTsZUfLGJkrs9G8tX0p+RQ80tTmN8rcstsjyLOXfWhnJJkpaiHhydQWIlm/ZBF2WV7Jrzjz0dSZWOasX7QStNvHBLPRkw64DdZfv1jX+9smINhBoywGoXrcqr7FA07RpU4dkw8vLS+qo2usyXszwYNRnGR09I6ktzCQsa9asQUxMDIYPHy68PnXqVBw5ckT3TYDVahX2zyyM5K28plffGf2a0TtDVlYWMjIyeLLdrVs32Gw2nDlzRrdPMplkZ2fzt1BmEn2z2LlzJ4YPH656kj1ixAjYbDZ+2q9ZXrOzs9GkSRO4u7sb8khEOHHiBJfPzTffDABOL9UykgtLurQPHRhk9m42PpihoaSjHFjM+reIpp79l5aWmq5bV/j666/xxx9/YNmyZQ4bFygRGBiI+fPn45NPPlGdzyOCXszUPi10FT/99BMA8M0CgJqtQG+77TbpZEQmR9FEUlkue8Ch7UttljWYjauuxJOvvvoKTZs25Uk0Q1BQEEaNGlWrpVrsSaxe38+ePQtPT0+0bdsWLVq0QEBAgFOTEZEPyWIY+5vVA8CX4WjHGuWbATO+lpKSgoiICISHh6Nx48Z8C1QjsDjToEEDB94YL0oY2anZMdBMnlVaWsqXbJmVg7YtLU1X8gO2fM4MD0aTEWfo68UqLX2zsV/0W9lefcKo/3Wd79Y16nUy4u3tbdqYzAzMFosFfn5+aNKkiWpphcgplLT1eAHEg6SMB6M+ywxWRL+uIHszwJCXl4cvv/wSTz75pOpVvRJjxoxBkyZN8P7770vpuBpslPczfpW/lX+LyrT1ndGvnt7LyspU65fZ9xDsjUOnTp3g4eGh+92Ins7Lysr47hN19d1ITk4Ojh075nCKa0xMDGJjY3WXaol4ZU/uwsPDDXm8du0a8vLyuHyCgoLQpk0bw+9qtLBYLLpyYW+UIiMjHa7b7XbpkztWt0WLFiguLlbV09qBHg0Gkd2Z9W+9yQhLhoziDRE5PGGrK1RVVeHFF1/EyJEjMXDgQMP6U6ZMQYsWLRx2qdHi75iM7NixA127duVnRTCwk4KzsrJU5aJkR8mjMzFbL+kz+y2EFmbialVVFQoKCpyKJzabDZs3b3ZYosXwwAMP4NixY7h06VK98X327FnExsbC29sb7u7u6NChg+7DHW37ZvxKFE+0b1O0bZSXl3N9KXUoS3QvX76MmJgYAEB0dLRTb0a0ccbIR2Rv+ZVnk1mtVocxUGSXsmXy7JpsDNb79kB5v2gy4myskvEgewsty6WczbO0smBQxl2zsV9ZX6uX+nwQrYTRQw2j/EvvTdHfgXqfjIicQVSuFYTIQGVPM42SU72BxcPDA+Xl5bDZbLVWjrNJcV3BqP1PPvkEdrsdEyZMkLbh6emJyZMn4/PPP0dxcbFLdIzA1lOyp1Ui+Wp1wJJP7XrZupiMEJHqicWJEycQHBzMBx0/Pz+0a9fO8G2Rj4+PAw1mn+x05Lp6M7J7924QkfANF3syLEuKRPIw84aAgclBuTzMzHc1SlRUVKCoqAjNmzeHr6+v029G9HyS1WX6Uw7+zva7uroaVVVVDh9oymKXKGnS1mXX2VJEo8SALdsys4THWaxbtw4XLlzAK6+8Yqq+j48PXn75ZXzzzTfCgw8ZZIkW87XaPMwAamS3a9cuh8k48NebEvbmRMSHSHci/9XTtbK+LJY4AxktJdiyLLb9upl4cuDAAWRmZvLtrLUYM2YM/Pz8XF6qJZOdEmfPnkWnTp34744dOzr1ZkTkV0qadrsdOTk5aNKkierjfr2Jvl4S7uPjI12mxeJKTEyMU9+MaOOMaOmm8rdozBJNPoySYOVYK6Iny7MYLaNJhZamGXsQQcsTmwzo+Z+IN5ns9PgX/S2Ku7JcQktTpqe/I7k3oqWX7/4//WZEZphKY1ImTUbBA/jr5NjIyEgUFhaqdkjx9fVVOabSYGUGzMrZ37VVjpYP5b0yB6otWLIuogvUDJLvv/8+7rvvPr7eWIYnnngCVqsVX3zxhfC6XiAwAyYH1pZsQFDSY7RE+tQGQbOBiz1BYH8znDx5EjfffLPqKWLXrl0N34yIaLBBMSYmBp6ennX2ZmTnzp3o1KmTwyYEQM2T4ZSUFFy8eFHKq9JOiEjlU0Y8njx5EuHh4SraTD5mnwozGnpvJfR4YjoXLa2xWCzw9fVFy5YtVbREdmDUb6XdKW3T19dXmLhq2xfVVcYbUSIgiz+uDPB6KCsrw8KFCzFu3DiH84L0MG7cOHTu3BmzZ8/WnfAyKOXBnkTXti+nTp1Cdna2cDLSsGFDdOvWzeHtIOND9qRVb5wyqq+MJa72S2ZXSrBEtnnz5ggICDAVT7788ku0aNECvXv3Fl4PCAjAmDFj8OWXX7rMt5nJCPtWBKiZjJw7d87Uhh4yv1KW5eXlwW63c1+WLYXStqGdELAEWNaflJQUREdHA6h5M2J2mZYozsjyCrZuXy+HkMUilntoJ1bsmoieKOawyYsZP9WOJ2bsQdaOlgebzab7kEBEw9k8S6YHUdw1Gw+0MpHlu/UBLW3RdWYTZWVlurbw/9RkpLS0FH5+fkLl+fr6OjxJMiMY5VMGQP3kU+uIer+1vMhoOqscIzr1oWBmeLL2f/nlF/z555+YOnWqYVvNmjXDmDFj8N577zk4DltWItKpWbD72d9GkxFlHSVdLR/Oyl2rd4YTJ06onvoDNcn2qVOn+DIPUZ9ENNig2LBhQ9UgWRsQkfSpMAAMHjwYXl5e2LVrlyleCwsLUVVV5dSbka5du6q+L+jWrRsKCwudelIIQJem3lsLkT0o74uMjHT4OF6kI6M3I6yuaIA3Y2d6Zexvo3gj4qEu8NZbbyE7Oxsvv/yyU/d5eHjglVdewb59+xzePjAYDfC17cuOHTsQEBDAt6nVYsSIEdi5c6cq2dWj7WrssFqtsNvt0ljiDMwkccpJvBlfra6uxtdff437779f93ugBx54ACdOnMCFCxdc4tvX1xcVFRXC+GixWGCxWBwmI1arFampqabb1/MrbTxRPoBgD5X0fIvJnU2WRTqvrq7G1atXVZORa9euCbclV8Jut/NlWkqdyXxEbyxnY54y8TeT8xjRY7/ZygOjfELLk5k8ywisPntYYOSvshzEWfoi2SvLWVss9zHDj54e6vu7EaP+13W+W9eo18lIYWEhLl68KO3k6dOn+d/ff/+9qs6+fftUv4kIO3bsQHJyMoqKigD89TpeaRBVVVU4ffo08vPzVQbh7+8vNCT2EfCJEydQWlqqesq1d+9eId96fRY5yq+//gqLxVIvCtZLzux2O6ZPn47WrVtjwIABptqbOnUqTp06xU9nZWDrrmszGfn222/5bk+lpaUOOgdqZAWAL+fQ9s9ms6G8vNwhAMj0q1eupHvy5EkkJSUhLCxMVbdx48awWq3YvHmzQ39yc3NhsVgc3vIAwMaNGwHUfFibn5+P9evXmxWTFOvXr0d6ero0EQsMDESbNm2wePFi4VOYH374AVlZWfzpF/Ox/Px8XLx4Efv27ZNOuoqKivDdd99xuTGwZWjKE5j1sG3bNgA1y7WuXbvmINfz58+jpKQE6enpSElJQVJSEvLy8vj1o0ePAoBwHe7nn3+O3NxcnoSwj3O1dmBEg90D1EzYvv32Wy6z7OxsbN++ndez2Ww4fvw48vLyHOJcRUUFrFYrP5OAxQf29w8//KCqrx2Ujx07BgB1ui34+fPnsXTpUkyZMoXrzhmMHj0a/fr1w/Tp04U7t8liPVvKZ2YtugzV1dVYuXIlOnbsqDodW4kBAwbAYrHgww8/dOBDG7tYLMnOzsaPP/7o0A9R7Pj+++95UsmeLrIxg+nLGcjsSgvlh+YWi0X69pph1apVyM7OdthFS4tRo0bB29sb06ZNc45xgMdjAMKNDZgOlG/k2Yfma9as0W27uLgYqampKC4uVulg//79yM7O5mVMZmVlZUhNTcU333zDeZM9+NqxY4eDTbDfFosF3377rYqX3bt3o7q6mk9wiQh2ux07duzQ7cPRo0dhs9mQlZWF5ORknDhxAiUlJSpelGNgQkIC/1tZp6SkBJcuXUJhYaFqzFPmVyz3qa6uRkpKCkpLa75VANR2qXxrWFpait9++w3AX5MyvXxCC22+w8YX2eRUhgMHDgD4K/ln7eXl5TnoQm8y8tNPPyErK8t0fFE+UFHeo427LPfR+mh1dTVOnjyJ3Nxcfv/u3btVPIhyjfqCnmyAmvyLncjO5KzMd/+fnIyw5R/K3wzKw4LYdq6AemaamZnJf3t7eyMtLY0fWkRECAkJAVCTRJWVlfEnFJmZmTxQ2O125ObmgoiQlZUFIkJJSYmKZlpaGn9qVFVVhfT0dO7AWVlZnAcPDw+kp6fr9rmyspK/isvMzFRdY4GsqKioTs+bAMCTKDc3N4eDmM6fP49Tp07B3d1d9+mYEmzXldmzZ6vKlVvTGslChvLyct7/nJwcB50Dfz098PLyQlpaGl8r7e7ujrS0NFUClJGRAbvdjoKCAv4USmlrzB6qq6tVtJR6Z3bK1jEHBASoeGYDqSjRYLREOmfy8vLyclif6SrY2m72saYIJSUlfEDQQrmlZH5+Pg9MAQEBICJ+IJYIhYWFwuts8mb2uxF2rkhISAhPBrX8AzWTDaYjpc+ypZnMHpRgyRF7+sP8n53zwuzEiAbw1xp9tgyS6VO59TQALje73Y68vDxuExkZGbwOi09paWn84YfI/pkN+fj4ID09nfMk6qurGDVqFIqKivDUU0+5dL+bmxvGjRuHxMRE4dtW1gdtzGR2I4pTZlFQUKB6yCRC8+bNAUC19Ij5uIeHh4o2iyUinebm5sJutyM/P18VU5Qfw+fn56tiiSvnK8jsSlbPz8/PVDxh27Sz7xxk8Pf3R2VlpcNkzAyU+hW9JWAfqisnI+Hh4QCMt/dlMrfb7aq3QGw9f1FREWw2myqeKDe3SEtL42N5dna2yh+tVitv09PTE2lpabwdu93uoEdmM+xw2ODgYAAwPC+F6cjb25vbiN1uV40VyhigjK0iH2F5lSi/UvavsrISaWlp/KGM7JuRjIwMLi+tHIxijiiuKrcmZ2OLGTB5M/9kPGjHB5vNhuLiYhCR8M0go19RUWHKF5U+pLRlbdzVi/12ux1ExGM/G2OtVivXA4P2gVddQqQPLbT5lzbfZXbp6enpco5XK9TyBHchrFYrAaCAgAC6cuWK6hoAAkApKSmq8qqqKvrqq68IAA0dOpTsdjsdPXqUAFCzZs2IiOjq1atUVlZGREQXL14ku91Ou3bt4m2y7ly9epUaNmxIAMhisaiu//bbb1JeoqKieNltt91Gdrudjhw5QgCoZcuWun0+cOCAio7dbufXMjIyqEuXLgSAzp0754pIpVixYoVD/xlsNhs9/fTTlJaW5lSbH374IW3cuFFV9tlnn0npmIXVaqUFCxYQAJoxY4aDzomI7HY7nTp1igBQREQEzZ49W0V38+bNqt+XLl0iAOTu7k4AqLi4mNNT1tuxYwcvZ3UB0NNPP83pHjhwQMj3oUOHqKqqSnjt8uXLvD2lzisrK+ny5ctERJSTk0N5eXkuyUwJi8VC27Zt062Tn59PW7ZsEV7Ly8uj++67jwDQhg0biKjGj4iIKioqOL8yHDx4kKqrqx3KT548SQUFBWa6QDabjS5dukREREVFRZSRkeFQh/Fkt9spOTnZ4XpKSgoBIA8PD1V5bm4u5eTk8DqVlZVUVFSksg/m60Y0Zs2aRQBo3rx5ZLVaacOGDQSA7r77bgddXrt2jZo3b04AeH9EcU5pj8899xxVVVXRli1bCAANGjSIBg8ezK83btxY1de6CtVz586lRx99VGWrzqKsrIyGDh1K69evd7jWq1cvzm+rVq1U1+qiLxs3bqSSkhLdOt999x2lp6fz348//jin6+3tzctZLLnzzjspNzeXl+fm5qps5tq1a/xaQUEBjRs3jgDQRx995GBXzkLPrpSoqqriNHJzc1X8inDo0CHaunWrKR5OnTrF44EzkI3lDOXl5XTy5EmH8oSEBLJarYbtp6amkp+fHwGgiooKIiLKzMykuLg4AkCnT59W+W9xcTHXe3BwMOfv3nvvpa5duxIA2rt3L9lsNho/fjy/7ufnR6+//joBoClTplBhYaEDL2fOnHH4bcaHWJypqqricY/5+ebNmx3GFZmPXLlyhQIDAwkA5eXlOeRXWl3IdGOz2Wjv3r0EgLp06UJEROfPnycAFBQUREuXLjU1zpeUlKh85OLFi5Sbm0t33303AaBNmzYZykaJs2fPEgAKDQ2lRYsWEQCaPn26ytdZXuDm5kYAHGRnsVhoyJAhBIB2795tSNNms9Evv/xCAKhjx46qa0o9sNxn7NixwtjftGlTAkDZ2dmUnZ1NAwYMIAC0f/9+lSxfe+01p2TiDET60KK0tJTmzp1LACg+Pt4h3+3bty//bZTv1gfqZTJCRPTII484JLRERIsWLaKXXnpJeE91dTXdfvvtdOTIEV42btw4aXJFVJNEDR06lObNm0fPPPMML9+2bRs98MADREQ0ZcoUWrBgAd12220qA37ttdfoP//5D/+9ceNG+te//kW33347HT16lJc/+OCDhoG9qqqKbrvtNlqwYAFNnTrV4frBgwdp1KhRtUoCRMjJyaGBAwfSzJkz6eWXX67TtpUoLS2lQYMG0Zw5c1QycxYFBQU0aNAgHkRFOicievTRR+mLL76g9PR0GjhwID333HO0cuVKslqtNHjwYJo7dy7NmDGD7HY73XnnnbRw4UL617/+pWrj2WefpXnz5tHQoUP5YEZE9NZbb9HUqVNp0KBBLicRSnz44YdCnV+PSE5OpkGDBplKBq5nPPfcc/TOO++Yqjtu3DhauHAh3XXXXab979q1azRw4EA+yWJ2JwryREQ//vgj3Xffffz39OnT6b///a+qzptvvklPPfWUyv5tNhuNHDmSDh06RIcPH6aRI0fSuHHjVIP5888/T2+88YYpvv9p7N+/n8aMGUP333+/cOI8e/ZsWrFixd/KU1JSEg0ZMoSmTJlCa9as4eVMp0lJSQ73PPjgg7Rw4UK65557HK5dvnyZBg0aRMXFxfTWW2/Rc8895zJvRnZ1PWPu3Ln0yiuv1CuN9evX0+OPP64qO3ToEI0cOVLXlz/55BN6/PHHadiwYZSQkEB79uyhu+++m99z/vx5GjJkCD3xxBO0du1aysvLo4EDBwofjtQ1mJ/bbDbh9QULFgjH8o0bN9Kjjz5KRI751axZs2jVqlX89xtvvEEzZswQtm+32+nuu+9WJeyTJk2idevW8XxixowZtGTJEt1+jB8/nhYuXEh33HEHl+uFCxdo8ODBLo0vEydOpM8++4yys7Np4MCBZLFYVNdtNhvdfvvt9NJLL9HEiROFbZw+fZqGDRtGlZWVpmja7Xa65557aOfOnQ7XWNxluQ+bTGqxfft2uv/++/nvU6dO0fDhw6mqqooWLVpEM2fOpIEDB9bJA0k9iPShRUFBAQ0cOJDS0tIc8t1ff/2VxowZYyrfrQ+4EdXzJ/43cAM3cAM3cAM3cAM3cAM3cAMCeNZlY1euXOFrrZXIyMhQrSFkdSIiIvhvdrYFW5epPOuiurqar21jdZT3KtsCgNDQUDRu3NiBD+09ejzqtcPaEq3dl8nAmTbMwhlaZmg6254zbYnky/Su1CeDSPa1lZeILxGUvCr5EPUBqFmjq/ygVmSTDNp+afvkqg6M5K3nY1p/EulEJgc9H2H1WB1neALkfi/iUSZzUawR1QMc9Sgq0/KsbEdbV892RHLTyksPIl+oS//VQ218yIgPV2MaII7rMt4AGMpYVq+2Y4VRH7Xti+zS2djpCh+i+xltPX5FfBjZtsheZPFCGwcAR18MDQ0FAEMb1NJV3qOEUZ5hph0lv67kNNo2ncmjRPFVL8azdusiVzDr3874VUVFBd+m1gx9QB4fZHQB5+TtqizrA3/XWFCnqKtXLKmpqeTv769aI8f+Kdfo18Vvs9e0/3x9ffka1Nq0A4D8/f0pNTXVtAzMtlEX8naFpivtOdOWSL51IfP6kJmML7PlzvRL2SdXdfDbb78Zytssj2Z4N9u/+vJ7Z2yptrGkrmJRXcpVazd17b/16UN6fLga0/Tiem14q42PyORspo9mbM5ZHlzhw6yc68K2XfE9V9p0Rdau0DLqjyuxoj7zKCN7cSUGaNsxus8Z/jw8PEzXNYoPdSVvV2RZH/i7xoK6Rp28Gbly5Qp+/fVXWK1WzJ8/H126dOG7GJ07dw5LlixBfHw82rdvj8zMTMyePRvx8fHo1KkTjh49iv/+97/8+vnz57F8+XLEx8cjNjYWubm5iI+P578rKyv5ThqXLl3CRx99hPnz56Nx48a8vKysDFeuXOE7avn6+iInJ4dvGxsfH48GDRoAAIgIV65cwbvvvst5Sk9P57t2sQPr/P39cfHiRYSFhSE3NxfvvvsuPv30UzRt2pQ/tUpJSYHVanVon7WTlJSEgIAAZGVloUmTJpg/fz5+/fVX9O/f3/SslM14mbwZzxUVFQgODkZ4eDi8vLxw8uRJ+Pv7Iz8/H76+vujbty8SExMxfvx45OTkONBju/swPVitVpU8WTtXr15FaGgo8vPzsWnTJnz66afo1q0bGjduzGfXyrYaNGiAtLQ0rmOmw8TERLz11ltSekx/OTk5qKqqQl5eHk6cOIFx48YhODgYbm5uICIEBATw3ZOUCAoKctiGNjU1VVdmaWlpyMrKwvTp0x3q5Obm4qmnnnLQbWFhIZYtW8btPjk5GbNnz1b5gbL9oKAgnD59GiUlJfDz88O8efO4PpRyk/EXFBSEixcvIiAgAPn5+XjhhRdw6dIlle8xHuLj49GoUSOcPXsWH374odAH27dvz+Wk7KOyXCaf2NhYhISEqPp48uRJ+Pr64tq1a3j55ZeFNEV+rfwtihPMJ5m8lfRZfxcuXIioqCiH+CCjqeT92LFjDnGG2ejLL7+MJk2aICcnh+uWxZuQkBAUFhbi+PHj+Oqrrxz4FfGhjGFlZWU4d+4ccnJysH//foe2Wdzw9vaGl5cXioqKEBYW5hA7zNpOeno6PDw8kJubixdeeEEYC/SgpaPsJ4sThYWFWL9+vbAvV69e5edzuLu7IzQ0lPclNDRUFYNE9hcUFIQ///wToaGh8PPzg91ux/jx4wFAKt+srCw+FhQWFuLnn3/mOg0ODkZ1dTXfStnLywsFBQWwWq3YsmWLw9ii1KUej8eOHUObNm2Qnp6ukvPp06d5H0X+891332HlypVCX2Z6ZXZYm9ivjfd6/WjevDkuXryIZcuWqeSs9D29eJCdnY0lS5aoZM6uX7hwAZcvX8bixYtVslb6uTaGderUCUlJSVi8eLEqHufn58PNzQ0lJSU4ceIEDhw4oDu+WCwW/Pjjjw6y1vJ56dIlTJ48WSrv3bt381gny1mUsaSqqorzHhUVxXe7CgkJQVpaGpYsWaJrd1FRUbh8+TIfP7VjrCjeXrx4kedVIr89d+4cPD09UVxcDD8/P7i7u2Pz5s1Yvnw5brrpJlUMuHr1qm6ec/nyZbRs2RLXrl1DZmYmPvjgAwf/luVyIr88c+YMysrKYLPZUFVVxbfaF8mPxUtfX1/Y7XZcvnwZn3/+uTA+KOX98ssvw8fHxyFma2M/G2OU+UujRo2Ql5eHqqoqbn/Xrl3jsmVbKDNZRkRE8DcntX07LXqro8xDtbx5eHggKSkJgYGBSEpKgpeXF3Jzc5GQkICJEyeicePGaNiwIUJDQ/nbHuVbnnp9g1Lb2Yx2FrZr1y5KT093KD969ChlZmbSjh07+O9jx46Rr6+v9LeoPmtTOStdv369Q7neLPa7775T8cZ2Z9DS0PsnoyNq3+if2VmpUqZKnjMzM1W7x8jwxx9/EAD6448/pNf05Gy2H6wtrRxE8pXRM/u/kT5E5XoyU8pBWUfWJ63ds3rstzP6kNE2un/9+vVCHkTy1/qUqI+uyMeonpamM79FPqmkr5SDyG6N+p2amuoQh0QxTURHREvmP0a2LmrbWZ9z1nZEscDMfWbihLN90cZ+Z2KaGZ6Uv0XjlFEfzMYQmZy1dia6Xxs/RHp1VtdaPrR6NGpDuauVK7wYxUSZX5mJYcrrslhv5HNGsduoj3qxThRLRLybtTvtPWZivCjPMsqXtP9E9ZzNc4x4cMYvXaGvl9/J5G0U+43sz+hfbd9O69ES8Sbi83p5w1PrNyPsCcvDDz+MDRs2IDw8HLt370ZCQoKq3N3dHbt27eIH+7i7u2P79u18H2m2J7byt6i+sk32PwBh+bRp09C5c2ecPXsWb7zxBi8vLCyE1WrFtGnTEBwcjMWLFzvQYPcWFhaisrISOTk5iI2NxU033YSLFy9i8uTJUjpm2vDw8MDZs2cRFBQkfVthJGulnPLz83H77bfD19cXNpsNRUVFyMnJgZeXF7y9vdGnTx9T+hTJ2dl+MDA5K21A27aeXo3+l+lXVq61RZHMjhw5IpQrWz+u1S2jobR7APj999+RmJgo1ElOTg6ioqL4eTkiHcj4y8zMhM1mQ4MGDRzWkTOa7KwFrVx//PFHhISE8OuyPurRZ28X9eqUlJRg9+7dqnpMLjIelH4u83ulvyrps7YOHDggtCMZDcb7hQsXVHFHKzetbhkdJT9KGRcVFUn5MLJ1Zduu+JyR7bAnhjLbMwu9OMF8wpW+sLYbNmyIzz77TBrXysrKMGbMGKd5YuVKXzHTB2diSE5ODgIDA2G1WlVyzsnJcRjftPcnJSUBgIPNMb8x66fsqWnr1q352VEyPeq1YbVaUVxcjLKyMoc4YpYXdrCeLCaymCvyK9F4ofRlI39ieYVeHaPYzc6KUPa7qqpKOmYo44yW9u+//84PbVbmIcw/UlJS8Pbbb0vtTjumisZYEQ968c1onHdzc8OTTz4p5cXIvy9cuAAfHx+Vf8t4MPJLpYzM5lk//vgjli1bptKH1s9lNiKL/ey6s7J0NfdTQpsHammdPXsW69evF8ZC7Xhlll+lDp3l1yzq7AP20aNHY8OGDdi7dy969+7ND+WRle/du9fhwyTlied69Vmb7H92KrO2/NFHH0VcXByOHz+ON954w6H+o48+CgB8MgKAn9rK7hWBHXoko8M+rNJrAwD69++P48ePG8pWC0ZXKafg4GCcOHECmZmZ6NKlC7p27YpWrVph3759/FWqGYjk7Go/tHoRta2nV6P/ZfqVlWttUSQzNlBo67C+aHXLaGjt1c/PD926dUNiYiLKy8s5jbi4OHh6euLcuXO6OtDTKTugrFGjRqr7GE0tr6zf2uuyPurRZ3agV8fT0xOnT59W1dPKRUtLeYhXQECAammA0ieBGn9V0menP2v7K4s9jEZ0dDQSExMdTo9m9GT3K22A8aOUscyezdh6bWOHke0kJCSgurpaeGK2M9CLE8wnIiMjXe7Lli1bEB0dLe3H/v37sXPnTk7DLE8yXzCK5c7EEBZ377jjDml8l93PfFovnjDdGfFw5MgRfsimnh6N2khNTVXJwFlebr75ZgA1p69HRERIY67Ir7Tyl/mizJ8Yb3p1jGI3sxFZTG/Xrp1QZyLayvigzEOYfxw/fhxvv/22tF9aexWNsTIe2N+yGCTzU2bDMl5c8W9tjDXrlyIZGdEPCAjgSwyZLLR+LsshjexNpqf6yv2UkNE6fvw41q9f78CbaLz6O/k1Qp1NRpiShwwZgri4OH6Stax8yJAhDm0oy/Tqf/HFF6q2e/bsqfrN/t+yZQs2bNjAA7K2/pYtW3DlyhUhD6tXr0afPn1QVlaG7t27w8PDA8nJyYiKiuJKYXxo6Sjb37BhA2JiYlTtZGdnw9fXF/n5+fxJmDNgdJVykuGOO+5wqm2RnEWyUPahoqJC+N2GVi+itkVlRv8b6VdWrrVFEZT2pqwTGxuLVatWOeiW0RDZq55eevfuLXVuo3sfeOABAHC4X8uDSP56PLI+uiIfLXr16qVLU/YbAO69915V35Q+2aRJEwf6zZs3x5w5c6RxQEaDgd2vpae0UZFclfFDZOMiPhhkts3aFvlcVlYW/Pz8+HdwolOvjfTSr18/AI624yz04sSFCxcAgE8oXYkfSv2IMHr0aId+mOFJplNZ7GD60Mae2sZd2f2sP3q+yuzViIehQ4fq8mCmH0OHDkVYWBgAcd/N8ML60K1bN2EdPb8yimEyn1cm4Fp/1v5f27go05mIttJGRXkCs1NZv7TlRvLR0tSLQTI/vXbtmi4vsjyHxaucnBzVqfMiuZj1S5GMjOgfO3bMga42Lmj93Cj2m8099WSSlZWF2kBGi+2cpuVN6VdmdH/hwgW0bt0aV69eleZ4dYlaT0YiIiLg7++P//3vfwD+EkxISAh8fHwcylmQ37JlCywWC7y8vFBVVSX8Larv4+ODH374Ae7u7rzt33//Hd7e3vjf//7Hy93d3bF06VLOp6g+u84+hlbS+Oyzz/DZZ59J++3u7s75UNIRtW8Ef39/4VajMln/8MMPKp5FRn/hwgV4eHggKioKSUlJCAoKQm5uriENkZyNZKHtB1s2otSLqG0ZPaP/9fSrV874kDme1WrlDidz8C1btsDHx8dBtyJ71ZuIXrt2DYWFhUI5ivhLS0vDhQsXMHDgQP5WRblNo4gHrfy1AVjWR5l8/P39eWDX619eXh5/Ja7lScaDVm4iv1faoGhwEsUBM7pp1qwZvL29UVlZKbRRLc9a/9bSYveL+NCzdaV9uepzIt1dvHgRdrsdjRo1wtWrV4W24yzMxAln++Lr64vy8nKpbWVmZqKsrAytWrVCUlISiouLUVlZaZonpZyZnNLT0+Hr6yuMHcBfutaOOXpxt3Xr1jh//jzCw8NRUVHB24qIiDDs4549e1Tta/1GG4uMYn9GRgb3SxFkCWheXh7atWuHCxcuIDU1VTiWK31PxktaWhqnLXvAx96MiGKraAyRxThRrDfjc2bjorM6k8US9kBFL0+QxTKtPIzkI8uzRPLQ81ORbJ3Nc5S2L+JBqQsjv3SFvl5+x2zPyDb05C/LQfRgNvdTQplz69HS8qYcr5zRfW35NYs6OfTwypUrOH36NO6//36UlZU5XHd3d4fdbq+z33pt68Hd3R0eHh7CJ4rOtAPUvK5bsWIFgoOD+dr9nJwcxMfHqwYgPfj6+mLz5s3o3Lmz07tpnTp1Ck899ZRpWgz+/v5ITEwUnlHAdh0xC29vb7z66qto06aNamcIUVsi+Torc3d3dwwYMAB+fn4u7aaVlZWFr776SpXAyOiI+DJb7ky/lPpwRQf+/v7YvXs3hg0bpitvszya4d1s/+rL752xpdrGkrqKRXUpV8AxdrhqO6JYoAezdFzpS4MGDRzs2Oz9bm5uwrGnNrzVxkeUUMr50KFDGDp0qC6vZmzOWR60fLhiLz4+PnBzc+PfHzjDi1EdV3zPlTaN6riqc2d15kqsqM88SgRPT09MmzaNf5PHkJ+fj+XLlzud5xj5t7O5nNm6Mrs1aqsu5amUZX3vpuVsHgrU9GXEiBEIDw//x3bTqtMT2LUHrezbtw8zZ87Efffdh3vuuYeXX7hwAYsWLULbtm2xYMECWCwWPP/88wgJCcGiRYsA1GzDZrPZ8NJLL6G6uhrvvPMOcnJysGDBAjRo0AAfffQRTp8+jdmzZ6NRo0Z8trZt2zZ89dVXWLJkCUaOHKniT3T4TWFhIYYMGYLo6GgsWbJEVX/y5MkgIhw8eNChr2YPPfzhhx8wf/58TJs2ja/ZM2rDLLS0tm3bhkWLFuHFF1/E0qVL8fPPP/PvW8zQVLaXn5+P2267DbNnz8Ydd9yBYcOG4V//+heefPJJp9sCgFOnTmHixIlc50SERx55hOs8IiIC5eXleOKJJwAAa9as4a8ZzdAzC9FhQD169EBERAR27NgBQHwA1yOPPIJz587h7bff5gciffDBB9i/fz/i4+PRuXNn3t6OHTuwfv16PPzwwxg9ejT+/PNPLF68GLfeeitmz55t+tDD7OxsjBw5EkuXLoXdbsf8+fOxY8cO1Tp52aGHn332GVavXo1//etfGDlyJH7//Xe8/fbb6NatGx577DHk5+dj0aJFaNGiBWbMmIHw8HA88sgjCA0NxcyZM3kgunjxIhYuXAgAWLBgAe666y6hfKZOnYoTJ07g6aefxmOPPaaSI6uzY8cOvPjiixg8eDAmTZrE5RIdHY3p06fDbrdjxowZnIfq6mosW7YMdrsdL730EoKCgrB8+XJkZmbipZdeQlhYGPfpVatW4cSJE1i4cCHatGmDrVu3YvPmzXjsscfQrVs3Xi87OxszZsxAZGQk/3DxiSeegN1ux5o1axw2BVi0aBEuXLjAv4F46623cPjwYUycOBFdunTBH3/8gc8++wxTpkxBnz59VPf/9ttvePfdd9GhQwe8+uqrDocejhkzBg0bNuRP4bTyGjt2LFJSUvDLL78gMDBQxZfRoYdr1qzBF198gZ9++glJSUl4/PHHHXyqrg49ZDEOANauXYu4uDgHG5k1axbOnz+P3bt382U/Ij5E/rlq1Sp88cUXePPNN3Hrrbc68CM71Gzo0KEoKSnB4cOHVeXawwyXLl2KLVu24L333uPLC0X1WAwbNGgQj1NAzQFskyZNQnR0NL7++mshf0aHDS5atAjbtm3D+++/j6ZNm6ps5eDBg3jvvfdw77334t5770VKSgrmz5+PDh06YMqUKbz///nPf1BUVIQhQ4ZwnzXLh81mw6BBgzBhwgT89ttvCAsLw8qVKx3uB9Ryvnz5Mu677z506tQJs2fPBgDOH1DzXYS7u7uDbfft2xcVFRX44IMP0L17dwd7WbZsGQ4fPow777yTL9nbuXMnPvvsM4wZMwYPPfQQjh07htWrV6NLly6YOHEiPDw88Oyzz6J169Z48803ATgeejhkyBBYrVb8/vvvXMfKOosXL8bhw4exdOlStGzZEl9++SW+++47TJo0CZ07d1bFm8zMTFRVVWHnzp0O7ZSVleH+++9HkyZN8OqrrwIAHnvsMXh5eeHFF19EdXU13njjDRQVFWHx4sUICgrCO++8gwsXLjjEti+++AI//PADFixYgLZt23LZ//zzz/joo4+4PBISEvDqq6/ipptuwlNPPYWysjLMmTMHUVFRmDt3LgBgxowZ8PHxwdy5cxEUFISFCxeioKAA69evr9Whh0eOHMFTTz2Fe+65B/PmzZPancj2R4wYgby8PGzbtk1l9ytWrMDp06exefNmxMTEqO7RHnq4f/9+PP/883jkkUcwffp0B/qAY3y45ZZb4OPjgw0bNqjovvDCC0hPT8emTZtUCf2bb76Jo0ePYt68eWjXrh02bdqEb7/9Fvfddx/69++P1NRUvPHGGxgzZgymTp16XR16eO3aNdx1112Ii4vD2rVrHer/P3XooQhffPEFAaCZM2eqys+ePUsAqE+fPkREVFpaSgCoSZMmvE5AQAB5eXnx361btyYAlJ2dTUREw4YNIwB05MgRVduLFi0iALR27VpTPF65coUAUMeOHR2u+fv7k7e3t7nOSvD+++8TAFqyZEmt2jGDp556ijp06EDnz5/n29K5irVr15K7uztlZmYSEdH48eOpU6dOLrdnRueXLl3iW8j9+uuvLtNyBpWVlQSAGjZsqFuva9euBICSk5N52aOPPkoAaPv27aq6Wp2zbRbHjRvnFG9MBzk5OWSxWMjNzY0++ugjU/e+++67BICWL19OREQ//PADAaBHHnmEiMzpg4ho48aNvHz+/PlSep07d6aQkBCaNWuWtM53331HAGjChAlERHT69GkCQH379iUioqKiIgJAzZs35/dofTAmJoYAUE5OjqrtsWPHEgDas2cPERG99NJLBMBBXmZoKNGnTx8CQGfPniUiR52vWLGCANA777zjcO/LL79MAQEBFB0d7XCtvLycAFCjRo0k0iJq27YtAaCMjAxpHRHsdju1bduWHnvsMf47JiaGJk+e7FQ7ZrF48WKKiIggAPTpp58K63Tp0oUAUEpKitPtP/PMMwSAvvrqK6fuCw0NJQBkt9t1602YMIEA0LZt23Tr/fTTTwSAHnjgAVV5dnY2AaA2bdo4xZ8SslhCRLRu3ToCQHPnziUion379hEAuvvuu1X1goODKTY2lu6//36n6Z84cYIA0P79+2n27NnUqFEjQ7kR/bWt7eDBg3nZjz/+yOO4xWJxuIfFGgC0adMmYbs9e/aksLAweuaZZ3jZ2rVrCQC9/PLLROSojwsXLhAAiouLk/IbEhJC7u7u0uujRo0iAHTw4EEiIpo1axYBoM8//1xVr1OnTjRkyBACQGVlZQ7tZGZmEgBq27YtL/Pw8KCgoCD+u1GjRqr7e/XqRQAoMTFR1da0adMIAG3cuFFVrs2vDh48SABo1KhRRESUlpZGAKhdu3b8Hnd3dwoJCeG/o6KiCABVVlZKZWIG2tjuDCIjIwkAVVdXq8oHDx5MAOjYsWOGbbBxatq0aabpavXBIIu748aNIwD0448/EhHR0qVLCQCtWbOGiOT57vUA7Vh7PcLd1UmMGZSWlgKAw+siVs6Wy7DfyuVTVVVVqKqq4q/B2DXZvQxlZWVwc3NzKDfiUbR0p7KyElVVVaBavDwqLS2Fm5ub00sPXMGRI0fQq1cvfvgU23LQFXz99dfo378/GjZsCAC47777cObMGfz5558utWdG58odQJR/1yf09K+EyN5kNqjVuVkaWvzwww/o06cPwsPDERERgT59+vCn6EZgPDDaMvnr6QOoecoZFhaGmJgYpKSkSOlZLBYEBwdL16aboSmSk9YHtXUZWIxh5bI4YIaGEkby0spZiezsbAQFBQllYsYmZPZlhBMnTiApKQkPP/wwgJpv4h566CF8/fXXTtugGaSkpCAmJgZRUVFSG3G1L7W5l90nW57BILMpLWQ+4qp/K6HXRxZHWD9E9EpKSlBUVISGDRvyrWidwYEDB+Dl5YUePXqgX79+yMzMxKVLlwzvE/GitHeR7bPY7uHhIY3zLJ4or8viql780KKyshJ2u11aR6sHbVwBACJCSkoK36CB7TamhJYXm80Gm82moms2p9EbZ0Q8ymIWy6e0sU/UtrOojQ8Y9dtM7iTzTRlE+nCWH6vVKhxjnV06/3fAWfn8E6j3yYi7u7vD+limTJnjKx2G3WsmSLC23d3dTTuXlhcGm82G6upqEJHhYKYHJoP6noyUlZXh1KlT6NWrF9zd3dGzZ0+XJyP5+fnYvXs3xo4dy8tGjBiBgIAA4TIEMzDSOfDXwOXu7q6b1NYlGF9GAUQUoGQ2qNW5WRpaej/99BPfNQgARo0ahV27dpkKKFoetIOFGX0ANcswoqOjER0djcuXLwtp2e12WCwWNGjQwNRkRDZ4auUk8kF2TetPokmCyO+0PBj5udFAr+ff2dnZaNCgAaxWq6lJkRFts9i4cSMiIiJUO+c89NBDyMvLw08//eRUW2ZgxkZc7QtQk4S78kDHbDKjTfJlkOnMFf/WQk8+ZuIJm4C0aNHCpcnIwYMH0b17d/j5+aFv3768zAgiXrKzs/nuQ6J4wMrCwsKk8YL5jvI6k4PZBywiyOIHg7YtUT6Rm5uL0tJSdOnSBQCENq+NM8p4yx56aHUu443Zv2ycYTmSVhdm5FPXkxFXfEBm+87wxiYGZmOESB9afsyOMdrfZr9d+ztRFw9M6hv1Phnx8PCQDsTaQYD9VipTVlcvERTR1ONR2b62XETDGTjLj6s4efIkqqur+ZrnXr164fDhwy691fnuu+9QXV2t+s7Hz88Po0ePxubNm13iz0jnwF9PzCIiIv72NyPl5eW6shIlLHpP35U6l9mYHg4cOICSkhKMGjWKl40aNQrFxcWmkoTS0lJ4eno6PMFnvmVGH8BfiWZMTIw00SwoKIDNZkNkZKSu3rTB2hnfltVl0JYbxR49GnrtanWulbMSFouFf9+jlYuZwduVBN5ut+PLL7/E/fffDy8vL17euXNndOjQARs3bjTdlllcvnwZMTExujZiNuEXwZUYyiaZZmiWlZWZeoBlNFbUZjKi90ZfFk9Ek5E2bdogPT3d6Y/bDx48yLd9btCgATp06GA6zmh50bN7ZZksXpSWlsJqtTpcN4qrRnpgb0WUdbUwE0eYjcfFxcHDw8PUZIT9Fj1YMYptshhjZBeyN2rKNwK1eUig5cWVh65KeRjFdCP6ruR9oodQMploxy3RGPt35HquwJUc5O9GvU9GZE4EOCq3srISNptNmCBo62p/G9HU41HZnrZcRMMZOMuPqzhy5Ah8fHz4h9S9evVCVlYW38rTGWzevBm33HILmjZtqiofO3YsTpw4Yer1vRZGOgdqnoaFhoYiKirqb3szwvjQe3UPiANjaWkpvLy8DG3QFRv44Ycf0LhxY35gGAB07doVjRo1wvbt2031S48HM/oAapbgsKfeaWlpwoGe6apx48aGb0ZEPIgmRETk1GTEarU6DMwimSsHaBkNJbQDk7Zdq9Uq1W12djb/iFErF1a/qqqKJ81ayGKcHg4dOoQrV67goYceUpWzpVpbt26t07e0NpsNV65cQcuWLREdHS1dplXbyYiz/uNM/NbTobZNvQlubZ6I6vGgjTPswYJSj2wy0qFDB1RVVTl8rKuHK1eu4OrVq6rNAfr16+fUZETZ9+zsbDRs2BBeXl7CsxSM4gWbgGiva2Wk1QeTh0wPZmzCKOEEwG28TZs2aN68udDm9eJVaWkpbDabwzItvQessjzKTEyX8aCM9XUxGXElEVcmx0bJvxF9V/I+Z+harVaVH4rs8e/I9VzBjcmITrIGiJWuXdJQWloKu93u4Kjs9aloGYaIph6PSl605YyWqygtLYW3t/ffMhmJi4vju/mwNyTsZFGzKCoqwq5du1RLtBhGjhwJX19fbNmyxWn+tHJWypT9bbFYEBUVZfiEvS5hVs/a5U7sby8vL6ENKnUuq6eHH374AaNGjYKbmxsvc3d3x8iRI/kJ7HoQJTDa34B4oGJ82u12pKamIiYmBtHR0SAi4eSW6apZs2awWCzSN0yiYK78n5UTEcrKykwN4Hpt68Ue9kTMKEER8agnV61cmjVrppKRiJboXiYDJW0z2LBhA5o2bSrcdeqhhx5CSUmJqcmsWaSlpaG6uprbyNWrV4WTK1f6wiDTpR6cmYyY9U8jm6qoqFBN5J2Bnh1p6YrqpqWlITQ0FK1ateK/zYJNOtjyLKBmMnL27Fnk5+cb8g2ox0+LxYKGDRtK4zj7HqRhw4a6b06aNWuGnJwc1dsMPR83mhSasQlZHFHaxuXLlxEcHIywsDDp0kTlxEj00EMUb0VjjLLfRrkOS4a17ZjhoS4mI67kOXrjr/abDKN2nBljZX1Xxl2ZHmSTD2dzz78T2jH3ekS9TkasViu8vb2FRiZaA8v+1v5WBhflPSLjt1qt8PHxcXrtIPtgXlsO1M5RZTKoa7CP1xkaN26M5s2bO/3dyPbt21FRUYH77rvP4VpgYCBGjhzp0lItrc5FQSg7OxtRUVF/65sRM3omIqmtymxQqXNZPRlSUlKQmJioWqLFMGrUKJw9e1b40aSWB+2gquVJuTRFNDnMyspCRUUFfzMCiNdHM13FxMSgvLwcJSUlQp5EkzTl4GkUB/QGLta20r5EfqcdhET9VkL0xsUMHZvNhpycHC43rT0b0dV7YihDdXU1Nm3ahAcffJAfOqlEbGwsunfvXqdLtZg9MBux2WwOibDdbq/1mxFnY6iRfEXtm5m0yMYzBlffjuj1UXtNNKakpaWhadOm/G22s5OR2NhYREVF8TK2ZOu3334zxbdSdiyOyyYjRnFeGU/sdjvy8vJUtGS+p/RR0QMRMzahla2of2zpqpubm3Qyon3ooRfLlHyLlgu6Os6w/9myLKP4Whu4mufojb/OtOnsGCvruzLuivxcz/7+rlzPFbC3ONcjbwz1/mbEx8dHOMP08fFBeXm5cFmWmRm8UdtmjZIFAEDuGLWZjLj6xMAZ5Obm4uLFi6rJCPDXdyPO4Ouvv0aPHj3QsmVL4fX77rsPhw8fdnr5l5HOgX9mMmJGzyxAaZ96yHQrSrqdsckff/wRnp6eGDZsmMO14cOHw8PDw/DtCKOpDJxKHszogy0/iImJQfPmzeHu7i5ckpCdnQ1PT0+eeMveaonkwoK3mSd3erqS9U80wJltkyXRynbYww4jOnl5ebDb7WjSpInwQ10ju3Ml/vz888/Izs7mu2iJ8PDDD2P79u0oLCw01aYRmD2w74qUZQxM5q4uYXDWf9g9or9r077emGOWlis8mIknbDLSsGFDfvK5WSi/F2Fo3bo1GjZsaLhUS+sPgHEcZ2/AjSYjrVu3Vv028nEmJ9mSWzN6MhNH2O5xAKS7DDoby6qrq1FVVSV8kKo3zhjJwxkeagNX8xw9HkS2pdeOs3mfM3+z33p+6Eqc+rugzAdqsztsfeIfm4ywU7NFTwlkv1kyaLPZUF5eDl9fX6HjOmuU7PAcmSHWZjbJ+lqfBsqWYokmI8eOHTO9dKC0tBQ//vijcIkWw5gxY+Dt7e30Ui2tzkUTP/bh4/W2TIvV0eqR9Ulkg8q62omBEX744Qf079/f4cBKAAgJCcGtt95quMWvjAflb6YP0ZIo4K+n3i1btoS3tzeaNm0qfAposVgQERHBt4GWTSStVquKJ/ZbtixL9lv29FBv0qDtm4yGtk0ADnLUk6tSJgCk9mx2MuKM3WzcuBFt2rRB9+7dpXUeeOABVFRU4NtvvzXVphEuX76Mhg0bws/Pjx+apbURkRydwd8xGRH5sRZa+1Xe7+HhYYqWs20r+dOzufT0dDRt2hQeHh5o1KiR6clIcXExEhISHJb1ubm5mfpuhPGmXFlgFMezs7P59dzcXIfxyWKxIDQ0FE2aNOG/ZXIQ/WZ/i3gV/c3AHoiI4qSyPnszAtRMwrOzs6VLqNjfWtqyNyUy+zKT6yh/s7f5LLcxk2fVBq7mOTIeqqurUVlZabpNZ+kbTUBkkz9XxoLrAYw35TK06w31Phnx8/PTnYwwp/D09FT9VtZlp2MyxSuftGk/kHPFKEUBTPm3Mx8Ditr38vIyXHtbG+zduxehoaH8SRJD7969UVpaihMnTphqZ/v27bBarcIlWgwhISEYPny400u1tHJmT9PZbyLi657DwsJgsVj+lj2xlXpmywFkdby8vJCZmakq9/T0dEi+c3JyHNaS+vj4oKSkxPCpRGlpKfbs2SNcosUwatQo7N69Wzd5YnanXOKg9EXGEwAUFhY6+CAAJCQkICwsDEFBQQBq1nCfOXPGgVZycjLCwsL4Mg/ZjkpM54zvzMxM1YCdnZ1tagD38fFR+T17s8P8noiQn5+v+9YKkC+X0P5W6lgrR7YcLjc3V3UvW0YXGRmJ0NBQJCcnO8iCfQ+klzh5e3sLPwLWoqKiAps3b8ZDDz2k+s5Ii+bNm6N///744osvDNs0gzNnzvDvYvz8/BAVFYWEhARVHWX8dvbBDhGhqKjI6UFeqQ+j+9gSBqO3sVlZWdyvlX7MbMIMLRGICMXFxdI+WiwWh3ji5+fHv1EhIly+fJn7X1RUFM6fP2+K9s8//wy73e7wZgSoWap1+PBh3eQlKyuL+6zVakVhYSGsVisaNGiAkJAQXL161SHmXblyBSEhIQgPDwcRqWIqAFy8eFEVT9ibB+2EjcUTUfItevNnlHyzD7qZfxMRCgsLVd8iVFdX49KlS2jevDkA8BUE2vO3srOzVQ85ZRMBDw8P1WTG09PTQR6ycYbFsoKCAtVEym6384c7jIeCggLdyUhtVyLIcj0z9zEoY0NRUREA8w8wZBM2M3RFf8vyVm3s146pSn1cT1DmX0y21xvq/ZsRf39/B6Wycva36Ley7ldffVXD7P/55oBdT0tLw2effSZs26xRamkryxnef/99U23J2r98+TKuXLlSbxOSlStXoqCgwCEJYU/Wn3nmGVPtPPjggwBqdgnRQ5MmTXDgwAF8+eWXpnnUyvm9997jH7parVYkJycjKysL27Ztw+7du2G32019qF1bKJPTTz75RMo7UDNZ+eCDDwDUJMAVFRVITk5W8Wm325GQkICkpCTVEqnc3FxUV1cbbijw5JNPory8nD95E6Fly5YoKyvDk08+Ka1jtVqRkpKCy5cv8wTB39+fJzBWq5UvZfj++++FfrBixQqVzR46dAjbtm1zoPXpp58iMTERGRkZAIDVq1cLedq5cyeSk5NhtVpht9vx4Ycf8kSb2QSbgIriAIsjZWVleO+99/g1tq49Ly8PVqsVOTk5SE9PR2pqqm7sET2h1NYFagbqDz74gL+R9fPzU+k2KSkJZ86cUX24/fbbbwOoSaSOHDmCrVu3qtpes2YNH7BEsYqVFRcXq/oqw7hx41BUVKT6CFmGmJgY7Ny5E999951hXSNs3rwZf/zxB/+dnZ2NN954Q1WH9V27HNAMUlJSUFhYiPT0dKcmMuvWrQNQk+zp3ceS2IsXL2LXrl26bW7btg0pKSmqDVUA+RhiFgkJCaisrITFYhHef/ToUfz5558qm1PSO3fuHLKysrBz504ANYdebtq0yRTtyZMnAwB/C6GEm5sbKioq8NJLL0nvX7duHdLT0zlf7CHVvn37uLyUiW5JSQnOnj2Lbdu24dChQwDgMDFeu3YtUlJS+BuR119/XdVvJgetPkpLS/lbFtGbP3af3hbKADiNa9euITc3F9euXePXvv32W1RUVOD3338HAB7zXnvtNVVb7733Hv92Ti+W2Ww2vPvuu/y3xWLB2rVrHfhKSkrCgQMHHPqTlpaGvLw8XL16FVarldPcs2cPSktLeU6wadMmh9UIyt9mYowemA+UlZU5ta207K0p80Utn0b0zcYXWdxnf2snI+zNnzb2K39r9XE9wWq18phVlxuY1Cnq/lD3GtjtdgJAQUFBBICuXbvGrzVq1Ig8PT0JAH322WfUo0cPAkAA6D//+Q89/PDD/Pfo0aMpNTWVevToQW5ubtSuXTv67rvv+NH2Cxcu5O3m5OQQAAoJCSEAVF5ebshnq1atyM3NjQDQG2+8wcsfeOABAkC33HIL7d692yUZlJeXEwCKiYmhMWPGuNSGGYwZM4aef/55h/Kqqirq0aMHvffee6ba6dKlC913332G9Q4dOkTBwcG0f/9+0zxqdb5x40bq27cv17nNZqP+/fvTzp07KSEhgXr06EHFxcWm23cVt9xyCwGgnj170unTp4V11qxZQwCoX79+9OabbxIR0cmTJ/l9zz33nKr+ww8/TB07diQAlJubS97e3tSgQQPq168fVVVV6fKzZs0aat68ORUUFEjrFBQUUPPmzen9998XXi8rKyMA1Lp1a7rzzjuJiMjLy4sCAgIIAJ04cYIaNWpE3t7e1LNnT8rLy3PwQSKi+Ph4mjRpEm93xYoVNHbsWAd6s2bNohkzZpDNZqNBgwbR999/L+Tr2WefpZ49exIAOn36NK1YsYL69etHAGjDhg30xRdf8N9z5szhPgiA7rzzTlq0aBHXw7p163i7FRUV1LdvXwoNDSVfX18iIho5ciRFR0cTAKqsrOR1u3XrxtsU0VBi/fr1nN6rr77KdR4QEEBeXl6Un59PAKh9+/b0wAMPqO7dv38/9e3blyorK+mll16iJ598UnX9q6++4rYn8t0VK1YQALr11ltp7dq1QnkqER8fT5GRkVRUVGRYd+/evRQQEOCU/8rw0EMP0csvv8x/T5061aE/mZmZ1KNHD/Lw8KCWLVs61b7dbqchQ4ZQ48aNyc3Njex2u6n7/vjjD+rVqxcBoMGDB0vrnT17lvvxM888o9vmrFmzqHfv3gSADh06xMvbt2/PbWjJkiXmOqZAVVUV9e/fnyIiIsjLy8vh+qOPPkpdunQhAJSZmUn+/v7k5+dHAGjfvn1UVVVFffr0oZ9//pmIiBYsWKDyWz08//zzNHToUKFcMzMzKSYmhvbs2SO9f8mSJTyOb9myhXJzc6l79+508eJF2rJli7Dt0aNH02effUZXr16luLg4SktLU12fO3cu/fvf/ya73U7Dhg2jzZs3U0VFBQGg4OBgAkAWi8VBH02bNiUPDw/q2bMnWSwWB14ff/xxrqdhw4Y5XN+1axcBIF9fXwoMDCS73U7Dhw+npk2bEgCy2+2Un59PXbp04WNFaWkpde/enQ4cOKBq68MPP+RyWbFiBY0cOZLTHj9+PM2cOZPnMF9++SV9/PHHPNasWrWKt3PlyhUCQN26dVPplOVXzZo1o2HDhpHdbqegoCAKDAykPn36kNVqpTZt2nDbvnr1Kg0fPpzz8Nhjj9G0adM4zc2bN0t1bAaenp58fJGNoyL8+9//5jz169ePlxcXF1OvXr3I39+fwsLCdNuw2+3k5ubGc83U1FRDulp9MLC46+bmRrGxsbz8+PHjPPZ7e3tTXl6eKte0Wq0O+rieEBkZST4+PtSzZ0/d3OKfRL1NRmw2G3l6elJ4eLjDZKR58+bk6+tLAOiLL77ggzJLEB555BH++6677iKiGoPz9PSkzp07044dOwgAffDBByqaLDmIjIwkNzc3qqioMOTzpptu4knyW2+9xcvHjRvHk0lXUV5eTm5ubjRw4ECX2/h/BVqdExElJiZynf9TGDBggOHE9aOPPiIAtH37dl52+vRpAkDz588X3sOS3Pz8fAoICKCYmJg6510GNgkeOnQoL/Pz86OwsDACQAkJCdS8eXMKCgri17U+WF+YO3cuAaCzZ88SEdGGDRsIAG3atImI/pLrvHnzuA8CoPvuu49eeeUVAkBHjx4Vtt2iRQtVn/r160dubm6qyQhLUGU0lPjyyy8JAH355Zcq3sLCwsjPz48KCwsJAN17770uyeLPP/9UTf6UWLVqFQFwSHL+b4afnx+1adPGpXu7dOlCXl5eTg3ypaWlBICGDx8urcNi0OzZs021uXTpUgcbvPnmm8nd3Z0A0LJly0zzp0WbNm3Iz89PeG3ChAkEgLKzsykkJIQn5deDfaxbt44A0LfffltvNCoqKsjNzY0iIiIIAOXl5RGRWh8xMTHk7+8vbeOJJ57gvj5y5EiH63v37uUTHmUC3L17d/Lw8KDq6mqneD548CABoJUrV9Kdd96pmgjEx8cTADp//jwR/fXg4+uvv1a1cfXqVQJATz/9tKqc5VdxcXG8rEGDBtSwYUP+u0OHDuTt7c19ZtSoUZyHSZMm8QnRhQsXnOqXCL6+vtSgQQNVbDcDNiECQIMGDXK4Hh4eTlFRUbptaHNNM5MRrT4YWNz19PSkjh078nL2ICosLIz8/f2poKCA55psMqLVx/WEpk2bUkhIyD/Nhi7ciOpvcVthYSH8/f1RXFyMBg0a8HK2g095eTnCw8NRXV3NX7GGhYUB+GudcUhICN/tqqioCH5+fnyNdnh4uAPNvLw8BAUFobS0FKGhoYY8VlZWoqKiApWVlar27HY7CgsLOT+uoqCgAIGBgXw9/v9fodU5Q15eHsLCwnTXudcnbDYbSkpKEBISoltPZG8yGwQAIkJBQQHCwsL4enC2HOzvQEFBAYKDg1W+4+vri+LiYoSHh3N9BAQEAICDD9anPrRy0/5mNkH/Z8028Fcc0JN5RUUFqqqqEBgYyPtUUlKiigPafopoGPEaFBSE8vJyBAcHIz8/X3ifWejZv15f/29ESUkJvLy8+Dp2Z1BVVYWysjLhpg56yM/PR3BwMP/AXARn5aytz3irqqqqlb4qKyu5XWlB/+c7qAYNGqCkpIR/K3G92MffYasFBQUICAhwyCcYba3/a8Fk6ObmJrWJ3NxcBAQECGOj0RghAuPNZrPxtfosHjF9autqIYsRhYWFCAgIUH3r5+Hhwb8NqKqqQnl5Of/mj/FARDyv0fLgKlhuVlRU5JQdMJ14eHggMDDQQSfsjBS2LFGGwsJC+Pn58fHNCFp9KGWbm5sLb29v+Pr68u+hWHlQUBAqKioQFBSE/Px8BAUF8TFGq4/rCWz5HLPp6xH1Ohm5gRu4gRu4gRu4gRu4gRu4gRuQ4fqbwqFmtw3tDlYZGRn8bYkSoaGhaNy4sUN5REQE32qyNnT1IKPhTDtm+XSmTfZRnVYuIhnK5CfizVX5GOkzJycHxcXF/FpQUBAiIiKk/LmiWyXM9EPJn5IHrQwZ70qeWTnjlYG1o21DTwesDZkcZTyL2jXbJ4bKykrV2xxRX5W605Yr+y/6LbpPxLvSnkW86rWllYGR7bhiGwCENsH4AeBSX/XoivqmhKifzvqvsh3ZvWb9Qcazkk9X+WN06/Iema/I2nMmHun10xUfNhobnY03FRUVwrdXIl0D+j6ttQdlnerqatVTZD1fkcVTAA59dzUn0OpFJlej2KbHi9a/zdJgbQGOsUbLi16sUcZ0Iztg7dZmrDWL+siZ/g5cz3xfz7yJUGeTEdZx2eBUUFAAq9WqchQWjIqLi/mykYqKCvz0008O27q6u7s7tUuDt7c3Xn31VVVSq4Q2AFy4cAHLli0THpYkg7+/PxITE1WD6enTp3H//feb3stZ24YIV65cQfv27U3v1CKTlbMyVPLmLA9AzRass2fPxvLly1W7z2h5qQ1fzsAZ/ZiVoSuydqW/u3fvxrBhw3Tlb9Sus7ya6aur9zojAyNbcaYtDw8PPPzww/Dz81MlQv7+/igqKsInn3xiGAOc7ZurfXXmmhai2OSs/7J29GyvNn0FanbR2bx5Mxo0aGBo3yL4+PjA3d3dqb3zvby84O7u7hCTlHCmH56enpg2bRqaN28unAhrJ1x6enDFh131exk8PDyEZ1O5Yud6dWoTT4zKRdDmBCw3Ycs533rrLZXv13YMEKG240dtY01djLWyXE8ErQ+I7s3JyUF8fLyuPyrh4+ODFStWIDg42HDpM6PPJthG+am/vz9CQ0N5bqrNW5XIy8sT5qoyuJq3OIv6ykPrG3UyGVEGWJlzaP83uubt7c0Dg5ubG+x2O+Lj4xEbG4uQkBBYLBbMmDED5eXlQgerrKzE9OnTVWUiOgxubm4gIhUNIkJ4eDi8vLxw8uRJ+Pn5ISMjA5GRkQgKCsL48eORk5MjTNZl7Vy4cAElJSUoKChAUVERVq1axduQIScnB1arFfHx8ejUqRMqKioQHBzswBsAnD9/HqtWrcLChQvRoUMHAEB4eDguXbqEyZMnS9tIS0tDUFAQTp8+jbCwMAQGBqr6Z4aH4OBg5ObmYu7cuXz97qJFi7g8GjVqhNmzZ6OiogJ2ux0vv/wyqqqqsHjxYqm8GF9//vknGjZsiLS0NMTHxxvKTM9GGT/t27fna1EZvVOnTmHmzJmorKzkPFVWVnJbs9vtmD9/Prp06YLk5GTMnj0bTz31FP73v/+hoqKC25aynrI/Bw4cwNy5c6X0lf0NCgpCVlYW5s+fj0uXLnH5K++rrq7GxIkTOW/PPfccPvjgA5VfKHlS8qr1LaVec3Nz8dRTT3F6mZmZmD17tor+pUuXHMoA8HunT5+ONWvWcN6UtEW8yOIBk2VgYCDi4+Md7rPb7Spaev5ORFi/fr1hDIiKisKLL74olSOTV1JSEhYvXsz9TSsTpdyUbWohalvpY8x/RTZ18uRJ+Pv7Iz8/H56enoiMjFT5rjaGyOKSzWaDh4cHiouL0b9/fyQmJmL8+PFS21PaSGxsLHJzcxEfH+/g63ooLy/HmDFj4Ovri/LycqfuBcDraG1CBnd3d548vPzyy2jSpIlDHMvLy8PChQtVvqTVk9J+qqursWrVKilN5UDP9DBjxgy88847Dvxq/ULP9ioqKpCTkyP0QVG8kY1r/v7+sNvtPOmaP3++g50x+9P6sNYPRLxp4+XChQvh6+srjSdK2Sj7rfRxI3/Jy8vD+PHjVW1ocwKRLpU6Z23LbF7Zb2dimVaGzA6144ysXHu/Ns5qfcjNzY3HeZm8mC0QEfz8/ODh4QEfHx+HOKKX6+lB+1BDdK8ohotQVVWF6dOnO/0QymazGeansnK9XFXme8y3MjIykJWVhbffftvpvMVZmM1DlX7/559/mspD6xt1cs4IC7APP/ww7HY7pk2bhg8//BDPP/887HY7L1denz9/Pux2OyZNmuRQB6iZTLB67LOWsWPHoqysDImJiWjUqBHKy8sdaK5atQrLli3DzJkzsWbNGvz888/Yv38/FixY4MADq//MM8+oaIwZMwYZGRnIyMhAs2bN0LJlS4wZMwY9e/ZEXFwcpk6divbt20tlANQ4X2ZmJho1aoTevXsjJiYGwcHBaNmyJUJDQzF8+HCMGzfOKTmPHTsWBQUFSE9Px80334w2bdqgWbNmGDBgAJo3b4727dujc+fOAGr2lT5//jyvx07HlrXRvn17uLu7o3Hjxmjbtq1D/8zwwA4/q6iocNDn2LFjkZGRgYqKCkyaNAlAzQetbC95mdx79+6NZs2a4aabbsK//vUvDBs2zCmZMWj1M3bsWBQXF6tk1KxZM0RERPBJMLO3hIQEbmsA0L9/f2RkZPBXoHa7XdhnVk/Zn06dOunSb9++PXx9fdG2bVtMnjzZ4fBD7X3BwcEq3goKClR+oeWpb9++qKioEPqWUq/sUC9Gjx1kqKTftm1bIU/s3ry8PBVvjLaMF1GsYHUrKir44Wfa+wAgNjYW5eXl0tgjoqEXAzp37qwrRyYvZr/M35hM/P39ce3aNf4UduzYscjKylLxyGLV+PHjVW37+/sjNTUVN910E48d7KPciooKJCYmOvheu3bt0K5dO/Tt21fqu0qb1rbRvXt3tGjRAh4eHujRowfi4uIc2pHpmbXJ9KP0daO4vG7dOqxfv54nIM7c+95772Hx4sUONiG7Z+3atSo59+nTB1ar1SHO33TTTQCAm266ydCm9PhbvXo11q9fz8++USInJ8eBX3YelCieyOzDKJ7ExMTo6n3AgAGIjo5GVFQUevTowetr7YyNH1of1vrB2LFjMXz4cFWfWVvMN9jZW1q+2fXWrVsL46kynoh8UTkm+fj4qNrQ8zllW0znSllfu3YNjRs3Ru/evdG0aVNhv52JZVoZlpSUID09XZXTKO3z0qVLunGUxT7ZWEtEhvJitnDTTTfB29sbHTp0EMYRWa4n84GPPvqI+wB7qCHKE5X9MOvDZukvXrwYNpvNMD81ylv1/FFpIyzX69ChAxo3boxhw4ZhwoQJDrKsD4jyHJnfN2rUCJMnT3Y6D60v1Ok3I6NHj8aGDRvw6KOPIi4uDsePH8cbb7zBy5XXAWDx4sUYPHgwPvroI4c6AFT1gJrZapMmTXDzzTfzw+O0NGUICAjAyy+/LKx//PhxfkiZu7s7Dh48iK5duyIvLw8nTpxAZmYmunTpgq5du6JVq1bYs2ePdJct1r6/vz969+6N3NxcpKWl8Tbi4uLQq1cvJCQk4OTJk07Jd9++fejdu7eUryNHjvBD6iIjI9G7d28kJiaivLycy8uojf3798NisUh3DjG6PzExUSUH9v++ffsQGxsLAFznkZGRvMyM3L/77js+GLgKJT+ifjRq1Mihr2xywu49deoUevfuzZ+wst1LtH1m9ZQ0WF0zuvz+++8dDiPT3qf1A2aXWl7Y/8eOHQPg6FuydrUyEPmg7F4tL4y2Hi8yvpW2wnY+Ud6XlJTEy0SxR0RDLwacOnVKV45auTB/Y31n/q+UEeNfG6uOHz+O9evX68YOZjdav1bajaenJ3777TeH06D17Edrd+fOnZMeHOaMjURGRgr7qkX//v1x/PhxFQ2ZnET3fv755wCgsiXZPWyXKj3/VMYAMzblTN+UYCd3i2xQFk9E9sHirVE8M9J7QkKC6oBT2fih9WGR7lkcZ/FR6xtKX1byxfrC5K7ttyy2ifqmlaGRz7H/tbS1viizeWdimVaGbdu2RUREhMPYqR1nZPdreRaNtSKd6Y09ubm5ut+T1MYHZHmi1t9E0PqwMzHCKD81ylvN+KM212MxmcXDvwtmda2Xy/7dqNPJCHOmP/74AwcOHOBrslm58jozPHZqrPZ/bT2Ge++9FwD4FmVamu3bt0dpaSkGDhwIT09PXL16FYGBgTh9+rS0fkJCgpCGDEOHDpUOMqz9IUOG6DpJv379+NIqszBqc+jQodywtHVjY2OxatUqwzZGjx4NANL+Gd3PToDW6nzIkCG8DtOxsgwwlvsdd9wh5cssjPSjbJ/VYbam5FtZ3rNnT1XbejRY+2Z0qeVHdB/TK6Mp44Xxzq5rfcvIXpRbAmp9UHavlhf2W48XWTzQ2or2PmVbotgjorFhwwbk5uYKtwFn9FhdmW61MtD7zaCkO3DgQJ78a+1LCbN2M2LECN2Bz+j+3r17m75Xz0ZYf7V9VcbkgoIC1daZyvsA45ienp6OtLQ0AI76196TkJCAc+fOAdCXM/CXrM3YlB5/ycnJyM3NFcqSvX0RjUNGPqzku3nz5pgzZ45hX8yMRwB44mbWp52JDyJfEPVF1n9X4qzI10U+p41JsrZlNu9MLNPGwW7duiEuLo73XzbOyOQg4plBmU+ZzU1kY48SRj6QkJCATp064cKFC/zBjpYnphOt3evFDL08TlQ/IyMD165d06VrVC4bA8zKc8SIEbXOW5yFM7r+u3mToU4nI+xphL+/P7p3784FwsqV17t27QoA/NWs9n9tPUAcuLU0gZo1e2zJgMViQWRkJB9IRPWVT8ONnOv8+fPSfcyV7cvaOXPmDJo1a4bU1FQkJyeblKw+b9euXeN7ijOZy4KvrI0rV66AiGCxWGC1WqXrNo36debMGZUclPJgQZrpeMOGDXxZgBFfVqsVNpvNpTMKlGD8iAJeQkICLl686NBXZjuMb1lyIuqztk9GekhLS0Nubi46d+6MP/74A3l5eSr+ZXplNGW8MN7ZdT3fUibn2gAt8kEZT1peWFDX40UWD5S2IrpPWSaKPSIaXbt2RXh4OMLDw3l91ketrcp0y2zAzG/WppJuSkoKrly54tBXrW2yt6iia1euXEF+fj6io6Nx9uxZlJSUQAY9/62srESrVq1w5coVvtxP715mI870FfgrJgNQLXfU3msU0729vXmyr9W/9p6SkhK+plvrx1pZMFmbsSk9/kJCQnD27FmhHpgviMYhIx8W+aDeuKV3/dKlS2jQoAHS09ORk5OD9PR0AOZ9Wmb3ovig/C2K++y6rP+uxFmRr4t8ThuTZG3LbN6ZWKaNg1r5yMYZmRxEPGvjl5G8mK1UV1cjOjoap0+f1v3+ysgHSkpKkJycLNxcQqsTZvdMLnoxQy+PE9X38vLiY6iMrlG5bAwwkmdaWhr8/PyQmZnJ7e3vghlds3z27+ZNhjqZjERERMDf3x/z58+Hu7s7xo8fz6+5u7vzcu110TW2Bpx9PAX89WGp0vDatWsHPz8/IU0ZRDwwiGiInMvLywvXrl1zWAOslAEgd5KioiJYLBZ+GKQzMDPhYs4qC75mBtCQkBD89ttvTvHA+hUeHq7Si1IegwYNwjvvvMPLlMmwmb7l5+c7vfUng1Y/ooBXUlKCiIgIvt6Y8ZSRkcH7pOSVDQKRkZHSPmv7ZFYPFy9eFCYzWr7ZYYaMpogXJU/sup5vKZNzbYAWJU8yW1PyAgDdu3fH5s2bpbzoxQOlrWjvk5UZxRy9GKC0VRE/Whsw85u1KYpV2r5qbZN9kKg3UGdnZyMyMhIXLlxwaJ9Bz38jIyNhsVjg5+cHPz8/hxggsxFn+yoC+4DdlXsBsf5FMPJP4C9Zm7UpI/j7+ztsscp8QdSGkQ+LfFBv3NK7brFYYLPZ4OXlhcaNG2P//v0AzPu0zO6VvGljiCzus+uyeOpMnFXGRZmu9OKjrG2ZzTsTy7RxkMlHmdMoaWjHHy2PIp6V8Yt9wG5k9yUlJYiMjERubi6aNGkizAH0cj09+Pv7o1WrVrr36vmEEq74oIeHh2F+apS3mvFH2YQoKyvLFJ+1hdk8VJnP/l28GaHODj28sbXvja19tbixte+NrX2dacsM387wIMKNrX1vbO17Y2tffdzY2tc5mrXx77qOyXVtCze29r2xte/fhevyBHbtYS2jR49GZmYmPv74Y9Ua49dffx3Hjx/HunXr+C5SDHV16OGgQYNgtVpx5MgRh/pmDz388ccfMW/ePEyaNAlPP/20S3xq25w1axaKioowcOBAvP322/j11195cqU9WOmbb77BkiVLMHHiRNV60sTERCxduhRxcXHw9/fHm2++qcubloeUlBSMHTsWjRs3xoABA/DCCy8I79feV1paigEDBiAqKgqvv/46cnJyMGvWLLi5uWHBggUICgrC4sWLkZubiy1btvCPPZ2VmQwiPffs2RNBQUHYu3cvAPHhYkOHDkVBQQGefPJJ9O/fHwCwZs0aHDhwAJMnT8bAgQOxe/durFu3Dvfeey8GDBjAB74LFy5g0aJFGDx4MGbOnKkKiOnp6Vx2v/76K19OYiTHVatW4ddff0Xr1q1RVlaG+fPnq9o9fvw4Xn/9dUyZMgVPPvmkQ5/c3NwwevRotG7dmm/BzDBhwgS4u7vzjx+BmsD9yiuvIDs7G2+//TZCQ0OxfPlynDlzBlOmTEGHDh2wd+9ebNu2jX8MyPr/888/46OPPsLw4cPx2GOPISEhAa+++iratGmDZ555Bv7+/pgyZQoaNWqE1157TffQwyeffBJpaWl49913ERwcjGXLluHs2bOYOnUq2rVrh59++gnbt2/Hs88+ixEjRtT60MOpU6fi6NGj2LhxI2JjYx3kuH37drz33nt49NFHcdttt2H//v344IMP0KNHD4wfPx6ZmZlYvnw5oqOjMX36dAQFBWHSpEmIiIjA6tWrdQ89fPjhh5GUlIQff/wRNptNpd/Nmzdj69atWLlypcM3NWYPPVywYAG2b9+Od999V/i9iMz2CgsLMWTIEDRr1gzLly/n5SyxqK6uxieffAIA+M9//oOMjAy89957aN68uelDD6dOnQpfX1+sXLkSgwYNwpQpU/DYY4858MfoMmRkZGDMmDFcRmxJkN49r732GjZs2IDXXnsNgwcPdtBxSkoKnn32Wdx1111YsGCBUEZmoe3ngw8+iNTUVDz11FO47bbbVDo+evQo3nzzTTz77LN4/PHHHfiy2Wy46667VD6ckpLCn4zu3r0b5eXlDocejh07FuXl5VixYoXDDoXaQw/vu+8+vjvkf//7X15+4sQJrFq1Ct26dcPMmTORmpqKF198EREREZg3bx4iIiLwyCOPwMfHB8uXL0dERASefvppFBUVYfHixaiursbatWuRnp6OGTNmoEWLFvj0009x/PhxTJw4EV26dMHBgwexadMmjBs3Dr169eK6Y/GDxROGgoICPPPMM2jTpg2+/PJLp/Sk1QvzjRkzZiAuLk4a248dO4bVq1ejR48emD59OvLz8/Hss8+iefPmeO+993QPPRw5ciSys7Px0UcfwcfHB0uXLkViYiJmz56NRo0acRrM12fNmqV6s7Rv3z58+OGHGDp0KCZMmIDTp09jxYoViImJwbRp0xAQEIDJkyfzsVZ76GF6ejqmTJmCwMBAPProo3ynS7MyqytoZT9hwgQkJCTgm2++caB/PRzQx6Dle//+/Xj++ecxduxYzJkzR1X3nz70kMXF9u3bY/369f8ob0LQ/wVo0qQJAaCcnBxV+ahRowgA7d69u95oBwYGEgCy2Wwut7F27VoCQPHx8XXGV7NmzeiFF16ggwcPEgD6448/pHVXr15NAOjll19WlX/wwQfk7u5Ozz33HMXGxjrNww8//EAAaMiQITRmzBjT92VkZBAAatGiBS/z8PAgHx8f/lum8/pAdXU1AaDg4GBpHZvNRu7u7uTr60srV67k5ZMnTyYAtGHDBiIiWrlyJQGg5cuXq+7/6aefCADdcccdDm1v2bKFABAASk5ONs33kCFD6L777qMFCxZQw4YNHa6vWbOGANCcOXOE958/f54AUOfOnR2uafXB0K5dOwJAFy9eJKK/fHDPnj1ERDRr1iwCQB999JHqvs8//5wA0NSpU4mIuN0OHjyYiIjS0tIIAEVHRxv2OzY2lgBQSkoKERGNGDGCANDPP/9MRETTp08nALRu3TrDtsxgwIABBIAOHTokvK7V+aZNmwgATZgwgYiIjhw5QgCoX79+RESUnZ1NAKhZs2aGtDt06EAA6M8//3S49uyzzxIA+vTTT13tGo0bN44A0NatW52678qVKwSAWrdu7XDN39+f3NzcyG63ExFR69atCQClpqaabt9qtZKPjw+98cYbRER0++230/Dhw03de/ToUe5P+/btM3XPU089RQDo888/F17/+uuvCQA98sgjptpzBo0aNaLw8HCaNWuWw7W33nqLANDChQuF9yYkJBAA6t69Oy9jcRkAnT171uGe0tJSAkAeHh707rvv6vJmt9vJz8+PHnroIXJzc6Py8nJ+bd++fQSARowYQUREKSkpBICPJTabjQBQYGAgvyciIoIAUElJCRER3XzzzQSAzpw5Q0REY8eOJQC0fft2IiJasGABAaB33nlHxZdMH8nJyQSA2rVrp9svM3A1ticlJREA6tixoyGNZs2aEQDKysoiIqJ+/foRADpy5Iiq3uzZswkAffDBB6ryjRs3EgCaPHkyERH9/vvvBID69+9PROKxVomPP/6YAFBcXBw98cQThvz+XejZsycBoBMnTvzTrDgFrT6uJ5w9e5YAUNeuXf9pVoSok3NG6hvs1al2y0lZeV2CvTp0ZhmAFqWlpXBzc3N6CYIM6enpuHbtGnr37o1u3brB09MThw8f1qXv7u7uIKcLFy4gOjoa7du3R0pKiunXjQyXL1+Gp6cnbrrpJr5vvBkwPpj+bDYbbDYbKisr+VkPf4dutfzovSbOy8uD3W5HaGgo31teeQ9rQyZrbZ+VsFgsfLtaZdt6ICKcOnUKnTt3RufOnZGVleWw9pPxIrM7GU8ifcj6q9VTWVkZ3NzcpP03ut/MMknZPex3eXm5kAdXYWSLWp2z/5k/1WVflWAfmNemn6x9Z2MTqy/qA7Mbxp8rvnzw4EFUVFTwp/bDhg3DgQMHTC3lUPqQWX/S2qUWrL/Oxkgj2O12WCwWhIaGIjs72+G6LJ4orwPq2GXUf1YWEhIipKlEdnY2ysrK0L59exCR6mNXmU8zGWn1r1dXa09G8VRmf874lhFcje1mxhMGo1jGYLVadeOqrB09PwVqxvDGjRsjJibGqTG8vvF3jv91ibq0v7qGM3b5T+D/iskIE552wJSV1xXsdrtDQuEKSktL4eHhUWeOxSYevXr1gp+fH7p06aI7GbFarfDw8HCQU1JSEmJjYxEbG4vq6mqng9Hly5fRvHlztGrVCpcvX3ZIXPX4ARz1p0xg6lu3In5EyTcDG7QjIiJUAzg7DZi1wWRtlIxr227QoIGKjhEyMzORm5uLLl26oEuXLgDAtz1U9svMZETLEytX6oNBO8hpB2xZ/7W8sP+1CbUrCbrWVhituvI3I1vU9pk9fGAPMGT27swJ4yLaMr92Bq5OaGS2Y7PZUF1dzflT1nGGzz179qBhw4bo2LEjgJotKMvKynDo0CHDe5kPeXp6mvYnI5tRTnTrEgUFBbDZbAgPDxdOHGT+pLwOqPWQnZ2NoKAg/rcWjI6MphJsTGDbgyrHCNkEQvTAgX2nYBQ/tPYoGzuNYlddJFza2G6Wl9r4t2xSrEdb+aBTpgMZL5cvX0Z0dDSio6Ovq8nI3zn+1yXq+sFzXcIZu/wn8H/FZEQ2YNbFk0E9KN+G1Ma4rFYrPD0968xAjxw5giZNmvATz3v37i38poWhtLQUnp6eDnJKSkpC27Zt+dZ12jNdjHD58mXExMQgJiYGJSUlDtvQ6vEDiPUnS1LrE3rJNwMbtKOiolQDuHaQYLLW6lrbL23b7IRjs09y2cSjS5cuaN26Nfz8/BwmIzK9G/Gk5F3bD61e2G/tgK29T1suG8DNJHtamqInmHXpb0a2qKUnmpyI2jEzKOjRZnGlNj5SVlbm0oMSWR+UMtfzcyPs2bMHQ4YM4W8Mu3TpgoiICOzevdvwXovFguDgYL47mBkYybKuHygxsMlCw4YNpW9G9CacsjcjbBcfUf+NaCrBEtTevXvD3d1dlbDKYoBI32VlZfxkeeU1NsYq2zL7cEf20EPJQ20gi+1GNGvj31pZKmmIaItij167WijH8NTUVKc+bq9PGL2pvF5R12NPXeLGm5FawmazSd9OGD01qi2U7db2zUhtkwYlDh8+jF69evHfvXr1QmJiIgoLC03Tt9lsSE5ORmxsLJo2bQo/Pz+nJyMpKSlo2bIloqOj+W8zUAZIInKQs57O6wNm9MwG7aZNm6oG8NLSUnh5eakGLOVvZT2ZDWRnZyMqKgoNGjQw/SQ3ISEBAQEBiImJgYeHBzp16uRwuJSR3WkTAm259m9lXdmbEL3+a+Ukaq+srMzwDZsZHurS37T0tDCyAVlSXl5ebjj469Gui3662oYztmMkPy3y8/Nx7NgxfvgaULML0ODBg7Fnzx7D+9kWx1FRUab9SWa3Zq+7CllccYYvQK0HFk/Yds8ymk2aNDGUT0pKCkJCQhAZGYlmzZqpYnxpaanDmwMlL1pbUPIoq6u1R9Z/0cMNWZzRysNVaGnIHiqKJi1meDAzOVPS0JuMGMVVNtZqoRzDq6qq+Dkz/zScjRnXC+p67KlL1KVv1Aeu+8mIXmJUXwOEGdrOtuPt7V0nfNpsNhw7dky18w37+9ixY6bpX7lyBZWVlbjpppvg7u6O2NhY3fMJRGBPVdhkxOxrXsYHEaGsrMxBznUld7MwQ89iscDLywtNmzZ1eDNidjIis1WLxcKTB7NPchMSEtC5c2e4u9e4cOfOnYVvRvTsTjnIisq1f9P/OXxSWa6l4cxkRJSws29VZLDb7cKlHNq26srfgBr5OJOoin6LvilhbcsgkreWbm376WobrH5lZSVflqXls7S0FNXV1U4/WNi3bx+IyGGXp2HDhuHo0aPShy4MrviTLOlVXq9Lm2Jg/LVo0QIWi8UhYTQ7GVHybdR/i8WCkJAQNGrUyNQyLbYbmXYpj96k22azmYrrtYknIn0oEy6zy4ZlMBtXRDyzvunxIHqLqPcmyNvbW/jGREtb9KaEjbVKVFVV4dq1ay6N4fWN0tLSOv3u7++CVh/XE2Tj/fWC/+snIz4+PvUm3OtxMnL+/HkUFxerJiM33XQTgoODpUu1RA7C3oLExsby/515M1JaWgqLxYKYmBg0aNAAQUFBpgOZNghrf5tN1uoKokFBC/a0Vbu0QTQQ6Q1Yov6wJ5nOPMlNSEjg34oANctYzp4965AYymiy625ubqiqqlJ9mCuze+Wrfll/rVYrfHx8HPqvLZcN4Nq/tRDpSsRDXQ4IZiZ12r4o45KrfWVr7WVrkOtyMuLqB+ysDdnfrvjynj170Lp1a4ctvYcOHQqbzYZffvlF935X/MlIlsym6joeZWdnw8PDAy1btkR5eTk/pFDJl8iflHyx5JMlvkb9d0Y+ysmI9iNnrU8rZVNWVmYY59mbAW3yLPIlUTzRm4yIkm9nYRSzlDS18QcwfrAim5yZoSErdybWXLt2DXa7/bqbjLCHMNdrUq+H+npoURcoLa15g8ceFlxvuO4nI3rr12WJT33Qru2AX1eTpsOHD8PNzY2fqgnULGHo2bOn9CN2Ef2kpCR4e3vzvaXbtm3r1GSEBa3o6Gi4ubkhOjra6WVaQI2Mtb/rSu5mYSZhYuuwIyMjVTxbrVb4+vqqBlORrktLS+Hr6yvsj7JtM09yq6qqcO7cOYfJSEVFBS5evKjqi55/MLvQ9tso0VQmZaIBW0RTa4PK+5RvALT0RTwDUCUwTLba33VhO4w3Pf/VXtfKgNkIGwTM9pVdk+mwLuKKq7JiE1n2t7KcQenLzmwosHv3btUSLYZWrVohOjracKmWs/7EeFXakBZGkwJXYbFYEBERIf1mzEjHTH/K5Nuo/8rrubm5uolJSkoKT1S1MV406WZnXWknoqLfIvsW+Y6ZeKIsZ2eR1Xa8FfVPxos2/rC4avbBitVqhd1uR1lZmW5/ZbS18mLt6Y1tTJfR0dEICAhAZGSk6TG8PlFVVQWbzVavD5rrC1pbuJ7AbAO4PpdqXfeTEeZM2leXLEmoq6RDj7b2b1faqSs+jxw5gg4dOiA4OFhV3qtXLxw+fFj4WlhEPykpCW3atIGHhweAmsnI1atXTTuRcjLC/ndmmRY7eElv0KrP74G0/Ij+VkL5NBH4K2nQyra0tBR+fn66g4ZSR2xrT2ee5P7555+oqqpSHfTJ/k5ISFDRFPGiva4nA9HfrE2RD8psXSYn9nSUXdfSFPGs5MFms6G8vNwUD66ArbXWa08rZ1FfWd/YRFaZtBn1VUbbSL9m4GqSLdOXzJfN8pmWloY///xTOBlxc3PD0KFDDScjrr4ZMdJxfYw12rii5dcMX9rE15k3I0SE3NxcYdt2ux2pqamqGJ+Zmalaz6+cZGt5MZqMiOxb5jtG8URbrpSHqxAl+ka8sG8gnYllbCkYG3tlNPz8/IQPZGWxpry83GGsVeLy5ctwc3ND8+bNATg3htcnjOLe9Yz6zklrg7r0jfrA/zWTEX9/f5UA2ZrQ7OxsfP/99/VKW/u3s/j1119hsVhqbQCVlZVYt24dwsPDHa6xgeLHH39UlRMRjhw5gpycHBX9Tz75RLWrAjv1+6uvvjLFy9q1awGAT4ry8vKwc+dOU1uzfvvtt6rtIHfu3MmvKQcpm82Gbdu2meKnNti+fbuKvgjff/89Ll26xJdRMJ5FiahsMlJVVQW73a76Nufo0aOw2WzIyspCcnIyTpw44bBUQ4s333wTwF8TQaBmm04fHx+8+uqrKpqFhYW4ePGibjKr7bfy759++on/zb5JYh/oMR9U+mZpaSmys7Oxf/9+Fa09e/YgKytLVY99vH327FkpL1ocPXpUxQMbnJnMCwsLcfXqVRQXF9dJwJXFH20dpc5/+uknh74ynDp1CqWlpdzfzCQrRUVF2Lp1q+paQUEB0tPTUVJS4nI/MzMzUVJSwieDzkCZ5CjfyO7du1dVR5nIafsgwrx58wAA/fv3F16Pi4vD2bNnpROS7OxspKam4vLly7h69SpycnKQmppqqj9GSb+eDbiKr776Cunp6Xx55TfffMOvEREOHz7sELuV2Lp1K/Lz8zmPZ86cgdVqRXp6Oi5duoTExER+nbW5e/duXLx4kX97I5PlL7/8goqKCtXSTwB8vFX6LNOv0ub1JiPff/+9w0T16tWrKC8vR2Vlpaodi8WCQ4cOqR7iyPTx7bff8vhZG13l5ubCYrGo3oKXlpYiLy8Pp06dUslk+/btyMrK4g9Wtm7diqKiIkMetP1nv3Nzcx3GPb1xxWq1IicnB7m5uQ6xRS+urlmzBh4eHvxNUkFBATZu3OicoOoBZmLu9QqZnq4HmB13/ilc95MR5Z7xaWlpvJwFWCKqtwNmMjMzOe3a7DJRXV0Nu92OoqKiWm2dxxIHUX/Zk7WDBw+qyu12O6qrq0FEyM/Ph91uBxGhuLhY1U5ERAQAIDk52RQvTBfszYrdblftgqUH7c4vyqc9GRkZqqd5f8frTiU/TOdKEBEqKipgt9sREhICoGbAqKys5Gu1MzMz+VNGIkJeXp5q8FTaj+iDX29vb77sxchGzpw5AwD8LAGg5qlxRUUFf81ORKolGqI3ZmlpafwD+JycHF6ekZHB/1bKn9mLu7s70tLSVElOeno6bDYbioqKQEQOdlBVVQUiQklJCaqrq1XyqKqqQlpaGrclvafZWh7YdtJubm6qNtmDitpC+dRYGX+UdLQ6Z5POiooKVFRUIC0tjeu2urpa1VftQZVKMJ0oP9oX0ddrQw/MDolIpXMzUPZB+VCD2bOHhwfS09O5DvS2zVaCbd0bFhYmvN6kSRMANUmnCEr7MPP2CaiRA0tgZbJk/l1dXV2nMamsrAw2m40/1FHaG6Nnt9tRUFAgjAssLgE19sL64eXlxX1beR87O4uIePwoKCgQ8sb8KSAgAAAQGhoKAPzgQ6W/5eXlqfRrsViQnp7OecjIyFDJliXQwF++zGIGs0fWbyYHZQyT6UO5a5TZJXoisDa0sR2okaFSpspzVPLz81U8KOOqFsw3vLy8VLFMucsW+83iqrZPWVlZnJbdblfFqLy8PKSlpXE/0MbDrKwsVFdXq2KT0Uf3fweYnN3c3IQx93oG04fVar3uDj5UjkN6dvmPwcWT2/82jB07lgAQAAoKCuLlH3/8MQGghx9+mPLy8uqFdt++fTntli1butxORkYGdenShQDQuXPnasXT/v37qbKyUnjtl19+oaqqKofytLQ0atWqFQGgK1euEBFRUlISlZSUqOolJCSQzWYzxUdJSQldunSJ/66qqqLz58+bure8vJzefvttAkDjxo0jm81Ge/fuJQDUpUsXrvP3339f2te6RFVVFX377bcEgG699VZhnWvXrlFpaSkREV28eJHsdjsdOHCA2wcAysrKIgDk7u5OACgjI4Pfz+qkpKQ4tH3x4kXOh1KmMhQUFNCZM2ccyq9evUqpqalERGS1WgkABQQEcJ1roeR9xowZvLx9+/YEgH755RcHe0hJSSEA5Obmxn2Q/Tt79iwBoJtvvpkyMzNV92VlZdGtt95KAOi3335zkIePjw8ve+SRR3T7z3jw8PCgtWvXqnggIrp8+TJvT+QPzuD11193aF+J7OxsB51bLBYaMmQIAaDdu3c79DUwMJCXPfDAA1La06dPJwC0cOFCslqtDtdTU1PJy8uLAFB1dbVL/bt8+bK0b3pgdJOTk1Xldrudfv/9dwJArVq1okmTJhEAWrlyJZWXlxu2e/78eTpy5Ihuna1bt3JfFIH5J/vbCIxf9k8UA5XXd+zYYdimWWRlZVFhYSEREV26dMlBj2lpaRQbGyuNHSUlJfTCCy8QAJo7dy4R/dXn6upqB/0Q1dhNWVmZqq4M2jhz5swZLlulTN5//30qKyujFStWEACaMmUKRUdH8+t9+vShkSNHEgD6/PPPqbKykmbPnu3gW8y3AdClS5cIALVt25bS09NVfMj0YbVaaenSpQSAnn76ad2+GeHy5cvcr1lsb9iwIV29elVVLy8vjx588EECQJ9++ilZrVZatGgRAaDnnntO2j67h8VpJrunnnqKiouLeb3z58+rYgzTnd1u5/dfvnzZQS6vvfYa+fv789/jxo1T0c/JyaFr167x36Wlpab8pb7BZOdKXPonodQHANq/f/8/zZIKSt7i4+P/aXYccN1r+vTp0zRs2DCaMGECrVu3jpeXlJTQoEGDhAG6rvDrr7/SmDFj6MEHH6StW7fWqq2DBw/SqFGjeCD/u7F79266++67/zH6WpSXl9OQIUP4BMZut9Pdd99Nu3fv5jqvqKj42/ix2Ww0evRoOnjwoOl7qqqq6LbbbqMFCxbQ1KlTiYjo/vvvp0WLFtF9992nqhsfH0+vvvpqnfJshEceeYQ2btwovf7GG2/Qv//9bxo0aJBqwrJjxw669957pbYyffp0+u9//8t9MD4+nuLj48lu///Y+/LwKIr0/08m12RCDsjBLWdAlBs5FkUU3IWVVVdFXRX5eiGirEFkDQoBBAVkF0FRQJTTrLiKLiqIoiICKwgk3CaQkJDJQY7JnZlkJpl5f3/wq7a7pnumJzO5oD/Pk2fS3dX1vvW+b71Vb1V1lYPuvPNO+uWXX2TfO3HiBP3pT3+iuro6WrhwIS1evFh4tmHDBnr66adp3LhxdOHCBbdle+GFF+i9996jqqoqgYe5c+cKz7dt20ZPPvmk23zcobS0lMaOHUtz5syhhQsXyqaR0zmzYZvNRkuWLKEFCxYIzzZt2kRPPvkkjR8/ns6dO6dI22g00m233UaVlZWKabZs2UJPPfWU5wUT4d1333XZaZLD+vXr6fnnn1d8/uCDD9JXX31FGRkZdPvtt7sMHpob4nr8zDPPyKb5+9//TvPnz6fx48c3qV8iItq3bx/dc889ivWR2Sg/ANDYePXVV+nll1+msWPHCjZqNpvp9ttvp8zMTPryyy/pwQcfpL/85S908OBBSk5OpgkTJggDBPn5+TR27Fh64YUX6J///KeQ7+rVq2n27NnkcDjo7rvvpp9++smJtit9MJ/gi77Bhx9+KPHtu3btkk2XmZlJt912m2DnlZWVTn6Vx2+//Ubjx4+np556ijZt2kQmk4nGjh1LhYWFknQOh4MmTZpEixYtoqlTp0qePfvss/TBBx8I16+99hq99NJLNHbsWCotLaUPP/yQnnrqKUlb29JRVFREY8eOpVmzZtHSpUubmx2P8Oyzz9KCBQvoj3/8o9cDYb7Gv/71L3rhhRdo7NixlJeX19zsOMGPqJnn5DRo0KBBgwYNGjRo0HBNIqC5GfAURqNR9Xq36OhoYevapoIv+PMkD7bWu2PHjsK1eA2wyWRCVVUVgCvfGLBvQ4Ara13ZR6jAlTXBLB9x/iw//jlPy1Uadl/uHTGfPI9yPAEN160a2Yp55GXEg+dPzBdPy5VuAKl+2HvuZMHrB1BeA+4Nr67ycmeD4vKqKZM4jSe6UspLnKev/YGSPampG0p8yeWpJFO5POXK6YlPUcuXKxtxpWv+PTV6E+epRN+Vr5Oj09Ttgyf+QM4PAnBZ13l/Ul9fL3wvwPIEIEtDSV88DXf35fRotVqFXbYYXNmz2rx5v+MOrvStth7zcnKnMzX25mmfQcyHN+k98Sksr6buT2m4htDcUzOeIDs7W7IG0t2fwWAQ1tC3Fv48zYOtI1V7rfZZY72v9I6avLzVrVrZinlpKF9ytHytG0/z9IbXptaxXq+nkJAQr+zTFzbTUHtqKF9KeXpTTk99ilq+Gmq/ntYpJVvwxvYbwx48tRVP+ffU18vl52nd9EVd9vf3bxT78JW+PanHvvC3amnL/an1i2rSt+T6ouHaQ4ubGWGjBHIjEufPn4fFYkFiYiIGDhwIIkJUVJSwG0VYWBiysrLQtm1b5Ofn4+WXX4bJZFIdzSvR5iEeORCPFphMJlgsFiQkJKBdu3YAACJCREQEAgICkJOTg5CQEJSWlqK4uBhbtmzBwYMHMWbMGNk8+vfvD6vVivDwcKGcJ0+ehF6vh91uR1hYGKZMmYJFixbhhhtuQGZmJubOnYvFixcjODgYubm5WLNmDRISEhAXF4eIiAhBZpmZmZg2bZpLOmazGa+88opsGvH7fN7s/dLSUixatEiQR15eHt555x0kJCSgX79+sFgsqKyshNFoxNq1axV5YbrNyMhAaGgoysrKPNYtL9u4uDjYbDZUVlYK+mF7rL/xxhtYvHgx6urqsGTJEoGv/Px8EBHsdjtqampgNBrhcDhw6dIlYa/4o0ePYsaMGcKOGsxWL168iLlz5wq0S0pKkJCQ0CDdMHkcPnwYb7zxBhITE9GxY0ekpqZizZo1svXj1KlTsNvtOHPmDAICAlBRUYFPPvkE27ZtQ3l5uUQuYt5iY2OFXW74chcUFKC0tBQpKSlO5WQ2yOSVmZmJjRs3SupGWVkZ/Pz84O/vj8LCQgQHB6OyshJlZWX4+uuvAcCl7IuLi7Fnzx6h/GJdskM92YmzYWFhSExMdKpvnvoANhJaXl6OwsJCWCwWl2Xt0KEDSktLUVdXJ5TVaDQiMDAQFRUVsFqt+Prrr7Ft2zZ07twZeXl5Tj6upKQEM2bMkOQXGhoqlLW4uBgGgwEZGRmwWCzYtGmTpJxiuxfXO/794uJi+Pn5Cee/JCYm4syZMwCubE8uzqOgoECwZzFP4vLL2eEPP/yAxYsXC/mwrSZ52z5//jzCwsJQWFiIxMREwRbYO8zXydmsq3yPHz+OyMhIZGZm4p133sG2bduEE8bldMz8vdxMC3vWsWNHt6PGTAeLFy9Gp06dYDKZZPmXs+Xi4mKUlJRg5cqVsr5Uzp/IyYPJjNcL8zdK9/k6W1hYiM2bNzu1c6xu/vbbb7Db7SgpKUFJSQlSU1Ml5RL7e7E98nWH8W0ymeDn5yds263X63H69Gl8//33Tj6Kt+nU1FTExMSgtLQUa9euxZkzZ5z0JNaNUj3u378/Lly4ILQHvA7k2vsLFy4gNDQUpaWlKCgowKeffirU86CgIEmfhtlFeHg46uvrhW2azWYzysvL0bZtW9TU1CApKUmoC7wfra6uRmZmJoArs18Wi0XYjp2vF2KfItfGpKenIzQ0VNg1Lzo6GlOmTPG4zVUDtf0uQH19awq0ZL5bMm+KaOroxxXEowSuRiD27t3rtLsGj+TkZAJAycnJXtN29SceLWA0v/766wbPkLA8jh07RgUFBS7LydIyebDrpKQkCX25vNTQcZXGk/d5eRw7doyOHz8u3PPz81NdZnG+anUrx7OYvtzf3r176dtvv5VNz+yD/3Vlq7y8xHk3RLbidLy++frhzrZ5+TPeeL25KrcrGxSnE+eppp65k71c+T2pb2Ko8QHu6HtTViUf561f8cTu+b/g4GDJyKpaG5GzQ09sm0/Pv+NJffKFjhtqU3w53PkDd7Ys50vlyi8nD54HJd74+0p27Il/EJdL7G/k6raY76NHj7rUl6d1IiQkxElP7nyWO5tXy4Ma/6m2DySnE1d2y9eLhtZDT9tcd/BFv6s50JL5bsm8uUKLmhlhIxQPP/wwtm/fjvj4eAwYMADnzp3DqlWrhPtHjhxBamoqJk6cKMwSVFZWwmQyoby8XBh58AXtiooK2Gw2mEwmxMXFoW/fvvD390d6ejqCg4NlRwsqKipgsVi8ykOn02Hv3r0oKyuTLefly5eFcwKYPNhJqgAkZdmzZw8iIiIwceJE1NXVwW6348KFC27psDNL5NKw/b/l8mY8njt3TiIPxo9Op8Pu3bsl99zxUlBQgMjISBCRx7rlIabP6+jcuXNISkrCkSNHhIOr5Pjlf93ZKtMNKyM7KV2n06F9+/b46KOPhHKztdDubIDlcejQIQlvUVFR+OGHH4T30tPTFW07KysL7777rixvYjsODw/HkiVLFMvvzgbZL28LSnXEz88P06dPVyV7RstdfUtJSXE5wufOBzDb4Onz8me/PN+u+MvIyMC0adNkdchkqmSzfDnPnTuHjIwMrFy5UrJW3JXd83lkZmYiICAAU6ZMAQBJ3VVrI3J+Wo3fKSgoQFVVFTp37iz51kDsa/g6Iq5PSvlWV1cLMzxqdaxG1myGWs2oMV9PWJn4eqPEF29TSuWXkwejweuF+XLebzAZK9U/Od0/9dRT2Lhxo2Id5f29Ut5iubjqE/iirWVQqse8jnie1fDA129X/lNNH8jT9oivF2rbmIb2p9TC037XqVOn0LZt20abpWksvj31E03Jm5q60RRoUcEIw6RJk7B9+3ZMnToVQ4cORUpKClatWiXcDwkJwZAhQ5Camora2loUFBRg4MCBGDp0KAICAvDbb7/5jLYSxowZg5SUFNln7JRob/LYt28fRo4cifDwcJw4cUIo4+DBg9GzZ0/88ssvOHHiBAAI8mB02a8reen1erd0Bg8erJiGve9KF8yB8fyw9/h7wJUDtrp37+6U34gRIxAQEICjR4967Rj37dsnLLPjdZSSkoKkpCR06tRJOOxLjl/+152tMhkwWbLDq/bt2wez2Yzw8HAEBQVhz549gmxdyUMsX9ZhYzR5ffHyF5c5JSVFCEZ43sR2DABLlixRLL87G2S/rngRQ1wv3MneF/VNDCXemG3w9Hn5K913xR879E5Oh6mpqQCAmJgYj8q5cuVKyX1Xdq+UBy8T3kYY5GykoX6nZ8+eOHr0qHCoIoM4PyYT4Eod6du3r9t8AwICcP78eUl53OnYVzbFl4HZrFK9UeJLqa6L9SGWB7vu3r27E02mF9438X5Dyb7l/MPtt9+OjRs3uq33YnnI5c3LRcnP+rLuK5WT54VPp4YHvn43tLzufI7Se4C0LWH1R009tNvtLuXmCzRWfWtstGS+WzJvcmiRwcjHH38MAFi9ejVGjRqF9PR0yf1x48a5FO7IkSMbLFyedk1NDYYNGyasaw8JCYHJZILBYFA8YXP48OEAgC+++ALbt29Hjx49FPORO/FbTRknTJiAmJgYvPLKK0Ja1nlm9F3Ji8nHFR2Wn7fvM3727dsnKZ+YR4b77rtPscwAMH78eK8rDqMNOOs5IyMDADBkyBDZdxi/rCzsl+madaDYfV43StdiiMvnSh5K8uXzjIuLw8qVK5147dGjh1C35HgT2zE7dZmVn/9VepfRZOn4+0p15PDhwxK+XNF2V98uXryI2NhYlJaWCiPzrqDkA5ht8Lrny6R0X4m/9PR0ocGXq7Ndu3bFK6+8InQw5XxTUVERUlNTceutt+L06dOyp4SL7V6Jl/Pnz6Nz584oKSmRyErJnsX58TbSUL8BXKnn4vRKMgGu1BG1+bIBFsYjLwe245Q7nRUVFUGv16OsrEyVTfFlUPIHSrbM+FKq62J9iOXBrgFlf878g9J9d/atxj/wbZJYHuL7SuVS8rO+aGsZlMrpzre54yEvL084/Vyt/3TXrijxqvQeIG1LWP1pSD1sDLjqd6Wnp6NXr164dOkSQkNDJafTNzcay080BW+e1I2mQIs6Z8RoNAoftOl0OjgcDuGZ+Pqxxx5TNNiMjAwEBAQISwySk5NdVjY1tF2BfSR33XXXISUlBcOGDcPMmTOxYcMGxWBFTR7z5s2D1WqVdWzh4eEwmUxITk7GO++8I8gjPT0dq1evdqIvlxebNlaiU1RUhNzcXMyaNcvl+650sX//fixatEiWn+LiYmzduhVWqxV+fn4gIkVeWH7Z2dlwOBwIDAz0SLcMTLaPPfYY+vTpg9dff13RsT322GPo1KkT3nzzTSd+mX3wvwzia1Ymf39/IS+5a090U1BQgJqaGpSXlyM+Ph733Xcfdu/eLZSFf69Lly54/PHHUVtbK2vbvPwZb7zeXJXb1bvidEr3leBO9nyeaiCub2Ko8QHu6HtTViUfFxYWhunTpzvpWW05TSaT4FPEslSD4OBg6HQ61NTUAHCtZ1dlYLbLPmB35XdKS0vRp08fnDhxAjabDQkJCYoyUVOfWL719fXIy8vDvHnzFOuCuAwNbQfkIPY9Yl/tTp48lHy7Gv/CaPJ6UfI3cnbnqt658g/iPMT+Rq5ui8sVEREh+Gk5fXha90NCQpCWlibRE9ONUjnd6UgtD67kw3SSn5+PlStXytqnO9/iym6VdOuqzbVYLOjVqxcuXryImpoavPzyyx63ue7gi35Xc6Al892SeXOFFhWMAK5308rJycGaNWu87nR4SpuH0m5aYiNQA71ejx07dmDAgAENzsOVw5K7dvWup2ka8r67DoBaNKTiqJWtmBdP+fL398fdd98N4MraYrGt+lo3nubJIygoCCtWrEBZWRmWLVvmkldf8OBJnoGBgdDpdG47zZ7kKVffeHiym1ZlZSW2bt0q648aoofw8HBUVlZi7ty5qK2tbXB+fDk99SnifPbt24fOnTvjzJkzeOCBB4SgxB1PvrBtMR9+fn4S2nL5eJpvcHAw3nzzTaddshpjNy05HXjKv6e+Xi4/T+umL+qyJ3x4kndD7Gjfvn34wx/+ILnvqn54077yYPbGluQ2pE/j7+8Pf39/1el1Oh38/f2F3cb4Z43d5qpBq9z5CS2b75bMmxJaXDDiDvwBQfPnz8eePXuwadMmDBo0SJK2JRx6+M033yAxMRHx8fHC2lp3/PF5PProo+jduzfy8vLQrl07rFixQnjGH/yUmJiIb775BgkJCRgwYAB27tyJHTt24O6778a4ceOQn5+PFStW4I9//CMefvhhyfcXly5dwvz58xEaGooDBw4I+Ysb5aqqKjz88MPQ6XSYPn06br75ZuH91atX4/jx40hKSkK/fv0k7zODz8jIwEMPPYQuXbpg+fLlAID/+7//Q3BwMF555RVJo/+Pf/wDly9fxqFDh4S1xe5k5w68bL/88kssXrwYALBlyxYMGDDA6dDDBQsWIDc3Fxs2bIDBYMDKlStx4sQJvPHGGxg0aJDqgwQPHz6MmTNnYvDgwZgzZw5yc3Mxd+5cREdHIz4+HmFhYZgzZw6CgoKwdOlSIT+Gb775Bv/9739hMBiwd+9eWf18/vnn2Lx5M5599lnccsstSE5OxqpVq/CXv/wFzz77rEeHHj7wwAOor6/H5s2bJfrYuHEj2rdvr3jo4TvvvIOtW7fiueeew+jRo3Hs2DG8/fbbuOOOO/CXv/xFKFNRURFmz56NoUOH4oMPPpDoSemwrnvvvRdGoxG//PILgoODncr/0Ucf4T//+Q/WrFmD0aNHO+XZ2IceHjhwAC+++CLuvfde3H///cL9kpISxMfHY+DAgYI8lfji83ziiSdw+vRpvP3224iKigIALF++HKmpqXj00UcRHx/vtpziPKuqqnDHHXfghRdewKOPPopHHnkEXbt2xZtvvukRX7m5ubjnnnsQGxuLt956CwDw9NNPg4iEvJge58+fj0uXLuH777+H1WqVNJAXL17EwoULAQC7du2SPcQRkNrCwYMHMWvWLISFhWHdunXC89mzZyM4OBjLli1DdHQ0Zs6cifLyciQlJbW4Qw+ffvppnDhxAitWrECnTp2wfv16HDp0SFjjffr0aWzatAmPP/44Jk+eDEB66GF+fj6eeeYZ3HDDDXj11VeF+tS2bVvMnj0b9fX1WLZsGYAr7UJYWBiWLFmCkpISLFq0CJGRkdiwYQN+++03zJs3DzExMYKsv/jiC3zxxReYO3cu+vfvL/C8evVq5Obmwmw2C3IHrmxk8Pzzz6Nfv37C9rMM/KGHd911F/Lz87Ft2zbodDpJ3sePH8fq1aslfu/777/H1q1bkZiYiL/+9a/Cfd7vFBcXY+LEiejfvz+2bt3qJH9PDj187bXX8NVXX2HZsmWSzQW+/fZbYYODSZMm4ejRo3jnnXcwZMgQ/N///R/8/PwQHx+P3r17Y/Xq1Q069DA+Ph6HDh3CJ598gri4OKcyANK6kJycjGeeeQZ33323UI9cpQeAsWPHwmazYdOmTcK98vJyzJw5E23atMHf/vY3zJgxQ7X8NGjwGs20i5fP8NBDDwlb47VEvP/++wSAXn/99Qa9bzabyd/fn9atW0cvv/wydenSxWX6p59+mgDQzp07iYjorbfeIgC0evVqIiL64osvCABNnz7d6d3t27cL27xZrVbZ/Hfu3EkAqFu3bvSPf/xD8uyuu+4iAHTgwAFF/vLy8ggAXX/99cI9nU5HERERTml79epFAKioqMhlmb1BYmIidejQgQDQ9u3bZdP069ePAFBubi4REd15550EgP73v/95ROvIkSMEgCZMmEBERAUFBQSA+vTpI6Tx9/ensLAw2fenTZtG3bp1Iz8/P6qrq5NN88YbbxAAWr9+PRERffzxxwSAXnrpJY94JSIKDQ2lwMBA4VqtPl577TUCQB988AEREX300UcEgBISEiTpzpw5QwBo9OjRqnnq0aMHASCTyST7fMaMGQSAPv/8c9V5+hKffPIJAaD4+HjJ/bS0NAJAw4cP9zjPESNGEABKTU0V7g0ePJgiIyPpxRdf9Di/rVu3EgDKyckhIqLly5dTSEgIVVVVeZRPeXm54AsY9Ho96fV6p7QDBw4kAJSVleX07MMPPxT8zi+//KKK9ubNmwkABQQEkN1uF+7zviQ2NpYAkM1mU12upsLtt98u2S6Vt923336bANDKlStl3z958iQBoFtvvZWI1OmjW7duBIDKysqIiOjWW28lAHTixAlJ3vPmzSMAtGXLFsn9IUOGCHxXVlYK9y9evEgAaPDgwW7L3bVrV6f3iZTbj3/+858EgNasWeMy3/T0dAJAQ4cOdcuDO0ydOpUA0O7duyX3+facbff7yCOPEJF39ZxhwoQJBIAOHz6sKv0333xDAOixxx5TTYP37UREhw8fJgA0aNAgj/LSoMEX+H1YopWCTVeazeZm5kQeZrMZfn5+Hi+RYEhJSYHdbsfIkSMxcuRI5ObmIj8/XzE9m45l8mD0xdfidGIUFRUhIODKngb8SApDVlYWQkJC0Lt3b2RlZUmeqdEFe8bS1tXVweFwyE4782VpDGRlZaFXr15o27atU3kY+HI11OaU3mfXdrsddrtdcQo+Ly8P7du3BxEpfnBmsVhk9d2Qj/7q6uoE/bBrcZ5KqKmpkeWBX3rkyhZd8eSKB1bO5vIHSmXide0J5OytqKgI4eHhTrtaqcF//vMf3HzzzejSpQsACMuvdu3a5VE+cmWy2WyyZXRVZ/Ly8oQRXLbNrDsUFRXBYDCgvr5emC2Q8yUtuX3geeNtl/fdPNz5E/a/K3koyYfVVf5+VlaWsJFCdna2Ii+uoERT6b47OfA8eOJPPOWRb8/V6MBXtJXQEJq8bwcgtH99+/ZVbAs1aGgstPpghDnwhnb2Gxtmsxk6na7B/P36668ICQnBgAEDMHLkSOGeEuQaNH9/f1Wd06KiIuFUV7b7B49Lly6he/fu6N69u3BiOQNzhq7K6onzboqOhKvyMPA21tAOr1Kng5ebzWYDyayezMvLE6bJlTptzN7E+hZ/gKwW4k4de1etPtiHczwPvF00pBF1V9+VOlFNBRYMKpW1IR0l3l6ICMXFxWjXrp1iPVVCaWkp9u7di4ceeki417NnTwwfPhz/+c9/PMpLaWBBbnDBVZ3Jy8tDly5dEBwc7FEwwvsqpc64Et3mBi8T3naZ71aydXf+RE4f7nyPOG9xuwFcWcZTXl6OAQMGAIDEX/K+0RXcBSM8LxaLxYkXOXgz8MJDyV55X6bUJvgiGFHbZ/CUppxvB67os23btoiLi1NsCzVoaCy0+mCkuTsf7iDn1D3Br7/+imHDhiEgIACdO3dG586dXQYjvOOWC0aU+CkuLhbOMlAacXXVeVejC6WGV25GoCl0qyYY4floKF9K7/PXROQ0iwBc6bT17t1b+F+JRkBAgCp9u4K4kfK03GptTmnGxBXc8aC249JY8GVZGfgyV1RUoK6uDjExMR7PjPz3v/+F3W4XvkFgeOihh7Bnzx7hoE81cGUXakfagd+Dkc6dO6sORoqLi4XZFCYDOV/S3DNlrsDz5s5381DrT8T/uwuAxOl52mwmZPDgwQgODpb4S08CASWanvAiB18GI/zsrhIvSnL0hgdP2xc2W6N2wEnOtwPStjAvL8+rgEqDBk/R6oMRi8Ui6Xy1NPCdQ0/x66+/CjMiwJUzVI4cOaKanrtrMYqKioQP7pRGXLOystC9e3f06NFD2HWGgV8ipMQfoK4Dw5xmY+nWZrMhLy9PKI/S1DTPa0P5akjngcFqtQonp7oaQZZrLBtif3K8qC23WptrjGDE2/rmLdyV1dMZKsC5zKxuduzY0eOZkf/85z8YO3as00fiDz74IKxWK7788kvVeYn1R0ReBSNsoMWTmRHeV/H0bTabcH5LS2wf+Prkia8WvyfnT+T0QURONJXqtBxt5h979uyJbt26SfylWvuW44FBqf1QW6fZTEJD6hgPs9mMwMBAWR7dta/e8uBp++KpzxPPuPD6ZW0hEQlnx2jQ0BS4KoIROafRUmA2mxEUFNQg/i5fvgyj0YhRo0YJ90aNGoXjx48rnorKnKh4TavctRw/xcXF6NixIwwGg+yIKxHh0qVL6NGjB7p37w5Aum5YjS7E09uuOjAOh6PRl+AZjUYQkVAedo6JGETktD64pqamQTanNKpWU1PjJAu+zOw7oS5duqBTp06KnTZeB6707Qp8g+WJPniaSnYhfq4G9fX1br8Z4e29qeGqEwM0rJPCLwlhdbNLly4oLi6WXdInh+LiYuzbt0+yRIuha9euGD16ND799FOP+WIzEa6CEb4MYjQkGCkuLkbnzp3h7+/vNDPC/nfFT0uA3PddntRdvv640ofFYoHNZhP8m/gduWWFcnX20qVL0Ov1aN++vdNMstpOuHjggaep5FfV1umGDG64ykuOppKO5NqIhsLTAVZPfbxSveDbdm2ploamRKsPRlhnv6V+M2KxWBrMH1uOxc+MmM1mnDt3ziU9cUMldy3HT1FREWJjYxEbGys74srOVmBTuYDzumF3ZWV8sHWr4rTi/5Wmkn0Jxjsrj81mc/owXPyRn7jBaYhOefmwX7YsS2nECvh9WZa7ThvPW0Ptj+/IeKIPi8WC4OBgt/Jija5a3pRshU/T0ODfF1CSt9nc8I0s+G9wWN3s0aMHbDab6qVVX3zxBQBIthwW46GHHsJ3332HsrIyVfnxNqKkH3EgKzfjxwILT2dG2rdvj5iYGEEePH019tKckPMHntRdFjDwHWH2jPcncv7FVQDA02bLePz8/JyCEX6QyVWZeR5c0RTLQc2MLPtVG6C74lOOppJ/Fbev3mxYI87TE7/oSXq5QS+Hw4Hs7Gx0794dXbt2hZ+fnxaMaGhSXBXBSHBwcIsc+QK8mxn59ddf0bFjR2HXGwDCCalK343w8nB3LYa7YIRNy/fo0QMdO3ZEUFCQ01S9O12oHb1silHNrKws6HQ6dO3aFT169BDuyfHLj2A2xObkdCF+5qrMngQjavXtjle1vDWUB3bfXQdGiSc1tJsa7spqs9lQX1+vOj82GyTOs7i4GDqdTrBZtUu1/vOf/2DcuHHCd2E8Jk+ejPr6euzcuVNVfmpthHV45EZ72VkRYrt2ZwtEJOurWuPMSEN9Nf9cbpbZ3TV7R6nTzdPOysoSbI5f1spG5wHXswKudOKu7qjxO0FBQS53JFQLtXJRuva0nquh7Sq9Jz5PTgeXL1+GzWZDjx49EBQUhC5dumg7amloUrT6YIR36C0NZrMZer2+wcHIyJEj4efnJ9wLDQ1F//793QYj4tEyvV7vdM3zY7PZUFFRgZiYGMUPY8UzCTqdDt26dXOaqnenC6Yvlt5dANKYS24uXbqEzp07IygoCN26dRPuicH4EDf6DbU5sW4cDoekAedlIbdMy2AwICIiwmUwYrFYJPptaOecH8H0RB88TZ4nPp14HbkansSzBHK0xfbe1FCqX7zde5IfAEmeRUVFiIqKQocOHQAobzYhRkFBAX7++WfZJVoMnTp1wq233qp6Vy0lGxHzzZdBafkhC0ZqampQUVHhkm51dTWsVquTr2pNwUh9fT1sNptTXfWk7rL0bObJnT7YNRu5Z9/UuLJX8X02MwJcaQPKysoEXTFe2f9KaOxgRK/Xu+VBDZTqsZyO5HTWUB5Y++JJn8EXwYi4bWe/2syIhqZEqw5GHA4HqqurW3QwYjKZGvRBrc1mc/p4nWHkyJE4dOiQ7Aii2XzlYzbxaGFAQABKSkqE66CgIFRWVkreZ53bqKgoRERESL4FYThz5gxCQkKEU6A7d+4sLBdj+5aHhIS4LGthYaFw6jvfYDIe2TMACAoKQmFhoWJ+3uDs2bPCrFNYWBjatm2LM2fOSNKwMwxY41BbW6vYgLuD2WwWTpKvqamRNJ5lZWWKsgCA1NRUtG/fHn5+fmjfvj1ycnJkR95KS0slo2qMpqe88rrwRB98A11cXKz4UTcrv5qlRkwXrsrD239TQ6msBQUFErtXC7mOfGZmJtq2bYvY2FgAzrN5cvj000+h0+lw7733ukz34IMP4vvvv1cV4BQWFno0sCBnO+fPnwdwxZd06tQJwJUT2V0hJycHwJUToSMiIoROE19/xJ3vltY+MHt317F1Z+vMn5jNZpf6sFgskoGVwsJCyQCDWC9EhLKyMokfsdvtuHjxonAaOeu0pqWlyfKiBKXA1Gq1Os0Ait8JDAxEaWmpYr6sjMyfeDsYwfwIXw8sFotEJ+xsLvFgnxo5KIF9PxgQEKC63fPUx8stlTt79iyA3/XauXNnpKamesC5Bg3eoVUHI0ePHoXD4UBpaWmLa2yAK8HS6dOnceHCBY+d46pVq2CxWCS7VTFcunQJ58+fx/79+yX32ahKRkYGfvjhBwAQrs+fPy98l1BQUIDq6mqkp6cL7yYlJQG4ItOvvvoKp06dcvoQcOnSpYKzBICff/4Z3333neQjb4PB4FIX69evF8rEr2veuHGj8L/Yua9bt861sBqIr776CocPHxauy8rK8Oabb0rSfP755xKe9u3bB+BKZ6Ih34wYDAbhf/YtAAB89tlnkvw+/PBDybsffPCB0On86aefUFNTI/DCUF5eDqPRiMzMTMmaZnc6kYOYvlhPavTBaLJ3jhw5gvPnz8uuBWffEuzevdstT9u3bwcAl+f2WCwWpKen46effnKbX2Pg4MGDsvX9gw8+kB3BdweWj7izsXnzZly4cEH4vmn16tUu87Db7YiPj0dwcLBwNocSbr31VjgcDkycONEtb+vWrZNsaqD0jQb7v7S0FOvXr5fksWLFCgBXtitmQciaNWtc0t26dSuAKwfCfv311zh69Cjq6+udfInYJ7W0b0b27t0L4Iot8HVV6ZoH6xiz/13pQ0yntrYWa9euFa4vX76MTZs2CWkLCwtRWFgIo9EopNm7dy/MZjN++eUXABBs75///KeQv5gXJcjZM3ClLQGu+FW5WZr09HT89ttvLpdfmc1mwb960x+w2+2wWq24ePEi9uzZ40QjJCREKMeuXbuQmZkpDMaJfXxDeGD55ubm4uOPP1b9jsFggNVqVdzYhi8DT2/JkiUAfl9i9+OPP+LEiRPCAJAGDY2ORj/jvRFhs9no5ptvpnbt2lFwcHBzsyOLhx9+mG688UYCQCUlJarfS05Opp49e1JWVpbTs//973/Uo0cPMplMkvtpaWkEgIYNG0bPPfccVVZWEgDq06cP3X///UREpNPpKDY2lm677TZyOBzCu0ajkYYOHUr5+fm0ZcsWuuuuu5zoLliwgB577DHhevXq1XTPPfcQEdG+ffsIAIWEhFBoaKhiud5//30aPXo0AaB//etf9Mc//pEA0MiRI+no0aNCuqVLlxIAuvnmm2njxo2qZOYpJk+eTMuWLROun376aXr55ZclafLy8mj48OGk0+moV69eZLFYaNSoURQWFkZt2rTxiF54eDgFBwcTAN4NoGEAAI3qSURBVNq9ezf16dOHANBNN91E2dnZ9Oc//5kA0KhRo+jw4cOSd1988UWKj48nIqKUlBQaNmwYmc1mJxp/+ctfqGfPngSALBYLAaCwsDACQLm5uap5/eWXX2jkyJEEgCZNmqRaHyaTiQBQREQEAaDa2lp64oknaNCgQQSALl++LKSNiYmh4OBgGj58OJWXl7vlKSsri2666SYCQDfeeKPT84yMDMH+p0+frrqsvsS0adNoyJAhBICys7OF+ytXrqSbb76ZANDmzZtV57d582YCQAEBAdShQwciInr55ZcpPj6e7HY7jRs3jr766iu3+XTs2JFmzpzpNp3NZqMePXrQE0884TZtUlKSUKbExES6//77CQABoHvvvVdI99577xEAuuWWW2jNmjVOefzpT38ih8NBZrOZbrrpJjp27JhLuhcvXqRhw4ZRcXExrV+/nu677z4iIidfEh8fL/AzatQot+VpSlRVVdGIESPIYDBQ27ZtBdtt06YN6XQ6qqqqIgAUHh5OAKiiosIpj6ioKAoMDCQA9Omnn7rVx4IFCwQ9bNu2jT777DMCQKNHj6alS5cK+TocDpo4cSJdd911BIDq6uqosrKSBg0aRCdOnCAiotraWrrpppvop59+IiKirl27kk6nIwC0bt06xXK/+uqrAk+DBg0S7tfW1tIf/vAHCg8Pl7Qf5eXlBID69u1LDzzwgEuZdu7cmfz9/QkAffDBByq0II+TJ08SABo+fDi98MILEh7FOikpKaEXX3yRRowYQQDo+PHj1LFjR4EHT+o5wzfffCPoZMGCBareCQwMpNDQUAIg6McVHn74YUEHkyZNIqIrdXTSpElCn2D79u00duxYSR9Bg4bGRKsORhi6d+/usgPc3HjwwQcJAJWVlTUqnQsXLhAAmjNnDhERVVdXEwD6y1/+QkRXGpmgoCC64YYbfE77wIEDgqOOjIx0mfbgwYMEgFatWkV33nknAaCqqipJmhUrVhAAp055cyEoKIj69esnXHfo0IHatm3rUR5RUVHUpk0bAkB79+6l/v37U2BgoODw7777bgJAlZWVXvF6++23C8FIQEAARUVFeRyMEBFVVFQQALrnnntU66OsrIwAUExMDPn5+ZHVaiWiK4EeH4x07tyZIiIiPOLJbrdTQEAADR482OnZxYsXCQC9+OKLHuXpa8ycOdMpGCEi2rlzJwGgjz76SHVeSUlJBID0ej1dd911vmbVa7CO26JFi+ihhx4SOjnijuP69esJAH333XeNygvvS1566SWBnzFjxjQq7YYiKiqKYmNjBduNioqioKAgwXfHxMTI+keiKwGmwWAgAPT5558TkWt9LF68WNJhZfa4bds2Wd5GjRpFOp2O6urq3JajV69eFBQURABow4YNiulYQKTT6eimm25yet6pUydJ+8GCsrvvvtstDz169BAGexoSCDCcOXNGCOjEqK2tJT8/P0EnrD1nck1JSaFu3boJPHhSzxl++OEHAkBr165V/U5ISAi1bduWANDp06fdpn/ssccEu2CDiRo0NDf8iLzcA68FwGazwWq1IiwsrLlZkQURoby8HG3btm10WiUlJcI3HcCVpUcRERHCcqDKykqEhIQIH077mnZoaCjsdjtCQ0NV8Wm321FZWSkrG74szYmqqiro9XpBbuzbEXflFMNs/v2ckaioKNTV1aGmpgbh4eEA4FIWnsBut6OqqgqRkZGoqKiAwWBAVVWV2yU6chDbj1p9lJaWIiwsDGazGZGRkQB+X4cu5qGmpgYOh8MjGQIQyiRnwy3BZogIpaWlsnw0hL+SkhLo9Xr4+/sLa+JbEkpKStCuXTsQkfBBs9jnsDSNrRe+/jCb8/f3R2hoKAICAhqVfkPAlr0aDAaUlJQgPDxc8AllZWUICwtDVVWVrE9gS2osFotEtkr68PPzc7JLV3qpr69HdXW1UIddgX3zYbVaXeqZ1Y2AgABZncj5Vb4N85YHNVCSS3l5OUJDQ1FdXS3RCUvP+K+trW0wD57WlcrKSuj1elRVVal6j/VHAOd6qkFDc+GqCEY0aNCgQYMGDRo0aNDQ+tDyhooUYDQaYTKZVKePjo7Gdddd14gcOcMTHhl/at+5fPkyysvLERkZiY4dO8o+Y2D5RUdHC9fso3E2e6T2mt2Ljo52ypdBjifgykgV293FFb8MNptN2HFITf5qdawkYzk+xGUUyw34XQ5KfKnhh+dFTnc8TUCqH7FeGV0x5OTlijdP5KOUv5gPV/YszlMpH3FaAC7TeJKO8egrv+CJ3Bpiw3L5K9lsVVWVW/tUoq3GB3lqC3J1vyG88/YCwG198baO+hqN0XZ502648jme+htXNqZUDk/tTa0dewt3fDUmTw3pOzQEvvT1TV2PNFzdaBXBiNFoRL9+/TzaEUWv12PHjh0YMGBAk1QaT3nU6/VYu3Ytnn/+eVVnLOh0OuEkcHfPfH2thgdPePZV/gaDAampqS7160ovcvTE9zzlR2xzwJXGmzl5k8mEnJwcrFmzRrIjjBrZ+0JeAQEBiI+PR9euXREdHS00MlarFXfccYdq+bhCYGAgdDqdsKOPHDzJU21aT/JUYzNq4KldKYH3U6yzcOrUKcyYMcNJlp7YhzsYDAb88MMPivr3hoZaPt3l21BfpYSgoCC8//77GDhwIIDG71Q1pO3S6XSYMGECoqKiEBYWJuzOxFBZWYmtW7eqOthPjcwby/8HBQVh6dKl6NChgzDQZDKZkJCQ4NJHeEorKCgIK1ascBqUYWC+zlVwdObMGTzwwAMu22Jf+FueB7W0xWB9B7mBOzHEPj44OFjRp3haNsB3flSDBoZWsUwrJSUFw4YNQ0JCAtq1a4eFCxc6bTurhKaqNIzHGTNmYNOmTW6drRiLFy9Gp06dEB4ejqioKAQGBiIvLw9hYWHIz89Hbm4uFi9ejISEBPTr1w8GgwEmkwmzZ88W5DB79my89957Al2ej4SEBMTFxaGkpAQJCQmqryMiIkBEKCkpwYwZM5x04M6J8Xz4+fmBiJCQkID+/fvDarXCZrNh1qxZsNlsTnR5efz222+IiopCSUkJXn75ZSQnJ2Po0KFu9SKWHQBJedj9zMxMzJ07F7NmzcLatWsFfmJjYzFv3jzVNqfX6+Hn54eamhpBPmI5yemmX79+KCgowNy5c2V5UtLHrFmzsH79eokuPO0M19bWCnpdsGAB6urqhPeV9HHy5EnU1NRgwYIFsFqtLssHSBs7Xhe8jo8fPw6Hw4HFixfjhRdewIYNG2RlL87TVR3KyMhAaGgoysrKVNmMGjC7EstfDE/9AB8YiOsJbwuJiYkYOHCgxA6SkpJQXl4OvV4vq6uQkBDk5+cjIiICY8aMQWpqKqZMmYKkpCTht1+/fjh8+LBTHpmZmZg2bZpTmZTsTa6Om0wmRd7F9xjP6enpuHTpEpYsWYJFixbhhhtukNSF2NhYvPLKK0Id7dChA+bOnetki2rk3pjtg1LbxcvOXd1V40f4NGI98O0mqy9ML3z7wWQOQGIDcv7GFZTKpeRXxel4HlidrqmpETrV3uqaDxaZLRYXFwvtq5LMG+JvxTwo0ebrLhGhsrISOp0Oixcv9rjc/v7+sNvtsj4FkG8LeZmHhYXh/PnzCAsLQ2FhIRITE33iRzVoYGgVMyMMkydPxmeffYba2lrEx8djwIABqKiogM1mg8lkQlxcHPr27Qt/f3+cO3cOYWFhmDJlCkwmU5NF8Ow0XHf8paenIz8/H4mJiaiurkZ+fj7GjBkDvV4Pu92O8PBwFBQUIDY2VnAOkydPxpEjR2A0GtG/f3/U1tbi4Ycfxvbt29GrVy9YrVbhevTo0Vi3bp1wbTAYUFBQIJzazF+zvNlZFuw6Pz8fDz30kHAmiVgHLG+5sgYHB2Pp0qUCH/Hx8QgPDxf2M588eTK6du2KTz/9FEajURjlE98nIgwaNAh6vR5dunQRDgqbNGkSUlJSPNKLWHZ8ecQyBa58gC3mp6ysTJXNnTp1Cm3btsWUKVMAQJAP/8vrhvHADm+T40lJH6WlpRJduNKJUv0Q65V1RnjeGF2xfR44cEBic+yXrwPnzp3DqlWrnPJkuuBtfsyYMYiMjMTixYvRt29fWdmfO3cOSUlJQp6jRo1CWloazGazz2xGDZj8+bKK7V6tHtj5MKxMSrZgtVqRmpoqsYN+/fph8ODBWLt2rayuCgoKEB4ejq5du8p2IPr164ehQ4fizJkzyM3NRd++fXHdddfBbrcLB0jK1WXe3lj5Ge+sLrOlIXK8i++JeWYYPXo00tLShDyYrYrrKLNdtfafnp6O4ODgJmsfxH5EyS8o8c7bOu9H5PTB2xDvs1mbw2zKZDJJ5GexWJCWlibohJ1NERcX59b3MzlnZGRg2rRpkrSMT7m2nPcTTO98O/Drr7/6TNcmk0lS58aMGYO0tDQYjUZZXfG+uyH+lvHA01aqB0w3xcXFHpeb9TGUfIpSWyjHw/XXX4927dph2LBhSExMbNT6ouHaQ6sKRnQ6HWJiYgAAU6dOdRmVjxkzplE6H+7AdrtRw9+///1vAEBMTAxGjhyJ1NRU1NbWoqCgAAMHDsSIESMQEBAgpNu/fz9GjhyJ0tJS4XTUSZMmYfv27bhw4YLk+vjx45Jrg8GAkSNH4tixYwDgdM3yZg28mNaJEyck6eLi4iR5y5U1JSUFS5cuFfiYOnUqgN8PV9LpdPjf//6HwYMHo66uTnhPfJ/RZvIYPHgwevbsiR9//NHjHaeUyqPT6dCpUycMGjRIuCfOW6fT4dSpU0IZPLE5Jh/+l9cN44HZjpyelfhnvPI0POVVrFdxfjxdsS4GDx4sS5uvAykpKVi1apWqPHv27IkDBw4I3wcwu+bLk5KSgqSkJCHPU6dOucyzITajBixPvqxiu/fUT7EyAfK2IPYX4lOSd+7ciUGDBinK4JdffkFZWZnL8oSFheHWW29FSUkJ8vLyUFBQIOhTri7z9sbKD8jX8T59+iA6Olpiw0r+r2fPngAg6JblwduquF1oqP03NsR+RMkvKPHO2zrvR+T0IbYhOfkwmSv5EV4nLB3fzriSMwsoxWkZn3JtOe8nlOo0G0Dzpa55mszW3PluX/CgJHNW3qFDhyIgIEA4FNgTmqzvoORTlNpCJR7279+Pzp07u5SlBg0NQasKRgBg3LhxAK6cxlxSUgKz2YyxY8ciICAAOTk5aNOmDQoKCpzW2TYVhg8fDgBITk7GoUOH0K9fPwmPp0+fRv/+/ZGeno7z588LZXLlVEaMGOGUrmvXrnjllVfw3XffSeiyzgl/zd5lWyaqvWaIi4vDypUrBfkDEGjL6eLkyZNO8mANGcN9990HAE5bu7L7Shg/frzHHQml8sjxwXgWvwvIl9NoNIKIUFtbi9raWondMdnzv7xuGA+sTHJ6VuKfz4v9KtlfXl4eQkJCUFxcLHSOxGXkeXdlm0xeSuVjPLDtO9XkCUhnMVhevOzZSC2zQXd5NsRm1ECprO78gJIexGUC3NsCuwe4rzcTJkxwWx65PHhdiOsy7wNOnz4tmx+zlSFDhgi8i32KnO74+iD2TTzYPVc+ibUPly9fRps2bdzKwtfgeWS/7uouC8xd1TNeH2IbkqPNy1SpvWBQ8jeu2rn6+noJze3bt6NHjx5OPPG2485PMLtwx4NY30aj0SkfMZTk4s53u+OBtQ9ms1mRB7U+7NZbb/W43Lm5uRIacnTk2kIl3HXXXc0yyKvh6kerCkbETnfw4MGIiopCVFSUsLSouLgYMTExQmPvyQ4mvgJzFAaDAcOGDQMACY/V1dW4ePGi5ENfuYbz7Nmz6NKlC/Lz85GWlgZA6nyY4+7Tp4+ELhvF5K/5zhLfAPDPlRpEsQ4YbTldsHWwYnmwkXSlssjR5YO4tLS0BnUkXJWH50PsuNXanE6ng9lsRnZ2tvAukz3/6043cjy566DwNJTsT8yv+INJPljkeZPrTH/zzTcuy8d4UCovn+fZs2fRpk0bWCwWoeFmuuBlz54zG3TX6Rc3zL6EUlnd+QElPYjLxJdLzhbYPaVAubq6Gh06dEB2djY6duwIk8mE8vJyJ5qu6t2JEyecysTqMu8D2Ki1Gj6ZDcvxfvr0aWRkZEiei8svtlW1PonJPDAwELm5uU3aPsjxyH7d1V2lOu5KH7wN8bSVAgCWt1Lwz6dz1c4x+Yp1IscTbzvu/AQb6FLr6wIDA1FYWCinFgG8H2G+2J3v9gUPvE7k/FdhYaGwjNcTmqWlpRIacnKVawvl/LLZbJYsn9SgwZdoVcGIwWDAbbfdhvfee09Y667mHaVdNhoDMTExCAkJUc0fIN9wVlZWori4GIGBgYJjFDuf66+/HiEhIcLaTUZX6ZrvLPENAP9cqUEU6yAxMRE6nc5lWXl5sI/o+LIEBwfDarW6DeIa2pFwVR52n8li2LBh+PTTTwV+PLU59gE7k4/4VywTJd3I8aTEvzgvMS1PeGUzOrfddhvWrFmDuro6J94YXXGDN2TIECfaYp7EPIifK+VZWVmJ4OBgScM9bNgw7NixQ7Y8avJkDXNQUBAKCgpUycQTKNV3T/2AwWBAz549YTAYkJiYKFtP5GyB3XPV+S4pKUGbNm1QVVWF4OBgxMbG4tdff3Wir1Tv2BIevkxK9uaKdzGfvC/i6TK/J+ermK3yddRT+2+q9kGOR6VfV7buqp7xacR6ENMGnGXK+ySl4J/3N+7krFQuJb+qpk4HBgZ6xIOYJq/r6Ohooc6JaV6+fNmlb2uovxXzwNN2N8DKdsXylKa/v7+iT1FqC+X8clBQEHJycpplkFfD1Y9WsZuWtrWvtrWvHLStfbWtfT3NU9va93doW/tqW/uquXZ3Xwna1r7a1r4aNKhFqwhGAPnDembPno2ff/4ZW7ZsETqADC3hcKvExET8/PPPuOWWW7B06VJZ/sTvFBYW4s4778SyZcswf/58/OMf/8ADDzwAQP7wqscffxxnzpzBBx98gJCQECHvDz/8EPv370d8fDyGDx+Or7/+Gv/5z38wceJETJw4EefPn8e6deswZMgQ/N///R+Ki4vxxhtvoEuXLpgzZw4cDgdmz56N8PBw/OMf/0BYWBjmzp2Luro6rFy5UuL0ExMTkZWVha+//hqdOnWSlJE/+KygoACTJk1Cr1698Nprr0nSPvHEE9DpdMJHegxz585Fbm4uvvvuO9lRrYYcevj222/jm2++gclkwhtvvIFu3boJz5588kk4HA5s2bIFJpMJr732GsrKyjB//nxER0djw4YN+O2337Bs2TIMGDDA60MPs7KyMHnyZERHR2P16tUwmUyYM2cOAGDhwoUICwsTeFiwYAHatWuH6OhovPjiiyguLsb999+Pe++9FwCwY8cO7Ny5E3PmzMHDDz+sWlY8T9nZ2cLa4bfeeguxsbHCM3f6AKSHHn799ddYtGgRnnvuOTz11FOyh9j95S9/Qb9+/ZCUlCTJjz/M8M4770RhYSGOHDmCwMBAxXRvv/02tm3bhuXLl+OPf/yjajl4Cl5ue/bswfz58/HQQw/hrrvuEu7n5eUhISEBw4YNw4YNG1TzI+fzZs6cicOHD2PBggXo06ePoPMHHngAN998s6CDPXv24NNPP0VAQACeeeYZ4eNhOdpKB6GtXbsW//73v9GnTx8sXbpUcihadXU1nn32WXTp0gVffvml07tyhx4+8sgjOH/+PFauXIn27dtj7dq1+OWXX/DEE09g0KBBiI6Oxt69e7Ft2zbMmDEDTz/9tJO9XLp0CTNnzsQNN9yAV199Fbm5uZg7dy7atm2L2bNnIywsDP/4xz8EX9JSDz184okncPr0afz3v/914qchfqSiogLjxo1D9+7d8fnnnwv35dqNe+65B7m5uVi3bh3CwsLw+uuvIy0tDTNmzEDfvn3x3//+Fz///DMefvhhjBw5EmfOnMHGjRtxzz334PbbbxdsLDMzEwsWLMCYMWOwevVqJx49OfTw+eefx5EjR/Dxxx+jb9++Tnr/5ZdfsHTpUsyePRuPPvqox/JSA56v5cuX47PPPsOqVatw6623OvF08eJFxMfH47777sO8efO84omnPWfOHPz000/YuHGjZHlbQ/J2RQe48o1eQUEBNm/eLPGrb731FlJSUlpM/0rDVQ5qxbjzzjsJAP3444/NzYosJkyYQJ07d6Y77rhDVfqdO3cSADIajTRo0CB66qmnXKYfOnQoAaDTp09L7v/9738nALRt2zYiIlq9ejUBoMWLF0voPPLII0REdPLkSQJAw4cPJyKisrIyAkDt27cX8tTr9aTT6Zx4GDRoEAGgs2fPui1fWloaAaABAwY4PfP396fg4GCn+9dffz0BoIyMDLf5q8UDDzxAY8aMIQD0xRdfSJ4FBQWRv7+/cH3dddcRALp8+TIREd16660EgA4fPuwTXoqKiggAdenSRbgXGBhIgYGBwnWXLl0IABUWFgr3wsLCKCIighYsWCDcmzt3LgGgDRs2eMXTwYMHCQABoCNHjkieeaqPtWvXEgBKTEyUfX7u3DkCQIMHD3abV4cOHQgAlZWVuUw3a9YsAkBbtmxRxaOv8MEHHxAASkhIkNw/evQoAaDRo0d7TeOuu+4iALR3714iIkpISJDV+XPPPUcDBgygwYMH0/Tp0xtEa/r06RQbG0u9e/d2emY0GgkA9erVS3V+vL966KGHCAB99dVXQprly5eTn58frVixQjaPI0eOEAAaM2YMERFdvnyZANB1110npFHyJS0Jw4cPJwB04sQJn+TniT569epFACg7O5uIiO644w4CQAcOHCAi9+0Hw/79+wkATZgwwWv+b7/9dgJAhw4dkn3+1ltvEQB64403vKalFtOmTSMAtH37dtnnn376KQGgJ554wue0+XremOjUqRMBIJPJJLnf0vtXGq4u6BohvmkysGlq9nFdS0NxcTEiIiKEffrdITk5GTExMejSpQuGDRuG5ORkl+mVys8OkWL3zWaz8IG1+D7/vtI1+9/hcDgtDfBEB3L5AoDdbofdbofNZgNxE3WNoeNLly4hLi4OBoNB+CgQAIgINpsNdrtd2AnGnYy8BZ+vw+FAXV2d5OBBnmZtbS2qqqoQERGB4uJiIS92WJ63vInz5G3X0/Lztif3HICqwwFZGne0a2trfSIHT2E2m+Hn5+e0JEfJ7hsCXv5KOk9PT0fv3r3Ru3dv4RwBT1FUVITIyEiJPTA0pExq6hKToTt7UcrLlS9pSfC1H2E2p0YfLA3/jti/iK+V6rAnddcdWB5Ky9nc+ZHGgDsdeSJzX9NuClotvX+l4epCqw5G1HZOmgtFRUWIjo6WbczlkJycjJtuugl+fn646aabcPbsWZenfis5C4vFAn9/f8FZyl0Dzo0O3yCw/MUdYyWHpWZNtFLjxd6l/79FrhjuGqmG4NKlS+jRowe6d+8uCUbEfCk11L7mh+XD8hWvG2b/8zSZPUVHR0uCBbPZLNFzQ1FUVAQ/Pz8JLQZPy886EUrp+fK7gtrG0WKxNHnHBfhd/nL1EfBNp4X3eaxu8zQzMjIQFxeHuLg4YVcqT1FcXIzo6GhUVFQo1llPOqJq6hLvq3jwwQfPhytf0pLgaz/iTVDvzqaUbKwxg2wevvJtnqCmpsal72KBc2PYWVP2bZRo8f0DDRoaE606GGGVpSkdlFoQEYqLi9G+fXsUFxe7/TiMiHD8+HFhN4thw4ahvr7ead9+MZTKb7FYEBAQIBnZEjcm7Jp1dpWCk9raWmGPdHHeYrA81Dgsng6Dq/x97ZTNZjOKi4tlgxF+hBaAWxn5gh9AvnOiNFLJAgRmWwy83hsKtoNL27ZtnWZGPNWHO5486USplb3ZbEZAQECT+wVWVqWZEV90WuRGrXmaNpsN2dnZwsxITk5Og2gXFRUJ3wvx68wbMirO+6uamhqnTi4rj7vRaDlfJb4Wp22JaGw/4gltXi9y7YecTpT8eUPgTh6+8m2eQGlwQe1zb9CUfRslWo0xEKhBgxJadTCiNGLTElBVVQWr1YrOnTujvr5e8vGnHPLy8lBUVCQEIwMHDkRAQIDLpVrMSciNWPGNSWBgoMtrwDmwYMsd5DrpDJ4EIzwduTyVGjxf6ZgFH926dUP37t2F7Qvl+BCPrirJyFuIOwQOh8OJB4fD4RQAsAChc+fOTjMjYr02FEVFRYiJiUFsbKxTMOKpPtzxpGQTPNjyOTW03XVoGwtKdNWWUQ3UdBSzsrLgcDiEYISIcPHiRY9pFRUVCact83bQkDLxtiPHuzvdKdVDuYGTltguMDSWH1GjD542v9SPD3CVgns2M+CLzqo7v9IcdVqN7/KFv5WDxWJptLzFsNvtwmnzcm1vS+1fabj60KqDEbPZjKCgoBZZWdiINdtxwt1SLRZ0sGBEr9fjxhtvbHAwIpaL3LVcMCKXn9ls9lmwwNORy1P8PxE1WjAinhlha8t5PlgHh+fdl40EP5LL8yA3UyK2LbFd+apxLC4uRmxsLGJiYiT5N0QfaoMRdx0aT0a8m8svKNE1m3233p3REOuBp8mWZbFlWgA8Dkbq6upQXl6u6L8YPZvNJnxf5Q5ywQhvG+50x49Gs18iQk1NTasJRnz1fReDWn3U19c7dT55n+au/RDT9FU9s1gsbvXe1HXane9yx3Nj0vYlHbn/2XVL7V9puPqgBSONBDaS2KtXLwDqghH28TqDq4/YWeMr57DUBCNKwYm4w8meKTksNmqvdvSEjaSxD7Tl8hT/L57+92UwEhQUhI4dO6JHjx6oqqpCWVmZLB9ygYCvbc5d4CfHQ1FREcLCwtCpUyeUlJQInQ9f8caW58TGxkrsVqwPT74ZUdO5rK2tFWY+lNLJ/S+HxuwkuEJTdNr4vOTKmp6eDr1ej06dOqFDhw4IDQ31+CN2tiyrZ8+eAJxnRuTs0hXk/JXZbEZwcLBTXuJgiwd7Ry6IdTdw0lLAfKyrcnoKtfrgv89h6cUyVQp45QaRfB2MuNJ7U9dpi8UikUtT8tRU5XU1yNNcflTDtYlWHYy4cxbNCdaJ6927NwDnxpyH+ON1BlcfsbNRe7ny8408k5P4Wq/XSxobvV4v7JbFOyilho7d5zsUSmB8id919T+j5ctGOysrC926dYNOp0P37t2Fe3J88GVlnQi15VUDnqY7HoDfv+mIiYkBAJSUlACQ79w1BOL8+WVgADxqoJhtufqAXc4m5NLxfLij2dR+Qck22H2r1eoy4FIDXsdyOs/IyEDv3r2h0+ng5+eH3r17e/wRO9N7165dERoaKjszotNdaT7U2Jucv5Lz32o6gKy8ct+zKfmSlgS25NCXbRcb6GH/u0oHQDJTx8tcLuBTamdc1W21YHp0JQ9f+101cOdPfeVv5dBUfRtXftWdTjRo8CVabTDCOobN0elQA7YjEesUuJoZISIkJycLS7QYXH3EzsocEhIi60TE9/nOmdI1+9/daL0aHuTA+FLKx9v81eDSpUtCEMJ+2dItpXIzh8w6VL60ObP5ylponiZ/LR5RFs9csGuW3heyUpoZYfl6Un53gQFve67yAaBqjXpzBSNK8hfbvTcdF9Zp4+s2T5MFIwwNCUaY3pkdyH0zokZv4vQAXPolpXtKdNmyLHYSdWuZGWE24Gs/4kk9Ynqor6+HzWZT1T4odVbdzWq6AwvO3Ondl+2AGrizxcbqf7B63hQ+jOXPr25o6f0rDVcfWm0wUlNTAyKCwWBokZWFnSbNPj7+6KOPFNP+8MMPKCwsdDrB/Prrrwdw5SRYHqzMpaWlkhOQy8vLkZ+fj+rqasUOi/iaiPDll1+itLRUePbVV19J6Ijl++233wr/p6SkAIDq9fDNHYzY7XZ89dVXQlnbtGkDPz8/vP/++7K0Dx8+DOD3mQD23Jc2ZzabYTAYhP95Hn755RcAkIxQffHFF8jOzhZmzL7++mshvbeyys3NRWFhIYxGI7Kzs5GbmyuccM7yraqqws6dOz0qn6tOhr+/PwDgxIkTLvMB3NtCRUUFcnJyUFVV1SKDEW94unjxonAOjdlsRnV1NTIzM1FRUSHka7FY8P3336O6ulpCf9++faiqqlJN69NPPxX+Ly4uxscffyx5/uWXXzboezGx37FYLCgsLMSePXsk6UpLS5GSkiLbwf3qq6+EJWRmsxlffvmlZFvY1hCMKPlub/NkQdmvv/6qmI49Y4MbjJfi4mKJHykqKsK+ffuE67KyMpw7d06yW9euXbuEoNWbIPvs2bMA4DTTxZevOYIRVzTd+baGggVnRUVF2L17t0/z5sF4Z20jw4ULF0BEsNvtLbYeabi60GqDEbbOHwDy8/ObkRN5VFRUgIig0+ngcDhQUVGhmJY1EFFRUZL7bPmK3MwIa5AdDofsMi4iQmFhIYgIJpMJRISysjI4HA5cvnwZRASHw4Hq6mrJ8hGTySTZkaWwsFDojALSRod9q6DT6ZCXl+daILiyYxhb2iHeKlScv/h/1tCpzd8d2M4hYr6JSLAfng/W8Pr7+yMvL09YDsXK4gvk5eUJnXFe1vn5+YJuAwICBJps563IyEgAV5ZpORwOVFZWCltKNxRMv/7+/gJfjAeWr9ozHJjt2e12lJeXy25vnZeXJywvEX9HxKOwsBDAlU6UGtkTkerDRn2FoqIiEBEqKyslZRWXkQXCDQGzW7HNsmumG3Y4qZg+q+uebMPL/GtISIhsh0TsI9TImdV3Pz8/5OXlCbbKDhplfJaWlgr8ytmLeFe10tJSJz6UfElLAvMjdrvdZ2dUiP2IKz0zWet0OuTm5gr2yOzDbrejqqpKCHpZHQYg6ItB3G74wq4B+baciAQfV1ZW1iSHWdpsNmEpYEFBgWyagoICEBGsVqtPDn5kYHVP7pBhX0Ncd8Vtu9gXt8T+lYarED45x70ZsHnzZgIg/LU0WCwWys3NJSKi3NxcMpvNimnr6uro4MGDss9SU1MpPz/f6f78+fMJAM2ZM4eqq6slz7KzsykwMJAAUElJCQEgnU5HAMhoNErktmvXLqqurqaXXnqJANDChQvJZrMJ8r377rtp2LBhBID27t1L9fX1ElpZWVmqdSCmO3v2bOF+v379hPsDBw4U7s+cOVO47+fn5zZ/NTh//jzV1tYK15cuXaKKigoiIho8eLBA7/rrryciogsXLhAACgkJobfeesvnNtemTRshvwcffJD69+8vXN94440CzwAoNDSUiIjy8/OpqqqKiIguXrxIdrud0tLSJHquqalpME8ZGRnkcDjI4XBQRkaGcJ/pY8mSJWSxWNzmU11dLeFJnBcDK2tWVpbLvP76178KaSMjI12mvXTpEgUHBxMAqqurc8unL1BbWyvYKQD67bffhGdim1m2bJlXdPj6ZjQaBRtiOj9z5oykntrtdjpz5oxHdOrq6gSdlJSUUElJieR5bW0trVy5kgDQU0895TY/5q/Y35dffkkA6M477ySTyURERIWFhQSAOnfuLPhOHpWVlfTss88SAPrXv/5FtbW19O677xIAeuSRRxR9SUvCa6+9RgBo1qxZTr67oWD+/uLFi27TZmZmEgAKCAigtWvXEgD6v//7PyovL6fjx48TABoxYgQVFhZSeXk5AaB27dpRTk6OJJ/y8nKaOnUqAaD333/fK/5dtSN8G6ZkG77EoUOHJPbqcDic0oif//DDDz6j/dFHHxEAmjx5MpWWlvosXzlMnjxZ0J/NZpM886Rt16DBW7RaK6uurqbbbruNEhISKCEhobnZaXIUFBTQ2LFjnToJDFu2bBE6CX/7299o8eLF9Ne//pUcDge98MILNG/ePBo3bhxZrVYiIjKZTDR27FgqKCggIiKbzUZ/+tOf6OTJk/TTTz/R3XffLeuQiYhefvll+uc//+mW51WrVtHzzz9Pt912GxmNRuH+t99+S/feey/dc889Eqd+6dIluu222+i5556jd955R51gvMCPP/5I99xzD91///20Z88e4f706dPpgw8+oNLSUho7dizNmTOHFi5c6BOamzZtoieffJLGjx9P586do++//57uueceuvfee+m7774T0j3zzDO0adMmxXwcDgdNmjSJFi1aRFOnTvUJbzyYPlggpAZTpkyhRYsW0V133SVrP//617/oH//4h9t8Tp8+TXfccQc9/vjj9NFHH7lNv23bNnryySdV8+kLPP7447Ro0SK68847JWVdsmQJzZ49m8aOHSt0vL0BL7NPPvmk0XTuCmazmW6//XbZIJMH81fx8fH05ptvUm1tLY0bN47S0tIk6SZPnkzffPONy7wuX75MY8eOFTpq4ryUfElLQlFREY0dO5aKi4t9luf69evp+eefV51+5syZtG7dOqqoqKDbbrtNCDTsdjtNmDCBjh49KqT929/+Rjt37pTNx2g00tixY6mystK7AtCVerJgwQLZZw899BAtWrSI7r33Xq/pqEFdXR396U9/ogULFtCzzz4rm+a5556jxMREuuOOO5w68t7AbDbTbbfdRpmZmT7LUwlnzpyhO+64Q+gH8HjzzTevyf6VhqaHH1ETzHlq0KBBgwYNGjRo0KBBA4eA5mbgaoDRaHT6BkLuxHWWJjo6WrgXGRmJjh07StKx9109Y7DZbMKHizz49xldtbxWVVUhLCxMeM9TWuzAtOYArxMGpfIqlU1OB0DjlE+NHTG9AJDoRo5Xdzz6mp4amnJ0XcHTMniTV0uCXLl4/bjSDW/PSnYMXFn7z75P85SOtzYnR0+pDHL+UwwxLy1R1762VXf58XIVy0dOx4wuuxbrHIBPbMATGbjL62pDU/oytX0WoOW17RquUjT31ExrR3Z2NhkMBsn6Uba2lf9Tuu9JOv6Z2jwBkF6vp5CQkAbz6gktg8FA2dnZLUYnvtJNY5VPrR35SgeNQU+NXFzpxhdlaKk26QmUyuVJ3fdEb/7+/g2m4wt9qa2TrcX/yMHXtqomP2/akcaQvacyaIl6bCw0pS/zpM9yLetEQ9Oi1cyMsEjeVQTPwCL5pojgTSYTLBYLEhMTMXDgQFy8eBFz585FQkIC4uLiEBERIewGMmPGDCQkJKBfv37Cdq5RUVHCDkFhYWH49ttv8e6772LRokW44YYbhDSlpaXYv38/3nvvPSdaixYtQmxsLCorK2G321FTUwOj0QiHw4FLly4hMDAQpaWlOHXqFAAI6VNTU7FmzRokJCSgf//+yM/PBxHBaDRi7dq1kjIwWi+88AI6d+4MIkJERAQCAgJw4cIFBAcHo6SkBAaDAZGRkUhMTMS2bdvQuXNnpxkHNupWXl4Oi8UivFNfX4+AgACn+/xInDsdM50sXrwYnTp1Qnh4OKKiopCZmYlp06YJOrBYLKisrJSUV3yfl2VJSYmw7/revXuxfPly9O3bF9HR0apsTs6GmSzOnz8Pi8UiyDwjIwPLly+X2EtmZibmzp2LxYsXIzg4WNh6kfEYFBQEh8MhnIWybt06bNu2DUOGDHHijcmI0SspKUFCQoLEFnJzcwX7ENsys9mTJ0/CYDAgMDAQRITy8nLMmjUL//3vf2VHr00mk6ScrurB0aNHkZeXh40bN2Lbtm3o0aOHU35ZWVlC3evYsSMqKyudbNJsvnIYXNu2bZGYmIiDBw9izJgxXvsFJX/E2zYARTtWshmxbnhdMN2LddO/f39YrVYnO+d9iFi+bJezU6dO4Z133hHyuXDhApYsWSK8y2wuISEBHTp0QGlpKUJDQwU5FxcXw2AwICMjAxaLBZs2bcLBgwfRs2dPBAcHC/IR6575r+LiYuTk5GDZsmWK/lLOV7Vr1w4AJPZ/8eJFVFRUwGq1oqamBr/88ovH9bOxYDQacfDgQUnZ+Xqk1+vh7+8Pi8WCtm3bYsqUKTCZTLK8ivNTqkeHDh3Cq6++KsjVZrMJPi0zMxMbN24U6g2TLS9rtTZw4cIFhIaGArhyxk1SUpJsPeN9DuOJt6UzZ85Ap9MhPz8fu3fvluiRh6/06q5/Ia7XjK5cu9QQnsT65NuswMBApKenw9/fHzk5OYiMjHRrH+7KmJqaKttnEbcrTCc5OTnC4bsxMTEIDAz0qR/VoEFAMwVBHkEcybe0CD45OZmAKztN5efnC9fHjh2jgoICYScspfvu8uPLL0crKSnJST5Kv3x6xtPx48eFe2xHIDGvjJZer1clezm67p65escTHcvJkNeBUnnF933FD69DcX7sf54HJmc5Hcjp21PeeHv89ttvZWWgxmZZ+dism5qRbld5elrfeXtubL/gij9f2IySnSrVXV6OSvYvh6SkJFk74H3M119/7ZGM2WyLnDz27t1LR48edVkOOVuX48NTeTf1qK6S73YFVvbk5GS3+SnVIyUbctUO8Nfe2oAndu3rOtRQHbnzXb7mydf2oZaOnH6b2o9q0CBGq5gZYSMqDz/8MLZv3474+HgMGDAAFRUVsNlsMJlMiIuLQ9++feHv74/09HQEBwc3aPSgoYiKisIPP/wgnAmyZ88eREREYOLEiairqxPORuDv2+12VFZWorq6GhkZGcK+80eOHEFqaiomTpyI9PR0SfnZs65duwr0xc/d/R46dEiSXqfTYffu3bBYLHjqqaewceNGAFf2ot+7dy/KysoEWrW1tW7l/8MPP2Dx4sWy+srKysK7777r9OzcuXNYtWqVT3UslqFerxd0IC4vo6d031f8yNlweHg4lixZIssDswM5HfD6c8fbuXPnEBYWJssby5/ZLTsHhrcPxgOTpdhuy8vLcfnyZdTU1CjydO7cOSQlJanK8/Dhw6rK5+fnh+nTpwvyaCq/oOSPfG3DSnYqvpbzJxcuXJC1fyZfk8mENm3aSM4VYPkwG+N9TEVFhSoZnzt3DiaTCYmJiYr+58iRI6isrHRpY+yMEN7WxXzw9ccdb9988w2WL1/eZG0C4GwrrnRitVrRrl07xe/y5PJTqkfMBlz5NF62gNS2+DaN5eMLu2a03PmJpqjT7voXjcmTJ/ZRUlKCBx980OPyiemI6w1fx5vaj2rQIEarCEYYJk2ahO3bt2Pq1KkYOnSoYroxY8YIp4M3Ffbt24eRI0cKh4+FhIRgyJAhSE1NRW1tLY4dOyZ7v6CgAAMHDsTgwYMxcOBAbNq0ySldamoqgN/Lz56xPNkve+7ul32syq737dsnfKB2++23C8EIK1N4eLjAAwC38g8NDcXixYtl9ZWSkoJ3333X6VlKSgpWrVrlUx0r6UBcXkZP/I6cLH1lc+L8AGDJkiUSHsS8sWteBzExMU55NZQ33m7ZPXH+Yh5OnDghsdmAgACcPn0aOTk5LnlKSUlBUlKSqjwrKytVlY+VidlzU/uFprJhMS2+rsv5E71eL7wr52uGDh2KgIAA/PLLLwJ93qco+Rg1Zfr3v/8t4ZH/7dSpk7CsR8keGD3eV4n5AKT1R41fWr58uUt5NxZc6YvXCavfavJTqkcdOnQQ0ir5NCXZ8nkz3+DLesZ8jDs/0ZR1Wq3vagye1NrH7t27FTeiUANxveHreHP5UQ0agFYWjHz88ccAgNWrV2PUqFGoqanBsGHDhGi9V69eyMnJgdVqFRrkpsK4ceMwdOhQoZFl1wxxcXFYuXKl030eY8aMcXq/a9eueOWVV4Ty87SGDx8O4HcH7+6XpRfnx8DuKfEAAF988QW2b9+OHj16SHRQWFiIkJAQHD9+XEJPnD49PV1Ch+lS6b5c/iaTCQaDwe3ptK50IFdesSzYfV/yw8vEaDQ68SDmjS8D00Hfvn2d8pLTR1FREfR6PcrKyoSRUiUZMVsS88Dyd2ezN998s9DhUeKJ7cijJk/GizvZs5kuZs9KchD7BiU5NAR8WdkJ2O70IrYbpdOdGXh75Ou6nBxZR8Gd3iZMmCDsqKPkv3gf465MJSUlQueGr0Psd8iQIU4yVKqrfHnFfPD1R85O1NSBpgDvu5UwYcIEVR09d/VInIeST+PbAbl2oSE24Ild8zrLyMiQlK8p6zQrtzvf1Rg8qbWPSZMmeRUIiOuNkn591dZp0OAJWsU5I0ajUfiwWKfTweFwqHrPYDAgNTW1UacRU1JSMGzYMMybNw9WqxX+/v548803hWuxQ5s+fbrTfd6Rfffdd1i2bJkkXX5+PlauXCks3XnssceEDvzq1atx3333Yffu3bBarYJ8lH4BSNIDwLx581BcXIytW7fCarXCz88PRCThgdEKDAxEXV2dW7nI0XX3zNU7SpDTMa8TOR0olVd831f8AMo2zP7nedi8eTPq6upkdSCnb095c2W3YhkAcGmz/v7+6N69O44ePYrExESXPInvK+VZVFSEyspKzJgxQ3X5Zs6ciQ0bNqhuIL31C678kS9sRqwbXhd8WeXkmJGRgWnTpgl+QizfgoICWK1WREVF4fz588jKysI777zj5FN4u/BUxv7+/rDb7bLyeOyxx9CnTx+8/vrrijbG6ipPl7/2VN5N0SaIIbYVALI6Yb7/0qVLCA0NhdVqxZQpU5CcnOzUMeXzU6pHbKmskk8DnNsBJdtqqA14Ytdi+NLvqoGa/kVj8aTGPlhAXVJSAofDgcDAQEX7UEtHTEuuXfFV+TRoUItWEYwALXc3LblKrqYz5gqu0il1ftTAz88PAQEBkmDCE149oRUcHIw333wT4eHhTb6blpxOGlJeVwgICEB8fDy6du3qk920jEYjtm7dKmnovdVBUFAQVqxYgd69ezvxptZuPZWLXq/H2rVrZde9m0wm5OTkYM2aNao7NMyOlHbnSkhIUN146vV67NixAwMGDGjRu2kp2a8ndd8TvbHAoSF0eDAZt2vXzmk3LSXdq62TnvDRkPrZWDAajThz5gweeOAB1NTUqHrHVUdPbX7etCO+sAG+nrnyy0rg9cjjatlNy5f24YoOKyNPyxf61aDBG7SaYKQlgz9AaNWqVUhKSsLMmTMxatQoHD16FO+88w4mTpyIiRMnCg6soKAAc+bMwfDhw7F+/Xrhff7Qw3vuuQcxMTFIS0vDZ599JnGWr7/+OtLS0vCvf/0LHTp0wObNm/Hjjz8iISEBY8aMcXvo4bFjx/Dss8+if//+mDt3Lurq6vDEE08gOjoa8fHxEof77LPPoqamBlu3bgUAvPrqqzAajVi3bh26du3aog5G4nWSmZmJBx54AEOHDsXs2bMlaadMmYKIiAi89957kvvx8fHCshP20SVDUx16OHXqVJSWliIpKQnAldHK7OxszJkzB126dMHnn3+OgwcPYv78+Rg1apTXhx7eddddiIiIwLvvvgsAeOaZZ1BbW4vXXntNsIWFCxfi4sWL2Lp1K/r37y/JsyGHtVVUVGDcuHGIi4vDJ5984lF+fF4rVqzAf/7zH6xZswajR4/2mLeWArkD0KZPn47jx49j2bJl6Nq1KzZu3IiffvoJjz76KIYPH47ffvsNGzZswKOPPorx48cLASER4cknn8TIkSNx8uRJ7N+/H35+fkK+/KGHn332GZYvX4777rsP9913H06cOIGVK1fihhtuwDPPPIPg4GDMmDED3bt3x7vvvuuVzT333HM4fvw47r//ftx9990AgAMHDmDDhg14+OGHMWnSJCHt6dOnsWLFCgwZMgQvvfQSLBYLnnnmGXTp0gXLly9vdYcePv/88zhy5Ah27NjhtHV1Q+pRfX09Ro4ciS5duuDLL7+UPfTw2WefRW5uLnbu3Inq6mrh2T//+U+cOnUKixcvRs+ePZGUlIRvv/0WDz30EP7whz/gxIkT2Lp1K8aPH4+77roL5eXlWLRoEUaOHClsEayGdzm7njZtGlJSUvDll1+iS5cuHsvhagEvm4ULF2LXrl344IMPnGZAfH3o4T333IPc3Fxs3LhRGAA6c+YMli9fjv79+7eotl3DVYrm2sbrasbChQsJAG3cuJGIiLZs2UIA6NVXX5WkO3nyJAGgW2+9VTEvm81G/v7+9OyzzxIAp23/br31VgJAJ06cICKip59+mgDQzp07VfHKtvW7/fbbiYiopKSEAFCPHj2c0kZGRhIAcjgcRER04403EgAyGo2qaDUnjh07RgBo/Pjxkvs2m40AUPv27Z3e6dy5MwGg6urqpmLTCR06dCAAVFNTQ0REI0aMIACUmppKRESPPPIIAaBvv/3Wa1r19fUEgKKjo4V7vM6JiIYNG0YA6MKFC17TJCIyGo0EgG688Uav85oxYwYBoM8//9wHnLUsTJgwgQDQ4cOHiYgoPj6eANAnn3xCRERr164lALR8+XLJe1lZWQSA5s+fTwDo8uXLLunw/mr//v0EgP76178SEdGlS5cIAA0YMMDrMg0ePJgiIyPpxRdfFO4pleN///sfAaA777yTiIjy8vIIAF1//fVe89EcuP322z3eotUVysvLCQB169ZNMU23bt0IAJWVlUnu//WvfyUA9NNPPxER0bx58wgAbdmyhYiINm3aRABowYIFRET0448/EgC6//77veb75ptvJgB0+vRpr/O6msB8+549exqdVq9evQgAFRUVERHRHXfcQQDo6NGjjU5bgwYiIulwrwafoKamBn5+fjCbzQAg/LJvPhjYfVdLVrKysmC32zFy5EgAcPowjr3L8mJLsNi1O/A8uOKJ3WPl4N9pyVAql5ryNmf5eH0q6ckXPLLlE2JZ8Dr3NU1xPr74KJIt2WoNNukp3OmeHfDIl53twnbbbbdJrpXA7IDp3BMf4SmKiooQHh4u2c1NqRyNyUdzoDnqkRJN/j6ve/bLlvb4UvYtwc+2RDC5eLKsraFw185o0NDY0IKRRoDZbIZOpxOcCPswjncqrKK7WvPOgo8xY8ZAp9MJu04x8A7L086Y0nuuOud8p7U1OCw+WOPvy+mA3WuKxkAJvF54nnypAzndyzWIvu7wywVBDQXfibqawOuitrbWadBDp9M5lT0tLQ16vR633HILAgICkJaW5pKOnP8C1PkIT0BEKC4uRrt27VBUVOREny8Hz4cv7aY50BzBiFLd5W3LbDbD399fYlvshHhxOm0AofHQlO2rUjuj6URDU0ELRhoBSo5caaSPnzERIz09HQaDAT169EC3bt2cZkb4zpfFYpGl5YpXwNn58DzZ7XbU19fLpmkNDsvd7FRtbS2I+3yqJZRPSS9KI5XeQGwLRCSrczkefEXXVT1QC0/tvzVBbrQ6ICBA8ZohNTUVffv2RXBwMHr37u12ZkTOfwHufYSnqKioQF1dHWJiYpxmRuTK0Vh8NBeaox4pdTLlbMtVG+ZL2beEQZ+WCF/6dnfg9a8FIxqaGlow0giQ6yQEBgY2KBi5cOECevfuDZ1Ohz59+uD8+fOS57zDUmrIXfEql49Sp10uTWtwWHw5+fsOh0Myyie+bq7y2e12p+lzueBTzrYaApYHEaGmpkZW53I8+Iqu2p1k3OXlif23Jrir60plT0tLw/XXXw8A6Nevn6pgRGxTbNmUeNRczE9DwWZDOnbs6DQz4ioYceerWgt83dl0NbAC/F6v5WjW1NRIZqMsFotL2+Jnz7xBU3a6WxN86dvdoTEHuTRoUAMtGGkE8E5EKRjhp7zlcOHCBeGQuz59+jgt07JYLE5LNTxxYErOp66uTrKkSa5jqob/lgKlxlN8LS6j0v2mhJzM5TqkgYGBPtEBX36lYKSxOlG+CkaaqgFvash1EOX8DG8LaWlp6NevHwDg+uuvdxrQkKPjKl9fBQFsNqRLly4oLi4WOtBK5ZDrEANX7Eau893Swftub8Hysdvtssun6urqhO1b5QI9V22Wu2tvwNuVhitoKl/mcDicZkL44FSDhsaGFow0AsxmM4KCgiSddfG1Ujo5pKenIy4uDsCVU4kvXrwoOROgpqZG0nAr0VKCxWJBcHCwU4Dh7v/6+nqPP5ZvTrjSgTiNu/+bEnK88UEVK5cvOwWMjpwMiMhppNxXdPkAuKF5eWL/rQl82eSu+c5LSUkJiouLhWCkX79+yMnJkWzrykPJf/E+ora2VuKLPAWbDenRowdsNhsqKysVy6FUXkC5893SUVNT41NbdeezlHwduxbz4q4N82U9Y21Ya2hHmhJN5cvk7EZN30SDBl9CC0YaAWazWdLBZxVbbjSK3Zcb2bNYLMjJyUGfPn0AXJkZsdlsMBqNAH7vGIrz5mmr4ZV/X/xM6X/mpFrL6ImSXNSWtznABwcsAFRjWw0BX2Y5GdhsNjgcDp/RZHmzc1y8bfw8tf/WBDm/4uoagPCxOlumxX5dzY648ylm85XvBwDv9FVcXAydTiecscGCE1d1ledD/Ky1wde26k4erp57alu+4p2IfDqgcjXBl77dFeRWAVzNflRDy4QWjDQC+NkGs9kMvV4vO9Kn1+sl06RiZGRkAIAwM8KCErZUy2azwW63S/JuSDCi1+uFUWlxx9BV55xd6/X6VjF6wuTCj+YqLcdqCR0dpQBQzraaapkWoyNnz97QZYfueZunUl1r7WCdNncdRL7sqamp8PPzE3wHW/Lp6rsRPh9GRzxqqtfrhf8biqKiIkRFRaFDhw4Afl+2paRDcXnZQAyzm9bgg8Sor6+HzWbzeT2S+5+ByUhp22RPgxFf8M6W2LWWdqQp0VS+jOXPZqccDgdqa2uvSj+qoeVCC0Z8DCJCWVmZ08hiUFAQysvLJTMghYWFCAwMFNLwSElJAfB7EHLdddchMDAQycnJkncCAwNRWFgo3AsJCfE4GAGAqqoq4X2eJ/H/xcXFwnVQUJBAuyWDLycD/+Es/39zLh8oLS0FAGGdfEVFBQA4dRQDAgIk5WgoxOUsLS2VlYccD76g64vOrTivq60RZZ02cd3m6zq7Fnfqjh07hm7dugnyDQ8PR8eOHXHs2DFFWsXFxU7fZrBAng1YsPy86UBmZmaibdu2iI2NBXDlTCWlcgC/+0s2eCMORsQnjbcGiAdzGiOoLysrc3rO7vHtg91uR21treS+xWJxa2ssgGDfoTSUZzmernUQEaqrq5tkdoK3RdY+ajMjGpoSWjDiY5hMJuTn5yM7O1vi2I1GIwoLC1FQUCCk3bhxIy5fviyk4bFgwQIAkIzk19XV4bXXXpO8c/nyZWzatEkYPTUYDB59M8LSfvfdd0IjxPMk/n/dunVC2crLy7Fu3TpVtJoT4pH+77//Xri/fv16SRr+f09k6WskJSUBgPBN0K5duwBA6BCy2azMzEzhmTdga/UBYMuWLUK5AwIChP+//PJLgQdfrnU3GAzC/77I62obZWXlEXfS+U47K7u4A7FhwwZcunRJktfly5fxzjvvKNI6duwYzp8/L6HDgtCff/5Zoi9vOiubN2/GhQsXBJ+4evVqxXIAwCeffIKcnBwhjdl85dslAPjss88azEdzoDH8i7j+fvzxx07Pt2/fDgCS80KA3zeOEPNiNpsl17xOxDbgzUYGYjloHd/fkZycjPr6ephMpib7ZoTp+4cffgDg/N2gBg2NiqY98P3awJ///Gfq3r07AaCamhoCQF27dqUJEyaQw+EQ0i1dupRGjx5NAOjTTz91yuedd96hiRMnSt6ZMmUKvfrqq0RE9NlnnxEAGj16NC1dupTS0tIIALVp04b8/f1V8dquXTvS6/U0YsQIqqyspBtvvJEAEAB67bXXhHRPP/20QOvrr7+mt99+mwDQzTffTGvXrm2oqJoMkZGRZDAYaOTIkVRdXS3c37FjB/3hD38gAPT3v/9duP/yyy8Lchg2bFhzsEy//fYbDR8+nADQ8OHDqaSkhIYPH05BQUHUoUMHSklJIQA0YsQImjVrltf0brnlFoHWyZMnBZ0DoNtvv52IiIqLi+mmm26iwMBA6tSpk9c0iYh69uxJfn5+BIBWrVrV4HwyMjIE+9fpdD7hraXgm2++IQCk1+spPDycjEYjAaCwsDACQBaLhQBQREQEAaDS0lIiInrkkUcoISFBkteLL75Ijz/+uCKtqVOn0sCBAwkAFRQUkMFgoPDwcPrDH/5AtbW11K1bN9LpdASA1qxZ0+AyvfzyyxQfH092u53GjRtHX331leAv+XIQEc2fP1+oq9999x317t1bsNecnJwG89Ec2LlzJwGgoKAgatu2rU/yZDq76aabKCMjw+l5RkYG3XTTTQSABgwYINz/+eefCQCFhIRQSEgIFRYWEgAKDw+XtGHsuqioSEgLgA4dOtRgnrdv304AKDAwkKKjoxucz9WGuro6uuWWWygqKoqCgoIaldbSpUsFP3/99deT2WymESNGUGhoKEVERDQqbQ0aGAIaK8i5lvHNN9/glltuQXZ2NogIOp0OnTp1wrfffitJ98orr+C6667DL7/8InwQKsbf//53/P3vf5fc++ijj4T/2SjYs88+i8cee0z4liQoKAg2mw1EJIwcKiEwMBAGgwG//vqr8K6fnx+ISMJTQMAVU/n000/RuXNnrF27FgDw2muvYfz48ark0pwIDAxEQEAAjhw5Irl///33Y8iQIejVq5dQRuD38vr5+Qlybmr069cP//vf/xAcHIzAwEC0a9cOR48eRXh4OIKCgoRve/785z9j0aJFXtNj5Txw4AD0er2sPKKjo3Hs2DG0adMGQUFBXtNkdP39/VFfXy+h6SmYrQcHB6u2/9YCJuvAwEAEBgZKyireEpmlY3X33//+t1Neb731lktaW7duxZNPPonTp09Dp9MhMDAQbdq0wS+//CLQ8Pf3h8Ph8Epfb775pvD/jz/+COD3w9b4cgDAkiVL0KFDBxw+fBgBAQEICgpCUFAQfv3111anZyY3pk9fgPmEI0eOyLYnvXr1wpEjRxAcHCypu4x+UFCQ0F6J82P32Ds6nQ4BAQHQ6XSoqanxygYY7cDAQJ/5k6sBAQEBOHjwIHr16uWTLc/d0QKu1DVxfyAmJqbV1SsNrRd+RK1wg/ZWgPr6elRXVyMyMhLl5eVo06aNotMuKSlBVFRUg+jw75aUlCA8PBw1NTUIDw93+z5zdGxpFlt+U19fL8mX/v+3MO3atfMJ300N9mE+KyeP0tJStG3bVnC+rLz+/v4IDQ31qsH1FhUVFRIezOYruxnp9Xqf6sBut6OqqgqRkZEAfpeBn58fwsPDJR2c6upqBAQECN8OeAObzQar1QqbzeZ1WTy1/9aEkpIShIaGwm63IzQ0FKWlpQgLC4PFYkFERITgZ6qqqtC2bVuvaInrO69rq9WKuro6WK3WRqn/7srBbL6urg61tbUICwvzOQ9NgZKSEhgMBhCRsOTJG9TX18NsNiMiIsJlOt6fMF7atGmDuro6tGnTRrAts9kstGGhoaGoqqoSbCIwMBDV1dU+qbMhISHw8/NT9M/XKphvbGwbLykpQWBgIEJCQoQAsaamBg6HA6GhoY1KW4MGQAtGNGjQoEGDBg0aNGjQ0EzQlml5CaPRCJPJ5HT/8uXLkh1eWJro6GintDabzWmKOjIyEh07dnTKRyk9/x5DdHQ0rrvuOlU8y5UBgCQ/OX48od2U4Mvpinegefn3hFc5W+J5Z3BXBle2IMeDEh01tDQ0HjzRo1iHSjoGnHeo8kb3ntg3T18Nvw2x/asBDdU7j2tBVi0ZattkwPe6ak7aGjQwaMGIFzAajejXr5/sjhM6nU6y5SF/7Sqtu2eu0vMICgrCihUr0Lt3bwBXtrJ9/vnnVa1D9Za2wWBAampqkzsvo9GIM2fO4IEHHpCU0xPegStraefNmyec88LAGnVfOWY5O2qovfBQ0oGSjBpKB7iyNeSOHTswYMAARbmwhs9dYAi4l7Mv82pp4MtmMplQVVWF8vJyWCwWVFVVoba2VtgN73//+5/i6fUNsSVPdR8UFIT3338fAwcOdJKxp/btK76ay//Iwde26uv66+/vj7vvvltYksNsi313Jf4NDQ2FXq9HWFgYDAYDIiMjERYWhujo6Gu6zjYUrvoRclDjZ93RYzrIyMhAQkKC7DlnjUFbgwYlaMu0vEBKSgqGDRuG2bNn47333oPVapU0AAkJCYiLi0NJSQkSEhLwwgsvYMOGDbJbISYkJKB///6wWq0IDw9HVFQUMjMzMW3aNCQkJKBdu3ZYuHCh8K44L7WNjjjdjBkzsGnTJieeGVjDk5CQgA4dOmDu3LmCw1q8eDE6deok8BkYGIiTJ08iNjYWly9fhp+fH6KjozFlyhQkJydj6NChXsnZE/COPSEhAf369UNBQQHmzp0rK0vgd9k0R2eH2RHjLTExETabDQkJCYiNjcW8efOc9KykA/YdCesgyOlATkZimSjZiVq4CoAYXW/l7Mu8WhrkyubuF5C3iUOHDuHVV1916V+UfMGsWbOwfv16j3wM4CxjZt+LFi3CDTfcgMzMTMydO9etD1Pii9Vp9p0FK2teXh7CwsKQnp6OkpISvP76603uf+Tga1uVq79KuhW3TQxqbcqVrTWE96u5znoDVj/E9U0NGiIXJR246pv4irYGDa6gzYz4AL169YLVasXDDz+M7du3C7+TJ0/GkSNHhMO8+vbti9raWsTHx2PAgAGoqKhAVlYW3n33XSFtWVkZxowZIzkMa/LkySgrK0Ntba2QN8uLXYvztNlsMJlMiIuLQ9++feHv7489e/Zg2bJlQnp2cJjc+4wnRvuzzz6TpB01ahTS0tJgNpsxaNAg6PV6dOnSBZWVlWjTpg0mTZokHNjY1GD7svM6YGctsPKI9XDu3DmsWrVKtSzPnTsndPRNJpPPHDLTs81mc+KVt63q6mrk5+cLtmK32xEeHg6TyYTg4GDExcUJB6CpkZESndGjR2PdunVuZZKeng6LxYK2bdsqyoWn642cPc0rPT0dwcHBPtdZY4Avm9pfOZvo0aMHALj0L0zHfH6lpaUe+Rh3MrZYLEhLS0P//v0BQNGHsfqoxBcri9FoxEMPPSSx/9zcXMyaNQspKSl4/fXXm1ZxCvC1rSr5ODndsrZJydd5+uuO91OnTin6gKu5zvoCrL41plyUfItc38RT/WrQ4A20YMQHuHDhAgBg0qRJ2L59u/C7f/9+jBw5UuhcsnRTp04VRutSUlLw7rvvCtv/Dho0CKmpqaitrRVOSdbpdDh16pSEBk9TnKccQkNDsWzZMiE92xlH7n3GEwDs379fWKbE0p46dQojR45EaWkpTpw4gYKCAgwcOBCDBw9Gz5498eOPP3q9m4+3UNKBuDyszCkpKVi1apVqWY4ZM6ZRgq39+/cL6+V5Xnnb6tOnD6Kjo2Xlf/r0aVWjjmIZKdFhu4upkQkAVXLxpZybW2eNCV4X7n5jYmIwcuRIwX8UFBQI9ZzVA3GdZc+OHz8uS4/VYV/JmPHH/JqSD2P1UYkvubK0NP8jB1/bqit5MN3ybQ7v6zz91eps44HZbFPIhderXN+ksWhr0CAHLRjxAYYPHw4ASE1NlfyOGzcOQ4cOFdbhsnTJyck4dOgQ+vXrh9OnTwv53HfffZJ84+LisHLlSiEv4Mop6eK82LU4T7PZjLFjxyIgIACnT59G//79cebMGQlvPM9KPDG6YlqsXEoYP358szssJR2Iy7N9+3aUlJQI5WXlY/fFcszJyUGbNm2Qn5/faFvGinnjrxlv7HfIkCGKOrj55psBuA8MxDJSosPgyr4CAgLQuXNnnD17VtUpynI2J84zLy8PISEhKC4uFoJwJai1//T0dLd5tTTwumC/vJ/hbV0MZgOunin5L1c+Qq5uXL58GUajUbE8Sv6Qz59tOevOryqhJfgfObjyL2I7ra2tVbXVrxq9Mxkq+Tp3NsX/uquzBQUFLm3AnRzEttSmTRu3MriawOvKW/twBV7/rmgbjUYQEWpra31CW4MGOWjBiA/AHDUbjWK/fOPK0hkMBgwbNgwA0KFDB0lasZNnHbvk5GRh5KJPnz4Afnci7FqcZ1RUlLA0rLq6GhcvXhR4YLzxPMvxpETblbNMS0trEY2Ikg7E5Rk8eDCioqKE8rLysftiORYXFyMmJgZBQUHIyclRvfuIJxDzxl8z3lzp4OzZs+jSpQuys7OFQ+FcQSwjJTpyNsvbV0xMDIqKihAbGyscjKeGrlKeTNbsUDVXUGv/avJqaeB1wX55P8N+5Wzi5MmTAFz7FyX/5cpHyOkrMDAQhYWFiuXhO8RK+fMdYCW/qhR4pqWlue0QNwdc+RexnZrNZmRnZ7vNz5U8mG5ZO6Hk69zZFP/rrQ24k4M4n9zc3Ebxsy0VvK68tQ9X4PXvirbYH/uCtgYNsmjK496vNiQnJxMAWr16NYWEhBAA0ul0BIAAUFJSEiUnJ1NSUpJTOv6PpRX/sfeSkpJo165dkneVaLr6E6dz976fn58ibTlev/32W8n/jPfk5OQm1Ul2djYZDAZFHciVRywDtbIEQAaDgbKzs73mmdkR4y04OFiWVznbaogO5GSkRMeVzXoqFzFdb+Xsy7xaGuTK5u5XySbWrFnj1r8o+YKG+Bg5GYvtWw1dd/TlysLbPyt3U/sfOfjaVpV8nDvdKvk6T3+1OutbyPUjGksuSjpoCtoaNLiCtpuWF9C29nUNbWtf9fxqW/s641reJlTb2lfb2lfb2rd11dmGQtvaV4MGbWtfr8EfGPT2229j27ZtmDt3rrBrDAD8+OOP2Lx5M/785z/j0UcfRVZWFhITEzFw4EDMmjVLsqSGPQOAf//73+BVNGfOHBQUFGDdunUICwvDihUrcPr0aSxZsgRDhgzx+NBDo9GIe++9FwMHDsTmzZuF+3KHHo4fPx7l5eX46KOP4Ofnh8TERGRlZWHVqlWIi4tr0YceHjt2DM8++yz69u2LxMRE1NXV4YknnkBUVBTefvvtFnfo4d/+9jdUV1cjKSkJAPDqq6/CaDTitddeQ0REhHDo4aJFi2A0GvHYY4/hueeek+TbkEMPR4wYAYPBgO3btzt1GObNm4fs7Gx89913Tgd4Nre+r2XwerznnnvQs2dPHDhwANu2bYNOpxOeRUZG4v3338fXX3+NJUuWCDtuAcCBAwewYcMGPP7447jjjjuE+8wnjR49GmvWrHGi76mdzZw5E4cPH8aCBQvQp08f7NixAzt37sRzzz2HO++8E4D00MOVK1ciJycHGRkZ+PDDD4VlQzU1NZg2bRq6dOmCL7/80iOergbwcrXb7RgxYgSio6OxZcsWSf194YUXUFpaiqNHj8Lf31+Sz7Ugq5YMXo9z5szBTz/9hI0bN2Lw4MGStI196OHTTz+NEydOYMeOHRLf0Bi0NWgQ0HyTMlcnZs2aRQBo8+bNkvsfffQRAaCZM2cSEdGBAwcIAI0fP94pj2+++UaYDj137pzT8169ehEAYZr0jjvuIAB04MCBBvF88uRJAkDDhw93mzY6OpoAUHV1NRERDR48mADQ2bNnG0S7KcGmw0eNGkVERCUlJQSAOnXq1MycySMiIoIAkNVqJSKiG264gQDQhQsXJOni4uKoffv29Mwzz3hN0263EwBq06aN7PPrr7+eAFBGRobXtDQ0Dmw2G/n7+9OCBQsIAP38889OaR599FECQP/9738l99nypkWLFknuHzx4kADQHXfc4RMe77rrLgJAe/fuJSKiuXPnEgDasGGDbPrBgwfTPffcQwDozJkzwv3Lly8TALruuut8wldrR2VlJQGg2NhYp2exsbEEgCoqKpqBMw2egK8fTYlRo0a1mCWOGq4d/D5cpsEnqK2thZ+fn9OuQuyaHSrErtmWs2IUFxfL/s/A3uHzULOTkRxc8cKDTef6inZTQolnNeVuDqjVc1FRESIiImRtxVOwJR9KMmlN+r5WkZWVBbvdjtGjR8PPz0+yKQKDkh7NZrPwoSp/X/yet+DpWywWWb/JcOnSJfTr10/4v7H4au1g8pBbdqPV3daD5tQV38Zr0NAU0IIRH4OdbMqv/2SNPOvssedyjWhRURHCwsKE/3kwZ8Hy8NZ5uGrA1NJWu961OaEkL09OF29K8LKVa6BsNhsqKioQHR0tayueQkxLbr15a9L3tQoWfNx4443o1q2bbDDCBkV4PVosFvj7+ysGI76qK3wdNJvN8Pf3l7Wr8vJylJeXY+DAgQgKCpIEI3ydvtbhSh5KOtfQ8tCcAYEWtGpoDmjBiI9hNpsREBDgVJEtFovkPj9TIoZ4e0O50W5+dsXbRoa9J8eLGA6Hw8lR8by0ZCjJy125mwPiYIDxzQeywO8zZ+3bt/fJzIhYj3IfxmqjZi0fFy5cgMFgQKdOndCnTx+kp6c7peH9EYNSUODKXzUEvC0r+U0AwlaiPXv2RLdu3WRnRlpiHW4OiINGEn1rSP//nAhxGg0tF80ZOGp2oqE5oAUjPoZSo2o2mxEYGOgUjMg5G3ZmAzu/gQdryNUucVDDszhfJYif8++0BselFEDV1dUp7kTUXBDL05WsmX107tzZJzMjcnTFEHceNbRMXLhwAb1794ZOp0OfPn1kZ0ZcBSNiPyVOL/71FjU1NRI6FotFli4A4byDbt26oXv37sI14xe4UqdJ24tFkIc4+ACkMyVa3W35cFUfGhutqU3XcPVAC0Z8DLPZjKCgINlGXnxfKR1wZbSbBSP8aHd9fb3QcRY35Ep5qeWZ5aMmndw7rcFxmc1mSdAm5rmlLV3gZU1EsrJm9nHdddehvLzc67XzroIRJR40tCykp6ejb9++AK4canbx4kXY7XZJGqWgw919X9UTucEZpc7XpUuXEBISgvbt26N79+6yMyNE1OoOtWwMKNVfd4MMGloWXNWHpqAtt9Rcg4bGhBaM+BgsyJBb5sA3vnLpgN9nRmJjY51Gu+U60K4CG7U8M95cjS7yDZrD4UBtba3sGvOWCLmAUPysJUFsF2azGXV1dXA4HE4zYCwY6dmzJwB4fWKxK5mIR1pbmrw0/I4LFy4IZ+PExcXBarUiJydHksZsNiM4OFjWTwUHB8sGI3L3GwqlwRk5f3jp0iV0794dfn5+6NGjh2wwwv9/rUILRq4OeNumewNvBzc1aGgItGDEx7BYLLKNtsVigV6vlyx3UGrc2TcjcjMj7H3xjjcsL2++GdHr9ZJvQpTSMZjNZuHaG9pNCSYntixLzHNL458POtk1bzNFRUUwGAzo2rUrAPnd1zwBr2M5npQ6jRqaH2azGbm5uejTpw8ACL/8Ui13QYfaIKWh4P2fq/yzsrLQvXt3AED37t1RWlqKyspKIR9xntc6lOTRkmeBNTjDVf+gMcHaxuagreHahhaM+BhmsxkhISGyjbxer5c0viEhIbLfK6iZGWE06uvrYbPZZGl6wjM7RMxVHvzoGs9LSweTOfB7B58dBtfS+FeStdiGgN+X9MXGxgKQ333NG7pyz1qLvq9FZGRkAPg9COnWrRsCAwNlgxHeltzdV/JXnoKIZP2hHF3g95kRAMIvmx1hI8js/2sd2sxI64dc/WgqsEBV8/EamhpaMOJjmM1mFBUVYf/+/U73DQaDpPFluyWdO3dOSHf27FlYLBbk5+cjMzMTqampKCsrk+QDXHEaO3fu9EkHkfEmzl8pHcOuXbtaXedUHIywDr74uiWB2Q9blnX8+HEAcFoS9+9//1syG/LZZ595RVec9759+2SftRZ9X4vYsGEDACAmJgbAFXsJCgqSnJrOOjuFhYX49ttvJfd//fVXmEwmxSCF/e8NbDYb7HY7ioqKsHv3biHP4uJiHDx4UJK2qKgIp0+fRkVFBQCgTZs2AIBt27YJ77XUOtwcYDNM7H/xfcB5MENDy4Nc/WgqaHaiobmgBSM+hN1uR1VVFRwOh9PoYWFhIRwOB6qqqmC325Gfny98nyFOW11dDQAIDAwURu3F5z2wkW+2W0ppaanwLD8/v0F85+Xlwc/PD4Drbw4KCwuF/y0Wi5BWp9MhLy+vQbSbEuJylpSUIC8vDwEBAQC8n1HwNdgIVVBQEPLz81FfXw/AWdYWiwV2u10IJktKSryim5+frzhbxIKe1qLvaxEXL14EAISHhwv3rFarxL7ZQAjvp4gI9fX1cDgcKC8vl/id/Px8oe6IfU5DwAZX2LJQh8OByspKEBHq6uok360xf8hssm3btgB+3+63Jdfh5kBeXh4CAwMBAAUFBcJ95ruDgoK0utvCwdePpgRrPzQfr6HJ0eRnvl/FOHXqFAGgYcOGUUFBgXDfbrcTAOHv6NGjwv9ZWVlO+WRkZBARUX19PV28eFHy7KmnniIA9M9//pNqa2tp7dq1krwbAvH7CxcuVEz35z//mQDQv//9b7LZbDR37lyvaTclxLy+/vrrFB4eLlzfd999zc2eBA6Hg5KTkwkAdezYkYiIsrKynGRdUlJCJSUlwvO6ujqv6Hbv3p0A0JEjR8jhcEiezZw5U6Dv5+fnFR0NjQOLxUKpqamSe4WFhZSbmytcf/PNNwSAJkyYQMXFxZK0eXl5FBcX5+SbxHXnvffe84rHjz76iADQ5MmTqbS0lNLS0ggA9e/fny5fvuyU/uzZsxJbTEtLI5vNRkREBoNB4OuRRx7xiq+rAVFRUYI8Jk2aJNz/y1/+Itxv165dM3KowR34+tGUeOONN1pVm67h6kFAo0Q41yj69++PiRMn4rXXXkP79u2F+zqdDtOmTUOnTp1w5MgRDBs2DPPnz4derxfWQIvRq1cvAFeWWLBdkhheeeUVZGZm4rnnnkNwcDAeffRRfPrppxg+fLiwdtpTLF++HJcvX8bJkycxY8YMxXSvv/46HA4HHnzwQQQEBOCFF17A4cOHMWjQIOED6paMpUuXori4GCkpKXjmmWfQtWtX/PTTT8jNzcWiRYuamz0J/Pz8MHToUDz66KP461//CuDKevkXX3wR1113nZCuXbt2wv9ytuQp3n77bXz88ccYOXKk07M5c+bg7NmzuOGGG3D99dd7TUuD7xESEuKkG/Y9EcP48eMxfvx4rFq1CtHR0ZJnnTp1wvvvv4+3334b3bp1E+7Pnz8fNpsNR48exZQpU7zi8b777sPGjRuxYsUKtG3bFpGRkZg0aRJeeeUVdOjQwSn9jTfeKLlm2xYDwDvvvIPDhw8jKysLCxYs8IqvqwFr1qzBnj17UFhYiCVLlgj3X3/9ddhsNnTs2BF//OMfm5FDDe7A14+mxPTp07F3714MGzZM0rZo0NDY8CPSTorSoEGDBg0aNGjQoEFD00ObGfEBjEajqvMdLl++DADo2LGjcF1eXi48N5lMqKqqAgCEhYVJRi1Z/uJ7kZGRQl5iREdHS0bPvYXa8jUG7WsBvHx5u2Bg9sFsg78Wg7cNV3rxRL/u8tLQNHClMzn7iYyMBABZf+Ot/TSUZ7X+zxPf5yteNWhoamjtrIZrGVow4iWMRiP69eunau92nU4n+SjU3bWrd13BYDAgNTXVJ87Kk/L5mva1ADn5KunaE3vhoaQXT/XrKi8NTQN3OmtK+/GGZ7X8eMKnL3jVoKGpobWzGq51aMGIFzAajTh48CAsFgsWL16MTp06ITw8HPX19TCbzUhPT4fdbkdWVhZKS0uxf/9+JCQkIC4uDiUlJUhISEBCQgL69euHgoICzJ07FwkJCejfvz+sVquQ12+//YbXX38dixcvRnBwMIgIdrsdNTU1KCsrg16vR3FxMdq0aQMiwrp167Bt2zYMGTIEHTt2lIyisNEXpdF3MWw2G/Ly8oTy8bSNRqNwkGNgYCD0er1L2k0Jvpxs1LW8vNzJ4RsMBkRGRgqjsWzUtSl4N5lMsFgsgl1kZGRg+fLlgl1YLBZUVlaioqICy5Ytw6JFi3DDDTcgMzMTc+fOldhdVFQUAgMDcfLkSYSEhKCoqAg6nQ5du3bFlClTYDKZnMpz5swZgX6/fv2EXbmioqJQWlqK9PR0WK1WXL58Gf7+/igrK8Mnn3yCbdu2oUePHkI+TSmzax28zURERICIEBUVhczMTEybNg1JSUkoLy9HXV0dSktLUV5ejjVr1iAxMREDBw7ExYsXBX/D1oYTESIiIlBRUYHffvsN1dXVqKmpQXV1NQ4ePIjly5ejb9++sjMU7mbemJ9MSEhAhw4dcO7cOXz44YdO/PD2zMqTkJCA2NhY1NXVoby8HH5+foI96vV6VFVVgYhQVVWFTz75BP/9738xZsyYq9oexSPpSrNMzN/xPo5BPMN0NcuqJUNcP1h9YPWZ+XMiQmVlpaA/JX/eENpq+wOaj9fQqGiuL+dbO7KzsyU7uezdu5fy8/Ml93U6neQXAB07dowKCgro22+/dXnN5wWAkpKSnPJW82cwGCg7O1uWN1d/4jTe0m4u3fA6aGm8sx2zjh07RsePHye9Xi+5FutfbGfsPXathkZycrLkfnZ2toQeszv2rLXo+1qD2GbEOhM/S05OpqysLLf28/XXXzul8WVd4X0YT8+dPcvxqdmjs1x5mbRUf6dBCqV+hCso+XNvaGt2oqG5oc2MNBBsdPLhhx/G9u3bceTIEaSmpqJr166S+/zvnj17EBERIew+pdPpsHfvXpw+fVpyXVZW5pTXoUOHJNfx8fEYMGAAKioqYLPZYDKZEBcXh759+8Lf3x/p6ekIDg4WRlEAqH4/IyMD06ZN8xntphxJ4XXD/7ZE3nU6HXbv3o3a2lrJtcViQXx8PMLDw7FkyRKJnQFXZjB++OEHlJWVYeLEidDr9bDb7aisrITJZILVapXdoYjJSUyP2d3EiRORnp7eavR9rUKn06F9+/b46KOPBL2x79IA4KOPPnJrP2IbGzBgAM6dO4dVq1b5TO98XayoqFD0mwCEa2bL7KwDxqdmj1fA5CrWbWPpUEPjga8frvx5bm4uJk2a1Gi0NTvR0JzQghEvMWnSJGzfvh0hISEYMmQIjh07JrnP//Lp9u3bh5EjR0pO0Q4NDUX37t2d8mIn67LrqVOnYujQoYq8jRkzBikpKYo8u3qfHZrma9pNCSUdtFTe2UnSwBW7YMsnpk6dCgBYsmSJov2Eh4fjxIkTKCgowMCBAzF48GD07NkTv/32myrafD687bVUmV3r+OKLL9C9e3cnvam1H1avmX5TUlKwatUqn+ud5cfbFc8Pu05NTUVtba0Tn5o9SiHWbWPrUEPjgenKnT//8ccffb7dr2YnGloCtGDES+zbtw8AMG7cOAwdOhShoaGS+/wvn46/Bq7sMw5AuPfxxx8DAIYPHy65Xr16NUaNGoWamhoMGzYM/v7+KCwsREhICEwmEwwGg+wJroyXL774Atu3b0ePHj0kebBvXRqDdlNCSQeuyt2rVy/k5OTgwoULTc7vuHHjZP9fvXo1OnXqJNyXsx8ljBw5UlUDwucTFxeHlStXutS3WF5WqxV6vd6zAmvwGsxXMDC9ie3niy++gNFoBOBsP6xeszrh7+8PwH1dEdd18UnfSuD9iDt/yJeHf6+l1uGmhli3rI6mp6cDcO2rtbrbssB05c6fjx8/3ucBQWtq0zVcvdDOGWkg+N0v5s2bB6vVioiICLz++uuwWq3CLjDi3WBYOn9/f7z55puK1z169EB+fj5WrlwpLKW57777sHv3bkneasB23gAg8KzmfXEab2k35ZSuWDe8Dloa7ykpKRg2bBjmzZuH4uJibN68GXV1dcL11q1bYbVahfSPPfaY0OFYvXq1xF7EjcjFixcREhICq9WKzMxMvPbaa0hOTpY0dEajEX379kVtba1TPl26dMHjjz+O2traFiezax1im+F1z5ZXKtkP729mzpyJDRs2SDoZvqwrvJ8U+xE5fvgyhYWFYfr06RI+NXt0lqvSzmSarFo2eD0y/y4XOF66dEkICKZMmeLkz72hrdmJhuaGFox4AaPRiDNnzuCBBx5ATU2N2/RNtbVvUFAQVqxYgd69e3u9m1ZlZSXmzp0rBETe0G5KtJbdtJp7a9/Dhw9j/PjxquyXgenY012VNPgGzbG1b0BAAOLj49G1a9cG7aYl5ycba2vfoKAgvP/++xg4cOBVbY/ablpXBzztRwC+Cwi03bQ0tBRowYgPwB9W9OGHH2LdunVYtmwZ/vSnPwn3+UMPk5OT8cwzz+CGG27Aq6++iqKiIsyePRtt27bFwoULER0djaeffhpEhDfffBPA7wd/zZ8/H5cuXcIPP/zgtIa0sQ89vOuuu5Cfn4+jR48Kyzoai/a1ALnD4B566CFYrVZs2bIFAPDyyy8jPz8f8+fPR3R0NKKjo/HPf/4Tp06dwuzZszF06FB88cUX+OKLL/D3v/8dEyZM8OrQw5tvvhn+/v44cOCAU3pNx80POZ3deuutsNvt2LFjh1PHYtasWTCZTHjhhRcwYsQIAMD69etx6NAhTJ8+HWPGjMG+ffuwadMmPP7445g8eXKjH3r48ssv48cff8T8+fNx/fXX47PPPsOXX36J+++/H2PGjEF2djZWrVqF8ePH46677pIcgjhr1iwMHjwYGzdudKKj2aeG1gi+fixcuBC7du3CBx984DQDotm4hqsOzbiT11WLhQsXEgDauHGjy3QnT54kAHTrrbcSEVF5eTkBoG7duglp9Ho96fV6p3cHDhxIACgrK8uXrKtC165dCQBVVlY2Oe1rBWFhYRQQECBc9+nThwDQ5cuXhXt//etfCQD99NNPREQ0b948AkBbtmzxmn5QUBCFhIR4nY+GpoPBYKCgoCDFZzqdjtauXSvcmzFjBgGgzz//nIiI3n77bQJAK1eubBJ+H3nkEQJA3377LRERvfHGGwSA1q9fT0REH3/8MQGgl156SfLeuXPnCACNGjWqSfjUoKE5wOrHnj17mpsVDRoaHbpmiH+uetTU1MDPzw9ms9llOvacrdfmr9n/ch+N8e80JZqT9rUCm82G+vp6YSMBOZnz99hSOm/1QkSoq6tDXV2dV/loaFrYbDbU1dWBuMlui8UCi8WCsLAwya597LsNZi9ms1mV3/Ilv2L6FotFQp/9ir95Ed/XPqbVcDWD2bfaU9k1aGjN0IKRRoDZbIZOp3PrRPjGlm9k6+rq4HA44HA4nBpe9k5zOCotGGlcEJGTjOX0zTdWFosF/v7+XuvFarWCiFBfX4/6+nqv8tLQNLDb7aivrwcROX3fxQKQdu3aoaioSLjPB69msxn+/v5N5lPkghGdTifhR6fTOa2jZ/xpwYiGqxlaO6vhWoIWjDQCWKOudmaE7xTIjXDzeflqFLwhaE7a1wJYMAAoB6yAcmfSW72I39dG5VoHXPkKFozExMRIZkb44NVX9qMWLMgQ0w8ICHDLD+8nNWi4GsHXDw0armZowUgjgG9UXaUD5IMRImqRwYh45FVzko0DOb3LNUw1NTVOI8lq7K4h9DW0bLjSGZsN6dixo2RmRK7z7wv7UQuLxYLAwECXwYgcP3yd0KDhagRfPzRouJqhBSONALPZrMqJiJcniK/tdjtsNpvLEermGjVhgVJz0L5WwHcsiUhW37ydsWtvZzPE72s6bh1w5SvYbEiXLl0kMyO8vaj1W76CO/pK/GjBiIZrAU1dHzVoaE5owUgjwGKxICgoyG2nkI18iNf8i58pdQodDocwO9HUy2h4HjX4HryMxctR+GdiO2PX2jKtaw+uAsiioiJEREQ4zYzw9qLWb/mSZzF9s9ksa888P+zbEs02NVzNaOr6qEFDc0ILRhoBZrMZwcHBqmZGWDq5ZVlKSy+Yc2rKJRVyfGgjNo0DtXbA25lau/OUvoaWD3fLtGJjYxEbGwuTySTs0NZY9uMJz3LBkDt+2P3a2lqhLBo0XG3g64cGDVcztGCkEeBJMKLX6+FwOGC1Wl12QuVmJJqy4yDmS+5/Db4DL2Omb75hUupMasu0rj24W6YVExODmJgYEBFKS0uFd/R6vWSZVFMHIzx9vV6vKhjR6/UAtJk7DVcv+PqgQcPVDC0YaQSYzWaEhISoCkZCQkKE/8WNLB+MiE9mZacrq6Hha5SVlQFonkDoWkFJSYnwv9lsFmQubpjsdjtqa2slNsDWGIu/C2gIxLam6bh1QMlXAEBWVhYiIiKEE8xzcnKEdwICAoSlW2r9li95dkWfjQyXl5dLzk4pLCxEYGCgkEaDhqsRTV0fNWhoTmjBSCPAYrHAYDC4dSIWi0UIRtg3IgaDQXLNsGHDBuH/nTt3ArjSIW1qR/Xxxx8DgE8+lNYgj40bNwr/WywW7NixAwAkB8Kxj3cNBoNkZDktLQ3Hjh1zOvjOE4htTdNx64BYT++//77wPxHhwIED2LNnD86cOQMA+OCDD4R30tPT8dNPPwnXYntqTLBDNTMzM7Fr1y4Av3e+xN+M5OXlobS0VAigGP8sgNHsU8PVCFY/xPVBg4arGs1w6vtVjaKiIgJA4eHhBIBsNpti2qioKAoMDCQA9Omnn9LAgQMJAAGgxMREuv/++wkA/eEPf6D9+/cL7xUUFNBNN91E/v7+1K1btyYo1e9IT0+nm266iQDQoEGDmpT2tYIjR47QyJEjCQBNmDCBcnJyaPjw4eTn50dxcXFERPTzzz8TAAoJCaGQkBAqLCwkADRw4ECaOnWqV/T37dsn0H/ggQd8USQNjYwHH3xQ8BU//PCD5NnDDz9Mq1evpoqKCho+fDidPXuWMjIyCAANGzaMpk+fTlVVVRK/VVFR0aj8pqSkEAAaMWIEzZo1i0pLSwkARUREEACyWCwEgLp06UJ33HEHORwO4d1//etfdPPNNxMA+uijjxqVTw0amgOsfoSGhlJQUFBzs6NBQ6MjoEkjn2sA/v7+AK4sY/Lz83OZNigoCIGBgairq4O/vz+CgoIk+QQEXFHP7t270bZtW+FZ+/btcezYMRgMBmG5QlOhd+/eOHz4MIKDg5uc9rWCkSNH4ocffkBYWBgCAgLQpUsX/PrrrwgODhZshMk+KCgIRASd7sok55AhQ7Blyxav6N9+++345ptvEBUVJdighpYNpqddu3ahXbt2kmdsNhMAjh49CgDIzMwEANx666146623JN+hARDsqbHA8v/zn/+MRYsWoaKiAgAkPjAgIACxsbH4/vvvJe++9NJL6NatG/73v/8J/laDhqsJrH4w/65Bw9UOP9Is3ecoLS1FWFgYzGYzIiMjFdOxpTYWiwVRUVGor6+H2WxGfX092rVrByJCRUWFJBARo7q6GoGBgUIHoilRUVGB0NBQrbPaiCgrK0N4eLjQ4aqqqoJerxcCkZKSErRp0wZ1dXVo06YNSktL0bZtW7dBsCf0IyIiGr1jqsF7OBwOl75CDiUlJYiKihKuy8rKEBYWhqqqKo/yaSiU6FdXVyMyMtKtj+Hf16DhakJJSQnCwsJgtVoRFhbW3Oxo0NCo0IIRDRo0aNCgQYMGDRo0NAu0Ye0WBqPR6LQbzuXLl4UdtHhERkaiY8eOwnV0dDSuu+66RuVHCb6mfa1ALGNPdA0AVqtV9cyYnH480a9SHhqaB7zu5GzHZDKhqqoKAITRVfE122ELaHxfIsczD3EZ2KyyJ/VBs08NGjRoaH3QghEvwRpXV51IwHm7TeBKp6C8vFxYr11QUIBdu3ahrq5Okk6n08HhcKjiR6/XY8eOHRgwYIDXjbLRaES/fv1U7+bhS9rXCngZe6JrT9MbDAakpqYKuvFUv8AVHe/btw9/+MMfVL+jwfc4fPgwxo8fLyz1BORtgb/nib0EBQVhxYoV6N27Nzp27OhVR99oNOLMmTN44IEHJDzz8IZfQLNPDa0TavsRwO9BuBZ4a7iaoC3T8gLizpy7RpM9V/oFrmzdSkRISEhAv379YDAYkJmZiblz5+KFF17Ahg0bUFtbq4o3vuPZEKSkpGDYsGGYPXs23nvvPVit1iajfa1ALOM1a9agrq4OCQkJ6NChA+bOnSvI3JXdLF68GJ06dUJ4eDiioqIQGBiIkydPIiQkBAUFBYiOjkZYWBimTJmC5ORkDB06VEJbjp4rhISEIC0tTdNvM8FoNKJv376ora1FQkIC4uLiUFJSgoSEBCQkJKB///6wWq0wmUyYO3euU/0V+xJvgllP+BUHvbNmzcL69esl9MV8LFq0CDfccIPg+zz1P5p9amhN8KQfIYbWzmq4mqDNjHgBk8kEi8WChx9+GNu3b0d8fDwGDBiAiooK2Gw2mEwmxMXFwc/PD9OnTxfS8b/x8fEIDw/HkiVLAACTJ0/GkSNHYDQa0b9/fwAQOh9KNPr27Qt/f3+kp6cjODgYU6ZMgclk8omj6tWrF6xWq1vap06dQtu2bX1K+1qByWQSZsQmT56Mzz77TJA5sw0l+xk1ahTS0tJgNpsxaNAg6PV6dOnSBZWVlTCZTCgpKUHv3r0VafP0XOn4yy+/xMqVKzX9NiNMJpMwKMF8RVZWluS6rKxM8B2s/jJ7Yb7End9iOk9JSUF0dHSD6zXvJ0tLSyX0+d/Ro0cjLS1NmE1W63/OnTsnBN2afWpoLVDbj2jMNl6DhuaGFoz4AJMmTcL27dsxdepUYdRZjJSUFEk6/nfq1KkAIAQjOp0OnTp1wqBBg3Ds2DEAwIULFwBAkQbDmDFjBHq+QnPSvlYg3r1Ip9MhJiYGACS2oWQ/p06dwsiRI1FaWooTJ06goKAAAwcOxODBg9GzZ08cOHDAJW2enisdh4aGYuXKld4WV4OPwHyFXq8HAOzfv1+whdTUVAC/119mL/x1U9VrRo/Zujt7ZsG55n80XAto6vqoQUNLghaM+ACs0U9OTsahQ4fQr18/mM1mjB07FgEBATh58qQkHf+bnJwsNLgM9913H4ArnT8AGD58OABg+/btKCkpkeSfk5ODNm3a4PLly2jTpo3Py6eGdkFBAex2e7NsM3w1gMmYYdy4cQCuyLxHjx4AgO+++07yy+xn3LhxLhuvSZMmuW28xPR4Hefm5qKurg42mw2nTp1qQOk0NCbuu+8+Qb9iW+jatSteeeUVwbaY3bBrd37r7Nmz6NKlCwoLC32idyX6/C8rA+/7lPjMy8tDSEgIiouLNfvU0GrB6kdztPEaNDQ3tGDEB2CjkgaDAcOGDQMAREVFCUsn2Fpplo7/NRgMGDx4sJCfuNE9ffo0gN8d1eDBgxEVFSXJv7i4GDExMQgMDERubq5HuyOpgRraAQEBKCsr8zntawVMxoA0OBXbRZ8+fSS/zH7cddIKCwvx22+/KdLm6SnpWKfTufz4WEPTg+mencXhyncwu2Gdfnd+q7KyEsXFxT7TO6PP+FHyh3yZGL9KfGr2qeFqAKsfzdHGa9DQ7Giuo9+vBmRnZ5PBYCAApNPpCIDiH3uu9AuA/Pz8CAAlJSVRcnIyJScnU1JSEgGg1atXU0hIiEsa4j+DwUDZ2dlelS85ObnZaF8rEMs4ODhY0P+uXbskMndlN2J7Ef99++23wv9r1qwhAJScnOxEW46eq7+QkBBNv82I7Oxs0uv1Et0zP6HGd4iv3fktX9RrsZ9Uoi9nzw31fZp9amhN8KQfobWzGq5WaLtpeQlta9/GoX2tQNvaV0NDoG3tKw/NPjW0Rmhb+2q41qEFIy0McoeCjRkzBlarFVu3bgUA/OMf/8Dly5exbt06dO3atUkPPfzTn/6EkpISHDt2DDqdTpJWc44NA3/oIfteaNOmTQCubIVqMpmwY8cO4fsRBv7Qw61bt+Kdd97BggULcM8990jSqj30cMSIETAYDNi/f78Tr5qOWw7kDj188MEHUVtbi23btgEAXnrpJRQWFmLu3Lno0KEDPvjgA5w7dw7PPvssrr/+enz//ffYvXs3/v73v2PChAlNfujhG2+8gS+++AJvv/02brnlFqdDD48ePYrFixfjjjvuwOOPP46cnBy88soruOGGG7BixQrt0EMNGjRouBrQvBMzGtTAYDCQn58fORwOIiLq1asXASCj0djkvERHRxMAqq6ubnLa1woCAwMpMDBQuO7SpQsBoMLCQrfvvvbaawSA3nnnnQbRttvtBIDatGnToPc1NC/atGlDAMhutxMRUVxcHAGgrKwsIiKaMGECAaCffvqJiIhmzZpFAGjLli3Nwu+TTz5JAOjTTz+Vff7JJ58QAJo2bRoRER05coQA0JgxY5qSTQ0aNGjQ0IjQyYcoGloSbDYbiEg4W8BmswEAzGZzk/PCDh5rDtrXAhwOB+rq6lBXVycsT/FE32azGTqdrsH6YUtoGE0NrQusfvJ6ZPbAX9fW1sLPz6/Z6rM721biW7NPDRo0aLh6oAUjLRx2ux319fUAft+VqzkDAkbbk+8MNPy/9u4uNopyj+P4b1+63V0oVCgqJwE5NgXxUMVWBY+CUU8iCRcmRIKNQKIcE0xULkxEbYzKjWhIwHiOMRoSjWiNEBNiNEERX/AFg9QQlSoYlFZaoVPL2253t92dc0Fmz+52t90t253Z5fu52ZbOdP59nv8Mz39mnpn8pd5Pb31dSJuHQiF5PJ4x94+1XiwWK+hefdjPKmSl3IP4zFyy3vpsVzEyMDAgl8uVM1/D4XDazylGAKDyUIw4XOp/0qlnMzN/VgqJRMLWqzIXg5H6O582D4fD8nq9Y+6f1PV4TGp5Se0vK48yjxWZJzJCoZC8Xq9tJxdGy9fM+DL/LgBA+aMYcbjU/6Str61BR6kLgtTBDsXI+Mjs70QiUdCVMGvwVoxihD4uL/kcK8LhsDwez7BixK6+DoVCqqqqGrEYSf155t8FACh/FCMOlznAGBoaGnYrhl2xoPgy2zjblZLR1vf5fBQjF6FshWzmVbVsg/sLyZcLNZZixM7iCQBQfBQjDpc5wLBzsMhAdfyltms4HB72fT7r+3y+Md92Qx+Xr3wK2cziwwnFyEjbd1q8AIDioxhxuMzBaOrL8ewsRpjAPj4yB5BjuTJSXV095twodHtwjly5k3olIRQKye/3p83BuJB8uVDW9keawJ4t3nA4LJNXZAFARaAYcbhcV0YCgQBXRipQrv4e6VaWzPX9fj+3aV2EcuWOlQ/xeFyRSCQtP0KhkC3HktQ4R9p+Zj5b30vMGwGASkEx4nBOKkb27t0rKf+BMQqX2q67du1Kfj84OKidO3fmtb5hGNq3b9+YzhxTjJSvXMeKUCiknTt3Jq8upB47yqEYyYw3GAwmvwYAlD+KEYf7888/JUkej0fd3d06efJk8vs//vijpLFYZyKrqqp0/Pjxkm77YtHT05P8OhQKJftbGv1McCKR0KlTp2SapoaGhsZUjHR3d8vtdg+LBc5nHSu8Xq+6u7vV29srSTJNUwMDA/rrr78kSS6XS93d3YrH4zp79qxM00zLs1KJRqOKRCIyTTMZe6YTJ07INE2Fw2HFYrG044719wAAypxt735HXm688UZTkinJvPLKK801a9Ykv/d6vSWNJZFImAcPHjQlmXV1dSXd9sVi3rx5piTzs88+M+PxuLlixQpTkvnyyy+bkUhkxHWPHTtmSjLr6+vN48ePj2n7s2bNSubXwoULx/Q7YI9//vOfyb674oorzLVr15qSzOeee84cGBgwX3vtteTPJSX3ZZfLZUoyBwcHSxrvp59+mhZPIpFI+3kikUj7+RdffJH2/aZNm0oaLwBgfHhLVPNgjDZt2qQXXnhBgUBAq1at0tVXX62jR49q9uzZmj9/fkljcblcuuaaa7R69WotWbKkpNu+WGzevFn//e9/tXjxYrlcLj399NMyDENr1qyRz+cbcd0ZM2borrvu0sMPP6y//e1vY9r+iy++qLfeekvhcFjr168f0++APZ5//nk9//zzmjBhglpaWnTttdfq559/1kMPPSS/36977rlHb731lhYsWCCXy6V58+ZpyZIlWrBggbq6uuT1lva/g5tvvln/+te/dNNNN8kwDLlcrrSfu1wurV27Vpdeeqm++eYb3XTTTXr22Wd15swZfffdd7r//vtLGi8AYHy4TJNHkgAAAAAoPa6MIKvOzk4ZhpH38nV1dZo5c+Y4RlTZUtu7p6dHp06dyrpcbW2tpk+fnvZv0WhU1dXVeW2Hfqp8hey75AMAwG4UIxims7NTc+fOLehdIsFgUB0dHQxsxiCzvd1utxKJRN7rezwexePxvJalnypbofsu+QAAsBvFiMNYZzWts+OGYejs2bM6depU2gAjGAyqtrZWNTU1qqurk/T/s+YXerbTMIzknIF58+apu7tbpmlq8uTJ8nq96u3tVTAY1LFjxzR58mSdPHlSL7/8svbu3atFixYxsClAZ2en9u7dq3A4rKeeekqDg4PauHGj1q9fr4aGBk2ePFmmaWrq1KnJp5jV1NTo0KFDkqT29na98847euaZZ3T11VdL0rBlv/vuO82YMUN9fX167LHHZBhGso8y8y2XYuUWiifbseKXX35J7rtTpkyRJPX398vlcuncuXM6evSo4vG4+vr6NGnSJH3yySd69NFHdcUVV6QdT8ajv0fLtdRjXabM4irz+Ed+AkD5Ys6Ig6Se1bTOjmd+5uNCz3a2t7erublZ+/fvl8vl0uLFiznTOg4yz2Jv27ZN//73vxWJRLR//37NmDFDiURi2G1Z2db96KOPNG/evKzLWqx+PXDggJqamrLm22joX2cY6VghSe+//75WrFhh+7FkpHgz5YrTjngBAKXDlREHsa5ItLS0qK2tbdjnunXr1NjYqNOnTysWi8kwDDU0NGjOnDnyeDw6cuSIqqurtXLlyrSz32Pldrv1wQcfKBwOl3zbF4PM/v7yyy8ViUQknW/7yy67TG+++ab6+/u1ZMkS+f1+xeNxnTlzRp999lnauvv27VNHR8ew5QzDUDQa1ZQpU4Y9jcva/po1a7R169ZR+/jDDz/Uxo0b6V8HGO1YYe23TjmWZMabuf2ffvpJ27ZtG3O8Bw8e1CWXXMLxBwDKEMWIAy1dulRtbW3DPlevXq2mpqac6y1atEjt7e1FjSUQCEiSLdu+WFj9mzkJ/b333tOsWbM0adIkff/99/rzzz91zTXXaP78+cm+sNYNBAK67rrr1NHRoUgkkly2qalJXq9XX3/9taZNm5Z1+7fddpu2bt06ah9PmDBBGzduLN4fjguW61hh5ZKTjiWp8WRuv729Xdu2bXNcvACA8Ucx4kBvv/121s8tW7Zo4cKFGhgYUHNzc/IMZn19vbq6uhSNRuX3+4say+23327bti8WVv/ecMMNaf++bNmynOtMmDBBkrRnzx5J5/tppMHanXfemXOwlk9+/f777znfkg375DpWWLmU+e9Wvrz33ntqa2vT3//+95z79OHDh8ct3szt19TUpMWX+Zkr3pMnT8rv98swDPITAMoUc0YcxGlzRlpbW9Xb26s33nhD0Wi0JNu+mGTO+1i2bJnef/99DQ4OqrW1VdFoNOfg65dfflFra2vytq7RlrcGa48//jhzRirAaHNGli1bpg8++EDRaNQRczCYMwIAyIVixGGc8DStsTza1+/3a8eOHWpsbGQgUIDOzk798MMPWr58uQYGBiQV/mjfCxms8TSt8pXtWNHV1aWXXnpJsVgsr9/h8XjU0tKiyy67jKdpAQBsQTGCrLK9OO2OO+7QuXPn9O233w5bnkHAhcl86eGKFSsUjUb1+uuvS5Iee+wxdXd3a/v27bryyivT1s186eH27du1ceNGtba2DrvVi36qfJn77qpVq3To0CHt2rUreeLCQj4AAOzGnBFkNXPmzKyDlKGhIV133XVyuVw2RFW5Mtvb7XZLku69915J0oYNGyRJt9xyiy6//PIRf9fnn38uSZo2bdqI80hQmTJzyXqKWn19verr6+0KCwCArNx2B4DyYd36Yc1TwPiJxWIaGhpKvlndavtQKDTquqFQSC6XK69lUfkKyR0AAEqNYgR5swY1hcwlQeFM0xw2gLQeIJBP24dCIXk8HgafkMR+CwBwNooR5CUej2toaEgSZ1jHWzQalTWVK7MYyffKCMUILNaVTPIBAOBEFCPIS+pAhkHN+MrW1taTtvItRrxeL/0ESRQjAABnoxhBXihGSiezrU3TLLgYqaqqop8g6f+3Z5EPAAAnohhBXlLvN+fe8/GV2dapDwzIp+3D4bB8Ph/9BJmmmcwD8gEA4EQUI8gLV0ZKJ7OtC237UCik6upq+gnJQtbn85EPAABHohhBXihGSidXMZLvgDIUCsnv99NPSOYAxSkAwKkoRpCXvr6+5NcMasZXZltb7R0IBChGUJDTp09LEvkAAHAsihHk5fXXX5ckeTwe7j0fZ1u3bk1+HQ6Hk+2dbzESDocVDAbpJ2jnzp2Szj+am3wAADgRxQjy8uSTT+rGG29UPB7X9u3b7Q6noj311FNasGCBJGnHjh3as2ePJOnEiRN69913R1z37NmzOnr0qDo6OvTrr7/q3Llz4x4vnGvVqlW6/vrrdebMGe3YscPucAAAGIZiBHlpamrSp59+Kknyer02R1PZFixYoN27d0s639ZWe3s8Hvl8vhHXdbvP79LV1dVp3+PiNG3aNO3fv18+n09VVVV2hwMAwDAu03rVM5CH/v5+TZo0SR6Px+5QKl5qW/f19cnn88nv9486qOzv71dNTY3Onj2rSy65pETRwsnOnTunqqqqZJEKAIBTUIwAAAAAsAX322CYzs5OGYaR9/J1dXWaOXPmOEZUuWhrFFMh+UQuAQCcgGIEaTo7OzV37tyCnrzj9/u1Y8cONTY2MrgpwFja2uv1qrW1VQ0NDZKkWCwmn8+X/BxJbW2tpk+fziC0QhWaT+y3AAAn4DYtpGlvb1dzc7PWr1+vKVOm6Omnn06+xXk0wWBQHR0dDGzylNrWl19+uR5//HFFo1G53W4lEonk50gKWdZCP1UmK58eeeQRvfrqq+y3AICywJURZHX33Xerv79fkUhE69atU2Njo06fPq1YLCbDMNTQ0KA5c+bI4/HoyJEjqq6u1sqVK2UYBoOaAlltHY1G1dLSora2tuTnSG3/66+/6oEHHshrWY/Ho59++kk1NTX0U4WbM2dOXvst+QAAcAKKEWTldrt18OBBSdLq1avV1NSUc9lFixapvb29VKFVnNS2Xrp0qdra2pKfI7X9pEmT0tahnyBJhw8flsR+CwAoDxQjyOn222+XJLW1tamvr0+hUEi33nqrvF6vurq6NHHiRPX09GjixIk2R1r+rLbetWtX2me2tj9+/LgCgYAOHTokSero6JAkHThwQF9++aXmzp2bdfne3t5k0YPKdcMNN0jKnjs//vijJk6cqGg0qkgkomAwaHO0AICLHcUIsjpw4EDyDOv8+fM1depUTZ06Vb/99pskqbe3V9OmTVNVVZX++OOPgp4IhXSpbT179uy0z5Ha3uVySTo/EVk6f+9/c3OzJGVd3u12a2BgoHR/GGxhFbLZcufMmTOqrq6W2+1WKBTSsWPH7AwVAAAmsCOdNQl227Ztqq2t1fLly/MewDIRtjC52poJ7BgLK5+2bNmiJ554gv0WAFAWKEaQhkf7lg6P9kUx8WhfAEA5ohjBMNlenLZ48WLFYjHt27dv2PIMbscuW1vffPPNkqSvvvpq2PK0NUaSmU/Lly/X0aNH9fHHH2vKlClpy5JLAAAnoBhBXgKBgGKxmOLxuN2hVDzrCkcsFrM5EpS72bNn68iRI/rtt980a9Ysu8MBAGAYt90BoDzEYjElEgkGyOMskUhocHBQg4ODec8BAXKx9tdQKGRzJAAAZEcxglGlDowZ1Iyv1EnHPPkKF4piBADgdBQjGFXqQKaQydYoXGr7MoDEhYpEIpLYbwEAzkUxglGlDooZII8v2hrFZF1dI5cAAE5FMYJRMUAuHdoaxZJIJJJXRsglAIBTUYxgVAyQS4e2RrFwyx8AoBxQjGBUqYMa7j0fX7Q1isXKH6/XSy4BAByLYgSj4mx96dDWKBYrfwKBALkEAHAsihGMigFy6dDWKBaKEQBAOaAYwah6enqSX3d3d9sYSeWjrVEsvb29kiSPx6Pjx4/bHA0AANm5TNM07Q4Cznb99dfrwIEDkqSGhgYdPnzY5ogqV2Njo3788UdJ0j/+8Y/k10ChHnzwQb3yyiuSzhckQ0NDNkcEAMBwXrsDgPNt2rRJmzdvls/n03333Wd3OBVt8+bN+s9//iO32621a9faHQ7K2Pr16/Xzzz/rqquuUmNjo93hAACQFVdGAAAAANiCOSMAAAAAbEExAgAAAMAWzBnBMJ2dnTIMQz09PTp16lTO5WprazV9+nTV1dVp5syZpQuwgtDWKJZ8c0kinwAAzkExgjSdnZ2aO3euwuGw3G63EonEqOsEg0F1dHQwqCkQbY1iGUsuSeQTAMB+FCNIYxiGwuGwWlpa1NbWpnXr1qmxsVGnT59WLBaTYRhqaGjQnDlz5PF4tHv3bm3YsEGGYTCgKRBtjWIpNJeOHDmi6upqrVy5knwCANiKYgRZLV26VG1tbVq9erWamppyLjdhwgRt2LChhJFVHtoaxZJvLi1atEjt7e0ljAwAgOwoRpDV22+/LUnasmWLFi5cqIGBATU3NyfPqtbX16urq4sXIBYBbY1iGSmXTpw4oUAgIMMwFAwGFYvFbI4WAADeM4IMzGMoHdoaxcKcEQBAuaIYwTA84al0aGsUC0/TAgCUI4oRAAAAALbgpYcAAAAAbEExAgAAAMAWFCMAAAAAbEExAgAAAMAWFCMAAAAAbEExAgAAAMAWFCMAAAAAbEExAgAAAMAWFCMAAAAAbEExAgAAAMAWFCMAAAAAbEExAgAAAMAWFCMAAAAAbEExAgAAAMAWFCMAAAAAbEExAgAAAMAWFCMAAAAAbPE/9CDFs/sSgv8AAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 1000x700 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "from sklearn.tree import plot_tree\n", + "\n", + "plt.figure(figsize=(10,7))\n", + "plot_tree(dt)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 576 + }, + "id": "9Bmmuxaa-aRu", + "outputId": "381318cb-e31a-4230-ff59-7953b26a9fed" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1000x700 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10,7))\n", + "#max_depth는 말 그대로 max_depth를 제한, filled는 음성노드인지 양성노드인지 노드를 칠해서 구분하기 쉽게 해줌\n", + "plot_tree(dt, max_depth=1, filled=True, feature_names=['alcohol', 'sugar', 'pH'])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "uw9MwzTmRAuN" + }, + "source": [ + "### 가지치기" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "f8U4ER6L97_O", + "outputId": "9f87b738-fee2-4e2e-dc4e-8a2ac8468241" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.8454877814123533\n", + "0.8415384615384616\n" + ] + } + ], + "source": [ + "#max_depth => 결정트리에서 사용할 수 있는 가장 쉬운 규제 방법\n", + "dt = DecisionTreeClassifier(max_depth=3, random_state=42)\n", + "dt.fit(train_scaled, train_target)\n", + "\n", + "print(dt.score(train_scaled, train_target))\n", + "print(dt.score(test_scaled, test_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 905 + }, + "id": "QBMxpJA3-A7Q", + "outputId": "46e538a6-3d19-4a63-c9ce-9a62d92c3539" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 2000x1500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(20,15))\n", + "plot_tree(dt, filled=True, feature_names=['alcohol', 'sugar', 'pH'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "o0wJS34n_KBW", + "outputId": "98303127-918c-49a3-cdcd-23256fe94863" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.8454877814123533\n", + "0.8415384615384616\n" + ] + } + ], + "source": [ + "#max_depth => 결정트리에서 사용할 수 있는 가장 쉬운 규제 방법\n", + "dt = DecisionTreeClassifier(max_depth=3, random_state=42)\n", + "dt.fit(train_scaled, train_target)\n", + "\n", + "print(dt.score(train_scaled, train_target))\n", + "print(dt.score(test_scaled, test_target))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 905 + }, + "id": "Kt_biWBq_M-p", + "outputId": "009920b3-8de6-4cd8-a991-87073ee68ed6" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 2000x1500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(20,15))\n", + "plot_tree(dt, filled=True, feature_names=['alcohol', 'sugar', 'pH'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "odS13_8fymhN", + "outputId": "7780958e-77e7-41fa-9e11-484e929b17d3" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.12345626 0.86862934 0.0079144 ]\n" + ] + } + ], + "source": [ + "print(dt.feature_importances_)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eDAXu9g61MD5" + }, + "source": [ + "## 확인문제" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "t_rqSrgS1OZI", + "outputId": "f5bd3c9e-1315-434a-dd0d-791258210106" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.8874350586877044\n", + "0.8615384615384616\n" + ] + } + ], + "source": [ + "dt = DecisionTreeClassifier(min_impurity_decrease=0.0005, random_state=42)\n", + "dt.fit(train_input, train_target)\n", + "\n", + "print(dt.score(train_input, train_target))\n", + "print(dt.score(test_input, test_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 905 + }, + "id": "7BIdDPsv2AOA", + "outputId": "d6ab7f65-5fef-4327-979c-c0e2b0ed4bd3" + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABiIAAASXCAYAAABsumdUAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3hUZd7G8Tu9N0iAQEgILYQWSAikThLrWrC/rrpg771gAUVFsbs2FOuqq1jWshbUdW0JKRBKCL2XJIQkQCCU9MzMef9Aj84CCpIwKd/PdeWSzMw553dGmDnnuZ/iYhiGIQAAAAAAAAAAgDbg6uwCAAAAAAAAAABA50UQAQAAAAAAAAAA2gxBBAAAAAAAAAAAaDMEEQAAAAAAAAAAoM0QRAAAAAAAAAAAgDZDEAEAAAAAAAAAANoMQQQAAAAAAAAAAGgzBBEAAAAAAAAAAKDNEEQAAAAAAAAAAIA2QxABAAAAAAAAAADaDEEEAAAAAAAAAABoMwQRAAAAAAAAAACgzRBEAAAAAAAAAACANkMQAQAAAAAAAAAA2gxBBAAAAAAAAAAAaDMEEQAAAAAAAAAAoM0QRAAAAAAAAAAAgDZDEAEAAAAAAAAAANoMQQQAAAAAAAAAAGgzBBEAAAAAAAAAAKDNEEQAAAAAAAAAAIA2QxABAAAAAAAAAADaDEEEAAAAAAAAAABoMwQRAAAAAAAAAACgzRBEAAAAAAAAAACANkMQAQAAAAAAAAAA2gxBBAAAAAAAAAAAaDMEEQAAAAAAAAAAoM0QRAAAAAAAAAAAgDZDEAEAAAAAAAAAANoMQQQAAAAAAAAAAGgzBBEAAAAAAAAAAKDNEEQAAAAAAAAAAIA2QxABAAAAAAAAAADaDEEEAAAAAAAAAABoMwQRAAAAAAAAAACgzRBEAAAAAAAAAACANkMQAQAAAAAAAAAA2gxBBAAAAAAAAAAAaDMEEQAAAAAAAAAAoM0QRAAAAAAAAAAAgDZDEAEAAAAAAAAAANoMQQQAAAAAAAAAAGgzBBEAAAAAAAAAAKDNEEQAAAAAAAAAAIA24+7sAgAAAAAAwMGVlZWpurra2WV0OKGhoYqMjHR2GQAA4GcEEQAAAAAAtENlZWUaEhurhvp6Z5fS4fj4+mrN6tWEEQAAtBMEEQAAAAAAtEPV1dVqqK/X+MmvqHvkYGeX02HsLFun2Y9dq+rqaoIIAADaCYIIAAAAAADase6Rg9VrUNwxPaZhGHJxcTnkc3Zri9w8PP9wP9Wla/X+HWfqxn+tkKvb/iaIlqYG/TjzXjU31KlbxAClTpikr5+6UW7unvIOCFbW1Q8q759PqKZ8ozz9ApR+yd3yC+nRqucHAACOLYIIAAAAAAA6iZU/fqKypQXy8gvUcddM0+zHrtH4ya9q6TfvKrh3tCRDK77/SF5+AfLyC1LcqRNUPPst1dXs0IiTLlRAWG99/eQNih6TpcRzr5OHl4+5773bt2rF9x9qV/lGpU28S8G9+/1uLXabTUu/eVfRY7IcHvfw8tFfbntGkvSfZ26Ti6urTr97piTpy0euliS5urnJ1d1d7p7e8vILar03CAAAOAVBBAAAAAAAncTuyhKFRQ9RTPoZB31++X8/0KmTZqhy7WJtWviT3Nw9ZGtpkX+3nlrx/b+UfNFt6tF/mFIuut1hu4+m/FWhUUM0+vRLFNKnv6T9UyAVf/W2+Rp3T29lXnm/+XvRF28o7tSJKvzXCwfUUbVuiQo/fEHhsQnmY1tXLVRIxABJUspFt8vF1VVr82Zr5Y+fKO6Uv/3p9wQAADifq7MLAAAAAAAArSN1wiRFDE/Sf5+fpNpd26Sfp1dqaXJc8PqXaZdWfP+RYjPOVMJZV8n682u8fAMO2G/yhbfKbmvRos9fV9myuTIMY/8UTTar+WPY7Q7bbN+4XEu+/qcq1yzWkq/fcXiu1+BROuv+N1WxaqEkqXJtsdbM+UJpF9+1vz7X/c0VvsFham6oPdq3BQAAOBkjIgAAAAAA6CSWfPVP7dq6SR5ePvL08Ve3iIGa98FzqlxbrLDoYRpx8oX69tnb5O7lraCekeozbKyKv3pbIb2jf3e/fUckq++IZDU31Gp1zufyCwlTaFSMTrrpyUNuc9qdL0qSvnryBo067WLVVGzWqp8+1bDj/08LP31ZdptVPQYMl7W5SZ9M/ZsGJp2s/z4/SSdc/6gWfvqy9m7booZ9u3XSzYc+BgAA6BhcDMMwnF0EAAAAAABwtHjxYiUkJOjSl39qtcWqa7Zu0rL/vq/anVVK/dukP1znoSOqWr9Ub193nIqKihQfH+/scgAAgBgRAQAAAABAlxHSp78yLr/P2WUAAIAuhiACAAAAAIAuZl91pdYVfK2EM6884Lk5b04/orAi+7UH1dLUoIDQcCVfeKv5+Krsf6tsSb727ajQiTc/qcCwPsp7+1E11deqX3yGBiadpO9m3C1J2rzoJ13+6hx5+QUe9bkBAID2hyACAAAAAIBObkfJGs17/1l1ixig3VWlSrv4btXt3KbSJfkq+vx19RocJ8NuV+qESdq7bcth73fPti1ydXfXSVc/of/8/VZZmxvl7uktSRqadY6GZp2jtflfaVfZem1bv1R1u6vl6eOngO695Ormrr/c+nc11e2VtbmREAIAgE7M1dkFAAAAAACAtrXsP7N0/HXTNer0Sw54ru/IFKVcdLt2lW846LYLP31FP8ycYv6ULS0wn6vdWaXAsD6SJN+QUNXv3umwbcGsp1U8+y31GDBMu8o3KnJkio675mEt+PRl8zWrsv+t2MyzW+M0AQBAO0UQAQAAAABAF+Hi4nLAY57evvv/YBgH3cZut8lus5o/xm9e59+9l/btqJAk1e/eKd/g7g7bpk6YpIzL7tWK7/+lgNBwefkHydXNTS76tY7Ni35SdELW0Z4aAABox5iaCQAAAACATm7kKRP00yv3KahnpDx9/I5o23H/d8Mhnwvq2Vc2W4t+mHmvgsOj5O7pre9euFNZV0/T8v9+oOqydWqq3a3UiXfKv3u4fnhpsjbN/14Dk0+WtH/KqG4RA+Xq5nZU5wcAANo3F8M4RJcHAAAAAADgNIsXL1ZCQoIuffkn9RoUd1T7qt+zU4v+/apqd23TqNMuVu8hCa1UZftTtX6p3r7uOBUVFSk+Pt7Z5QAAADEiAgAAAACATs83qLssl01xdhkAAKCLIogAAAAAAAAOZj92jcZPfrVV9rXsv+9rbd5XCggN15izr1JQz0h9N+Nu1e3apvMf+0iGYei/z90hFxcX+YeGK3XCJC39zyxVri3Wri0bFJt1tkaffmmr1AIAAJyDIAIAAAAAgE5g5Y+fqGxpgbz8AnXcNdO08N+vak9VqXwCuyl1wiT9+8FLFNpviHaWrVNkXKoqVhdpSMaZCoseqq+euF4xaaerYe8uh5ETBbOeVsPeXbJbW3TctdP19ZM3KCCsj6ITMhU95vAWmHZxcZW7p5ckyb9bL3l4++q0O2do9mPXSJIa99bI1c1NJ938lH569X7t3b5VcadMUNwpE/TN0zcrNuOsVn+vAADAseXq7AIAAAAAAMDR211ZorDoIUo891pJkmG3y9PHXxvmfSvDMGQYdqVffLei4zPl362nTr3jea0v+EaS1KP/UCWee62aG+rUsLdGklRdukYVqxbJyy9I1uYm1dVsV3NDnQaMO0H94jPM49bV7NAPM6c4/LQ0NZjPDz/hfJ19/1saddrFWvDpywfU7RPUTUG9ovTDzHtVU7FZ+6orJEmNtXtlt9vkHRDcVm8ZAAA4RggiAAAAAADoBFInTFLE8CT99/lJ2rtjq3ZXbJLlsinyCeouw26Tp7evXFxd5erhIS/fALl5eMrW0iRJsttsP/+3xdyfYTfUY8AwpV9yt06d9IKCevbV+MmvaN+OCv306v2/ObIhu83q8PNbLq77mx58g0PVXF970NrHnX+jTrj+EfkFhyk4PEqStOqnTzQ085zWensAAIATMTUTAAAAAACdwJKv/qldWzfJw8tH3v7Bati3W/P/NUP7qiv/cNvq0rXKeX2aPLx95RMYIkkKi46VtblJP74yVc31tUq/5G7N++A52W1W9Ro82tzWL6SHTrrpyUPue+k376py3RI17q2R5fL90z59N+NuVawpVu7bj8ly6WTN+cfDathbo259B8kvpIckafOin3T2A/88mrcEAAC0Ey6GYRjOLgIAAAAAADhavHixEhISdOnLP6nXoLg2O87uqjIt++ZdWS6/t82OcSxVrV+qt687TkVFRYqPj3d2OQAAQEzNBAAAAABAlxbcK7LThBAAAKB9YmomAAAAAAA6gdIl+dpdsVlxp05stX3+46p0/eW2ZxQQ2lv57zwhW0uTxk9+VXU125XzxkOSXBTab4jG/d8N+urJG+Tu4SW5uOikm57Q3h0V+uGlyfLyC1TUqDSN/MvfDth/wayntaeqTC1NDRp/z8sq+vwNVZeskaubm7KueUi7yjdq6df/1L6dVYo7daLCY0brh5emyCcwRJFxaYrNPEtLv3lXZUvzNX7yq6123gAAoHUxIgIAAAAAgHaioaFBOTk5euihh3Tttdc6PPff5yepqX6fmur36b/PT9L2TauU88ZD+urJG7Rzy3rzdcv++75KinIkSbMfu0bS/gb/H2ZO0Xcv3GkuTH04evQfqj5DExXYo49OnfSC+bhfSA+ddueLOu3OGdq2bqkkycPTW9L+Rald3dxVU75RQyxn6LQ7X9TWlQsPuv/UCZN06qQXFBDaWy2N9apYvUin3PGc+o87Uevyv1KvQSN18q1/1+l3vaStK+arfMV8DbGcoZNveVprc7+UpEMGL19++aU2bdokZqQGAMD5GBEBAAAAAICT7NmzR3PnzlVubq5yc3O1cOFCtbS0KDg4WCNGjHB47eDU07R+7n8kw9Dg1NPk7ukpm7VFXr4BWps3W32Gjj3oMapL16hi1SL1ihmtfTu2al91pYJ6RkiSln/3obZtWGa+tu/IFMWknX7Y9a/J/VKRcamSpJNufkourq5a8MlMlRTnqufAEfrsocu15Jt3lXzhrQfdvrF2r3LemKaWhlp5ePtq2An/p+9euFMurm7y795LkrQ6+zMt+eYdpV18l3oNitOcN6erYk2RandW/W5t06ZN07Rp09SnTx9ZLBZZLBalp6crNjZWrq70ywQA4FgiiAAAAAAA4BjZsWOH8vLylJubq7y8PC1ZskR2u109e/aUxWLRhRdeKIvFouHDh2vJkiVKSEgwt40abdG3z94mwzB0yu3P6YeZk5U28S7trirVhrnfmq9zc/eU3WaTYRhqaWqUYTfUY8AwpV9y9wH1GHab7Dbrb363H/a5bCj8TjXlG5V80W2SJJefG/d9g0PVXF+r5d99qKyrH1DvIQn6YvqVGjD2hAP24e0fqL/c+nfN/9cMVa1booFJJ2tg0sla8f2/5O7lI0mKzTpbMZbxmv3YtTrzvjd0wvWPyrDb9dlDl/5ufdnZ2aqtrTVDno8//lhWq1Xdu3dXenq6GU7ExcXJ3Z3mEQAA2hLftAAAAAAAtJEtW7aYwUNubq5Wr14tSerXr58sFouuv/56paena9CgQXJxcfndfbm6ucnLL9D8c2Rcmua+/4xc3dz3r83ws74jkzXnH9O1o3SNDLtNYdGxsjY36cdXpqq5vlYn3viY3H+eRmnkX/520LUb/ldT3V5lvz5NFWuKtfDfryom7XR9++ytGph8in569X4dd81D+unV+9XSWK/mhlqdcvvz2hXeT3NnPS0v/yD1GDBckjT/XzM07q83mfv9Yea9stussjY1KOHsq7Tsv++rcs1iyTB04k1PavOibG0o/K9aGus1JONMNdXv0w8vTZHd2qyEs6763ZoDAwOVmZmp00/fP8Kjrq5OhYWF5v+LKVOmqLGxUQEBAUpJSTGDicTERHl5ef3uvgEAwJFxMZgsEQAAAACAo2YYhjZs2GA2dOfm5qqkpESSFBsba04NlJ6ersjIyD/c3+LFi5WQkKBLX/5JvQbFtXH1Bzf7sWtabRHolsZ6FX3+upIuuKVV9vdbv62zav1SvX3dcSoqKlJ8fPwht2lqatKiRYvM/1cFBQXat2+fvLy8lJSUZAYTSUlJ8vf3b/WaAQDoShgRAQAAAADAn2C327VixQpzmqXc3FxVVVXJ1dVVcXFxOvPMM2WxWJSWlqYePXo4u9w/xWa1auuqheozNPGo9+Xh7dsmIcTSb95V98jBR7ydl5eXUlNTlZqaqsmTJ8tqtWrZsmVmMDFz5kw9/PDDcnNzU0JCghlMpKWlKSQkpNXPAwCAzowREQAAAAAAHIaWlhYVFxebDdX5+fmqqamRh4eHEhMTzYbqlJQUBQUFHfXx2sOIiI7ocEdE/BHDMLR69WozZJozZ462bt0qFxcXjRgxwlxnIj09XeHh4a14BgAAdD6MiAAAAAAA4CAaGhq0YMECM3iYO3eu6uvr5ePjo5SUFN1yyy2yWCwaN26cfH1926yOnWXr2mzfnVFrvV8uLi4aOnSohg4dqmuuuUaGYaikpMT8+/Ddd9/ppZdekiQNGjTIDKIsFouioqL+cM0PAAC6EkZEAAAAAAAgae/evZo7d67ZA37BggVqbm5WUFCQ0tLSzEbm+Ph4eXp6tnk9ZWVlGhIbq4b6+jY/Vmfj4+urNatXH9ZaHEejsrLSYTHy5cuXS5IiIiIcgokhQ4YQTAAAujSCCAAAAABAl1RdXa38/HyzEbm4uFh2u109evRwaEQePny43NzcnFJjWVmZqqurnXLsjiw0NLTNQ4iD2bVrl/Lz881woqioSDabTaGhoeZUThaLRXFxcU77OwUAgDMQRAAAAAAAuoStW7eaoUNubq5WrVolSYqKijLn+rdYLBo8eDC919EqamtrNW/ePPPv3Pz589XU1KTAwEClpqaawcSYMWOOySgbAACchSACAAAAANDpGIahjRs3Okybs2nTJklSTEyM2QCcnp6uqKgoJ1eLrqKpqUkLFy40/04WFBSotrZW3t7eSkpKMv9eJiUlyc/Pz9nlAgDQaggiAAAAAAAdnt1u16pVqxxGPFRWVsrFxUVxcXFmA29aWpp69uzp7HIBSZLVatWSJUvMwCwvL087d+6Uu7u7xowZY47SSU1NVUhIiLPLBQDgTyOIAAAAAAB0OFarVcXFxWbokJ+fr127dsnd3V2JiYkODbjBwcHOLhc4LHa7XatXr3YI1CoqKuTi4qKRI0c6jOQhUAMAdCQEEQAAAACAdq+xsVELFiwwe43PnTvXnNImOTnZbKAdN24cU9qg0zAMQ5s3b3YIJjZu3Chp/xRjv10AmynGAADtGUEEAAAAAKDd2bdv3wGL/DY3NyswMFBpaWlmr3AW+UVXU1FR4bD2yYoVKyRJkZGRDouux8TEsOg6AKDdIIgAAAAAADjdzp07lZ+fb454WLx4sWw2m8LCwhx6fY8cOVJubm7OLhdoN37v384v/24sFotGjBjBvx0AgNMQRAAAAAAAjrmKigqz4fS3vbr79u3r0HhKr27gyBxqNFFQUJBSU1PNf1sJCQmMJgIAHDMEEQAAAACANvV789wPHjzYIXhgnnugdTU2NmrhwoXmv72CggLV1dXJx8fHXF8lPT1dSUlJ8vX1dXa5AIBOiiACAAAAANCq7Ha7Vq9e7RA8VFRUyMXFRSNHjjSnWkpPT1evXr2cXS7QpVitVhUXF5v/NvPz87Vr1y55eHhozJgxZiiYmpqqoKAgZ5cLAOgkCCIAAAAAAEfFarVqyZIl5jRLeXl52rlzp9zd3ZWQkODQsBkSEuLscgH8ht1u16pVqxyCw8rKSrm4uGjUqFEOwWGPHj2cXS4AoIMiiAAAAAAAHJGmpqYDpnqpra2Vt7e3kpKSzOAhKSlJfn5+zi4XwBEwDEMbN240g8Xc3Fxt2rRJkjRkyBDz33d6eroiIyOdXC0AoKMgiAAAAAAA/K7a2toDFr9tampSQECAw+K3Y8aMkZeXl7PLBdDKysvLHUY8rVy5UpIUFRXlsMbLoEGDWFweAHBQBBEAAAAAAAe7du1Sfn6+2fBYVFQkm82m7t27OzQ6jhw5Uu7u7s4uF8AxVl1drfz8fDOcLC4ult1uV8+ePc3REhaLRSNGjJCrq6uzywUAtAMEEQAAAADQxVVWVjpMw7J8+XJJUp8+fZSRkWE2LMbGxtLbGcAB9u7dq7lz55qfIwsWLFBzc7OCg4OVlpZmhpfx8fHy8PBwdrkAACcgiAAAAACALsQwDJWUlJihQ15entavXy9JGjRokNmT2WKxqF+/fgQPAI5YQ0ODFixYYH7OzJs3T3V1dfL19VVycrL5GTNu3Dj5+Pg4u1wAwDFAEAEAAAAAnZhhGFq9erXDiIfy8nJJ0ogRIxwWng0PD3dytQA6o5aWFhUXFzsEoLt375aHh4fGjh1rfgalpqYqMDDQ2eUCANoAQQQAAAAAdCI2m01Lly51aPCrrq6Wm5ubEhISzAa/tLQ0devWzdnlAuiC7Ha7Vq5caX5O5ebmqqqqSq6urho1apQZkKalpSksLMzZ5QIAWgFBBAAAAAB0YE1NTVq0aJHZmFdQUKB9+/bJy8tL48aNMxv0kpOT5e/v7+xyAeAAhmFow4YNDgHq5s2bJUmxsbHm55jFYlFERISTqwUA/BkEEQAAAADQgdTV1amwsNBssCssLFRjY6P8/f2VmppqNtYlJibKy8vL2eUCwJ+yZcsWhynlVq9eLUmKjo52mFJu4MCBrGUDAB0AQQQAAAAAtGM1NTUqKCgwG+OKiopktVrVvXt3c2Hp9PR0jRo1Su7u7s4uFwDaxI4dO5Sfn29+Fi5ZskR2u129evVyGDExbNgwubq6OrtcAMD/IIgAAAAAgHakqqrKoRfw8uXLZRiGevfu7dDYFhsbS2MbgC5rz549mjt3rjmV04IFC9TS0qKQkBClpaWZn5WjR4+Wh4eHs8sFgC6PIAIAAAAAnKi0tNRhwdZ169ZJkgYMGOAQPERHRzP9CAAcQkNDg+bPn29+ls6dO1cNDQ3y8/NTSkqK+Vk6duxYeXt7O7tcAOhyCCIAAAAA4BgxDENr1651CB62bNkiSRo+fLjDvOe9e/d2crUA0HE1Nzdr8eLF5gizvLw87dmzR56enho7dqz5eZuSkqKAgABnlwsAnR5BBAAAAAC0EZvNpmXLlpmhQ15ennbs2CE3NzfFx8ebazykpaWpe/fuzi4XADotm82mFStWOHweb9u2Ta6urgd8HoeGhjq7XADodAgiAAAAAKCVNDc3a9GiRWYP3Pz8fO3du1eenp4aN26c2QM3OTmZHrgA4ESGYWj9+vUOI9RKS0slScOGDXMYodanTx8nVwsAHR9BBAAAAAD8SfX19SosLDQbsQoLC805yVNTU81GLOYkB4D2r6yszAySc3NztWbNGklS//79Hdbs6d+/P2v2AMARIogAAAAAgMO0e/duFRQUmNN6LFy4UFarVd26dVNaWprZSDV69Gi5u7s7u1wAwFHYvn27wxoTS5YskWEY6t27txk0WywWDR06VK6urs4uFwDaNYIIAAAAADiE3zZC5ebmaunSpTIMQ+Hh4Q69Y2mEAoDOb/fu3Zo7d675nfDbMPqXUCI9PZ0wGgAOgiACAAAAQLtx7bXXqqKiQnv37tWQIUP08MMPq3v37seskb+srMxhvvC1a9dKkqKjo5WRkWE2Mg0YMIBpOQCgi/tler5fAut58+apoaFB/v7+SklJMcPqxMTEVpmer6SkROeee64SExMVHx+vq6++2uH5CRMmaNasWUd9HABoCwQRAAAAANqVnJwcbdiwQQMHDtRzzz2ntLQ0hYaGKiIiQieccILZ0DJ9+nRVV1erpaVFL7zwgtzc3I7oOIZhaN26dWbokJeXZy5UOnToUIeFSiMiItriVAEAnUhzc7OKiorM75T8/Hzt2bNHXl5eGjdunPmdkpycrICAgCPef0lJid544w1Nnz5dkvT8889r8+bNCg0N1X333acJEybozTff1MUXX6y+ffvqxBNP1ODBg/Xss8/KarVq3Lhxuvjii1v7tAHgsDBODAAAAEC7ZbFYdPvtt+vtt992eHzVqlWaN2+eEhMTtWXLFm3dulWRkZG/uy+bzaYVK1Y4jHjYvn27XF1dNXr0aJ1zzjmyWCxm8AEAwJHw9PRUcnKykpOTdffdd8tms2n58uXmd86rr76q6dOny83NTfHx8WbgnZaWpm7duh3WMf7zn/+ourpaZ599tux2uwICAvTll1/q3nvvlSQ1NTWptrZWp556qjIyMnTPPffI399fHh4eWr58eVuePgD8LoIIAAAAAO1WYGCgpP2NO1arVYZhqKGhQXa7XXFxcXrwwQcPuW1LS4vZMzU3N9fsmerp6amxY8fqyiuvVHp6ulJSUszjAADQWtzc3DRq1CiNGjVKN9988wEj8T766CP9/e9/lyQNHz7cYSRe7969D7rPU045xRwR+OWXX+qll15SUVGRbDabJCkgIECzZs3S7NmzNWnSJLm6uuqSSy7R4MGDj9l5A8DBEEQAAAAAaPcsFoumTJmilStXymazafjw4WpsbNQdd9yhffv26YUXXpDdbtf8+fPNKTHmzZun+vp6+fn5KTk5WXfccYcsFovGjh0rHx8fZ58SAKCLcXFxUUxMjGJiYnTVVVdJkkpLS81g4scff9TMmTMlSQMHDjQXwLZYLIqOjnbYV0hIiHbt2qWnnnpKW7duNR+vrKzUY489JqvVqjFjxigrK0tTp05Vr1691K9fP914443H7oQB4DdYIwIAAABAh7Rnzx7NnTvXbMBZuHChWlpaFBwc7NB4M3r0aHl4eDi7XAAA/tC2bdvMxa9zc3O1bNkyGYahPn36mN9rFotFsbGxcnFxcXa5AHDYCCIAAAAAdAg7duxwaJxZunSp7Ha7evXqZU5lYbFYNHz4cLm6ujq7XAAAjtru3btVUFBgfvctWrRIVqtV3bt3dwjd4+Li5O7OxCcA2i+CCAAAAADt0pYtW8xplnJzc7V69WpJUr9+/Rx6hQ4cOJBeoQCALqGurk6FhYVmMFFYWKjGxkYFBAQoNTXVDCcSExPl5eXl7HIBwEQQAQAAAMDpDMPQhg0bzIaV3NxclZSUSJJiY2MdFvDs27evc4sFAKCdaGpqUlFRkfndmZ+fr3379snLy0tJSUnm92dSUpL8/f2dXS6ALowgAgAAAMAxZ7fbtWLFCrPhJC8vT1VVVXJ1ddWoUaPMhpO0tDSFhYU5u1wAADoEm82mpUuXOkxlWF1dLTc3NyUkJDh8v4aEhDi7XABdCEEEAAAAgDbX0tKixYsXm6FDXl6edu/eLQ8PDyUmJpoNIykpKQoKCnJ2uQAAdAqGYWjNmjUOIw7Ly8vl4uKiESNGmFM5paenKzw83NnlAujECCIAAAAAtLqGhgYtWLDAbPSYO3eu6uvr5ePjo5SUFDN4GDt2rHx9fZ1dLgAAXYJhGCotLXUIJtavXy9JGjRokMMaTFFRUazBBKDVEEQAAAAAOGp79+7V3LlzzREPCxYsUHNzs4KCghx6W8bHx8vT09PZ5QIAgJ9VVlaaoxVzc3O1fPlyGYahiIgIh2BiyJAhBBMA/jSCCAAAAABHrLq62qHRori4WHa7XT179jSDB4vFouHDh8vNzc3Z5QIAgMO0a9cuFRQUmCMmioqKZLPZFBoa6vAdHxcXx3c8gMNGEAEAAADgD23dutVhGodVq1ZJkqKiohx6Sw4aNIjekgAAdCK1tbUqLCw0rwEKCwvV1NSkwMBApaammqMex4wZIy8vL2eXC6CdIogAAAAA4MAwDG3cuNGcZik3N1ebNm2SJA0ZMsRscEhPT1dUVJSTqwUAAMdSU1OTFi5caF4nFBQUaN++ffL29lZSUpLZOSEpKUl+fn7OLhdAO0EQAQAAAHRxdrtdK1euNEOH3NxcVVZWysXFRXFxcWaDQlpamnr27OnscgEAQDtitVq1dOlS8xoiLy9PO3fulLu7uxISEszriNTUVIWEhDi7XABOQhABAAAAdDFWq1XFxcUODQY1NTVyd3dXYmKi2WCQkpKi4OBgZ5cLAAA6ELvdrjVr1pjXGXPmzFFFRYVcXFw0cuRI8zojPT2dDg5AF0IQAQAAAHRyjY2NWrBggcMUCnV1dfLx8VFycrLZGJCUlCRfX19nlwsAADoRwzC0efNmhw4QGzZskCQNHjzYYa0ppnwEOi+CCAAAAKCT2bdvn+bNm2fe8M+fP1/Nzc0KDAxUWlqaebOfkJAgT09PZ5cLAAC6mIqKCocpIVesWCFJioyMVHp6unmtEhMTIxcXFydXC6A1EEQAAAAAHdzOnTuVn59v3swXFxfLZrMpLCzMoZfhiBEj5Obm5uxyAQAAHOzcuVMFBQXmtczixYsPuJZJT0/XyJEjuZYBOiiCCAAAAKCDqaioMKc2+G0vwr59+yojI8PsSUgvQgAA0BH97+jOBQsWqKmpidGdQAdGEAEAAAC0Y/87r3Jubq42btwoSYqJiXGYvoB5lQEAQGfU2NiohQsXmtdCv13vKikpybwWYr0roP0iiAAAAADaEbvdrtWrVzsEDxUVFXJxcdHIkSMdpifo2bOns8sFAAA45qxWq5YsWeKwAPauXbvk7u6uxMRE81opNTVVwcHBzi4XgAgiAAAAAKf67Y10Xl6e8vLytHPnTrm7u2vMmDFm8MCNNAAAwMHZ7XatWrXKoSNHZWWlXFxcFBcX59CRo0ePHs4uF+iSCCIAAACAY6ipqemAqQVqa2vl7e19wNQCfn5+zi4XAACgwzEMQ5s2bXIIJjZt2iRp/9SWv1xvWSwWRUZGOrlaoGsgiAAAAADaUG1trcNii/Pnz1dTU5MCAgIOWGzRy8vL2eUCAAB0Slu3blVeXp55TbZy5UpJUlRUlDlawmKxaPDgwXJxcXFytUDnQxABAAAAtKJdu3YpPz/fvNEtKiqSzWZTaGiow7QAcXFxcnNzc3a5AAAAXVJ1dbXy8/PN6TEXL14su92uHj16OIyYGD58ONdsQCsgiAAAAACOQmVlpUPvuuXLl0uSIiIiHG5ihwwZQu86AACAdmrv3r0Oo1gXLFig5uZmBQUFHTCK1cPDw9nlAh0OQQQAAABwmAzDUElJiXmDmpeXp/Xr10uSBg0a5BA8REVFETwAAAB0UA0NDVqwYIHZ4WTu3Lmqq6uTr6+vkpOTzamcxo0bJ19fX2eXC7R7BBEAAADAIRiGodWrVzuMeCgvL5eLi4tGjBhhTrOUnp6u8PBwZ5cLAACANtLS0qLi4mLzmjA/P181NTXy8PBQYmKi2RklJSVFQUFBzi4XaHcIIgAAAICf2Ww2LV261GHEQ3V1tdzc3JSQkGDeYKampqpbt27OLhcAAABOYrfbtXLlSvO6MTc3V1VVVXJ1dVVcXJzD2mBhYWHOLhdwOoIIAAAAdFlNTU1atGiRGToUFBRo79698vLyUlJSknkDmZSUJH9/f2eXCwAAgHbKMAxt2LDBvK7Mzc3V5s2bJUmxsbFmKGGxWNS3b18nVwscewQRAAAA6DLq6upUWFho9lorLCxUY2OjAgIClJqaagYPY8aMkZeXl7PLBQAAQAe2ZcsWhyk+V69eLUnq16+fw4iJQYMGsbYYOj2CCAAAAHRaNTU1KigoMG/+ioqKZLVa1b17d7NHmsViUVxcnNzd3Z1dLgAAADqxHTt2KD8/37w2XbJkiex2u3r27Glel1osFg0fPlyurq7OLhdoVQQRAAAA6DSqqqrMXmd5eXlatmyZDMNQnz59HG7uhgwZws0dAAAAnGrPnj2aO3euef26YMECtbS0KDg4WOnp6WbHmfj4eHl4eDi7XOCoEEQAAACgwyotLXVYIHDdunWSpIEDBzoMd4+Ojma4OwAAANq1hoYGzZ8/37y2nTdvnurr6+Xr66uUlBTz+nbs2LHy8fFxdrnAESGIAAAAQIdgGIbWrl3rEDxs2bJFkjRixAizx1h6erp69+7t5GoBAACAo9PS0qLFixeb1755eXnas2ePPD09lZiYaAYTKSkpCgwMdHa5wO8iiAAAAEC7ZLPZtGzZMvOmKzc3Vzt27JCbm5vi4+PNG6/U1FR1797d2eUCAAAAbcpms2nFihUO18fbtm2Tq6urRo8e7dAxJzQ01NnlAg4IIgAAANAuNDc3q6ioyOzxlZ+fr71798rLy0vjxo0zg4fk5GT5+/s7u1wAAADAqQzD0Pr16x1GDJeWlkqShg4d6jBVaUREhJOrRVdHEAEAAACnqK+vV2FhoXnTVFhYqIaGBvn7+zvMgZuYmChvb29nlwsAAAC0e2VlZeZoidzcXK1Zs0aSFB0dbV5fWywWDRgwgDXUcEwRRAAAgE6rrKxM1dXVzi6jwwkNDVVkZGSr73f37t0qKCgwh5IvXLhQVqtV3bp1M4eRWywWjRo1Su7u7q1+fAAAAKCr2b59u/Ly8sxwYsmSJTIMQ+Hh4eZoCYvFomHDhsnV1fWY1MR92oHa6h6sPSGIAAAAnVJZWZliY2NVX1/v7FI6HF9fX61evfqoL4R/uen5pTfW0qVLzZuejIwM88Zn6NChx+ymBwAAAOjKdu/erblz55rX6L90DgoJCXHoHDR69Og26RxUVlammCGxamzgPu23vH18tXbN0d+DtWcEEQAAoFNavHixEhISNOXZNxU1cIizy+kwSjes0aO3Xa6ioiLFx8cf0bZlZWUO89OuXbtWktS/f3+HYeD9+/dnGDgAAADQDvwyXeovHYjmzZunhoYG+fn5OUyXOnbs2FaZLvWX+7TYa16Ub++BrXAGHV99xQatfvXGP3UP1pEw5h0AAHRqUQOHaPDw0cf0mIZhHLKh3TAMWVta5OHp+bv7+PHLf+nLWa/r4punKCHtOIfn3n/5KVVvq9TAoXH6y3kT9cSdV8vDw1P+QcG6dvKjevu56dqyeb38/AN16a33qVtYz6M+J7vdrpdfflnDhw9XRkaGDMPQunXrzGmWfrsw3rBhw3TcccfpwQcfVHp6uvr06XPUxwcAAADQ+nx9fXXcccfpuOP233M0NzerqKjIvM5/+umnNXXqVHl6emrs2LFmMJGSkqKAgIA/f9zeAxXQb2RrncYh/dG9mWFrkav779+bNdVUqezrFyVJ4ZkT5B/h2NFt/az75OYdoP7n3a3Vr9+6f38uLho08RG5utH8/gveCQAAgJ/98MWHWlKYJ/+AQF075TE9cutluve5t/T1h2+pT78BMgxD3332vvz8A+QfGKzT/nqpvpj1umqqt+sv501QWHiEHrvjSiVaTtT/XXGTvLx9zH1vr9ii7/79vrZsXq9LbrlXvSOjf7eW48/4q1qamw94fN2KYq1dtli9IqLUvUcvubq6avLf35AkPXzLJZIkNzd3ubt7yMvbW/6BwUf9vtTX1+uSSy7Rp59+qksvvVQvvviicnNztX37drm6uio+Pl7nnnuu0tPTlZaWptDQ0KM+JgAAAIBjz9PTU8nJyUpOTtbdd98tm82m5cuXm6OeX3/9dT366KPmfcAv063+9j5g1qxZ6tmzp0488cQ/Xce2ef/W7tXz5O4boAEX3K9Vr9yoode+qIqc9+TTM1qSoW0Fn8jNJ0DuvoEKz7hIFT+9o+Y9O9Qr/Xx5hfTWmtdvUbcRmYo4+Sq5ef56b9a4c6u2FXyi+qpN6nfW7fLpEfW7tZT/9zW5efvL3tQgz8Awh+d2LvlBfn1i1LizQpLk5uEtw7DLM7A7IcT/4N0AAAD4WUXpZkUPHqqMU88+6PPffvKu7nryVa1dtkgL5nwvN3cPWVua1b1HL/333+9rwg13aUDsCE244S6H7e657Cz1GxSr8RddqT79BkiSyjau1ZfvvW6+xsvbR1fd9fAf1li+eb0GxI7UxTdP1oM3/E3jMk+WJK1cXKi+0YMkSX+74S65uroq99vP9cMXH+rU8y/5U++HJNlsNkVHR2v79u2S9t9UJCUl6corr5TFYlFycrICAwP/9P4BAAAAtF9ubm4aNWqURo0apZtvvtlhZHRubq4+/vhjPfPMM5L2j4y2WCzauHGjvv/+ez399NO67bbb/tS0rA3bS+UXEaOwxNMP+nxV3kcacuUz2rtpiXYtz5arm4cMa7O8gntqW/4nihx/s/wjhypq/M0O2y37+wT59Rms8KyJ8u25v3NYXcV6VWS/++s5e3ir//lTzN9ry9co5rKnZFhbVP7tq+ZzLXV7tGfdAoVnTVTlnPclSYMuflQurq7a8u2rqlmVr5ChaUd87p0VqwICAAD87OKbJ2tEYoqeve8W7dpRZV4wH7iQ2v7Hv//sfWWedq7OvuQ6Nf38Gj//AxvlL7pukqzWFv37nzO1dH7+/iHAhiGb1frrj812WDWG9uwt/8AgSZLbz4vHrV1WpJxv/q1LbrlXksyFn0O6h6m+bt+RvQn/e6YuLgoPD5e/v//+Y7q56YMPPtAjjzyik08+mRACAAAA6EJcXFwUExOjq666Su+++67KyspUUlKid955R8nJyfrpp5/03XffyTAM3XHHHTrllFP+1HH6nXmbggaP1bp/3qOm3dvNezN7c8MB9UhSVcEnCht7hvqceLlsP7/GzfvAqaMiT79JdptVW79/U7vXFOqX5ZMNm/XXH8Px3swrpJfcfYPk7hcka2Ot+fjeDUVq3let0i+eUc3KXDVWl8vl53sxj4BQ2X7zWjAiAgAAwDT7/X9oa8kGeXl7y8cvQBHRg/T+y09pzbIiDYgdob+cN1F/n3KDvLy81SsiSsMSkvTl+2+oT9SA393vyLFpGjk2TQ11tfrpq08UEtpDUQOH6JaHnjvkNgvmfK//fjpLPr7+8vUPUFNjg6rKS3XyuRP00+xPNGPaHRoyMkHNTU2acuV5Sj7+VD1738268f6n9cmbL2jb1i3au3uXbv2dYxwOV1dXLVmyRIZhaPPmzdq0aZN69ep1VPsEAAAA0HlERUVp4sSJmjhxombPnq0zzjhDkhQQEPCn15GoyJ6lhm2b5OrpLXcff/n06q/Sr2Zo3+al8us7VL3Sz9fat+6Uq4e3vEP7KmjQGFVkvyOfHr8/BW5wzDgFx4yTtbFOO+Z/Ic+gUPn1HqTBFz96yG0iTr5aG2bdJ8NuV+RpN6hhW4m2FX6ufmfequ5xx6lhxxZVznlf3qER2vDBNNmbG2VrrFXM5U//qXPvrFyMX2IfAACATmTx4sVKSEjQq7Pnttpi1VtLNuo/H7+jndsrNfGmyX+4zkNHtG5Fsa4Zn6KioiLFx8c7uxwAAAAAHUhNTY0KCgoUHx+v3r17H/D8L/dpCdO+ParFquu3bVZV3r/UXFOlqDNv+8N1HtqzfSXLVPTAXzr9PRgjIgAAAA5Tn34DdOWd05xdBgAAAAC0SyEhITr99IOv69CafHtGq/9597T5cdB6WCMCAADgCFVvq9Bn77xy0OfeeOqBI9rXK49N0QsP3Kb3X37qgOdKN6zROWOiZLNaVbt3j6Zec76evPtavTdz/2vfevZhTcwaIZvVeuQnAQAAAAAdWFNNlbb+8NZBn9v0yeNHtK+N/3pY69+9V6VfzXB4vLZslVa9cqNWvXKDGneWS5JKv5qh9bPuU2XuBzIMQ2vfukvr3r5HJV88++dOpIsgiAAAAPgDm9et0vRbL9U/n39Ej0+6StaWFu3aXqUlhbm6/7oLNOulJ/XujP0Xutu2lh32fqvKS+Xu7qGbpz2ritLNam5qNJ+z2Wz66sM3NcZygiSppnq7Bg0brbueeEXlm9dLki67baqGJSS14pkCAAAAQPtUV75Wq165QSWf/V2rX79VdmuLmnZvV83quVox40qVzn5BJV88J0lqrC4/7P02VpfLxc1DgyY+osbtpbI1/3pftvXHtxVz2ZOKPucuVc55X/tKlmnf5mVycfOQZ1BPWetq5OLmpsGXPi5r/V417tza2qfdaTA1EwAAwB/45qO3dcN9T8ow7HrtiakOz40cm6bzLrtRj952+UG3/eTNGaoqLzV/TzvpTI1KSpck7dxeqR69IyRJwd3DtHvnDvXo3VeS9Nk7L+v0Cy7XB6/8XZIUFt5Ha5Yu0h0TTlXmqee2+jkCAAAAQHtWmfuBBl40TYbdrk0fOy4uHRyTpIiTrtTqV2866LZb/vu6Gqu3mL+HJZyi4CHJkqSm3VXy6rZ/PQuPwFC17Nspt+59JEn25ka5efnKq1tvNdVUqb5qk/wjh6rfmbdp5YvXqHvccfIOjdSG9x5QY/UWNdVUyfvnbeGIEREAAACHzeWAR3x8/CRJhmEcdAu7zSab1Wr+SL++rnuPcO2o3N9jZveuagV3DzOf27hqmWa//4bWLF2krz58U/Ozv9WJZ1+ov8/6RsXzclrvlAAAAACgA3FxOfC+zNXTR9Kh78tkt8mwWX/9+c3rvIJ7qWlXpSSpZe9OeQR0/3W/Xj6yNdWrqaZSXiG95BUSLnffwP11uLlJkiJPvU4D/zZNHoGh8gmLbJVz7IwYEQEAAPAHTj3/Us2cfrd6RUTJx9fviLY9/6pbD/lcr4goWa0teunhO9U7sp88vbz13NRbde2UR3X3U69Jkh6fdJVOv+By7d61QzMevENLCnMV2nN/b51/vz1TqxbP13P336pr7pku/8DgP3uKAAAAANCuhVsu1Ib3H5R3aF+5efke0bZ9T7n2kM95h0bIsLVow3sPyLtHpNw8vbXuncka8Nep6nPcxVr3z8mSYSj6vLvk1a2Pts//XOtnTVVA9ChJ0qaPH1NLbY18wwfKMyjskMfp6lyMQ8ZEAAAAHdfixYuVkJCgV2fP1eDho49qX3t2VevTt17Szu1VOv3CyxU7KrGVqmx/1q0o1jXjU1RUVKT4+HhnlwMAAACgE/nlPi1h2rcK6DfyiLZt3rdTW7/7h5p2b1PvzAkKHHB093ntxb6SZSp64C+d/h6MEREAAAB/IKhbqC6/4wFnlwEAAAAAXZZnQHdFn3uXs8vAn0QQAQAA0AYeufUy3fvcW62yry9mvab1K5dq3+5dunnaM9q7u0bvvPCoAoJClHX6eYoaOESvPzlVcnFR9KBYnX/VrXrxoUlqamyUzWbVpMdmytWVpcEAAAAAdB2rXrlRQ699sVX2tfXHf6q2dIVa6nZr0MTpqq/coG1z/y1bY616Z01UUEyS1r97rySpZnmOxkz/QetnTZWru6fk4qJBEx+Rq1vXborv2mcPAADwGz988aGWFObJPyBQ1055TJ+89aKqtpQoKCRUE2+6R/dfd4H6DRqqsg1rFJdk0eolC5V56jnqP2S4Hrv9CqX/5UztrdnlMHri3RmPa09NtawtVl1/3xN6fNKV6hEeoYS045VoOeGw6jpzwtWSpPzvvtSyBQXaUVmuv151qwaPiNf0Wy7R/TPeNdeUePiWSyRJN97/tCTpxYcmac+uaoWE9mjNtwoAAAAAWt22ef/W7tXz5O4boAEX3K/y795Qw44yefh3U78zb9WKGVfKr89g1VdsUPCQZO3dWKywsafLLyJWa167WaFjTpW1tsZh5ETJF8+ppXaXDFuLBl74oFa/fou8u/VWyDCLuo3IPKy6+hy//z5rR9F/tGftfPUYd4ZCYlPVUrdHmz95XCFD0xRz6ROyNuzT+pYmufsEyM3DW4Zhl2dg9y4fQkgSXeMAAAB+VlG6WdGDh+q8K26SJBl2u3z9AjT3h69kGIYMu12X3nqfEtKOV/cevXTn4y8r//vZkqT+Q4brvMtvUkN9rfbu3iVJKlm/WiuL58s/MFjNzY3ataNKDfV1Gpf1FyWkHWcet6Z6u158aJLDT1Njg0NtTY0Nyv3P50rK+otOOOtC/eeTd/XGU/ervq7WfM2c/3ymUeMs5u9bSzbK2mIlhAAAAADQITRsL5VfRIwiTt7fGcuw2+Xu7a+dxd/JMAzJble/syYpZJhFnsE9FXPF06pe/K0kya9vrPqefJVsjXVqqa2RJNVtXae9G4vk7hsoe0uTmvfskK2xXt3ijlfIsF/vnZr3Vmv9e/c7/NiaHe/JbM0Nql70jbrFHW8+Vvb1iwrPvMj8fXvh5+ox9gxJ0qCLH1XMZU/K3TdINavy2+YN60AIIgAAAH528c2TNSIxRc/ed4t2VJZra8kmXX7HAwrqFiq7zSZvHz+5urrKw9NTfv6B8vD0VEtTkyTJZrNJkqwtLeb+DLtdA2JH6NJb79NdT7yiXhFRuvfZN7WjcqtefvSeX19nGLJZrQ4/v9XU2KAXHrhdV0x6UD5+/uoW1lO3Pfy8Jt40Wf6BQZKkeT/9R+WbN2j8RVdIkirKNuuDV/6uG6Y+2abvGQAAAAC0ln5n3qagwWO17p/3qHFXhRq2b1b0uXfJI6CbDLtNrl6+cnF1lYu7h9x8/OXq7il7S7MkybDvvyez235zT2bY5d93qKLPnqQhVzwj79AIxV4zQ027KrXxw4f0mxfKsFkdfn7L1tyg9e/ep+jz7pa7t58kqeSLZxUSm6qAqBHm63Ytz1G3ERmSJJefp8f1CAiVrbFWXR1jQgAAAH42+/1/aGvJBnl5e8s/KET79uzSh68+ox1VFX+4ben61Xrtifvk7eunwOBukqTomGFqbmrUzOl3q76uVpfddp/em/mUbDabYkbEm9t2C+upWx567pD7nvnIPdpeWa73Zj6l48b/n8LCI/TBy0+roaFOf7vuTm2v2KK/T75eKSecrpcfuUfX3fu47r3qPA0ePlozpt2hi2+erNCevY/6/QEAAACAtlSRPUsN2zbJ1dNbHn7BstbuVtk3M9VUU/WH29ZvXaeNHz0iNy9fefiHSJL8I4aoqqVJGz6YJltDrfqdM0llX82QYbMpIHqkua1nUJgGX/zoIfe98YOH1LSrQqWzZ6jHuDPVsrdaOxbMVlNNlRqry9U7a4LqytfKt9cAubi6SZI2fDBN9uZG2RprFXP500f5znR8LoZhGM4uAgAAoLUtXrxYCQkJenX2XA0ePrpNj1VVXqqvP3xLV0x6sE2PcyysW1Gsa8anqKioSPHx8X+8AQAAAAAcpl/u0xKmfauAfiP/eIPD1LBjiyrnvK/+593davs8VvaVLFPRA3/p9PdgTM0EAABwlHpFRHWKEAIAAAAAOiKfsL4dMoToSggiAAAAJC0pzNXXH77Vqvu84i+JWlU8X9srtujJu6/VI7deZj73/P236tozU83fP3jl73rm3pt0zRmpWjDne+V/96Weufcm3XvleXr9yakH7LuxoV5P3HWN7r70TPOxVx+/V8/ce5MuPj5OZRvXSZJKN6zROWOiZLNaVVVeqqvHp+iZe29S/ndfSpK+/vAth7oAAAAAoL2oWT1XFTnvteo+F957vPZsKJK1fq9WPH+51vzjdpXOniFJ2vzvpzT/rjTZ/2eNiF9s/fGfWvvmnVox4yo17d6mxp1bteYft2vVKzdKkmxN9Vr1yo1a98/J2vrj27+ex6p8LZiSJUmq37ZZxY+dq/ptm1v1vNo7gggAANDpWK1WLV++3OGxZ6feovrafaqv3adnp96iTWtW6PUnp+rxSVeZjfaS9O0n76oo/ydJMhvo353xuF58aJKem3qruSj14eg/ZLiGjh6nHr376q4nXnF47paHnlPf6MHm7xdee4duf2SGwiOilJB2nNJOOkO3PzJD/YcM14lnX3TAvr19fHX3k6+a61FI0jX3PKJbH35e0YOHKnLAYNlsNn314ZsaYznBfI2Pj6+aGhvUK6KfJOm0Cw4eQjQ2Nh72eQIAAADAn7Hun5NlbaiVtaFW6/45WbVbVmvTR49q9eu3qr5yg/m6yrx/adfKXEkyG/1LvnhO69+7X+vemWwuVH04/PrGKmhggpr37pB/vxEacsUzaqjaKEmKPudOBQ4ac8ht+xx/iWIuf0o9U87RnrXz5d29j4Zc8Yz5fH3FBvlHDtXgSx7TnvWLZLc2y9pYp5qVefKPHCZJ8u0ZreAhyYf/JnUSLFYNAAA6PJvNpuLiYmVnZys7O1t5eXmqra11eE3aieNV8P1XMgxDaSeOl4enl1qam+XrH6Dcbz/X8ISkg+67ZP1qrSyeryEjE7S9slzVVVvVs0+kJOm/n76n9SuLzdfGjUtX+slnHnQ/h6Ns4zr1juovN7f9i5vZ7XaVblyjfoNiD3sfi/J+VHzq/p42n73zsk6/4HJ98MrfJUk9+0Tq+Y9+UEN9nZ686xo98OKsQ+4nIyNDycnJysrKUlZWlpKSkuTt7f2nzw0AAAAA/ldo/MmqXvxfSYZC40+Wq4en7LYWufv4a8eibxQ48OChQN3Wddq7sUgB0XFq2lWhpppKeXePkCRV5X+sfaW/dkwLjklW2JhTDtiHV0i49m0q1pInzlePsWccds225gZVL/pGgy55/IDn/KOGa8eir7Xhg2lq3rNdLbW7VfHT24o4+WpteP+Bwz5GZ8SICAAA0OHYbDYtXrxYzzzzjMaPH69u3bopMTFRDzzwgKxWq6ZMmaK33nKcZik+NUvFhXNUXDhH8alZ+vfbL+mi6ybpxLMuVFNDvfk6dw8P2WxWGYahpqYGGXa7BsSO0KW33qe7nnjFDCEkyW63yWa1mj92u/2ozuvbT97RX86baP6+MPd7jUk7/oj28dPsj3T8GedLkjauWqbZ77+hNUsX6asP35SLi4uk/aMpDMP43f3cdtttCgsL04svvqisrCwFBwcrKytLDz30kPLy8tTU1HSEZwcAAAAAjkKGpWv3mgLtXl2gkGHpKv/uH4o87Ub1TD5XtqYG83Wu7h4ybDYZhiF7S6MMwy7/vkMVffYkDbniGTOEkCTDbpNhs5o/Mg5+n7Zz2U/qmXKeRt39kWpW5x9WvbbmBq1/9z5Fn3e33L39DnjexdVV/f9vsgZe+IDcfQPlGdhdtWWrVDr7edWWLNP2BbOP8B3qPBgRAQAA2j273a7ly5crOztbOTk5mjNnjnbv3i1vb2+lpKTozjvvVFZWlhITE+Xp6SlJWrx4scM+3Nzc5BcQaP55VJJFs156Qm5u7vL0+rWnf9zYNL3+1AMqWbdKdptN0THD1NzUqJnT71Z9Xa1ufvDv5utP+b+Ldcr/XfyH9dft26tXH79Xa5Yu0idvvajzLrtRbz83XWuWLtJzU2/VrQ8/J5vNpvLN6xU5IMbc7scvP9LND+4fzbBrxzYtyvtRJ53z6zRNLzxwm9YsXaQ3n3lIl99+v/bu3iVJ8g8MliTd/dRrkqTHJ12l0y+4XMsXzdW3H7+r5qZGM6w4lAsuuEDx8fHme5+Tk6Ps7Gw9++yzeuCBB+Tj46OUlBRlZWUpMzPT4b0HAAAAgMPh4uomd59A88/BsSkqnf28XFzd5Orx631aUEySNn/8uOq3rpVht8k/YoiqWpq04YNpsjXUauCEh+Xmuf/14ZYLFG654A+PHTQoURtmTdXu1XPlFRIuSSr//h/au2GR1r8zRf3Pv1c7l/ygkGHp8gruIUna+MFDatpVodLZM9Rj3JkK6DdCG/81Xfs2LVH5d28o4qQrtfatu2RYmxU25jS5uLppxK1vS9o/pVSPseNb8+3rUFyMP+oOBwAAcIwZhqGVK1c6BA87d+6Up6enw3RB48aNk5eX10H3sXjxYiUkJOjV2XM1ePjoY3wG+z1y62W697nWWQB7Ye4P8vbx0YjE1D9+8RH6bZ3rVhTrmvEpKioqUnx8/AGvtdlsWrZsmTkNVm5urvbu3StfX1+lpaUpMzNTWVlZSkhIkIeHR6vXCgAAAKDj+uU+LWHatwroN9IpNax65UYNvfbFw3rt5s+eVr+z7jBHl7eWzZ89rZ4p58q3Z7T2lSxT0QN/OeQ9WGfBiAgAAOB0hmFozZo1ZuP2nDlztGPHDnl4eCgpKUnXX3+9uU6Bj4+Ps8s9bFZri1YVz9fQ0eOOel+Jv1lwujV9/eFbiho45LBf7+bmptGjR2v06NG6/fbbD1if49FHH9WUKVPk7++vtLQ0MzQaPXq03N259AQAAADgXIatRXs2FCloYMIfvjb67Emtfvz6bZvVWF0uN4+utQYfd4MAAOCYMwxD69atM6f7ycnJ0bZt2+Tu7q6xY8fq6quvVmZmplJSUuTr6+vscv+031sMur047YLLjmp7Nzc3jRkzRmPGjNGdd94pq9WqoqIi8//rQw89pLvvvluBgYFKT083p3IaNWqUuSg3AAAAABwrw2541anH9+0ZrdirnnNqDc5AEAEAANqcYRjauHGjQ/BQUVFhNmJfdtllysrKUkpKivz9/Vv12KUb1rTq/jq7o32/3N3dNW7cOI0bN0733HOPWlpatHDhQvP//dSpU9XQ0KDg4GBZLBZzKqeRI0fK1dW1lc4CAAAAQHtWX7HB2SW0G13lvWCNCAAA0CY2b95shg7Z2dkqLy+Xq6ur4uPjzel60tLSFBAQ0CbHLysrU2xsrOrr69tk/52Zr6+vVq9ercjIyFbfd1NTkxYuXGhO5TR37lw1NTWpW7duysjIMIOJYcOGEUwAAAAAnUxZWZlihsSqsYH7tN/y9vHV2jVtcw/WXhBEAACAVlFWVmY2Lufk5Ki0tFQuLi4aPXq02bicnp6uoKCgY1pTdXX1MTteZxEaGnrMLoAbGxs1f/588+9OYWGhmpubFRoaqoyMDDO0io2NbfUF4gAAAAAce8fqPu2nn37SnXfeqQ8//FCDBg067O2+//573XPPPfrkk08UHR3dhhX+6ljegzkLQQQAAPhTysvLHaZa2rRpkyQpLi7OXAfAYrEoJCTEyZWiI2loaNC8efPMv1fz589XS0uLevToYQZamZmZiomJIZgAAAAAcEinnXaaqqurNX/+/CParqmpSX369NGll16qp59+uo2q63oIIgAAwGGprKx0mGppw4b981gOHz7c7LVusVjUvXt3J1eKzqSurk5z5841/94tXLhQVqtV4eHhyszMNMOJgQMHEkwAAAAAkLS/41xUVJReeeUVXXXVVUe8/e23365Zs2apvLxcnp6ebVBh10MQAQAADmrbtm3KyckxG4DXrl0rSYqNjTWDh4yMDIWFhTm5UnQltbW1KigoMKdyKioqks1mU58+fcxQIisrS9HR0QQTAAAAQBc1ffp0PfbYY6qsrFRgYOARb79y5UoNHz5cn3zyic4999w2qLDrIYgAAACSpB07dmjOnDnmqIdVq1ZJkmJiYhymxOnZs6eTKwV+tXfvXuXn55vBRHFxsex2uyIjIx2CiaioKGeXCgAAAOAYsNvtGjhwoDIzM/Xmm2/+6f0kJycrJCRE33zzTStW13URRAAA0EXt3LlTubm5ZgPuihUrJEkDBw40Q4fMzEz17t3byZUCh2/37t3Ky8szA7UlS5bIMAz169fPDCUyMzPVt29fZ5cKAAAAoA38+OOPOuGEE5Sfn6/U1NQ/vZ833nhD11xzjUpKSrh/aAUEEQAAdBE1NTVmA212draWLVsmwzAUHR3t0EAbERHh7FKBVrNr1y7l5uaaU4wtW7ZMkjRgwADz73xWVhaBGwAAANBJXHTRRVq8eLFWr159VNO17tu3T+Hh4br77rs1derUVqywayKIAACgk9qzZ4/y8vLMBtji4mIZhqHIyEiH4IEpa9CVVFdXO4wEWrlypSRp8ODBDlOQ9erVy8mVAgAAADhSu3btUu/evTV9+nRNmjTpqPd3xRVX6KefftLGjRvl6uraChV2XQQRAAB0Evv27TPnys/JyVFRUZHsdrv69OljBg9ZWVnq168fi/gCP9u+fbu5Nkp2drbWrFkjSRoyZIjDouw9evRwcqUAAAAA/siMGTN0++23a+vWra1yDT937lylpqbq+++/1wknnNAKFXZdBBEAAHRQdXV1KigoMBtQFy1aJJvNpvDwcIcpZwYMGEDwABymqqoqcxRRTk6O1q1bJ0kaNmyYGUxYLBaFhoY6uVIAAAAAv2UYhkaNGqWBAwfq008/bbV9Dhs2THFxcfrggw9aZZ9dFUEEAAAdRH19vebOnWs2ki5YsEBWq1U9evRwmGpp8ODBBA9AK9m6datDMLFx40ZJ0siRI81/cxkZGQoJCXFypQAAAEDXtmjRIiUmJurrr7/Wqaee2mr7/fvf/64pU6aooqJC3bt3b7X9djUEEQAAtFONjY2aN2+e2Qg6f/58NTc3KzQ01BztkJWVpSFDhhA8AMfIli1bzFAiOztbJSUlcnFx0ahRo8x/lxaLRUFBQc4uFQAAAOhSrrvuOs2ePVulpaVyc3Nrtf1u375dERERevrpp3XzzTe32n67GoIIAADaiaamJs2fP99s5Jw3b56amprUrVs3ZWZmmo2cQ4cOZZEsoJ0oKSkxQ4ns7Gxt2bJFrq6uGj16tBkWpqenKyAgwNmlAgAAAJ1WfX29wsPDdfPNN+vhhx9u9f2fd955WrdunZYuXUpHwD+JIAIAACdpbm7WwoULzQbMuXPnqrGxUcHBwcrIyDCDhxEjRhA8AB2AYRjavHmz+W86OztbFRUVcnNzU0JCgjmVU1pamvz9/Z1dLgAAANBpvPPOO7rkkku0adMmRUdHt/r+v/32W51yyilasGCBEhMTW33/XQFBBAAAx0hLS4uKiorMBsqCggLV19crMDBQFovFbKSMi4tr1WGkAJzDMAxt2LDBYSqnqqoqubu7KzEx0QwbU1NT5evr6+xyAQAAgA7LYrHI09NTP/zwQ5vs32azKTo6WqeeeqpeeeWVNjlGZ0cQAQBAG7FarVq8eLHZAJmfn6/a2lr5+/srPT3dnLZl1KhRcnd3d3a5ANqYYRhau3atw+LX27dvl4eHh8aNG2cGE8nJyfLx8XF2uQAAAECHsG7dOsXExOj999/XhRde2GbHuf/++/Xcc8+psrJSfn5+bXaczoogAgCAVmKz2bRkyRKzgTEvL0979+6Vr6+v0tLSzOAhISGB4AGADMPQqlWrHIKJnTt3ytPTU0lJSeZnxrhx4+Tt7e3scgEAAIB26e6779brr7+uioqKNr1uLikpUf/+/fXWW2/pkksuabPjdFYEEQAA/El2u13Lli0zp1rKzc3Vnj175OPjo9TUVLN3c2Jiojw8PJxdLoB2zm63a+XKleZnypw5c1RTUyNvb28lJyebwcTYsWPl6enp7HIBAAAAp2tpaVHfvn11/vnn64UXXmjz45144olqbGxUXl5emx+rsyGIAADgMNntdq1YscLsvfxLI6GXl5dSUlLMNR7Gjh0rLy8vZ5cLoIP7o7Dzl88cwk4AAAB0VV988YXOOussLV26VCNHjmzz4/3rX//SBRdcoDVr1igmJqbNj9eZEEQAAHAI/zttypw5c1RdXc20KQCc4n+nf8vNzdW+ffvk5+entLQ0cxQW078BAACgqxg/fryqqqq0cOHCY3K8pqYm9e7dW1dccYWefPLJY3LMzoIgAgCAn/2ykOwvjXwsJAugPbNarVq8eLEZlubl5amurk7+/v5KT083w9LRo0fLzc3N2eUCAAAArWrr1q2KjIzUzJkzdc011xyz495666364IMPVF5ezsjkI0AQAQDosgzD0IYNG8xpT3JyclRVVSV3d3clJiaawUNKSor8/PycXS4A/K6WlhYVFRWZn2kFBQWqr69XYGCgLBaLOZVTXFwcwQQAAAA6vEcffVTTp09XZWWlgoKCjtlxly9frpEjR+qzzz7TWWeddcyO29ERRAAAugzDMLR582aH4GHr1q1ydXXVmDFjzEa6tLQ0+fv7O7tcADgqzc3NWrhwofmZN3fuXDU2Nio4OFgZGRlm2DpixAi5uro6u1wAAADgsNntdg0ePFhpaWl6++23j/nxx40bp7CwMH311VfH/NgdFUEEAKBTKykpMactyc7O1pYtW+Tq6qrRo0eb05akpaUpMDDQ2aUCQJtqamrS/PnzzSB23rx5ampqUvfu3R2CiWHDhsnFxcXZ5QIAAACHlJ2dreOOO065ublKT08/5sd/7bXXdN1116msrEx9+vQ55sfviAgiAACdypYtW8xGtuzsbJWUlMjFxUVxcXFm8JCenq7g4GBnlwoATtXY2Kh58+aZn5eFhYVqaWlRWFiYMjIyzM/MIUOGEEwAAACgXZkwYYIWLlyoNWvWOOVade/evQoPD9eUKVN07733HvPjd0QEEQCADq2iosJhqqWNGzdKkkaOHGn27rVYLOrWrZuTKwWA9q2+vl7z5s0zP1MXLFggq9Wqnj17mp+nmZmZGjx4MMEEAAAAnKampkbh4eF66KGHdNdddzmtjssuu0y5ublav349U50eBoIIAECHUlVV5TDV0vr16yVJw4YNMxvJMjIyFBoa6uRKAaBjq6urU0FBgRn0Lly4UDabTeHh4ebnbVZWlgYMGEAwAQAAgGPmpZde0i233KLy8nL16tXLaXXk5+crPT1dP/74o4477jin1dFREEQAANq17du3Kycnxwwf1qxZI0kaMmSIOW1IRkaGevTo4eRKAaBz27dvn/Lz881goqioSHa7XREREWYokZWVpejoaGeXCgAAgE4sPj5eUVFR+uyzz5xah2EYio2NVUJCgt577z2n1tIREEQAANqV6upqzZkzxwweVq5cKUkaPHiww9Qgzuz1AACQ9uzZo7y8PPPzuri4WIZhKCoqyiGYiIyMdHapAAAA6CQWL16shIQEzZ49W6effrqzy9FTTz2lqVOnqrKyUiEhIc4up10jiAAAOFVNTY3mzJlj9rBdtmyZJGnAgAEOwUOfPn2cXCkA4PfU1NQoLy/PnDpv6dKlkqTo6GiHqZwiIiKcXCkAAAA6qhtuuEGff/65SktL5e7u7uxytG3bNkVEROjZZ5/VjTfe6Oxy2jWCCADAMbVnzx7l5uY6NFQZhqF+/fo5NFT17dvX2aUCAI7Czp07HT7vV6xYIUkaOHCgw+d9eHi4kysFAABAR9DQ0KDw8HDdcMMNeuSRR5xdjumcc87Rpk2bVFxczNppv4MgAgDQpvbu3XvA1B12u119+/Y1p+3IzMxUv379nF0qAKAN7dixw2EE3KpVqyRJMTExDiPgevbs6eRKAQAA0B7NmjVLEydO1IYNGzRgwABnl2P6+uuvdfrpp2vRokVKSEhwdjntFkEEAKBV1dbWHrCYqc1mU+/evc3g4ZfFTOkpAABd17Zt25STk2MG1WvXrpUkxcbGmt8VGRkZCgsLc3KlAAAAaA8yMzPl6uqqn376ydmlOLBarerXr5/OOOMMzZw509nltFsEEQCAo1JfX6+CggIzeFi4cKGsVqt69erlsFjpwIEDCR4AAIdUUVFhjpjIzs7Whg0bJEnDhw83v0ssFou6d+/u5EoBAABwrK1fv16DBw/WrFmz9Le//c3Z5Rzgvvvu04wZM1RZWSlfX19nl9MuEUQAAI5IQ0OD5s2bZzYULViwQC0tLerRo4cyMzPN8CEmJobgAQDwp5WXl5ujJXJycrRp0ya5uLho5MiR5jROFotFISEhzi4VAAAAbWzy5Ml65ZVXVFFRIR8fH2eXc4BNmzZpwIABeueddzRx4kRnl9MuEUQAAH5XY2OjCgsLzcagwsJCNTc3q3v37g5zeg8dOpTgAQDQZkpLS83vouzsbJWVlcnFxUWjR482v4/S09MVFBTk7FIBAADQiqxWq/r27atzzz1XL774orPLOaTjjz9eVqtVc+bMcXYp7RJBBADAQXNzs+bPn2829sybN0+NjY0KCQlRRkaGOT3GsGHD5Orq6uxyAQBd1ObNm83REtnZ2SovL5erq6vi4+PN76q0tDQFBAQ4u1QAAAAchS+//FJnnnmmiouLNWrUKGeXc0gffPCBLrroIq1du1aDBw92djntDkEEAHRxLS0tWrhwodmYU1BQoIaGBgUFBclisZiNOSNHjiR4AAC0S4ZhaOPGjQ4jJiorK+Xm5qYxY8aY32Wpqany8/NzdrkAAAA4AmeeeabKy8tVVFTk7FJ+V2Njo3r37q2rr75ajz/+uLPLaXcIIgCgi7FarSoqKjIbavLz81VfX6+AgABZLBZzeotRo0bJzc3N2eUCAHDEDMPQunXrHNaY2LZtm9zd3TV27FhzWsGUlBQWEwQAAGjHKisr1bdvX82YMUPXXXeds8v5QzfffLM+/vhjlZWVycPDw9nltCsEEQDQyVmtVhUXF5uNMXl5eaqtrZWfn5/S09PNxpj4+Hi5u7s7u1wAAFqdYRhas2aNGcLn5OSourpaHh4eSkpKMkP45ORkeXt7O7tcAAAA/Ozxxx/XtGnTVFlZqeDgYGeX84eWLl2qUaNG6fPPP9eZZ57p7HLaFYIIAOhkbDabli5daja05Obmau/evfL19VVqaqo5PUVCQgLpPACgS7Lb7Vq1apX5XZmTk6Ndu3bJy8tLSUlJ5nfluHHj5OXl5exyAQAAuiTDMDR48GAlJyfrnXfecXY5h23MmDHq3bu3vvzyS2eX0q4QRABAB2e327V8+XKzMWXOnDnavXu3vL29lZqaavbyTExMlKenp7PLBQCg3fnlu/SX0YO//S5NSUkxgwm+SwEAAI6dOXPmKDMzUzk5OcrIyHB2OYftlVde0Q033KAtW7aod+/ezi6n3SCIAIAO5re9OH9pLPmlF2dycrI51RK9OAEA+HNsNpuWLVtmftcebHRhZmamxowZw+hCAACANjJx4kQVFhZq3bp1cnFxcXY5h23Pnj0KDw/X1KlTNXnyZGeX024QRABAO2cYhlavXu2w4OZv57X+pTGEea0BAGgbNptNxcXFZjDxy3pL/v7+SktLM0cfst4SAABA69i9e7fCw8P1wAMP6J577nF2OUfskksuUUFBgdatWydXV1dnl9MuEEQAQDtjGIbWrVvnMG/1tm3b5O7urrFjx5rTQyQnJ8vX19fZ5QIA0OVYrVYVFRWZ39X5+fmqq6tTQECA0tPTze/qUaNGyc3NzdnlAgAAdDgvv/yybrrpJm3ZskXh4eHOLueI5ebmKiMjQ9nZ2crMzHR2Oe0CQQQAOJlhGNq4caPZyzInJ0eVlZVyc3NTYmKi2csyNTVVfn5+zi4XAAD8j5aWFi1cuNAcvVhQUKCGhgYFBQXJYrGYoxfj4uLoEQcAAHAYEhISFBERoS+++MLZpfwphmEoJiZG48aN07vvvuvsctoFgggAOMYMw1BJSYlD8FBeXi5XV1clJCSYjRVpaWkKCAhwdrkAAOAINTU1aeHCheZ3/dy5c9XU1KSQkBBlZGSYnQyGDx9OMAEAAPA/iouLFR8fry+++EJnnHGGs8v505544gk9+OCDqqysVHBwsLPLcTqCCAA4BkpLS81ektnZ2SorK5OLi4tGjx5tTt+QlpamoKAgZ5cKAABaWWNjo+bPn29eBxQWFqq5uVndu3dXZmamGUwMHTq0Qy3ECAAA0BZuvPFG/fvf/1ZZWVmHXn+rqqpKEREReuGFF3T99dc7uxynI4gAgDZQXl5ujnbIzs7W5s2bJUlxcXFm8GCxWEjEAQDoghoaGjRv3jzzWmH+/PlqaWlRWFiYGUpkZWUpJiaGYAIAAHQpDQ0N6t27t6699lo99thjzi7nqJ111lkqKyvT4sWLnV2K0xFEAEArqKioMEOHnJwcbdiwQZI0YsQIs0HBYrGoe/fuTq4UAAC0N3V1dZo7d655LbFw4UJZrVb16tXLIZgYOHAgwQQAAOjU3nvvPU2YMEHr1q3ToEGDnF3OUZs9e7bOOOMMFRUVKT4+3tnlOBVBBAD8Cdu2bXOYamndunWSpKFDh5prPGRkZCgsLMzJlQIAgI6mtrZWBQUF5nVGUVGRbDab+vTpYwYTmZmZ6t+/P8EEAADoVI477jjZ7Xbl5OQ4u5RWYbVaFRkZqbPPPlsvvfSSs8txKoIIADgMO3bs0Jw5c8wGgdWrV0uSYmJizMaAzMxM9ezZ08mVAgCAzmbv3r3Kz883r0OKi4tlt9vVt29f8zokKytL/fr1c3apAAAAf9rGjRs1cOBAvfvuu5owYYKzy2k1U6ZM0cyZM1VZWSkfHx9nl+M0BBEAcBA7d+7UnDlzzFEPK1askCQNGjTIvNnPyMhQ7969nVwpAADoanbv3q28vDxzSsglS5bIMAz169fPYSqnvn37OrtUAACAw3bvvffqpZde6nQN9hs2bNCgQYM6XcBypAgiAEBSTU2NcnNzzRv6ZcuWyTAM9e/f32EKhIiICGeXCgAA4GDXrl3Kzc01O1AsW7ZMkjRgwACH65g+ffo4uVIAAICD+2UKo7POOkszZ850djmtLisrS5KUnZ3t5EqchyACQJe0Z88esydhdna22ZMwKirKYYqDyMhIZ5cKAABwRKqrq80OFtnZ2Vq5cqWk/SM7f3ud06tXLydXCgAAsN9XX32l8ePHd9pFnX9ZhHv9+vUaOHCgs8txCoIIAF3Cvn37lJeXZ/YUXLx4sex2uyIiIszpCzIzMxUdHe3sUgEAAFrV9u3bHda6WrNmjSRpyJAhDmtd9ejRw8mVAgCAruqss85SaWmpiouLnV1Km2hoaFB4eLiuv/56Pfroo84uxykIIgB0SrW1tSooKDCnWlq0aJFsNpvCw8PN4CErK0v9+/eXi4uLs8sFAAA4ZqqqqszOGTk5OVq3bp0kadiwYQ5rYYWGhjq5UgAA0BVUVVUpIiJCzz//vG644QZnl9NmbrjhBn322WcqKyuTu7u7s8s55ggiAHQK9fX1mjt3rnlDvWDBAlmtVvXs2dNh0cZBgwYRPAAAAPzG1q1blZOTY4YTGzdulCSNGDHCvIayWCzq1q2bkysFAACd0RNPPKEHHnhAlZWVCgkJcXY5baa4uFjx8fH68ssvNX78eGeXc8wRRADokBoaGlRYWGhOMTB//ny1tLQoLCzMnF4gKytLQ4YMIXgAAAA4Alu2bDFDiezsbJWUlMjFxUVxcXFmMJGenq7g4GBnlwoAADo4wzAUExOjsWPHatasWc4up83Fx8erb9+++uKLL5xdyjFHEAGgQ2hqalJhYaF5U1xYWKimpiZ169bNDB0yMzM1bNgwggcAAIBWVFJS4hBMbNmyRa6urho9erR5DZaenq7AwEBnlwoAADqY3NxcZWRk6KefflJWVpazy2lzM2fO1M0336wtW7YoPDzc2eUcUwQRANql5uZmLViwwLzpnTt3rhobGxUcHKyMjAyzN97w4cPl6urq7HIBAAC6BMMwtHnzZjOUyM7OVkVFhdzc3JSQkGB2EElLS5O/v7+zywUAAO3cJZdcooKCAq1bt65LtO/s3r1b4eHheuCBB3TPPfc4u5xjiiACQLvQ0tKiRYsWmWs8FBQUqL6+XoGBgbJYLGbwMHLkSLm5uTm7XAAAAGh/MLFhwwbzGi47O1tVVVVyc3NTYmKieQ2XkpIiPz8/Z5cLAADakT179ig8PFz33XefpkyZ4uxyjpmJEydq/vz5Wrt2bZea1YMgAoBTWK1WLV682OxJl5+fr7q6OgUEBCg9Pd3sTTd69GiCBwAAgA7CMAytXbvWDCVycnK0fft2eXh4aOzYseZUTikpKfLx8XF2uQAAwIleeeUV3XDDDSorK1OfPn2cXc4xk5OTo6ysLM2ZM0cWi8XZ5RwzBBEAjgmbzabi4mLzpjQvL0/79u2Tn5+f0tLSzJvShIQEubu7O7tcAAAAtALDMLR69Wqz80lOTo527twpT09PJSUlmdeASUlJ8vb2dna5AADgGNi6davy8/P19NNPq1evXpo9e7azSzqmDMPQ4MGDlZycrHfeecfZ5RwzBBEA2oTdbtfSpUvNG87c3Fzt2bNHPj4+Sk1NNYfpjxkzRh4eHs4uFwAAAMeA3W7XypUrzWvEnJwc1dTUyMvLSykpKeao2LFjx8rLy8vZ5QIAgDbw+uuv67rrrpPNZtM111yje+65R/369XN2WcfUY489pocfflgVFRUKDg52djnHBEEEgFZht9u1YsUK86Zyzpw5qqmpkbe39wE3lZ6ens4uFwAAAO2A3W7XsmXLHK4hf+m8kpKS4tB5hWtIAAA6h88//1xnn322PD09ZbValZ2d3aWmKJKkiooK9e3bVy+++KKuu+46Z5dzTBBEAPhTDMPQqlWrzGH2c+bMMYfZJycnm8Psx40bxzB7AAAAHBabzaYlS5aY03nm5uZq37598vX1NafzzMrKYjpPAAA6sNzcXGVkZMjNzU0ff/yxzj77bGeX5BRnnHGGKioqtGjRImeXckwQRAA4LIZhaM2aNQ4LD+7YsUMeHh4aN26cGTwkJyez8CAAAABahdVqVXFxsdn5JS8vT3V1dfL391d6erp5DTp69GiCCQAAOojq6moNHz5czz//vP761786uxyn+WVkyPjx4zVmzBjdf//9zi6pTRFEADgowzC0fv16h/l7q6qq5O7ursTERLM3WnJysvz8/JxdLgAAALqAlpYWFRUVmcFEQUGB6uvrFRgYKIvFYk4HGhcXJzc3N2eXCwAAcFClpaUaOXKkXFxc5OrqqosvvljPPfecs8tqUwQRACTtDx42bdpk3tTl5OSooqJCbm5uGjNmjHlTl5qaKn9/f2eXCwAAAKi5uVkLFy40r18LCgrU2Nio4OBgWSwWs/PMiBEj5Orq6uxyAQAAJO2fjvLKK6/U22+/LUl66KGHNHXqVOcW1cYIIoAurKSkxCF42LJli1xdXRUfH28Oc09LS1NgYKCzSwUAAAD+UFNTk+bPn29OJzpv3jw1NTWpW7duysjIMK9xhw0bRjABAACcyjAMXXPNNXr99dd17733avr06c4uqU0RRMBpysrKVF1d7ewy2pXQ0FBFRka22f7LysrMm7Ls7GyVlpbKxcVFo0aNMnuLpaWlKTg4uM1qAAAAAI6VxsZGFRYWmte/hYWFamlpUWhoqDniNzMzU7GxsXJxcWn143PP88fa+h4IALoqvoM6znfMhx9+qDPOOEO+vr7OLqVNEUTAKcrKyjRkSKwaGuqdXUq74uPjqzVrVrfah+TWrVvN0Q7Z2dnatGmTJGnkyJFm8JCenq5u3bq1yvEAAACA9qy+vl7z5s0zr5Hnz58vq9Wqnj17KjMz0wwnBg8efNTBRFlZmWJjY1Vfzz3P7/H19dXq1a13DwQAoN3tF63dzoaj4+7sAtA1VVdXq6GhXgk3vqSAPoOcXU67sG/rehW9eIOqq6v/9AdkZWWlGTrk5ORo/fr1kqThw4fr1FNPVVZWljIyMtS9e/fWLB0AAADoEHx9fXX88cfr+OOPlyTV1dWpoKDAvH6+8cYbZbPZFB4eboYSWVlZGjBgwBEHE9XV1aqvr9dbzz6sIQOj2+J0Orw1GzbrstumHtU9EADgQLS7tU47G1oXQQScKqDPIAVHj2zTYxiGccibBsMwZNha5Oru+bv7KC/4TJu//6dizr1dPUZYzMfrq7dq3efPq7m2Rj2GWxSZdaGWvTVFkrR9abaynvhJy96+V24eXpKLi0Ze9qhc3f7cP7uWlhZ5eHg4PLZt2zbNmTPHHGq+du1aSVJsbKxOPPFEPfLII8rIyFCPHj3+1DEBAACAzszPz08nnXSSTjrpJEnSvn37lJ+fb3bu+de//iW73a6IiAiHYKJfv35ycXHRN998o4aGBp177rmHPMaQgdEaPTz2kM/PKVykjSVbdPkFZ/9urQ8/96ouOutUDejX95CvufTW+/T2c4eeX7qxqUneXl6/e5wf8go14833debJWbr8grO1paJK059/TU1NzQfse9anX6lw8TLZbDa9+MgU/eODf2vJyrWq2b1Xz0y7U03NLbrwujuVMHKYTspI1hknZf3usQEArSugzyAF9z/ydre67WUq/el9Db3gHtltVhW/ersSrn/hkK+3NTfKzdP7d/e5fVmuKuZ/pYZdFRpy7u0KGRgvSdpbtlobvnlN9pZm9Rx9vPqmnaN5T0yQT7fe8vAN0LC/TVVpzoeqmP+1fLqFq/8pVygwIuaIz+lIMbXVgY52qiuCCLRbW/L/repVc+XhG6DhEx7Qohdv0JgbX1LJT+/Jr2c/SYa25H0id58AefgGqt9xf9Pm7/+ppj07FJnxV3l3C9fil29Wj5FZGnja1XLz9DH3XV+9VVvyPlZt5UYNOXeS/HpG/W4tEalny9bSdMDjvqF9NOrKJ2XY7Vr65j3q5zZRo658Ui31+2RrbpSHb8D+D2LDkFdg9z8VQtTW1uqiiy7Szp079cUXXzgED6tWrZIkDR48WFlZWZo2bZoyMjLUq1evIz4OAAAA0NUFBATolFNO0SmnnCJJ2rNnj/Lz883r7/fee0+GYSgyMlJZWVlqaGjQRx99pMmTJ2v69OmHtQD2ijXr9eGX36pqe7Xuuu4y8/HNW7bq4WdfVWi3YF3yf2do/eYyfTdnrhoam/TEvbdJkl6d9bEqt1drwjmnKTM5UTfe96j8fX01KDpS1196wUGPV72rRh98/h8Vr1ij6y/5q8bEDfvd+k5IT5KHh7s2lmyRJPXt3UuvPnG/Lr31vgNe+0Neod5+brre/ugL5c4v0tUT/k+S9OV32SpYUKwxo4bL18dHDY2N6hfR5w/fGwCAc5TmfKida+bLNzRCfj37qVtM4h9u07R3p7bkfao9m5ep/1+uUMjA0b/7+h4jLeox0qLdm5erZsNiM4gIjIxV/LXPSpIWvXCd+qadIzdPHxmGXd7dwiVJLi6u+zv5SvIO7nk0p3pYysrKFDMkVo1dfGqr/+Xt46u1RzHVFUEE2q26bSUK7DtEvcedftDny+b8S/HXPqeajUu0bclPcnHzkN3aLK/gnirL/ViDz7pZQVHDFHP2LQ7bzXv8IgVExKjfCRfLv9f+IdL7tq7X5h/eMV/j5umtYRfee1h1bl82Rxv/85oiLeebj5XP/UwRyWdKkuIuf1wurq7a8PUr2rEiX2HD0w77PVi/fr1OPvlklZeXq0+fPgoLC5MkDRw4UJmZmbr33nuVmZmp3r17H/Y+AQAAAByeoKAgnXbaaTrttNMkSbt371Zubq4ZTCxdulSS9Nhjj+nHH3/U/Pnz/3CfXp6eamluUaC/nz779iclJezvqfraux9r2qTr1bf3/k5FT8x8U+88/6gWLV2pD7/4jyTpgjNPUcyAfrpr+jOyWm06IT1Jfz3jL7r4likHDSKuu+dhubi46NqJ5+umyy+SJG2v3qUnZ77p8LqH77pRPt6/35P1YH4JXiLCe6qiaockqaGxUZ/95yfNmD5Zfr4++vGjN1RX36Br7pqmWS8+fsTHAAAcGz1HHac+SeNV9OKN6haTqG1LflLzvl3SQZYXLn71DsnFRf1PukwDT7taktS0Z4fWfuY4amLYRVMcOgZv+u9bqljwteIue/SAfW785nVFpO8fYZh4y6tycXXVsrfvU11Vifqmn6fIjPO1e9MybfzmVcWef3drnvoBqqur1dhQr8FXzZBv7645tdX/qq9Yr3Wv33RUU10RRKDdGnLu7dq9eZmW/uNujbrqKUn7p1eyNTX8zyv3P74l72P1ST5DvqERWv7ug5Ikd5+AA/Y76MybVbHga2369h/qPe40dR+SJMmQYbOarzHstsOus8fIDPUYmaEFz1yhPj+HD9uX5mjsba/vr+7ni3OvwFBZG2sPe7+SNH78eG3evFlubm7y8PDQE088oQsvvFB9+x56ODYAAACAthEcHKwzzjhDZ5xxhubPn6+UlBTZ7XZ5e3vLzc3tsPbx0tsf6t5brlbJlq366odch+f+aERFUIC/vDw91NTcLEl/uG7FtRefr3998a3e+OBTnXpcuk60JMswDFmth3+/83uMnxuntlZtV2SfXmpobNRtDzypaZOul7+fr/k6Xx9v87UAgPbJsO3/brD/3D7Wc9RxDlMz/Vb0yZepPP/fKvnhHfVMOFE947JkGJJhtx6w39/qf/Jl6pM8Xqs/elKjrnzSfLzkx/fk7hugXqNPkPSbtrSA7rI21v36e1CorA11rXPCh8G39yD5R43409s31VRp5+Jv1fv4Sw94ruTTx9Xv3HsOe1+bP5oue0ujPIN7qe9pN5qP121ZpfL/vCzJUNS5k9W4vUQ7Cj+TrbFWvTInKDg2TRvenSzD2iK7tVmDr3jOfD+PNYIItFslP7yr2qpNcvP0lru3n/zD+2vdFzNUs3GJAiNjFZnxVxW/Nklunt7yDeurboMTtfn7d8xRDocSGpuk0NgkWRvrVD73C3kFhSmgz2DFXf7YIbfZtjRbW3I/kpu3nzx8/GVtalD9ji0K7DtEW/I+lt3aorDh6ZKkvVvWyL/3ALm47r8RWfHug7I1N6iloU6jr/n7Eb0HX3/9tT777DOtX79eixYtUlRUFCEEAAAA0A4MHz5cn3/+uYYOHar+/fsf9mLWlqQEPfHSP+Tu5iav36zXcNWE8/TA0y+pV1h3/e2c03XWycfppvseVV19ox6dfLNef+9Th/2ckJ6kG+97VAuXrNDYUcMPeqy4oTGKGxqjpqZmffl9jhYuXamk+JF67qFD9yQtWrZKL7zxnvbW1qlPrx5KTojTlMdf0KKlK/XiW+/rxssu0pWTHtAbT0/T8WnjdMvUx9VitWrCOafptgefVHnlNj058y393/iT5OHurnc+/lKNTc06/4yTD+v9AQA4R1XxD9q5plC94k/4w9cG9xuu4H7DZWtpUuXC/6hmQ7G6DR7zu21r5QWfa9e6hWqp36t+x09UXVWJygs+U9gIi9Z9/rx6jMxUU812DT77Zi2eeYtcPb3kIhcF9Rumkh/f0+5NS9VcW6Ohfz38xvtjrW7rWpV/PUM+PfursbpMkWfeoZY927R7zVxV/viW/KNGyDDsihx/q5p2bj3s/TZWl8vFzV0Dzp+u9W/fKXtLo1w99o9krPzpbQ285Am17NmhbbnvK+rsOxUcmypr/R6VfPq4gmPTZGusVcxVM7Tx/ftla6qXu49/W70Fv8vFoFsCnGDx4sVKSEhQ5mPf/enFqmurNqss50M11lQp5pzb/3Cdh/Zu9+Zlypl8koqKihQfH+/scgAAAAAchV/ueebNnvW7i1V3ZcUrVit5/ATugQCglTm0ux3GYtWlOR/Kp1tv9RhpOQbVHRu7N/35drZf3r9RD3x7RCMiNn34oCJOvVEy7Cr55FFFnnmHtuW+r6Ch6arbskp9TrxSa1+/STFXzdDa125SzNUzzG23fve6mqq3mL93TzhFQTHJkqS9GxapbssqhWddrJJPH1d41kR5ddu/9tLa129WzFUvyG5t0cZ37tGgy/d3gi75+FGFjj1D/lHDtfnjR1S/ZbU8gkI1+Irnjui9+EVt6XItmfaXo/rOZkQEOiz/XtEaesFkZ5cBAAAAAAAAdFhRmQeuM4SjceAoSTevn6csPMSQAMNuc5gq/rdjBzyDe6lm2Y+SpJZ9u+QR0P03+/WRralBLXt3yDNk/zpTZV8+q6DYFPlHDVfLvl2yNdZq2O2zVP6fmaotXSH/qIOPpGxrBBHo8Bp2Valy4Tfqf/LlBzy36sPHjiisWPHeQ7I1N8qnW7gGn3mT+Xh5wWfa/P0/FXPu7eoxwqK67WVa/s/75OEbqNBhqYrKvFCStOHrV7R783KNufGloz8xAAAAADiIim079OV/s3Xtxecf8Nz9T72kh+684bD3NeWx59XQ2KTevcJ053WXOTy3ZsNmnXTB1dpU+B+t21SqR194XcFBgTrv9BOVmZx41OcBAGi/WrW9bdZv2tvO+p/2tu9+bm8b+XN729u/trf1STlTS167Ux4+/groO0T9T77sd47ifD3TL9TmD6fJOzRCbl5+R7RtxF+uPeRz3qERstus2vTBA/IOi5Srh7c2vjtF/c6fql6ZF2vju/fIMAxFnXO3diz4UtULv1Lz7io1VZerZ8bfZFhbtOHdybLu26XwrEuO9jT/NIIIdDh7t6zRus9fkH94f9VtL9OQ8yapcfd27VhZoE3/fXP/VE+GXTHn3Kb66vLD3m/9ji1ydfPQ8MvuV/Frd8jW3Cg3z/3zrUWkni1bS5P52rrKTeo9brz6pp2jJW/cpajMC7W7ZIU8fANb/XwBAAAAdG2r1m3UEzPf1KDoKJVs2ar7br1GldurNadwkV7+5780enis7Ha7Jt90pcq2Vh72fkvLK+Xu7q5np92i6+55WI1NTfL+ed0Km82mNz/8TCdY9k8L8d2cubr1qomKHxGrS265lyACADqZvVvWaN1nP7e37fi5va3m5/a2b9/cP8WT3a6Yc29T/Y4jbG9z99DwCfer+NXDaG9L+rm97fW7FBQ1VEFRQzXojBu0aMYN6nf83+Tq7tnq595aPAPD5B3aV817tqtXxt/kHdpXUef8vC7TkBRJMqdj+u20TIcj+v/udfh9wMRHJUn+kcM0+Mrnzce9u/dR2NgzHF476LKnj+hYbYUgAh1OafYHGnHxNBmGoZXvT3d4LnRIkgacepUWvXjjQbfd8M1rqt/x63xrvRNPUejQ/R8EjTXb5NO9tyTJKzBUTXt3yje0z0H3ExQ9XGufvUqlP72nwWfeJLu1RWU5H2rEJQ9rx8qC1jhNAAAAAJAkvf3RF3rqvjtkN+y67wnHhou0saN142UX6bLbph502xlvvq/S8grz9zNOypIlKUGSVLl9h/r27ilJCuveTTt21qhv7/3TOrz8zr90+QVn6+lX3pYkXXjWqXrkhdf0+bc/al9dXWufIgDAyUqzP9CISw7R3hb7B+1tX/9Pe9vYQ7S3BR1me9uP72nwWTcpqN8IVcz/WsvfeUBNu7eruXa3vIN7tMbptgmPgG6KOucuZ5fRbrk6uwDgzzvIfGveP8+3dogJ1wy7TYbN+uvPb+Zb8w7pqYZd+3sPNe3dKa/A7gfdhySVzflIw/82VekPfq6y3I+0t3ytmmtrtPyd+7V70zLt3rz8z58WAAAAAByEy0HugXx9fCQ5ziX9WzabTVbrrz/Gb+6VwnuEqbxyuySpeleNwrqHmM8tXbVOb7z/qRYtXak3P/xMPcO664WHJ2vyTVcpKDCgNU8LANCu/N76Br/T3ma3/vrzv+1tO4+wvW3a5yqb85FcXF019MIpGnHxNLn7Bv7uth3V2tdu+uMXHaaalbla+exEVeW+L0mq37pOG965W+vfvktLHz3TfN3W/75qHreppkob35uqje9NVV35mlar5WAYEYEOJyrrQi1/90H5hvWVu/eRzbc26PTrDvmcb1hfGdYWLf/n/fLrGSU3T28tffMeDfvb/dq5Zr625H4kN28/efj4q0dcltb++xl5+AYpqN9wBfcbbq4LsejFGxQcPeKozhEAAAAAfnHp+WfqrunPKCqit/x9ff94g9+49aqJh3wuKiJcVqtVdz78d0VH9pG3l5dumfq4Hptyi15/6kFJ0pWTHtDlF5ytjaVb9PTLb6uuoUF3Xde+5+gGABy5qKwLtfydP9neNv4P2ttsP7e39fi5ve0f92jYhPu1c/V8bZnzc3ub78/tbZ8+Iw+//e1tkrTktTtltzarT9LpcnF1O5pTbDXbCz/TnjXz5O4boOjzp2rr92+oaUeZ3AO6KXL8rVr90lXy7T1Y9ZXrFRSTon2bFis08XT5RcRq3Ru3qHv8KbLW1jiMniib/Zys+3bJsFkVfcEDWvePW+XVrbeCh1oUMjzjsOoKGWaRi5u7GreXSJJ8+wzWwIufUM3KXDVuGypJqi1bITffIHObiu9fl5u3n+zNDfIMDGu9N+kgCCLQ4XgFhck3LFJNu7ep3/ET5NcjUkP/eo8kKWxYqiSZocCRLho97G+Ow5njLn9cktQzLks947Icnht76+sH3QcLVQMAAABoTT1Cu6lf396q2l6tKy48R/0iemvapOslSRlJYyRJbz833eG/h+uRe252+P35h+9x+P2Np6dJkgZE9dXLjx98+icAQMfnFRQm3x6RaqrZpn4n/NzedsH/tLfd9JLDfw/XAe1tV/zc3jYqSz1H/U97222O7W2jrn7qiI51LDRuL5Ffnxh1H3Pa/gcMu9y8/bVryffqe/otMux2RZ55h7blvi/3gG4adNnT2vjOZPlFxMovIlZ9TrpKmz54QC21NZL2j1zYt7FI/v1GqXlXhZr37JCtsU4hI45TUEyyedzmvdUq/+oFh1qizpssN0+f3613R+Fn6n/BA7JbW7Qt/yP1v3Ca9qzeP7V8XfkaDbr0SdmtLdr63Wvqd97hL0J+pAgi0OF4BXbX0L/e7ewyAAAAAOCYCO0WogfvuN7ZZQAAOjHa2w5f5Bm3qbZ0uTa+O1kDJjyixm0lGjDxUdWWLpfsNrl5+crF1VUu7h5y9/aXq7un7NZmSZJht+7/r81q7s8w7PLrO1RRZ91hPhZz9QztWvK9Nn/0kPpf8OAvL5Rhtx1Rrda63ZIMufsFq7Zshay1Ndr8wQOqLV2m2tIV8gruJTefILnaWmRrrD2at+UPEUSg01v04g2tNkph+7I52vjNqwofe5r6Hfc3GXa7lrxxl1xcXRUycLSiMi/UvCcmyKd7b3n4BJiJb9OeHcq9f7ySJ38g/17RrVILAAAAAPzWpbfed8QjIg7lh7xCzXjzfZ15cpYuv+Bs7dm7T1fd+aBCgoM0ICpCd11/ufLmL9anX38vDw93TZt0vVau3ainXn5LXp6emnjeeJ2UkdIqtQAA2q9FM2444hESh1Ka86Eq5n8tn27h6n/KFdL/s3ff8TVffxzHX9l7B1lixIq9N4m9i5rhXp2Kmi1VfrWqaIvSGjWL9t7Ye6vRUKtW7S0ImSKJ7HXv/f0RLqlNuIl8no/Hfci99/s93/f9tje595zv+Rytlqtb56PNSKdQlSZ41evIqQXDwdgISyc3ynT6MkeO+7IigtSkRF3H2NwSUxtHMpLiuL1tDmmx4c/dNznsCjdWTcLYwhoz26y1mWy8yhC5P43g5d+iSU2iSIeh3NoyC502E9uilfT7mjsUwEcx8altJ1w/Rdif88lMScTc0Q3nio2JOryeAjWz1oew9S5P6c9mAllrU9gWKY9H894ELx2NTqvBq3X/1zktzyUDESJXurV/LdHnD2JmbUd5xViubV1A0p0QLOycKf3+F/wz7RPsvUqREHoF17J1ib16Ao/a72FfuAwnfh2Ee83WpCfEZhvJvbR2OmkJMeg0GZRXfsuJXwdh5eJBwQp+FKzk/0K5Clb0w8jElKTIGwDcvfQPTj6VKdpEwbFZ/SniH4CJhRU6rRZLZ3f9flc3z8W9ZuucPEVCCCGEEEKId8DyDdvYd/g4Dna2fP+/IcxavJQbt8JwcXJk5MBP6d7vK3xLFufS1es0rF2dIyfP0ql1U8qVKcEnX46hQ8vG3I2NyzZj4vuZC7kbG0dGRiaTR33Jp8PG4uVeiMb1a9GsYZ1npHmoaYPamJmZcu3GLQCiomOoXK4M/xvUm95fjQNgnmolRbw8sLS0wMrSklPnLzPoEwVlShRl2rw/ZCBCCCFyqSf2u0Xd73fr9AX//PQJ9oVLkXD7Cq7l6hJ75QQede73u82+3++W+J9+tzWP9Lv1+pYTswdh5fpy/W5GRsaYmFkAYOlYCHNbR6r2nQ7AsRn9KFTJHyMTEyp98gNnVeNIjg7F2tUzx8/P87j5K7LdL9P3VwC8WmWtlfGgs79Q/W76bUp/NpPU6Fs4lKpFkfe/zvY48HDWw30+Pb976Vx2xSpRdtCSbI95NPnwids+OK6NVxlKfTL9pY/1KozfylGEeElJkTewL1wGn9Z9gKwpSqaWtoQf34FOpwOdljKdv6JgBT8snQpRpc80wo9uA8De25cSrT9Dk5pE+v1aa/G3LxFz5Rhm1vZo0tNIi4siMzWJQlWaUKBCQ/1x0+7d4fTvo7PdNOkpT82ZGhOBlYsHAEbGWW+nGoPmUeWzqSRF3iAp4gahhzdSsKL/c+u1CSGEEEIIIfKf4Ju3KVfKh4Gf9ARAq9Vha2PNll370Ol0aLVaRg/pQ+P6tXEr6MrcH0azcWcQABXKlGTgxz1ISk4hJu4eABeuBPPPv6dxsLcjNT2diDt3SUxOpkWjejSpX0t/3KjoGIaNn5rtlpKa+tScnu4FOXbqHK0U/ahVpWLWsa4G893wAXi5F2LXvkM0qleDUZNn0rn3l3R9r8UbOmNCCCFe1xP73aye0O9W0Q9Lx0JU6ftIv1sRX0q0eUq/m409moz7/W5pSRSq/IR+tyWjs90e7Xcr3KAzNb9cSNEmCq5tnad//NrWBXg16IS5nTPWBb058/sYkiJvkhoT8TZOV46xdC2cbRAiv5GBCJErlen0JS5lanLqt69JuRtGUuR1ynb7Ggs7Z3T/rbVmZfefWmtZtdK0moyHDeq0OHiXw7fLV1TtOx3rAoWpNmA2KXfDOav+9uFmuqwabY/ensXS2Y2UmPD7h9ABDwckLOxdyExLIubKccJP/EnUqb+4uVudY+dICCGEEEIIkff9b1Bv6taozKBR33M7PJJrN24xbujnuDg7otFosLaywtjYGHNzU+xsbTA3NyMtLeu7T6Ym67tPRsbD7y1arZYKvqUYPaQP834cQxEvdxZPn0BoeBQjJv2s306n05GZqcl2e5btfx2gR8fWbFPPYe+howCU8SmGsbExTg72JCQlM/O3paycO5VdKxbwy8LAHD5TQgghckqZTl/iUvqRfreIF+h3y7jf76Z5Qr+bVotDkSf0u8U8od9Nm5nt9ih9n5qDK5kpSQDc2B2IqbUdblWaAlCy3edU+GA8FvauWBf0fmPnSOQ8Kc0kcqUbu1QkRgRjYm6JmY0D6YlxXNk0m5QXGOlMuH2Zc0snYGphjfn9Wmv2hX3RZCznjGosmSlJ+Hb5issbZqDTZOJY/GGtNUvHAlT6+Punth177STXts4jIzkBKyc3ClZqxO0D6zh14ywFytcD4MScwRibWWBkZIRDkXJUUGb9wr2wagqFG3R+ndMihBBCCCGEeMcsXLqWazdCsLK0wMnBnph78Uyb9wdhEVHP3ffClWBG/TgDG2srnB0dAChXugRpael8PWEaCUnJjP6iD1N+XUymRkPVCmX1+xYq4MLP459+Vebx0+eZsTCQ+MQkPN0KUqd6JYaOm8Lew8fwKFQAgHbN/Rky5kcSk5OZ8d0IHOztGPbdVMzNzGhUr8ZrnhkhhBBvir7fzeyRfreNr9Hv5u2LJmg5Z/4YS2bq/X639ff73XxevN/txu5A4oJP3S/7NIKYy8e5vP4XClb0Jy02ilIdB3F+2STSE2Kx9SyBpWOB1z8Zrynu4kFSo27g1rBHjrV5YkxTSnzwI9r0VO4cXocmNRE3fwWOvvU5NbEdNoXLYlmgCF6tPn9s39hz+wj7cwEu1Vrh1rAHyaGXCdv9GzqtjuSwS/j2X8iN1ZPAyAhrj1J4texL2O7FRP69nDL95mJVqBgJ109xdckwKo/ZhpFJzg0fGOl0Ol2OtSbECzpx4gTVqlXD//s/cSxWMcfaTYoK4eZfSynbbUSOtfm2xF0/TdDI5hw/fpyqVasaOo4QQgghhBDiNTz4znNok5oq5X1zvP0bt8NYvHw93w57vBMir/j37AXqtFPIdyAhhMhh2frdiudwv9uepZTtnvv73eKCX72f7cH5qzx2OxH7llK08zcA3Fg9EfdGvbhzeD3p9yLxaj2A9HtRpEbdwMjYBAsndxzLNeTS/IGU/mwmIZt+JjMhBp0mk+I9v8PI2OSFjv9g/wcyk+9xY80PlFB+z5kpXbFw8cKpnB8FarV/8mt/wuBI7Ll9pEYG4974w4fHmdef0n2yFhq/uf4nCtZ5H6tCxQC4/NsQSn44VT8QkXjzDCe/bflaf7NlRoR4p9gU9M6TgxBCCCGEEEII8TKKennk6UEIIYQQeY9NQe88MQiRk1yqtCTm5A7Q6XCp0lJfHt7E0o67x7diV6L6E/dLDr1MwrXj2BatTHpMGGmxEVi6ZC2sHXlgFUk3z+i3tS9dB9dqrZ6a4faW2bg1zFpLqvzQ5RgZG3NxTl+cqzR/4TVp7xxeR/HuY/X3o49twaF0nRfaN6fIQITIE+6cO0BS5A2KNu6ZY23uGd6Iyr2nYunkxsXVU9FmplN9QNYo4JWNs0i+G4aJqTnlleMIP/4nt/5ehU6rpXTHITgWq5CtrdS4KM4sGYW5nROuZeviWSdrRDJk3ypu719D3f8tJyMlkYurpqDVZOBZ+z2cS1Xn33lf4lKmVo6+LiGEEEIIIUTes/fwMa7duMXH3TvmWJvVW3Zj9vej8ChUgAm/zCctLZ0lP08A4Ke5v3M7PBILczN++OYLwiLvMHXOYgA+CXgfIyMjJs1YgKODPZ3bNsO/zuOllr75YQb3EhLZd/gYq+dPY8feg5y/fA1TUxN++N8XHD11lkXL12FjZcWAjwIo7VOUviO+o271yjn6OoUQQryeO+cOkBRxg6JNcrDf7ausfjcLxwIcmfYpTj6VKVi5ER41WhF9/hChhzdibGKGb/cRmFpYP7a/Jj2V/d92xLfbSFzL1eX0ov8BEHXqLxpN3sOtv1dz78ZZ0uKjqfr5DJIirvPvvKH4f78D4xwsJ+RYtj5XlwxHh46SH04heOkYvN/7ktToEGJO/qnfzsjUHJ1Wg06nQ5uRik6nxaZwWYp0GPp4o1qtfo1bAHTapx4/ZON0HHzrYlukfNZx7q+jYWJlhy4zA15gICIzKQ7QYWrjCEDMqV2kRAZTuM3A5+6bk2SxapErnPrtazJSEslISeTUb19zL+QC55ZN5Pivg0gIu6rf7mbQcqLO7APg2Kz+AFxaO53Tv4/m1KIR2d/Ez2HvXRbnktWwdvWkat/p+se1mekkhF2j0keTMLG0JinyJrGXj1FeMY5S7QcSc+XYY23dvXQEj9ptqfTJj4T+sxmAlJhwUmMjMLd3ycq+Rw1GYGRkjJWTG8Ympnj7dXv5kyWEEEIIIYTIcwaN/p6ExCQSEpMYNPp7zl68wqjJM/l02FguX7uh3+6P1RvZvf8fAD4cMgqA72cuZNj4qQwe/QMazYt/5ylfpiS1qlSgsIcb834co388PT2Dy9dvMv3b4VhbWxEccpuZvwVia2ODiYkJBV1d+HPvQYb0VjLjuxH8tnTtE9ufOGIQM74bQblSJSjlU5Qj/55hzg+jaelfn/Xb97Bh+1/8NOYrJo/6kpmLlmJqaoqyc7tXOHtCCCFex6mFj/S7Lbzf77b0Kf1up+/3u8283++2Zjqnl4zm1G+v0O9WqhoAphbWaNJTsCmQtbj09T8XY2phjam13VOv6L+6eS7uNVoDYGxiSuXekynXczQuZetgZm1H8RYfUaXPT7iWrUdabCROPpVxKFru5U/OcxgZm2BibYeptT1GxiY4lKnDrc2/EH10U7btHErVIurwOkJ3zEOn1WDjVQZtRhrBy7/lypLhaDNS9dsWatANH8VE/c21epsnHvvOkY1EH93M3RPbiAhSk5mSwKX5A7myZDjmjoUwtbYn6tAa0u89XFcq4fopwv6cT9ShtcSc3gNA1OH1FKiZddF0WkwoV5cMJ+3uba6vGH//+XXEntpFyPqppETdyMnTl43MiBC5gnv1VkQc245Op8O9eitM7k9zMrO2I+yfLTiXevI0p/jbl4i5cgzH4pVJuRtGSkw41q5eAITsW0nc9YfTnFx96+BRs/Vzs6QnxGJxf/DAytmDlJhw3Kq35NjMfui0GmoMnv/YPoUqN+b88u+JvXKC1NhIAK5umkPZgP/x7/yskc/E8GC86r2PQ9HynPl9dLbBDyGEEEIIIcS7rV0zfzbt3ItOp6NdM38szM3JSM/A3taGddv3ULvak2t4X7gSzD//nqZaxXLcDo8kNCIKb093ANRrNnPy3EX9tg1qVaV9i8bPzXI3Lo4Czo4AeLoVJCziDmcvXeXX70eRnpHBL7+pGfhRDybOmM/67btJSEp6alu7/z6sX5g6oEMrBo/+ARMTY9wLFaBfr658O20OBVycSEh8ehtCCCHeLPcaj/S71Xik383qBfvdfJ7Q77b3P/1uZZ/c72ZdoDANvl1PZmoS/879ghpD5pNw+zLVB83NGvg4FUShyo2y7RNz+ThWLu78d2nj2wfW4VXn4boIpxd/Q3L0bYo0zrmFop+kePdx+p9dq7fFtXrb7BuUqQtA6d4zsu637PvYfq+iQM33KFDzvWyPPbp2BEBK5A0K1H5ff9+uWCXKDlqSbRuPJh/qf7Zw9qTm9BPZni9YuyMFa7/5mYoyI0LkCgUqNODOuQNEnz9AgQoNuLZ9IaXaD6Rw/U5o0lP02xmbmqPTZKLT6dCkp4JOi4N3OXy7fEXVvtP1vwyBrOlQmsyHt2dMc3qUuZ0T6QkxQNasBitnd4K3LaD+mLXUHraEq5vnPLaPqYU1FT/4jnI9x2Bh70pq3B1SYsI4t2wiccGnuXPmbyyd3DCzccDUwgptZsZrnjEhhBBCCCFEXtK4Xk32Hj7G3sPHaFyvJrOXLGdYv48I6NCa5JSHV0mam5mh0WSVdkhNS0Or1VLBtxSjh/Rh3o9j9IMQABqtlsxMjf6m1eqedOjHuDg6Eh0TB0BY5B083Arg4VYQR3s7nBzsSUxMplABF2Z8N5KRA3vjYG/31LZWbNpB1/daAtC6SUN++W4E1SqWo0RRb0r5FGXWxP/xUbcOFCrg8gpnTQghRE7Q97ude6TfrcNACjfohCbtP/1u2kf63bRaHIo8o99Nm/nw9pR+NyMjIwBMLKz1Awu2niUxMjbG3MaBzNTEx/a5c24/cdfPcvvAuqwKI/dFnQqiYCV//f2KH02kcP1ORP6767XOT26j02QQf+34C21bpMNQ/TnOKQnXT6HNSIMcbldmRIhcwcjYBDNre/3PrmXrcmndLxgbm2BsbqnfztW3NueXTyL+9iV0Wg32hX3RZCznjGosmSlJVPxwAib3ty/iH0AR/4DnHjsjOYFzS78j9uq/XNu6AJ/WvbH18OH076MxNjHFplARClVpwsn5Q9FkpOHt143UuDtEnQ7Cu2GXrDZSEjnz+yi0mRkUb/kxlo4FqPnFQiCrhFSBCg2w9SzJ+eWTMDI2pkij7jl9CoUQQgghhBC5yH+v4jQxMcHBzlb/c8Pa1fhx9m+YmphgYWGh365+zaqMmTKb85evodFoKFe6BGlp6Xw9YRoJSclMG/cVlve3/6DLe3zQJfuVkk8Sn5DI/36YwbFT55i1eCkDPupBqeJFGTZ+KmamphT39mLQxz348tspaDRahvX9gGs3bzF1zhKSUlIY3u8jAKbN+4Mv+/TStxsTdw8Ax/sDFX+s3sixU+fQ6XT8/O3X/PPvGVSrN5GYlMyEr99uHWohhBAPPbHfbe0vGJuYYGz2n363ZZOIv3W/383bF03Qcs78MZbM1P/0uzUKoEij5/e73b14hJCg5Wgy0vCql3XVvXuNVpxaNJLM1CQqffIDUaf3YmHvqi+tVLrjYCCrVJSVswcA8bcuYuvhg5GxCQAX10wjPf4u6Un3qNBrXM6cqFyiTL+5Bj2+XbFKlOn7+IXYr8tI999PR0K8BSdOnKBatWr4f/8njsWePAX5TTs2q79+ceqXFXUqCBMLK1zK1HqtDI8uwh13/TRBI5tz/Phxqlat+lrtCiGEEEIIIQzj9u3bBAYGsmDBAq5du8ahTWqqlPc1SJYPh4zSL079upJTUvj19xUM6/vha7Xz6KLc/569QJ12CgICAvjyyy+pVq1ajl/VKYQQ+VG2frfiBup3m9mf6gNfrN/tyoZZFGvxEaaWNq91zOO/DqJKn2kYm5gSF/zq/WwPzl+p3jOx9ij5WpneFclhV7i8YOBr9VvKjAiRb+kyM4i5chznktVeet9Hp4G9Kq0mk/Bj2ylYoeFrtyWEEEIIIYQwnPj4eNasWYNKpSIoKAgLCwsaNGjAtWvXDJorMzOTf/49Q60qFV67LWsrq9cehMjMzGTTn0E0qZ/9gq4dO3awbNkyypQpg0KhoGfPnhQtWvS1jiWEEMKwdJoMYi4f1y9Y/Swl2w947ePFXjuJNj0tRwa0XV1dsbSy5vICmc33KEsra1xdXV95fxmIEPlWjSGPLzr9NhmbmFLxg+8MmkEIIYQQQgjxajIyMtixYwdqtZoNGzaQlpZGo0aN+O233+jUqRNXr15l586dBs2onvWDQY//X6ampkwdM+yxx7dt20ZsbCwqlYpJkyYxatQoGjRogFKppHPnzjg5ORkgrRBCiNfxtvvdnHwqU2PIvBxpy9vbm0sXLxAdHZ0j7b0rXF1d8fb2fuX9ZSBCGFRC6BVDR8g15FwIIYQQQgiRu+l0Oo4ePYpKpWL58uVER0dTvnx5vv32WwICAihcuPBj+1y8et0ASfOGB+fG1NSUFi1a0KJFCxITE1m3bh1qtZq+ffsyYMAA2rVrh0KhoHXr1pibmxs4tRBC5B35ua/pdV+7t7f3a3W6i8fJGhHCIEJCQihTxpeUlGRDR8lVrKysuXjxgvyiE0IIIYQQIhcJDg4mMDAQtVrN5cuXcXd3p2fPnigUCipWrPjEMhAhISH4+vqSnCzfeZ7F2tqaCxee/B0oPDycZcuWoVKpOHnyJM7OznTt2hWlUkmdOnVkPQkhhHgK6XfLIv1suYsMRAiDCQkJeeUpTrGxsfTp04d79+6xYMECg/5CiY6Opnfv3qSnp7Nw4ULc3d1fua3XneIkhBBCCCGEyBkxMTGsXLkStVrNgQMHsLGxoVOnTiiVSho1aoSJiclz23id7zz5xYt+Bzp79iyBgYEEBgZy69YtihcvjkKhQKFQULKkLCQqhBD/9ab/BoWHh9O2bVvGjBlD+/btX3i/27dv0759e7799lvatm37xvKB9LPlNjIQIfKc2NhYmjRpQmhoKEFBQfj6+ho6EqGhoTRsmLXo9N69e/Hy8jJwIiGEEEIIIcTLSktLY8uWLahUKrZs2YJWq6V58+YoFArat2+PjY2NoSPme1qtlr1796JWq1m9ejXx8fHUqlULhUJBt27dKFCggKEjCiFEvjBu3Dh++uknwsPDsbW1fal9mzZtSnp6Ovv27XtD6URuJAMRIk+Jj4+nWbNmXLt2jb/++osKFSoYOpLezZs3adiwIZaWlgQFBb3WzAghhBBCCCHE26HVajlw4ABqtZqVK1cSFxdHtWrVUCgUBAQEUKhQIUNHFE+RkpLCpk2bUKvVbNu2DYCWLVuiVCpp164dVlZWBk4ohBDvJo1GQ/HixWnevDkLFix46f2XLVtGjx49uHTpEqVKlXoDCUVuJAMRIs9ITEykRYsWnD9/nt27d1O1alVDR3rMtWvX8PPzw8HBgaCgILkaRwghhBBCiFzq4sWLqNVqAgMDuXHjBt7e3vpSP7lh1rV4OXfu3GHlypWoVCr++ecf7O3t6dy5MwqFAj8/P4yNjQ0dUQgh3hk7duygZcuWHDp0iNq1a7/0/qmpqXh4eNC7d29+/PHHN5BQ5EYyECHyhOTkZNq0acPx48fZtWsXNWvWNHSkp7p06RJ+fn4UKlSIv/76C2dnZ0NHEkIIIYQQQgBRUVEsX74clUrFsWPHcHBwoGvXrigUCurXry+d1e+IK1euoFarUavVBAcH4+XlRc+ePVEqlZQrV87Q8YQQIs/r2rUr58+f58yZMxgZGb1SG4MGDWLlypXcunULMzOzHE4ociMZiBC5XmpqKu+99x4HDx5kx44d1KtXz9CRnuvcuXP4+/tTpEgRdu3ahaOjo6EjCSGEEEIIkS8lJyezYcMG1Go1O3bswNjYmNatW6NUKmnTpg2WlpaGjijeEJ1Ox6FDh1Cr1axYsYKYmBgqV66MUqkkICBAyukKIcQriI6OxsPDgx9//JEvvvjilds5deoUlStXZv369S+12LXIu2QgQuRq6enpvP/+++zevZtt27bh7+9v6Egv7NSpUzRq1IjSpUvz559/YmdnZ+hIQgghhBBC5AsajYa//voLtVrNmjVrSExMpG7duigUCrp27YqLi4uhI4q3LD09nW3btqFSqdi0aROZmZk0bdoUhUJBx44dX3qhVSGEyK+mT5/O119/TVhYGK6urq/VVo0aNXBzc2PTpk05lE7kZjIQIXKtjIwMunXrxpYtW9i0aRPNmzc3dKSXduzYMZo0aUKlSpXYtm0bNjY2ho4khBBCCCHEO+v06dOoVCqWLl1KWFgYJUqUQKlU0rNnT3x8fAwdT+QScXFxrFq1CrVazb59+7C2tqZjx44olUqaNGmCqampoSMKIUSupNPpqFChAmXLlmXlypWv3d7cuXPp378/ISEheHp65kBCkZvJQITIlTIzM1EoFKxdu5a1a9fStm1bQ0d6ZYcOHaJ58+bUrFmTzZs3Y2VlZehIQgghhBBCvDNCQ0NZunQparWa06dP4+LiQvfu3VEqldSsWfOVa1eL/OHGjRssXboUlUrFxYsXcXNzIyAgAIVCQZUqVeT/HyGEeMThw4epU6cO27dvp0WLFq/d3r1793B3d2fUqFH873//y4GEIjeTgQiR62i1Wj788EOWLl3KqlWr6Nixo6EjvbZ9+/bRqlUrGjZsyPr167GwsDB0JCGEEEIIIfKshIQE1qxZg1qtZs+ePZibm9O+fXsUCgUtW7aURS/FS9PpdJw4cQKVSsWyZcuIioqibNmyKBQKevbsibe3t6EjCiGEwfXu3Zs///yT4OBgTExMcqTNDz74gAMHDnD58mWMjY1zpE2RO8lAhMhVtFotffr0YdGiRSxdupRu3boZOlKO2b17N23btqV58+asWrUKc3NzQ0cSQgghhBAiz8jIyGDnzp2o1WrWr19PSkoK/v7+KJVKOnXqhIODg6EjindEZmam/v+1devWkZKSgp+fn/7/NUdHR0NHFEKIty4xMRF3d3eGDh3KuHHjcqzdv//+m4YNG7Jnzx4aNWqUY+2K3EcGIkSuodPpGDBgAHPmzOH3339HqVQaOlKO2759O+3bt6ddu3YsX75cao8KIYQQQgjxDDqdjuPHj+uvUr9z5w5ly5ZFqVTSo0cPuUpdvHEJCQmsW7cOtVrN7t27MTMz47333tPPvpELzIQQ+cWiRYv49NNPuX79OkWKFMmxdnU6HWXKlKFGjRqo1eoca1fkPjIQIXIFnU7H0KFDmT59OgsWLODTTz81dKQ3ZuPGjXTq1ImuXbvyxx9/5NhUNiGEEEIIId4VN27cIDAwEJVKxaVLl3Bzc6NHjx4oFAoqV64sdfuFQYSFhbFs2TJUKhWnTp3CxcWFbt26oVQqqVWrlvx/KYR4p9WtWxc7Ozt27NiR421PnjyZMWPGEB4ejpOTU463L3IHGYgQBqfT6fjmm2/4/vvvmTVrFv379zd0pDdu9erV+gX0fvvtN6mBJ4QQQggh8r3Y2FhWrVqFSqVi//79WFtb8/7776NUKmncuLHMJha5ypkzZ1Cr1QQGBhIaGkqJEiX060mUKFHC0PGEECJHXbhwgbJly7Jy5Uq6dOmS4+1HRETg5eXFL7/8ki/6BfMrGYgQBjd+/HjGjh3LtGnT+OKLLwwd561ZunQpCoWCzz77jDlz5sjVM0IIIYQQIt9JS0tj69atqNVqNm/eTGZmJs2aNUOhUNChQwdsbW0NHVGIZ9JoNOzduxeVSsWaNWtISEigTp06KBQKunXrhouLi6EjCiHEaxs2bBhLliwhNDQUCwuLN3KMjh07cvPmTU6cOPFG2heGJwMRwqB+/PFHRowYwaRJkxg5cqSh47x1ixcv5uOPP2bQoEH8/PPPMhghhBBCCCHeeTqdjoMHD6JSqVi5ciWxsbFUqVIFpVJJ9+7dcXd3N3REIV5JcnIymzZtQqVSsX37doyMjGjdujVKpZK2bdtiaWlp6IhCCPHS0tPT8fT0RKFQMH369Dd2nM2bN9OuXTuOHz9O1apV39hxhOHIQIQwmOnTp/Pll18yduxYxo0bZ+g4BjNv3jz69u3LV199xY8//iiDEUIIIYQQ4p10+fJl1Go1arWa69evU7hwYX0pm3Llyhk6nhA5KioqihUrVqBWqzly5AgODg507twZpVJJgwYNpDyvECLPWLNmDZ07d+bMmTOUL1/+jR0nMzOTIkWK0KFDB2bPnv3GjiMMRwYihEH8+uuv9O/fXz8bIr93vs+YMYPBgwczevRoxo8fb+g4QgghhBBC5Ig7d+6wfPlyfWesvb09Xbp0kc5Yka9cunSJwMBA/SCct7c3PXv2RKFQULZsWUPHE0KIZ2rVqhWxsbEcPnz4jR/rm2++Yfbs2YSHh2NlZfXGjyfeLhmIEG/db7/9xqeffsqQIUOYNm1avh+EeGDKlCkMHz6cCRMm8M033xg6jhBCCCGEEK8kJSWFjRs3olar2b59OwCtW7dGoVDQtm1b6VgQ+daTypJVrVoVhUJBQEAAbm5uho4ohBDZ3Lp1iyJFijB//nw+/fTTN368a9euUaJECVQqFQqF4o0fT7xdMhAh3iq1Wk2vXr3o27cvs2fPlkGI/5gwYQKjR49mypQpDBs2zNBxhBBCCCGEeCFarZagoCDUajWrV68mISGB2rVro1Qq6dq1K66uroaOKESu8qSF2ps3b65fqN3GxsbQEYUQgvHjxzN58mTCw8Oxs7N7K8ds3Lix/nOFeLfIQIR4a1auXElAQAAfffQR8+fPl2nYTzFq1CgmTpzIjBkzGDhwoKHjCCGEEEII8VRnz55FrVYTGBjI7du38fHxQaFQoFAoKFGihKHjCZEnxMbGsmrVKlQqFfv378fGxob3338fpVJJ48aNMTExMXREIUQ+pNVq8fHxoXHjxvz2229v7biBgYEoFAquXLkinyXeMTIQId6K9evX07lzZ3r06MHixYvlg9Qz6HQ6hg8fztSpU5k3bx6fffaZoSMJIYQQQgihFx4eztKlS1GpVJw6dQpnZ2e6d++OQqGgdu3aMutZiNdw/fp1AgMDUalUXL58GXd3d3r06IFCoaBSpUry/hJCvDW7du2iWbNmHDhwgLp1676146akpODh4UG/fv2YNGnSWzuuePNkIEK8cVu3bqVDhw507NiRwMBATE1NDR0p19PpdAwePJiZM2eyZMkSPvjgA0NHEkIIIYQQ+VhiYiJr165FrVaze/duzMzMaNeuHUqlkpYtW2Jubm7oiEK8U3Q6HceOHUOtVrNs2TLu3LlDuXLlUCqV9OzZEy8vL0NHFEK847p3787p06c5d+7cWx8EHTBgAGvXriUkJET6Ed8hMhAh3qidO3fSrl07WrVqxcqVKzEzMzN0pDxDp9PRt29fFi5ciFqtJiAgwNCRhBBCCCFEPpKZmcmuXbtQqVSsX7+e5ORk/Pz8UCgUdO7cGUdHR0NHFCJfyMjIYOfOnfr3YlpaGv7+/iiVSjp16oS9vb2hIwoh3jF3797Fw8ODSZMmMXTo0Ld+/JMnT1KlShU2btxIu3bt3vrxxZshAxHijdm7dy+tWrWiUaNGrF27FgsLC0NHynO0Wi2ffPIJKpWKFStW0KlTJ0NHEkIIIYQQ7zCdTseJEyf0V2FHRkbi6+uLUqmkR48eFClSxNARhcjX4uPjWbduHSqVij179mBhYcF7772HUqmkRYsWcvGfECJH/PLLLwwbNozQ0FAKFixokAzVqlXDy8uLDRs2GOT4IufJQIR4Iw4ePEjz5s2pU6cOmzZtwtLS0tCR8iyNRoNSqWTVqlWsXbtWRoKFEEIIIUSOu3nzJoGBgajVai5cuEChQoUICAhAqVRSpUoVqUsvRC4UGhqqX6/lzJkzuLq66tdrqVmzprxvhRCvRKfTUbFiRUqXLs3q1asNlmPOnDkMHDiQW7du4e7ubrAcIufIQITIcUePHqVp06ZUqVKFrVu3Ym1tbehIeV5mZibdu3dn06ZNbNiwgZYtWxo6khBCCCGEyOPi4uJYvXo1arWavXv3Ym1tTceOHVEoFDRt2lRqMguRh5w+fRq1Wk1gYCBhYWGULFkShUKBQqGgePHiho4nhMhDjhw5Qq1atdi6dSutWrUyWI64uDjc3d0ZO3YsI0aMMFgOkXNkIELkqJMnT9KoUSPKli3Ljh07sLW1NXSkd0Z6ejqdO3dm586dbNmyhcaNGxs6khBCCCGEyGPS09PZtm0barWaTZs2kZGRQZMmTVAqlXTo0AE7OztDRxRCvAaNRkNQUBAqlYo1a9aQmJhIvXr1UCgUdO3aFWdnZ0NHFELkcn369GHr1q3cuHEDExMTg2bp1asXhw4d4vLlyzLL6x0gAxEix5w9exZ/f3+KFy/Ozp07cXBwMHSkd05aWhrt27fn77//Zvv27TRo0MDQkYQQQgghRC6n0+k4fPiwft2xmJgYKleujEKhICAgAA8PD0NHFEK8AcnJyWzYsAG1Ws2OHTswNjamTZs2KBQK2rZtK+s4CiEek5SUhLu7O0OGDGH8+PGGjsPevXvx9/dn7969NGzY0NBxxGuSgQiRIy5evIifnx8eHh7s2bMHJycnQ0d6Z6WkpNC2bVuOHDnCzp07qV27tqEjCSGEEEKIXOjKlSv6dR+uXbuGl5cXPXv2RKFQUL58eUPHE0K8RZGRkaxYsQKVSsWxY8dwdHSkS5cuKJVK6tWrh7GxsaEjCiFygSVLlvDxxx8THBxM0aJFDR0HnU5HqVKlqFOnDn/88Yeh44jXJAMR4rVdvXqVhg0b4uzsTFBQEK6uroaO9M5LSkqiZcuWnDlzht27d1OtWjVDRxJCCCGEELlAdHQ0K1asQK1Wc/jwYezs7OjcuTNKpRI/Pz/pbBRCcPHiRdRqNWq1mps3b1K0aFH9IGWZMmUMHU8IYUANGjTA0tKSnTt3GjqK3g8//MD48eMJCwvD0dHR0HHEa5CBCPFabty4QcOGDbG2tmbv3r0UKlTI0JHyjfj4eJo3b86VK1fYs2cPlSpVMnQkIYQQQghhACkpKWzevBmVSsW2bdsAaNmyJQqFgvfeew8rKysDJxRC5EZarZYDBw6gVqtZuXIlcXFxVK9eXV+2rWDBgoaOKIR4iy5evIivry/Lly+nW7duho6jFx4eTuHChZk5cyb9+vUzdBzxGmQgQryy27dv07BhQ4yNjdm7dy+enp6GjpTvxMXF0bRpU0JCQggKCqJs2bKGjiSEEEIIId4CrVbLvn37UKvVrFq1ivj4eGrVqoVCoaBbt24UKFDA0BGFEHlIamoqW7duRaVSsWXLFrRaLc2bN0epVNK+fXusra0NHVEI8YYNHz6c3377jbCwsFy3hkz79u0JDQ3l2LFjho4iXoMMRIhXEh4ejp+fH+np6ezbtw9vb29DR8q37t69S+PGjYmKimLv3r2UKlXK0JGEEEIIIcQbcv78eVQqFYGBgdy6dYtixYqhUChQKBTyOVAIkSNiYmJYuXIlarWaAwcOYGtrS6dOnVAoFDRq1AgTExNDRxRC5LCMjAy8vLzo3r07v/zyi6HjPGbjxo20b9+ef//9l8qVKxs6jnhFMhAhXlpUVBT+/v4kJCSwd+9eihcvbuhI+V5UVBSNGjXi3r177Nu3T/6bCCGEEEK8Q8LDw1m+fDkqlYp///0XJycnunXrhkKhoG7duhgZGRk6ohDiHRUcHExgYCAqlYorV67g4eFBjx49UCqVVKxY0dDxhBA5ZN26dbz//vucOnUqV763MzMz8fb2plOnTsycOdPQccQrkoEI8VLu3r1Lo0aNuHPnjlx9n8vILBUhhBBCiHdHUlIS69atQ61Ws3PnTkxNTWnXrh0KhYJWrVrlupIJQoh3m06n4+jRo6hUKpYvX050dDQVKlRAqVQSEBCAl5eXoSMKIV5DmzZtuHPnDkeOHDF0lKcaOXIkc+fOJSwsTNa/yqNkIEK8sLi4OJo0acKtW7dkPYJcStbtEEIIIYTIuzIzM9mzZw8qlYp169aRlJREgwYNUCqVdO7cGScnJ0NHFEIIMjIy2LFjB2q1mg0bNpCWlkbjxo1RKBR06tQJOzs7Q0cUQryE0NBQvL29mTNnDp999pmh4zzVlStXKFWqFIGBgfTo0cPQccQrkIEI8ULi4+Np3rw5V65c4a+//sqV07RElhs3buDn54eVlRVBQUG4ubkZOpIQQgghhHgKnU7HyZMnUalULFu2jIiICEqXLo1SqaRnz54ULVrU0BGFEOKp7t27x9q1a1GpVAQFBWFpaUn79u1RKpU0a9YMMzMzQ0cUQjzHxIkTmTRpEuHh4djb2xs6zjP5+/tjbGzMnj17DB1FvAIZiBDPlZSURMuWLTlz5gy7d++mWrVqho4knuPq1av4+fnh5OREUFAQrq6uho4khBBCCCEeERISwtKlS1GpVJw/f56CBQsSEBCAQqGgWrVqsu6DECLPuXXrlv732rlz5yhQoID+91r16tXl95oQuZBWq6VEiRL4+fmxePFiQ8d5LrVajVKp5OrVq/j4+Bg6jnhJMhAhniklJYW2bdty5MgRdu7cSe3atQ0dSbygixcv4u/vj7u7O7t378bZ2dnQkYQQQggh8rV79+6xevVq1Go1e/fuxdLSkg4dOqBUKmnatKlcOSyEeCfodDpOnTqFWq1m6dKlhIeHU7p0aRQKBT179qRYsWKGjiiEuG/Pnj00adKEv//+m/r16xs6znOlpKTg7u5O//79mThxoqHjiJckAxHiqVJTU+nQoQN///03O3bsyBO/kER2Z8+exd/fn2LFirFr1y4cHBwMHUkIIYQQIl9JT09nx44dqFQqNm7cSHp6Ok2aNEGhUPD+++9LLXUhxDtNo9Ho175Zu3YtSUlJ1K9fH4VCQdeuXWXtGyEMrEePHpw4cYILFy7kmVlLn3/+ORs2bODmzZuYmpoaOo54CTIQIZ4oPT2dzp07s3PnTrZs2ULjxo0NHUm8opMnT9KoUSN8fX3ZsWOHfNkVQgghhHjDdDod//zzD2q1muXLl3P37l0qVqyIUqkkICAAT09PQ0cUQoi3LikpifXr16NWq/nzzz8xNTWlTZs2KJVKWrdujYWFhaEjCpGvxMTE4OHhwXfffcdXX31l6Dgv7MSJE1SrVo1NmzbRtm1bQ8cRL0EGIsRjMjMz6d69O5s2bWLjxo20aNHC0JHEazp69ChNmzalSpUqbN26FWtra0NHEkIIIYR451y7dg21Wo1arebq1at4eHjQs2dPFAoFFStWNHQ8IYTINSIiIli+fDkqlYoTJ07g5ORE165dUSgU1KtXL89cmS1EXjZz5ky+/PJLbt++TaFChQwd56VUqVKFokWLsm7dOkNHES9BBiJENhqNBqVSyapVq1i7di3t2rUzdCSRQw4ePEjz5s2pU6cOmzZtwtLS0tCRhBBCCCHyvLt377Jy5UpUKhWHDh3C1taWzp07o1Ao8Pf3x8TExNARhRAiVzt//jxqtZrAwEBCQkIoVqwYPXv2RKlUUqpUKUPHE+KdpNPpqFy5Mj4+Pqxdu9bQcV7a7NmzGTx4MLdv38bNzc3QccQLkoEIoafVavnkk09QqVSsWLGCTp06GTqSyGF79+6lVatWNGrUiLVr18rUVyGEEEKIV5CamsrmzZtRq9Vs3boVrVZLixYtUCqVvPfeezL7VAghXoFWq+Xvv/9GrVazatUq7t27R82aNVEoFHTr1o2CBQsaOqIQ74xjx45Ro0YNtmzZQuvWrQ0d56XFxsbi7u7O+PHjGT58uKHjiBckAxECyBoJ7du3LwsXLkStVhMQEGDoSOIN2bVrF23btqVly5asWrUKMzMzQ0cSQgghhMj1tFot+/fvR6VS6TvIatSogUKhoHv37tJBJoQQOejBgK9KpWLr1q3odDpatmyJQqGgffv2WFlZGTqiEHlav3792LRpEzdv3syzszcVCgVHjx7l4sWLUs4tj5CBCIFOp2Pw4MHMnDmTJUuW8MEHHxg6knjDtm7dSocOHejQoQNLly7F1NTU0JGEEEIIIXKlCxcu6EuG3Lx5k6JFi6JQKOjZsydlypQxdDwhhHjnRUdHs3LlStRqNYcOHcLOzo5OnTqhVCrx8/PLs52oQhhKcnIy7u7uDBo0iO+++87QcV7ZX3/9RePGjdm3bx8NGjQwdBzxAmQgIp/T6XQMHz6cqVOnMm/ePD777DNDRxJvyfr16+nSpQvdu3dnyZIl8uFNCCGEEOK+yMhIli1bhlqt5vjx4zg6OtK1a1eUSiV169bF2NjY0BGFECJfunr1KoGBgahUKq5du4anpyc9e/ZEoVBQoUIFQ8cTIk/4448/+OCDD7h27RrFixc3dJxXptVqKVWqFPXr12fJkiWGjiNegAxE5HOjRo1i4sSJzJw5kwEDBhg6jnjLVq1aRffu3fnwww9ZsGCBfKkWQgghRL6VlJTEhg0bUKlU7Ny5E2NjY9q2bYtCoaBNmzaytpYQQuQiOp2Of/75R7/G5d27d6lUqRIKhYIePXrg4eFh6IhC5Fp+fn6Ympqye/duQ0d5bZMmTWLChAmEh4fj4OBg6DjiOWQgIh+bMGECo0ePZurUqQwdOtTQcYSBqNVqevXqRd++fZk9e7bU1RNCCCFEvqHRaNizZw9qtZq1a9eSmJhIvXr1UCqVdOnSBWdnZ0NHFEII8Rzp6els374dtVrNxo0bSU9Pp0mTJiiVSjp27IidnZ2hIwqRa1y+fJnSpUuzdOnSd2J92NDQULy9vfn111/p06ePoeOI55CBiHxqypQpDB8+nAkTJvDNN98YOo4wsEWLFvHJJ58wZMgQpk2bJoMRQgghhHhn6XQ6Tp06hVqtZunSpYSHh1OqVCn9ug95uUSBEELkd3FxcaxZswaVSsXevXuxsrKiY8eOKBQKmjVrJusjinxvxIgRzJ8/n7CwMCwtLQ0dJ0e0a9eOiIgIjh49augo4jlkICIfmjFjBoMHD2b06NGMHz/e0HFELjFnzhw+//xzvv76a77//nsZjBBCCCHEO+X27dsEBgaiVqs5e/Ysrq6uBAQEoFAoqFGjhnz2EUKId0xISIh+PYkLFy5QsGBBAgICUCqVVK1aVX7vi3wnIyODwoUL07VrV2bMmGHoODlm/fr1dOzYkZMnT1KpUiVDxxHPIAMR+cy8efPo27cvw4cP54cffpA/vCKbn3/+mS+++IKxY8cybtw4Q8cRQgghhHgt8fHx+itjg4KCsLCwoH379iiVSpo3b46ZmZmhIwohhHjDdDod//77r34mXGRkJGXKlEGpVNKjRw+KFi1q6IhCvBUbNmygQ4cO71yH/bs6wPIukoGIfGTx4sV8/PHHDB48mOnTp8sghHiiH3/8kREjRjBp0iRGjhxp6DhCCCGEEC8lIyODHTt2oFar2bBhA2lpaTRq1AiFQkGnTp2wt7c3dEQhhBAGkpmZye7du1GpVKxbt47k5GQaNGigXxvI0dHR0BGFeGPe5RJGX3/9NQsWLHinSk69i2QgIp9YunQpCoWCPn368Ouvv8oghHim8ePHM3bsWH766Se+/PJLQ8cRQgghhHgmnU7H0aNHUalULF++nOjoaMqXL49SqSQgIIDChQsbOqIQQohcJjExkXXr1qFWq9m1axempqa0a9cOpVJJq1atMDc3N3REIXLMg0WdZ8+eTd++fQ0dJ8e9a4twv6tkICIfWL16Nd27d6dXr14sXLgQY2NjQ0cSuZxOp+Obb77h+++/Z9asWfTv39/QkYQQQgghHhMcHKxf9+Hy5cu4u7vTs2dPFAoFFStWlItvhBBCvJCwsDCWL1+OSqXi5MmTODs7061bNxQKBXXq1JG/JyLPmzRpEhMmTCA8PBwHBwdDx3kjGjZsiLm5Obt27TJ0FPEUMhDxjtuwYQOdO3emW7du/P7775iYmBg6ksgjdDodw4YNY9q0acyfP5/evXsbOpIQQgghBDExMaxcuRK1Ws2BAwewsbGhU6dOKJVKGjVqJJ93hRBCvJazZ8+iVqsJDAzk9u3bFC9eHIVCgUKhoGTJkoaOJ8RL02q1lCpVinr16vH7778bOs4b8/vvv/Phhx9y7do1ihcvbug44glkIOIdtm3bNtq3b0/79u1ZtmwZpqamho4k8hidTsfAgQP59ddfWbJkCb169TJ0JCGEEELkQ2lpaWzZsgWVSsWWLVvQarU0b94chUJB+/btsbGxMXREIYQQ7xitVsvevXtRq9WsWrWKhIQEatWqhVKppFu3bri6uho6ohAvJCgoiEaNGrFv3z4aNGhg6DhvTFJSEh4eHgwaNIjvvvvO0HHEE8hAxDtq9+7dtGnThhYtWrB69WrMzMwMHUnkUVqtlj59+rBo0SKWLl1Kt27dDB1JCCGEEPmAVqvlwIEDqNVqVq5cSVxcHNWqVUOhUBAQEEChQoUMHVEIIUQ+kZKSwqZNm1CpVGzfvh2AVq1aoVAoaNeuHVZWVgZOKMTTKRQKjh49ysWLF9/5MmN9+/Zl8+bN3Lx5U2bJ5kIyEPEO2rdvHy1btsTf359169ZhYWFh6Egij9NqtXz00UcEBgayatUqOnbsaOhIQgghhHhHXbx4UV8S48aNG3h7e+tLYvj6+ho6nhBCiHzuzp07rFixArVazT///IO9vT2dO3dGoVDg5+cn63KKXCU2NhYPDw++/fZbhg8fbug4b9yxY8eoUaMGW7ZsoXXr1oaOI/5DBiLeMYcOHaJ58+bUqlWLTZs2yai8yDEajQaFQsGaNWtYu3Ytbdu2NXQkIYQQQrwjoqKi9IuEHjt2DAcHB7p06YJSqaR+/frSqSOEECJXunz5MoGBgajVaoKDg/Hy8qJnz54olUrKlStn6HhCMHv2bAYPHszt27dxc3MzdJw3TqfTUblyZXx8fFi7dq2h44j/kIGId8ixY8do0qQJlSpVYtu2bVIrV+S4jIwMunXrxpYtW9i0aRPNmzc3dCQhhBBC5FHJycls2LABlUrFn3/+ibGxMa1bt0apVNKmTRssLS0NHVEIIYR4ITqdjkOHDqFSqVixYgWxsbFUrlwZpVJJQEAA7u7uho4o8qmqVavi7e3N+vXrDR3lrZk5cyZffvklt2/fllKeuYwMRLwjTp06RaNGjShdujR//vkndnZ2ho4k3lHp6em8//777N69m23btuHv72/oSEIIIYTIIzQaDX/99RdqtZo1a9aQmJhInTp1UCqVdO3aFRcXF0NHFEIIIV5LWloa27ZtQ61Ws2nTJjIzM2natCkKhYKOHTtia2tr6Iginzhx4gTVqlVj06ZN+aqqRUxMDB4eHkyYMIFhw4YZOo54hAxEvAPOnTuHv78/RYoUYdeuXTg6Oho6knjHpaam0r59ew4cOMCOHTuoV6+eoSMJIYQQIhc7ffo0KpWKpUuXEhYWRokSJVAqlfTs2RMfHx9DxxNCCCHeiNjYWFavXo1KpeLvv//G2tqajh07olQqadKkCaampoaOKN5h/fv3Z926dYSEhOS7/9d69OjBiRMnuHDhwju/QHdeIgMReVRiYiJbt26lUqVK+Pn54ebmxp49e3B2djZ0NJFPJCcn07ZtW44dO8bOnTuJioqidu3aFChQwNDRhBBCCJELhIaGsnTpUlQqFWfOnMHFxYXu3bujVCqpWbOmfCkUQgiRr9y4cYPAwEBUKhWXLl3Czc2NgIAAFAoFVapUkb+LIkelpKTg7u5O//79mThxoqHjvHW7d++madOm7N+/Xy6ezUVkICKP+uGHH5gwYQL29vY4OTkRFBQkHcDirUtMTKRly5acPXsWR0dH3nvvPWbMmGHoWEIIIYQwkISEBNasWYNarWbPnj2Ym5vTvn17FAoFLVq0wNzc3NARhRBCCIPS6XQcP34ctVrNsmXLiIqKomzZsigUCnr27Im3t7ehI4p3gFqtRqlUcvXq1Xw5+1Sr1VKiRAn8/PxYvHixoeOI+2QgIo+qXLkyFy9exNHRkUGDBvG///3P0JFEPjV//nwmTZpEeHg4zs7OhIWFyZUcQgghRD6SkZHBzp07UalUbNiwgZSUFPz9/VEqlXTq1AkHBwdDRxRCCCFypYyMDHbt2oVKpWL9+vWkpKTg5+en/xsqpbfFq2rUqBFGRkbs2bPH0FEMZsKECXz//feEh4djb29v6DgCMDZ0APHyrly5wqlTp0hLSyMqKoqLFy8aOpLIx65cuUJoaCjp6elERESwY8cOQ0cSQgghxBum0+k4evQogwcPxtPTkzZt2nD69GnGjBnDzZs3+euvv/j4449lEEIIIYR4BjMzM1q1asXSpUuJjIxkyZIlmJmZ0bt3b9zc3OjatSsbN24kPT3d0FFFHjFt2jRatmxJUFAQH3/8saHjGNQHH3xAamoqffr04b333jN0HIEMRORJJiYmFClShNGjR3P79m3++OMPQ0cS+diUKVMIDw9n6tSpFC1aFBsbG0NHEkIIIcQbcv36dSZMmICvry81a9Zk5cqVKJVKTpw4wdmzZxkxYoSUlBBCCCFegZ2dHR988AE7d+7k1q1bTJgwgUuXLtG+fXs8PDzo378/hw8fJiYmBn9/f44ePWroyCIXio2N5dChQ1hbWzNgwAAuXLhg6EgGodPpaNiwIUWLFmXnzp3cvXvX0JEEUppJCCGEEEII8QyxsbGsWrUKlUrF/v37sba25v3330epVNK4cWNMTU0NHVEIIYR4Z50+fRq1Wk1gYCBhYWH4+PiQnp5OfHw8+/bto2LFioaOKHKRGTNmMHjwYIyMjOjcuTOBgYGYmZkZOpZBzJw5k0GDBgHQpEkTdu3aZeBEQmZECCGEEEIIIbh69SqbNm0CIC0tjXXr1tGpUyfc3Nzo168fNjY2qFQqIiMjUalUNG/eXAYhhBBCiDesYsWKTJ48mZCQEHbt2kXx4sWJiIjg3r17VK9enevXrxs6oshFNBoNAF26dGHZsmX5dhACYODAgfoqMqmpqQZOIyCfzogICQkhOjra0DHeKldXV5kmL15Ifnx/PI+8f4QQIu+Sv2tP9t+/bVeuXKFhw4Z4e3tTpUoVVq5cSWxsLFWqVEGpVNK9e3fc3d0NmFgIIYQQGRkZuLm5odPpsLe3x8zMjF27dlGkSBH9NvLZJ2fk1X6AtLQ0Vq9eTY8ePTAyMjJ0nFxh9+7dFC1aFB8fH0NHyffy3UBESEgIpcv4kpqSbOgob5WllTWXLl7Ik79ExdsTEhJCGV9fUpLz1/vjeaysrbl4Qd4/QgiR14SEhODrW4bk5BRDR8l1rK2tuHDhIt7e3pw5c4YGDRqQkJCAVqvFy8sLhUKBQqGgXLlyho4qhBBCiEdotVqMjZ9c4CTrs48vyfKd/rVZW1tzQfoBhMhR+W4udXR0NKkpyZT6bCbW7iUNHeetSA6/wuX5A4mOjpZfoOKZoqOjSUlOpumwOTgVzh/vj+eJvXWFXVP7yftHCCHyoOjoaJKTU5j/VU9KeRcydJxc43JIJJ9NCdT/bZs+fTr37t3TP9+4cWO+//57AyYUQgghxNM8bRACHnz2SWbI5N/wKl76LaZ6t9wOvsTPwz+RfgAhcli+G4h4wNq9JLZFK7z0fqnRt4jcu5Qinb5Gp8nkyuJhlPr056dur81IxdjM8pltxp3bR/SxLaTFhuP93hfYFa8CgE6r4dL8gZiYW2NiZUPxgG+5vHAIxqbmYGSEj2IiRib59j+heIOcCpekQIlKjz0eevoA98KDKdtC+cz9jwROpnSjzjh4FH/qNjun9KPZV3Oe+nxmeiqm5s9+79z6N4hT6+dSvG4byrZQotNq2TtrGBgbU6h0VXyb9ci27eW/VqPT6WjY7wdMLaw5ov6ejOREvCr7UaRmM/bNGZG17Ym/6DYrCHNru2ceXwghRN5QyrsQlUt4vfL+NyNjUG0/zKgPWpOp0TDw55XMGRrw1O1T0zOwNH92Pd6gfy+zYf8pwqLvMbxHM6qVziqpkJyazle/riUyNp7V332GTqfji5mrMDYyxs3FnuE9mvO9ejvXQu9gZ23JSEVLCjq93t+rRYsW8d1333Hr1i1CQkIoUaLEa7UnhBBCCMPyKl4an3KVc7zdqNCb7Fy1hJ5DxqLJzGT26P4M+n7eU7dPT0vF3OLZ3+tPHfyLg3+u425EGF0/H0GpitUBuHn5HJt+n01GRhrVGragQZsuzB03CCMjY5wLutP18xEsnzWRsBtXsbK1I2DANzi6vt0LT/J7GaycKF+V388h5N0yYK9CerGfI3L/CuIvH8HCxQvLgkWwL1njuftkJMQQdWgNiTfP4NHkY+yKV37m9o7lGuJYriGJN8+SEHxCPxChTU/F1NqeEr1+4PJvXwBgbG4JWi1m9q4yCCHeuLs3znM5aA3JMZFU7TpE/3h8xE2OBE7Gyt6ZMs16EBd6jVvH95CZnkrdT78F4OyWxSTFRFK6SVe8KjVg76xhmFna4ODpQ8X3ej/xeCn37nL5r1XcuXaGCu0+pVCpKs/MV7iKP8YmZtwLDwYg/PxhCpaqQtmWSnZO6ZdtIOLS7pU0GTqb0NP7ubZ/I+Y2DqTERWNmZYO1ixvGJqb4D5hKenICf6enyiCEEELkY4E7j3DobDCFCzpRzN2VWuWKPXefu/cSWbHnOKeuhdKnXX2qln72lwn/KqXwr1KKU1dvc/xSiH4gwtrSnNlfduezyWoAYhOSMTUxYWr/ToxasJHbd2IxNTHB1MQES3MzHGysXv8FA56ennh6elK7du0caU8IIYQQed+edWrOHztIAY/CuHkXx7fq8z8nxMdGs3fjCoLPn6S1oi8lK1R75vaV6jaiUt1GBJ8/xeXTR/UDEUVKlWPAxF8BmDbsIyrXa4KxiSl9xkxnyeT/ER1+GxMTU0xMzbCwsMLG3vG1X+/LyK+l3x/1umXgpTx4lvxUDlx6sl+AU4VGuNZoy6UFg7AvWYOYM3+RkRgDT1he48rir8DICPfGH+DZPKuzNT0+mtubZ2TbrkjnkZiYP/ziGL5nCdHHtuKjmKh/zNjcCk1aMuemKbApUh4AH8UkjIyNCd0xj7jz+3EsW/9NvGQhADAxs0CbmYG5tR3BBzbh5lsTyBpkqNXrf9gV8ATgxMqfaTZ8HpGX/+XKX2sAKOnfGafCJTiwYAw6jYbCVRpR0v99dk7uA08YiPhrxhcYYUT5th9TqUNfAJLj7nBi5c/Ztqv9wShMLZ7c6ZIUHYGtqwcAxib/ma5qZISRkRG2rh5EnD9CSlw0HhXqUtKvE7um9qP51/MBuLJ3LSUadnil8yWEEOLd0ay6L+0bVKLP1KXUKleMnccucjc+iSctrzbolxUYYcSn7erxeUc/AO7EJfDT8l3Zthv7URusLMz19xduPsDG/aeZ8vn7T83hbG9DkULOjJy3npDIGMKj7zG0WxOMjY3ZeOA0K/86jrJFrRx61UIIIYQQ2VVt2Iy6LTryy9e98a1amxN/7yQ+7u4T+8Rmjx6AkRG06tGHdh/0ByDubhRr5k3Ntp3iy2+xsHz4vX7b0vkc2rmB3qN+eqzNTX/Mxq9dd+ydXCjkVZRF339NVOhN7kaG0anPVxgbG3Pozw3s3bSCpp165fCrf7oHpd/L9Z2FjUf+m02aFHaVc3MHvFb5qgflwZvk4/LgsbeusDsflQOXgYgXoNNqsv7VZALgXKFRttJMj3Jv8gF3Dq8nIkiNc6WmOFXwB50OnUbzzGO4N/4Q1+rtuLl+CiV6/QBA4s0z2HiWwav151xT/Y+MxFjMbJ0AMLNzRZOalMOvVIjsTm+cT40eXxEfEcKNf7Zne87I6Ol1KQEsbOwwMbNAk5H2YIdnbl+hzcdc3ruWc9v+oGjNZhSu2hh0OrT333cvwsbVjbjQawDotI9/KAJIig7HxsUNY1MzLGwcMDYxweiRbCHH/6LFyN9e+JhCCCHeTZkabda/mVmf4ZpVL5OtNNOjPm1bn9VBJ1iy9RAtapalSbUy6HSg0WqfeYxP29ajQ/1KTFJtZ9rAzk/dbmDnRgAMmbGSIm4u+trQBRxsCb0T96ovUQghhBDiuTSZWd/JMzMzAKjaoFm20kyPat3jM/ZtXsmfK36jun8rKtdvCjodmud8r2/V4zPqtuzIshkT6DvuF/3jO1ctwcbOgWp+LQDo8PFgAOaMHUghryL6z0QOLgWIjridMy/4Jdl4lMC+aMWX3i8tNoKo49so3PSjx567uuoHSnQZ8cJtXVn+HZr0VCyd3CjabqD+8YSQ89zc+ivodJToMpLM1CSur5+GqY0jhWq9h3PZelxcMhKtJh1tZgblev+M0TPWIHlTnlYe/EUk3Y3g+qEtlG/7yWPP/fP7RGp98M0Lt3Vo0bdkpqVg4+JO1a6D9Y9f2buOsNP7SYwOo8HnP5KWGMe/q2bg4FGcWr3+p99u/9yRmFnbZXtMZCcDES8g5tQu4i//g3PFJs/d1ta7PLbe5dFmpHH3xHYSgv/FvkR1fJQTn7rPnX82EH/1GJrkeNz8FaRE3eDO4fV4tuhD6I55XP1jJNr0FEytHbi+fDya9BQ0qYmU/GjqU9sUIid4VqjH8RXTMTI2xdTcQv94udYf8s8fE7F2KkjpJt0oXrcNe2d/RUZqMnU/GsPZbb9na6dwVX/2zhpG5KXjFCxd9YnHcvWpgKtPBTQZaQQf2krU5RO4+dagYb8fn5ov6spJTq2bQ3pKAjYu7nhXbczloLVEB5/Fs1LWbKHd0wbQ5MtZlG7chb9+GYJWk0mDvt9jZGzM33P/x81juyhaM+tDTczNizh6+WBsYvK6p04IIUQet+PoeQ6dC6Z5Td/nblvRx5OKPp6kpWey5dAZjl8OoaZvUaZ83ump+6wJ+pd/LlwnPimVD1vV4XpYNKv3/stXAc346te1HL98i4l/bOObXq0Yv2QLMfFJlCxciIJOdkxfuZtbkbHEJiYz9RmzKYQQQgghXtfxvTs4f/wg1fxaPnfbYr4VKeZbkYz0NP7ZtYkrp49RpkotPhs97an7/L1lFZdO/kNSQjzNu35EeEgw+7esomKdRqyZP5VK9RoTeyeCTp8NQz19HAlxd/EsVhpH10KsWfATd0JDSLwXy2djnn6M3CDx9iVubJqBtVtxUu7conjHoaTFRRFz4SC3di7CvmhFdDotxdsPIfXuiw+qpETfxsjEjDK9RnP+t2Fo0lMxub/e5u3dS/D9aDJp9+4Quncpptb2eLfuh33Ripyd8znOZeuRmZpI+b4zuaQejSYtGVMr2zd1CnJEzM2LnFj5Mw6ePiRE3KR6z+EkxUQSevoAZzYtyBrQ0Gmp1n0oCVEvfh4Tom5hbGJKg34/EDTji2zrlpb060hJv44EH9xC3K0reFdvQu2PxnBhh1q//80jf+JUpAyJd0Jz/DW/S2Qg4gUUqtcFx3IN9feLdPoaACMT06cuVG1sZkGBWu1fqP0Ctdo/tq33e0MAKNP312yPF+s+5gVTC/H6fOq/h0/997I95lmxHgBNvpylf8zZu3S27Wr2HK7/+cF2jb+Yma2dpy1UbWJmQcmGHV8oX8GSlWk9Vp3tMf8B2QfoHhy/cBV/Clfxz/Zc4yG/ZLvvXKQMdT4c/ULHFkII8W7r0bQG/lVK6e+P+qA1AKYmJk9dqNrC3JT3/Z69vtEDnfyr0Mk/+7ZfBTQDeKxU05gP22S7/0XX518cI4QQQgiRExp16Emluo3093sOGQuAianpUxeqNjO3oH7rp8/2fFSDNl1o0KZLtse69Mvqd5u782y2xxVfjMt2v1PvoS90jNwgbO8ySvX8Fp1Wy9WVk7I951S6Nt4tPuXs3IFP3Ddk+wJSom/p7xes3gqnMnWArJkVli5ZJarN7V3JSLiLiUtWGW1NeiomFtZYOnuQFhuBV9OPuL5uGlFHt5B5v8qKhVMh/p3aE3P7Arl+EALgwp+B1O39HWi1HF7yXbbnPMrXoWL7Puye+vkT9z21fi4JUQ/PY/E6rfGokNXHlXQ3Atv75cetHFxJvXdXfx/g2LKfCD93mMZfZu/bAkhLvEf4+X8o2+qDbIMT4nFvf75NHlOofrdsgxBCCCGEEOLd1rNZzWyDEEIIIYQQ+VHjjopsgxAiBzyhbLWJfh3MJ5eY1uk06LSZD2+PrM9h4eRGakw4ABkJdzGzc3nY7v21Z9Niw7FwcsPCoQBlPvye4h2+wMzanvSEu2hSkqgyLBAbz5LE3ziTc6/zTXvCeTS1tAZ44ppuADqtFp0m8+Htkc1sXNxIjA4DIOXeXSwdXLLtWz1gKLV6/Y/Lu7OXaAWIuHiUlLhoji+byu1/92Yb7BDZyYyIl5AWG8HdE9vxaPLhY8/dWPMDRTu9eP226ysnoE1PxdzJjcJtBugfT7p1nttb5wA6inQeiRFwa/MMMpPicCzbAOcqLbixehJghLVnKbxa9n3t1yXEm5B0N4LgQ1uo8IQ6fYd/n0jtl6jTd3DRt2ieUqcv9H6dvob36/SdWDUDx/t1+rQaDbum9sPM0hozK1vqfzYhR16bEEKI/Cv87j02HzxD73b1H3vuuyVbGf1h6xdua8xvm0hJy8DD1eGxWQ6XQiJp+/VsLqjHcvBsMKv+OkFiShoftqqDX+X8uZifEEIIIQwvJiqcwzs30rpnn8eeU/88DsWQcS/c1u9TRpGeloJzIY/HZjfcunaR0R+04regK5iYmrJmwU/ERoVTtExFmnbqxfJZE4kODyU5KZ6BE+dgZWP3ui/tjfLwC+Dy0nFYuhbG5H6H+Ysq0urpfX9Wrl7oNBlcChyLVQFvTMwtufj7SEp2H41Xk15cXDISHTpKdBpOcuQNbmyehSYtmWLtBmJm64xWk87FJSNJT4zB6wn9nbmNb/OeHFwwBrtChTGzsnmpfSu//+SZEgB2BQujzczkwPxR2LsVwdTckn2/DqfOx+O4tGs5sbcuk5Z4j+o9hhEfcZMjqu+JvXUFJ6+SlGrchSLVmxIfGcKFHWrsChZ+zVf57pKBiGdICr3E7c0zsSpUnNToELw7DCUjLpK4iwcJ37UY26IV0Gm1eL83hLToF68Blhp9GyMTU3wUE7iy+Cu0GakYm2XVHQvfvYQSH/5Ixr07RO5bSpGOX1Higx/RabVcU/8PN38FpT6ZDsCluf2fdRgh3qqYmxc5vvJnHD19iI+4SY2ew0n+T50+nU5L9Ves01e33w/89QJ1+uo8UqdPk56Cha0Dfv2nsGf6k6c4CiGEEM9y4WYE05bvwserADcjYhihaEFkTDx/n77K/I1/U7lEYbQ6HV8FNONWVMwLtxsSGYOZiQnjP2/HoF9WkJqegaW5GQAajZbftx+mcbUyADSsVJKGlUoSl5jCd0u2yECEEEIIId6akCvnWTN/Kh5FSxB5+ybdB/yP2DsRnD2yjy3qufiUq4JOq6VLv6+5E/biV4JHhYZgYmZK769+YvboAaSnpWJukfVdX6PRsHPVEqrUawrAtXMnuXb2BAU9i+BUwA2AiJDrDJm8kPWLfiE6/DaFSzx/XS9DMndwxcrVm7R7kXj6K7AqUJgSnbNKUOFbF4DyfWdl+/dFlew2Ktv9Mh98D4CddznK9clekrrsJ1P/c/+nlzqWoVk5FsDezZukmEjKtuyFfSFv/eLQD0qJN71fCrzpU0qCP02dj7OXw2/4+WQAyrf9+LFtm34197HHHs0inkwGIp4hct8yigWMA52WG6uy12+zL1ULz+afcmn+kzs3Q/9cQNoj9dtcqrbC4X79tvS4CCycs+q3mdm7kBF/F4sH9dsysuq3GTl7kB4bAUDsuX2E/bmAgvUe1syLPrZF354QucGFPwOpd79O36H/1OlzL1+HSu37sOsF6/QVq9Maz6fU6Uu5dxe7/9TpCzt3mCZPqNNnamFNRmoym8d0w9Wn4mu/RiGEEPmPasc/TOrTHq1Wx7jFW7I9V7e8D/06NOSzKYFP3PfXdXsJiXw4ONG2bgXqVywBQERMPJ4FHAEo4GBH9L1EvAo4ATB/034+aFmbn1ftydbezyt306tl7Zx6aUIIIYQQz7VrzR98NOIHdFodqmnZO2rLVq9Hu179+Xn4p0/cd9Pvs4kKvam/X6tpO8rXbABkzaxwdfMCwMHFlfiYaFzds+5vDZxLsy4fsm5h1oW4YTeuULR0Bbp+PoIpXyip1rA5pSrVYOxHbTGzsKSt8ulXuucW5nYu+HQe/vwNxTNZObhQUznS0DHEK5I1Il7Ik+q33Z9G9eSyY+i0GnSaR26PbGju6Ea6vn5bDGb2/63flkJ6bDjmTlmjvE7lGlLuCxXRRzcBEHNqFykRwbj5K3LixQmRs55Qp8/sBer0aTWZ+hv/qdOXdL9OX+q9u1g9pU7fpSfU6btz7TQuRcrQdvwK0pPukZoQ+6qvSgghRD5n9IS/bzaW5lk/POXvm0arQ6PV6m+PbuXmbE9YdBwA0fcScXV4uDjgmeBQFm89yIlLIfy+7TAAk5f+SYNKJahUwitHXo8QQgghxMt4wkchLO+XxtE9pXNMq9Wg0WTqb49+2Xcu6M7diKzqIvEx0dg7u+qfu3HxDH+uWMSVM8fYuWoxLoU8sLF3AMDEJOua6rNH/+bbxZtp1D6AY0HbcuIl5lpn5w54/kYv6O7ZfVxY/DUnf+rFvWv/EnP+AOd/G8qZWX2IOb8fTVoyZ+cO4OKSkdzatSTHjmtou6b0y7G2zm5ZTNCML9kx6SOSYiLQabUEzfiSvbOGcXHnUgAu7V7B3lnDCJrxBVqNJseOndfJjIhnKNQwgOvLvsXS1QsTi5erO/astRssXb3QajIJXjYWywLeGJtZck31P4p2HY1bo15c+2MEOnQUef9rEq6fIurganSZ6Tj61iftbihXlwzHuXIzri8fT7HuY556HCHeJt/mPTmwYAz2b6hO3/5n1OlLTbxHjft1+v5RfU/crSs4epWkeN02nFz7K3tnDyczLRkLG4fXfJVCCCHyG2WLWnwzfwPehZyxtTJ/qX0HdvJ/6nPehZzJyNQwct56irq7YGluxrDZaxj/STt+/TIAgH4/LeODVrVZt+8k6/8+Sfjde9yKjOXD1jIrVgghhBBvR9NOvVj840gKenhjaf1y3/XbfzToqc8V9PRGk5nJou+/plDhYphbWDJv/Bd8+NVEBk7KKnszY2QfmnX5CGMTE/7eupqFk76iRPlqALh5FWPuuMHE3Y3i02+mPvU4hhJxcC2xFw9hamVHyYAxhOxYSMqdEMzsnCnefginZnyKrWcpksKu4uRbh3vX/qVQzbbYevlybv4gClZrTUZibLZZFMEbfiYjIQadJoNSPcZxbv5gLJ09cC7fEJcK/i+Uy6V8Q1zKNyT+xhnig//Fq3EvnMvWIyPpHtdW/YCplT22hctStM3nnJ07AE//Hhibvtxn4JxyOWgNYacPYG5jT91PxnF6wzziI0OwsnemWvehbJ/4Ic7eZYi9dRnPivWIvHQCn/rv4VzUlz0/9adY3TakJcRmm0FxfPlPpMTHoM3MoF7v79gzbQA2rp4UruJH4aovtjB7+TYfAXD90FbCzx3G2qkgBUtVoWxLJbum9KNMsx7cOhFE06/mcOHPQMLOHsSrUoM3co7yGhmIeAZz+wJYFihMelwUbv49sXQtTJFO9+u3lcmq31a6z8xs/76oYl2zL9Tro8wq/WTrXY5SvR/Wb7N08cSuWKVs29acfuKljiXE2/CgTl/yM+r0Nbtfn6/ZG6zT1+w/dfqafz3/pY4lhBBCPKqgoy3ebi5ExsTzYavaFCnkzKgPshakbnC/zNL84Yps/76obz9pl+3+1P6dst2fMzRrQKJjw8p0bFj5VeILIYQQQrwWR9eCFPIsQuydSJp1/YiCnkXoOWQsAOVrNgTgi8m/Zfv3RfUalr2sc58x07PdH/T9vKc+9999c5vkqJvYeJWmUI22AOh0WkwtbYn+90+KvTcYdFqKdxxG6N6lmNs6U/aTqVxcMgJbL19sC/vi3bI3lwLHkpGYVdkhMfQy964ex75YJdJiwki7dwdNajIulZrg9Ejp9vT4aK5vnJEtS4muIzExt9Lfv7VrCVHHtlJGOVH/2I3Ns/Dw74Gddzmijm3h8tJvSY+LIiMxDgvHgm/yVD1VfPgNnIuWwafeewDotDrMrWy58c8Oqnb7EnQ6avQczoUdaiztnfEfNJ19s7/CuagvLsXKUqlDXw7MH6WvjhETcomIC8coWKoKiXdCSY6NIiMliSLVm+JRoa7+uMlxdzix8udsWWp/MApTi4fnMDMtheADm2nYfzI3/vkTW9esEvxGJlnFh4yMs/61LeBJ0t3wN3aO8hoZiHgGMztnirwv9duEeBFWDi7Ukjp9Qggh3jEuDraM6tXK0DGEEEIIIQzC3smVHoOlGsfLKt7hC+JvnObCkhGU+WASKZHXKfPB98TfOI1Oq8laH9bYGGNTM0ysbDE2NUebmQ6A7n4pH50m42GDOi123mXxeX+Y/qFyfWcSfXInV5aNp1TPcVmb6XTotJnPzFa46YcUqtmOa2un4PvhDwSvn46zbz3si1YAoESXrL6dUzM+xdze5VlNvVHVA4Zy5+op9s3+igaf/8i98GAafj6ZO1dPodNqMH3kHJpb22FiZo4mI+scPiiHpH3kHOq0WlyKl6NGz4d9vU2GzeHGkR0c/G1s1rqnADodOs3Tz2FmWgp/zx1JzV7/w8zKFhtXN+JCr2U9qdXp2wBIig7DtmDhnDoleZ4MRLwBl+YNfOkZEk8TuX8F0ce2YuHkhkfTT7D2LMWxEfVx9K2HbbHKuDUM4PLCIVnTpIyM8FFMxMhE/rOKvGPnlH4vPUPiWZLj7rB2WGvajV+BmaUNf8//Bks7Zzwr1sWnfnv2zhqGkbExNs5uVA8YmmPHFUIIIT6brH7pWRFP89eJS/y6bi/t6lWkV8va3L4Tyw/qHaRnZGY7xqy1QZy+epv5wxWsDjrBb1sO8nWP5vhXKZUjOYQQQgghXtX04Z+89CyJp/ln1yZO7N9JbFQEhUv4UrleY/ZtWklKUgLNu31Muer1mT/hSwBO7t/N9PWHsLa1z5Fjv4rbf6lJiQjGxNwSMxtHMpLiuLHlV9JiI567b1LYZa6smIiJhTVmtk4A2HqVQZuexuWl36JJTaT4+8O4sWkmOo0Gu2IV9ftaOBSgTK9JT2074vB67l05RmZyAp6NehL5z0Yij2wiLTaClLu38Wqk4MLi4Wgz0ylUow1GxiavfzJe0fltfxAXFoyphSUWtg6kJcTx75pZJN19/jmMDbnE4cXjMbWwwdIu6xy6FPXl4s40Di4cQ3pyIjUUw/l35S9oNRoKlHxYjcbaqSAN+v341LYPLhxLUnQoJ1b+TImGHfEoX4crQWv5O/gsnpXqA+BVxY99vw5Hm5lJw8bdXvNMvDukx/q+qEPruHcpq3ZbsW6jCf1zIWnRIZjaOuP93hAuzOqNtWcpksOu4FCmLgnBJ3Ct0RYbL18uLxiMS7VWZCbGZptBEbLxZzITY9BpMinWfSyXFw7BwtkDx3INcSrv92LBjIwxNrMAwPz+VCgTcyu06alYumaNqBmbW4JWi5m9qwxCiLfiv3X6Tm2YR0JkCJb2zlT/T50+j/t1+krcr9O3+6f+FK/bhtSE2GwzKI4t/4nUR+r07Z42AFtXT7yq+OH9gnX6AE6tnUPxullTH8MvHMGnXjtKNGjPju8/watSQ4xNTGj4+WQOLBxLwp1Q7Ap45vj5EUIIkXes+us4+09fw97Gku8+fY856/dxM+IuLg62fBXQDOWExZTxduPyrSjqV/Th2KUQOtSvRNli7vSdupR2dSsQk5CcbdbElGU7uXsvkUyNlom929Pvp6V4FnCkUZXSNK5W+oVyNapaGlNTE66HRQPgVcCJWV9057PJav02p6+F4mDzcIp4Z/+qpGU8+wo4IYQQQohn2bd5JWeP7MPazoEPv5rIpj9mE3X7JvZOLnTp9zU/DupB4RK+3A6+RPkaDbhy+hh1W3akSKly/PJ1b2o3a09C3N1ssyhWzfmR+Ni7ZGZm8PGIH5gx4jNc3L2oXLcxles1eaFctZq2o1bTdgT+/C0N23alcAlfKtTyIyk+DvX0cVSs7U+/cTNITownIy3NoIMQAF6Nsl+cUuHzrAswi7bJWiOzfN9ZAHg0eNhJXb7vLFLu3MKxdG1KdP462+OAftbDA6WVE146l1vtDrjV7pDtsUK13st23/ejyS/d7ptQtlWvbPeb3S+9XaVT1uLdTe9f1FqmWYB+m6ZfzSE+MgT38nX05cIf3VY/6+G++n2/f+lcDfs/fn78BmRfp6R0k26UbiIDEP9lbOgAuUXqnRvYeJbGo3nvrAd0WkwsbYk5uTNrWpNOi3f7oTiVa4i5Q0FKfjSVmBM7ALDx8sWzeW80aUn62m3JoZdJuHYcE2sHtBlppN+7gyYtCaeKjXEs+3CBkvT4aIKXjsl206Sn6J8vWKcTvv3n4+anIPTPBQBUHreDkh//RNiuRQD4KCZR4sPJmFrbE3d+/9s4XSKfe1Cnr1KH+4uya3WY3a/Tl/V+yarT51XFH2unQjQaNJ3gQ1sB9HX6MlKSHqvTZ27jQGZ6WrY6fYUrPxy0S467w/7532S7ZaY9fL9c/XsDhav66+v2eVdrQsSFIxxYOJakmAgs7Z2xK1SE/fNHER9xQ+r0CSGE4Hr4XXyLuvF5x6y/N1qdDltrS7YdPotOp0Or1TFS0YJGVUpRyNmemYO7suXQGQDKF3Pn845+JKWkEZuQBMDFmxEcvXADB1srUtMziIyNJyk1nWY1fPGvUlJ/3DtxCYyYuy7bLSUt/YVzZ2RqCNx5BEXzmjl4NoQQQgiR30WEBONdsizvfZDV2avT6rCyseXIX1vvl/3R0n3AN1Su2xinAm58/t1s/tm1GYAipcvT7oP+pCYnkRAXA8Ctqxe4dPIINvYOZKSlEXsnkpTkJKo1bE7FOg8vOoy7G8Vvk4Znu6WlpmTLptVquR18icIlfPWPrVkwjWZdPtLf/3vLKuq1yr7uVl5iVaBwtkEI8fIeXbNU5C4yEHGf93tfYF+yJtf+GElaTBipUTco8v5wzGydQavBxDyr7piRqRmmD2q33a879qD2mi7z4RVoOp0Wm8JlKdJhKCU//glLVy9KfzaT9Nhwrq8YzyMbotNost0e9WBxEzN7FzSpifrHjExM9bMf9NvYuaJJTXozJ0iIR1QPGIp72Vrsnf0VidFh3AsPppZyJJb2ztnq9Jm8RJ0+1+LlqNlzOI2H/IJdwcI0HTaHxLthHPxt7MMD63RoNZnZbo+KvHScG0d2cOv4Hs5vV2NmaU39zyZS9+OxWDkUAKBKp/7U/2wCVg6u2BfyfsNnSgghRG43vEdzapcrzpezVhN6J47rYdGM6tUKF3sbNFotNpbmGBsbY2Zmgr21JeZmpqTfn3WQqdHe//fh5zetTkf54h6MVLRk1hfd8S7kzLyvehIWfY9RCzfpt9PpQKPVZru9jAs3I4iNT2LkvPWcvHqbU1dv58DZEEIIIUR+1/XzEfhWrcvcb4cQHRFKeMg1egweg72jC1qNBgtrG4yNjTE1M8fa1h4zc3MyMtIA0Nz/jp6Z+fD7vlarpWiZCnQf8A0DJv5KQU9vvpi8kLsRYSyZ/EhnsU6HRpOZ7fZf/+7fRaW6jfX3V/76AxVqNaR42UrZtnnRWRZCiLdL6vjcFxGkJiXyOsbmlpjer912e9sc0uKef8V0ctgVbqyahPEjtdtsvMoQmZFG8PJv0aQmUaTDUG5tmYVOk4lt0Ye/IM0dCuDzyCr1j+Xau5TEG6fITIqjyPvDSYkI5tbmGWBkjKNvPQCuLx+PJj0FTWoiJT+a+tS2hMgp57b9wb1H6vSlvmSdvkOLx2P2hDp9BxaOIeN+nb4T9+v0FfxPnb6Gz6jTV+/TrEG+I4GTKd2oM+nJieyf/z80GRlUbPcpAId/n0BqfCxOXiWxdir4OqdBCCHEO2DJ1kNcC7uDlbkZjnZWxCYkM2P1HsLu3nvuvhdDIhm3aDPWFuY42dkAULaoO6npmXyzYAOJyWmMVLZk2opdaDRaKpd8uFBdQSc7pnz+9Kv1/r18i9lr95KQnIq7iwO1yhZj7KJNHL98iznr99GvQ0P9WhGfTVZTqYQXu49fZNmuo9hYWmBnbUG10kVe8+wIIYQQIr/5c+Uiwm5ew8LCElt7RxLvxbLut5+JiQp77r63r17kj5/GYGllg52jMwBFSpVj91oVi38cSUpSAt0HjGLtgqloMjPxKV9Vv6+jayE+Gz3tme3v37KKT7+ZAsCBbWs4sH0td6PCuBMWQvOuHxNy5TyexUphYmK4dQ2eJObCQVIir+Pp3zPH2jz8TRN8P5qMhZMbwet+QpuZTvm+s9BqMrn0xzcA3D0TRO2JuzC1ssu2b8Th9cReOEhqTDhlek0iIymOm5tnYeVWnBKdvybx9kVCts9Hm5mOa8XGuNV9n9CgQGIvHtKXiTKE0NMHuBceTNkWyhxrc0V/P/wG/oStizvHV0wnLSEWr8p+lGzUmb0zh2JubYdzkTKUb/vxY/teCVrLua2LqR4wDK8qfmg1Go6ovycjORGvyn4Uq9OKv+d8TeSlE3T+eScA1/Zv5NKu5bQetzTHXkNeYqTT3V/GO584ceIE1apVo/LY7djeXw3+daRG3yJy71KKdMq906YSb5zh5LctOX78OFWrVn3+DiLfevD+6PLLLgqUqPT8HV5SfGQIF3ao89QUuTtXT7FqcFN5/wghRB704O9a0MwvqVzCK0fbvhkZg2r7YUZ90DpH230bTl69jf/AafK3TQghhHjHPPjsM3X1fnzKVX6rx44KvcnOVUvoOWTs8zfO5a6dO8mwzvWf+VnpwbmuOX47YUHLKNEtq/P/6oqJeDXpRcShdaTFRVG03QDS4qJIibyOkYkpFk7uuJRvyNm5AyjfdxbBG34mIyEGnSaD0soJL7w49IP9n3Y/MyWBS6rRlPvs56e2EXVsG8bmlrhWbETKnVuE7l36WFmoM79+ToXPf33sGPE3TnNkzOv1NT44h53v90Htmz2c2h9lrS1yePF4yrX5kCtBa0iOiaRK1yEkx0RyLzwYY2NTbF098Krix64p/Wj61RyOL/+JlPvrjtbv8z3GLzgY9WD/B3RaLfvmfE3Z5gpun/6bKp0GsGtKPxoN+QUTM/PH9r+4c5k+S/CBzdw8tgszKxtK+XemYKkqTzzGo/fvXD3F6nzU5yQzIl6TpWvhXD0IIURuInX6hBBCvCuKFHLOk4MQQgghhBBvQkHPIu/EIMSrKFCtBXdO7AB0FKjWAiNTc7SZGZha2RJ1dCsOJas/cb/E0Mvcu3oc+2KVSIsJIy0mHEvXrItnwvavIuHGGf22TmXqULB6qxfOFHFo/WOLUD8qeP104i7/Q7nPfnnqNiE7FuJe7+2tt1GsTituHN6GDh3F6rTCxMwCbWYG5tZ2BB/YhJvvk9dGe7DuaMFSVUi8E0rS3XDsCmadx0u7V3Dn2mn9th7l61K8bpsntnPr3yBOr59H6abdcPWpwLWDmzi4cAzJsVGkJcRi7VzomfnjQq/hUaEuJf06sXtqP/3i2uIhWSPiOeIuHiRib85Olzkxuinx146TFHqJi7/25ervXxN34cATtz33cy+u/v4111c+LN+UHh/Nsa/rkRJ5HYCIvYFcU4/i9ra5AEQf3cy5n3s9sT0h3oTQ0wc4v0OVo20u7+9HxMVjxNy8yI4fPiVo1jBCT+0nIzWZnVP6sXf2cM5uXvTU/WNCLrO4Z1m0mkx0Wi1BM74kaNYwLuzMej9f3L2CoFnD+GvGF2g1GqKunGTFAP/H1p0QQgiRf/x9+ip/bD+co23W7TeFoxducPFmBF/MXMXgX1bSYugMklPT+WyymqGzVrNwc9bnwMVbD/LZlEB6jl/E7Tuxj7V1+04sX8xcxYeTfmfJ1kP6x2etDeKzyWoA1gT9y5AZK+k6ZgE3I2MIDrtDm+GzCQ67k6OvSwghhBB539kj+9i5akmOtjmkfS0unTzCmX/2MntUf6Z+0YvTh4PQZGYyZ9wg5owbRJ+m5UhOjGdr4FyGvl+P8JvXsrWRkpTALyM+Y+b/+nLi751PPVbQhmV8+2l7APasUzOxXxfmjBvErasXAPhz5WIWTBjK+kXZO9tvXDrL9OGfMP2rj7kTdov42Gi+H9CdUwf/eqXX7FyuAbEXDhBz/gDO5Rpwa+dvFG07ALe6ndCkP1xw29jEDJ1Wg06nQ5OeCjotdt5l8Xl/GGU/naYfhABAq0GnzXx4073cemJ3zwThUsHvqc8X7/AFPp1HEL5/1ROfDw0KxNTaDtdKb2+9Dc9KDQk9vZ+w0/vxrNSQMxvnU6XLIEo26kJm2iPn0cw8q69HpyMzPQWdVotL8XLU6DmcRkN+0Q9CAFnnW5P58PaM81i4ij9tvl3Gtb83YGRsTO0PRlH30/GY29hh6eD63Pw2ru5Y2DhkzcYwMnqtc/GuyvczIq7+MZKiXbKmT91YNRH3Rr24c3g96fci8WozQL9d5P4VWDi541iuIZfmDaR0n5mEbPyZzMQYdJpMivf87oWnT9l4+WLvU43b2+fi2bIvtkUrcmlef/2aD48yMbdCp9Nh4eSmfyx0+zxcqmWNgqbfu8Pd49uxKeyLmb0LAK412nL3xI5XPidC/Nfe2cOpc3963KHF4ynf5kMu358eV7XrEP12F3cuw8bVg8JV/Ng5pR/NvprDseU/kfoK0+NcipbFrUx1Tq79lcrv96dgiUrsnNIHM2s7XIuXo0qnAeyc0g/fForHpsdpNRou7FBRuGojAMLPH6ZgqSqUbanM2qdZD26dCKLZV3O48GcgYWcP4lWpAa7Fy+fMCRNCCJErDZ21mnEftwVg3KLNfNymLquDThARk8CX3R5+yQrceQRPV0f8q5Tis8lq5g9XMGXZTu7eSyRTo+XHvh0xMXmx63nKF3Onhm9RAKYP7MJfJy5xLcyTy7ciKV/cg0GdG/PZZDW9WtTi2MUQZn/Rna2HznL+ejheBZyyteVVwInpA7ug1WoZNnstAKevheJgY6XfppN/FTr5V2HTgdNcuRVJ0+q+1K/o8zqnTQghhBB51Lxvh9Br2HcA/DF1NC0DPmXf5lXE3omg02dD9dvtWafGpZAnleo2YvrwT/hi8m+smvMj8bF3yczM4NNvpr7wugtFSpendOWsK9cr1PIjKT4O9fRxVKztT79xM0hOjCcjLQ1rW3ta9+xLfOzdx9o4vHMTfu26U7leY34e/ilVGzR7bJu7kWHERIVj75zVQWxkZIyZhQUATgXciIuO5J9dmyhSujwOzgWy7btt6Tz6jZtB3N0odq5eQo9Bo6nVpO0Lvb4nMTI2wdTKXv+zU5m6XN/4C0YmJhibWeq3cyxTm6urfiAp9BJoNdh6lUGbnsblpd+iSU2klOI7TMyztvdo2B2Pht2fe+zMlASuLJ9A/LWThOxYiHeLT0m8fQkbdx99P+XNbXPxbvEZRsZZn19v7VpCUtgVMpPvUaz9F6TcCeHa6h9JCr+KjXsJrAsV5cammTiX9yMtLopi7Qa+8rl5GcYmJpjb2Ot/9qhQj+MrpmNsbIqJuYV+O4/ydfjn94nEhFzKGoS4v+7owYVjSE9OpH7fSZjeP49lmvWgTLMezz121JWTXN69Ak1mBp6VGgKwd+ZQNJnp+NR7D2MTE06u/ZVKHfrqz2PI8T1c2r0CMysbzKztKF63Dfvn/o+bx3ZRtGYLAI4GTibq8gn2/Tqchp9PztHzlRfl+4EIl6otifk3a/qUS9WW90fV0jGxsuPu8a3YlXjy9Knk0MskXDuObbHKpMeEkRYbgaWLJwCRB1aRdPPh9Cn70nVwrfb49KmCdToRsmEad49vRZOa+MTjlO47ByNjY64FjiEl6gZJN8/gVL4h9y4fASA1OgRzx4IU7fI/riwaikvVVpha2b7mWREiu2J1WnH98DbIwelxF3evIPoFpseVatSZo0unEnxgE+nJiRTwqUDwwU0cWDiGlKdMjzuzeSG+LZT8u3oGAEnREdi6egBgfL/j6MEfDtsCniTdff6i9EIIIfK+NnUqsPXwWXS6rJ8tzExJz9RgZ23Bxv2nqVm26BP3u3gzgqMXblClVGFC78QRdvcehQtmDRIs23WUU1dv67etV8GHdvUqPjXDqqATTOrdHnsbSzYeOM03CzYQGZtAbEIyreuUp/3IrHqxy8Z98sT9/zpxiTnr9xHQtAYZmRoCdx7hhz4d+PvUFf02k5f+yaGzwcwZ9vwvXUIIIYR4d9Vq2o5/dm8BnY5aTdthamZBZkY61rZ2HPpzA2Wq1HrifreuXuDSySOUqFCV6PBQYiLDKOBRGIC/1i8l+PxJ/bblatSndrOnlwBas2Aazbp8pL//95ZV1Gv17HI/MVFhlKxYDQCjp1xZvmHRLyi+/JbZo/sD4Pdedxp16MG1cyfZ+PssqjVsgVMBN3oNHc+sbz6ndrN2WNlkLdqcnpqKpbUNrmZexETmTH9AqZ7j9D8XqtmWQjX/M7DhWxeA8n2y+imKtOr72H6vwtTKDt+Pfsz2mK1XaUp0fVgWOzM5Xt8HAlC46YePtVO+3+xs9+v9lLOzhF9Uvd7f6X/2qf8ePvWz/7/lWTHrIu4mQ7PyVn7/88f2exUFS1amYMnK2R7zG/hTtvvpSdnPo3e1xnhXa5xtm0ZDss++qdFzODV6Dn+tbO+SfF+aybFsfe5dPEjchYM4lq1P2M5FFG49gIJ13kf7yLQfIxNz/fQpbUYqOp0Wm8JlKdJhKCU//kk/CAGAVotOo9HfeMq0H3OHApTo9T2F3xuCqbXDE7d58D+4mZ0zmtQk4q+dIObkTuLO/EXE3qWYO7rp9zW2sEaXmZ5DZ0aIh7zuT48LPb0fr0oNOb1xPlW7DKLUE6bH6e5Pj9Pcnx7nWrwcNXsOp/ETpsdpNZn629Omx1k7FcSv/2SqBwzFwtZBPz2u3jOmx90NPsv57b8Tdflfzm9XYePqRuLdsPvH1d0PkPVvYnQYNi7uOXWqhBBC5GJ+lUvy96mr/H3qKn6VSzJv49980aUJ3RpXIyXt4Wcoc1MTMjVZn/tS0jPQ6nSUL+7BSEVLZn3RXT8IAaDR6tBotfqb9v7flyeJS0hGpwNHO2uMjY0Z82EbJt4flHB1sGXlnuNsnTKA7z5th/rPI09so1HV0qwc35t1+05y4WYEsfFJjJy3npNXb+sHRIb3aM7oD1qzfNfRHDpzQgghhMiLKtT25+w/+zhzZB8VavuzRT2H93t/ScN23UlLSdZvZ2pmjub+d/n01BS0Wi1Fy1Sg+4BvGDDxV/0gBIBWq0GjydTfnlXqZuWvP1ChVkOKl62kf+zf/buoXO/Z5X6cC3pwNyLsqc/HRUcSHRmK6qcxXDv3L6cP/YXx/f4zB5cCpCYl4lzQHVsHRwAsra3JSE/T729uZUVaSjJ3I0NxLpQ3+wN0mRncu3r8hbb16fT6HeGhQYHYeJR87XZyG60mg4iLx15o25rKEa99vGv7Nz53rYl3Wb6fEWFkbIKJlZ3+Z4cydbi1+ReMjE0xNns47cehdC1urMmaPqXTarDxKkNkRhrBy79Fk5qET8/x+ulWhRp0o1CDbs89dkrUDW5vmY02LVlfBur2tjl4teqn3+byb1/cz2GErXc5bL3LAXBz/U8UrPM+li6eGJmZE7xsHCYW1pjZOefUqRFCz9jEBItHpsd53p8eZ2Rsiul/pscdfsL0uAMLx5Dxn+lxvs164PsC0+PuhV/nxKoZZKYmU7XrYACCZg5F+4zpcY2/mAnA7mkDKNtSiZGRMZeD1hIdfBbPSvUB8Krix75fh6PNzKR04+e/X4UQQuR9JibG2N8vY2RiYkz9CiWYunwnpiYmWJo//Fhct7wP43/fyoWbkWi0OsoWdSc1PZNvFmwgMTmNH/t1xNLcDABF85oomj95ZuB/rQo6QSe/yvr7Q2asJD1TQ/v6lTAxMaZ6aW8G/7KS2IRkhgU04+z1MKJiEmhcrTQA/16+xbLdR8nI1OBXuSQVfTyZP1wBwGeT1VQq4cXCzQe4FBLJvcRkhvdonhOnTQghhBB5lImJCdZ29vqfy9dswOq5UzAxNcXske/yZavXI3D6OG5dvYBWq6VIqXLsXqti8Y8jSUlK4NNvpmJukfVdvsn7Spq8r3zusQ9sW8OB7Wu5GxXGnbAQmnf9mJAr5/EsVkpf5mnf5pUcC9pO2I2rBAwazaWTR3AuUIjazdqxcOJX7N+2hgZtuwKw7ref6fjJEAAcXQsx/Oes9bGmD/+EinUasXPVEq6eO0HivVh6DBpDAY/CmJqbs+iHEVha22Lv5Mq88V/w4VcTadm9N3O/HQI6HT0Gj8mp0/1WVRgw760ez9O/51s93tvSfMTCt3q8J83yyE+MdLpnXLb1Djpx4gTVqlWj8tjt2BatYJAMD9aY+C9NWgrhuxbh1aZ/jh4j8cYZTn7bkuPHj1O1atXXblu8ux68P7r8sosCJSo9f4c36MEaEy/iiOqHHBmZ3j1tAI0G/4yxycPOqDtXT7FqcFN5/wghRB704O9a0MwvqVzC6/k7vAEP1ph4Faod/9CwckmKFHq9C02+V2+nW+NqFPfIqo988upt/AdOk79tQgghxDvmwWefqav341OuskEyPFhjIielpSSzRT2X93t/maPtPurRdTKunTvJsM71n/lZ6cG5Ltd3FjYeJd5YrtwqKewq5+YOeK3Pkw/OYZNhc3Aq/O7NtngRsbeusHtqv3zzuTzfz4gwBJ0mg/hrx7H3qZbtcRMLqxwZhIg+uhlzx4Kv3Y4QhvRgepxbmSev0/KonBiEiLpyEk1GGvDk+pNCCCHEq8jQaDl64YZ+weqXoWzx5LrNLyM47A4hkbH6GRxCCCGEEG+SJiODSyeP6BeszgkWVtZvdBAiPjaaS6eO0PyRtSyex9XVFUsra87NHfDGcuV2llbWuLo+Xi77Rbm6umJlbc3uqf2ev/E7zMr69c5jXiIDEQZQ5vO5b7R91xptca3R9vkbCpGLtXjL0+MKlqxM868XvNVjCiGEePctHtnLoMcv7lGAOUMDDJpBCCGEEPnHsOl/GDrCS7N3cqXfuBkvtY+3tzeXLl4gOjr6DaXK/VxdXfH29n7l/b29vbl4IX+fQ3j985iX5NuBiOTwK4aO8Nbkp9cqckbsLfl/5gE5F0IIkfddDok0dIRcRc6HEEII8W67HXzJ0BHytBc9f97e3vmmA/lNkXOYv+S7gYgHU6cuzx9o6Chv1etOlxL5w4Npcbvy+bS4/8pP0+SEEOJd4urqirW1FZ9NCTR0lFzH2tpK/rYJIYQQ75iszz7W/Dz8E0NHyfOspR9AiByX7xarBggJCXkj036Cg4Pp0qULP/74I02bNn3h/a5cuUL37t2ZMmUKjRs3zvFckL+m+YjXk5Pvj+3bt/PNN98wfPhwunXrliNtPsumTZsYN24co0aNomPHjjnWrrx/hBAi73rVv2sHDx5k2LBhlCtXjunTp2Nra/sG0r285ORkvvzyS06dOsXkyZNp0KDBK7Ujf9uEEEKId1NOfadPSEjg66+/5vjx44waNYp27drlQLqcFxcXx7Bhwzh79izjx4+nefPmOdKufFYSIufly4GIN2Xo0KH88ccfhIaGYm5u/lL71qxZk4IFC7J58+Y3lE6It+vcuXPUrFmTDh06oFarMTJ6O4tA9+3blyVLlnDgwAGqVav2/B2EEEKI/1i9ejU9evSgRYsWrFy5EisrK0NHyiYtLY2AgAA2bdrEH3/8QUCArAEhhBBCiJxz48YN2rRpQ1hYGGvXrqVRo0aGjvRMaWlpfPrpp6jVaiZOnMjIkSPfWh+EEOLFyUBEDklPT8fT05NevXrx008/vfT+8+fPp1+/foSEhODp6fkGEgrx9sTHx1OjRg3Mzc05fPgwNjY2b+3YaWlpNGjQgKioKI4fP46Li8tbO7YQQoi8b9GiRfTu3Zvu3buzZMkSzMzMDB3piTIzM/n000/5448/+PXXX+nbt6+hIwkhhBDiHXDkyBHatWuHra0tW7ZsoUyZMoaO9EJ0Oh3jx49n3LhxfPTRR8ydO/elLxIWQrxZxoYO8K7YuHEj0dHRfPLJq9Xh6969O5aWlixZsiRngwnxlul0Oj766CMiIiJYs2bNWx2EALCwsGD16tUkJiaiUCjQaDRv9fhCCCHyrmnTpvHJJ5/Qp08fVCpVrh2EADA1NWXRokUMHDiQfv368cMPPxg6khBCCCHyuDVr1uDn54ePjw+HDx/OM4MQAEZGRowdOxaVSkVgYCAtW7YkNjbW0LGEEI+QgYgc8ttvv1GnTh3Kli37Svvb29vTtWtXFi1ahFarzeF0Qrw9P/30E2vXrmXJkiWUKlXKIBm8vb1ZunQpO3bs4LvvvjNIBiGEEHmHTqdjzJgxDB06lJEjRzJ79myMjXP/x2RjY2N+/vlnxo4dy8iRIxkxYgQy2VkIIYQQL0un0zFlyhS6dOlC+/bt2bNnDwUKFDB0rFeiUCjYuXMnp06dom7dugQHBxs6khDivtz/DSsPuHXrFjt27Hjl2RAPfPLJJwQHBxMUFJQzwYR4y/bu3cuIESMYPnx4ji4W/SqaN2/Ot99+y/jx49m2bZtBswghhMi9tFotgwcP5rvvvvs/e3cdVkX2x3H8TYcCoiCKgt2NronYiY21toLdtdZau+qqa7euqGt3dwe2YneLlCIiHTd+f9wVl5+6ioID8n09z33k3jtz5jPjnXtn5sw5hylTpjBp0qRU1aewnp4e48aNY+bMmUyZMoVevXpJa0AhhBBCfLG4uDh69OjBL7/8wogRI1i7di2mpqZKx/omLi4unDt3DpVKRfny5Tl79qzSkYQQyBgRSeK3335j6tSp+Pv7Y2Fh8dXlaLVaChUqROnSpVmzZk0SJhQi+fn5+eHk5EThwoU5ePAghoaGSkdCo9HQqFEjzpw5g7e3Nzlz5lQ6khBCiBREpVLRpUsXVq9ezaJFi+jWrZvSkb7J8uXL8fDwoFWrVvz9998pumspIYQQQijv7du3tGjRgmPHjrFkyRI6d+6sdKQk9fr1a5o0acLFixdZuXIlLVu2VDqSEGmatIj4RhqNhmXLltG6detvqoQA3R1t7u7ubNmyRfqxE6lKXFwcLVu2xMDAgHXr1qWISgjQdVmxatUqMmTIQPPmzYmOjlY6khBCiBQiOjqaFi1asG7dOtauXZvqKyEAOnfuzMaNG9m8eTNNmzYlKipK6UhCCCGESKGePXtGpUqVuHDhAgcOHPjhKiEAMmXKxOHDh2nevDmtWrVi8uTJ0o2lEAqSiohvdOTIEZ49e/bN3TK906FDB9RqtbSIEKnKL7/8wvnz59m0aRN2dnZKx0nA2tqaLVu2cOvWLfr27at0HCGEEClAeHg4rq6u7N+/nx07dtC6dWulIyUZNzc3du/ezbFjx6hbty6hoaFKRxJCCCFECnPx4kXKlStHZGQkZ8+epXr16kpHSjYmJiasWrUqfkytrl27EhcXp3QsIdIk6ZrpG7Vu3ZobN25w8+bNJOtPuFmzZjx+/JgrV66kqj6KRdq0ceNGWrVqxezZs+nXr5/ScT5p+fLldOnSBU9PT7p06aJ0HCGEEAoJDg6mfv363L59m927d+Pi4qJ0pGRx5swZ6tevT968edm/fz82NjZKRxJCCCFECrBt2zbatm1LiRIl2LFjB5kzZ1Y60nezatUq3N3dcXFxYfPmzWTIkEHpSEKkKdIi4hu8fv2abdu24e7unqQVBu7u7ly7dg1vb+8kK1OI5HD79m26dOnCzz//nOJbG3Tu3JmuXbvSq1cv2beEECKN8vf3p0qVKjx69Ihjx479sJUQABUrVuTEiRP4+Pjg4uKCr6+v0pGEEEIIoSCtVsu0adNwc3OjQYMGHD16NE1VQgC0b9+eQ4cO4e3tTcWKFXny5InSkYRIU6RFxDeYPXs2Q4cOl4bYxwABAABJREFUxdfXF1tb2yQrV6VSkTNnTho2bMjChQuTrFwhklJYWBhly5ZFX1+f8+fPkz59eqUjfVZ0dDTOzs68fv2ay5cvkzFjRqUjCSGE+E6ePHlCrVq1iI6O5tChQxQqVEjpSN/F/fv3qVWrFvr6+hw6dIi8efMqHUkIIYQQ35lKpaJPnz4sXryYESNGMGHCBPT10+69yffu3cPV1ZXQ0FB27txJ+fLllY4kRJqQdr91vpFWq2Xp0qU0btw4SSshAAwNDenUqRNr164lMjIyScsWIilotVq6dOmCr68vW7duTRWVEACmpqZs2bKF0NBQ2rdvj0ajUTqSEEKI7+D27ds4Ozujp6eHl5dXmqmEAMifPz9eXl6YmJjg7OzMjRs3lI4khBBCiO8oNDSUBg0a4OnpiaenJ5MmTUrTlRAABQoU4Ny5c+TPn59q1aqxefNmpSMJkSak7W+eb3Dx4kVu3ryJh4dHspTfpUsXQkND5ctQpEgzZ85k8+bNLF++nAIFCigdJ1Fy5MjBmjVr2LdvHxMmTFA6jhBCiGR26dIlXFxcyJQpE6dOnSJnzpxKR/ruHBwcOHnyJPb29lSpUoVz584pHUkIIYQQ38Hz589xdnbm3Llz7N+/X8ZL/BcbGxsOHz5M06ZNadGiBVOmTEE6jREieUnXTF+pe/fu7Nu3jydPnmBgYJAsy6hRowYqlYoTJ04kS/lCfI2TJ09SvXp1Bg4cyJ9//ql0nK82fvx4xo8fz969e6lbt67ScYQQQiSDEydO0LBhQ4oUKcLevXuxtrZWOpKi3r59S4MGDbhy5Qrbt2+nZs2aSkcSQgghRDK5dOkSDRs2xNTUlD179lC4cGGlI6VIWq2WsWPH8vvvv+Ph4cGCBQswMjJSOpYQPySpiPgKERERZM2alYEDBzJ+/PhkW87atWtp27Yt9+7dI3/+/Mm2HCG+lL+/P05OThQoUIDDhw9jaGiodKSvptFoaNCgAefPn+fy5ctp8g5ZIYT4ke3evZsWLVrg7OzMtm3bUk03gsktMjISNzc3jh49yvr162natKnSkYQQQgiRxLZv306bNm0oXrw4O3bswM7OTulIKd7KlSvx8PCgSpUqbN68GSsrK6UjCfHDka6ZvsKmTZsIDw+nc+fOybqcZs2aYW1tzbJly5J1OUJ8ibi4OFq2bImenh7r169P1ZUQAPr6+qxevRpLS0uaN29OdHS00pGEEEIkkXXr1tG0aVPq1avH7t27pRLiX8zNzdmxYwdNmjShRYsWrFy5UulIQgghhEgiWq2WGTNm0KxZM1xdXTl27JhUQnyhDh06cPDgQS5dukTFihV5+vSp0pGE+OFIRcRXWLp0KTVr1kz2O6hNTU1p27Ytf//9N3Fxccm6LCE+Z/jw4Zw7d45NmzaRJUsWpeMkiYwZM7JlyxZu3rxJ//79lY4jhBAiCSxatIi2bdvStm1bNm7ciImJidKRUhxjY2PWrl1L586d6dixI3PnzlU6khBCCCG+kUqlonfv3gwePJhffvmFDRs2YGZmpnSsVKVq1aqcO3eO6OhoypUrx4ULF5SOJMQPRSoiEunu3bucPn062Qap/n8eHh4EBASwd+/e77I8IT5m06ZNzJgxg2nTplGpUiWl4yQpJycn5s+fz5IlS1ixYoXScYQQQnyDyZMn07NnT/r27cuyZctSfeu95GRgYMCSJUsYMmQI/fr14/fff5cBGoUQQohUKjQ0lIYNG7JkyRL++usvJk+ejL6+XPL7GgUKFODcuXPkzZuXKlWqsGXLFqUjCfHDkDEiEmno0KEsX74cX1/f73aHXZkyZbC3t2fnzp3fZXlC/NudO3coW7Ysrq6urFu3Dj09PaUjJQsPDw/WrFnD2bNnKVmypNJxhBBCJIJWq2XEiBFMmTKFsWPHMnbs2B/29yqpabVa/vjjD0aNGsWgQYOYNm2abDshhBAiFfHx8cHV1ZVnz56xefNmatWqpXSkH0J0dDSdOnViw4YNTJ06lSFDhsgxkhDfSCoiEiEuLo7s2bPTpk0bZs6c+d2Wu2jRInr37o2Pjw/29vbfbblChIeHU7ZsWfT09Dh//vwP3cd2dHQ0lSpV4s2bN1y+fBlra2ulIwkhhPgCarWaPn36sGjRImbOnMmAAQOUjpQqLViwgN69e9OlSxeWLFmCgYGB0pGEEEII8RmXL1+mYcOGGBsbs2fPHooUKaJ0pB+KRqNhzJgxTJw4kW7dujFv3jyMjIyUjiVEqiXttBJh9+7dvHz5End39++63J9//hkTExP+/vvv77pckbZptVrc3d3x8fFhy5YtP3QlBOjGZNm8eTMhISG0b98ejUajdCQhhBCfERcXR/v27VmyZAnLli2TSohv0KtXL1atWsXff/9N69atiYmJUTqSEEIIIf7Djh07cHFxwcHBgfPnz0slRDLQ19dnwoQJLF++nGXLluHq6srbt2+VjiVEqiUVEYmwdOlSypUrR9GiRb/rcq2srGjRogWenp5ycVR8N7Nnz2bjxo0sX76cggULKh3nu8iVKxdr1qxh7969TJo0Sek4Qggh/kNUVBRNmzZl8+bNbNq0ic6dOysdKdVr164dW7duZdeuXTRq1IiIiAilIwkhhBDi/2i1WmbNmkXTpk2pW7cux44dw87OTulYP7ROnTpx4MABLl68SKVKlXj27JnSkYRIlaQi4gu9ePGC/fv3f/fWEO+4u7vz6NEjTp48qcjyRdri5eXF0KFDGTRoEM2bN1c6zndVr149Ro8ezZgxYzh48KDScYQQQnxEaGho/In37t27adasmdKRfhiNGjVi3759nDlzhtq1axMSEqJ0JCGEEEL8Q6VS0bdvXwYOHMiQIUPYtGkT5ubmSsdKE6pXr87Zs2eJjIykXLlyXLx4UelIQqQ6MkbEF5owYQJ//PEH/v7+WFpafvfla7VaChQoQNmyZVm9evV3X75IOwICAnByciJv3rwcOXIkTfZ/qFarcXV15dKlS1y+fJkcOXIoHUkIIcQ/goKCqFu3Lo8ePWLPnj1UrFhR6Ug/pAsXLlCvXj0cHR3Zv3+/3GkphBBCKCwsLIxWrVpx8OBBFixYQLdu3ZSOlCa9evWKxo0bc/XqVVavXi03xAiRCNIi4gtoNBqWLVtGq1atFKmEANDT08Pd3Z0tW7bw5s0bRTKIH19cXBytWrVCq9WyYcOGNFkJAWBgYMCaNWtInz49LVq0kH6yhRAihfD19cXFxQUfHx+OHz8ulRDJqGzZspw4cYLAwEAqV67M8+fPlY4khBBCpFkvXrzA2dkZLy8v9u7dK5UQCrK1teXIkSM0bNiQ5s2bM23aNOQebyG+jFREfIFjx47x5MkTxbpleqdjx47ExcWxdu1aRXOIH9fIkSM5ffo0GzduJGvWrErHUVSmTJnYvHkz169fp3///krHEUKINO/hw4c4OzsTERGBl5cXJUqUUDrSD69o0aJ4eXmhUqlwdnbm3r17SkcSQggh0hxvb2/KlStHSEhIfNeJQllmZmasW7eOESNGMHToUHr27IlKpVI6lhApnlREfAFPT08KFiyo+F13WbJkoUGDBnh6eiqaQ/yYtmzZwrRp0/jzzz+pXLmy0nFShDJlyjB37lwWL17MypUrlY4jhBBp1o0bN3B2dsbExAQvLy/y5cundKQ0I3fu3Hh5eWFpaUnlypW5cuWK0pGEEEKINGPXrl1UrlwZe3t7zp8/T9GiRZWOJP6hr6/PxIkTWbZsGZ6enjRo0IDQ0FClYwmRoklFxGcEBwezdetW3N3d0dPTUzoO7u7uXLlyBW9vb6WjiB/IvXv36Ny5My1btmTAgAFKx0lRPDw86Ny5M927d+fatWtKxxFCiDTn3LlzVKlSBXt7e06dOoWDg4PSkdIce3t7Tpw4Qc6cOalatSpeXl5KRxJCCCF+eHPmzKFx48bUqVOHEydOkCVLFqUjiY/o3Lkz+/fv59y5c1SqVEm6sxTiP0hFxGesWbMGtVpNhw4dlI4CQL169ciaNau0ihBJJjw8nGbNmpEtWzaWLl2aIircUhI9PT3mz59PoUKFcHNzIyQkROlIQgiRZhw+fJiaNWtSpEgRjh07hq2trdKR0qxMmTJx5MgRnJycqF27Nvv371c6khBCCPFDUqlU9O3bl/79+zN48GA2b96Mubm50rHEf6hRowZnzpwhPDyccuXKcenSJaUjCZEiSUXEf9BqtSxdupRGjRqROXNmpeMAYGhoSKdOnVizZg1RUVFKxxGpnFarpWvXrjx//pytW7diYWGhdKQUyczMjM2bN/P69Ws6dOiARqNROpIQQvzwtm3bhqurKy4uLhw4cAArKyulI6V5FhYW7N27l5o1a9KoUSM2bdqkdCQhhBDihxIWFkaTJk1YuHAhCxcu5M8//0RfXy7dpQaFCxfm/Pnz5MyZExcXF7Zv3650JCFSHPk2+w+XL1/m+vXrig9S/f+6dOnC27dv2bJli9JRRCo3d+5c1q9fz7JlyyhUqJDScVK03Llzs3r1anbt2sXkyZOVjiOEED+0lStX0qJFC5o0acL27dvlLsAUxMzMjC1bttCyZUtat24trXSFEEKIJPLixQsqV67MyZMn2bNnDz169FA6kkikzJkzc/ToURo0aECzZs2YMWMGWq1W6VhCpBh6WtkjPqlnz57s2rWLZ8+eYWBgoHScBKpVqwbAsWPHFE4iUqvTp09TtWpV+vbty4wZM5SOk2qMGTOGiRMncuDAAWrWrKl0HCGE+OHMnTuXfv364eHhwaJFi1LcMZjQ0Wg09O3blwULFjBt2jQGDx6sdCQhhBAi1bpy5QoNGjTAwMCAPXv2UKxYMaUjiW+g0WgYNWoUkydPpmfPnsyZMwdDQ0OlYwmhOKmI+ITIyEiyZs1Kv379+P3335WO84HVq1fTvn17Hjx4QN68eZWOI1KZwMBAnJycyJ07N0ePHsXIyEjpSKmGWq2mfv36eHt74+3tLYOmCiFEEtFqtUyYMIExY8YwZMgQpk6dKuMWpXBarZZff/2VSZMm8euvv/Lbb7/J/5kQQgiRSLt376Z169YULFiQXbt2kTVrVqUjiSTi6elJjx49qFmzJhs2bMDS0lLpSEIoSrpm+oTNmzcTGhpKly5dlI7yUW5ublhZWbFs2TKlo4hURqVS0bp1a9RqNRs3bpRKiEQyMDBgzZo1mJub07x5c2JiYpSOJIQQqZ5Wq2Xw4MHxrc6kEiJ10NPTi///mjBhAv369ZNxlIQQQohEmDt3Lo0bN6ZmzZqcOHFCKiF+MO7u7uzbt48zZ87g7OyMj4+P0pGEUJRURHzC0qVLqVGjBrly5VI6ykeZmZnRtm1bVqxYgUqlUjqOSEVGjRrFqVOn2LhxoxzkfCUbGxs2b97M1atXGThwoNJxhBAiVVOr1Xh4eDBz5kzmz5/PyJEjpRIilRk6dChLlixh/vz5dOzYUY5NhRBCiM9Qq9X079+ffv36MWDAALZs2UK6dOmUjiWSQc2aNTlz5gyhoaGUK1eOy5cvKx1JCMVIRcRH3L9/n1OnTuHh4aF0lP/k4eGBv78/+/btUzqKSCW2bdvG1KlTmTJlCi4uLkrHSdV++ukn5syZw8KFC1m1apXScYQQIlWKiYmhVatW/P3336xatYpevXopHUl8pa5du7Ju3TrWr19P8+bNiY6OVjqSEEIIkSKFh4fTpEkT5s2bx4IFC5g+fbqMifWDK1KkCOfPn8fBwQEXFxd27NihdCQhFCFjRHzEsGHD+Ouvv/Dz88PU1FTpOP/JyckJR0dHtm/frnQUkcLdv3+fMmXKUKdOHTZu3Ch3myYBrVZL586d2bhxI+fOnaN48eJKRxJCiFQjIiKCZs2aceLECTZu3EijRo2UjiSSwN69e3Fzc6NixYps374dCwsLpSMJIYQQKYavry8NGzbkwYMHbNy4kXr16ikdSXxHkZGRdOjQga1btzJjxgz69+8v12ZEmiIVEf8nLi4OBwcHWrVqxezZs5WO81kLFiygX79++Pj4SDc74pMiIiIoX748cXFxXLx4US4KJKHIyEgqVqxIREQEFy9eJEOGDEpHEkKIFC8kJARXV1euX7/Ozp07qVatmtKRRBI6deoUDRo0oGDBguzbt4+MGTMqHUkIIYRQ3LVr13B1dUVPT4/du3dTokQJpSMJBWg0GkaMGMHUqVPp1asXs2fPxtDQUOlYQnwX0jXT/9mzZw+BgYG4u7srHeWLtGnTBiMjI1auXKl0FJFCabVaunXrxpMnT9i6datUQiQxc3NztmzZwqtXr+jUqZMM0imEEJ8RGBhI1apVuXv3LkeOHJFKiB9Q5cqVOXbsGI8fP6ZKlSr4+/srHUkIIYRQ1N69e3F2dsbOzo7z589LJUQapq+vz5QpU1iyZAmLFy+mUaNGhIWFKR1LiO9CKiL+j6enJ2XKlEk1XaxkyJCB5s2b4+npiTRuER8zf/581q5di6enJ4ULF1Y6zg8pT548rF69mh07djB16lSl4wghRIr1/PlzKleuzMuXLzlx4gRly5ZVOpJIJk5OTpw6dYo3b97g7OzMkydPlI4khBBCKGL+/Pk0bNiQ6tWrc/LkSezt7ZWOJFKArl27sm/fPk6fPo2zszMvXrxQOpIQyU4qIv7F19eXvXv3pvhBqv+fu7s7Dx484NSpU0pHESnM2bNnGTRoEP3796dVq1ZKx/mhNWjQgFGjRjFq1CiOHDmidBwhhEhx7t27h7OzMyqVCi8vL4oWLap0JJHMChYsiJeXF/r6+jg7O3P79m2lIwkhhBDfjVqtZuDAgfTp04d+/fqxdetW0qVLp3QskYLUqlWL06dP8/btW8qWLYu3t7fSkYRIVjJGxL9MmjSJCRMm4O/vj5WVldJxvphWqyV//vxUqFBBumgS8V6+fImTkxM5c+bk2LFjGBkZKR3ph6dWq6lbty7Xrl3D29ub7NmzKx1JCCFShCtXrlCnTh1sbW05dOiQ3AmYxgQEBFCnTh18fX3Zv38/ZcqUUTqSEEIIkazCw8Np27Ytu3fvZs6cOfTu3VvpSCIFCwgIoFGjRty6dYv169fTsGFDpSMJkSykRcQ/NBoNnp6etGzZMlVVQgDo6enRpUsXNm/eTEhIiNJxRAqgUqn4+eefiYuLY8OGDVIJ8Z0YGBiwdu1aTE1NadGiBbGxsUpHEkIIxXl5eVG1alVy5swp3RGkUVmyZOH48ePkz5+f6tWrc/z4caUjCSGEEMnGz8+PKlWqcPToUXbt2iWVEOKz3h0r1alTh8aNGzNnzhylIwmRLKQi4h8nTpzg8ePHqWaQ6v/XsWNHYmNjWbdundJRRAowevRoTpw4wYYNG8iWLZvScdIUW1tbNm3axOXLlxk0aJDScYQQQlH79++ndu3alC5dmiNHjpApUyalIwmFWFtbc/DgQcqVK0fdunXZvXu30pGEEEKIJHf9+nXKlStHYGAgXl5e1K9fX+lIIpUwNzdn8+bNDB48mP79+9O3b19UKpXSsYRIUlIR8Q9PT0/y58+Ps7Oz0lG+ir29PfXr18fT01PpKEJhO3bsYPLkyfzxxx9UrVpV6ThpUrly5Zg9ezbz589nzZo1SscRQghFbNq0iUaNGlGzZk327t2LhYWF0pGEwtKnT8/u3btxdXWladOmrF27VulIQgghRJLZv38/lSpVwtbWlvPnz1OiRAmlI4lURl9fnz///JNFixaxcOFCGjduTFhYmNKxhEgyUhEBvHnzhs2bN+Pu7o6enp7Scb6ah4cHly9f5urVq0pHEQp58OABHTp0oFmzZgwZMkTpOGlajx49aN++PV27duXGjRtKxxFCiO9q6dKltG7dmpYtW7JlyxZMTU2VjiRSCBMTEzZs2EC7du1o164dCxcuVDqSEEII8c0WLlyIq6srVatW5eTJk9Izgfgm3bt3Z8+ePZw6dYrKlSvz4sULpSMJkSSkIgJYu3YtarWaDh06KB3lm9SvX58sWbJIq4g0KiIiAjc3N7JkycLy5ctTdaXaj0BPT49FixaRL18+3NzcePv2rdKRhBDiu5g+fTpdu3alR48erFy5UsYpEh8wNDTE09OTfv360atXLyZPnqx0JCGEEOKrqNVqBg8eTK9evejTpw/bt28nffr0SscSP4A6depw+vRp3rx5Q7ly5bhy5YrSkYT4ZlIRge6uvQYNGpAlSxalo3wTQ0NDOnbsyOrVq4mKilI6jviOtFotPXr04NGjR2zduhVLS0ulIwl0fTxu2bKFly9f0rlzZ7RardKRhBAi2Wi1Wn799VeGDBnCyJEjmTdvHvr6cqgpPk5fX5+ZM2cybtw4RowYwfDhw+V3UgghRKry7mbAWbNmMWfOHGbPno2BgYHSscQPpFixYpw7dw57e3sqV64sY2yJVC/Nnx16e3tz9erVVDtI9f9zd3cnJCSEbdu2KR1FfEcLFy5k9erVLF26lCJFiigdR/xL3rx5WblyJdu2bePPP/9UOo4QQiQLjUZD3759mThxIlOnTmXixInSMk98lp6eHmPHjmXWrFlMmTKFnj17olarlY4lhBBCfJa/vz9VqlTh8OHD7Nixg759+yodSfygsmbNyvHjx6lVqxaNGzdm7ty5SkcS4qvpadP4rUe9evVix44dPHv2DENDQ6XjJIkqVapgaGjIkSNHlI4ivoPz589TuXJlevTowZw5c5SOIz5h5MiRTJkyhcOHD1OtWjWl4wghRJKJi4ujS5curFmzhsWLF9O1a1elI4lUaMWKFbi7u9OyZUvp0ksIIUSKduPGDVxdXVGr1ezevZtSpUopHUmkAWq1mmHDhjF9+nT69u3LzJkzpQWOSHXSdEVEZGQk9vb29O7dm4kTJyodJ8msWrWKDh068PDhQ/LkyaN0HJGMXr16hZOTEw4ODhw/fhxjY2OlI4lPUKvV1KlThxs3buDt7S2DlwkhfgjR0dG0atWKvXv3snr1alq1aqV0JJGKbd26ldatW1OrVi02bdqEubm50pGEEEKIBA4cOECLFi3IkycPu3btInv27EpHEmnMwoUL6du3L/Xq1WPdunUyJolIVdJ010xbtmzh7du3dOnSRekoScrNzQ1LS0uWL1+udBSRjNRqNW3atCEmJoZNmzZJJUQKZ2BgwLp16zA2NqZFixbExsYqHUkIIb5JWFgYrq6uHDp0iJ07d0olhPhmzZo1Y/fu3Rw/fpx69eoRGhqqdCQhhBAi3qJFi3B1dcXFxYWTJ09KJYRQRM+ePdm9ezcnTpzAxcUFX19fpSMJ8cXSdEWEp6cn1apV++FaDZibm9O2bVuWL1+OSqVSOo5IJmPGjOHo0aOsX79e7q5PJWxtbdm0aROXLl1iyJAhSscRQoivFhwcTM2aNbl06RIHDhygXr16SkcSP4jatWtz6NAhrl+/TrVq1Xj16pXSkYQQQqRxGo2GIUOG0LNnT3r27Mn27duxsLBQOpZIw+rWrYuXlxevXr2iXLlyXL16VelIQnyRNFsR8eDBA06cOIGHh4fSUZKFu7s7fn5+HDhwQOkoIhns3LmTSZMmMWnSJKpXr650HJEI5cuXZ+bMmcydO5d169YpHUcIIRLNz88PFxcXHj9+zLFjx6hcubLSkcQPpmLFihw/fpwXL17g4uLCixcvlI4khBAijYqMjKR58+bMmDGD2bNnM3fu3B9mfFGRuhUvXpzz589jZ2eHs7Mze/bsUTqSEJ+VZseIGDFiBIsWLcLPzw8zMzOl4yQ5rVaLk5MTOXPmZNu2bUrHEUno4cOHlClThmrVqrF161b09PSUjiQSSavV0r59e7Zt28b58+cpWrSo0pGEEOKLPHnyhJo1axIbG8uhQ4coWLCg0pHED+zBgwfUrFkTPT09Dh8+TN68eZWOJIQQIg0JCAigUaNG3Lp1i/Xr19OwYUOlIwnxgYiICNq2bcuuXbuYM2cOvXv3VjqSEJ+UJisiVCoVDg4OuLm5MW/ePKXjJJt58+YxcOBAXrx4gZ2dndJxRBKIjIykQoUKREVFcfHiRaysrJSOJL5SREQE5cuXJzY2losXL2Jpaal0JCGE+E+3bt2iVq1apEuXjsOHD5MjRw6lI4k0wMfHh1q1ahESEsLBgwcpXry40pGEEEKkATdv3sTV1ZW4uDh2796Nk5OT0pGE+CS1Ws3QoUOZOXMm/fv3Z/r06RgYGCgdS4gPpMmumfbu3UtAQMAP2y3TO23btsXAwICVK1cqHUUkAa1WS8+ePXnw4AFbtmyRSohULl26dGzdupWAgAA6d+5MGqwTFkKkIhcvXsTFxQVbW1tOnTollRDiu3FwcODUqVPY29tTpUoVzp49q3QkIYQQP7iDBw9SqVIlMmTIwPnz56USQqR4BgYGzJgxg/nz5zN37lyaNm1KeHi40rGE+ECarIhYunQpTk5OlCxZUukoycra2ho3NzeWLl0qFzl/AEuWLGHlypX89ddfFCtWTOk4Ignky5ePv//+m61btzJ9+nSl4wghxEcdP36c6tWrU6BAAY4fP06WLFmUjiTSGFtbW44dO0bRokWpWbMmhw8fVjqSEEKIH9SSJUuoX78+zs7OeHl54eDgoHQkIb5Yr1692LVrF8eOHaNKlSr4+fkpHUmIBNJcRYSfnx979+794VtDvOPh4cH9+/c5ffq00lHEN7h48SL9+vWjd+/etG3bVuk4Igk1adKEYcOGMXz4cE6cOKF0HCGESGDXrl3UrVuXChUqcOjQIaytrZWOJNIoKysrDhw4QJUqVXB1dZUx0IQQQiQpjUbDL7/8Qvfu3enevTs7duzAwsJC6VhCJFr9+vXx8vIiMDCQcuXKce3aNaUjCREvzY0R8ccff/Dbb7/h7+9PhgwZlI6T7DQaDfny5aNy5cqsWLFC6TjiKwQFBeHk5ES2bNk4ceIExsbGSkcSSUylUlG7dm1u376Nt7c39vb2SkcSQgjWrFlDx44dady4MWvXrsXExETpSEIQGxtL+/bt2bx5M8uWLaNjx45KRxJCCJHKRUZG0qFDB7Zu3cqMGTPo378/enp6SscS4pv4+vrSsGFDHjx4wMaNG6lXr57SkYRIWy0itFoty5Yto0WLFmmiEgJAX1+fLl26sGnTJt6+fat0HJFIarWaNm3aEB0dzaZNm6QS4gdlaGjI+vXrMTQ0pGXLlsTFxSkdSQiRxi1YsID27dvTvn17NmzYIJUQIsUwNjZm7dq1uLu706lTJ+bMmaN0JCGEEKlYQEAA1apVY9++fWzbto0BAwZIJYT4IWTLlo2TJ09SrVo1GjRowIIFC5SOJETaqog4efIkDx8+xN3dXeko31WnTp2Ijo5m/fr1SkcRiTRu3DiOHDnCunXryJ49u9JxRDLKnDkzmzZt4vz58wwdOlTpOEKINEqr1fLHH3/Qu3dv+vXrh6enJ4aGhkrHEiIBAwMDFi9ezJAhQ+jfvz+//fabjIcmhBAi0W7dukX58uV5/vw5J0+epHHjxkpHEiJJpU+fnm3bttG3b1969+7NoEGDUKvVSscSaVia6pqpffv2nDt3jvv376e5Gu4GDRrw8uVLLly4oHQU8YV2795Nw4YNmTRpEiNGjFA6jvhO5s6dS79+/Vi3bh2tW7dWOo4QIg3RarUMHz6cqVOnMm7cOMaMGZPmjpdE6vKu4mzUqFEMGDCA6dOno6+fpu6zEkII8ZUOHz6Mm5sbOXLkYPfu3Tg6OiodSYhkNW/ePPr370/Dhg1Zs2YN6dKlUzqSSIPSzJF6SEgImzdvxt3dPU2eVHt4eHDx4kWuX7+udBTxGf369WPu3Lm0b9+eRo0aMWzYMKUjie+oT58+/Pzzz3h4eLBw4UI8PDyUjiSE+MHdvXsXlUpFjx49mDp1KrNmzWLs2LFp8nhJpC56enqMHDmS+fPnM2vWLDw8PFCpVNy9e1fpaEIIIVKg2NhYAJYuXUq9evWoWLEiXl5eUgkh0oQ+ffqwc+dODh8+TJUqVfDz80Or1cbvF0J8D2mmRcSCBQvo168fPj4+ZM2aVek4311cXBwODg60atWK2bNnKx1HfIJKpcLS0hJra2uMjY05ceKEHBSlQYGBgVSpUoWQkBBevXpFWFgY5ubmSscSQvyA9u3bR/369WnSpAk7d+7E09OTTp06KR1LiERbvXo1nTp1on79+uzatYtt27bRpEkTpWMJIYRIIbZv346Hhwfu7u5MnTqVHj16MHfuXOmCUqQ5V69exdXVFQMDAzp06MCOHTu4evUqBgYGSkcTaUCaaRHh6emJq6trmqyEADAyMqJjx46sXr2a6OhopeOIT7h9+zZRUVEEBATg6+srAzCmUQsXLuTRo0cEBQWh0Wi4evWq0pGEED+ov/76CwsLC/bs2cPUqVOlEkKkWu3atWP69OkcOHAAS0tLli5dqnQkIYQQKciUKVPQ19dn6tSpTJs2jQULFkglhEiTSpYsyYULF8iYMSMzZ87k5s2b7N+/X+lYIo344Ssixo8fT6NGjfD29qZLly5Kx1FU586dCQ4OplOnTrRt21bpOOIjtmzZAkC6dOn47bffGDt2rMKJhBJ++eUXpk6dipWVFQDr1q1TOJEQ4kfk7+/P9u3bCQsLIy4ujsWLFysdSYhv8tdffxEbG0toaCh79+7l2bNnSkcSQgiRAhw9epRz584RFBRE+vTpuXjxonRBKdK08PBw7ty5E98KQroEF9/LD18RERwcjJeXFxkyZKBjx448f/5c6UiKiIuLo2rVqjg6OnL06FFev36tdCTxEV26dGHEiBEEBAQwfPhwLCwslI4kFGBubs7AgQPx8/NjzJgx9OnTR+lIQogfkL+/P6amptSrV4+NGzdy8eJFpSMJ8U3OnDnD5s2bcXV1xdTUFD8/P6UjCSGESAH27NmDnp4eTk5ODBkyhN9//13pSEIoKn/+/KxYsQI3NzcsLS158OABaaTnfqGwH36MiH/fVd6pUyeWLl2aZvs9mzRpEqNGjQLAzc2NzZs3K5xICCGEEEIIIYQQIvlotVq0Wi36+j/8vbhCfBWNRiP7h/gufvhPWUxMDADdunVj2bJlabYSAmDkyJHMmzcPgKioKIXTCCGEEEIIIYQQQiQvPT09ucgqxH+Q/UN8Lz98i4iIiAh27dpF69atlY6SYuzbt4+iRYvi4OCgdJRk9/z5c4KCgpSO8d3Y2Njg6OiodAzxL2ntM/gx8rkUqZ3sxx+S/Vp8T7IPfkj2QSFEUpLv2Y+T71qRWsk+/SHZn1OGH74iQqRdz58/p1ChQkRGRiod5bsxNzfnzp078uWaQjx//pyCBQsRFZV2PoMfY2Zmzt278rkUqVNa/C35EvJ7I76X58+fU6hgQSKlNW8C5mZm3Ll7V/ZBIcQ3e/78OQULFSJKjnU+YGZuzl053hGpjJy/fJycv6QMhkoHECK5BAUFERkZycA/PXHIXUDpOMnO5/E9Zg51JygoSL5YU4igoCCioiIp23c+FtnyKx1HEWG+97kwt7d8LkWq9e63ZKXnYgoVSJv78f+7c+8+Hdy7y34tvougoCAio6JY2LMu+e0zKh0nRbjvF0zPhftlHxRCJImgoCCiIiOpP2wRmRzlWOed18/vs3dKD/muFanOu/OXZX8Mo0CuH78nlC9x74kPXUZMkf05BUjyioi02PznezTv+dG26/dsEuWQuwB5ipT6omkDXzzj0OYVtBswFrVKxbxfe9F/8pJPTh8bE42xiel/lnn1zFHOHNjO6wBfWvUeQf7iZQB4dv8WO/+eR1xsDKVd6lClYSsAju1Yy/Gd6xnvuZMjW1dx9uAOMtrZ06B9TxzzFvrCtRYpiUW2/FjnLp6oeSJePufJ0TUUbT0CjVrF5UWD+Kn3nE9Or46NxsD4vz+LgddP4HtuN5HBfhRuPpiMeZ0SvH912UgMzS0o2noEAC9vnuLq8lHUnn6Sl7dOc3vTNCzt8+JQ2Q3bQuUTtT5CpHaFCuTHqWSJ77IsrVaLnp7eJ9+Li4vD2Nj4P8tYv2kLx0968cLPj3kz/iRnDt1v7rETp1i7cRNhYeF069KJ6lVdqFS9NsWLFiV3rpwMHdgvyddHiKSQ3z4jJXLZffJ9r9s+PAkMoX21Yv9ZzpQtZ2lRqRC5s2T45DQ9FuxjUa96n3w/OlaFqfF/n0ZtOXOXYzeeYWigzzC3CmS1Tg9AYEgEI1cdJ2N6UyoVyk6T8gUYv/4UoZExnL7zglUDG7H17D0eBbzBwsyYYW4VyGyV7j+XJYQQSSGTY37s8n39sc7bgOfc2LcK586j0KhVHJjRn3pD539yelVsNIafOX955n2c+6d2ERbkR4W2Q8hasDQAcdGRHJk/jPDXgTSftBGA0ysnc/fYVjovPYO+gSGnV07hje8jTMwtqNhhGOmsM3/1ugmRGhXI5UCpwvm+at5nvgEs37qfcX07oVKp6TVuJksmDPnk9NExsZia/Pf5ydFz3mw7dArfwCBGdG/LT8UKJnh/8OQFWKQzZ1zfThw5e5kNe46h0WiYMbI3V+88ZOLC1eTPlZ3W9atTqfR/H++JlCtJKyKeP39OgYKFiE5j3ZCYmplzLxm7HdE1SS9AZFR0spSvBHMzU+7cvad4TeSRrau4ffkMtvaOZHHMRaFSFT47T+ibII7vXM+j21dp0K4n+YqV/s/pS1asTsmK1Xl8+yr3rl+Kr4jIkb8IfScuBGD64E5UadiK14F+BL/0xyqjDQB6+voY/VPRkdE2y7esqkjhnh5fT9Cdc5jbOpDeLgeZCpT97Dwxoa95fmozb57cIG9ddzLm/e8KN7viVbArXoU3T24Q/MA7QUWEv/chLB0KEvnaFwBVdASB10+SIUdRQDfAm6GJGRpVLOY22b5hTYX4ca3duJkTJ72wsrJk6sTfaO/enVWei1m6YiV5c+dGq9Wyev0GLC0syGBlhXun9iz6azmBr17SsW0bsmezp3O3XtSuWZ0BfXpiZmYWX7bPixesWruB+w8fMWbEL+TOlfM/s7Ru4UbrFm5s27mbu/fvx1dEVKtSmWpVKhMS8pZR436nelUXzM3MiY2LxSG77Nsi9bjtE8SWM3cJDImgf8Of4l9/9vItU7aeJWN6M9pWKcKjgDccuf6U6FgVv7WpAsCyw9cIDImgVeVCVC7swJBlR0hnakyerBnoWvvjv6Wvw6LYdPoO15++xKNWSZzy/Pdx2cGrT1jQow73fINZc/wmQ5rqKvAv3PejUdl8NC6XH/c5u2lSvgBjW1dGo9HiPnc3+ewzYmigj5GBPqbGhliZmyTRFhNCiKR18+BaXtw4h6WdAxmy5iRbkXKfnSfy7WvuHNlE4MNrlGrclawFnP5z+hxOVcnhVJXAh9fxv3s5viLCyNScuoPnsmdy9/hpK3UYTmigT/xzfQMD9A0MMTQ2xSSd1VeupRBpw6odBzntfRPHrJnJ7WBPhZKFPztP0Ju3rN99hKt3HtKjTWPKFP3vnkiql3eienknrt55yMUbdxNUROw7eZ5CeXLwIuAVAGt3HWHpxKGcuHCNbYe8yO2QFTNTE2LjVDhklUrF1CxJKyKCgoKIjookf9e5mNt/Xa1bahPp94D7f/VN1uY9uibp0cx1y0s+G7PPz5DCPQiKou+WhymmSZRT5dpUqtuUmcM8KFSqAt4nDxL65jV8ZPiUeaN7o4ce9dt2o1HHPgCEvH7J5sV/Jpiu/aDfMDF9/3+1d+0Szh7cTrfRMz4oc9fK+VRppBtMfduyWXQY9Bvzfu0FQNVGP1O9SVse3brCjr/n0bbf6CRbb5HyZClVg+zlG3JhXh8yFShLwJWjxIYGo+XDz+LlRYNAT488dbqQz1V3AB799hV3t81OMF2xNqMwMH7/WXx0YDkvzu+mVJc/4l+LjXhL0N3z5K7ZgSdH1wBwb8c88jfozrUVYwCwKVge28IViXoTyO0NUyjd48PPshBp3ePHTyhauBBuTRt99P2/16zDc+FcLl725sChIxgZGhEbF0tWOztWrV3PiKGDKF6sKCOGDkown2uzlhQpVJBuXTqRN09uAO7eu89iz+Xx05iZmTFp/JgE802Y/CenzpxlxZIFH2SZMmMWHp07AHBg11b09fVp3aELjRvUT1ABIkRKZWxoQKxKjYWZMbsvPuSnfFkBXSXDqBaVyJbJAoCZOy+wpHd9vB8FsPnMXQCaVypIvqwZGb3mBCq1hqrFcuBWsSDd5u/9aEXEgKWH0NMD95ol6VFXd9Hs1dtIZu28kGC6X1s5Y/ZPS4mutUsy7O9jZEpvRlDY+5u0apTIycSNp7n8KICAkIj414/ffEblIrrj4oGNyqKvr8fuiw/YfOYubasUTarNJoQQSSrXTzUp4NKIvVN7kq1IOZ5cPEJUaDAfG4r0wMwB6KFHyUbulG7WA4CIN684v35mgukqdxmNkcn7Y5ErOz154LWLGn2mJCpb+Z8Hoaevz32vXdw5upliddt+xRoKkXbUqfQTTWtXxmPkVCqULMxBr4u8Dnn7sUtj9Bo3Ez09Pbq3bkif9s0AePk6hD+Xrksw3W/9u2Bm+v6misXrd7HjsBczRvaOfy0kNJyzV27h3rw+y7fuB0AP3c2Q2bPYcvbqLdo3rkXlMsXxf/Wa3+evZMG4gUm/AcR3kSxjRJjb5yN9jsQ1k4l5E8Br7/3Y1+j0wXtPt0wmp9vwLy7rycYJaOKiMc6QBQfXPvGvR/jc5sW+hYCWHG4jiH75lFfntqGODidL1XZkKOTMtYkNSedQGFPbHGSv1ytR65Dc8tmYUcw+faLmCQiNZf+dYDqV+/CurcmHnzO85pdXBEw4+IzoOA1ZLI3pU/n9XZO3AyJYeNoPrRZG1HQkW4bUdeeWWq3S/RsXB4CTS+0EXTP9W/023Ti5eyMHNiyjTNW6lHKuBVotapX6P5dRv003KtVtyto5E+g57v2F4oObVmCe3pIyVeoSEhTI6wA/Vk4fzaNbV7l29hglKlQDwCpTZqIiwpJytUUKpP3ns6hV6T6LWUpVT9A107/lqduF515beXx4JVmdapGlZDXQatGq//uzmKdOZ7JXaMitDVNx6joVgNf3LxHzNog7m6fz9sU9ctVoR8izW9zZOos3T67z4uxOslfQXVg1TmeFOi4mqVddiB/Cr8OH4n31Gr0GDGHRnBnx3StFRSYcZPfd66vXb6BFsybkcHBg8IhfAbC0sPig3OGDB7J1x07mLVpCs8aNqFypAlqtFtW/fnvUH9n3fx0+lIuXvVm1dgO/DOof//qEyX9S1cWZUiV0Xcbp6+vrlm1pQWxsnFREiFThr4NXGNq0PM9fhbLf+1GC9/Q/0bXZO5ZmJpgY6SoygE92hfaOe60SbDlzl7+PXqd2qdxUL54DLVpUGs0n5ymTNytl8mbl7N0XeD8OjH/d3MSIie2rotFo6Txnd/zrW8/eY2I7XYsNfX1dHhtLc3xfy/GfECLlenf+olHp/s31U40EXTP9W6lG7tw5uoVre1aQp3wdcpauDmjR/FPGp5Rq5E4Bl8acXvkHtfpN/+Jsev8c35hnsCXslV8i1kqItEn1z/lE3D/HR7Wdf0rQNdO/dW/diI17j+G5aS/1qpSjVsXSumOjz1yP6N66Ic1qV+b3+SuZM1rXJez5a3d4GRzCpMVruPPwGV3c3neP6Rv4CvvMNvHnK9aWFsTExiXZOovvT7HBqiN87/Fiz1zM7HITHfQcx8aDiXsbSMjdM/gfWU76HMXQajU4NhxAzD9dhXyJ6KAX6BkYkqflBB6sGIomLhp9I13XNv5HV5C34xTi3r4i8ORacjQdSoZClVBFvuXplslkKOSMvrEZGlUcJhlTZ/cE915GMvekL7kzmfI8JIbBVbMTGB7LmSdvWX4+gGL26dBoYUCV7Pi+/fKLiS9CYjDU12OCay6G7nhEdJwGUyPdF8GKCwFMaZibV+FxrPUOZGh15Vs5JMblE/u5ffkMZarW/ey0uQuVIHehEsTFxnDu8C4eXL9EwVLl6D7m03eHn9yzibtXzhMZ9pY6rbrg//wxp/ZsokSFamxe/CclK9XgzasAmncfyrDZqwGYMbQLJSpU4+CmFTy86U342ze07T/mk8sQPwZ/78ME3TlPFqdan502Q86iZMhZFHVcDH4X9xH80JtM+X+ilPsfn5zH5/Q2Xt+7SFxkGLlqtic84Ck+p7dSyG0QWUvViB+XIp2tA5V+WQnAhTm9yF6hEb4X9hJw5QhxUWHkrdc1ydZZiB/JkmUrePjoMWamplikT0/+vHmYMn0WFy97U6xoETq2/ZnufQdgZmpGzhwOVChXlsWey8mbO/d/llu5UgUqV6pAeHg4G7Zswy6zLYUKFmDujKmfnGfhEk/u3LvPm5AQRg8fyvGTXjx9/hxzMzM2bd2Or58/z5770Lp5M3oPHIq5mRn2WbJgZWWZ1JtFiGRRqVB2Zu64gIGBPqZGBvGvd65ZnImbTpPZypxWlQvT4Ke8DFl+hMiYOMa2rsyKI9cTlFOtWA6GLDvC5Uf+lP5Ed0vFcmSmWI7MxMSp2Hv5Ed6PAvgpnz1TOlb/ZL793o84fE3XJdQf7avyJDCErWfv0a1OKUatOk6sSo1H7ZIAvAnXdb9qlU53zjJ75wV8XofxJjyaqZ0+vQwhhFDa4wsHeXHzLLnLfv78JXOeYmTOUwxVbAwPz+wl4J439oV/omafTx/P3D22Fd/bF4iJCKWEa0dC/J5w59gWKrQdwpH5wwi4dwWvv//AueMIvLcvwe/ORQ7P/QUXj7Fc272c0Jc+RIeFUOM/liGE0Nl/6gKnvW9S1+Xz3USXKJiHEgXzEBMby66jZ7h08x7lShRm5sg+n5xn077jnLt2m9CwCLo0r89jHz827jvO8G5tqFP5p/hxKRzt7fi5YQ16jp2JWq1m2vCe7Dx6hgOnLhAWEUmvNo2TcrXFd6ZYRUTgqXXkaj0OtBqebp6U4D3L/OXIVsuDe3/1/ei8vgf/Iibofd9/mUrXw6qArm//2JAATDLaA2BkkYm4sNfxlQrq2GgMTMzRy2hP7JuA+Plf7JlPFhddM72ig9ejp6/P3YU9yFiqdoIuTVKDdd4vGVc3JxqtlkmHnyd4r1wOSzwqZKXvlgcfnfevs/74hLwfh6JeoYxUyKnrSzEgLBZ7K93AM5nSGfE6Mo5sVrqWD9EqDebGBthb6REQGpscq5WsqjVpS8mK70/y2g0YC4CBoeEnB6o2Mjahcv3mX1S+i2sLXFxbJHitZc9hACw5fOuj8wz6cxkAtVt0onaLTl+0HJH65ajSErviVeKfvxs0Wt/A8JMDVRsYmeBQsckXle9QqSkOlZomeK2Q2/uWFukyO8Yv852y/XRdumQrW59sZet/0XKESKu6demU4Pmvw4cmeP7w0WOyZLbDL8Cfpo0akjtXTiqWT9if8u9jR32y/PTp0+Pesf0XZenZzT3B8/z58sb/3dIt4ffAKs/FX1SmEClJo7L5aVQ2f4LXnAs7ADCve5341wpky5RgumFu78cDezfd3H9ND3xyoGoTI0Oalv/v/o/fqeuUh7pOeeKfW5ibMLiJbn+f0612gmmt05smyNy/0ecvAAghREpQpFZrcjhVjX/u3Fl3HKNvYPjJgaoNjU0oWLXpR9/7fwWrNaNgtWYJXqvQVjdgbo3eCbtqcmrSDacm3eKfl2s94IuWIYTQaduoJtXLvx+3ZVzfTgAYGhp8cqBqE2Njmtet+kXlt6hXlRb1Ek47vFub+L9zZMsSv8waFUpTo8L78VgbVa9Io+oVv2g5ImVTrCLivQ+bQhuYmOv++Eg/ZABajRqt5n1zn3/3P2icIQtvrh8BIC4sGCOLTP8q1wx1TBRxoa8wttbd8fR850ysClUk/bsBWf9p7mNgZqHrHiWVVUS887EW5ubG+v85j1qjRa15vy3/3Q9cFgtjjtx/A0BwZByZzI3i3zMzMiAqVs2riDiyWBp/W/DvrEazL7ugI0Ryy1m1tdIRhBDJLG+e3EwY96vSMYQQQgghvlnR2m0+P5EQIlVo37j25ycSIgkoVhFhV/lnnqwfj6lNdgxM0iVq3ux1e3zyPVOb7GjUKh6vG4uprSP6RqY8WjWSnC1Hk6VqBx6tGo5WqyVHs2G8urCToIu7iQ0JICboBTblGvNo1Uj0jc0wzmCHoXnq657gZ6fMjD/wlOwZTEj3mYqH/9ejkv0n38uewQSVWsvYfU9xtDbF1EifkbsfM7p2Djr8ZMfw3U/QomVYKuuW6b+8DvTn3OGduLbt/sF7q2aOo/3AcV9c1oo/RxEbHU1Gu6w075awJtnn0V1GdajL8hMP8X36gN2rFqLVaHj+8A5T1h351tUQqVhUcAC+F/aSt26XD967uW4SRX8e+cVlXV/9G+rYKMwyZqVgk37xr9/ePIOoYD9UkWGU7jEDrVbLVc8RoK+PQ8XG2BQqj/fiIRiaW2DlUJA8dTonyboJkRb5+fuzfeceenX3+OC9X8dNSFQlxbBfxxIVFU02+6wMGzwgwXt37t6jer1G+Dy4xb37D/h98p9YZ8hAS7emlPupNN37DsTSwoKihQt90HJCiB+V/5tw9l56iHutkh+8N3HjaUa1rPTFZY1bd5LoWDVZrdMlaL2w9ew9vG774BccztRO1XC0tSI6VkWjiZsY1aIiVYrmYNSq44RERJPO1Fi6XRJC/HDCX/vz4PQeSjX68Fjn1PIJVO785cc6J/4ahyo2ivSZsiZo3XD32FaeX/MiLMiPmn2m8jbwOWdWTSWTQz4KVW9O9mK6lm+XNi8g8OE1XIdLy08hvpbfy9fsPHqaHq0bffDe2DnLGd/vy68PjJqxlKiYGOwz2zDEvVWC9+4+fk7dLkN5eHgtD569YMHa7Wg0Wu48esbBZdMY+Mc8AA6fvsz5zQuxTJ+468gi5VCsIsLY0hZTGwdi374kS5W2mNo4kKOZrrsaCuqa2xToNjfBv18qV4uE3Rrkaa/r+im9YxHye7wfKNg0UzZsyybcmRK7rJTGNp0RDhlMeBkeR9vSmXGwNmVYDV3lQMVcum6W5rrlS/DvlxpVO0eC55Ma6Pq0LpIlHbOb5f3YLKnK8we32bT4T7LlzEfgi6e07jOKN68CuHH+JHtWLyJPkVJotRpa9hzGK7/nny/wHy99n2NgaES30ROZN7o3sTHRGJvo+gBWq9Uc3LicUs41AXDMW4he4+dw9fQRcj0rnizrKVKutz53ubttNhZZ8xDx8jmFWwwhOiSQl7dO82ifJxlyFwethkJug4h89eKLy4145YO+gSHFu/zB5UWDdN3UGes+g4Wb67pmerBnMaEv7hHm+xBHl+bYFa/Chbm9MbHMhFXOIhRo1JsLc3qRq0Zb9A1TV8snIZRy6/Yd/pg2k/x58/Dk2XPGjhyGf0Agx096MW/REkqXKolGo2HUsCE88/H5fIH/ePbcByNDI6ZMH0+3Pv2Jjo7G1PT978rSFSupXVN3gfPA4SMM7t+H0qVK0rZzVywtLShRrAhDBvSjvXt33Du1x9hY9mnx47n7IoiZOy+SJ0sGnr8K5Zdm5QkMicDrtg9LD12lRE47NFotg5uUwyco9IvL9QkKxcjAgHEdXRiw9BDRsSpMjXWnVM0qFKBZhQLsufiQB35vcLS1YsG+y7iWft9F08T2VQEY5Hk4SddXCCGUEPT0LufXzcQ6ex7eBjyjYvthRLwO5Pk1L67s+Au7fCXQajRUaDuE0MAvP9Z5G+iDvqEhNbpO4cDMAahiozH85/zlXXdND7x2E+zzAEMTU4xMzFCrYrHInB2Al49uYJLeKlnWWYgf2e2HT/lz6Xry5sjOM98ARvVsR8CrYE5evMbCtTsoVTgfGq2W4d3a4OP/8ovLfe4XiKGhATMG9abXuJlEx8RiaqI7B1Gr1Szfso+aFXVdMRXKk4O5o/tz5OxlHj7Lg6GhAXNH9yc0PIKYmDiphEjlFKuIMLLISI5mvyi1+B9WxnRG/FLjx2mV8D0d2vw37iOmoNVoWDk94cDQRX6qRMMOvZn5y8fvHN359zxe+j6Lf16+ZiOKlq0MQPBLf2yy6g6IrDLa8jY4CNt/nu9ds4jaLTuz9a+Eg12f2L0R9+GTk2zdROrw9OhaSnT8DbRabqyZkOA9m8LlyVe/Gxfm9v7ovA/2LCbi1fuD+2xl62NbWFepG/0mALNMurFyTKxsiAl9jblNtvhpY0JfE/LkJnnrefDyxims85bSvaGnR4acxXhxbjfXVo4l+u1LYsNDMM2QOSlXW4gf1rKVq5kxeSIarYYRY35L8J5LpYr0692DDh4fb+U5e/5Cnj57X+ndpGEDqlTW3bHt5+9P9uy6fTizjS2vgoJwyK77XZm/6C88OnVg6kzduDJtW7Xktz+msnXHLsLCwylVojhbd+xiyIhfCQx8SfCbN2Sxs0vydRdCaauP32JC2ypotFp+3+CV4L0KBbLRva4TPRfu++i8i/Z74/PqfeVE/TJ5qVRIt48FvAnHPlN6AGwtzXkdFkW2TBbx007bdo5z93yZ170Olx76Y2+dPkFvs89evmXatnNYmpsk0ZoKIYRybuxfTdUeE0Cr4aRnwmOd7MUqUrppd/ZO+fixzuWti3gb+P5YJ18lVxyK6451Il4HYGGrO9Yxz2BDZMhrLDO/P385u3oaL26epd7Q+aSzzoxD8UqEvw7g9MrJ1Oz7JzcPrKVaz0k8v3oyqVdZiB/a39sOMGVoDzRaDWNmLUvwnnPpYvRu1xT3kR8f/H3eqq088wuMf96oRiUql9HdYOv/6jXZs9gCYJsxA0FvQsieRXddYdG6nXR2q8eMZRsTlLdh7zGmDH3fQ8nGfcdxq1MFkbolru+eFODeko8PYP01Ar02cGt2Rx6uHEak730ALo1w5uHKYQScXAeA/9EVPFgxlNtzOqOKfJtky05pPjWA9df4+0IAv+x8RNcN9wgMS32DV+t9ZIANEzNdjeu/xyP5N41ajVr1/vHv6TJmzsrrAF8AQoODsMpoE//e4zvXObDBk/s3LnNw03IAwt++Aa2W9FbWSbZOIvUzjB875+OfQa1Gg1atfv/413Sm1lmICvYDdJUOJpbvx86JCQvm+qrxlOg8AT19A8wyZiXqtV/8+3r6+hRrM4oSHcZjZGaZYF4hxJfR+8h4WObpdPv0p35X1Go1KtX7x7+ns8+aFV9f3X76KigIW5v3vytXb9xgybIVXLx0mb+Wr8TOLjPzZ03j12FDyGBlhb6+PhPHjWbaHxOwtLRIMK8QP6KPjptmohvr7BO7H2qNFpVGE//49/6XxTo9/sHhAASFRZLJIuF4ckOalmdki0ps9LrDqVs+3Hj2ii1n7rLy2E0AcmS2Ym73OsSpNbx8G5EEayiEECnAR75sjUz/+1hHo1GjUaviH/+eLl2mLIS/0h3rRIW8xjxDwnOQCu2G4Nx5FLcOb4gf59PUIgPq2GheP7tLVGgwxxaNIvDBNQIfXk+SVRQiLfnYdTFzM12rpE+ev2g0qNTq+Me/p8tqmwnfwCAAgt68xcY6Q/x71+49wnPTHi7dvMeyLXsBeBMaBlqwtnx/s8fhM5epWfH9YNoidfouLSJentvG27tnMTS3IFfL0fgeWkrMq+cYWmTEseEA7szvirl9fiL9H2BVoCJhj72x+akB6bIX4v7S/mRyqocq/E2CFhTPd81CFRaMVq0iV+ux3PccgElGezIUdsG66BfWkOnpo2+kuxvJ+J87fA2MzdDERmNq6wBA1uqdAPA9+BexIS8xNE85zfu2XX/F2aehWJgYMLpOTpae9ed5SDQZzY0YUCU7XdffI39mMx68iqJiTiu8fcNoUCQThTKb03/bQ+oVysSbyLgELShmnXhBcGScbjyIujkZsO0h9pbGuOTJQJW8Gb4oV8eyuoHA998J5vyzUBoVTR0XOWo178iyycPJnC0HpubpEzVvky79P/le5myOqFVxLP3jF+wccmJsYsqi3wbSeehE+v+h669y9vBu1G6h61vvxO6NVHZt/vUrIlKtnNXbcP3vsZhndsDQNHHNDfM37PnJ99LZOqBRqbi6YjTp7HJgYGzKlaXDKdZ+DBfn9cHA2IybayaQp25n7MvW5+ryUbw4swNH52YAXF4yBI0qjmzlG6Cnb/BN6yhEWtKlQzsGj/iVnI6OpE+XuH16UL8+n3wvh6MDcao4Bg0bSe5cOTE1NaXPwKFMnTieZYvmA9C5e2+6du7Ao8dPmDJjFhERkQwfPBCAHn0HEhsXi1uTxhgYyD4tfkztqhZh9JoTONpaks7UKFHz9q5f+pPvOdhYEqfWMGr1cXLaWmFqbMgvK44y7ufKrD95m/t+wYRERDOkaXnyZtXdVLLu5C3sM6YnLDKGiZvOoEWLob4etpbm37SOQgihtGJ123F88a9Y2TliZJa4Y52fmn+8pTeAlZ0DanUcxxaOwiprDgyNTTk8dyhVuo7n5sF1BPvcJzoshArthvLg9B6eXDhMTGQYTk26kTlPsfhxIfZM7o5dXunyWIgv1bFpHYZPW4yjvR3pzE0TNW//jp++juVob4dKpeKXqYvIlT0rpibGDJg4j0mDPFjyu24c1W6/TqOLW31A1xqied3313ZvP3xK/pzZ5dzlB/BdKiKiXz4lXbYCZCrjqntBq8HAND3BVw/h0KA/Wo0Gx8aDCTy5FkOLjOTrPI1HK0eQLnsh0mUvRLbaXXm8bixx4W8AiPS9T9ijy6TPWZLYYD9i375CHR2BdbHqWBWoEL/c2NAgXuyekyBLjuYjMDDW3bmUuYIbdpVaEP7sBr4H/yJH06GUHHsAtBruLOhGhkLOADxaM5qY1y+wq/zzd9haX+5pcAwFMpvjWlh3d4BGqyW9sQGH7gXT3yWbrt/bqg6s9X5JRnNDpjXKw4jdjymU2ZxCduZ0rZCVsfue8iYyDoD7LyO57BNGyWzp8Xsbw6vwOCJi1VTPb02FHO8H7g4Kj2POqYT904+o6YiZ0fsvhKg4NXtuv2byP+NIpAYZbDJjlz0nwa8CqNOyC3bZc9BuwFgAipVzAWDQn8sS/PulOg5J2M1OjzEzEzzvP3lJ/N8fGxxbpA2mVraYZ3YkOiSQ3DXbky6zI0Vbj9C9WUTXTLlsvwUJ/v1SxduNTvC8lIeu6y/nEWs/mPanXrMTPC/dbVqiliWE0LHLnJlcORzxDwyka+eO5MzhyO9jdeNYVXXRHWOs8lyc4N8vNfn3cQmez5v5Z4LnyxfrKiTy5M7FknkJ9+lFcxP+BgnxI7K1SkcOWysCQiLoWL0YjrZWjGyh+y11Lqy74WhRr3oJ/v1SY1tXTvD83aDTXWqV+Oj0P7sUif97csdqiVqWEEKkZObWtlhlyUFEcCDF63fAKosjzp11xzqOJXTHOu8qBRI7aHQVj3EJntfsqzvWKdUoYXfJGbPnJV8l14+WIQNVC5E4mTNZkyNbFgJeBdOleT1yZMvCuL6dAHD5SXecs+yPYQn+/VITBiYcxH7WqIQ3Xi2ZMCT+7/8fHLtw3pz81r9LopYnUqbvUhHh2Ggg4c9u8GjVCPK0m0h04FPytJ9E+LMboFFjYGKOnr4+eoZGGJqmR9/QGI1K16WPVqPS/atWxZen1WpI51CYHE0Gx79WoNtcgq8e4snG38jdety7CdFq1J/M9a4Jn5FFJtTR4f96TR89g/ebJk/b3wm6uIs3N45gW7ZxUmySJDGwanZu+IUzYvdjJrrm4mlwNJMa5OaGfwRqDZgbG6Cvr4eRgR7pTQwwNtQnVq1rGqXS8M+/mvjyNFoonCUdg6s5xL82t1k+Dt1/w28HnzGubk4AtGhRaz7Rlh1dJcTovU8ZXsORdCapp7bS0tqGtv3HfH5CIZKJiWUmirYernQMIUQSsbHJxG9jRikdQ4g0KZOFGSNaVFQ6hhBC/NDMrTLh3Gmk0jGEEEnExtqKsX06Kh1D/MC+S0VEwPHVRL18gr6xKYbpMhAXEcKLfQuJeeP/2Xkj/R7wdNMk9E3MMUqva96cLntBAr1ieLx+POroCHI0GYzPnnloNSrS53x/J5KxlS152k38dK6Tawl/eg1VeAg5mv1CVOBjfHbPAT19MhTS3TH1fOdM4sKCUUWGkLvVuG/bEEls9aVAnryOwtRInwxmhoREqVjo5Yt/6OfHZXjwKpJJh55hbmSAtbmuuXpBO3NirmgYv/8pEbFqBldzYN4pX1QaLSXs33dVZJvemImun27p8NuBZ/i9jWHOKV8aF81ExVwppzurpDZjaJdEt474lKunj7Dz73mUr9WY2i06EfjiGVP6tSFvsdI4Va5F+ZoNATi2Yy3Hd65nvOfOJFmu+DFcmNMr0a0kPiXw+gl8z+0mMtiPws0HkzGvE1qtljN/dsS+dG1y1WiH1+S2mGe0x9Dc8oPWFkKIb9PevXuiW0h8yuFjx9mybScv/PwYPXwomW1tadG2I2WcSlGnVg2aNHRl/MTJ+Pj6EhoahufCuVhYWHy+YCF+YD0W7Et0K4lP2XvpIUeuPyXgTQQFs2eif8Of6LP4ANbpTclll4EBjcoybds5fIJCiYxRsbBnXQwNUt0wfkIIkSh7JndP0tYKEW9esW5gPdwmbsQ6W248O5fFsWRlsuQvRbF67Ti6cCSqmGg0ahV1Bs6KvylVCJE0uoyYkugWEp+yZMMurt19xJu3YUwf0YuQ0HAWrN2ORqPlzqNnHF05k6rtBlCsQC5yZcvKoC4tk2S54vv4LhURWaq2S/C8YA/dxbLs9XR9mhfoNhcAO+dW8dMU6DaX6CAfrPKXI0ezYQleB963evhHnra/Jz6XSxtwaZPgtfzusxI8d2w0MNHlfi/tytgleL6gRX4AejpnA2CuWz4AWpXKHD/NXLd8+LyJplwOS4b9a2yId9O+a/Xwzu/1cyU61x8pvDumE7s2cPPCKcwtLOn8yyR2rZxP4IunWFrb0LLnMCb3bYNDvkK8eHSPomUrc//6RSrVaUaO/EWYNbwrFWo1IiwkOEHriY0LpxD6JgiVSoX78MnMGt4NmyzZKFmxOqWca35RrpKVamBgaIT/88fxr5mYpyM2Ogq77DkAeB3oR/BL/wQDXovU67nXFl7dOoORuSXF24/lwd4lRLx8jolFRgq5DeLstC5YOhQg1PcBtoUrEvzQm+zlG2LlWIiL8/uSrWx9YsLeJGhFcWfLDGLCgtGqVBTvOJ6L8/tinikbmYtXIUuJql+Uy654FeyKV+HNkxsEP/AmY14nnhxZhV0xl/hpDI3N0Wo1mGXMktSbRYhUae3GzZw46YWVlSVTJ/7GnPmLePLsGTaZMjFq2BCat+lAkUIFuXPvPlUrO3P+0mWaN21MsSKF6dS1J00bN+D16+AELSgmTplG0OvXxMWpmD55Ap269cIhezZqVq9K7RrVvyhXzWpVqVmtKleuXef8xcvUrVWDdObmREVHkyun7rfl0ZOnrFy6iOmz5+LzwpfChQomwxYSInltPnOX03d8sDQzYXwbFxbv9+b5q1AyWpgxuEk5Os3eRYFsmXjgF0ylQtm5/CiARmXzUdjBhl6LDtDgp7y8CYtO0Ipi+vbzBIdFEafW8HtbF3ovPkC2jBZULZaDasVyfFGu+mXyUr9MXiZtOo1bxYK8fBtJ8ZyZGdK0PH0XHwB0A1wDjF17kqiYOCzMTZJ+AwkhxDe6c3QzPtdOY5zOkqrdxnN522LeBjzDzDIjFdoOYcdvHcmUoyDBz+/jUKIS/ncvU6ByY2xyFWbf1F7kc25AVGhwghYUZ9dMIyo0GI0qjqrdJ7Dvz95Y2GYjp1NVcpb58q7sLm2ZT75KDeKfG5qYERcThVUW3TWP6j0nAXB04Ugi374mnbVtEm0VIVKvDXuOcvLSdazSp2PS4K7MX72Np74BZLK2Yni3Nvw88DcK5c3Bvcc+VP6pOJeu36VpbReK5suJx6g/aVyjEq/fhiVoQTF5yVpev3lLnErNlKHd6PrrNLLb2VK9ghM1K356DK5/69ZKdxPuzqNnOON9E7c6VZg7uj9Hzl7m4bM8AJibmhAbp8Iha+b/KkqkQCm6GtjUxiFBJYRIGg7WpgkqIdKaAJ8nOOYrTKOOfQHQaDSYpbPgwtE9aLVaNFoNP/cZRcmK1clom4U+vy/g/JFdAOTMX5RGHfsQFRlOWEgwAM8f3uHu1fOks8hAXEw0b14FEh0RTmmXOpSo+P5CUcjrlyydNDTBIyY66pM5M2dz5I/VB+kxdhabFuv66N+2bBYNO3x6UC+RuoQHPMPSoSD5XHXjgmg1GgxN0+N36QBarRatVkPhFkOxK+6CmbUdZXrMwO/iPgCsHAuTz7U7qugIYv8ZPyf0xT1e37+MkbkV6rhookNeooqOIEupGgkqEaLfvuLqil8TPNSxCT+Ljw4s5/qqcdgWrkDEy2fERYRi6Vgo/v1yAxZTuvt0IgKfEh7wNJm3lBAp3+PHTyhauBAD+uhustBoNVikT8+uvft1vy0aLWNHDadm9apkyWLHX/Nns2P3HgCKFS1C/949CY+IIDhYtz/fvnOXsxcuksHKiuiYaAICXxIeEUG92rWoWa1q/HJfvnzFwF9GJHhERSXcnxcu8eSXkWOo4lyRHI4OHD+4h/kz/+SPP2cAUP6nMtRu0JTjp06TL2+e5N9YQiSDp4EhFMpuQ496ToCuy9H0psbs934Uvw8Oa1aBKkUdscuQjlketdh3+REARRxt6FHXifCYWN6ERwNwz/c1Fx/4Y2luQkycipdvI4mIjqNmyVxUKfL+OPrV20hGrTqe4BEVq0qQTaPRct8vmALZMmGfMT3ejwNo9sdmyuTLCkBoZAyDlx0mMCQCM5PEDawthBDfS4jfU2xyFqSMWw9Ad+5ibJaeR+d0xzpajYZK7YeRw6kq6TLaUWfgbB6c2QuATe7ClG7Wg7ioCKJCdcc6Qc/u4nfnEibprFDFxhDx5iVx0RHkLluTHE7vB6mNePOKowtHJnjExbw/1rl3cgc5S1fD0MQs/rUOC45Rd/AcvLe/H4vxje9jNKo4qYQQ4h+PX/hTJG9O+rRvBvwz7mw6c/YcP/vPtTEtv/ZsT/UKTmSxyciC8QPZdewMAEXz56JP+2ZEREYR/DYUgDuPnnH+2h2sLNITHRtLYNAbwiOjqFP5J6qXLxW/3JevQxg6ZWGCR1R0TIJsUdEx7DjsRZ3KZeNf27D3GC3rVwVg95I/WPzbYHYePf3BvCJlS9EVEUIkh1a9hlO4dAUWje9PUIAv/s8f07b/GCytM6FRqzE1M0dfXx9DIyPM0ltgZGxMXKzui039z1gl6rh/jVmi0ZCrQDF+7juKvhMXkjmbIwP/9OR1oC/Lp4x4v2CtFrVKneDxX/T09AAwMTMHrZaQoEBeB/ixcvpoHt26yrWzx5J4y4jvrXDzQdgULIf30l+IfO1HRMBTirYejollJrQaNYb/jJ+jb2iModk/4+fE/TN+jvoj4+doNFjlKEyRlkMp03MW6WwdKNt3AVHB/lxfNe79grVatGp1gsf/y1OnM+UHLObhvqW8vHmaiFc+PNq/DJ8zO4iLCo9vzmximQlVdETybSQhUolfhw+lUsXy9BowhBe+vjx89ITfxowiU6aMqNVq0qXT/bYYGxtjaWmBsbExMTG6/Vml0u3Hcf/6bdFoNJQoVpSxo4azdMFccjg6sGrpYl74+TF05Pvu0LRaLSqVOsHj//Xs5s7aFUuZu3BJ/G+Lubk5Wq1uvKfjp7w4uHsb7X9uxe59B5JtGwmRnIY0LU+5/PYMXX4Ev9dhPAkMYUSLimSyMEOt0WJuYoS+vh7GhgZYmBljbGhATJxuf1GpNQn+BV3lQVFHG4a5VWB219o42FiyqGdd/IPDGLP2ZPx0WrSoNJoEj/939MZTqhTVVV4cvvaElpUKsXVEc07d9gHA0tyE6V1qUsTRlmtPApNtGwkhxLeo0G4I2YqW59CcIYS98iXE7zHOnUZi9s+5i5Gp7tzFwMgIE3MLDIyMUcfpzqPfnW+o1XHx5Wk1WjLnLkKlDsOoO3gOVnYO1B+2iLAgP44v+ffYjVo0alWCx7/53bnEo3MHeHrpCNf3rQR0Y3/qGxiib6ir3A3xf8qFjXOo1uPTXXcLkdaM6N6WCqWK0H/CHF4EvOLRcz/G9ulIpgxWqNUa0pmZ6s5fjAyxTG+OsZERsbG6fVj1zz4dp/r3+YuWYvlz8Wuv9iwaPwhHezuWTRqGb2AQI6b/FT+dFi0qtTrB49+iomMY9McCxvXtRHpzXQXjm9Aw0IK1pa4LWf1/rkdYpDMnNi7hd4JI2b5L10yfEnL3DNEvn+q6SEoi3mNqkrfjFAxNLfA74olWoyXS7x4lRu74YNpbszpgkjErBmaW5Gqh6wohNjSI65MaU2TgaszschFwYg0RL+5gkik72ev2IOjSbgK9NlJkwMoky5zUzjx5y9PgaNqUtvv8xF+o5oJrTGmYm2iVhm3XgwiPUdOujB3OuT8c/2HT1Vdc8glDo9EyuWFubvpHMGTnI/Z1K46hgV6SZfpaBzYsw+/ZQ4xNzUhvmYHwkGC2es7kdaDfZ+f1eXSXv6ePxtTcHIsMGQHIkb8IsTHRLJs8nKiIcH7uO4rNS6ajUavIW/R9rW8GGzu6j5nxybIf3PBmx4q5RIWHkckuK+bpLTm8dRVxMdFUdm1BBhs7hs1eDejGpihR4cubqoqU6fHhlYT7P8HA2BTjdFbEhr/h3s75RAV/fvycUN/73FjzOwYm5hj/M36OlWMhNHExXFs5FlVUOIVb/sK9bbPRaNRY534/fo5phsyUcv/jk2X7nN7G63sXiYsMI1fN9tgULEuu6m14ees0EQFPMDJLz8UF/TEwMgE9PTLkLPLtG0OIVG7JshU8fPQYM1NTrDNkIPjNG6bNmoOf3+f35zt37zFizHjSpTMnY0bd/ly0SGGiV61hyIhfCQsLZ9yvw5k8bRYqlYrSTiXj57Wzy8zcGVM/Wfb6TVs4e/4ib0ND6dq5A6fPnmPF6rVER8fQuoUbALlz5aRX/8EEvnzF7Gmf/m4QIiX7++h1HgeEYGpsiFU6U96ERzN39yX834R/dt57vsH8tv4U5iZGWKc3BaCQgw3RcWpGrzlBeHQsw5pVYPaui6jUGkrmfn+MndkqHVM6/ndXaVvP3uOP9lUBKJvPnpGrjuN15wVZrXVjsI1afRy1WktUbBxda5f8qvUXQojkdm3P37zxfYyhsRkm6TMQHRbChY1zCX/9+WOd18/ucdJzPEam5phZ6o51bHMV4uaBGI4tHk1cZDgVOwzj/PpZaNQqsuR/fx6dzjozNft8+linWnddN92nV06hcI0WvPF9xLm1M9DT18exZGUAto1pi12+EhxdMIIK7YaQPlPWb9kUQvwQPDfv5dEzX8xMTbC2tODN2zBmLt+E/8ugz85799FzRs/yJJ2ZKRmtLAEoki8nMbFxDJ+2mLCIKH7t1Z5pnhtQqdQ4FckfP69dJmtmjuzzybKHT1uCb+Arpi5dR4u6VXH5qQQb9h6jeV1dS6nQ8AgGTJyHmakJWW0zYWWR7hu3hPie9LTvbodLAt7e3pQuXZqSY/eTPkcxHq4aQc7mugv8TzdPJGu1Drw6t53Yt4Fkr9+H2LcviX75FD19A0yss5KhiAv3lvSlQLe5PN81C1VYMFq1itxtf0dP3+CLMryb/503t04SHfiYrNU7fTDt3QXdMTC3Il22AtjXcgfgyaaJoNWSpUpbDEzT82DZINJlL4SZfT7sKrX4YBnhz25wdXxdLl++jJOT07dsvk96t133dy9GMfv0jNj9mFG1dP3STjz0jA4/2bH9ehCB4XH0qZyNl2GxPA2OxkBfj6yWxrjkyUDfLQ+Y65aPWSdeEBwZh0qt5ff6uTDQ/7KKgXfzv/M2SsXkI88/Oh7Eu2nXe78kewYTnHNbMWDbQ6Y1yoOhgR43/MKpu/hGsm4zeL/dZmzxIk+RUp+f4TMCXzzj0OYVtBswNgnSJb1Ht64wyM052ber+HLvPoM1Jh/COnfxJCs34uVznhxdQ9HWIz4/scLePL7OkeG15HMpUq13+/FFr2M4lSzx+RkS6emz53iuWMXvY0d9fuIUwvvqNX5yrib7tfgu3u2DR35vQ4lcSXeTzTvPX71l9fGbjGxRKcnLTi7XngRSY/Ra2QeFEEni3fds+/lHscuX9Mc6bwOec2PfKpw7p55jHYDAB9dY1bu6fNeKVOfdPn16/TxKFc73+RkS6ZlvAMu37mdc305JXnZyuXL7AZVa95H9OQVI1hYRmUrVJfjqAdBqyVSqrq5bEVUsBqYWvL68F4u8ZT46X6TvfcIeXSZ9zpLEBvsR8yYA00y6AZgDT28i4tmN+GktC1TApnS9T2Z4dW4buVt//MJxgR4L0dPX59HaMUS9fErEsxtYF3Hh7f0LAEQHPcfYKjM5W4zkwbLBZHKqh6FZ+q/dHEmmbsGMHLgbjPafv40N9IlVa7EwMWDv7deUcbD46Hz3X0Zy2SeMktnS4/c2hoDQWLJl0A2Gt+nqK274v79jrEJOS+oVyvTJDPO9fGn7iRYX//T6gL2VMQFhsV+3kimQXfYcKbYSQqQt6TI7popKCCHE5+XM4ZiqKiGE+NE42lqlqkoIIYRIbayyOKa6SgghxKflyJYlVVVCiJQlWceIyFDYmbd3zhBy9wwZCjvjd3gZDvX7kLlCMzT/GhhVz9AYrUatGwwlLhqtVkM6h8LkaDKYfF2mx1dCAKDR6Kb954H2w35Y31FFhABaDNNl+Oj77/o4N7LIiDo6gtBH3gRfPUTIzWMEnFyLcYYsGKbTdT2kb2KOVpUyLqo757bizJO3nHnyFufcViw770+fytloVtyGqLj328PYQA+1RotWqyU6ToNGC4WzpGNwNQemN8kbXwkBukFp1Jr3D81/tJOZefwFFXNZUTTrx5s/vWtj4x8aSxYL4yRZ5+R24/xJDm5akaRl9mtUlntXLxD44hmDmlViwdh+nDusG/R63dyJzB3Vkyn92xEZHvbBvNfPnWD64E7MG92bZ/dvAXBw43KW/D6YbZ6zADi9fxu/d3dL0sxCOS9vnebJkdVJWuahIVV5ff8SoOtH/vTUDvHLuLVxKvv7V/igj9V3Aq+fwHvJULwmtyX4oTdajYbLiwfjvWQoT4+ti5/u2clNnJrYCoDgR1c5NLT6J8sUIi04ftKLpSuStvvGkuWcOXfhIj4vXuDRqy/t3bvHv9d7wBC69u5Hx6490Wg0eP69ip79BlGjXiMWe674oKz/L0OlUtGz3yB69htEniIlCQ0NZf6ivyhTqSoPHz0G4JL3FZwquMSPZSFESuV124dVx258fsJEcBmxiksPdd2OzN55gRErj7HmxE0AJm85Q9khy+PHlthy5i4Nft/IiZvPPlqW7+sw+v91kB4L9gG6MSkGLzvM4GWHcRroSVhkDKNWHWeQ52H6/3UQjUbLlccBVB25OsH4FUIIoaTn17y4vm9Vkpa5ontl/O5cJPSlL/un92PP5PfHOhc2zuHI/GEJxo14/fweC1oW/Oh5R1xMFAdnDWLPH905s+p9l063Dm9g84jmAPjfvcz2ce3ZNdGDJxePoFGr2Pdn7yRfLyFSg5MXr7F8y74kLbOsWw8uXLvDi4CX9Bg7gy4jpsS/t+PIaQZOmseY2csAWLF1P31/n01d96Es3bTng7I+VsaMZRsZ9Md8RkzTDUi/5/g52g2ZwM8Df+PqnYcEvXlLy/7jOHrOO0nXS3y7ZK2I0NM3wMDcAkNzS/T0DbAqWAGf3bMJurgrwXRW+cvx8tw2fA8sRqtRky57QTRxMTxeP54HK35BExcdP61d5VbkaTcx/mFTxvWTy395bju2ZRvHP3+xb2GC9+97DuThyuHEhgSS3rEIuVuPJXeb38hQtBpZXNpgmikbeobGPF4/DgNTc4wsMibRlvk2Bvp6WJgaYmlqiIG+HhVyWjH75At23XqdYLpyOSzZdiOIxWf8UWu1FLQzJ0alYfz+p/yy8xHR/6q0aFUqMxNdc8c/XAt/vDXEzptB7L4VxL47way+pBtMb6GXb4JpXPJkYOTux1z2CaNCTsskXvuvs2j8ACLDw4gMD2PR+AE8vXeTldPHMHt4N148vh8/3ZGtq7h65iigG4cBYOPCKSydNJRFvw1E/ZFBfT8lZ4GiFChZFgAT83TERkdhl13XpVaAz2P6TlxI/uJlCAp48cG85w7txGPUn3QZNpmdK+cTEhTIucM7MTE3xyqTLQCV6jYlneWHY3SIlMl76TDiosKJiwrHe+kw3j6/zY21E7g4vx9hfg/jp3t6fD2B108AcGFOLwDubJnB1RW/cmXpcF0F7BeycixMpvy6lmdPjqzCrphL/HtFWv5Cpvw/fXJeu+JVcOr2J0VaDefN4xsE3T2PdZ6SOHX7k5c3TgEQFexPVHAAJha674uMeUqSIWfRL84nRGrUe8AQwsLCCAsLo/eAIdy4eZuRY3+jc/fe3Lv/IH66FavXcvjYcYD4i/4Tp0xj4C8j6DNwaKJ+T4oVLUL5sj/hkD07SxfMTfBeWHg4f82fg3UGKyIiInDv2J6Fc2aQK1cOWjZr8kFZ/1+GoaEhC+fMYMqEcbg4V8LS0pLePbrSsH7d+GnKOJWiRPFiX5xXiOQydPkRwqJiCYuKZejyI9z2CeL3DV70WXyAB37B8dOtO3krvjLg3UX/6dvPM2rVcX5ZcRT1RwaU/pTCDjaUyZuVa08CufokECNDA+wy6G7GGe5WkbL57OOndatYkLZVPj1uUrZMFszuWjv+uaGBPtO71GRc68pULJgdC3MTJravygz3mqQ3NeZ1WBSlcmehaA7bL84rhBDf6tCcIcRGhhEbGcahOUN49eQ2Jz1/Y9+fvQn2eX+sc/PgWp55HweIrzg4u2YaRxeO5PDcoWgScaxjm6sw9oV+wjJzNuoOnhP/ujoulmCfh9ToPQUjU3NC/J+iUau5vncVOct8fMxEIxMzag+YgeuIxYQH6SqSw4L8CH8dgJmV7rzl5aOblHHrRY0+U3h+9RT6BoYUqf1zoraTEKlF/wlzCYuIJCwikv4T5nLz/hPGzF5Gt1+ncf+JT/x0q3YcjL9w/+6i/+Qlaxk6ZSEDJs5L1PlL0fy5KFuiENmzZGbR+EHxr6vVapZt3ks6M1MyZ8wAQKdmdZk7uj85s2fFrY7LB2X9fxmxcXHcf/aCGSN6Y25mypMX/py/dpvJQ7oxxKM156/dwcbaiobVKyZqO4nvI9kHq87delz83zZlGmBTpkHCCQrqPhgFuv7zY1O3xwfzfS37Gp3i/1bHRH3QeiK/+8yPzpejyeD4v3O6Df/mHMlhXN2c8X83KJKJBkUSVhxUzKW7QD2nma4/uB6V7D+Y72s0KmpDo6I28c+jYtUftJ5oUdKWFiVT1glTuRoNuHB0N1qtlnI1GmBkbIIqLhaz9JacPbiDgqXKfXS+5w/vcPfqefIVLU1QwAuCA/2wtXcA4Oj2NTy+fTV+2iI/VaZCrUYflJE5myN/rD5IdGQEc0b15JeZK8lfoiyjO7tibGxKww69P5inftvurJn9O1aZbIkKDyPwxTOsbbPQcfDvzB3Vk/I1G2Ge/uNdcImUyf6nevhd3A9osf+pHvqGJmhUcRiZpefFud1kKvDxSoHQF/d4ff8y1nlKEvXal6hgf8xtsgPw7MRG3jy5Hj+tbeGKZCtb/4MyIl4+Iy4iFOu8pYgIePLFmR8dWM6L87sp1eUPQp7exNxG1zrt3Zg993YuoFibUVxeNOi/ihHih9K4YX127NmHVqulccP6mJgYExsbi6WFBVt37KJCubIfne/2nbucvXCRn5xK4ePri6+fP44Oun155dr1XLl6LX5aF+dKNG3U4KPl/D/7rFmo37QFdpkzY2Gh+114+zYUtVqDtXWGL16vdZu20tKtyRdPL4QS6pfJy77LjwAt9cvkxdjQgFiVGgszY3ZffMhP+T4++Og939dcfOBPqdx2+AWH4R8cTnYb3c0yG07d5vrTl/HTViyYHdef8n5QxqOAEIo42jKkaXnc5+ymZolcSbZeW87eo0n594M4Pg4IIU6twdbKPMmWIYQQXypfRVcentmHFi35KrpiYGSMWhWHsbkF9712YV/448c6Qc/u4nfnElnylyLslS/hr/2xzKw71rl1aD2BD9+ftzgUq0g+588f60SFBmOeQXetw8LGnvAgfx6dO0Dx+u25sGHOJ+cLuH+VCxvnkLVgaQAubZpPZffRHJjRH4AcpVzYO7UXoKXGfwyELcSPoGH1iuw+dhatVkvD6hUxMTYiNi4Oi/TmbD/sRfmShT86351Hzzh/7Q6li+TnReAr/F6+xiFrZgDW7DzE1Tvvb6h0LlOcxjU+39XlqzdviYtTMWGgB+Pn/c39Jz7kz+XA27AINGoN1pafv871OiQUW2vdNc9sdjb4BQbRoFpFOg6bjFqtYfW0kV+yWYRCkrVFhBK06jhCH13+4HUDEzOy1//wgm9iBV3ajXGGzN9cTmoTp9Zy2efDLoTMjA3oXTnbR+Z475pvODEqTfzYEUooXqEaN86f5Mb5kxSvUI3dqxbi1m0wVRu1JiY6Mn46QyNjNGoVWq2W2OhotBoNuQoU4+e+o+g7cWF8JQSARq1GrXr/0H7i7jq9f1bcxMw8vt+qmxdO8fvyPVRr0oaLxz9sApc9d356jZ9D7eadyGBjR8bMWUlvmeGfctKhiotJqk0jvhO7YpV5dcuLVze9sCtWmYf7llKwSV8cXZqj/ldXdfqGRvFd1aljdZ9BqxyFKdJyKGV6zoqvhAB006n/9fjEZ/DlzdNEvPLh0f5l+JzZQVxU+Een+3956nSm/IDFPNy3FLOMWYl67adbrlZDdMhLooL9ubF2Am+eXCfwxslv2DpCpB41qlbh+MlTHD95ihpVqzB34RKGDRpA29YtiIx8vy8bGxujUul+T6KiotBoNJQoVpSxo4azdMHc+EoI0N0ZpFK9f2i+8G7toKDXhIWFs3fbJgoXLMCVa7oT/LUbN9OqedNErdfBw0epXaN6ouYR4ntzKeLA6Ts+eN1+gUsRB/46eIX+DX+iRaVCRMXGxU9nZGiASv2ue1IVGo2Woo42DHOrwOyuteMrIQDUGi0qjSb+odF+vH/SrNbpsEqn69bUwCBpT6GO3XhGtWK6VrNPX4YwZ/dFJrSrkqTLEEKIL+VYyoXn17zwueaFYykXvLcvoVyr/hSu0QJV9PtjHQNDYzRq3XmLKjYarUZL5txFqNRhGHUHz4mvhADQaNRo1Kr4h/Y/utj+NzPLjES91bV4CwvyJ71NVl4+usG1PX/jf8+b63s/3h1mlvwlafTrMvxuXyTizUvCgvw46fkbgQ+u8ezKCS5tXUjjsStpPX03l7cs+IatJUTKV61cSU5cvMaJi9eoVq4kC9ZuZ3CXVrR2rU5k9PtrS8aGhqhUun06KjoGjUZLsfy5+LVXexaNHxRfCQGg1mhQqdXxj09di/h/Ga0syGKr623G2jI9Yf+cP23Ye5Tmdb/s2CdTBkuC3oQC4PfyNfZ2NixYs40Dnn+ycfY4Zq3Y8kXlCGUke4uI761gz0XJWv5HW3WkAYta5v/8RJ9QIlt6Frb4+vmTgoGBAebpLeP/Llq2MpsWTcXAwBAjE9P46Yr85MyqmWN5/uAOGo2aHPmLEBsTzbLJw4mKCKfrr9Mw/mf6mm4dqOnW4bPLvuN9lsNbVxEXE01l1xYAZHHIycJx/Ql5/ZKuo6Zx9fQRrDLZkqtgcQDuXb3AkW2riY4Mp8Pg37HJkg1DYxM8/xiGmXk6LK1t/muRIgXS0zfAyNwy/m/bIhW5s3UWevqGGBi/H6/FplAFbq6bRKjPPbQaNVaOhdDExXBt5VhUUeGU7DwRA2PdZzBntZ/JWe3zTYhzVW9DrupteHnrNBEBTzAyS8/DfUt5ff8SVzyHU6ztaPwvH8KuuAum/1S0+pzexut7F4mLDCNXzfZkyl8GH6+thDy9ReaizphmyEyFQUsBXRdS/+72SYgfmYGBAVaW739PqlSuxKQ/p2NoaIjpv35PXCpVYNS4Cdy+cxe1RkPRIoWJXrWGISN+JSwsnNnTJmNqqpu+c/u2dG7f9rPLDg0NZdiv47h42Zs58xfRt1d3YuNi6T1gCEGvX9Ozq65LwYNHjrJ5zd8AXL95i4DAwPhKhv8vo1/vHty6fYcC+fNiYKBr7bR242b27D/I/YeP+G30SPLkTro7v4X4Fgb6+liYmcT/XalQdmbuuICBgT6mRgbx01UskI0Jm05z1/c1ao2WQg42RMepGb3mBOHRsfzRvhqmxrrToDZVitDmP7pTeqd8gWxsO3efkSuPUSp3FgD+OniFiw/8+WXFUca2dubyowDWn7pNOlMjLMxMMDEy4OXbyPhKhrDIGMatP4X34wAW7/eme10n7r4IIm9Wawz+Gbuu3YydlMiZmRErjzGkaXmyWqdP0m0ohBCfo29ggEk6y/i/HYo7c27dDPQNDDE0en/ekr1YBU4tn0DQs7to1WpscxXi5oEYji0eTVxkONV7/4HhP+ctxeq0pVidzx/rxESEcnLpeALuXeHytsWUbtod6+x5ObpwJPoGRmTImpN6Q+YBsO/P3hSv34GINy95evkYRWrqxq0L8X/G5a0L0ahVZM5dlHTWmWk0ejmg60IqR6kqoNVybNEoDAyNcCwl5zHix2ZgYIBV+nTxf7uUKcHUv9ZhaGCAicn7cV0rlS7GuDnLufPoGWqNhiL5chITG8fwaYsJi4hi+vBemP4zfYcmdejQpM5nlx0aHsGomUu5dPMe81dvo3e7pjgVzscvUxcRHRNL3/bNADh85jLrZowG4Mb9xwQGvaFmxdKfLCN/zuwMnbIQI0NDcmXPSp3KZek1fiYxMXG0a1wrSbefSFp6Wu0nbvv5Ct7e3pQuXZr8Xedibp8vqYpN0SL9HnD/r75cvnwZJyenZFnGu+061y0v+WzMkmUZ39ODoCj6bnmYrNsM3m+3GVu8yFOkVLIt51NmDO3CoD+XfdG0W5fOoN7P3TBLl7iTzX8v49GtKwxyc0727Sq+3LvPYI3Jh7DOXfy7L//CnF6U7fdld/jc2vgnhVsMiW/B87Uuzu9H6R66ExWAN4+vc2R4LflcilTr3X580esYTiVLKJKhvXt3Vnku/qp5l61cTfUqLuTM4fhNGTp3781f82djaGiI99Vr/ORcTfZr8V282weP/N6GErnsvvvyeyzYx6Je9b5q3jUnblK5sAOOtt82plefxQeY5VELw39aYlx7EkiN0WtlHxRCJIl337Pt5x/FLp8yxzp7JnfHdfjXHes8vXQMQ1Mzshct/00Znl/zIsTvCcXrtQcg8ME1VvWuLt+1ItV5t0+fXj+PUoWVuTbbZcQUlv0x7Kvm/XvbAaqWLUGObFm+KcOqHQfJZmdD9fJOXLn9gEqt+8j+nAIkaYsIGxsbTM3Muf9X36QsNsUzNTPHxib57lC3sbHB3MyUvlsefn7iVMLczDRZt1lKoFKpuHf1QvyA1f+lmUfi+9g/vX8b1rbf9sUsfmwadRyv71+KH7D6vxRpOfSblxf86CrquOhvrswQQiQUFxfHuQsXKV/20wPMf0qXDu2+efmXvK8QHS37tkib4tQaLj30p0zej48/8V/aVin6zcu/8jiA6DiVol2cCiFEctOoVfjduYh9ocQf63xq0OrELv/hmb3kcKr6zWUJISBOpeLCtTuULVEo0fN2bPr5lhafE/TmLReu36Gz24djaAplJWlFhKOjI/fu3iEoKCgpi03xbGxscHT8tjsN/4ujoyN37t77obZrcm+zlOCXmR/vrzKpVKrblEp1E9cHuEhbyg/867suL2OekpQfsOS7LlOItGD9yi9rXZdcyjiVYt3fnopmEEIpnn1dFV1+qdxZWNpH2QxCCJHcGo5S9jhD38CQ6j0nKZpBiB/Jqj9HKbp8G2sr5o7ur2gG8XFJPkaEo6PjD3+BWQmyXb+ez+N7Skf4LtLKeqZGYb73lY6gmLS87uLHcueefJbfkW0hlHDfL1jpCCmGbAshRHJ4/Vx+3/9NtodI7e498VE6Qooh2yLl+OEGqxbiHRsbG8zNzZk51F3pKN+NuXnydhMmEsfGxgYzM3MuzO2tdBRFmSVz93VCJKd3vyUd3LsrHSVFkd8b8b3ouig1o+fC/UpHSVHMzcxkHxRCJAkbGxvMzM3ZO6WH0lFSHDM53hGp0Lvzly4jpigdJUWR85eUIUkHqxYipXn+/HmydGnVrl07bGxsmDVr1hfPo9VqadOmDfb29kyfPj3JM0Ha6PIqtUmuz+A7v/76Kzdu3GD79u2J6r995MiR3Lt3j82bNyd7v+/yuRSpXXLvx++o1WoaNGiAs7Mzo0Z9eXNmlUqFq6sr1atXZ9iwrxsULrFkvxbf07fsgydPnmTo0KFUq1aNCRMmYGio3H1YR44cYfjw4dSvX5+xY8eir6//1WXJPiiESErf61hHq9Xi5uZGoUKFmDhxYqLma9KkCSVKlOC3335LxoQJyXetSK2+1z7t7+9PgwYNGDNmDI0bN/7i+V68eEHjxo0ZP348DRo0SMaE78n+nDJIRYQQiXTt2jVKlizJ9u3bE/VFCzBv3jwGDBjAixcvyJJFBpoW3yYkJISsWbMyduxYhg8fnqh5jxw5Qs2aNfHy8qJSpUrJlFAIkRj79u2jfv36XLhwgZ9+StxgjSNHjmTBggX4+/tjZmaWTAmFSF0OHjxIw4YNcXV1ZcOGDRgZGSkdiXXr1tGuXTvc3d1ZvHixDAIvhEhTvLy8qFy5MkeOHKF69eqJmvePP/7g999/x9/fHysrq2RKKIRIjPHjxzNt2jT8/f1Jnz59ouatWbMmsbGxnDx5MpnSiZTo62/DESKN8vT0xM7Ojvr16yd63rZt22JoaMjKlck7kLVIG9auXUtcXBwdO3ZM9LzVqlUjV65ceHrKALRCpBRLly6lePHilClTJtHzdunShbdv37J169ZkSCZE6nP8+HEaN25MrVq1WL9+fYqohAD4+eefWbZsGUuXLqVfv37IPWFCiLTE09OT3LlzU7Vq1UTP27FjR2JjY1m3bl3SBxNCJJparWbZsmW0bt060ZUQAO7u7pw6dYr792U8lrREKiKESITo6GhWr15Np06dvuqE1traGjc3Nzw9PeXEU3wzT09PXF1dyZo1a6Ln1dfXp0uXLmzYsIHQ0NBkSCeESIyXL1+yc+dO3N3dv+oO6bx581K1alWWLl2aDOmESF1Onz5NgwYNqFy5Mps3b8bY2FjpSAl07NiRRYsWMW/ePIYOHSrHhEKINCE0NJSNGzfSpUuXr+qazt7envr168uxjhApxJEjR3j+/Dnu7l83LmvTpk2xtraWmyPTGKmIECIRtm3bxps3b+jSpctXl+Hh4cH9+/fx8vJKwmQirbly5Qre3t54eHh8dRmdOnUiOjqaDRs2JGEyIcTXWLlyJQYGBrRr1+6ry3B3d+f48eM8evQoCZMJkbpcuHCBevXq8dNPP7F9+3ZMTU2VjvRR3bp1Y+7cuUyfPp3Ro0crHUcIIZLd+vXriY6OplOnTl9dhoeHB5cvX+bq1atJlksI8XWWLl1KkSJFKFeu3FfNb2pqSrt27fj777+Ji4tL4nQipZKKCCESwdPTk8qVK5M/f/6vLqNKlSrkzp1b7uQQ38TT05OsWbNSr169ry4je/bs1K1bVz6LQihMq9Xi6elJ06ZNyZgx41eX4+bmhpWVFcuWLUvCdEKkHt7e3tSpU4fixYuza9cuzM3NlY70n/r06cO0adOYOHEiv//+u9JxhBAiWXl6elKvXj2yZcv21WXUr1+fLFmyyB3UQigsKCiI7du3f3Vr7nfc3d0JDAxk7969SZhOpGRSESHEF3r8+DFHjhz5pjvQ4X2XOJs2beLt27dJlE6kJVFRUaxZs4aOHTtiaGj4TWW5u7tz4cIFbty4kUTphBCJdebMGe7evfvVzZrfMTMzo23btixfvhyVSpVE6YRIHW7cuEGtWrXInz8/e/fu/aq+ipUwePBgJk6cyJgxY5g6darScYQQIlncuHGDCxcufPOxjqGhIR07dmT16tVERUUlUTohRGKtWrUKgPbt239TOSVKlKBMmTJyc2QaIhURQnyh5cuXY2lpSfPmzb+5rE6dOhETEyMDbYmvsnXrVkJCQr6pi7B3GjRoQObMmeWuIiEU5OnpSc6cOalevfo3l+Xu7o6/vz/79+9PgmRCpA537tyhRo0a5MiRg/3792Npaal0pEQZOXIko0ePZtiwYcyePVvpOEIIkeQ8PT3JnDkzDRo0+Oay3N3dCQkJYdu2bUmQTAiRWO9aczdp0gQbG5tvLs/d3Z29e/fi6+ubBOlESicVEUJ8AbVazfLly2nTpk2SNPPPli0b9erVk4u/4qt4enpSpUoV8uXL981lGRsb06FDB1atWkVMTEwSpBNCJEZoaCgbNmz46oEb/5+TkxOlSpWSu4pEmvHgwQNq1KiBnZ0dBw8exNraWulIX2X8+PH88ssvDBgwgEWLFikdRwghkkxMTAyrVq2iY8eOGBkZfXN5+fLlw8XFRc6lhVDI+fPnuXXr1je3cHrn559/xsTEhL///jtJyhMpm1RECPEFDhw4gK+vb5J90YJuoK1Lly5x7dq1JCtT/PgePXrEsWPHvrmLsH9zd3cnODiYHTt2JFmZQogvs2HDhm8euPH/ubu7s3v3bgICApKsTCFSoidPnlC9enWsrKw4fPhwktyVpxQ9PT0mT55M//796dmzp4z1IoT4YWzfvp3g4OAkP5c+evQojx8/TrIyhRBfxtPTE0dHR2rWrJkk5VlZWdGiRQuWLVuGRqNJkjJFyiUVEUJ8gaVLl1KiRAlKly6dZGW6urpiZ2cnd3KIRFm2bBlWVla4ubklWZkFCxakUqVKcge1EArw9PSkTp06ODg4JFmZbdq0wcjISO4qEj80Hx8fqlevjqmpKUeOHMHOzk7pSN9MT0+PmTNn0qNHDzw8PFizZo3SkYQQ4pstXboUZ2dnChQokGRlurm5YWlpKZW2Qnxn4eHhrF+/ns6dO2NgYJBk5Xp4ePDo0SNOnDiRZGWKlEkqIoT4jMDAQHbt2oW7uzt6enpJVq6RkVH8QFvR0dFJVq74calUKpYvX07btm0xMzNL0rI9PDw4fPgwT58+TdJyhRCfdvPmTc6fP5+kLZwArK2tcXNzw9PTE61Wm6RlC5ES+Pn5xY+pcvToUezt7RVOlHT09PSYP38+nTp1okOHDmzatEnpSEII8dWePHnC4cOHk/xYx9zcnLZt27JixQpUKlWSli2E+LSNGzcSERFB586dk7RcZ2dn8ufPLzfqpgFSESHEZ6xcuRIDAwPatm2b5GV36dKFN2/eyEBb4ovs378ff3//JG3W/E6LFi1Inz49y5cvT/KyhRAf5+npia2tbZIM3Pj/PDw8ePDgAadOnUrysoVQ0suXL6lRowbR0dEcPXo0SVsTpRT6+vr89ddf/Pzzz7Rp00a6ThRCpFrLly/HwsKC5s2bJ3nZ7u7u+Pr6cuDAgSQvWwjxcZ6entSqVYscOXIkabl6enq4/4+9uw6LKmvgOP6lG5RUUcAGxO5WzLW7FQl7dV27c83Vfa3d1ZUBFbtz7Vq7O7BBVJAS6ZiZ948RdFYxVuAS5/M886wzc+ee38xebp3y9GTr1q1ERkZm6LqF7EVURAjCZyiVSmQyGR06dMDc3DzD11+6dGnq1q0ran2Fr+Lt7U3FihWpVKlShq/byMiI7t274+vri1wuz/D1C4KgLjExkTVr1uDm5oaurm6Gr79+/foUL15cHF+EXCU8PJzGjRsTFRXFsWPHKFq0qNSRMo2WlharVq2iffv2dO7cmf3790sdSRAE4ZvI5XJ8fX3p0aMHRkZGGb7+SpUqUaFCBXGuIwhZ5N69e5w9ezbDezil6tOnDykpKaxfvz5T1i9kD6IiQhA+4+zZs/j7+2fajhZULTmOHj0qJtoSPis4OJi9e/dmSm+IVJ6enjx//pzDhw9nWhmCIKjs2rUrwydu/FBqq6ItW7YQFRWVKWUIQlZ68+YNTZo0ITg4mKNHj1KyZEmpI2U6bW1t1q1bR4sWLWjfvj1Hjx6VOpIgCMJXO3z4MEFBQZl+rrNnzx5CQkIypQxBEN6TyWRYWFjQpk2bTFl/gQIFaN26tahczOVERYQgfIa3tzdFixalQYMGmVZGp06dMDExEUPiCJ+1evVqtLW16dGjR6aVUbVqVVxcXMSBXxCygLe3N7Vq1cLR0THTynBzcyMxMZENGzZkWhmCkBXevn1Ls2bNCAgI4MiRIzg5OUkdKcvo6OiwadMmXF1dad26Nf/884/UkQRBEL6Kt7c3ZcuWpUqVKplWRs+ePdHS0mLNmjWZVoYgCJCUlMTq1avp3bs3enp6mVaOp6cn165d4+rVq5lWhiAtUREhCOl4+/YtmzdvxtPTE03NzPtTMTIyokePHmJIHCFdSqUSHx8fOnXqRP78+TOtHA0NDby8vNi1axehoaGZVo4g5HXPnj3LlIkb/61QoUK0bNlSVC4KOVpMTAwtWrTgwYMHHD58mHLlykkdKcvp6emxbds2ateuTcuWLTl37pzUkQRBED7r9evX7N69Gy8vLzQ0NDKtnPz589OxY0e8vb1RKpWZVo4g5HV79uwhLCwsU0doAGjevDmFChUS1y+5mKiIEIR0bNy4kYSEBPr27ZvpZYmJtoTPOX36NA8ePMj0gz5Ar1690NDQwM/PL9PLEoS8ytfXFyMjIzp37pzpZXl6enL58mVu3LiR6WUJQkaLi4ujdevW3Lx5kwMHDmTKHEk5hYGBATt37qRSpUo0b96cy5cvSx1JEAQhXX5+fmhoaNCzZ89ML8vT05MHDx5w5syZTC9LEPIqb29vqlevjouLS6aWo62tTd++fVm3bh3x8fGZWpYgDVERIQjpkMlk/PDDD9ja2mZ6WVWqVKFcuXKi1lf4JG9vb4oXL079+vUzvSwLCwvat2+PTCYTrYoEIROkTtzYvXt3jI2NM728Fi1aUKBAAXF8EXKchIQE2rdvz6VLl/j777+pXr261JEkZ2RkxN69eylTpgxNmzbl+vXrUkcSBEH4iFKpRCaT0aFDBywsLDK9vAYNGlCsWDFxriMImeT58+ccPHgw03tzp/Lw8CAqKopt27ZlSXlC1hIVEYLwCbdu3eLixYtZ0gId3k+0tXv3bjHRlqAmKiqKLVu24OHhkalDhH3I09OTu3fvcv78+SwpTxDyksOHD/P8+fMsO77o6Ojg5ubG2rVrSUhIyJIyBeF7JSUl0blzZ/755x/27NlDnTp1pI6UbZiYmLB//36KFy9OkyZNuHPnjtSRBEEQ1Jw7d4579+5l2bmOpqYmHh4ebN68mbdv32ZJmYKQl/j6+mJoaEjXrl2zpLzixYvTsGFDvL29s6Q8IWuJighB+ASZTIa1tTWtWrXKsjJ79eqFlpaWGBJHULNhwwYSExOzZIiwVI0aNcLe3l60KhKETCCTyXBxcaFatWpZVqaHhweRkZHs2LEjy8oUhP8qOTmZ7t27c+jQIXbu3EnDhg2ljpTtmJmZcfDgQWxtbWnUqBH+/v5SRxIEQUgjk8lwcHDA1dU1y8rs27cvCQkJbNy4McvKFIS8QKFQ4OPjQ9euXTExMcmycj09PTl58iSPHj3KsjKFrCEqIgThXxITE/Hz88PNzQ0dHZ0sK9fc3Jz27duLibYENTKZjBYtWlCoUKEsKzO1VdHGjRuJjo7OsnIFIbcLDQ1l165deHp6ZurEjf9WqlQp6tWrJyoXhWxPLpfTp08f9uzZw7Zt22jWrJnUkbItc3NzDh8+jKWlJa6urjx+/FjqSIIgCERHR7Np06Ys7c0NYGtryw8//CBaUAtCBjt69CgBAQFZ1sMpVYcOHciXLx8+Pj5ZWq6Q+URFhCD8y86dO4mIiMDDwyPLy/by8sLf35+zZ89medlC9nPjxg0uX76cZWMxfsjd3Z24uDg2b96c5WULQm6VOnFjr169srxsT09Pjh49ypMnT7K8bEH4GgqFAg8PD7Zs2cLGjRuztFdqTmVlZcWRI0cwNjbG1dWVgIAAqSMJgpDHbdq0ifj4+CztzZ3Ky8uLS5cucfPmzSwvWxByK5lMhpOTEzVr1szScg0MDOjZsyerVq0iJSUlS8sWMpeoiBCEf5HJZNSpUwdHR8csL7thw4YULVpUtOQQANW2aGNjQ4sWLbK87CJFitCsWTOxLQpCBlEqlXh7e9OuXTssLS2zvPxOnTphamqKr69vlpctCF+iUCgYOHAga9euZe3atXTo0EHqSDlGgQIFOHbsGNra2ri6uhIUFCR1JEEQ8jCZTEazZs0oUqRIlpfdsmVLbGxsRA9QQcgg4eHh7NixI8t7c6fy8vLi1atX7N+/P8vLFjKPqIgQhA88e/aMw4cPZ3m3s1Sampq4u7uLibYEEhISWLt2bZYPEfYhT09Pzp8/LybCFIQMcP78+SyduPHfDA0N6dGjB76+vsjlckkyCMKnKJVKfvrpJ7y9vfH19aVbt25SR8pxbG1tOXbsGCkpKTRq1Ijg4GCpIwmCkAfduXOH8+fPS3auo6OjQ58+fVi7di0JCQmSZBCE3GTt2rUoFAp69+4tSfkVKlSgUqVKonFkLiMqIgThA76+vpiYmNC5c2fJMoiJtgSAHTt2EBkZKdmJPECbNm2wtLQUrYoEIQPIZDLs7e1p3LixZBm8vLx48eIFBw8elCyDIHxIqVQyevRoli1bxooVK+jTp4/UkXIse3t7jh07RmxsLI0aNSI0NFTqSIIg5DEymQwrKytat24tWQZPT08iIiLYuXOnZBkEITdI7c3dtm1brK2tJcvh5eXFvn37ePXqlWQZhIwlKiIE4R25XI6Pjw/du3fHyMhIshypQ+KIm795m7e3N3Xr1qVUqVKSZdDV1aVPnz74+fmRlJQkWQ5ByOmio6PZuHEj7u7uWTpx479VqlSJ8uXLi1ZFQragVCqZNGkSCxcuZNmyZfTr10/qSDle8eLFOXr0KOHh4TRu3JiIiAipIwmCkEckJiayZs0a+vTpg66urmQ5SpcuTZ06dcS1tCB8p0uXLnH79m1JG0YCdO/eHR0dHVavXi1pDiHjiIoIQXjn8OHDBAUFSTIx8L95eXlx8eJFbt26JXUUQQJPnjzh2LFj2WJb9PT0JCwsjN27d0sdRRByrM2bNxMXF4e7u7ukOTQ0NPDy8mLPnj2EhIRImkUQfvnlF2bPns2CBQsYMmSI1HFyjdKlS3P06FFevnxJ06ZNiYqKkjqSIAh5wO7duwkPD5f8piWorqWPHDnC06dPpY4iCDmWTCajcOHCNG3aVNIc+fLlo3PnzshkMpRKpaRZhIwhKiIE4R2ZTEbZsmWpUqWK1FFo1aoVVlZWoiVHHuXr64upqSmdOnWSOgrOzs7UrFlTtKAWhO/g7e1N06ZNsbOzkzoKPXv2REtLCz8/P6mjCHnY/PnzmTJlCrNmzWLkyJFSx8l1ypQpw5EjR3jy5AnNmzcnOjpa6kiCIORyMpmMWrVq4eTkJHUUOnXqhImJCb6+vlJHEYQcKTY2lg0bNuDu7o6WlpbUcfD09OTRo0ecOnVK6ihCBhAVEYIAhIaGsmvXLry8vNDQ0JA6Drq6uri5ueHn50diYqLUcYQsJJfL8fX1pUePHhgaGkodB1C1Kjp06BCBgYFSRxGEHCd14sbs0MMJIH/+/HTs2BFvb2/RqkiQxOLFixk7dixTpkxhwoQJUsfJtcqXL8+hQ4e4e/cuLVu2JDY2VupIgiDkUgEBARw6dCjbnOsYGRnRo0cPfH19kcvlUscRhBxny5YtxMTE4OHhIXUUAOrVq0eJEiVE48hcQlRECALg5+eHhoYGPXv2lDpKGjHRVt508OBBXrx4kS26Nafq0qULRkZGolWRIPwHMpkMS0tL2rRpI3WUNJ6envj7+3P27Fmpowh5zPLlyxk+fDhjx45l2rRpUsfJ9apUqcKBAwe4du0abdq0IT4+XupIgiDkQqtWrcLIyIjOnTtLHSWNp6cnQUFBHDp0SOoogpDjeHt706hRIxwcHKSOAqiGl/X09GTr1q28efNG6jjCdxIVEUKep1Qq8fb2pn379lhYWEgdJ42joyO1a9cWwzPlMd7e3pQrV47KlStLHSWNsbEx3bp1w8fHR7QqEoRvkJiYiJ+fn+QTN/5bgwYNKFq0qGhVJGQpHx8fBg0axE8//cScOXOyRQ/UvKBmzZrs27eP8+fP06FDB9HTVhCEDCWXy/Hx8aFbt24YGxtLHSdNlSpVKFeunLiWFoRvdP/+fc6cOZNtejilcnNzIykpiQ0bNkgdRfhOoiJCyPPOnz/PvXv3st2OFlQtOQ4fPsyzZ8+kjiJkgZCQEPbs2ZNthgj7kKenJ4GBgRw9elTqKIKQY+zevZuwsLBs1cMJQFNTE09PTzZv3szbt2+ljiPkAevWrcPLy4tBgwbxv//9L9sd43K7evXqsXv3bk6cOEGXLl1ITk6WOpIgCLnE0aNHCQwMzHbX0qktqHft2sXr16+ljiMIOYZMJsPc3Jx27dpJHUVNwYIFadmypahczAVERYSQ53l7e+Pg4ICrq6vUUT7SuXNnjI2NxZA4ecSaNWvQ0tLKVkOEpapevTrOzs7iwC8I30Amk1GjRg2cnZ2ljvKRvn37kpCQwMaNG6WOIuRyW7ZsoU+fPri7u7Ns2TJRCSGRRo0asWPHDg4cOECPHj1ISUmROpIgCLmAt7c3ZcqUoVq1alJH+UjPnj3R1NTEz89P6iiCkCMkJSWxZs0aevXqhZ6entRxPuLp6cmVK1e4fv261FGE7yAqIoQ8LTo6mk2bNuHh4YGmZvb7czA2NqZ79+5iSJw8QKlUIpPJ6NChA+bm5lLH+YiGhgZeXl7s2LGDsLAwqeMIQraX3SZu/DdbW1t++OEHUbkoZKpdu3bRo0cPevTowV9//ZUtz7XykubNm7NlyxZ27tyJm5ubOLcUBOG7hIWFsXPnzmzZmxvAwsKCDh064O3tjVKplDqOIGR7e/fu5fXr19muN3eqFi1aULBgQXH9ksOJqwEhT9u0aRNxcXH07dtX6ijpSp1o6/Dhw1JHETLRmTNn8Pf3z7YHfYDevXsDsHbtWomTCEL2t2rVKgwNDenSpYvUUdLl6enJxYsXuXXrltRRhFzo77//pnPnzrRv3x5fX1+0tLSkjiQAbdq0YcOGDWzcuJF+/fqhUCikjiQIQg6V2tOgV69eEidJn6enJ/fv3+fcuXNSRxGEbE8mk1G1alXKlSsndZRP0tbWxs3NjbVr1xIfHy91HOE/EhURQp4mk8lo3rw5RYoUkTpKuqpVq4aLi4uo9c3lZDIZRYsWpWHDhlJHSZelpSXt2rVDJpOJVkWC8BkfTtxoYmIidZx0tWrVCmtra3F8ETLckSNH6NChAy1atGDdunVoa2tLHUn4QKdOnfDz82PVqlUMGTJEHNMFQfhmqb2527dvj6WlpdRx0uXq6oqDg4M41xGELwgKCuLAgQPZtjd3Kg8PD968ecOOHTukjiL8R6IiQsiz7ty5w/nz57N1C3RQn2grNDRU6jhCJnj79i2bN2/OtkOEfcjT05Pbt29z8eJFqaMIQraVOnFjdj++6Ojo4Obmhp+fH4mJiVLHEXKJf/75hzZt2uDq6sqmTZvQ0dGROpLwCT169EAmk7F8+XKGDx8uKiMEQfgmFy5c4M6dO9n+XEdTUxMPDw82bdpEdHS01HEEIdtatWoV+vr6dOvWTeoon1WyZEnq16+Pt7e31FGE/yh73/EShEwkk8mwsrKidevWUkf5ol69eqGhoSEm2sqlNm7cSEJCQrYeIixV48aNsbOzE62KBOEzZDIZzs7O1KhRQ+ooX+Tp6UlERAQ7d+6UOoqQC5w7d46WLVtSu3Zttm3bli0nOhTec3d3Z/ny5SxZsoSxY8eKyghBEL6aTCbD3t6exo0bSx3li/r27Ut8fDybNm2SOoogZEsKhQIfHx+6dOmCqamp1HG+yMvLi+PHj/P48WOpowj/gaiIEPKkxMRE/Pz86NOnD7q6ulLH+aLUIXHERFu5U+oQYYULF5Y6yhdpaWnh7u7Ohg0biImJkTqOIGQ7YWFh7NixA09Pz2w5ceO/lS5dmjp16ojKReG7Xbp0iebNm1OpUiV27dqFgYGB1JGErzBgwAAWL17Mr7/+ytSpU6WOIwhCDhATE8PGjRtxd3fP9r25AYoUKUKzZs1EC2pBSMfx48d5+vRptu/hlKpjx46YmZnh4+MjdRThP8j+Rw1ByAS7d+8mLCwsx+xoQVXre+/ePc6fPy91FCED3bp1i4sXL+aobdHd3Z3Y2Fi2bNkidRRByHZSJ3NPndw9J/D09OTw4cM8e/ZM6ihCDnX9+nWaNWtGmTJl2Lt3L4aGhlJHEr7BsGHDmD9/PjNnzmTWrFlSxxEEIZvbvHkzsbGxuLu7Sx3lq3l5eXHhwgVu374tdRRByHZkMhmlS5emdu3aUkf5KgYGBvTo0YNVq1aRkpIidRzhG4mKCCFPkslk1KpVCycnJ6mjfLVGjRphb28vWnLkMjKZDGtra1q1aiV1lK9mb29PkyZNxLYoCP+iVCrx9vambdu2WFlZSR3nq3Xu3BkTExN8fX2ljiLkQLdv36ZJkyYUL16c/fv3Z+sJ2oX0jR49mpkzZzJp0iQWLFggdRxBELIxb29vmjZtip2dndRRvlqrVq2wsrISPUAF4V8iIiLYvn17junNncrLy4uXL19y4MABqaMI30hURAh5TkBAAIcOHcpRLdBBNdGWu7u7mGgrF8lpQ4R9yNPTk7Nnz3Lv3j2powhCtnHx4sUcMXHjvxkZGdG9e3d8fHyQy+VSxxFyEH9/fxo3boytrS0HDx7EzMxM6kjCd5g0aRITJ05k9OjRLF26VOo4giBkQ3fv3uXcuXM57lxHV1eXPn364OfnR2JiotRxBCHbWLduHXK5nD59+kgd5ZtUqlSJChUqiMrFHEhURAh5zqpVqzAyMqJLly5SR/lm7u7uxMXFiYm2comdO3cSERGR407kAdq2bYuFhYU48AvCB7y9vSlSpAhNmjSROso38/LyIigoiMOHD0sdRcghHj9+jKurK5aWlhw+fBhzc3OpIwkZYObMmYwaNYphw4bx119/SR1HEIRsRiaTYWlpSZs2baSO8s08PT0JDw9n165dUkcRhGwhtTd369atsbGxkTrON/Py8mLPnj0EBwdLHUX4BqIiQshT5HI5Pj4+dOvWDWNjY6njfDM7OzuaNm0qbv7mEt7e3tSuXRtHR0epo3wzPT09evfuzZo1a0hKSpI6jiBI7sOJG7W0tKSO882qVKlC2bJlxZBrwlcJCAjA1dUVY2Njjhw5kqOGIhM+T0NDg/nz5zN06FAGDhzI6tWrpY4kCEI2kZSUxJo1a+jduzd6enpSx/lmTk5O1KpVS1xLC8I7V65c4ebNmzmyYSRAjx490NbWZs2aNVJHEb6BqIgQ8pSjR48SGBiIl5eX1FH+My8vL86fP8+dO3ekjiJ8h6dPn3LkyJEcvS16enoSGhrK3r17pY4iCJLbsmVLjpu48UMaGhp4eXmxe/duXr9+LXUcIRsLCgrC1dUVbW1tjh07RoECBaSOJGQwDQ0NFi9eTL9+/fDw8GDDhg1SRxIEIRvYs2cPYWFhOfamJaiupQ8fPkxAQIDUUQRBcjKZDFtbW5o1ayZ1lP8kf/78dOrUCZlMhlKplDqO8JVERYSQp3h7e1OmTBmqVasmdZT/rE2bNlhaWoqWHDmcr68vJiYmdO7cWeoo/5mLiwvVq1cXLagFAdXxpXHjxjg4OEgd5T/r2bMnGhoa+Pn5SR1FyKZevXpFo0aNSElJ4dixY9ja2kodScgkGhoa/Pnnn/Tp04fevXuzbds2qSMJgiAxb29vatSoQZkyZaSO8p917twZIyMjfH19pY4iCJKKi4tj/fr19O3bF21tbanj/Geenp48ePCA06dPSx1F+EqiIkLIM8LCwti5cydeXl5oaGhIHec/ExNt5XxyuRxfX1+6d++OkZGR1HG+i5eXFwcPHuT58+dSRxEEydy7d4+zZ8/m6B5OABYWFnTo0EG0KhI+KTQ0lMaNGxMbG8vx48ext7eXOpKQyTQ1NfH29qZLly5069aNPXv2SB1JEASJPH/+nIMHD+b4cx1jY2O6d++Or68vcrlc6jiCIJmtW7fy9u1bPDw8pI7yXerXr0/x4sVFQ90cRFRECHnG2rVrAejVq5fESb6fp6cnYWFh7N69W+oown9w+PBhgoKCcnS35lRdu3bFwMCAVatWSR1FECQjk8mwsLCgbdu2Ukf5bp6enty7d4/z589LHUXIRiIiImjSpAnh4eEcO3aMYsWKSR1JyCJaWlqsWbOGtm3b0qlTJw4cOCB1JEEQJODr64uhoSFdunSROsp38/T0JDAwkCNHjkgdRRAk4+3tjaura44/p9PU1MTDw4PNmzcTFRUldRzhK4iKCCFPUCqVeHt7065dOywtLaWO892cnZ2pWbOmqPXNoby9vXFxcaFq1apSR/luJiYmdO3aFR8fHxQKhdRxBCHL5fSJG//N1dUVBwcHMeSakObNmzc0bdqUFy9ecPToUUqVKiV1JCGLaWtrs379epo1a0b79u05duyY1JEEQchCCoUCHx8funbtiomJidRxvlu1atVwcXER19JCnvXgwQNOnTqV43s4pXJzcyMxMZGNGzdKHUX4CqIiQsgTLl68yJ07d3LNjhZULTkOHTokJtrKYV6/fs3u3btz/BBhH/L09OTZs2fixoSQJ+3Zs4fQ0NBc0cMJ3rcq2rRpE9HR0VLHESQWHR3NDz/8wJMnTzhy5EiOHhdc+D66urps2bKF+vXr07p1a06dOiV1JEEQssjRo0cJCAjINdfSGhoaeHp6snPnTkJDQ6WOIwhZTiaTkT9/ftq3by91lAxha2tLixYtREOqHEJURAh5gre3N3Z2djRu3FjqKBmma9euGBkZiSFxchg/Pz80NDRyxRBhqWrWrImTk5NoVSTkSTKZjOrVq+Pi4iJ1lAzTt29f4uLi2LRpk9RRBAnFxsbSsmVL7t69y6FDhyhfvrzUkQSJ6enpsWPHDmrUqEGLFi3EEG6CkEfIZDKcnJyoUaOG1FEyTK9evdDQ0EgbvlkQ8ork5GRWr15Nr1690NfXlzpOhvH09OTy5cvcuHFD6ijCF4iKCCHXi4mJYePGjXh4eKCpmXs2eWNj47QhccREWzmDUqlEJpPRvn17LCwspI6TYVJbFW3fvp3w8HCp4whClnn+/DkHDhzINb0hUhUpUoTmzZuLysU8LD4+njZt2nDt2jUOHjxIlSpVpI4kZBMGBgbs3r2bChUq0Lx5c65cuSJ1JEEQMlF4eDg7duzIVb25ASwtLWnXrh3e3t4olUqp4whCltm3bx8hISG57vqlZcuW2NjYiOuXHCD33JUVhHRs3ryZ2NhY3N3dpY6S4VIn2jp69KjUUYSvcO7cOe7du5frDvoAvXv3RqFQsG7dOqmjCEKWWbVqFQYGBnTt2lXqKBnO09OT8+fPc+fOHamjCFksMTGRDh06cP78ef7+++9c1QJWyBhGRkbs27cPR0dHmjZtKlofCkIutnbtWpRKJb1795Y6Sobz9PTk7t27XLhwQeoogpBlZDIZlStXznU9XXV0dHBzc2Pt2rUkJCRIHUf4DFERIeR6MpmMpk2bYmdnJ3WUDFejRg2cnZ3FWHg5hEwmw97enkaNGkkdJcNZW1vTtm1b0apIyDM+nLjR1NRU6jgZrnXr1lhZWYlWRXlMUlISXbp04cSJE+zevZu6detKHUnIpkxNTTlw4AAODg40adKEu3fvSh1JEIQMplQq8fb2pm3btlhZWUkdJ8M1btwYe3t7cS0t5BkvXrzg77//zjXzvfybp6cnkZGR7NixQ+oowmeIigghV7t37x5nz57NlS3QQX2irbCwMKnjCJ8RHR3Npk2bct0QYR/y9PTk1q1bXL58WeoogpDpjh07xrNnz3Lt8UVXV5c+ffqwZs0aEhMTpY4jZIGUlBR69uzJgQMH2LFjR66sNBcyVr58+Th06BAFCxakUaNGPHjwQOpIgiBkoEuXLnH79u1ce66jqamJu7s7mzZtIiYmRuo4gpDpVq9ejZ6eHt27d5c6SqYoVaoUdevWFQ2psrnceTdMEN6RyWRYWFjQpk0bqaNkmtRusmKirext06ZNxMXF0bdvX6mjZJqmTZtSuHBhceAX8gSZTIajoyO1atWSOkqm8fT0JDw8nN27d0sdRchkcrkcNzc3du7cyZYtW2jevLnUkYQcwsLCgsOHD2Nubo6rqytPnjyROpIgCBnE29ubIkWK0KRJE6mjZBp3d3diY2PZvHmz1FEEIVOl9ubu3LkzZmZmUsfJNJ6enhw9elScj2RjoiJCyLWSkpJYs2YNffr0QU9PT+o4mcbKykoMiZMDyGQymjVrliuHCEulpaWFu7s769evJzY2Vuo4gpBpwsPD2b59O56enrlq4sZ/c3JyolatWqJyMZdTKBT069ePTZs2sWHDhlzdeEPIHNbW1hw5cgRDQ0NcXV0JDAyUOpIgCN8pJiaGDRs24O7ujpaWltRxMo2dnR1NmzYVwzMJud7Jkyd5/Phxru3hlKpTp06Ympri6+srdRQhHaIiQsi19uzZQ2hoaK7f0QJ4eXlx584dLl68KHUU4RPu3LnD+fPn88S26OHhQUxMDFu3bpU6iiBkmnXr1qFQKOjTp4/UUTKdp6cnhw4dIiAgQOooQiZQKpUMGTKEVatWsWbNGjp16iR1JCGHKliwIMeOHUNTUxNXV1devHghdSRBEL7Dli1biI2Nxd3dXeoomc7Ly4tz586JuW6EXE0mk1GyZMlcP/+XkZER3bt3x9fXF7lcLnUc4RNERYSQa8lkMmrUqEGZMmWkjpLpGjduTJEiRURLjmxKJpNhaWmZJ1qZOjg40KhRI7EtCrlW6sSNbdq0wdraWuo4ma5Lly4YGRmxatUqqaMIGUypVDJ8+HCWL1+OTCajR48eUkcScrjChQtz7NgxkpOTadSoESEhIVJHEgThP5LJZDRu3BgHBwepo2S6Nm3aYGlpKXqACrlWZGQkW7duzfW9uVN5eXnx4sULDh48KHUU4RNERYSQKz1//pwDBw7kiRbooBoSx8PDg40bN4qJtrKZxMTEtCHCdHV1pY6TJby8vDh9+jT+/v5SRxGEDHf58mVu3bqFl5eX1FGyhLGxMd26dcPHx0e0KspFlEolY8eOZcmSJSxfvjxPtHgVsoaDgwNHjx4lOjqaxo0bExYWJnUkQRC+0b179zhz5kyeuZbW1dWlT58+rFmzhqSkJKnjCEKGW79+PSkpKbi5uUkdJUtUrlyZcuXKicaR2ZSoiBBypVWrVmFoaEjXrl2ljpJlxERb2dPu3bsJDw/PMyfyAO3atcPc3Fy0KhJyJW9vbwoXLkzTpk2ljpJlvLy8CAwM5OjRo1JHETLI1KlT+fXXX1m8eDEDBgyQOo6Qy5QoUYKjR48SGhpKkyZNiIiIkDqSIAjfwMfHB3Nzc9q1ayd1lCzj6elJWFgYu3fvljqKIGQ4b29vWrVqRYECBaSOkiU0NDTw8vJiz549ondmNiQqIoRcR6FQ4OPjQ9euXTExMZE6Tpaxt7encePG4uZvNuPt7U3NmjVxdnaWOkqW0dPTo1evXqxevZrk5GSp4whChomNjWXDhg307ds3V0/c+G/VqlWjTJkyolVRLjFr1ixmzpzJ/PnzGTZsmNRxhFzK0dGRI0eO8Pz5c5o3b05UVJTUkQRB+ApJSUmsWbOG3r17o6enJ3WcLOPs7EyNGjXEtbSQ61y9epXr16/nqYaRAD179kRLSws/Pz+powj/IioihFzn2LFjPHv2LM8Mm/EhLy8vzp49y+7duzl8+LDUcfK8gIAADh8+nCe3RU9PT16/fs2aNWvYuHGj1HEE4butXr0aX19foqOj8fDwkDpOlkptVbRz504xzEoOt3DhQiZNmsTMmTMZPXq01HGEXM7FxYXDhw/z8OFDWrRoQXR0tNSRBEH4gr179/L69es8d9MSVNfSBw8eZN++fZw8eVLqOILwXZKTk/njjz9YuXIlBQsW5IcffpA6UpYyNzenQ4cOeHt7o1QqpY4jfEBURAi5jre3N05OTtSoUUPqKFlKoVDw6tUr8uXLx4QJE5gxY4bUkfI8X19fjIyM6NKli9RRstzNmzcpU6YMCxYsYOjQoVLHEYTvolQq6devH4sWLaJq1apcvnxZ6khZrlevXgCiVVEOdOXKFW7cuMHSpUsZNWoUEydOZNKkSVLHEvKIihUrcujQIW7fvk3r1q15/fo1W7ZsETcFBCGbkslkVKtWjbJly0odJUulpKQQFhaGvr4+o0ePZv78+VJHEoTvcufOHYYMGcLatWupVasW58+flzpSlvP09MTf35+zZ89KHUX4gKiIEHKV8PBwduzYgaenJxoaGlLHyXLLli0jJSWF+/fvY2FhIXWcPE0ul+Pr60vXrl0xNjaWOk6W27BhA48ePeL+/fvkz59f6jiC8F00NDTInz8/jx8/5vr16+zYsUPqSFnO0tKSdu3aIZPJxA3EHKZ3794MHz6cYcOGMWrUKGbOnCl1JCGPqVq1Kvv37+fy5cu0atWKLl26cOXKFaljCYLwL0FBQRw4cCBP9oaQy+UsXboUbW1tHj58iKWlpdSRBOG7WFlZARATE8O2bdvyZEOqhg0bUrRoUTG8bDYjKiKEXGXdunUolUp69+4tdZQsp6mpycmTJylUqBByuZyEhASpI+VpR48eJTAwME8OywSwadMm6tSpA6haGAlCTpdaud2yZUt8fHwkTiMNLy8v7ty5w8WLF6WOInwlf39/7t27x4kTJ6hevTodOnTIkw01BOlVqFCB9u3bc+PGDbS1tdmyZYvUkQRB+JdVq1ahr69Pt27dpI6S5fT09Dh9+jT58+cnJSWFxMREqSMJwnextrZO+/eMGTP46aefJEwjDU1NTTw8PNi8eTNv376VOo7wjqiIEHIFf39/ChYsyIoVK2jdunVa7W9eU6hQIS5cuECpUqWoV6+e1HHypNjYWAoWLMjChQtxdnamWrVqUkeShLGxMfv376dOnTrUrl1b6jiC8N1q1qxJ06ZN2bp1K/r6+lLHkUSjRo2ws7Nj1qxZ2Nvbi0rGHGDevHlp/75//z6vXr2SMI2Ql8XHx3Pz5k2SkpJISUlhxYoVUkcSBOGdK1euYG9vz8qVK+ncuTMmJiZSR5KEg4MDly5domjRomkNqgQhp9LR0cHJyYnRo0czefLkPNsQxc3NjYSEBAYMGECbNm2kjiMAGkrRv17IBa5evUrlypUB1QnEwIEDGTt2rMSphLwoNjYWY2NjNDU1KVGiBLVq1cLX11fqWIIgCN+tY8eO3L59m2fPnqFUKklISEBTU7Rpyc4mTZrE7t27mT59Oi1atEBPT0/qSEIeplQquXnzJrNnz+bx48d5cpgIQciOTpw4QcOGDQEoXLgw48ePZ/DgwRKnEgRB+D5KpZJixYqhqalJVFQUpUuX5syZM1LHyvNERYSQK7x8+RJbW1sAihYtypEjRyhWrJjEqYS8Sl9fn8TERMzMzNi/fz81a9aUOpIgCMJ3O3bsGG3atCE2Npb8+fMTEREhdSRBEARBEL7T/fv3cXJyAsDJyYlDhw5RuHBhiVMJgiB8v6VLlzJs2DBA1bv7yJEjEicSRDM2IVdIHYqpQIECnD17VlRCCJLS1tbGwMCAM2fOiEoIQRByDVdXV06cOIGurq7oCSEIgiAIuUShQoUAsLOz49SpU6ISQhCEXGPo0KGsWbMGQMyjmk2IHhFCrrFt2zYaNmyIubm51FG+KDAwkLCwMKljSMrS0hI7OzupY2SKo0ePUrRo0WxZISa2va+Tm7dPqYhtL2Nkh23z7t27RERE5Orxk8X2mj22NSF7E38nHxN/N0JOtWnTJlq0aJGt5ocQ+5j/RuyHpJHXttectp0dPXoUBwcHihcvLnWUPE9URAhCFgsMDMTJyYm4uDipo0jK0NCQe/fu5aiDV04XGBiIo5MT8Xl82/saBoaG3BfbZ4YR+72MI/admS8wMBAnR0fi4uOljiIpQwMD7t2/L7Y14ZNU+3VH4uLy9t/JvxkaGnDvnvi7EYTvJa5b/jtxHZP18uK1jrgmEf4rbakDCEJeExYWRlxcHKv/+A3HUiWkjiOJ+w8e4TZ4BGFhYeLAlYXCwsKIj4uj/6yVFCxWWuo42darJ/78NbGf2D4zUOp+z2f+RByL2UsdJ8e6/yQAjzGzxLaZycLCwoiLj+f3XlUoaZN9WoZmpYch0QxZe1lsa0K6VPv1eFaOd6eUXQGp42QLDwKD6TfHV/zdCEIGSL1u6TXtL2wcSkkdJ8cIefaAtdP6i/1QFku91lm1xi9tvpXc7N69e/Tt01tsZ8J/IioihP9MdD37Po6lSlCpnMtHr588c55HTwPw7NX1s5+fMX8RPTq1o0Qxh3SX6TPoZ9b8+b90309ISERfX++z5WzcvptDx0+ho6PN1DHDKVTAJu095xquNKhTkyoVy+HRsysLlq7gSUAgV27cYub4Ubx6/Zodew9QqIANP/bri3Ppkp8t61vltW3wU/7LdlmwWGkcnCp8cbn7l04R8vwJ9Tu4fXa5nX/OpmbLrtjYpd/NccUELwbM9k73/eTEBHT09D9bzp1zxzi49ncqN2pD/Q5uKBQK1vwyHA1NTYq5VKFuu15pyx7f6sPDa+dIjIulx9j5hD5/ys7lcyhYtBQ1W3ShVKVany1LyByOxeypWEbai0mlUomGhka67yUnp6Crq/PZdWzad5SVG3YxYXAfXGtVSXs9KjqGfuPnYm5mSnF7W0b370mHgeOwLWCFqbExs0YNyNDv8iGxP/zY9x63S9qYUK5IvowL9C9f3BblSnS1Pz8Xx86rQZx5GMrLqHjmdCyPnYURAPdfveW3g/fJZ6hDm4qFqVPSipb/O0EZWzPsLIz4sZG4qSNkjFJ2BahQ6r/9nQUEh7Pm79NM9mhLilzO0AVr+XNs+uccCUnJ6H9h/3z8yj12/XONl6GRjO3TksqODgDcffqC37ceIyk5habVy9C5UTXmrN5L0OtIouMS+H10b3b/c43dp65R0DIfA9s3xNGh4H/6XoLwOXn9eP2tx2Ybh1IUcazw1cs/vHKKsKCn1Gzb57PL7V85hyrNu2JVJP2hdP2m9qf39L/Sff9rrl/8LxznxMY/KNegNTXb9uHhlX+4cmALCXEx1Grfl1JV6qct+9fIruSzLoS+kSltfpzOhb3ruHl8N2bWhajXZQAFijp+tixBek5OTlSsVCnD1/vl65dkdHV1P7uOWb/M5EVQEG/fRrNi5UqMjIzS3ps/by6vXr6kfPkK9PXwoF3r1tgWtsXUzIw5c+dl6Hf5nLy4f8xpQ1xlBFERIfwnebGrZGZ1cbx19z4bt+/mVUgoY38alPb604DnTJ+/CEvz/PTt0ZmHj59y8Pg/xMcn8Ov0CQAs911L8OvX9OrSgYZ1ajJ49CSMjYwoWbwoP3p9+kIuLDyCdVt3cu3mHYZ49aFqxfKfzbfv0DFW/b6Qu/4P8V23mYkjh6a9Z2BgQHxCIkXtigAwaqjqJls3zyE0ql+b9Vt3oa+nqugoaGP933+kTwgMDKS0oxMJ8XlnG/wUfQND/O9nzHb5/OEdzu/fQlRoMC09R6a9HvriGTv/nI1xPgvqtutNcMAjbp85QlJiPN1Gzgbg2GZvosKCqdWqO07V6rPml+HoGRpRwL4EjbsP/GR50ZHhnNu3kYD7N2jUbQDFXCp/Nl+Zmq5oaesQ8vwJAA+vnaNomUrU79iXFRO81Cointy6jMe0P7h2Yh9BD++gZ2CErr4BKclJmBcQE/DlRBv3HuHUxeuYmhgxZ/Qg3Mf8gu/8Sfhu2Utxe1uUSli/+xAmRobkMzWmb6eWrNy4m9dhEfRq35zCBazwGjeXJnWqMtStMwYfVMI+f/Wa9bsO8vBZEBOHuFG0SKHPZunashFJSUkfvf46LJKKzqUYP7gP/SfMBcDAQB+FQkkhG8uM/UE+EBgYiKOjE/F5fH/4bwYGhtzPoP3jh7Zfec7ZR2GY6GsztW1Zhvhd5vfeVVh37hkOlkYoga2XAjHR18HUQIeeNR1YfeYJodGJdK1mR0EzA4atv0JDRxv61y+Bga5W2rpfRMax5dJzHodGM6qZE/aWRukHAdpVKky7SoX5++ZLHr2OSauIOH4/hEGuJSlfOB+D/C5Rp6QVBrraJKUoKJzfMEN/D0H4WusOnOPsrUfY2ZhTtJAV1V2+PE5zeFQMm45c4MbD5/Rv1yCtYiE9DSs70bCyEzcePufy/adpyzsXteX30b0B8Jwlo3Ojajx9Gcpf491ZsvkwL15Hoqmpgd67ig4bC9Pv+q6C8Cni+iVjr10AXj66w5VDW3kbFkxjtxFpr4e/fMb+lXMwMrOgRutevA58xP3zR0lOjKftsFkAnN7mzdvwEKr+0I1SVeqxed7P6BkYYWVXgnpdPt14JOZNOJcPbCLI/wb1Og/AzvnzN51LV2+IprY2YUFPAShZuR4lK9cjLvoN+/6cqVYRoatvgFKhwMxKVQmqoamJ9ruKDlML0fMsJ9qwfj3/nDyBmZkZc+f/ilvv3qz288PH25viJUqgVCpZt9YPU1NTzPLlw8PTixXL/+R1SAh93PpiW7gwnu59adK0KT8N/xkDA4O0dT9//py1fmt4+OAhk6ZM+eL8lBMnTQZgyeJF3L1zh6rVqgFw7epVrly+goODPQUKqrY9A0NDFAoFtra2mfTLfCyvDo2aF4dCFRURwn+S2lWy6eg/yW+X+1vVRQY+4NCvgzKl65meni5JScmYmhizY+9+alZV3Yxd7ruWmRNGUsRWdUNs3uI/8Fu+mEvXbrB+2y4Aundqi2OJ4oyaMouUFDlNGtSlW4c29B740ycrIgaMGI+GhgaD3Hvz0wAPAF6HhjF38R9qy82aOAYDA9VJzxAvN4aNm4qlhTmhYeFqy106ugeFQkFXjyE0rKtqYe7/6AnFHOzQ0tKiZ+d29O7agas3b7N4uQ/Txv2cYb9bWFgYCfFxVBi8DGPbjO1pkVPEvHjI9T9+zLDtUkdXF3lyEgbGJlw5sosS5asDcGyTNx1+nILFuxv4e70XMHCuD09uX+Hcvk0A1GzRhYJFS7FhwQQUcjllarpS44fOLB/n8cmKCN/pQ9HQ0MC1az+a9hoCwNuIUPZ6L1BbrtOwaejqG3z0eYDI1y8xL6A6OdLU1FJ7r2KDliwY2AaAYYs2om9kgmOVOrwJDWbHH7Nwn7r0v/5MgkSeBr7EuWRR2jer/8n3/XYcYMWsMVy+dZ/Dpy+io61NUnIyBawsWL/rEGMG9KSsY3HGDOil9rl2/cfiVNIBry6tKW6v2sb9nwSwcuPutGUM9PWYOaL/FzPaFrDi8q17tHAfQccfGqpyLZyCpqYmI2cv5UngC4rZZfwJfVhYGPHxcVQf9jumtrn/mPw13r54wIUlQzLluP0sLBbHAqa0qvDpCqtNFwNY1L0y1wMjOXYvBB0tDZJSFNiY6rPl0nOGNS5FmUJm/NREfYi8HivOUrqACX1qFaWolTGgGiJpzZmnacvo62gxsXUZtc/9dvA+F56Es6TH+8rcTlWKsODAffbdeEFMYgoAmwfVRlNTg/6rLtLMpaBaBYggZJUm1crQrn4lBsxdRXWX4hy+eIfwqFg+NW3h0IVr0dDQoF/b+gzu2AiA0Mi3LFx/QG25qV7tMNB73xJ05a6T7D51jQVDP+5d/Oe2Y3RtrDq/qepUlDajF6Gvo8OgDq6UsrOhe9MaXH8QyB9bjzHRvXVGfnVByPPXLxl97QKgrauHPDkJfSMTbh7fjUNZ1c3V09tktBw4mfw2qnO7w6t/o88MbwLvXuXKwc0AVGneBWv7kuxcPBGFPIXS1V2p3LQTa6Z4fbIiYuPsYWhoaFCnkxcNug0GIDoilMOrF6ot12rQ1HSvX1IdXbPoo14bfWb6oKmpyfbfxhIW9JQqzbtSrUV3nt+/zomNv9Oi/8T/9iMJknny5DFlXFzo0LHTJ99fs3o1K2UyLl+6xMGDB9DR0SE5KYkCBQuy1m8NY8dPoFy5cowbP0Htc21atsS5jDNe/QdQooRquO/79++zcsXytGX0DQyYNXuO2ufCwsK4fu06Q35837j0wYMHlCtfjomTJtO9a1ea//AD6zZsQFNTkxHDf+Lx48dZMsFz6tCoywe3oJSteaaXlx08eBHBwD/+znNDXImKCOG75LcrhXWJz7eo/1BM+CuenP2bcq09P3rv3KpZ1Oz79QfXM7JppCQmYGRZkCpdfkp7/cGJ7QTdPE1M2EsaDJlPyINrPL96gsSYKKr1HI2+qTn/rJiAgYk5tuVqU7Jeu68uMzMsW7mayaOG8TQwiL0Hj6i9p6n5+SEZzExM0NPTJfFdy9z0uuulGuTem43bd7NyzXpaNnWlacN6KJVKUlLk6X6mRpWK1KhSkdPnL3Lp6s2P8mlqaqKj835XsnrDFvp066SW39rSgujYmM9m+6+MbUtiVrTcN38uITKY4Ev7cWjq/tF79zfNwbHr+K9e1731M5EnJaBvXoASbd4f1F+c3UHgkdWUbD8Cy7L1CL97lgfbFmBcqAS2tTtg7lgDgCf7lhP17BYVh/z+zd8jIx1ev5y2A8YT9uIZ107+rfaepsbnt0UDY1O0dfRISUoEvrwtNuraj/P7t3Biqw/l6zWnbK3GKJVK5PKUr86b37oQwQGPAFAqFWrvndu3iXGy/Ty5dZlTO/1o1vtHAIxM85GclPDVZQjZx/jBfbh25wE/Tf8fS6eNQAPVNhaXkKi2XOq2t373ITo2b4hdIRvGzlP9bZkafdwSfFT/nuw8dJI/1u2gfZN61K5SDqUSUuTv94tyueKjz33KgX/O071NUzr90JDeI6bj2aV12n7QKr8ZMZk8qaupbSnyF/v2/eGH4iOCCbr4NyWbe3z03q31synbY8InPvVpN/xmIE+Kx8C8IE7th6W9fmfrb8SHvyQ5PpqqA3/j1bWjhNw4SVJsFGU6q3pjPdi7AnlKEgUrNsK+bsfv+k4ZbUQzR24+f8PYLdf5tUtFUnd38Unqx9LUveCWS89pU7EwhfMbMm3nLQBM9D8eXmZY41Lsu/ES2akntCxfiBrFLFTHaMX7G7TyT9ysHdHMkWuBkWy+FMjQxqqKKCsTfeZ1rkBsYgqjN18DQFNT413Z2iTLFRggKiKErJe6b01+d+7ZpFoZtaGZPtSvbX22HL2E795TNK9RlkZVnN/tnz+/T+7Xtj7t61di1qo9/G94j7TXV+87jamRAU2rq4ZGPXXjIbt/Hc72E1c4cP4WretUAMAqvwkx8eJcQcg8Of365cyUVpjaO2NobU/x1kO++XtkpH82r6C551jCXwZw+9R+tfc0vnD9om/0bdcvdTp5cfXgVs7uWEWZOs1wrN4IlEoU8vSvpT/loM98SlSuS+HS6vdRUs8ZjfNZkhgfk/bcxNyKxLjMuZYWMtfESZO5dvUqPw4ezB/Ll6dtY3H/6hWV+vq6tX506twFO3t7Ro9UnRObmH7cQ2/MuHHs2L6NP5YtpX2HjtSpW/fdfZ3319Lyf22X4eHhjB09mt8WLUJL6/05oK2tLWFhoQBoa6vu66Rue5ZWVsTEZO22V8rWnPJFbb684AdeRcaw79JDvJpW/Oi9XzadZlLXOl+9rmnrTxKflEJBc2OGt6me9vr2s/c5ffc5LyOime/eCDsrMxKSUmg9cxMTu9ShWqlC/Ox9GBMDXZyKWOLZpMI3fYe8RFRECJkqPOA+lzf+j3yFi/M2OJDqvcYQGxFC0M3T3NztjVWJ8qBUULX7SKJfP//q9b4NeY6mlg71B0/j6OLhpCQloK2rasFfqkEHSjXowOMz+4h8/pCSddtSsm5bQh/f4tmlw5gVLEqJOm0oWbct+2d7Sl4RUb92deYs+h1tLW21+RoG9O3J5NkLKWBtSa8uHWjXshlDRk8iNi6euVPG8dfqdWrradKgDoNHT+Li1etUrVThk2VVKOtMhbLOJCYmsmv/YS5evUHNqpVYMnd6uvn2HjzK/iPHiU9IZNHsKTx+GsCmHXvo3K4lc/73B5qaGjSoUxNQHewePn6KY0lVjbls7SauXL9J5Jsopo8fkW4ZWSE6yJ9HOxdjVLA48aGBlOw4isQ3IYTfPcuzgzLMipZDqVRQsv3PxIcFffV640Kfo6GljUvfWdxcORJ5UgJa77ZF21rtUSR/MHyLBmjpGqBISUbfQtUqOurZbXSMzDL0u/5XjlXqstf7VzS1tdHRfb8tNuziybZlMzCztKFWq+5UbtSGNbN+JjE+li7DZ3J8i0xtPWVqurLml+E8uXWZYmWr/LsYAOwcy2HnWI7kpESuHt/Lk9uXKVG+Or3HL/zk8gBP71zl4NplxMdEk9+6IC61GnN+/xYC/W/iVFXVSt578kC8Zi6nWNkqrJoxjNi3kbT2Gs3VY3u5efoQ8bFvadx9ULplCNmXbPMeHgUEoa+ni4mRISUdivDrynVcueVP2dLF6N2+OUOmLERfXxd72wLUqOiC98bdFLf/fA+EOlXKUadKOWJi49i6/zjWlvlxLG7PosnD0/3M4dMXWbvzIMaGBpgYGxGfkEDAi2Aa167GyNlL+OfCNQrZWAHQf8Jc9HV10dDQoJxjiYz8STJE1PP73Nu+GJNCxYkNCaRMl1EkRIbw+s4ZHu6XqSo2lAqcO44g9hv2jbGhz9HU0qa85xwuLR+htm8s00l1PHiwbwVRz/0pUrMNRWq2IfLpbV5dO4pj2x+pOngRAOcXDcx2FRF+Z5/yJDQGfR0tjPS0KWZlzNIj/lwPfINTIVO6VrNn1KZr6OtoUcTckKpFzVlz5ilFvzDMUo3iltQobklsYgq7rgVhZaxHqQKmzOmUfoMP39NPeBgSTVRcMiOalebMw1CeR8RRo7gFS488IC5JzrDGpYhOSGbclhsY6GphY2aAqcHnx9kXhMxy6MJtzt16RLPqH8+T9m/lShShXIkiJCYls/fMDa7cf0a1MsVYMKxbup/ZeuwSF+8+4W1MPH1b1eXJy1C2HbtEg0qOLNxwANfKzgRHRDGyR3McClry86L1vI6MZv6PXVi97zTXHgQSGR3LZPc2Gfm1BeE/ya7XL1p6qucGFlk3bEt6SlSqw6FVC9DS0k67HwBQu4Mn+5bPxNTChqotulGuQWs2zxtBUkIsbX6cwZntPmrrcazuyuZ5PxNw5zL2ZT49XGzhUuUoXKocKUmJ3Dy5j4C7VyhathqdRv2abr7Ae9c4seF3EmKjMbMqSGJcDNeP7iQq9BWRwc+p1a4v62YMoueUP1k/czDauvpoaGhgW7Is53at4fn9a8S9jaTFgEkZ84MJWcr7r7949OghBgYGmJiYULJUSebPm8vlS5cpW7YcfdzcGDSgPwYGBtg7OFCzZi3+WrGc4iU+f81Qp25d6tStS0xMDFs2bcLaxgYnJycWL12W7mfc+/TBwNCQiePHMXDwECLCwwl49ozebm5s3rSREcN/okpV1bW7l4cH+vp6aGhoUL781zc8zir3g8L4384LFC+Yn4DQt4ztWJOQN7GcvvuclQevUb6oDQqlklHta/A87O1Xr/d56Fu0tbSY17c+w1ceIiEpBX1d1W3zDrUc6VDLkb2XHvLwZQR2Vmb8/vdlWlZV/b968CICFzsrhrauyoDf/6Z3w7LoaotGP58iKiKETHX34FrqDvgFpULBWd+Zau8VcqlJhXYDOPTrp28KXt+xnLch7ysnitdqgW252gDERgRjbKUaEsHQzIr4qHBMrN6fCF1cv4CXt8/TZJRqR6xUKLi114dqPUajZ5KPc6tmEXL/CrHhwRn6ff+Ljq1b0LF1C7XX6tdWtZT3Wfr+pMa5dEm15aaMGZ7279TlZEvUT4LSm6haT0+PLu1afVW+Vs0a0apZo7TnpiYmTBjx40f5ALS0tNiy6n13QM9eXb846XZWeX58Pc69Z6BUKvDfOEvtPXPHGhT9oR/X//jxk599uv8v4kLfb4sFqv6AhZNqKKrEyBAMLFTboq6pJUnR4emelJuXroHF2FokRIbwYOt8XNznEnRyI859ZhJ253RGfM3vUrVJO6o2aaf2mmPVugB4zXz//9W2uKPacu0GvW8hnbqc54w/1daT3kTVOrp6VG/2dTcZi5apxE+LN6m95jZpkdrz1PJ/cBum9rqdYzkquX7dNi9kT55d1IfIGD9YvTv744AgbKzMefU6jHZN6lG0SCFqVlS/0TVtuFe66zc2MqRvp5ZflaVJnWo0qVPtk++tX6ResfvX7HFftU6pPD26ngp9Z6BUKLm17he196ycalCqZX8uLPl0a8cH+1YQ+0EjAttqLbAuo9o3xkcEY2Cp2hfqm1qS+DYcQ8v3+8bEt+FEPr1Nieaq/ydKhYLHB31x7jzyg/X/hX29T3dll1LvWkXVno9opj555NPQGKxN9QiOSqBluULYWxpRtaiF2jLjWjqnu34jPW161HD4qizuddTHAy5ubZL274Xd1Met/r33pyuGBSErdW9ag4aVndKeT/ZoC4C2lla6E1Xr6erQseHXbb+dXKvSybWq2muje6nOn2+uVd/HzejfXu25W8s6uH3dYUAQskR2vH4p128h1cdvQkNTk6tLBmBTpRlaup8fhigzVXBtSwXXtmqvlaysun7pOeX99UiBoo5qy/3Q733vkdTlekxWH644vYmqtXX1qNSkw1fls3OqSL8FG9Veq9hYfd+TXvk12/b54qTbQvbm1V99aNfUeRpSPXr0CJsCBXj18hXt2negWLFi1KxVS22ZGTPVj10fMjY2xt3z49FGPmX3vn3pvrdkmfrIDN4+PuksmT2sPX6bX3o3RKFUMmPjKbX3ajkWZsAPlRj4x9+f/Ozy/VcIDH1fOdGyaglqO6nmPA2OjMHWQnUubWlqSHh0HLYfzBm1YPs5zvm/4PeBzbn08CWFzE3ShpYs52DNnosPmLz2BK/fxBIZk4BNvs83QsqrREWEkCU+1c1RR//dEBmfGGYAQKGQo1C871qm5P1yRuYFeHbxMADxUWEYmKlf4FfrMYoQ/6vcP7KZSp1+5NRfkyjb0j2t8qLewFkoFQr+nvVxt1Yhd/vUtqj1blv81PjEoLpBpvywa+MHi+nltyHhumpIraS34eiaWJAejXddHHWMzFAkJxId5E9STCR3/aYQ9fQmUc9uYeZQ9lu/kiAIQHH7wkz/TEWD8HmfGo1AO3XfyFfuGz9YzsC8AK+uqvaNiW/D0TN9v29MjI7gxprpVHT/BU0tLZQKBddXTaZ4s74Yvrsx8uToWnQMTSlYqfF3frOsV9TKmPEty3x5QUHIY3o2ryl1BEHIkbLT9cuHr2kbGKNISZa0IkIQcrISJUow85dZX15Q+KRPXb8Y6qtuc6eza0SuUKoN8fjhcgXyG3Po+hMAwt/GYWGiPqzvqA41ufo4mE2n7iJXKAl7G4f/i3DyGenRoKw9k7upKkHd/rcbS1OxX0yPqIgQMpVzs16c/msyJjZ26Bh8W21gpY7pjzdpalMERUoyp1ZMxLSgA9q6+pz4fQy1Padx78hGIgMfkBjzhqo9RnF12zJCHlxDnpxIkYoNsKvUgH+WT0SRkkT5NjnzptXL4BB27jvIYM+PW0hMnr2AmRNGffW6xk2fS3xCArYFbRgzTL13yr0Hj2jcrjsBN8/h/+gJsxYuJZ+ZKV3ataJBnZrs3HeQY6fOYmJsxKxJY777e2WmIg17cHftVAytiqCl923bYrGWH0+2nMrQqggKeQp3/aZgaGOPlq4+t33H49RjMhH3LxB0ajPaekZoG5iQEBnM6+tHSYmPwaG5J2YOLmnzQlz7fUiOrISIfP2Kq8f20KjbxxP5bls6g45Dp3z1ujb/bzJJifHkty5ESw/1obxePvFnnlcLfjvkj5a2NkqlkiU/d6dCvR+o174Pq38ZjqamJvmsCtCm/9jv/l5CzvPydRi7D59iYM/2H703dZH3N1VSTPh1OfGJiRSysWR0v55q791/HEAzt+E8PrGF2PgE+o2fi7mZKcXtbRnp1Z3+E+ahq6NNPlMTZo9Of9+RXRRt1IPrq6diZFUEbf1v2zeWbp3+MGdG7/aN11ZNxujdvvGK9zjK957ChaU/oq1rwM11v1CimTvB148R8fg68pQkCpSrj4F5Ae5tX4xN+QYkvAnBqf1P6ZaTHQVHxfP3zVd41C320Xtz9t35pkqKGbtvk5Asp6CZPkMbv5/ceseV56w+85QRzRypV9qa0w9DWXfuGYa6WnjVL4G9hSETtt4g5G0iGwbW+kwJgiCtV2Fv2Hv6Ov3aNfjovRmyXUzxbPvxh9IxecV2EpKSKWiZjxHdm6m95x/wipYj/sf9zXMIDo9iwboDREbH0qCSI71/qMWoJaoel0cv3+XMXxMxNRI3EATpZcfrl+S4aG77jkNL1wD9/AXQMfx4/PrsLir0FTdP7qVup34fvbfvz5m0HDT5E5/6tN1Lp5CcGI+ZdSEa9/lZ7b3gp/4sG9yK6Xvu8eTGWa4c2EJCXAy12velVBXVsLLH1y8jyP9mur0vhLzl5cuX7Nq5g0GDP74XNnnSxG+qtBg3dgwJ8fEUsrVlzNj3PbRnTJ/GwwcPMTU1Ycq06djYfNt8DNlBr4YuTFp7AjsrU4z0vm240SEt0+9hWcTKlGS5gol+x7G3MUNfV5vRvkeY3qM+G/65w4MX4byJTWR0hxqUKKiaUHv9ydsUMlf1ohjhfZikFDltqpdE6wvzveZloiJCyFSG+awwLWBPbEQwZX5ww9TGjppuqmFcCpdTTRjTdMxytf9+rdqeU9WeNxgyH4ByrdQn2KzceRiVO6sP09J4xJJvKktqd+4/YO6iPyhVvChPA4OYMvongl+HcvLMeX73Xk2l8i4oFEomjPiRgOcvvnq9Ac9foKOjzdyp0xgwYjwJCYlp81TI5XJkfhtp0rAeAIeO/cPPg72oXL4svQcOp27Nanj7baSsc2msrSwz5XtnJD1TSwyt7Eh88xo7114YWhWhdBfVAdnCWXWTJrVS4FsnjXbqrj5mp4v7HACsyjfEqnxDtfcKVP3hk+uQeqLqr/Xi0T32yhZgY1+CsBcBtBs4njdhwdy/dIojG1fg4FQBhVJBm35jCHsV+NXrDXsZiJa2Dr1+nonv9KEkJyago6ca51Uhl3Ny+ypcar0fIuzktlWUqd4AgNioCLS0tOg94Tc2/jaR8OAgLAoUztDvLWQ/dx8+Zf5f6yjpUJhnQa+Y9GNfgkPD+efiNf5Yu4NKZUqhUCgYN6gPgS+/fhi+gBfB6OhoM3v0QAZP/pWExET09d7vF3227KVxbdWwH6/DIqnoXIrxg/vQf8JcNDU18Z6r6urvNmpmumVkJ/pmVhhZ25EQGUKxxr0xsrajbHfVd7AuoxoOscawP9T++7XK91K/kK/sNReAehPWq72ez94Zx7bqQ0u0/P3SN5Ulpfuv3rLkiD/FrIwJDI9jVHNHXr9N4MzDUHxOPaFckXwolEp+bupIUMTXT1j+PCIOHS0NprQpz8iNV0lIlqOvoxprtn3lIiSmvG/N9ffNl8zsUA59bU2m7LzFb90qsahHZYb4Xc7w7ysI3+Pes5csXH+AEoWtCXgVzji3VgRHRHHq+gNW7DxOhZJ2KJVKRvdqwfOQiK9eb2BIODraWswc0IGhC9eSkJSMvq7q5oRcrmD1vjM0qqoaEq2wtTmLfu6BQqFg5JKNaGtpsejnHryNjScxKVlUQgjZRna9fskp1y2pXj25x5FVv2FlV5zwlwE09xrH27AQHl45xaktf1HEsQJKhYKmHqOJCP76eSsjXqmuX9oMncHG2cM+un45t2s1jjVcAShZuR4lK9cjLvoN+/6cSakq9Ql6cBMDk+wxV6AgjTt37jBvzhxKlirJs6fPmDx1Kq9eveLkiRP8vmwZlSpXQqFQMGHiJAIDvv7aOiAgAB0dHebOm8/A/v1ISEhAX1+1bWpra6Ojo4OBgQH58uXLpG+WuaxMDbG3MiPkTQx9XMthZ2XGxC6q+4t1nFXDLK0Y0kLtv19rWvd6as9/dVf1zk5v8uke9d8PBfybV5NvKiuvEhURQqYyMLOgRp/xX15Q+CzfdZtZOHOSqrLhl/lq79WpWY1h/d1xG/zpyaAXr/Ah4Pn7ycvatWhGvVrVAVXPisKFCgJgbWlBaHg4RWxVw2L8LluDZ+9u/Lp0BQA9OrVl5oIl7Nh7gOiYGELDIkhKTmLOlHFMnfsb/o+eULrEx60/swtdUwtKdxEt5b/XPzvX0H30XJQKBVsWq1cGlqpUi6Y9B/PXxI9bFwEcWvs7YS/fn0BVcm2NYxXVCcOb0FeYF1CNTWtqbsXbyLC0yoQjG1dQv0Nf/vZVzXkS+uIZcdFRFHOpTMjzJxjns8DS1oENv44j7GUgb16/FBURecCqbX8zf9wQFAoFk39Tb0VWp0o5fuzTCY8xn241tHT1FgJevK+caNu4LnWrVQDg1etwChdQTTRtZZGf0IgoihS0BuDPdTvw6NyKhd6qG+m2Bay4fOseLdxH0PGH9xft56/doaRDztgG9UwtKNste89jkd1tOP+M6e3KoVQq+WXPHbX3ahS3oF/9Evy49tMVAn+deMTziLi05z+UK0StEqrK/ZCoeArlU3UJtzTRIzwmEdv8hp9cj0edYsz/+y4WxnpEJ6R8chlByA78/j7LnEGdUCiVTFu5U+292mVLMqijK/3n+H7ys39sO0pgcHja81Z1KlCnfCkAgsOisLXOD4BVPhPC3kRT2FrVWvGvnSdwa1mbRRsPpX322OV7/Ln9GN2b1kh7beuxy3Ro8OlJagVBCuL6JWOc3+1Hu+GzUSoV7Pl9mtp7xSvWon7XQayd9nHvboATG/8g4oPGVeXqt6JEJdX1S1RYMPlsVNcvJvmtiHkTRn4b1fnfqa1/UbOtG0f9Fqmt7+iaRdRs2wd5SjIX966j/c9zeXhZfYx7Ie9Y5SNjwW+/oVAomDhe/b5Z3Xp1GTrsJ/r2+fQ8IUsWLyLg2bO0523btadefVVPm1cvX1KksOqGvJW1NaGhoRQpono+bvwENDU12bF9OxvWraOvh8dH687uLEwNmdClttQxhP9I9BURsr1D8zNuaIvHZ//m+NKR7J3Wk7O+M4kI8Of40pEcW/wzW0d+W02pFD41Bp6R4efHB1XIFaSkyNMeHy5XqIANL16pbsaFhkdgZfF+fNAbt++ycs16Ll+7gbffRmysrVg2fyYTRwzFzNQU8/xmFLBW3ZzLZ2ZKdExMRn3NbOfa7+kPE/atAg6v5ubKUVxZ5EVCZAjRQf5cXTKAW7IxhN05A8Atn3Hc/Gsk1/8YilKh+MIaJfKJjVHv3fBr6W6LCgVyeUra48MBGfNZFSQiRNWbJzoyDNP873vZPPe/xYmtPjy9c4WT21dx79Ipwl4GcHTTX1w8uJ342Gh+cBtG99FzMTG3wtLWIQO/qJDdfWrcZCMDVYuf9OY2kCsUpMjlaY8PlytobcGL4FAAwiLeYGX+vqXazfuP8N60m8u37uOzZR8H/jlP9zZN+dv3N06cvwrAldv32X7wBBOH9M2or5itnV8yOMPW9fT4Rk7N7cXlv0YT9dwfgL+H1eTyX6N5cnRdhpWTWT45Tq3uF8apVSpJUbx/fLj/tDEz4NUbVQ+K8JgkLIz10i27hI0J87tUpGdNB6xN0l9OELILDT7+gzHU1wU+8/ciV43rnPpQG9fZ0oyXoZEAhEXFYJnv/cTttx4H4bv3FFfuP2PVvtMAuFZxYsvsIew4cSVtuaOX7+JaJf2J5AUhJ8nI65fQWye5OK8ngcdVx+K40OecmtCUW7IxBF/an7Zc0KktXJjTLcPKzWif2u/o6qdev3z6M0q5HMUHjw+P02aWBXjz+iUAMW/CMM73/vrlxYNbnN3pS+Ddq5zbtRqAgz7zKVG5LoVLl+fVk3vERkWyY9F4nt+/TpD/jYz6mkIO9MnrGcPPX1vL5XJSUlLSHh8uV7BQIYJeqBqjhoWGYmVllfae5rshg6ytrYmOic6w75ATDPj90xNY/xfHbz2j67zt+B2/CcCL8LcM++ugWhljfI/SaNLaDCsztxA9IoRM4X98Ky9unkHXyJQ6XtO5vnMFb4MDMTAzp2r3kfz9S1/M7UoT+fwhtuVqE+x/hZJ12mBR1JnDCwZTvFYrEqIj1XpTXNqwkPioCBTyZOr2m8nhhUMwtrLFrmID7Co3TD/MB4rXakHxWi04t3o2pRt0xNy+NA2HLiTw6gnevHySSb/G93Pv2YVRU2bhYFcYY6NPt4ZMz8+D0x8X3b6ILcnJyYycPJNi9kXQ19dj6NgpzJs6HtmSXwHwGDoar97dePw0gPlLlxMXF8eYYYPQ1dWlcoWyjJw8k4SERIYP9Pyu75jRXpzZTvjds+gYmuLUcwpP968kLjQQXRNzSrb/mSv/88S4cGliXjzEwrkWbx5dpWD11pjYOXHjz6EUqNqCpOhItVZID3f8j6ToCJTyFJx6TePGnz9hYFEIy7L1sCrX4Kty2TdxAyD40n4i/C+QEP6SYi0HYVa0HNeWDcayTG3kCTFUGLyMO6snIU+MQ9vAODN+ov+kXrs+bFgwHstCdugZfttYtc37DE33PctCdshTUtjw6zisCjugo6eP3+wRdPn5Fzxn/AmA9+SB1O/QFy1tbeq16839S6cIef4EAyMTti6ZTkxUBAUdSmJmYf1d31HIGfp2bMHYeb9jX6gARobfNozGcPeu6b5nb1uA5BQ5o+csw6FIQfT19Bg+YxGzRw/kr9mqngP9xs/Bo3NLQiOiGDl7Cf9cuEYhGysSk5LoNGgCLRrWYtj031gwYSh6urrf9T0zQ8CpbYTeUe0fy/eZyoN9fxH7OhA9U3OcO47gzAIPzAqX5u2Lh1iVqUXEw6sUqdkaMzsnLiwbSuHqLUiMjlTrSXF3228kvo1AIU+hgtt0Li4biqGFLTbl61OgfIOvyqWhqYmWjqoSySC/arxabV0D5EkJGFnbZfjvkFG613Bg2s5bFDE3xEjv206tBzUsme57RcwNSZYrmLLjJvYWhujraDFu63WmtHHhwuNwNl8KxEhPG2N9bZRK2HQxgNhEORNbq+agmLDtBtcCI5j3913GthA3V4XsoXeLWkz4cxt2BcwxMvi2SrOhXdKfvN7OxoLkFAXj/9iCQ0FL9HV1GLl4AzMHdOSPMarWpIPmraZvyzpc9Q9g4+HzJCXLqV9JNffKvWcvKVnEBi0t0U5PkE52vX6xKlsfTS0dYkOepr2mrW+IPCkBw3fH54SIVyRGhqBrmv7E11Kp0aY3OxdPxLygHXqG33Zd1bBn+tcv5gXtkKcks2PReCxsVdcvW38dRZuhM+gxWTWc5boZg6jZ1o1rR3Zw/ehOokJfERn8nFrt+qbNC+E3tT+FS5f/719QyLH6engyeuRI7B3sMTb+tmvrn0eMTPc9e3t7kpOTGTXiZ4oWK4a+vj7DfhzC3Pm/smzpEgIDAoiIiGTJsmXf+xUy3dYz9zhz9zmmhnpM71mfFfuvEhAahbmJAaPa18Dtf7txLGzBgxcR1HYuzJVHwbStXgpnO0sG/7mfVlVLEhGdoNaDYsGO80REx5Msl/NLrwYM+fMAthYmNChrT8NyDl+Vq2FZB3S0tHgaomoEYWthypL+zdQqIua7N8rQyo/cQlRECJki6tUzLBycKF6nNQBKpQJdQ2OenD9AlW4jUCoUVO81ljsH/NA3s6DRT4s4sWw0FkWdsShahgrtB3JqxUQSolV/1BEB/ry6dwmbUhWJCX1JbORrkhNicajaGNuy73cocW9CubxxkVqWWu6T0NZ7f5NKqVAQ+fwB5vbvJ318cGIbdfpl3/G8bawsKWpfhFchr/Hq3R0Hu8LMGK868NSvrepSvubP/6n992vNmaI+JMfSeTPUnvssVVVIFC9qz4rf5qi999OA7NuNLy7kGSZFHClYvRWg2ga19Y0JuXKIEu2Go1QqKNVxFM+Pr0PHxJxy/Rdyy2ccJnZOmBRxpugP/bnrN4WkGNU2GB3kT+TDK+QrVoH4iJckvnmNPDEWqwqNsHCqmVZuYlQYj3YtVsvi2G0CWrrvt0F5UjzBl/bh4jEPeWIcD7YtJPjiPlISVL1K9PIX4OK8HuiZWWWrSggAUwtrrGzteRMWQoMOfbG0tafjj6oJqR2r1gVgwGxvtf9+rS7D1be93hN+U3vuNVN9HhnHqnXTyuw0TH2YKCH3s7bMj4NtQYJDw/Ho0hp724JMezchdb1qFQHwnT9J7b9fa9aoAWrPF00ZrvZ85RxVJXlBawvWL5qu9t7TU9u/qSwpxIQEYGrnSJEa74/R2gbGvLx0EKcOP4NCQZkuo3lydC16phZUGfgbV1eOwczOiXx2zpRqOYBrqyaT+O4YHfXcn3D/K+QvUYH4sBckvHlNSkIsBSs1wsr5/UTJCVGh3Nuuvn8s22Ni2jHavm4nHOp3IfLJTR7sXYFLt7E0mX8EpVLB2YWe2JStm0W/0LexMtHDzsKQkLcJ9KrpgJ2FEeNaqm781y6paoH2e+8qav/9WpPbuKg9n9upAgANnWxo6KQ+uWBlB3O157M7ipsaQvZjnd8U+4IWBIdH4d6qLvYFLJjsoZqQum4F1TBLKye4q/33a83o317t+cKfuqs9/3OsqjFIpdL2VCptr/aek0Mhpnm1+6byBCGjZefrlw8ZWBam5pSdpCTEcfOvn6k0bAVP9v1J6a4TuLky/ZujUjExt8aikB1vw0Ko2a4vFoXsaTlQdW5YsrLq3CK1UuBbJ41u86P6eWCn0QvUnvecompQVbFxeyo2Vt9HpRITVeddNjY2OBR1IPjVK7z69cfBwYEZM38BoH6DBgCs9vNT++/XmjN3ntrzJctUc7t8OHF1TvAs5A2ORSxpU111jqBQKjHW1+XAlceMbFcdhVLJ2I618Dt+C3MTAxb3b8oonyM421niXMSKgT9UZqLfcSJjVL2M7weFc/nhSyoWK8CLiGhev4kjNjGZxhWKUtupSFq5oVFx/G/XBbUsk7vVwUD32ybHFj4mKiKETFGtxyheP7rBiWWjaTB4PlEvn9JgyHxeP7yBUiFHR9/wXctHXXQNTdDS0UWenAiAUq4a21gufz/GsVKpwLKYC9V7vW/d0XT0cp5eOMhp7ynU7f9L6oIoFJ8fGzngyjGKVKyf9jwh+g1KpRJ9k3wZ9O0znqWFOdPHfXoOCOHTSnYYQdTTm9z2GUeZvrOJC3mGi/scop7eRKmQo6Wn2gY1tHXRMTBBU1sXReo2+G4bUqR8sC0plZjaOVOq06i0lyoMXkbI1UPcWzcd596pJ6FKlHJ5urnkSfHcWTWJ0l3Goa1vhLa+EWU95pKSEMct71EkvQ0nJT6GamPX83jP70Q9u4WZQ9kM/33+K5P8FnQYMvnLCwpCJrPMn4+pP2Wvnlg5RZlOI4h8cpMrK8dQyWsuMcHPqOw1l8gn7/aP747Rmtq66BgYq47RKUkAacdYpdr+UYGZgzMuXUanvVR92B+8vHyIG2umUaHvu0pG5ef3jxrvuorrmVmS/K5iVkNTEw000dTKvif9FsZ6oseBIHwlCzNjJrm3kTqGIGRL2fX65d9Sh5HR0jMApZLEqFDiw19xf+Msop7eJOz2KSxdsk/jAeN8FrQY8G2NUgQhK1haWjJ9RvZtEJsdjOpQkxtPQxjlc4T5fRvxJCSSX90bc+NpCHKFEkM9HTQ1NdDR1sTEQBddbS0Sk1X7M/m7Ya6TU94Pd61UKiljZ8XYTu8bSy0f/AMHrj5hyrqT/NK7gWo5VMNBChlPVEQImeL236t58/IJ2rr66JmYkRAdydWtS4kJf/XFz0YE+nPGZwY6eobom6gmnbNwcEKelMCplZNJjouheu+xXN60GKU8BeuSFdI+a5jfmgaD56WzZpUHJ7dTf+D7lv0PTmyjVP1Pt07ITfoM+vmbe0ukZ9ffhzh47CSvQl7jXLokPTu3Z9nKVSiUSu7ef8g/+7ZkSDnfI/CoH7HBT9HU0UfHKB/JMW94vOcPEiKDv/jZmBcPuL9hFlr6hugaq7ZBkyKOKJITubt2GinxMZTqNJrHu5eikKeQr9j7Vqd6Zla4uM9Od913104nPvwFj3YtoVDNduhbFOLx7qXIE+Mp3mYoOibmKFOSueUzjuToCOyb9P3u3yK7WTHB65t7S3zO24hQZrk1ZsTv29E3MmHnn6rf/97Fk8zdfS3DyhFyD/cxv3xzL4n0HDt7mR2HTvIiOJTxg92o7FKaodN+Q1NTg6rlnOnT4Qfm/LGGgBfBxCUk4DNvAtra0p5+PT68hphXT9HS1UfXyIykmEju7/qd+IgvH6PfBj3g5tqZaOkbovfuGG1m54QiKZHrq6eSEh9Dma5juLdjMUq5nPzF3+8f9fNZU8lrTnqr5snRtUQ8vkFSzBvKdhtH9Ksn3Nu2CDQ1sHap893fOzsa4nf5m3tJpOcf/9fsvfGCl2/iGdHMESM9bWT/PEahBP/gt+z5SdUIY/nxh9wKisqwcgUhq/Sb7fvNvSQ+JzTyLU2GLWDb3B8pbmvN5BXbSUhKpqBlPkZ0b8YM2S7Co2Iw1Ndl9qBOnxzDWxAyUna9fnnz5DpP/l5BSnw0+vkLoG1gQtDJTciTEyhUqx16ZlZUHr4SUM1NkZ0qIb6H39T+GdZb4fQ2GS8e3CTubSQdRs4n7m0kB2XzMTTNR8XG7SlZuR5b5o9EnpxESkoSPSb/mTaWvyC49e79zT0i0nPk8GGWLFpEu/bt8fBS9SafP28ur16+pHz5CmmTV6/182PDunXsO3AgQ8r9r1YfvcmT4EgMdLTJZ6TPm5gElu65xKvIL89R6v8inOkb/sFQX4f8xqoeXk5FLElMljN57Qli4pMY26kWi3ZfJEWuoGKx972Nrc2MmO/eKN11X3sSzJ9/XyY6PomC+U2oVqoQ0zf8w7XHwazYf5UBP1Ri3tazXHsczGjfI/zqnv7wknmNqIgQMoVLCze1583HqU5MKnVSjbHYdIxqiBWnJu+7TDcds5y3IYEUcqlFTbcJaq8D73s9vFN/UPo3Mz6n6ag/1J6Xa519W9Ru2LaLk2cvYGZiwrxp41nyly/PAp9jaW7OhBE/0sV9EM6lS3H/4SPq1arOxas36NSmBS5OpXH/cSTtWjYjIvKNWm+K2b8tIywiguTkFBbMmIjH0NEULlSQxvXr0KTh1500tm3RlLYtmjJlzkK6dWiDc+mS/LFgFkdOnOJhGafM+jm+iV2j3mrPKw5VdYst3lo1sWrFIaquiUXqvx8rvuKQ34kLfY65Yw1Kdxmn9jrwQashlTJu6tvk1yjrMfej18r1W6j+vP/Cj5aR2rm/N+N/+TQGxqZ0HfELh9b9QdiLAIzzW9Cm3xiWjeyFbXFHXj55gGOVOjy5fZmqTdpTuIQzKycPoLJra2KiItR6U+xeOZ+YyHDkKcl0GzUH78kDMLcpTJkaDXGplf5B/98OrFlKZVdV60ozC2vcJi0iOOARBsamGf47CNLZuPcIpy5ex9TEiDmjB7FszVaeBb3CMr8Z4wb1oduwKTiXcOD+kwDqVa3ApZv36NC8AS6liuI5dg5tm9Ql4s1btV4Uc/9cQ1hkFCkpcuaNG4zXuDkULmhNo1pVaFy76lflcq1VBddaVbh+9yGXbt4lMTGJyi6OeHRphfuYX+jT4QfGD1aNTz7+1z+JS0jE1Fja06/iTfqoPa85fAUAjm1VE1vWGKY6ThZt+H7CyRrD/iD2dSBWTjUo23282uvA+14P71TySP+GRnqKNepFsUa91F6r9uOSb15PZtt+5TlnH4Vhoq/N1LZlWXnyEYHhcZgb6/JzU0c8fS5QqoAJD0OiqVXCiqsBEbSpYItjQVOGrbtCi3KFiIxLUutF8b9D94mISSJZoWB6u7IMW3eFQvkMqF/amgaONp9J81690tbUK23NraA3XA2IxK12UeZ3qchJ/9eUCVVNun476A2mBtm3d4mQ+2w5epFTNx5iaqTPLwM68ue2YwQEh2FhZszoXi3oNW0FTvaF8A8Mpm75kly+/4x29SrhXMyWgXNX0bpuBSLexqr1ovh17d+ER8WQnCJn9qBODJy3Glvr/DSs7ESjb5hseumWo7SuUwGAwJBwdLS1mDmgA0MXriUhKZmnL0PxnezFih3HOXfrEbXKpT+niyBkhOx6/ZKvWAWqjlqt9pp56WqfXDa1XKlcObiFR1dPo29sStuhMzm56U/CXwZgbGZBU4/R+IzrTYFijoQ8e0CJSnUIuHOZCq7tKFjcmXUzBlKuQWvioiLUelAc8vmVmKhwFCkptPtpFutmDCKfjS2lqzXEsbrrV+Wq01F1/nnz5F6eXD/Hm5AgXHsOpbBjBfymeFGycj0S46LpNe0vtv82lqT4WPSNTDLlNxKyxob16/nn5AnMzMyYO/9Xli5ZzLOnT7GwtGTCxEl06dQJ5zLO3L93n/oN6nPxwkU6duqES9myePR1o1379oSHh6v1mJg96xfCw8JITk7m14W/4dG3L0WKFKZR4yY0adr0q3I1btIEHR0dHj96BMC1q1e5cvkKDg72FChYEIAXL17w6tVLLD+Y5Foqbo3KqT1fOVQ1dN3Q1qprtRVDWgDQo/774UxXDGlBYGgUNR0LM7FLHbXXgbReD6nmun3d3/GHKhYrwLpR/xoS0rOJ2vOxnWqp9bwQVEQVq5CtmNrYqVVC5HVPngVSxrEUPw1U1UorFApMjI3Zc/AISqUShULJlDE/0ah+HQraWPPX/+awa/8hAMo6O/LTAA9iYmOJiHwDwF3/h5y/fJV8pqYkJCYS/DqMmNhYfmjcgEb138+18To0jBGTZqg94uMT1LIpFAruP3iEc+n3F2Ubtu+mW4ec3d3e0KqI2km8oBIa9BTbEk407aW6UalUKNA3Mub6ib9RKpUoFQraDpxAmRoNMbMqgPvUZVw9vheAwiXL0LTXEBLjYomJigDgxeP7PL5xEUMTM5KTEokKCyExLpZydZviXOP95PNvI0JZP3+s2iMpIT7t/UuHduBS0xVdffUxbE/vWkedNj0z+2cRstDTwJc4lyzKULfOACgUSkyMDNl7/Oy7/aGCST/2pVGtKhSwsuDPmaPZc+Q0AC6lizHUrTMxcfFEvHkLwL1Hz7hw/S75TI1JSEwiODSC2Lh4mtergWvNymnlvg6PZNTspWqP+IREtWwr1u9k/K9/UrdqBV68DqNwQdVJu5amFgBR0TEMnbaQ4NBwDPW/bXLW7MTI2k6tEiKvehYWi2MBUwY0KAGAQgnG+tocvB2s2haVSkY3d6J+aWtsTPX4rVsl9t9S9TZxKmRG/wYliE1MITJWNdyVf/BbLj+LwNRAh8RkBa/fJhKbmEIj5wLUK2WdVm5odCKTt99Ue8QnqQ+l4Xv6CdN33aZm8feThW6/8pz2lQqTLFew8WIg3aurj40vCJnp6cswnB0KMqSjqoGBQqnE2FCfv8/efHf+oGS8W0saVnbExsKMpSN7sffMDQDKFLNlcMdGxMYnEvE2FoD7z15x8e5TzIwNSUhKISTyLbHxiTSt5kLDSo5p5YZGvmXc75vVHvGJSWnv7zh5BdcqThjq6wIQHBaFrbWqFblVPhPC3kTTuGoZxi7bzPUHgbwMe5MVP5cg/Cfi+uW9sBdPKVDMiQbdVJU3SoUCfUNjbp/er9rnKBU09xpP6WoNMbWwoduEpdz6Zx8AhUq40KDbYBLjY4mNUs2zEfz0Ps9uX8LA2IzkpATehoeQGB+Lc60mlKraIK3c6IhQtv9vnNrjw2sWgKSEeG4e341zrSZUad6VC3vXse/PGSTGqVp2m1oWZPnwTsTHvBWVELnAkyePKePiwrDhPwOq+yfGJibs3bMn7dplytRpNG7cmAIFCrJi5Up279oJQNmyZRn203BiY2KIiFBdP9+9e5cL585jli8fCQkJBAcHExsTQ/MfWtCo8fvW9q9fv2bkz8PVHvHx8R/lS/XgwQPKlS/HvF8XsHrVKgD+t3ABQ4f9lDk/TBaxszJTq4QQsg9RESEI2djEkUOpXb0KP46ZTNDLVzx+GsD0cSOwNM+PXC7H0NAATU1NdHV1MDUxRldXl8R3F1kp78YHTU5+P06oQqGgXBknpowZzspF87AvYsvqP/5H0Mtgxkx933pVqVSSkiJXe/zboeP/0Kj++x175JsolErIn88ss34OQUJt+o+lZMWarJn9MxEhL3j9/AkdhkzGOJ8FCrkcXQNDNDU10dbRxcDIBG0dXZKTVDdrFe/GnE1JSU5bn1KpoEipsrQbNAGPab9jWciO/rNWEhnygk2/TfxgOSVyeYra40OPb13i+sn93Dp7hJPbV6eVFxzwkELFSiPkHuMH96FWpbL8NP1/BAW/5kngC6b+5IllPjPkcjlGhvqq/aGONqbGhujq6pCYrNofyt9tg8kp6vvDso7FmfSjO8tnjcHetgA+8yfyIjiUcfP/TFtOqVSSIperPf5tQI92rFk4hT/8tmFrbcmL4NC0MgDMTIxZOm0kZUuX4OqdB5n2GwlZY0QzR6oVs2Dsluu8fBPP07AYxrZwxtxIVzVWra62aqxaLU1M9HXQ1dYk6d3YtGlj1cqVaetTKKFMITNG/+DE/7pXooi5Ib/3qsKrN/FM33Xrg5KVpCjUH//mXqcYy92q4v3PEwDexCWhVEI+Q138X70lMjaJKTtucfN5JLeC3mTabyQIqcb0bkENlxKMWLyBF6GRPHnxmknubbAwM0auUGCor6fad2trY2Koj66ONknvzl1Tx2ZO/uA8VKFU4FLMlvFurfh9dG/sbCz4a4I7L8PeMGn59rTllErV5z98fOjy3accOHeTI5fusHrfGQpYmvEyVHXjMSwqBst8JvRsXpN5P3ahaCErihe2RhCE7K+ZxxiKla/BlvkjePP6BWFBT2kxYBJGZu+uWfSN0NTUREtbB30jU7R1dElJejcPVupclR+cLyoVCgqVdOGHfuPpPnEZ5gXt6DVtBW9ev2TXkg+G+VQqUcjlao8PJSXEs33hGFoOnIyeoTEmFtZ0HrOQph6jMTA2I+ZNOIlxMQxctJUCRR0J8r+R+T+WkKkmTppM7dp1+HHwYIKCgnj86BHTZ8zE0sJSde1iZPTuXo4upqam6dzLeX/9rFAoKFu+HFOmTuMvbxn29vas8vMjKCiIsaPfzwOjupeTovb4HFtbW/LlyweAtrY2ISEhBAW9YOL4cVy9eoVjR49m8C8j5HViaCYhSwTdPE3Uy6eUad77ywt/pfWD6uE67DeMLAtyce185MmJacM4PT6zj+c3/kHXwJha7h9PrJsUF82FtfNQpKRQol5brEuU5+Qf44iNDKHtzE0A3Dngx4ubZ9LWKYWVazbw6MkzDPT1yW9mRuSbNyxc9hcvXoV88bP3Hjxiwsx5GBkaYJ4/HwAuTqVJSEhk9JRZRMfGMnXMcOYt/pOUlBQqV3g/IbKNtRVL5k5PZ80qG7fvYdHsqWnPN2zbRdf2rf7bF80C4XfPEhvyFLuGGddK/p+xrpT1+hV5UgIvz2wnJSEGu0a9sSxThzNTWmFq74yhtT3FWw/56LMBh1cT9ewWybFvKOM2i+TYNzw7KEOpUBDz4gG1pu3mzprJJMdGoa1vhIv7HF5d2EvQP5uoOjpjxof8Fie2+hIS+BhdPX2MTPMR+zaS/asW8yb0y2PKv3xyny2Lp6JnYISxmTkAhUs4k5yUwMaFE0iIjaHdoAns81mIPCUFhzKV0j5rZmFN7/HpD1XVbaSqAm3nn7Op2VLVTf3WmcOU+aBXhZA7yDbv4VFAEPp6uuQ3NSEi6i2/yTby8nXYFz9771EAkxauwMjAAPN8qiG7ypQqRsL2/Yyd9wcxsXFM+tGdX1euQ54ip5LL+0osG0tzFk0enu66N+87yvnrd3gbHYtHl1bUqFCGTfuOcOP+IxrUUG3Lo+csI0UuJz4+kcG9pJ+T6PWdM8QEP/1oGKTvcXBkA6oMWIC2gQkP93uDQkFUkD+Nftmbtsyzk5sJ87+EUiGncr9f0dTS+mg98qQEjk9tR9nu47EpV58rK8eiSElCkZJMtSFL0ia0jgt/yc11quElSrcehJmdE5f/HIGlU7UM/V6f4nf2KU9CY9DX0cLMQIc3scn8fuwBwVHptzZL9SA4ml/23MZQV4v8RqqW2E4FTdmYLGfqzlvEJqYwurkTS474k6JQUr5IvrTPWpnoM6dT+XTWDDuvBnHpaThvE5LpXbMoANuvBNGuUmEAXArnS5sXYojfZcoWzpfeqgQhw/juPcXjF6/R19Uhn7EhkdFxLN50iFdf0cPAP+AVU1fuwFBfD3NTIwCci9qSmHSOiX9uJTo+kQlurfhtwwHV2M6l3vf2sTY3ZcGwbumtmlmDOgEwZ/VeujSuhp2NBckpCsb/sQWHgpbo6+qwdPMRnrx8jZmxodq6BSErZOa1i755AR5sW4giOTFtKKV/X3f824uzOwg8spqS7UdgWbYeoDpmn5/ZgdJdxmFZth63fSfw5vFV6vyiGlNeimuXsztXEfr8MTp6BhiYqK5Zjq1dQlToyy9+Nvjpffb8Pg1dfUOMzFQ9pAoWdyY5MYGdiyeSGBdD837jObL6NxRyOUWcKqR91sTCmk6jfk133buWTCLy9QsOr/6Nio07kN+mMEfW/I+khDga9/kZIzNz5MlJbJk/ktio8LShnIScy/uvv3j06CEGBgbkz5+fiIhIFi74lRcvX3zxs/fu3WPC+HEYGhlhbq66fnZxcSExIYExo0YSHR3NlGnTmT93jupeTuX3837Z2NiweOmydNd95fJlFv3vf0RHv6WQrS3Nmjdn86aNjBj+E1WqVsHGxoaNmzcDqrkpXBt9/ZDJWen03ec8DYmkd8NyX174K9Udu5rfvJpQ2taCIcsPkN9Yn6I2+fi5bXXO3gti53l/dLQ1mdilDoZ66kOd7jrvz4lbAbyJTWRMx5o4FbGk2ggf6pYpQsViBejVsCy7Lzxgwz932DBa+utBKWkolcqPm1MJwhdcvXqVypUr03XpUaxLlOfEstHU8pgCwFmfGbi0dOfBiW3ERoRQpetPxEaEEPXyKZpa2hhZFsKuYn0OzR9I0zHLubRhIfFRESjkydQbOOeTNyY+JfXz/36ukMvZM60Hlg7OGJnbUKH9wI8+e237H8SEv0Ipl1O+TT/MChX97DpfP7rBpqGNuHLlCpUqVfpofd8i9be7cGQ3lcq5fPkD/8GzwCB81m1ixviRmbL+73X15m2qN27zXb9n6u9YZ9ZBzIqW45bPOJy6q1ql3NvwC/aN3Xh5djuJb15TvM1QEt+8JjbkKRqa2hiYF8SybD2u/T6EikN+5+GO/5EUHYFSnkIZt1/Q0Py6bTD186mSY6O4v2kOZT3mcn5WZwwsC2NVtj6FarVLdx3Bl/ajkCdTqIZqSKvQWyeJDX6KwweTVN/yHk1Zr18/KjPq6U1OT2z21b9j6m82dcM/OHxw4pyZwl4EcHLHajr+OCVLyssIz+5dZ3r3ehny9y6opG57Z7f+RcUypbK07IAXr/Ddso9pw72ytNzMcO3OA2p16v/Rtpn6+zaZd5j8xcpxZeVYyvVSVcLfXDuT4k3dCDy9nYTI1zi2H0bCmxBiglX7Q0OLgtiUq8/5JYOpMewP7m77jcS3ESjkKVR0n/XVx+TUz6cKvnGSmOAnlGjm/tEyT46tx8iqCDZlP56X6O62/6GhqYV58fLYlKvPhSVDqD7sd675TMSl+3h0DIwBuLNlIXZ12mNgXpDrvpOoMnChWgVL5JObHB7b5D/9Haf+nodGNqTcBxUB3yswPJb15wMY1/Lrx7CXys3nb2i68LjYDwrpSv07OfnneCqUssvw9QcEh7Pm79NM9mib4evOLNcfBFJ/0BzxdyOk68Prl8Dj6yW/dvn3c1C/7vi35yc3pWUBeLhzERqaWuQrWj7ttc+V8S3XLqm/1chVJyjiWOGrvt/3CH8ZwPndfrQcOOnLC2djz+9fZ2HfBmI/lMXS7vFcukzF7/zdnz17ho/Mmxkzv30+l6xy7epVqletkqHbWepveGxWL8oXtWGUzxGmdlftV6Zv+AePxuXZevY+IW9iGd6mGiFvYnkaEomWpiaFzE1oUNaeAb//zYohLViw4zwR0fEky+XMdXNF6ysnfk/9/KNXEew858+oDjX5cfkBlg1sjueSPRSxMsNAR5sxHWuioaHxyXXcevaa47eeMax1NeqPX0MZOyu61StDvTJ2amUA3HgaguvEtXnu71X0iBAyRLGaLXhyfj8oVf/W0tFFnpKErqEJj07vpaDzpyf9jAjw59W9S9iUqkhM6Etiw19hYq1quXfvyCZCH91MW9a2bC2K1275xSzxUWEokpOo7TmV82vmEBn0kPyF1SeXe/PiMaUadsKqmAunVkyi0c+Lv+PbZz8OdoWzbSVEZilQpTnBVw6AUkmBKs3R1NFFkZKMtoEJwRf3kb/Up7fB6CB/Ih9eIV+xCsRHvCQh4hUGlqptMOifzUQ9ez8shoVTTQpUbZFuhse7l2Hnqmq1VH38JjQ0Nbm6ZAA2VZqhpWvw0fLypHiCL+3DxWNe2msvz+zAudc0AOJeB/Jw+29oG+bcMUItbe1zVCWEkPvY2xbMFZUQ38K22g+8vHQApVKJbbUf0NLRU+0PDY0JurAXy9Kf3h9GPfcn3P8K+UtUID7sBfERrzCyUu0Pn53cTOST98dkK+daFK6e/v4w8PR2Krip96zT0FBdBBha2BIfEfzRZ8IfXMbQohAftpHRNy/AP7O6o29mlVYJARAf8QpDi0Jo6eojT078aF3ZkZ2FUY6ohBCE7MC+gEWOqoQQhG+VHa5dPvSt1x2RD69gYK5+zM7JLArZ5/hKCCF3cHBwyNaVEFmlZZUS7L/yCKVS9W9dHS2SU+SYGOiy5+JDqpUq9MnP3Q8K5/LDl1QsVoAXEdG8ioihsKWqR/zGf+5w89nrtGVrORWmVdWSH62jkLkJVx8H037WFtrVUPWU938RwcofW7H+5G2O3wzAtbzDR59TKJT4HL7OqA41ATg+qzcKpZK+i3anVUQIYo4IIYMUrlCPFzfOEHTjNIUr1OPG7pVU6fwTpV07k5L4fqgCTW0dlPIU1bh1SQkolQosi7lQvddYGv28OK0SAkCpkKNQpKQ9lErFp4r+iL5JfozMbQDQMzYj6d3kTx8ysiiInpEZ2nqGyFOSPno/Ozp55jyytZsydJ0V6//A+cvXANVYgh369Ee2dhMKhQL3H0cxYMR4xk2f+8nPHj15msGjJtK2pycXr97gWWAQ1Rq3YfCoiez6WzVhtmztJvoM+jlDM6fH0qUu4XfPEn73LJYudXl2QEbxNj9iW7sj8iT1bVC1PSlRJCWAUompnTOlOo2ifP/f0k7kQTUmqFIuf//4zDb4cPtvWDjXwsxBNcRV6vAh2gbGKD6YGyGVPCmeO6smUbrLOLT1VcMNJMe8AZToGOcDwNDajvIDF6GUp5AYFfqdv9C3u3/pVNq8CxllcueaPL55kfDgIHymDWHFhPc3iK8c24PfnJFsWTJN7TMRIS9YMcGLFRO8CLj/6fFS188fy8pJA/CbPQKAIxtXMLVbXUICH6stFx8bzcpJA5BNGcStM4cB2LZsBtuWzci4Lyl8t38uXsN3y94vL/gNqrb14ML1Ozx/9ZqBE+fjPub9Cf5P0//HoEnz8Rw7G4VCwS3/x7iP+YW+o38h8KX6UHgTfl3Oz78s5teV6z5ZzqZ9R2ncaxjHzl4GYNuBEwyZsoAew6dy58ET4hMS+XHqQvqO/oVZv69S++zRM5fpN34OnmNn8zYmlscBQTTt8xOPA4K+6btau9Tl9e3TvL5zGmuXujz82xvHdkOxr9sJ+b+OyQq5XDUXS1ICKBWYOTjj0mU0VQcvSquEANUx+cP9IZ/ZHybFvAGlEt13+7L3K1HdrIiPeImBeYGPPhdy+zSRT28ReHo7T46sJfFtOCnxMdSbuAHTIqWIfPr+5oqBeUHiwl8hT0pAS0e6CcDPPAxl3blnGbrOhvOOcuVZBC8i4xiz+Rr9Vl3E7+xTACZvv8nQdZcZt/V62vKnH4RSf+6RdNenVCpx8z6XlnPzxUDGbL7GyI1XkSuUXA+MpNH8Yx+NoS8IGeXU9Qes3nc6Q9dZy+sXLt19wj/X/PlxgR99Z3pz8tp9UuRyhv9vPcP/t56yPSfxNjaeRRsPMfx/66k/aA5HLt39aF03Hj6n70xvZvrsAiA+MYmffluH12wf5q7Zi0KhYODcVQxduJbJK1TzUBy/co9mPy3I0O8k5C1SX7v827ded4TfOU3Us1u8PLudwOOfPifKKg+vnOLcrjUZus55PWvx7PYlXj25x6qJ7mye9zMPr/wDwNYFo1no/vEwsC8f3sZvan/8pvQjMvj5R++/enyXDbN+xG9qf64c3ALAxb83sHnez2ycPQyFXM7Nk3vZPO9nVo7qxp4/1Bt07F46hW0LRnNkzf8AuH5sF3+N7Jqh31vIfCdPnMDH2ztD11mpQnkunD9PVFQUnTp0oL+XJ/PmqoZYmz5tKs6OpdOdK+LSxYt06tCBnt27c/DAAeLj4xk8cAB9evVi5gzVNujj7Y1b74wbZv1r1HOx4/Td55y+G0g9Fzv+OnCNn9pUo3NtJ+KT3t9f0dXWQq5QoFQqSUhS7SvL2FkxtlMtlvRvllYJASBXKNXmjlKkU5F65PpTutR1ZsfEzpy6EwhAqULmaGpqYGakT0zCx/cQFQolE/2O496kPLYWqgpdTU0NtLU00fnKHuZ5hegRIWQITS0tdI1M0v5duGxtLm38H5paWmjp6qctZ+tSi7OrfyE84D4KhRwLByfkSQmcWjmZ5LgY6g2ag/a75Z2b9sC5aY8vlp0UG80Zn2mEPLjK9Z0rqNBuANYlK3BqxURSkhKp0H4Q949tpkiF+mkVFM7NenJu1Sw0NDTTyjj5xzhCHlzl/Jo51OgzPqN/oi/6ccxk5kwZC8D4GfMY0LcnG7fv5lVIKGN/GpS23OqNWylcsACN6tehz6CfWfPn/5j92zLCIiJITk5h0eypaH3ljq6ssyM1qlQEwNtvI671agOgqamJ7zLVxVXvgT998rON6tehUf06XLt1h4tXrtPMtT5GhgbEJyTiYFcEAM9eXTl55vx/+0G+kYamFjoGJmn/tnCuxaOdi9HQ0la7SWXuWAP/TXOICXqAUiHHpIgjiuRE7q6dRkp8DGXcfknbZos06EaRBumPL5zq5fndvLqwh4TIYOLDgihYsx23fcehpWuAfv4C6BiaEnR6K5Yu9dDPp5rs8O7a6cSHv+DRriUUqtkOC+davDi7g4I1Va3/kuOi8d88F5RKNDS10DW1zOifjDWzfqbzcNUN+C2LptCwixfn928hKjSYlgZZu6MAAQAASURBVJ7ve9Sc3rWO/DaFKFOjISsmeDFgtje7V84nJjIceUoyPcd+eqz3TylcsgzFy1UDwGPa72kVEQq5nJPbfClc0gUzcyu1z5za6UfbAeMwt7Fl/fyx9J2y5KP19hij6lWyaqZqe23cbQAxkeEfLXf12B5qtexKmZqu/DWxH2VrN6F+ezdO7sjYChfh836a/j9+GTUAgEkLVtCve1s27T1CcGg4o/u/HwvZb8d+bG2scK1VBfcxv+A7fxJz/1xDWGQUKSlyFk4c+tX7O5fSxaheoQwAy2eNUauIiI6Nw2f+REbOXkpsfAIr1u9k2bSRvA6PZNXWfUwZ5gFAwItgdHS0mT16IIMn/0pCYiL6euo3wbu2bERS0vuT047NG9CxeQNu3HvIgX8uMNKrO8umq/6+hkxRv4m1btdBZPMmcPLCNXYcPIlbxxbUq1bhK3/V9zS1tNAxNE37t1WZWtzbvuij/aGVc01urZ/N2yB/lAo5ZnZOKJISub56KinxMVT0mJW2PyzasDtFG3b/qvIDTm+nSO12ac8vLhtGtR+XYFO+Ple8x6FMSca+XheCb5xE38ySfA6q/y/OHYYD8PT4RgwtCqJrYo4iJYkrK8eSGB1B8abu3NuxGNtqLSnq2p1b62ejoaFJyZb9vvk3+lpjt1xncmtVvpl77tC3dlG2Xwki5G0Cwxq/H2Zs44UACuUzoF5pa4b4Xeb33lX436H7RMQkkaxQMKtDebQ0P92F+9+cC5lR2UE1HvD8LhVRKJSM26qqhJ3ZQTUO7uhNqkYEsYkp/PPgNS62+dJd39pzz6hb6v1Euyf9X/N77yqsP/+Mc4/CqFPKijK2Zl//owjCv4xYvIHp/VTjHU9duQPP1vXYcuwSIeFRjOjRLG25dQfOUcgqHw0rO9Fvti8rJ7jz69q/CY+KITlFzvwfu6Kl9XXt5MoUs6WqczEA6lUszZuYOGbIdlG/oiOLfu7B29h4EpOSMTUyYHi3pgD0mb6ShpUcP1pX+ZJFmN6vPWv+VlWWGOjpsniE6lg07Ld1aGpqsnxcXwA8Z8kAaFjZifUHs+YcV8idpLx2SY6L5v6GmUQ9vs7T/SspXL/bR9cdT/Ytp+gP/dMaV4XeOE7Qqc1o6xmhbWBCiXaqc+7U4ZoAHmxdQNTj69z2Hf/JeSb+qy3zR9J6yDQA9vw+jdodPLhyaCtvw4Jp7DYibbkLe9eRz9qW0tUa4De1P72n/8Uhn1+JiQpHkZJChxHzvvqapVAJFxxcqnJ83VJcew6lsGMF/KZ4UbJyPTqN+hW/qf0/+sypbd50Gfc/oiNCObd7DS36T1R7v2BxZ7pPVI3dv2aKF5Wbdcb/wnF6T/+L83v8eHTtNOXqt6Jc/VbsW/4LlZt1SvtsxKtAtLR1aDN0BhtnDyM5MYEKrm25dXLft/6cQiYbOmQws+eqrk0njBtL/4GD2LhhPcGvghkzblzacmtWrcK2cGEaNW6MW+/erPbzY/asXwgPCyM5OZn/LV7y9fd1ypajeo0aPHjwgIqVKjJx0mS8PFTXL1OnTScwIDDdz964fp3hP//8f/buOyqKqw/j+JfeQWliodgQ7L232HtDxU5Z1NijsbcYjTHG3o2yYO9dYze2GGPviB1QBBGwIFJ39/1jBeEVIygwlPs5h2Ngd2ceNsPs3Ln3/i5Ozs7MnfM7LVu1YvnKPwAYNFB9nHt6eXH69Omvej++lpamJqYGesn/Xb+sLfP3XEBbSwM9nY+3sus4FeOXrX/j/ywChVKJs60lcQkKpmw4xbuYeGa5NUFfV/383o3L07vxl8uj13QswoS1Jzl75ymFzdUzsttUL8VY3xNExyUwx6MpJ28FYGVqSHl79TX20j8vce1xKPGJChpVsKecrRXz915AUwMalLPN7LcnVxMdEUKmaTDg402dUg06UKpBh1SPF6tYH4AWo9U1pKu6DPnkdV9D18iE74alXsz2/9eFePP8CWW+65b8vbFFYZr/mHoBn0aD0x75n106tm7BvkPHUalUdGzdAj09XeLjEzA1MWb3gUPUqVEtzdf53XvAv5evUr1yRZ4+DyE4JBS7YkUBWL91F9du3U5+bsM6tejUtuUn23gS+JQ3b95So2olHj4JTP75+UtXKV2i+Gczr/BZz+4/D7No1s/Y2xbl5L6tREe/p/8P49i0esnXvhVfrWzfj6NGCtdqR+FaqRfPtihbF4DKg9XZSrT9/pPXfY0itTskr/GQ5P/rrb4PDUCvnkvy9xU8Pz3eHFp8rKWuY2hCefeZ35TrS6p+145rp/4ElYqq37VDR1cXRUI8BsYmXDm+l1KVaqX5uuBH/jy6cZHi5aoS+SKYV2HPsSis/nA9t38TgXc/zlooU70+1Zq0/2KWqFfhJCYk0P2H6exaNoOQgAcUdlBPk3wVFoKFTTF09PRJiI9N8/UvgwPY98dsDIxN03w8yauwEEqUVy/m9bm6jkLWa9+sPgdO/I1Kpf5vPR0d4hMSMTE2Ys/RM9SuUi7N1919GMCF635Uq1CGZyEvCX4Rjl0RdQfzxj1HuOZ3P/m5DWpUpmPzT9cgSEtha0s6DhiLtUVBTIwMiYmNw8jQgGI6Ojx/8XEx7JCwCIrZqDvKrCwK8jLyDbaFrT+32WRKpZJVm/cyYXA/AK7eucc8783UqOic6nkaGhpoaGhQzMaa81dvp7WpdKvs/nGWj22d9tjWSf13aF1O3fFca5j6s7BM+0GfvO5rlW7lmer7mkPVnYcOjbrj0Kh78s9fB9yiZIrzXpLi3328iVJj0IJUjzl3/tg5npQ9K7WuUJjDt0NQqdT/rautSbxCiYm+Nn/efE71Dx0G/+9e6FsuB0RS2bYgz1/HEPImhmIFDQH1jIRbz14nP7dOKUvaVEx7evnpe2GsOv2Q7jXU07kDI6KZf8QfU331AnlLT9xnQONS/LT7VpqvD4yI5k1MAlXsChIQHg1A0qmvaEFDQtKxwLYgfEnbepU4eO4Gqg//raejTUJCIiZG+uw9c41a5Uqm+Tr/gBAu+j2hahl7noW94nn4a2wLqf+mNh/9lxsPPt44qVfJkfb1K382w4LNR3BrUz/5+x1/XaZL44/Xzg+ehlK8iGW6Ozqu3Q9k4ZajVHf6eB188c5jShUrlK7XC0J6SNV20TE0oYLs91Q/+/92R8L7t8mdEABWlb7DqtKnswBsG30cke/YdTSOXUd/U7a0VGjUlttnDqJCRYVGbdHW1UOREI++kQk3T+7DoULNNF8X+sSfgNuXsHWuwuuwYN68fE5BG3Wb5eLBzTy797HNUqpKPSo2/rTNUr2VK4fls7lxch9xaVRaSCkhLgY9AyO0C+ny5mXIZ593eusKqrdSXw9pfBikUNC6WPJrlEolLwLuYVP8Y8fpm/BQChRSt/FNClrx7nU4BQsVQ8h5OnTsxL69e1GpVHTo2Ak9PT0S4uMxNTVh966d1KlTN83X+fn5ceH8v1SrUZ1nT58SHByMnZ36+m/9unVcv3Y1+bkNGjaiU+dPFzwuVqwYly5eolWL5nTt2u2Tx9PyXdOmeLq7oVKpkhe5vnrlCnN+/52atdL+28ouv/RtnPzfHWo50qFW6rUG65dV/z2vGNwagCFtq3/yuq9hU9AY3x9Snw+61nOma72PbbdbAWF4Nq+c/P3w9jUZ3j71+7Xs+1bflCOvEqWZhFxLoUgg9O7ldD23Vp9xGb7peOfwegraZt+iqk0a1uXUufOcOneeJg3rsnT1WsYO/55eXTvxPubjzVddHR0SP5TSiI2NRalUUrGcM1PH/sDqhbOTOyEAFEoFiYkfv5TKtKfnnjp3noCnz1guX8f2PQeIeveOy9dvsnPfQaaMSXtGBMAgz75s/GMxS1evSX5/DQ0N8kyt0C9RKRJ59eBKup7r2HX0N9/4DrlwAP0CmdcALlurMf6XznL30lnK1mrMsU0raeMxijptXImLfZ/8PC0dHZQfSqolxKlLqtk6VqDToIl4TluW3AkBoFQoUSgSk79Unznm/p+RWUHMLNW/m5FpQWKjo5IfK2hdmMgXwSTExaKTYoZVSlZFHZBNX4EiMYE3EWFpPifltgRpfVe7KqcvXOf0xWt8V7sqyzbsZHT/XvRs3zzV+U4nxfkuJjYepVJJBaeSTB7qwcqZY5M7IQAUSiWJCkXylzKd5QjCX73mXfR79q76HaeSDlz3e4ChgR7vY2IJfvGSIoU+zkYqbG1BcKi6XEF45GuszL88ilypVDLmt2X079GRYjbqTouq5cqwccE0Lly/k+Zr/n+/uYEqMYGI++n7TE7i1HEoOgZGmbJ/pSKR4IuHMvUcCdDA0ZpzD8I59+AlDRyt8T7zmGHNHHGpbktMvCL5ebramiQqVerP5gQFShWUK2LGmNbOLOhZNbkTAkChUpGo/Pj1uWnhAI3KWLNxQF32XVeft+wtjFjUqxoJSiUvo2Lxe/6GRUfvcfPpq+TnpHTuwUueRr7H5+/H7L32jHexH6eyP38dQ2GzT9cvEoSMalzFiTPX73P2+j0aV3Fi5e6TjOzZEtdmtYiJ+zhDTFdHC4VCXT4hJj4epUpJ+RJFmeDWjmVj+iZ3QkDSOT1F+YT/uJ74ff1BGlQuQ6XSH69HTlz2o0n1j2uybDh8nt4t66T7d6riaM/aqf256PcYgKv3Atlz+irj+315vTpByKky0nYp023sN+8vs9oujtUb8eDqWR5cOYtj9Uac2fYHzfqNpHorV+JjP3aoa+vopmizxKBSKilSujyt+0+g56SlyZ0Q8KEMtOLj1+faLCYW1nQbO48WnmMwMP7v6z5dfUPiY9/zOiwYM6vCaT7n/N516BuZUrZuiw9B1NcAr19+fI3/vycoUzN1p4+ZpQ2vw54D8O51OMYFctd1Yn7SpGlTTp86yelTJ2nStCnLlixmzLjx9Ordh/fvP7axdXR1SUxUH68xMTHqdk6likz9aRqrvOXJnRCgrh6QmJiY/PW5z8RDBw/Su08fDh89xsmTJ9OVd/HCBWzfuYu/Tp1m0QL1AKCq1aqxeetW/j2fv2b+JSoUXHrwPF3PHd6+Jsb6uhna/r4L97EpkDltn9xMzIgQcq3WE+RZuv1yrbK3Bp6WlhZmJibJ/92oXi1mLVyGtpY2+vofp+c2qFOTyTPn4uf/AIVCSXnnMsTGxjFm6kyioqNZOPOn5Oe79+yGe88v94R79OqOR6/unD73Lw+fBKKro0PnPv1p27IpQ8ZMZsHMqezYd4imDethU0g9Gnjr7v2cv3SVN2+j8Orbg3MXLrN2yw5iY+Nw7fzlEfB5QdXhf2Tr/tIaKfUtNLW0kmcQaGpp4VS9AQe856CprY2O7sdjrky1euxc8jPBj/xRKhQUK1WWhPhYtsybSGz0O3qP+x0dPXUHQYNOfWjQqc8X9x3z7i3bFk7lye0rHN24nBa9B1O8bBU2zxlPQnwcLfoM4YB8HtWadqBBp77sXPIzGhqaNO+tHrV9aO1iWrsNT97WzqXTUalUaGppY2puxfmD27hx9gihgQ/pMmQyD29epIClDVWbtGfT7LFcPLKL2q3TN0pEyHxaWlqYmhgl/3fDmpWZvXI92tpa6Ot+vKCrX70iPy3wxu9hAAqlgnKOJYjddYhxs5fzLvo98yYNSy6N1K9La/p1af3Ffb99F82kuSu5fNOfpet2MKSvC/EJCYz4eQHhr98wsGdH+vfoyPCfF6BSqfhphIzHQcFs+/ME4wf1IyFRwZhZS3GwLYy+nh4Lfbcy3K0bmh9GDR77+yIb9hzB2NAAE2Mjzly8zpVb/sTHx9OkbnWqlHVk8drtKBIVVCxTCoD+E2axetYEenVowaDJv5OoUDBv0vDMftuzVJ1RqyXdv6aWNlU8Mn9hPy1NDUz1tZP/u24pSxYdvYeWlgb62h+ny9cuacmvB+5wL/QtCqUK58KmbElQ8NOeW0THJfJLl4ro66if37OWPT1r2X9x39eDXrH9UhAJCiUNSlsRFZvArD/9UKlAW1MTS2M91nqpb6wOWX+ZDpWL4vf8DWFvY2nspL7x06u2A71qqzskAsKjMdbXoaGjNeN3XCdRoUqeaSEI30JLSxMzI4Pk/65fyZG5Gw+hpaWVXA4BoG7F0kyX7+VuQAhKhYqyxYsSF3+eSSt2EBUTx+9Du6Ovq57t06dVXfq0SnvUaEq7Tl1h9+krPA9/zdMXEXi0a8DdgOeUti2UPPtBoVDy8FkYjnbqtWn+unwXq4ImVCipHk0cEBLOL777uB8UiqOtDbXKl2T5zhMkKpRUKFmMuPgEekxeTqs6FRm5cDOzh3RD70NOQchNcmvbRVNLC32jj22WUlXrc3TNXLS0tJPLOgOUrFKXAyumE/r4LkqlgsIly5IQF8ueRZOIe/+OLqNmJ7dZarXrQ612X26zhD97wvF1C4iPfU+zfuq1Dw+tnkWQ3xV2zBlN1zFz2TFnNB2GTadeF0+2/z4KlUpF24GTiYoIw//iX9RorZ7pGXD7EsfXzqNMrSa8jXhBc7dRONb8jh1zRqNITKBGa3UJzKvHdtBl1Ozk/V89uoMWnmNQJCawe+EELIo6JP8eQs6jpaWFmZlZ8n83bNSY336diba2Nnr6H/+/NWjYkCmTJuHndweFQkH58uWJi41l7OgfiYqKYsGixeh/eL6bhwduHp/OIv5/devVY+SIEZw+dZKiRdWzbZctXcK//55n+NAh/PrbbP48cICmzZphY6P+TOzQsRM/jhyJrq4uTZo04cmTJyxeuIDExEQqVqqY2W9PjiYfnrX3sdKa1ZEfaajyy9BlIVNdvXqVatWq0WLMCgra5f0/pFdB9zk6ZxBXrlyhatWq37StpPfuwvF9VK345fp0WSlpjYn0mP77QqaMGZHhUf1p7ePqzdvUatbhm97PpPex8uClGBct/VXbyO3eBT/g+vKh6X4fk96znzafwcG5ctYHTEPSGhPfIjTwAY9vX6Fu2y/XwE2P8OBATu9ei8vQqQAE3L3Ozz0bZsrfu6CWdOz9s2MVVcpJ85mRtMZEZpu+2Cd5DYms8MtSX3q2b05J+2Jcu3Oful0HfHJsJr2/tYYvw7Ro3v9MTo+3wfe5sHjIV/0dJ72fR3/8joq2BbIm4H9IWmPia2z6N4D6pa2ws8jYaKvhG68wv0cVtD/cuL359DUt5p0U50Hhs5L+Tk6vmEBlx+zv0EpaY+JrLNxyFK+ODTE2+LYbef+f4fr9IBoNmiX+boTPyu/tl4y0XZLeqx/XnMLWqXL2BEwhaY2Jb+F/4S909QwoUTn9s7Ey6v9zPvW/zjz3xuI8lM2S7/FcukwVCd73pDUm0mP6z9OYMvWnDN/XSbmPa1evUqtG9Uw9zpLew5WD2+BYNO3Sp3nN/eBIvl9+MN/9vYoZEcJXsbS0xMDQkKNzBn35yXmEgaEhlpZ5awpkYmIi/16+lrxg9X+ZOvaHDG9fvmErzo6lviLZl1laWqJvYMj15UOzZPu5hb5B7jouFYmJPLp5MXnB6q9hY18aG/vMa7z9c3ArVkUdMm17Qs6UkKDgwvU7yQtWZ5as7IR4FPiMwODQVLPi0mJpaYmBgSEXFg/Jsiy5kUEuOz8mSVAouRIQmbxgdUb0qu2Q4ddcD3pFXKJCrJsj5CoJCgWX/B4nL1idEUmLV3+Lk1fuoq8nZkUIGSPaL7mn7aJITCDg9iUcytf46m041WqSiYk+df2vvZhainVrBEhISODCv/9Sq3btLz536k/TMrx9H29vnJydvvzEb2BpaYmhgQHfLz+YpfvJaQwNDHLFOTEziY4I4avY2dnhf/cu4eHhX35yHmFpaZmqTl9ekNULSsv6uH75SV/Jzs6Oe/756xhMS247Lgf/vkbqCJ/o0P/ba+AKOd+GBT9JHSHDStoXY/WsCV98np2dHf7ifPiJ3HZ+TLLKPXsXBqxsV5A/3KRdjFAQMmrNFC9J9/9dNWe+q+b85ScKQgqi/ZJ7PpvdZ/pKHeGLKjfpSOUmHaWOIeQAm7ZsydLte3pl/WeunZ0dd/398935MbecEzOT6IgQvpqdnV2++4PJTP73H0odQTKZ9buLY/DrhDy+J3WEHE28P1nH/3Gg1BFytf96/8T5MPM9eBEldQTJ5OffXciY+0GhUkfIMcR7IaSH+LzOmBcB96WOkKuI90tad+/elTpCtsiq31OcH/MHsUaEIGSzoKAgnJ2def/+vdRRJGVoaMjdu3fFB002CgoKwsnZmZh8fuylh4GhIf7i+Mw04ryXecS5M+sFBQXh7OTE+5gYqaNIytDAgLv+/uJYE9KkPq878f59/v47+X+GhgbcvSv+bgThW4l2y9cT7Zjslx/bOqJNInwt0REhCBIICgrK0iln7969o2XLlri7u9O/f/90vy4qKoqWLVvi5eWFp2fW1T2H/DkFLSfI6mPv/6lUKlxcXHB2dmbmzJkZel2nTp2oWLEiM2bMyMKEaRPHZ+bL7mMvLaNGjSI0NJRNmzZl6HUjRowgMjKS9elcBC4riWMze2T18bp48WJ27drFkSNH0NP77zVAUlq4cCH79u3j8OHD6OrqZlk+EMea8GWZ9XeiVCr54YcfuHnzJhs3bqRo0aKZkO7zFAoFQ4cO5f79+2zatIlChTKvxrr4uxGEzCPVteOrV69o1aoVw4cPp3fv3ul+XXh4OG3atOHHH3/E1TXrShR/iTgPSSMrjleFQkG7du2oX78+kyZNSvfrEhMTadu2LU2aNGHcuHGZmimJOM6EryU6IgQhD1q9ejUDBw4kMDAQW1vbDL3Wzc2Nc+fOcf/+fTQ1NbMooZBf/P333zRo0IATJ07QpEnGFmybNWsWM2bM4Pnz5xQoUCBrAgr5RkhICLa2tixatIghQzK2qPOePXvo3LkzN27coGLFilmUUMgvEhISsLOzo2vXrixZkrG1mvz9/XF2dmbr1q107949ixIKQvaaMWMGP/30E3/++SetW7fOln2+fPmSatWqUbRoUU6fPp3lHXuCIOQe8+fPZ8KECQQHB2d4EdnOnTvz5MkTrl27hoaGRhYlFPKLQ4cO0aZNGy5evEiNGhlbOH3ixIksX76ckJAQDAwMsiihIGScuMsoCHmQXC6nVatWGe6EAJDJZDx69IgzZ85kQTIhv5HL5ZQoUYLGjRtn+LVubm7Ex8ezefPmzA8m5Dvr1q1DR0eHXr16Zfi1bdu2pVChQsjl8ixIJuQ3Bw8eJDQ0FK+vWPjPycmJevXqiWNRyDOOHDnCTz/9xNSpU7OtEwLAysqK7du3c+XKFUaNGpVt+xUEIWdTqVTI5XI6deqU4U4IAC8vL27cuMHVq1ezIJ2Q33h7e1OxYkWqV6+e4dd6enry5s0bdu3alQXJBOHriY4IQchjbt++zYULF5DJZF/1+gYNGlC6dGm8vb0zOZmQ37x9+5Zt27bh6en5VbNrihQpQps2bcQNN+GbJTUqXVxcKFiwYIZfr6Ojg5ubG+vXryc2NjYLEgr5iVwup1q1alSqVOmrXi+TyTh27BiBgWLxdyF3CwwMpFevXrRs2ZKpU6dm+/5r1arFokWLWLZsGRs3bsz2/QuCkPP8+++/+Pn5fdVgAYCWLVtSpEgR0X4RvllYWBj79u1DJpN91eyaUqVK0bhxY3FfR8hxREeEIOQxcrkcKysr2rdv/1Wv19DQQCaTsXPnTl6/fp254YR8ZcuWLcTGxuLu7v7V2/Dy8uLKlStcv34903IJ+c/Zs2d58ODBVzcqQT2q6NWrV+zZsyfzggn5zvPnzzl48OA3HYvdunXD2NgYX1/fTEwmCNkrNjaWrl27YmJiwoYNGyQrB/r999/Tt29f+vfvz61btyTJIAhCziGXy7G3t6dp06Zf9XptbW08PDzYtGlTvlq4WMh869atQ0tLiz59+nz1NmQyGadOneLRo0eZmEwQvo3oiBCEPCQuLo5169bRr1+/b6p16+bmRkJCQoYXdBWElORyOa1bt/6mRSfbtGmDjY2NGFUkfBNvb29KlixJo0aNvnobZcqUoX79+uJYFL7J2rVr0dXVpWfPnl+9DWNjY3r06IGvry8KhSIT0wlC9vnhhx+4desWO3fuxMLCQrIcGhoarFy5ktKlS+Pi4sKbN28kyyIIgrSioqLYsmXLV8/mTpJUEmfnzp2ZmE7IT5Jmc3fu3Blzc/Ov3o6LiwtmZmb4+PhkYjpB+DaiI0IQ8pC9e/cSGRn51WWZktjY2NCuXTsxjU/4ardu3eLixYvffCxqa2vj5ubGhg0biImJyaR0Qn7y+vVrduzYgaen5zcvGujl5cXx48d58uRJJqUT8pOkRmXXrl0xMzP7pm3JZDKCgoI4fvx4JqUThOyzdu1a/vjjD5YuXUq1atWkjoOhoSE7d+4kLCwMDw8PVCqV1JEEQZDAtm3beP/+/TfN5gYoUaIE3333nRi8Iny1f/75B39//29uSxsYGNC7d298fX1JTEzMpHSC8G1ER4Qg5CHe3t7UrVsXZ2fnb96WTCbj2rVrYqEt4avI5XKsra1p167dN29LJpPx+vVrdu/enQnJhPxm8+bNxMXFfXOjEkguIyJK4ghf4/Tp0zx69OibyjIlqVmzJuXLlxc3OYRc5/r163z//fd4enpmyt9CZilVqhTr1q1j9+7dzJkzR+o4giBIwNvbmxYtWmBnZ/fN2/Ly8uL06dM8ePAgE5IJ+Y1cLsfBwYEmTZp887ZkMhkhISEcPnw4E5IJwrcTHRGCkEcEBgZy/PjxTGvUtW7dmsKFC4ubHEKGxcXFsX79etzc3NDR0fnm7ZUuXZqGDRuKY1H4KnK5nDZt2lCkSJFv3paRkRG9evUSJXGEryKXyyldujQNGjT45m0lree0Z88eXr58mQnpBCHrvXr1ChcXF5ydnVm6dKnUcT7RoUMHJkyYwIQJEzh58qTUcQRByEZ+fn78+++/mdaW7ty5MwUKFBAlcYQMe/v2LVu3bv3mEmFJqlatSpUqVUS1CyHHEB0RgpBH+Pr6YmRkRLdu3TJle9ra2ri7u7Nx40ZREkfIkD179mRKibCUvLy8+Ouvv8RCW0KGXL9+nStXrmTqqFuZTMazZ884evRopm1TyPuSSoTJZLJvLhGWpE+fPmhoaLBhw4ZM2Z4gZCWlUkm/fv2IjIxkx44dGBgYSB0pTdOnT6dx48b06NGD4OBgqeMIgpBN5HI5lpaWdOjQIVO2Z2BgQJ8+fVizZo0oiSNkyNatW4mNjc2U2dxJZDIZBw4cIDQ0NNO2KQhfS3RECEIeoFAo8PHxoUePHhgbG2fadsVCW8LX8Pb2pn79+pQpUybTtuni4oKpqakoiSNkiFwup1ChQrRp0ybTtlm9enUqVqwoRhUJGbJp0yYSEhJwc3PLtG1aWlrSqVMnvL29RU17IcebNWsWBw4cYMOGDZQoUULqOJ+lra3N5s2b0dHRoVu3bsTHx0sdSRCELBYfH8+6devo168furq6mbZdmUxGaGgoBw8ezLRtCnmfXC6nZcuW2NraZto2e/XqhY6ODmvXrs20bQrC1xIdEYKQBxw/fpynT59meq3dUqVK0bhxY1ESR0i3J0+eZGqJsCSGhoZioS0hQ2JiYtiwYQPu7u6ZUiIsSVJJnH379hEWFpZp2xXyNm9vb9q1a4eNjU2mbtfLyws/Pz8uXLiQqdsVhMx07NgxpkyZwpQpU2jbtq3Ucb7I2tqaHTt2cPnyZUaPHi11HEEQsti+ffsIDw/P1NncAJUrV6ZatWpi8IqQbrdv3+bChQuZ3pYuWLAgLi4uyOVyMXhFkJzoiBCEPMDb25ty5cpRs2bNTN+2l5cXp06d4uHDh5m+bSHv8fX1xcTEhK5du2b6tmUyGc+fP+fIkSOZvm0h79m9ezevX7/G09Mz07fdp08ftLS0WLduXaZvW8h7rl69yrVr1zL9BgdA06ZNsbe3Fzc5hBwrKCiInj170rx5c3766Sep46Rb7dq1WbBgAUuWLGHz5s1SxxEEIQt5e3tTp04dypYtm+nblslkHDx4kOfPn2f6toW8Ry6XY2VlRbt27TJ9215eXjx48ICzZ89m+rYFISNER4Qg5HIvX75k7969eHl5ZVrd6ZS6dOmCmZmZWGhL+CKFQoGvry+9evXCyMgo07dftWpVKleuLG64Cekil8tp2LAhjo6Omb5tc3NzOnfuLEYVCekil8spXLgwrVu3zvRta2pq4unpydatW3n37l2mb18QvkVcXBxdu3bFyMiITZs2oaWlJXWkDBk8eDC9e/fGy8uL27dvSx1HEIQsEBQUxNGjR7NksABAz5490dXVFSVxhC+Ki4tj3bp1uLm5ZWqJsCSNGjWiZMmSotqFIDnRESEIudz69esB9QjdrCAW2hLS69ixYzx79izLLuSTSuKIhbaEL3n06BF//fVXlh2LoB5V5O/vz/nz57NsH0LuFxMTw8aNG3F3d0dbWztL9uHu7k50dDTbtm3Lku0Lwtf64YcfuHHjBjt27MDCwkLqOBmmoaHBH3/8QYkSJXBxceHt27dSRxIEIZP5+vpiZGSEq6trlmy/QIECdO3aVQxeEb5o7969REZGZnlbevv27bx58yZL9iEI6SE6IgQhF1OpVMjlcjp37oylpWWW7UcmkxESEsKhQ4eybB9C7uft7U2FChWoXr16lu2jd+/eoiSO8EW+vr6YmppmSYmwJN999x3FixcXM3SE/7Rz507evHmTJSXCktjZ2dGiRQtxLAo5yrp161i5ciVLliyhRo0aUsf5akZGRuzatYvQ0FA8PDzEjURByEMUCgU+Pj64urpibGycZfuRyWQ8evSI06dPZ9k+hNzP29ubunXr4uTklGX7cHNzIy4uTpQcFCQlOiIEIRe7cOECfn5+WTrqF6BKlSpUrVpVTOMTPissLIx9+/ZlWYmwJGKhLeFLEhMTk0uEGRoaZtl+UpbEEaNkhc+Ry+U0btyYUqVKZel+vLy8OH/+PH5+flm6H0FIjxs3bjBw4EDc3d3p37+/1HG+WenSpVm7di27du1i3rx5UscRBCGTnDhxgqCgoExfGPj/NWzYkFKlSom2tPBZAQEBHD9+PMuPxSJFitC2bVtxLAqSEh0RgpCLeXt7Y29vT7NmzbJ8X0klcUJCQrJ8X0Lus379ejQ0NOjdu3eW70smk3H//n3OnTuX5fsScp8jR47w/PnzLO+gBXVJnNjYWLZu3Zrl+xJyn4cPH3Lq1KlsORY7dOiApaWlaFgKknv9+jUuLi44OTmxfPnyLB2ckJ06derEuHHjGD9+vBjVLAh5hFwup2zZstSqVStL95NUEmfHjh28fv06S/cl5E5JJcK6deuW5fuSyWRcvnyZGzduZPm+BCEtoiNCEHKpqKgotmzZgoeHB5qaWf+n3KtXL3R0dERJHOETSSXCunTpki01oBs3bkyJEiVEGRIhTXK5nEqVKlGtWrUs31exYsVo1aqVuPkrpMnHxwczMzNcXFyyfF+6urr069ePdevWER8fn+X7E4S0KJVK3NzciIiIYOfOnRgYGEgdKVP98ssvNGzYEFdXV54/fy51HEEQvkF4eDh79uzJ8tncSdzc3EhISGDTpk1Zvi8hd1EoFPj6+tKzZ88sLRGWpE2bNtjY2Ij2iyAZ0REhCLnUtm3beP/+PR4eHtmyP7HQlvA558+f5+7du9ky6hc+lsQRC20J/+/Fixfs378fmUyWbaNwZTIZFy5c4Pbt29myPyF3SExMZM2aNfTu3TvbbsbKZDLCw8PZt29ftuxPEP7f7Nmz2bdvH+vXr6dEiRJSx8l02trabNmyBW1tbbp3705CQoLUkQRB+EobNmxApVLRt2/fbNlf4cKFRUkcIU3Hjh3j6dOn2daW1tHRwc3NjQ0bNhAbG5st+xSElERHhCDkUnK5nBYtWmBnZ5dt+5TJZDx48ICzZ89m2z6FnE8ul+Pg4ECTJk2ybZ9JJXG2bNmSbfsUcr5169ahpaWVLSXCkrRr1w4rKyvRsBRSOXToECEhIVle6zelsmXLUqdOHXEsCpI4ceIEkydPZvLkybRr107qOFnG2tqa7du3c/HiRcaMGSN1HEEQvkLSbO5OnTphaWmZbfv18vLi6tWrXLt2Ldv2KeR8crmc8uXLU7NmzWzbp6enJ69evWL37t3Ztk9BSCI6IgQhF/Lz8+P8+fPZ1muepFGjRmKhLSGVqKgotm7diqenZ7aUCEtStGhRWrduLY5FIZlKpcLb25suXbpgbm6ebfvV1dXFzc2N9evXExcXl237FXI2uVxOlSpVqFKlSrbuVyaTceTIEZ4+fZqt+xXyt6dPn9KjRw+aNm3KtGnTpI6T5erUqcP8+fNZtGiRGBAhCLnQxYsXuX37dra3pVu3bk3hwoVF+0VI9vLlS/bu3Zuts7kBHB0dadiwoTgWBUmIjghByIXkcjmWlpZ06NAhW/eroaEhSuIIqWzdupWYmBjc3d2zfd9eXl5cunSJmzdvZvu+hZzn3Llz3L9/P1tHoCeRyWRERESwd+/ebN+3kPOEhIRw4MABSY5FV1dXjIyM8PX1zfZ9C/lTXFwc3bp1w8DAgE2bNqGlpSV1pGwxZMgQevbsiZeXF35+flLHEQQhA+RyOba2tjRr1ixb96utrY27uzsbNmwgJiYmW/ct5Ezr169HQ0ODPn36ZPu+ZTIZJ06c4PHjx9m+byF/Ex0RgpDLxMfHs27dOvr27Yuenl6279/NzY34+Hg2b96c7fsWch65XE7Lli2xtbXN9n23bduWQoUKiZEcAgDe3t4UL16cxo0bZ/u+nZycqFevnjgWBUBdIkxHR4devXpl+76NjY1xdXXFx8cHpVKZ7fsX8p9Ro0Zx7do1duzYka0lTqSmoaHB6tWrcXBwoEuXLrx9+1bqSIIgpMO7d+/YvHkznp6eknScenp68ubNG3bt2pXt+xZylqTZ3NldIixJ165dMTU1FYNXhGwnOiIEIZfZt28f4eHh2T6VNEmRIkVo06YN3t7ekuxfyDnu3LnDv//+K9mxqKOjQ79+/Vi/fr1YaCufe/PmDdu3b8/2EmEpyWQyjh07RmBgoCT7F3KGpLrTLi4uFChQQJIMMpmMwMBATpw4Icn+hfxjw4YNLF++nEWLFmVrbeucwsjIiF27dvH8+XM8PT1RqVRSRxIE4Qu2b99OdHQ0Hh4ekuy/VKlSNGrUSLSlBf7991/u3r0rWVva0NCQXr164evri0KhkCSDkD+JjghByGXkcjm1a9emXLlykmXw8vLiypUrXL9+XbIMgvTkcjlWVla0b99esgwymYxXr16xZ88eyTII0tuyZQuxsbGSlAhL0q1bN4yNjcWoonzu7NmzPHjwQJKyTElq165N2bJlxQwdIUvdvHmTAQMG0K9fPwYOHCh1HMk4OjqyZs0adu7cyfz586WOIwjCF3h7e9O8eXPs7e0ly+Dl5cWpU6d4+PChZBkE6cnlcuzt7bO9RFhKXl5eBAcHc+TIEckyCPmP6IgQhFwkKCiII0eOSHqDA6BNmzbY2NiImxz5WFxcHOvWraNfv37o6upKlqNMmTLUr19fjCrK5+RyOa1ataJYsWKSZTA2NqZHjx74+PiIUUX5mLe3NyVLlqRRo0aSZdDQ0EAmk7F7924iIiIkyyHkXW/evMHFxYXSpUuzYsWKbF1gMyfq0qULY8aMYdy4cZw5c0bqOIIgfIa/vz///POPZCPQk7i4uGBmZoaPj4+kOQTpREVFsWXLFjw8PCSbzQ1QtWpVKlWqJNrSQrYSHRGCkIusWbMGQ0NDunfvLmkOsdCWsG/fPiIiIiS/kAf1SI4TJ07w5MkTqaMIErh58yaXLl2SvIMW1Mfi06dPOX78uNRRBAm8efOGHTt2IJPJJL8x27dvX1QqFRs2bJA0h5D3qFQq3N3defnyJbt27cLQ0FDqSDnCr7/+SoMGDXB1dSUkJETqOIIgpEEul2NhYUHHjh0lzWFgYEDv3r1Zs2YNiYmJkmYRpLFt2zbev38vWYmwJBoaGnh5ebF//35evHghaRYh/xAdEYKQSyiVSnx8fOjRowcmJiZSx8HT05PXr1+Lkjj5lFwup27dujg7O0sdha5du2JiYiJK4uRTcrkca2tr2rVrJ3UUatSoQfny5cVssXxq8+bNxMXF4ebmJnUUrKys6NixI97e3qJuvZCpfv/9d/bs2cP69espWbKk1HFyDG1tbbZs2YKmpibdu3cnISFB6kiCIKQQHx/P2rVr6du3L3p6elLHQSaTERISwuHDh6WOIkjA29ubFi1aYGdnJ3UUevfujZaWFuvXr5c6ipBPiI4IQcglTpw4QWBgYI4YgQ5QunRpsdBWPhUYGMjRo0dzxAh0UC8WKRbayp9iY2PZsGEDbm5u6OjoSB0neVTRnj17ePnypdRxhGzm7e1N27ZtKVKkiNRRAPUMndu3b3Pp0iWpowh5xF9//cXEiROZOHGipOtD5VSFChVi+/bt/Pvvv4wbN07qOIIgpHDgwAFevnyZY9rSVatWpUqVKqItnQ/duXOHf//9N8e0pQsWLIiLi4sYvCJkG9ERIQi5hLe3N2XLlqV27dpSR0kmk8n466+/ePz4sdRRhGy0Zs0ajIyM6Natm9RRkslkMp49e8bRo0eljiJkoz179hAZGYmnp6fUUZL16dMHDQ0NURInn7l+/TpXrlzJMTc4AJo1a4atra2YoSNkimfPntGjRw+aNGnC9OnTpY6TY9WtW5d58+axYMECtm3bJnUcQRA+8Pb2platWpQvX17qKMlkMhkHDhwgNDRU6ihCNpLL5VhaWtKhQwepoySTyWTcu3ePf/75R+ooQj4gOiIEIRcIDw9nz549OaLudEouLi6YmpqKhbbyEYVCkVwizNjYWOo4yapXr06FChXEqKJ8Ri6XU79+fZycnKSOkszCwoJOnTqJUUX5jFwux8bGhjZt2kgdJZmWlhYeHh5s3ryZ6OhoqeMIuVh8fDzdunVDX1+fTZs2oaWlJXWkHG3YsGH07NkTT09P7t69K3UcQcj3nj59ypEjR3LMCPQkvXr1QkdHh7Vr10odRcgmcXFxrF+/nn79+qGrqyt1nGSNGzemePHioi0tZAvRESEIucCGDRtQqVT07dtX6iipGBoaioW28pkTJ04QFBSU4y7kk0ri7Nu3j7CwMKnjCNngyZMnHD9+PEeNQE/i5eWFn58fFy5ckDqKkA1iYmJyVImwlDw8PHj37h3bt2+XOoqQi/34449cuXKF7du3Y2VlJXWcHE9DQ4NVq1Zhb29Ply5diIqKkjqSIORra9aswcDAAFdXV6mjpJJUEkcul4vBK/nEvn37CA8Pz3HtF01NTWQyGdu2bePt27dSxxHyONERIQg5nEqlQi6X07FjxxzZ+JPJZAQHB3PkyBGpowjZwNvbm3LlylGzZk2po3yid+/eaGpqsm7dOqmjCNnA19cXExOTHFUiLEnTpk2xt7cXo4ryid27d/P69escVSIsiYODA82aNRPHovDVNm7cyNKlS1m4cCG1atWSOk6uYWxszM6dO3n27BkymUzcZBQEiSiVSnx8fOjevTsmJiZSx/mETCbjwYMHnD17VuooQjaQy+XUrl2bsmXLSh3lE+7u7sTGxrJlyxapowh5nOiIEIQc7tKlS9y+fTvH9ZonqVq1KpUrVxY1qPOBpBJhXl5eOapEWBILCwu6dOkiRhXlAwqFAl9fX3r27ImRkZHUcT6hqamJp6cnW7ZsESNh8wG5XE7Dhg1xdHSUOkqavLy8OHfuHP7+/lJHEXKZ27dvM2DAAPr06cOgQYOkjpPrODk54evry/bt21m4cKHUcQQhX/rrr78ICAjIcbO5kzRq1IiSJUuKtnQ+EBgYyNGjR3PssVi0aFFat24tjkUhy4mOCEHI4by9vbG1taV58+ZSR0mThoYGMpmM/fv38+LFC6njCFlo/fr1gHox3pxKJpPh7+8vFtrK444ePZo8yjSncnd35/3792Kx0jzu0aNH/PXXXzn6WOzYsSMWFhaiYSlkyJs3b+jSpQslS5bkjz/+yJEDEHKDrl278uOPPzJmzBgx4lkQJCCXy3FycqJOnTpSR0lT0uCV7du38+bNG6njCFlozZo1GBoa0r17d6mjfJZMJuPixYvcunVL6ihCHiY6IgQhB3v37h2bN2/Gw8MjRy8M2Lt3b7S0tERJnDwsqURY586dsbS0lDrOZzVp0gQHBwdxwy2Pk8vlVKhQgRo1akgd5bPs7Oxo2bKlOBbzOF9fX0xNTenatavUUT5LT0+Pvn37sm7dOuLj46WOI+QCKpUKDw8PXrx4wc6dOzE0NJQ6Uq7222+/Ua9ePbp3705oaKjUcQQh34iIiGDXrl05djZ3End3d+Li4ti8ebPUUYQsolAo8PHxoUePHjmyRFiSdu3aYW1tLdovQpYSHRGCkINt376d6OhoPDw8pI7yn8RCW3nfhQsXuHPnTo4e9QsfRxVt3bpVLLSVR4WFhbF3715kMlmOblSCelTR+fPn8fPzkzqKkAUSExNZs2YNvXr1yvE3amUyGWFhYRw4cEDqKEIuMHfuXHbv3s26desoXbq01HFyPW1tbbZu3YqGhgaurq4kJCRIHUkQ8oWNGzeiVCrp27ev1FH+U5EiRWjTpo24+ZuHnThxgqCgoBzfltbR0cHNzY3169cTFxcndRwhjxIdEYKQg8nlcpo1a4aDg4PUUb7Iy8uLe/fuce7cOamjCFlALpdjb29Ps2bNpI7yRUkLbW3dulXqKEIWWL9+PZqamjm6RFiSDh06YGlpKRqWedSRI0cIDg7OsbV+Uypfvjy1atUSx6LwRadOnWL8+PGMHz+ejh07Sh0nz7CxsWHbtm38888/TJgwQeo4gpDnqVQqvL296dixI9bW1lLH+SIvLy8uX77MjRs3pI4iZAG5XE7ZsmWpXbu21FG+SCaTERkZyZ49e6SOIuRRoiNCEHKou3fvcu7cuVxxgwPUC22VKFFC3OTIg969e8eWLVvw8PBAUzPnf2zY2tqKkjh5VFKjsnPnzlhYWEgd54t0dXXp16+fKImTR8nlcipVqkTVqlWljpIuMpmMw4cP8+zZM6mjCDlUcHAwrq6uNG7cmBkzZkgdJ8+pX78+c+bMYd68eezYsUPqOIKQp12+fJlbt27l+BHoSdq0aUOhQoVE+yUPCg8PZ/fu3bliNjdAmTJlqF+/vjgWhSyT8+8oCUI+5ePjg4WFRa4ZjZZUEmfbtm2iJE4es23btlxRIiwlmUzGhQsXuH37ttRRhEx0/vx5/P39c00HLaiPxfDwcPbt2yd1FCETvXjxgv379+f4utMpubq6oq+vz5o1a6SOIuRA8fHxdO/eHR0dHTZv3oy2trbUkfKkESNG4OrqioeHB/7+/lLHEYQ8Sy6XU6xYMVq0aCF1lHTR0dHB3d2dDRs2EBsbK3UcIRNt2LABIMeXCEtJJpNx7NgxAgICpI4i5EGiI0IQcqD4+HjWrVtHnz590NPTkzpOuiWVxNmyZYvUUYRM5O3tTYsWLbCzs5M6Srq1b98eKysrMZIjj/H29sbBwYEmTZpIHSXdypYtS506dcSxmMesW7cOLS0tevfuLXWUdDM1NcXV1RW5XI5SqZQ6jpDDjBkzhkuXLrFjx45cUcYkt9LQ0MDb2xtbW1u6dOnCu3fvpI4kCHlOdHQ0mzZtwsPDAy0tLanjpJunpyevXr1i9+7dUkcRMknKEmFWVlZSx0m3bt26YWJigq+vr9RRhDxIdEQIQg504MABwsLCcs1U0iRFixaldevWeHt7Sx1FyCR+fn6cP38+1x2LKUviiIW28oa3b9+ydevWXFMiLCWZTMaRI0cICgqSOoqQCZIalS4uLhQsWFDqOBkik8kICAjg5MmTUkcRcpDNmzezePFiFixYkCvqV+d2xsbG7Nq1i6dPn+Ll5YVKpZI6kiDkKTt27CAqKipXzeYGcHR0pGHDhqItnYdcvHiRO3fu5Lq2tJGRET179sTHxweFQiF1HCGPyV0teUHIJ+RyOTVr1qRChQpSR8kwLy8vLl26xM2bN6WOImQCuVyOpaUlHTp0kDpKhiUttLV3716powiZYOvWrcTExOS6RiWoS+IYGRmJkjh5xLlz57h//36ua1QC1K1bFycnJ3GTQ0h2584dvLy86NWrF4MHD5Y6Tr7h5OSEj48PW7duZfHixVLHEYQ8xdvbm2bNmlG8eHGpo2SYTCbjr7/+4vHjx1JHETJB0gy45s2bSx0lw7y8vHj27BnHjh2TOoqQx4iOCEHIYZ49e8bhw4dzVQ30lNq2bSsW2sojkkqE9e3bN1eVCEvi7OxM3bp1xQ23PEIul9OyZUtsbW2ljpJhxsbGuLq64uPjI0ri5AHe3t6UKFGCxo0bSx0lwzQ0NJDJZOzevZvIyEip4wgSe/v2LV26dKFEiRKsWrUq16x3kld069aNkSNHMnr0aM6dOyd1HEHIE+7du8fff/+dKwcLAHTt2hVTU1N8fHykjiJ8o3fv3rFly5ZcVyIsSfXq1alQoYJoSwuZTnRECEIOs2bNGvT19XF1dZU6ylfR0dHBzc1NLLSVB+zfv5/w8PBceyEP6pEcx48fFwtt5XK3b9/mwoULubaDFtTHYmBgICdOnJA6ivAN3rx5w/bt2/H09Mx1JcKS9OvXD4VCwcaNG6WOIkhIpVLh4eFBaGgoO3fuxMjISOpI+dLs2bOpXbs23bp1IzQ0VOo4gpDr+fj4YG5uTqdOnaSO8lUMDQ3p1asXa9asITExUeo4wjfYvn070dHRuXI2N6gHr3h5ebFv3z7CwsKkjiPkIbmzBSUIeZRSqUQul+Pq6oqpqanUcb6ap6cnkZGR7NmzR+oowjfw9vamdu3alCtXTuooX61bt24YGRmJhbZyOblcjpWVFe3bt5c6ylerVasWZcuWFaOKcrktW7YQGxuLu7u71FG+mrW1NR06dMDb21vUps/H5s+fz65du1izZg2Ojo5Sx8m3dHR02LZtGyqVih49eogbj4LwDRISElizZg19+vRBX19f6jhfzcvLi+DgYI4cOSJ1FOEbJJUIc3BwkDrKV+vduzcaGhqsX79e6ihCHiI6IgQhBzl58iQBAQG5egQ6QJkyZWjQoIEoz5SLPX36lCNHjuTqEeigLonTs2dPfH19xUJbuVRcXBzr16+nX79+6OrqSh3nqyWNKtqzZw8RERFSxxG+klwup3Xr1hQtWlTqKN/Ey8uLmzdvcuXKFamjCBI4c+YM48aNY+zYsXTu3FnqOPle4cKF2bZtG3///TcTJ06UOo4g5Fp//vknYWFhub4tXbVqVSpVqiTa0rnY3bt3+eeff3J9W9rCwoIuXbogl8vF4BUh04iOCEHIQby9vXFycqJu3bpSR/lmMpmM48eP8+TJE6mjCF/B19cXQ0NDunfvLnWUbyaTyXj69CnHjx+XOorwFfbu3UtERESub1QC9O3bF5VKxYYNG6SOInyFmzdvcunSpTxxLLZo0YJixYqJGTr50PPnz+nevTsNGzZk5syZUscRPmjQoAG///47c+bMYdeuXVLHEYRcydvbmxo1alCxYkWpo3yTpPWc9u/fz4sXL6SOI3wFuVyOhYUFHTt2lDrKN5PJZNy9e5d///1X6ihCHiE6IgQhh4iMjGT37t3IZLI8sVhg165dMTExESVxciGlUomPjw+urq6YmJhIHeeb1axZk3LlyokbbrmUXC6nbt26ODs7Sx3lm1laWtKxY0dREieXksvlWFtb065dO6mjfDMtLS3c3d3ZvHkz0dHRUscRsklCQgLdu3dHS0uLzZs3o62tLXUkIYWRI0fStWtX3N3duXfvntRxBCFXCQ4O5tChQ7l+BHqS3r17o6Wlxbp166SOImRQfHw869ato2/fvujp6Ukd55s1adIEBwcH0ZYWMo3oiBCEHGLjxo0oFAr69esndZRMYWRkRK9evURJnFzoxIkTBAYG5pkL+aSSOHv37uXly5dSxxEyIDAwkGPHjuWJEehJvLy8uH37NpcuXZI6ipABsbGxbNiwATc3N3R0dKSOkyk8PT15+/YtO3bskDqKkE3Gjh3LhQsX2L59O4UKFZI6jvB/NDQ08PHxoWjRori4uIhOQkHIgDVr1qCvr0+PHj2kjpIpzM3NRUmcXGr//v28fPkyz7RfNDU18fT0ZOvWrURFRUkdR8gDREeEIOQAKpUKb29vOnTogLW1tdRxMo1MJuPZs2ccPXpU6ihCBsjlcpydnaldu7bUUTJNnz59AMRCW7mMr68vRkZGeaJEWJJmzZpha2srRhXlMnv27CEyMjLPNCoBihcvTtOmTUUN6nxi27ZtLFy4kPnz5+eJEqB5lYmJCbt27SIgIID+/fuLG5CCkA5Js7m7d++Oqamp1HEyjZeXF/fu3ePcuXNSRxEyQC6XU6tWLcqXLy91lEzj7u7O+/fv2bp1q9RRhDxAdEQIQg5w5coVbt68maducABUr16dihUripscuUhERAS7d+/Gy8srT5QIS2JpaUnnzp3FqKJcRKFQ4OPjQ48ePTA2NpY6TqbR0tLC09OTzZs38+7dO6njCOkkl8upX78+ZcqUkTpKpvLy8uLs2bOiDEwe5+fnh6enJz179mTo0KFSxxG+wNnZGblczubNm1m6dKnUcQQhxzt16hSPHz/Oc23pxo0bU7x4cdGWzkWePn3K4cOH89yxaGtrS6tWrcSxKGQK0REhCDmAt7c3RYsWpWXLllJHyVRJC23t3buXsLAwqeMI6bBhwwZUKhV9+/aVOkqmk8lk+Pn5iYW2conjx4/z9OnTPHchD+Dh4UF0dDTbt2+XOoqQDk+ePOH48eN5plxdSp06daJgwYL4+PhIHUXIIlFRUbi4uGBvb8+qVavy1CCDvMzV1ZURI0YwatQo/vnnH6njCEKOJpfLKVOmDPXq1ZM6SqbS1NREJpOxbds23r59K3UcIR3WrFmDgYEBrq6uUkfJdDKZjH///Zc7d+5IHUXI5URHhCBILDo6ms2bN+Ph4YGWlpbUcTJdnz590NLSEiVxcoGkEmEdO3bEyspK6jiZrlmzZtjb24uRHLmEt7c35cqVo1atWlJHyXT29vY0b95cHIu5hK+vLyYmJnTt2lXqKJlOX1+fvn37smbNGhISEqSOI2QylUqFp6cnwcHB7Nq1K0/NLssP5syZQ61atejWrRsvXryQOo4g5EivXr1i586dyGSyPNnR6u7uTmxsLFu2bJE6ivAFSSXCXF1d81SJsCTt27fHyspKtF+EbyY6IgRBYjt27ODt27d4enpKHSVLmJub07lzZ7y9vUVJnBzu0qVL3L59O0+OQAf1qCIPDw+2bNkiFtrK4V6+fMnevXvzbKMS1KOKzp07x927d6WOIvwHhUKBr68vvXr1wsjISOo4WUImkxEWFsaff/4pdRQhky1YsIAdO3bg6+ub58qK5Qc6Ojps27YNhUJBjx49SExMlDqSIOQ4GzduRKFQ0K9fP6mjZImiRYvSunVrsbZYLvDXX38REBCQZ9vSurq69OvXj3Xr1hEXFyd1HCEXEx0RgiAxuVxO06ZNKV68uNRRsoxMJsPf35/z589LHUX4D97e3tja2tK8eXOpo2QZDw8P3r9/z7Zt26SOIvyHDRs2AOTJEmFJOnbsiIWFhSiJk8MdPXqUZ8+e5dlGJUDFihWpXr26uMmRx5w9e5axY8cyevRoXFxcpI4jfKUiRYqwdetWzp49y+TJk6WOIwg5StJs7vbt21OoUCGp42QZmUzGpUuXuHXrltRRhP8gl8txcnKibt26UkfJMjKZjIiICPbt2yd1FCEXEx0RgiChe/fucfbs2TxZdzqlJk2a4ODgIKbx5WDv3r3L0yXCktjZ2dGiRQtxLOZgSY3KTp06YWlpKXWcLKOnp0ffvn1Zt24d8fHxUscRPkMulyffqM/LvLy8OHToEMHBwVJHETJBSEgI3bt3p379+syaNUvqOMI3atSoEb/99huzZ89mz549UscRhBzj6tWr3LhxI08PFgBo164d1tbWov2Sg0VERLBr1648PZsbwNnZmbp164pjUfgmoiNCECTk4+NDwYIF6dSpk9RRspSmpiaenp5s3bpVlMTJobZv3050dDQeHh5SR8lyMpmM8+fP4+fnJ3UUIQ0XLlzAz88vz3fQwseSOAcOHJA6ipCGsLCwPF8iLEmPHj3Q09NjzZo1UkcRvlFCQgKurq5oaGiwZcsWtLW1pY4kZIIff/wRFxcX3NzcePDggdRxBCFHkMvlFC1alJYtW0odJUvp6Ojg5ubG+vXrRUmcHGrjxo0olco8WyIsJZlMxtGjRwkMDJQ6ipBLiY4IQZBIQkICa9eupW/fvujr60sdJ8u5u7sTExPD1q1bpY4ipEEul9OsWTMcHBykjpLlOnTogKWlpRjJkUN5e3tjZ2dHs2bNpI6S5cqXL0+tWrXEsZhDrV+/Hi0tLfr06SN1lCxnZmZG9+7d8fHxQalUSh1H+Abjx4/n/PnzbN++HRsbG6njCJlEQ0MDHx8fChcuTJcuXYiOjpY6kiBI6v3792zcuBF3d/d80eEqk8mIjIwUs6JyoKTZ3B06dMDa2lrqOFmue/fuGBkZicErwlcTHRGCIJE///yTFy9e5PmppElsbW1p2bKlqEGdA929e5dz587lm2NRlMTJuaKiotiyZQuenp5oauaPSxSZTMbhw4d59uyZ1FGEFJIalZ07d8bc3FzqONlCJpPx+PFjTp06JXUU4Stt376d+fPnM3fuXOrVqyd1HCGTmZqasnPnTh4/fszAgQNRqVRSRxIEyezcuZO3b9/i6ekpdZRsUaZMGerXry/a0jnQ5cuXuXXrVr6YzQ1gbGxMjx498PHxQaFQSB1HyIXyRytfEHIguVxOjRo1qFixotRRso2XlxcXLlzg9u3bUkcRUvDx8cHc3DzPlwhLSSaTER4eLhbaymG2bdvG+/fv80WJsCQ9evTAwMBAjCrKYc6fP4+/v3++6aAFqF+/Po6OjmKGTi519+5dPD09cXV1Zfjw4VLHEbJIuXLlkMvlbNy4keXLl0sdRxAk4+3tTZMmTShRooTUUbKNTCbj+PHjPHnyROooQgre3t4UK1aMFi1aSB0l23h5eREUFMSJEyekjiLkQqIjQhAkEBwczMGDB/PVDQ5QL7RlZWUlbnLkIPHx8axbt46+ffuip6cndZxsU65cOWrXri1GFeUwcrmc5s2bY2dnJ3WUbGNiYkL37t2Ry+WiJE4O4u3tjYODA02aNJE6SrbR0NBAJpOxc+dOXr16JXUcIQPevXuHi4sLtra2eHt75/k1TfK7Hj16MHz4cEaOHMm///4rdRxByHb379/nzJkz+a4t3a1bN0xMTPD19ZU6ivBBdHQ0mzdvxt3dHS0tLanjZJuaNWtSrlw50ZYWvoroiBAECaxduxY9PT169OghdZRspaurKxbaymEOHDhAWFhYvruQB/VIjqNHjxIUFCR1lHzv2LFj7N27l/Pnz+ebac0peXl5ERAQwMmTJ6WOIgBv375l69at+apEWJJ+/fqhUCjYuHGj1FGEdFKpVMhkMp4+fcquXbswNjaWOpKQDebMmUP16tXp2rUrYWFhUscRhGyhVCpZtmwZq1evpmDBgnTp0kXqSNnKyMiInj174uvrK0ri5ABr167F19eXqKiofFMiLImGhgZeXl7s2bOH8PBwqeMIuUz+al0JQg6gVCqRy+V0794dMzMzqeNkO5lMRkREBHv37pU6ioB6BHrNmjWpUKGC1FGyXffu3TE0NBSjinKAn3/+mUmTJlGgQAGeP3+e72YG1KlTBycnJzGqKIfYunUrsbGxuLu7Sx0l29nY2NCuXTu8vb1F/fkc7sWLFzRq1IjffvuNbdu24evri5OTk9SxhGyiq6vL9u3bSUhIoGfPngwYMEAsYivkeQEBAQwdOhS5XE79+vU5d+6c1JGynZeXF8+ePePo0aNSR8nXVCoV/fv3Z+HChdSoUYPLly9LHSnb9enTB4D169dLnETIbURHhCBks9OnT/P48eN8OQIdwMnJibp164ryTDnAs2fPOHz4cL49Fk1MTHB1dcXX1zff3fjOaSwsLPD39ycxMZFly5ZJHSfbJZXE2b17N5GRkVLHyffkcjktW7bE1tZW6iiSkMlk3Lhxg6tXr0odRfgPJ0+e5MyZM0yZMgWZTJbvRgYLULRoUZYsWcLJkyc5dOgQW7ZskTqSIGQpKysrAF69esX+/fvzZUdE9erVqVChgmhLS0xDQ4OCBQvy6NEjrl+/zu7du6WOlO0sLS3p1KkTcrlcDF4RMkR0RAhCNvP29sbR0ZH69etLHUUyXl5eHDt2jMDAQKmj5Gtr1qxBX18/35UIS8nLy4vAwECx0JbEYmNjUSgUFClShNOnT+e7cjggSuLkFLdv3+bChQv5skRYklatWlGkSBFxkyOHO3PmDACGhobI5XJu374tcSIhu6lUKsaPH4+JiQnPnj1LPiYEIa8yNjZOrsM/ZswYJk+eLHGi7JdUEmffvn2iLJvEktZjatu2LT4+PhKnkYaXlxd37tzh4sWLUkcRcpH819IXBIls2bKFmjVrsnPnTjw9PfP1QoJdu3bFyMiIsWPHUr16danj5DtXrlzB3t6e1atXJy96ll/VqlULZ2dn5s6dS+HChYmOjpY6Ur7UsGFDHB0duXjxIoULF5Y6jiSsrKxo3749K1eupHDhwty7d0/qSPmKSqXC0dGRqVOnYmVlRdu2baWOJBktLS3c3NzYuHEj5cuX58CBA1JHEtKwf/9+AMqUKcOff/5JxYoVJU4kZDcNDQ0OHz5Mly5d0NDQICQkhJiYGKljCUKW0dDQoGLFinz//ff8/vvv+XLgCkCvXr3Q0NBg+PDhfPfdd1LHybfq1KlDixYt2LFjB/r6+lLHkUTTpk2xs7Nj5syZ2Nvbk5iYKHUkIRfQUIk5NIKQLVauXMmQIUMAKFiwINu2baNJkyYSp5JG3bp1iYiIICQkBHNzcwICAqSOlK+cOnUq+aK1WLFiTJgwgcGDB0ucShru7u78888/PH78GIVCQXR0NIaGhlLHEvKh3377jZUrVybPFLt69SpVqlSROFX+UrBgQeLi4rCzs8Pe3p4jR45IHUkSe/fuZcCAAckjLTdu3EivXr0kTiX8v40bN6KhoUHPnj3z9eAWQc3Pz49NmzYxY8YMcTwIQh5XoUIF4uLiePnyJcWKFePWrVtSRxLyKRcXF27fvk1AQAAqlYrY2Nh820EopJ84QgQhm9jY2KBUKlGpVFSsWJGaNWtKHUkyP/zwA48fPyYqKgoDAwOp4+Q7NjY2yf9tYmJChw4dJEwjraSbbQqFAn19fdEJIUimW7duqS7cU/6dCtnD0NCQmJgYAgICGDZsmNRxJNOwYUNKlCiRfDNTHIs5U+/evZNHxQpC2bJl+eWXX8TxIAj5wMiRI3n06BGvX7/OtyPxhZxhyJAhBAcHEx8fj7GxseiEENJFHCWCkE2SbnDWq1ePQ4cOYWxsLHEi6XTv3p0///wTTU1NMX1PAkWKFAHAzs6Os2fPUqxYMYkTSadu3br8/fffGBgYoK2tLXUcIR8rWbIk//zzD4UKFUJDQyN5QUYhe2lpaXHixAnatWsndRTJFCxYkOPHj1O5cmVAvZi8IAiCIAg5g6enJzt27EBDQ4OEhASp4wj5WJMmTTh16hS6urqiE0JIN1GaSRCyiVKpZOPGjfTs2VPc8PzgwoUL6OnpJd/sELLP1q1badOmTb5eHyKlR48eERAQQNOmTaWOkmWCgoIIDw+XOoakLC0tsbOzkzrGf4qMjOTkyZO4uLhIHSXfuXjxIrq6uuIz6YP4+Hi2b9+eL0bd58fzY244H+Yn+fEY/H/imMwZxLGYe47Fs2fPYmlpibOzs9RRskx+Px5zy7Ho5+dHZGQk9evXlzqKkAuIjghBEARByOOCgoJwdnbm/fv3UkeRlKGhIXfv3s0VF/SCIGSP/Hp+FOfDnEN9DDrx/n3+Xmja0NCAu3f9xTEpofx6Pvx/4vyYM4jjURyLQt4khmULgiAIQh4XHh7O+/fvWbR6LaUcnaSOI4mH9/0Z0d+N8PBwcTEvCEKypPPjat91ODrl3VGlKd33v0t/j37ifJhDqI/BGP4Y3hHHYpZSx5HE/WfhDFy8VxyTEks6H46Z64NdqTJSx5FE0MN7zBntKY7FHCDpeFyz6FecSpWQOk6283/4GPcRE8WxKOQ5oiNCyNPy21S+rJi6l9/eQ8jaKZB5/f3MjPcur79HmeFr3+dSjk5UqFz1k5+fP3uagMcP6ekm+8/Xz581nS7de+FQstRnnzOifz8WrV732cdjY2O/uLDemb+OI1++iFbtO9HTTYZSqWTCD4PR1NSkSvWadO/jnuq5e7ZvQqlUMmPOYm7fuMaC36ZTsnQZOnXvRa26mTdFWByb4m88s4jPmfTLrrIEjk7OVK7y6fkxM6hUqs+Wt1KpVCQkJKCrq/uf2/j9118IDn5G1Nu3LFm5GiMjo1Tb6NWtM63atMPN04vundtTpGgxTM3MmD7zt0z9XYSs41jMkkolCmf4dUFhr1l/4hqTen5HokLJiBUHWDa0w2efHxufiL7uf98GOHXzMfvO+/M84i1jujWgWumiyY+tPXYVv6AwilmaMaxjHVYfusTGv27gM6oLJQqbs+nkDfb/609hcxMGtKmBk61Y8yi3sStVhlLlqmTJtr90PkxMSEDnC+fDTUtnER4azPt3Ufzw63L0DdXnw8AHfmxaOgtj0wI0bNuV8tXrsfznkQBc+fs4y/ZdYOWM0ejo6qKhocHgnxaglcklk/PaZ3Bm+NbPcadSJahSIfVAgdPnL/Eo4CmePbv852tnzF9Bzy5tKeXw+f27j5jAmkWzPvt4bGwc+vp6/7mf42fOs1i+gU6tmuLZswtPn4fyy4IVxMXHp9q2SqViyIQZaGpqUqSQFRNHDGTG/BU8eBKIibERU0cNppBV1qzNlR+PzdxS2iq/ER0RQp6VH6c5Z/aU5vw6HTKrpkAGBQVRxsmZ2Ji8+37qGxhyz//r37v8esxl1Lceo/53brFn+xbCXoQwZNS45J8HBTxh/qyfMbewxLWPO48fPuDU8SPExsYwZeYcANbJVxIWGopLzz7UbfgdE0cOxsjImOKlSuMxcGia+4uMCGfX1o3cvnENjwFDqFStxn/ma9ikGTo6OgQ8fgjApfPnqFS1Or3cvRjRv1+qjoidW9az8I81/HPmFAf37sS+eEkMDAxJSIinaDHbr3p/0iKOTbVvPfaCgoJwdirD+5jYTE6Wuxga6HPX/16WfM44OTsTk4eOUwNDQ/wlKkuwfcsmzp45jamZGb/M+p3+7n1ZvWY9a328KVGyFCqViq2bNmBiaoqZWQH6eciQr1pJWNgLevd1o0jRYgzy8qBJ8xYMGf4DBgYGydt+9vQpmzeu59GD+4ybNJXiJf57tOfYiZMBWL5kEf5+d6hWo2byY2vkq2ncpFny9waGhiiVSooUKfrJdoTcb9PJG5y/G4StlRnFCxWkltOXP+si3r5n25lb3HwcSv82Nahaqsh/Pr9xxRI0rliCm49DufIgOLkjIuz1O/68eI9y9oWwMlPf/O3fugYRbz+eczQ1NNDTUd9msClo/LW/ppDDnNy3lZsXz2BkbIbX+F/5/UdPxs7z4fA2X4rYl0SlUnFizyYMjU0xNjWjZTd3/ty8mtfhYTTr0hcrm6LMHdufag2a0dljGHr6H8+HL0OecXz3RoIDHtJ76EQK2xX/zyy9hk4AYLfvUgIf+FGmkvq68vKZY3SRjaB0+arMHuVOpdqNGDZjCdFRb4mPi8PIxBRdfX1USiVmFlZZ0gmR19t6X+Nb24cAt/0fsGXPQULDwhkz5OPAqSdBz5gxfwUW5gVwd+3Eg8eBHDn1D7Gxscye8iMAf6zbSmhYOL1d2vNd3ZoMnTgDIyNDShe3Z4hHrzT3Fx75ik27/uT67bsM9uhJ9Url/zNfs4Z10NHR5lHAUwBsi9jwx5yfcR8xIdXzIl+/QVtbm8W/TGTcL/N4+jwUbW0tdLS1MdDXp4Bp1qzfmBevD9NDymtI4fNER4SQZyVNc141uieOttZSx8ly95+GMWDu5kydupc0HXLaYl8cSuePci4BD/yZNtwjS6ZAhoeHExvznipDlmFctHSmbjsneBf8gGvLhnzTe5c8BXfxbJxK578puOnh/+Ax7sPHfdP7rKunR0JCPMYmphzau5tqteoAsN57JWOnzKDIhxv4S+fNZol8PTeuXGLPtk0AdOrWk1KOTkyfOJrExEQaNmlOx649GCbrm2ZHxNhhA9HQ0MCt/yC8Bo8AIPxlGEvnpR6lO/6nmeinuEmXUmhIcHImTS2tVI9paGigoaFBkWLFuHzhH7r1dqN2/Ya8CA1h3sxp/L7kj696j/5f0rEpnz6CMsWLZco2c5t7T54hm7ro2//GY2JZ2qsypQtlTWMrp3vwIoqhm65n2edMzPv3dJz4BxZ2jpm6bSlEBN1n768DJStL8OTxY8qWK0/HzmkvHr9p/VqWrZJz9fIljh89go6ODvEJ8djYFGbzxvX8OHYC5StWZPS41DciunZsi1PZcnh4DaDkhxlm9+/547P64/lKX9+Aab/8mup1EeHh3Lx+jYGDP55rA5484c2bN1SrXoPHj9Sdt77rN6Opqcm4H3/g8aNHlChZMlPeDyHnaFalFB3rODNo8V5qOdly/NojIt7GoOLT5R9HrDiAhoYGXq2qM6hdLQBevolm/q5zqZ43tdd3GOjpJH8vP3yZ/f/6M9urVfLPAsNeU6igMT/1acKw5ftpW6sMJgapRwp3b1iBHo0rcuNxCMsPXGBij8aZ+JsLUgkJeoxD6XLUb9UpzceP7drAyFkruX/zClfOHkVbR4fE+ATMrWw4sWcjPb4fSwmnCvQYNDbV66Z4dcK+VFna9JRRxF59rnr66B5/bvZOfo6evgEeo6enet2byHAe3b1Bh36Dkn/WpGMPNi75lXNH9hLzLir556cPbKNhW/V5fMi0hWhqarLLZzHXz5+icp3G3/K2pJLU1qs8eGmebOt9jXfBD7i+fOg3f47r6uoQn5CAibERew4dp3a1SgD8sX4bP48dhm0RGwBmL5WzbslvXL5xm817DgLQs1NbypRyYMz0uSQmJtKsYV1cO7am37DxaXZEDBr7M2hoMMjNleFefQAIC49g9lJ5quf9Mn44Bl+Y5f3/LAoWwMG2KKN/nkPgs2Ceh4YxbqgXmpqa7Dl0nM17/sTdtXOG358vSbo+dJ36B9b2+aPsWljgPbZOl+4aUvg80REh5HmOttZULpX+m0YhEW84cP42/dvV++SxGWsPMcWtdbq3NdXnADFxiRSxMGVk9yapHrsX9IJ2E1Zyd91kQiOj+G3jUeITElk1Rv1h2PzHJZQvXgQHG3NGdP0u3fvMCg6lnXCqkLHpuS9Dn3P68D66un//yWMrZk9l0LjpabwqbUt+mUhcbAzWNkXoN3RMqseePPBncLcW7L/8mNj30cwY2R/TAgUpVrwkbkPHsnTmJKKj3nD1/Bl+99mBfUnpb8wYFy1NgeIVv/i82MhQQi4fpHgLz08eu7t1Fs6uE9J4Vdr8Nk5HER+LvnlhSncclvzz4HO7CTi+Fscuo7Cq0BCVUoH/ttkkxrzDqkJDbKq34u+pbTG1K4ehtR2lOqQ94j2zOZUuQZUKZTNlW89Dw9h7+DiD3D+90Jw6exHTx41I97Ym/DKXmNg4itpYM2Zo/1SP3X3wiBbdPHhy+S/uPwpg5sIVFDAzpVv7VjSuV4sff5rF6zdvMTIyZPHMKd/8e30L35VL+WH8FJ4GPuHYwQOpHtPU1PzP15qamqGrp0d8fBwAGqQ9vT6JW/9B7Nm+hY2+q2naqi2NmrZApVKhSExMd16bwkV5/PA+AEqlMs3nhAQHY1O4SHJ+swIFiYvL/FH3ZYoXo7LT193UC3kZyb6TFxjY/dPPkWnLNzJtcO90b2vy4nXExMVRxMqCH91TT0v3f/KM1t9P4cGf3mhrazFvzS5CwiOp6Ficfh2aMmXJOt68e8/ZK3fYOnc8jg7ZP2q6dCETKhYz+6rXhr6J5dCtUDzqO3zy2KyD/kxok/6O8xn7/YhNUGJjps+wph9Lju2+Gsza84GMal6aho5W/PMwnLlH71PK2pguVYtS3b4gE3ffBuDUvZec+LEhJvo6n9tNtrOwc6SwY6XPPh4VHsK9v/+keievTx47Kf+F72ST072vE3/8RGJcLCaWhanb64fkn9/5ayeB1//m7cvntBoxh7dhwdw+sZ349+9QKZV0nuLNin41sK/SgCJlqlC5Td8M/Y7ZYezEyVy/dpVRwwezcOnK5HIiMTGpZ9sm/XzLpg10dumGnZ09E8eqR2KamJh+st1RY8azb88uVi1fSodOXahbv4G6JEmK86JCqUj1msiICCaPH8Nv8xailaJD9uzpkwQFBnDl8kXevnlDl26umJioO/ksLa2Ijn6XCe+EkNMkKtSfhQkK9XHSrErJVKWZUvJqVZ0df99hzbGrtKxWmiaVSqg/hxVpf54mkbWqTsc6zszaepp5A9oAULigCQWM1IMGjPR0iU9QwP+NIdDUVP89WJoZ8S4m/pt/VyFn6DV0Ag/vXGPpTyMYNmNJ8nkv7pPzofrfE3s206BNFwoVtWPVr+MBMDT+dACC68Ax/H1kD/vWraBey06Ur1EPlUqFUvHxfKhUpD4fvn0VgfdvE/l+8pxU58OCloUY+vMiYt9Hs2jyxzbLlbPHmbhkI/DxOreAhRUx0VFkBeOipTFLR1vvv8S+CiX00iEcWnh88pj/1lk4ZaAdeHfTjA/tQBtKdUjRDvxnN0HH11K68ygsKzQkwu8f7u+ci3GRUhSt1wVzp9qEXjpI+O2/0TYwwqnHpG/6nb7FMt9NTP7hewKeBnPg2OlUjyWdcz7H1NQYPV1d4uMTgI/H6Od87+bKlj2HWL1xB22aNqRFo7qoVJCoSH/b5b+MGugGwODx03GwLZp8TFpZmPP0+YtM2cfnWNuXoWiZz18fpuVteAh3Th+gjkv/Tx478scMWg5Mf7v24PKpJMTFYmZZmMZ9R6Z6LCzgHquGtWfCbj80NDXZM2cUGpoa2JatTvW2vTkm/403YcHERUfRdeIS9Azz54CmvEB0RAj53t3AUOZv+4uSRS0JDI1kfO8WvIiM4uzNR6za/zeVSxVDqVIxpkcznoa9Svd2g8JeoaOlxfRB7Ri+eDux8Qno66pvUigUStYeuUCTquqb4sWsCrD0h+4MmLMp+fUGerrEJyooZlUwc3/hLPL4nh9rlszGrkRpnj8NwGvUZMLDQrjyz2m2+67AqWIVlEolniMmEPosKN3bDXkWiLaONsMmL+DXMYOIi41F78PIA4VCwd5NPtRupC5HEBkeRpkKlfH8YSIzRqk/KIdOmolSqWTS971zRCfEf4l66s+DvYsxsinB+5dBlOk6mrhXYYT7nePJER8KFK+ISqnEsctIYl4+S/d23798ioa2DhV6T+XGqh9RxMeipat+D4vW64wyMS75uaGXDxP/NhwtPSP0CxYCQEvXAGViPAaWuWMUuN+9h8xesorSJRwIePqMyaOGEBr2ktP/XGS570aqViynXnNgxPcEPXue7u0GPnuOjo4OsyaPZtCYqanqhSoUCnw27aB5I3UH5pFTfzNyoDtVK5aj39CxNK5Xi3k/qxsMg8dNy/TfOaNq12/Ekrmz0NbSTv57AugjG8jvM6ZgZW2DS88+tGrfiYkjh/D+fTQTp//GBp9VqbbTsElzJo4czLUrF6lcPe1yS+UqVqZcxcrExcVx5MBerl+5SLWadZgxd/Fn8924epnVyxbyLuotNkWK0qhpC/Zs34zfrRvUa6jumB01yJP5K3zo4tqHsUMHkKhI5OfZCzlyYC9/HT3Eu6goPL4fkgnv1tfzexTEXN+dlLIvQmBwGBMHuBIa8YozV26zcutBqjiXQKlUMU7WjachL9O93aCQMHUHw/D+DP1lObFx8ejrqespKxQK1uw5RrPalQG47v+Iq3cfYl/YGhsL9efJjGH9UCqV9J0wV5JOiIy6FxrFouMPKGllTFDke0a3dORFVCz/PAxH/ncAFYuZoVTByOalefYq/eUYn0a+R1tLk5nty/LjthvEJijQ11Hf0OhctSjxiSlu0mloYKCjRUKiiqIFDNDW0uT3rhWJik0gLkGZozoh0vLyyV3ObVqAebGSvAkNooHbON5FvCDw+t9c2r2Kwo6VUSmV1O87mrcvnqZ7u29Cn6KprUPLgT/z59wRJMbHov3h86VcExfKNXHB/+wBIoLuU7JmM+wq1uHagbWYWKrLwmjrGZAYF0sBG/ss+b2/la/3Kh49eoi+gQHGJiaUKu3I/DmzuXrlEuXKV6BXXzeGDx6IgYEBdvYO1KpdB5/Vf1DiP9bRAahbvwF16zfg3bt37Nq+FetChSjj5MzchUs++5oBnv0wMDRk2uQJ9P9+MJEREQQFBtDX3ZO+7p6cPX2Kx48eYmJiwuD+nujp66OhoUGFihm74SDkDseuPuDfu0G0qPblUdcVittQobgNcQmJ/HnxHlcePqdmmWL8nmKmw//b+fcdLt17xtv3sfRrXpUnoZHs/PsOo7s2QE9Hi0lrjmGkr4OFqSE7zt7m6JWHPAqJZGKPRpy9Hcj1RyG8ehfDpJ6NM/G3FqR0cIuc5wGP0NU3wNDIhKIOpdj2x1zu37xCcafyNO/Sh8WTh6Cnb4B1UXvKVq3Nwc3eybMcPqd8jXqUr1GPmOh3nDm4g4KW1tiVcmLwTws++5o5Y2To6RviO2cK7foMJOp1JC+eBVKuej22r5pL7Pv3dP9+NKBeN6JYCcfkDovVv00gLuY9MdHvGDFzeea9Qd8o6tk9Hu5ZhFHhksS8DKK0y2jiXr8gwu8fAo7IMSteEZVKSenOI4kJz2A7UEub8u4zubn6/9qBdTujTEjRWaiR1O5LQN+iKCqlgqC/NmBiVxY9M2nXemlUuwa/LVEPsNHX+zgLa0Cf7vz0+1IKWVnQx6U9nVo1ZejEX3j/PoZfJ45k9YbtqbbTvGFdhk6cwcVrt6lRuUKa+6pUzolK5ZyIi4tn35G/uHT9NrWrVWLRjImfzXflxh0WrV5P1LtoithYU7d6ZSb8uoBL12+zRL6RYbLeeI2agvf8GUyZvZiIV68pU6o4hawsmLNMTmBwCK9ev2HRL5/fR3Z58fguJ9fPx9K2FJEhgTTzHM/biBc8uvo3/+xcRbEylVAqVTR1H82rDFwzvgoNQktLhzYjp7Nz9ggS4mLR0VMfi0qFgov711G6pnrwbsDN8xRzrkLNDm5smT6A6m17E/n8Ca5T/uDMpiW8fhFMoeL5o2JHXiQ6IoR8b/3Ri/zavwNKpZJpaw6meqxu+RIM6tiAAXM3p/na5XvOEhQWmfx9uzrlqV9BfbEVGvGGolYFALAyMyb8TTTFPny/6sA53FrWYuGOk5/NteeX/mhqauLx2wba1C6Xaqp0TrRvyxp+mDYHlVLJslmpR1JWqVUfV6+hTBv+6YgOgC3eSwh5Gpj8faNWHahapyEA4S9CKFREXZKloKUVryNfJn+/w3cFHXt5sn75XACsCxflzvXLDO3RmmbtPpZRuHjmBNXrSzurJD2CTm2mXN+fUalU3N38S6rHLJxqU6J1f64uS3tGwuODq3j/8uOFgE2N1liWrQtA7KsXGJirb/romlkSHxWBgUXaNx/fhTzG3LkOxep14erSIVQbvpLaE7ehoanJlUUDsKneEi3dtMvn5BS+W3YyZ9o4lEolk2elbsTUr1WdYV598Rg+Ps3XLvZeR+DT4OTvO7ZqRsM66hvsIS/CKPZh2q+VpQUvIyOxLaJeVHK57yY8e3Vl3nL1lN1eXdrxy4Ll7D54jKh30YC6humvC1dgaiJ9veS2nVxo2yl1qZE6DRoBMH+FT/LPHJ3KpnreqAlTk/876XlJv3OSzy1UraenRweX7unKV6lqdXy27E71s1kLUzcWk/bfsEkzGqaojd6yXUdatuuYrv1ktXX7TvDbKA9UShVTl25I9Vi9KmUZ0rMdXlMXpfnaZZv2ExgSlvx9+8a1aVCtHAAhL19RrJAlAJbmZoS/eksxG/X3K7cdwr1TcxasVb9/D4JCqFDagfFe3ek7YS4t6qkX4/3rwg0a1/i20XrZZdOFIKZ3LIdSpWLmn/6pHqtdwpz+DUswdNO1NF+76sxjnkZ+7JxoXcGGuiXViwC+eBtHkQLq85mlsR4R7+IpWjDt81vt4ubU7V+LF29j+f3wPeZ1V9/c3X3tOR0q/3et9Zzg+qENNB88E5VKycnVqWck2lWsS02X79n766czGAEu7ljB69CPAwjKNGiHfSV1p2tURAimVurPE8OCVrx/HY6p9cdO67Pr5/D05nnaj//49/vo0gm6TPUFwOuPU6hUSnZOc8ehasPM+WUzkYfXgFTfJ63TkOTRo4cUKmRDaMhz2nfsTPESJahVp26q50z5ecZnt29sbEw/D9lnH09px94///PxBo0a06BRYwCWr/b5z+cKuV+PxhVpXPFjCctJPdXXudpamp9dqFpPR5su9cqla/su9cvhUj/1c0d3bQDA5F6pr6m7NihP1wYf66cXtzGnX7OsWehYkE6bHqnPVUnrNCR5HviIglaFiHwRQr0WHSlsV5yyVWuneo7bqGmf3b6BkTEtu7mnK8sM7z2f/lBddeyTzgX70mVTlXXqP/7zixJL6enJTZTtOx2VSsm9LTNTPWbuVJvirftzfXna7cAnhz5tB1o4qz+L4l69wMDiQzvQ9L/bgeZlamMxri6xr15wf8fvOHYbhzIxAeeek7m3bTbvnj/EuMh/d7RnlS5tm9OlbfNUP2v0oY3mPf/j56yzY8lUz5sy6mPprqTnrZ6X+nP5cwtV6+np0q3D5ztsU6pWqRy7fFIPslo2K/VMgaT9zxg3PNXPU655kRNc+nMD7Yb/ikqp5NDKn1M9VrxSXep3/56tMwam+dq/t63gVcjHa8ZyDdtRoor6mvFteChmhdTHnnEBS6Jfh1OgkPqa8Z+dq6nZvh+nNqrbRW9fhmBmrX6upqa6E9GubHW8R3RCW0+Pet3TvmYVcof/rr8gCPmIRhpz9Iz01SNMUX1abxVAoVSiUHz8Svk0Gwsznoe/ASD8TTSWHxZ0A7j1+Dm+h//l6v2nrD18Ic1tJ03RMzHUIz4DJUwkl8b7qG9oCIDqc++jQoEiMTH5K+XzLAsVJixEPerjdUQ4Bcw/jsa473eDPRu88bt+mb2bfPjnxGFau/Ri6ZZDXP7n45TNo3u30qJj+m6A5gRplbrR0lO/h587FlVKBSplYvIXKWoE6xcsRGxkCADxbyPQNbH47L71zW3QMTRDQ1Mr+W9C48OxqG1ggjIx4Wt+JUmk+TdtqL7J+PljUUlioiL5K+XzCheyJjgkFICXEZFYmZsnP3bTzx/vDdu4dP0W8k07KGRlyZJfpzLxh++TFx0rbleM1fNnkpCYyIuX4Zn2ewq5QFrH4oea2p89FpVKEhUfv1LW/S5sVZDgsAgAwl+9xbLgx9Ivt+4/wWfXES77PcB3zzGKWJljZqL+/NFOUb5g+5G/6daywbf/btkorb9pQ131mJrPvI0olSr1Z/WHr5RPLGSqR8gbdSdFRHQ8Fsa6n9130rR/MwMd4lLMlDh17yWNy0g7SjBjPn0PdfQ/fL6kUVseQKlUoFR8/Er5HppYFCbqpXpm2fvX4RgWsEz12gZ9x9BYNplbR7cCEB54D/OiJZPXetHQ1ERTSxtNrdw5NqpkyVJMnf4Ly1f7fHGxaUHILL2+q5SqE0IQcoIi9iVxH/Uzo2av+uJi08LnpXWto6X/321plVKJSqFI/kr5ca6XgXZgUptPx8gMZUIcusYF0CtgnfyzxFhR6i9fSeNY1DX472NRfa2YmPyV8nmmlja8CVNfM0a/jsAoxTVjyMNbXNi7hmd3r3Jp/1pMrQrz5sP1pUqlvu5+fO0cXov2ULVlD+6eO5I5v6Mgidx51S8Imahvi5pMWr0Pu0LmGP/fYmtfMqxLo88+ZmddkIREBRNW7cPBxhx9XR1GL9/FdM92LB/pCsCg+Vtwa1WLt+9j+cnnT67cf8qKvWfp3bwGo5ftwkBPFxtzU8yMcvYIdIAOPdxZ9PNYCtvaY2iYsRHfvQf+8NnHChezJzEhkYXTxlDUrjh6+vrMmTSCYZNnMWX+agCmj/SiYy9PXke8ZP7UH7nyz2msbNQjP968Us9YMTEr8FW/V3aya9yTO+unYWhli7a+0ZdfkELJdoM++5ihlS1KRQK3103F0NoeLV19bvmMx7n3VCL9L/D0zDa09Y3QNjCmcI023F47mbDrxylUtQUJ76O45TMeLT0D9AsWQsfw01rXOY1HDxfG/vw79rZFMDI0/PILUhg50P2zj9kXK0JCQiKjp/1GCbti6OvrMXzSDH6bPJrV89Ujl7xGTkTWqyuPAoKYu8yb6PcxjB3an7dR75g6exEqlQptLW2sLT/fCMiJQkOec+TAHtz6D/7ksd+nT2Hs1M+P+P1/M6eMJy42hkKFizJkVOoFCx/cu4tr22Zc9A/k0YN7LJo9E7MCBWjfpTs169Znymj1CKIzJ45x+NwVTExz9vHYr0NTJixYg10Ra4wMM7aY3fA+n5/VYVfYmsTERMbN96F40ULo6+kycvYqZo5wY+VP6tq/A6ctwaNTc7S0NNlx9G/GzJVTrax6FFvkG3VN5AImGTvPSKVXLTt+2ueHrbkBRnpaX35BCt83/nxJCFtzQxIVKqbuvYO9uSH6OlpM2HmLKe3LcuFxBNsuP8NITwsTfW1C38Rxwj+Md7GJyD6sTXEvNIqSVkZofaE2cU5QuXUfjq+YjFkhO3Qy+PlSu/vn1wYys1F/vhxbNpGChR3Q1tXn8KIxNB34MzeObCYi8D6x715Tv696facbhzdRqbV6LZTIZ484t3E+aGjgUCXnzYZIj5Dnzzmwbw/9v//03Dh96mSmTv8ljVelbcrEccTGxFC4SFFGjRmX6rF7/ndp26IJ/o+f8uD+PWb/OoMCBQrSpWt3qtesxYjBAzExNcW5XHn6D/z89YCQd4VERvHnhXt4ta7+yWO/bDr5ySyG//LT+hPExidQ2NyEHzp/XDNv5993+PtOAM8jopjj1Yrg8LdsP3ubdzFx6hlr7i2Y4HsUcxMD6pWzp3PdzFnrS8hdIl48559j+2jf59MRy2vm/4T7qJ/TeFXa5LMnERcXg2WhInQfODrVY0EP/RnXpxUb/n7IsycP2LduOUqVkqAHd5m39S9GdmtMCacK2NgWp9uAUd/8e2U12+964bfhJwytbNHSy9jndIm2nx8drm4HJuK3fiqGhdTtwNu+E3DuNYVI/ws8O7sNbT0jtA1MiH0VStj1EyTGvMOhlQxNbV0KlKiE3/qpKOLjKN4m7VHwOdXz0DD2HvmLQW49Pnls6u9LmD52WBqvStuEmQuIiYulaCHrT2Yw3H3wmBauMp5cPKZeJ3DRHx/WCWxJ47o1GTHlVy5du80/BzZ9Zus5S422fTiwZBIFbezQM8jYsdiw5+evGQva2KFMTGD/4omYF7FHR0+fPfNG02bIdLpNXAbAtpmDqdHeDQ1NTW4c28HeB7co+WHGrHkRe3bPHcW7yJd0+OG3r/8FBcmJjggh37MuYIKdjTkvIqNwb1UL+0LmTO6nnoLXoKL6BkbSAtJJ/6bXz55tU30/d3DqBUVXjFJ/KJoaarFgaOoyKRndl9TMrawpYudA+ItQOvWWUcTWge/Hqi80q9VVd9j8vGRNqn/Ta+ik1NNTx8xMXcpk6gJvQD174tc/Un/AmxU0T348p9M1s8LQ2o641y+wa9IHQys7nFzVJYQsy6obglWHLkv1b3qV7ZV6amgFT/WHt3Wl77CulLpxWnlg6nJGGd2X1KytLHCwK0roi3BkvbviYFuUn8eqF6RuVLcmAGuWzE71b3r9OunHVN///6LT3gt+BaCkgx0r5qQuf7LwF+kWeMuoe3fvsGzebxQv5cjTwCeMHD+VsNBQzp89zZo/llGhclWUKiXDx0wkOEVZtS95FhSIjo4Ok2b8xthhA4mNjUU/xZovm9fKadhUPZ369PGjDBw2kgpVqjFM1pe6DRsza+Fyot6+JS4uNsd3QgBYWxTAvog1LyJe4dG5BfZFrPlpkPrc3rCauoyFfMYPqf5NrxnD+qX6fsG41CVk/pg27LOPmZuZpHo8p7M01sPO3JCwt7H0qWOHrbkh41ur68LW/VAhYFnvKqn+Ta/J7ZxTfT/LRV0v+Dsna75zsk71WOsKNqm+L2NjwqS2qV+fUxmZW2NmY8e7yBdUaetGARs7GsvU5yT7yvUB6Djxj1T/pleTAdNSfd9qxBwAqnf8tNRA04Efb0CZFytJ+3G56/Plrt8d5s2eRanSjgQGPGH85J8IDQnh7OlT/LFiKZWrVEOlVDJmwiSeBqX/3BgUGIiOtg4zFsxm2KABn5wb1/p407RZCwCOHz3CsB9+pErVasjcemNiakr5ipUYMWo0/d374uYhQ1f387N7hLzh7tOXLNj5NyWLWBAU9ppx3Rvy4nUUf98OYNWhy1QuYYNSpWJ01wY8ffkm3dt9+vI1Olqa/CxrxYgVB4iNT0T/w8yzpHJNBy74cz84gmZVSlKnrB1rj12liIUpF+49pUNtJzrVLYvHvJ2iIyKfCHzgx5YVcyhWvBShTwPpM3wSkWGh3Lxwhn3rVlCqfBVUSiU9h4wnLDj99eRfBAehpaPN4HHzWTRpMPFxsejqfTwvHt7mS7UG6tKc9qWdGTZjCVf/PsFz54cA6BkYkpAQj9WHkr45nZ6pJYZWdsS9DvvQDrSlTHd1O9DiQ7ndKkOWpfo3vZx7pi4rWN5DXYrIqtJ3WP1fO9CmRutU3xdvnfoaMifzu/eQ2cvklC5uT8DTYCaP/J7QsHBOn7/E8jWbqVqhrHqdwOEDCArO6DqB2syaNIFBY3/+dJ3AzTtp3lD9/+jI6XOMHOhG1Qpl6TdsPI3r1mTRjIm4j0j/4uJSMza3xrywPW8jXlCrgxvmhe1oOUB9DJWsqr5m7DF1Vap/06v14NQdkZ1+nJvq++6TPpZW6zwm9T2J/3+tkHuJjggh37MwM2Jy3/TV/hM+r4C5JQPHTJM6Rq6mZ2qBU/dxX36i8J8szQsybczwLz9R+Kyt632ZOmseSqWS36alXjStZr36yAYNZ8QAtzRf6718Ec9S3IBr1a4TteurR7K8CH1O4aLqWqCWVtZEhr+kSDF1A3HNqmX0dJOxYqH6JmZn114s/G0GB/ftJvpdVPL29u7YQvsuuaPUmmUBU6YOyl2dyjmRhbEu41qXkTpGrmZoZkFjz9zTGZpTrV/jw6w589Xrik1OfVOhXv2GDBo6nAEe/dJ87fIliwgKDEj+vl2HTtRvqB6oERrynKK26nOjlZU14S9fUsxWfW5ctWIZbp5eLJz7OwCuPXvz28zp7Nuzi3dRUVSqXIV9u3cxadxoXrx4wavISArZpO40E/KeDSeuM9OjBUqliukb/0r1WN2ydnzftibfL96T5mtXHLhAUIrOiXY1y1CvnHrB+JDIdxS1UHf0W5kZEf42mmKWZsnPnbP9LOfvBrF82Md1KE5cf4zvqC7EJSqYsekkVx48J/TVx89tIW87sn0tAyfNRqlU4jtnaqrHyteoTyf3IcwZnXYN/N2+S3kR/PGasW7zDlSspS4bGRkWgpWN+rxoZmHFm8hwrAqrv9+/fiWtunuwfdX8VNs7tX8r/SeqBxn9uuYAmpqazBrRlzrN2qGnn7MrDOiaWlBGtAO/ie/W3cyZOhqlUsXk31IPXKxfsxrDZL3xGJH2YtCLvTcQ+Oxj50THVk1oWFs9wyzkxUuKFS4EgJWlOS8jX2H7Yd3A5Wu24NnThXkr1Gtf9ercjl8WrmT3weNERb/P9N8xOxgVsKBFf3HNKGQdsUaEIGSCAXMyb5rdqWv3Gbl0J67TfLhyT73Qj0qloud0X9YdSXs9ibzgp2Humbq9yPAwutYry9Mnj4iNieG3cUOYOtQN7/npL5OQG11dOiTTthVwbA03Vo/m8gIZsa9eEH7nb26sGsWVRQMIv/13pu0np3EflnmNgD/WbWHQ2J/oMeAHQl68JOBpMLVbd2PI+J/Ze/hEpu0nq6RZk9/wwxTdz9YGVX52zZdCNkUIfa5eDDwi/CXmlh9r6/vdusFG39Vcv3KZzWu8sbIuxMz5SxkxdhKmZh9vgpw5cYyGTVIvVpfXyKYszLRtrd5xmKEzV9B73O+EhqtL1alUKlx/nMWaPccA2PTnSYbPWsnQX5ajUCgybd9SG7Ix7QWsv8aZ+y8Zu+Mmfb0vci3oFQBLTjxk8u7bbL4QhFKpYvjm6/y47QYz9vtl2n5zkr2/Zl5JhseXT7JlfHeu/ale3D7g2lkOzB3OrumeBFw9k2n7ySppnxu/vB5WYmJi8lfK59kULsLzZ+pzY3j4SyytPp4bb924jq/3Kq5cvsQan9VYFyrE/MXLGDthMmZmBdDU1OSnGTOZOXsupmamqV4r5H1pHIoY6ukAn187R6FU/d8adynWIDI35nnkWwDC377H0jR1WY4x3Rowudd3bD11C4B7z8IpWdgcLS1NDPV0mOXRgp/7NsXKNHeU/hMyT1rnxS+tE6heg+hjPfmUixuYWxcmPFR9XnwTGY6Z+cd68o/v3uDgFjn3bl7m0FYfAKLevEKlAhOzgsDH9RYNjU1ITIj/9l8wh7u2LPPagK8fXuPyfA+uLv6esBt/EfXUnxurRnFt2RCCz+3KtP1klf9cJ/Az62EplAoSFYnJX6nXCbQiODQMgJcRr7AyL5j82E0/f7w37uDS9dvIN++ikJUFS2ZOYuKIAcnrBOY3W6Zn7iyad69eMse1KuHPHhP62I8ds4axZfoArh/dnqn7EbKPmBEh5FvbT13j75uPMDXSZ4asHSv2niXwRSQWpkaM6dGMvjPX4mRnw/2nYdSvWILL94LoVL8SZR1s+H7eFtrXrUBkVHSq2RRzthwn4m00iYkKZvbvwKD5WyhqWYDvqpSmSdX0jeZsXMWRxlUcufEomCv3gqhWxo61hy/QuHLprHorvtqR3Vu4ev4MxiZmDJsyi63eS3n+NAAzcws8R0xgfP8elHB0JuDhParWacidaxdp0s6Fkk7lmP6DjMatO/HmVUSqmRQ+i2bxJjKCxMQERkz9nekjvShUuBg1GzahVqP033zc9MciGrXuBIC+gQHjZ6unsM4a+2kdZ6k9O7eLCL9/0DE0oWzvn3h8aDXvw4LQNTHHsctILi2QYVLMkXfBD7AoW5fXD69SuFYHTO2cuLZ8OIVrtCH+3atUsynu71pAfFQkKkUCZfv+zPUVwzGwKIJlhUZYV2ycrlwOzd0BCLl0iEj/fylSpyOW5eqTEP2Gu1t+xbJ8/Sx4N77Olt0HOH3+EmYmJvw2ZTRLvNcT8PQZluYFmTDie1z7j6CsYyn8Hz6mYZ0aXLp2iy7tWlDeyRHZDxPo2LoZka9ep5pJMWvRSsIjX5GQmMicqeOQjZxIscI2NG1Yh+aN6v1Hmo8G9lOXX9t7+ATnLl6heuUKGBkaEBsbS3G7olnyXmQG174ezJg4mmJ2DhgZZWzNlwHDRn72sWJ29iQkJPDzhB+xcyiBvr4+k38cxqQZs5m3XA7AqEGe9HT3IuDxI5Yv+J2Y9++T15K4d/cOJUo7oqWVsXUCssO2w2c4c+UOZsaGzBzhxrLNBwh8/gKLAqaMk3Wj19jfcS5hy72AZzSoWp7Ld+7TuWldypWyp/+0xXRsXIuIN1GpZlDMlm8n4vVbEhIV/DbSgwHTFlOskCVNalWiae3K6crVv6v6M2r/qQucu3YXl+b18N19jMY1KyY/58S/N5DP+IF1+05w9qofjWtUyNT3JiN2XQ3mn0cRmOprM7V9WVafeUxQZAzmRrqMbF4a2ZrLlLEx4cGLd9QtacHVoFe0r1QE58ImDNt8nTYVbHgVnZBqBsWCYw+IjI4nUaFkWseyjNh8gyIF9GnoaJXuhaYbOlrR0NGKW8/ecDXoNVqamtx49hrbgoZYm+qjqanB4p6VARi84WpWvDVf5faJHQRe/xt9I1Oafj+diztX8jokEEMzC+r3Hc2On/ph5eBEeOB97CvX5/ndKzg16oh1ibLsmzUIpwbteP82MtVsir/Xz+X9mwiUikSaDfqF/bMHY2pVlOLVGlOiRpN05SpR/Tu0tHWIDH4MgEOVBjhUaUDsuzec9J6BQ9WcuWZEX3dPJo79ETt7B4yMM3ZuHPbD52uU29nbk5CYwIQxo3Aorj43/jhiKDNm/c7y1eqbbIO8PHD37M/jR49YMHc276OjGTVWXbZjxJDvSYiPp1Nnlxx5fhQyX5+mlZm85hh21mYY6WesFNfQDrU/+5itVQESEpVM9D2KQ6EC6OtqM2b1IX7u14zNJ29wPzic1+9iGdNNPWp908kb9G5SCYComDgm+BwlIVFB/zY1vv6XE3KVlt3cWPXreAoVtcPAKGMdUC6yEZ99rFBROxITE/lj5lgK2xZHV0+fZdN+QDbuV0bNVpeDmTd2AK1dPQH1bIhG7boCEB31lmXTfkDPwABz68IYmZh9dj9SCk5uA5ri3HsqTw6t5v1LdRuwdOeRXFkgw7hYmf9rA7bHxM6ZGyuGYVOjDfFRr1LNpHiwO6kNmIhzn2ncWDHiQxuwIVbpbAO+DbxNiTYDMS5SmkcHluPcawqVBqhnn1xbOpii9bp8YQvS8HDtzNgZc7EvVhSjDK6xOfIzM70haZ3ABEb/PIcSdkXV6wRO/pXfJo1k9Tz1Onleo6Yg69mFRwFPmbvch+iYGMZ+WEtixvwVXLp+m+GTf2XxL2nPyJDa9aPbeXztHPrGJrQZMoO/t63k1Yfrxabuo1k/qR+FijvxMuA+JarUI8jvChW+64hNyXJs++V7yjdqz/s3kalmUpxYo75eVCQm0G7YTLbNHEQB66KUqvEdjjXTd70IcHbzUso1ageATYmydJ2wBIDN07yo3KJb5r4RQrYQHRFCvvUkJBxnBxs61lPfcFEqVRgb6HHogh+jXZuiVKmY0Ls5645cxNzUiCXDuzFq2S7KOthQvnhhBndqwIRV+3gVpZ5y5x/0gkt3A6niaEvwy9e8eBVFdEw8zas7Ub9CieT9vnz9jnnbUo+E/smtDQYfRi8BeB/4h33/3GLO950ICI3kTXQMVR3teBISng3vTPoFBz6mRJlyNGnbGQClSomhsTF/H/0Tj+HjUSmVeP04hX2bfDAzt2TinJX8PmEYJZ3KUcqpAj28hrFw2pjkBaWf3L/L7SsXcK5UjbDnz4h4GUpM9DvqNmlJlTofb0pEhoexdsnvqbIMGj8DfQP1BceJAzup1agp1y+cS37c/+ZV1i+fR9kqOa9h9P5FACa2ThSpqf6AVamUaBsY8+LqEUp3/gGUSsq4jCHo5EZ0TcypNGA+N+XjMLVzwtTOmRJtBnB73VTi36lH6UY9u8erB5cpULIyMRHPiXsdRmJsNNaVm2LhXDd5v3FvXvJgz+JUWZx7TkRL9+OFmyI+hpCLf1JR9nEthYf7lmDfpE8WviMZ9zjwKeXKlKZLW3UNbaVKiYmxEQeOnmT88IEolSqm/DgEn007sDQvyMo5PzNswgzKOzlS3smR4V79GD3tNyJfvQbg7v2H/HvlBtUrlefZ81BCX4bzLvo9rZo0oGGdj8dQWHgEs5ekro35y/iRGBh8XJg4JiaWPQePsWTWFIwMDTmxcx3R798z4McpbFwxL+vfnK9gZV0IW/vihIWG0MvDC1t7B8ZMUa95UaeBupTIotXrUv2bXhOnz0r1/S/zlqT6fv4K9U03hxIl+X1J6lr1ZZzLMX5a6jVjcorHz0IpW9KOzk3rAOrRf8aGBhw8c4mxnl1RqpRMGuDKmj3HsShgyrLJg/nht1WUK2VP+VL2DOnVnnHzfZIXkr77+CkXb92jatlSBL+I4EXEK6JjYmlRryoNqpZL3m9Y5Gvm+u5MleXnIX0w+FC7FiAmNo69f/3LwvEDCAh+wZt30VQrV5rHT0MA0Pyw2HKxQhaEvIzI0vfpSwIionGyMaFdxcIAKFVgrKfN0Tuh/NCslLrmeQtHNl4IwtxIl3ndKzF+5y2cC5tQtrAJAxqWYOreO7x6rx79eC80iiuBr6hsa8bz17GEvY0jOi6Rps7W1CnxcdH48Kg4Fp14mCrLxLZOGOh8vKm75lwAf94MYWaX8vg9f0vZIqaMau7IgHVXaOqsXk/icsArSljlnJHAr54/wbq4M04N1WVUVEoluobG3P/nMPX6/IhKqaKh23iuHVyHoakFbUcv4tDCH7EuURbrEuWo2XUQx5ZNJOat+vPlZYA/z/wuUaRMFd6+DCY6Moz4mGhK1mqOfaWPHbTRr16qF6JO4bv+U9HR++8bA/9sWkiVtmmXNsoJrK0LYe9QnNDQEDxk/bF3cGDKz+qbEA0aNQZg9Zr1qf5Nr+kzUy+8OG/R0lTfr/BWl30oUbIkS1ak/txZtGxlhvYl5H7WZkbYWRfgxet3uDWrgp11ASb1VNd6r1/eAYA/RnRK9W96TevbNNX3c/qra8bLWn26EPbPKZ5rYqDH0iHtM7QvIfcrYGGNTTF7Il+G0trVk0LF7HEbNQ2AirXU7bex83xS/ZtesrGpZ7IPmbYw1fc//v7xXJhycWwjE9MM70sKSW3AwrVStAH1jXlx5SilOv2ASqXE0WU0T09uRMfEnIoD5nHLZzwmds6Y2JaleOsB+K3//zbgFQqUqExMpLoNqIiLxqpyUyyc6yTvN+5NOA/3pi5d5NTjYxvQonwDbqwYjkqlorzHr8nPeXJoNUXrpV7XMiextrLAwbYooWHhyHq5qNcJHKNePLnRh/bbmkWzUv2bXr9OTD3Q6v87FLznq68FSjrYsuL3n1I9NmXUIKaMGpSh/WW3iOcBFCrhTIXvPlwvqpToGRpz99whmrj9iEqppJnneC7tX4dRAQtcxi9mz9wfsSlZjsIly1G/+yD2L57I+w/Xiy+e+BN05yLFnKryJiyYqMgXxMdEU6ZOC4pX/ni9+O7VS06uS3292Or7j9eLN//aQ+maTXhy43yq5/y9bSVVWuaOUr3Cp0RpJiHfGtuzObXLOjBq2S6Cw1/zJCScyX1bYWFqhEKpxEhPF01NTXS0tTA11ENXR5v4hEQAEhXKD/9+LGGhVKooX6IIE3q3YOkP3bGzLsgfo3vyPOINk+UHkp+nUqWeDq34sK2UvNrVxWdcb/7Y/zdnbz4k6MUrVh84x64zN4h6H5vF70z6ef4wkUo16/L7xOGEPX/Gs4BHDBwzDTNzCxQKBfqGhmhqaqKtq4uRiQk6urrEx8cBoFB8eC8TEpK3p1QqKV22Av1/nMKkeX9QuJg90xb7EhYSzOIZ45Ofp1KpUpV+USQmpsp1++pF/j52kH9PHWPvJvVFqFPFqsxcuZHbV3JeeSvHLqMwL1OTmz7jiIl4zvvQJzh1H4euiTkqpQItPUM0NDXR1NZB28AETW1dlB+mGKs+HIMqxcf3UaVSYmpfjjJdx1B54AIMrWypOmQZMZEh+G1MsciTClTKxFRfKSniY7i9ZhJOruPR1lffWLu/az4WZethVly6EdNpmfjDIOrVrMqwidN59jyURwFBTBszHAvzgigUCowMDdDU1ERXVwcTE2N0dXWJi1e/h0l/xwkJH39/pVJFxbJlmPLjEP6YNwP7YkVYs/g3gkNeMG7GnOTnqVQqEhMVqb5SiomJZeSUX/l53HCMjYySpwobGhh8dpp6TmBuYcnoyT/z+9JVVK5WU+o4ucJ4r+7UrezED7/9QfCLcB49DWHqoF5YFDBFoVBipK+vPgZ1tDE1MkBXR4e4ePXfbfIxmJjyM0VJhdIOTBrQg+VThmBX2Brv6T/wPCyCiYvWJj9PpVJ/JqX8SikmNo7Rc735aXAvjA0NOHPlNoHPw/hj20F2HjtHVHRMcvmO4BcRFLayQEqjmjtSs7g543fe4vnrGALCoxnXugzmRroolCoMdbXR1NRAV0sTE31tdLU1iUv88JmsVP8iKd8DlUpF2SKmjG5ZhvmulbA1N2Rp7yo8fx3LzylKKKkAhVKZ6uv/uddzYEXfqsjPBmBjpo+ZvnoAgfaHjpzrT1+z/8ZzfmzhmFVvT4Y16DuGYuVrc2jhaN6+DObV8yc09pyEoZn680XXQP35oqWti56RCVo6uig+fL4oP3wmpPyMVamUFCpZnobu42k3ZglmNrZ0nPgHUS+fc3zllBTPU6FUKFJ9fcnZ9XOwr1Ifm9IVv/hcqVhYWjJ52nSWrlxNtRri3ChIx8LUkEk9G7N4UDuqlc65MyyFvM/M3JJ+I3/ih19XUKZSzhvwlZOV/tAGvO0zXt0GfBFAmTTagBrauugktwHVbemkdpsyZTtYpcLUriyOXUdTacB8DK1sqTx4KbGRz7mbsg2ICpVCkeorpScHV1FtpA91pu7myUH1oKCgkxvRNjTFukrqjsqcxNK8INNGD2Xl79OoUTlntVVzuqbuY3CoWJvdc3/kTVgwEc8e06L/JIzMzFEq1NeLmpqaaOnoomdograOLokfjkWlIulYTH0/onCp8jSXjafrhCUUtLHDdcoq3oQFc3DZ/18vJv5fibaPgu5c5u65w9y/cIJL+9Ttn4v716FvbIpTnRZZ/bYIWUTMiBDyrTWH/uXR83AM9HQoYGzIq6gYFu88xfOIN198rX/QC6b5HsRQT5eCJural2UdbIg9lsAk7/28ex/HhD4tmL/tf+zdd1QUVxvA4Z/0jkgRQRB7wd5Fsffeu4Is0cSuUWON3dhiosbOAvbeWzT23ntEsYKCoDTpbXe/PzaAfKKiLizlPufskd2ZufPOODs7M/fe955CJpNTtXTR1GWtzIxZ9FOXT5a9++wdrvq8JDI2HtfWdahboTgDWtbm/L1nvHgTgrGB3ieXzW77Nnnw6sUzdPX0MS5oRmREGJtWLeFdUOAXl33xxIcV86aiZ2CIqVkhAEqWcyQhIYGls34hNjqKH36exvq/FiGTJVO+cvXUZc0tCzNu7p+fLHvUr8rW++t+n03rrn0J9H/B1nXLkcmSKV0h512U+J3cSEzQczR19NA2NCUxOoKnB1cQHxb0xWWjAnzx2ToHTV0DdIyU+SpN7MrzKmkb/26cTnJ8DGW7j+fp/mXIZckULFEldVndgpZUGvTp1iD/bpxBXGggT/ctw8apE4nvQwi8coD4sCDiQl5TrNmA7994FfHYtIOnL/zR19PDrKAJ4RHv+X2VJ4FBwV9c9tGTZ0yZtwRDA30KmRUEwLFcaeITEpgwayFR0TH8+vNwFv61jmRZMjUqV0xdtrClBUvnTv1k2RNmL+TVmzcsWL6Onh3boK2txYbt+4hPSKBXp7bfvd052agfBn51b4lPiY6KYslvM0lOSqJdlx5UqVaDGRPHEhsTTfFSZRgzcdqXC8linnuO8+zVG/R0dShoYkR4ZDR/btxHYCZ6GDx68Zpfl2/EUF+XQqbKfLKOpYqx8eApJv3hRVRsPFOH9GKx9x6Sk2VUr1AqddnC5gVZMuGHT5Y96U9vXgeHsshrN91bNmBgx2YM7NiMczcf8PzVG4wN9WlapzJjFqwlKVlG33aNv3tffI+Nl/14ERKDnrYmBfW1iYhNYuXpZwS9/3IlvG9wNHMP+WCgo4WZgTJVSbkiJiRce8WMAw+JTkhmfKsyLD/5lGS5gipF01I1WBrrMq/rp38f9t0O4MbLcCLjk+lf155aDmbsvx3I1H0PqGJXkIRkGS7S67RwLMwvu+8zu7MjulrqT5Fz65A34a+fo62rh55RQeIiw7m8bRlRIW++uGzIy8ecWjsTHX0D9E2Uvy9WxStwN3EzJ1ZNJSE2moauE7m05U/ksmSKlK2auqxRIStaj1r4iZIh8PFtru5cSUJsFMYWRUiMi8bnzD6iQt7wPvgV1du7fu+m5yg/uA746h4Sn3LqxD+sXP4nHTp1wcXNHblczujhP6GhoUHNWrXp7zKIi+fPsXf3TrS1tZk2c07q+BWCMGTpvq/uIfEpZ+4958DlRwSGRjK+hzPVStowdu0RNAoUoEZpG/o1rcqinefxfxdBXEISq0d2RktTtIMU0iz82U1lPRcObV7LM5+7REWEM/TX35HJZGxaNoekxMTUdVw8vp+7l8+gb2jMoHGzVLLe7+F/ciMxQS/Q0NZD27AgSdERPDu4kvjwL98DRgf48mjrXDT10u4Bje3KIU9K4OGmGSTHRVOm+3ieHVj+8T2gqWW6ng7/z7pmax5u/BUNLW3MHZ0Jf3KTp/uWYVm5EQkRwZTqNPKTy+ZWrqMmfXUviU85ce4yy6Sb6Ny6GW59unLm0jW27TtCVHQM7v26U6FMKabO/5MCBQpQvkzJz6aFyi5X93sT+voZ2rp66BsrrxfPblnG+3dfvl4MfvmYo6tmoKNngMF/14vWJSqQnJjAoeVTSYyNprlkImc2/YE8ORnbctVSlzUuZEWnsYs+VTTtRyh7Rf0jnU+1Vj3xf3CdMxuWULp2E6JCg2gy4NNpL4Wcq4AiJzfJFITvcOvWLWrUqMGZpaOoWqrolxfIJL/gMDYeu8bUga2/PHM2uvP0NY1HLeXmzZtUr179ywtkQso+9D56mXKVqn15gUwKfPWSA1u9+HHCzC/PnM0e3b+Na5t6Kt2PKVL2p/O84xQs/v0tPmPf+eN/agvlek388szZIOLFPc5Pbvld+y5lH105upNqlSqoOMKPvXwVgNfWXcyc8OkctTnN7fsPqdumx1ft55T9evjsVSpV/fQy+3Zu5fL5s5iYmDJlzgKkq5bxyu8lhcwtGDl+MkP696RM+Qo8efyIes4NuX3jGu06d6dchYqM+XEQrTt0JiIsjHFTZ6ZWRCxbNI+w0BCSk5KYNm8xY390w8a2KM5NmtOwWebGfVn31x8EvQkkOTmZQUOG41CiZOq0X0b+yIJlX05Lcv/OLdo1qvPNx2fKPrywcRFVy5X88gKZ5Bf4Fu/9J5j+wdgQOdWdR89oMGC8Sr7jx8Y4U7mo6nI2vwqLZfNVfya2KaeyMrPKvdfvafXH+Sz9nXFbfZoiZap8eYFPiAjy587hjTSWTPnyzFnoje9dPH9skiX7KkXKPjt7+TpVq6WtY+e2LZw/dxYTU1Pm/LaQVX8tw+/lC8zNLRg/aQr9e3enfHlHHj/2wblhY25cu0rnbt2p4FiJHyWudOjchbDQUKbOmJVaEbHot7mEhoaQlJTEvIW/86O7K7ZF7WjStDnNWmS+Zd/5s2d4/uwpLm7uXDx/jie+j3GV/JC6Htf+vbEv5oC+nj4Tp/760cCdd27folG9Wlm6X4XMSzkGTy+UUKVEkY+m7zr/gAv/+mFioMusgc1Zffgafm8jMDfWZ1x3ZwYu2kU5Owt8X4fSwLEYN58E0MmpPBXsrfhp+X7a1ylHWFQcU/o0Tq2IWLzrPKFRcSQny5jj2oKhyw9ga2FC48rFaVr1637j7j0P4uaTAMraWfAkIBSXFtU/qvD4dcMJxnV3xsRAN8My7j5/Q5MJUnFMqlnKsbh830VKOWZ873f6wHbuXTuHoZEp7hPnsc97BUGvX2JqZk6fYROZM6wP9qXL8+rZYyrXcebx3Rs0aN2F4mUrsni8O04tOxEVEcrAMdNTKyK2rpjP+3BlLvkfJi3g919+wNK6KNXqN6WGc/Ov2oZL/xwgOSmJhm2VKYRS1iGTyZgxuCsOZStRyNKaLoOGZ7j8039vM6Jz/W86FlP2X4O5xzBVwb3ep8S+e8Wr05sp2zNn3AN+zvsX97gwpdV37c8rh7dRrVL5j6Zv23eEs5dvYGpixPwpY1ku3czLVwFYFCrIpJGD6TVkLBXKlOTRkxc0rFdTOUZguxZULFcayZipdGrdjLCICGaMG55aEfHbsrWEhEUoxwicNg7J2KkUtbGmmXNdWjR0yiDKjJ29fJ1nL1/h1idtPI2I95FMW7ic5XPTrq0GjpjIhuXzMyqC2/d9qNuut0rOiyn7coT0DLZlv/368P+FvfHn+sENtBr86YZ56hLw+C7LJY3F70oOJJokCMJXKla4UI6rhMhtbOwccmQlRG5jYGmfYyohcisHO9tcVQmR1fxePKdsBUckw5T7RCGXY2RkzD9HDiq7zirkjJn0K85NmmFVuAgLl6/l+KH9AJR3rIT70FHExEQTEaYc98X30UNuXbuCiWlBEuLjeRccRExMNE1atqFBk7Su3SHv3jJj4th0r/i4uNTpz58+oWW7ToyfOosVvysv1u/dvslPLn0oWTptUOLcqJiNVa6ohMjp7AoZ5IpKiNyioLW92ish1O3F8+dUcKzIsBGjAWW6NCMjY44cVp4PFXI5k6ZNp0nT5hS2tmb56nUcOqA8HzpWqsTQEcrzYdh/58NHPg+5dvUypqYFiY+PJzgoiJjoaFq2akOTZmkP2t69fcvEcWPSveI+OB/+vzeBARS1swNIHaj6sY8PM2bPw7ZoUU6eOJ4Vu0fIRi+CwilvZ8lP7esA/41rp6fD3zeeKI9FhYKJPRvRuEpxCpsZsfSn9hy+9hgAx2KF+al9HWLiEwmPUh5Hj16947pvAKYGusQnJfM2IpqY+ERaVC9F48ofjGv3PoZJXsfTveISktLFJv37Br9uOIGTYzHehEVha6GsYNb8L2VdZEw8Y9ccITg8GoMPxsMTcq83/s9xKO2Y+iBfoZBjYGjElVOHU68V+4+cSrX6TSlkac2ouSu5fOIgAMXLVaTLoOHExcYQFaE8N/o98cHn9lWMTExJTIgnPCSY+JhoajVuRbX6aQPaRoS+ZfWc8eleCfHpz40J8XFcPLafWo1afRT3+7B3JCUlIZkwh6iIUF4/982qXZTlDCztckUlRFZTjhFYkpES5diFyjECDTj0zxnlsSiXM23MTzRzrksRKwtWL5zBweOnAahYvjQj3fsTHRNHWIQyI4aP7zOu3LpHQRNjEhIS0sYIbNKAZg3qpq73bUgoP89YmO4VF//lnruLVnoi+aBiYu+REzSs+/HYO7lJoSL2ObISQsjZREWEIAiCIAgAjJowhVp16zNl7HDeBLzm5fNnjJs6k0LmFshkMgz+G/dFR0cHI2MTdD4Y9yU5+eNxXxRyOeUrVmbspF9ZtGIdRe2LsXTtet4EvmbO1Alp831h3BdrG1tMTU3RNzAg8b/89ZWr1WDV+q3cvHYlq3eLIAj50ITJU6nrVJ+xI4cS8Po1z589ZeqMWZibm/93PjRMPR8ap5wPE9KfD5P+bxysipWqMGnadFas8cC+WDHWem0kMOA1UyeOT51POfZQcrrX5xSxsSXg9evUdQCUKVcODQ0NCpqZER0VpdL9ImS/8T2cqVvejnFrjxIQGsmLoDCm9GlMIWN95dg5utrKsXO0NDE20EFHW5PEJGXO97Rx7dLGvZErFFQsZsXEXo1YPrQDdpYFWTOqM4GhkUzbcCJ1vsyMaydpXROPMV1Ye+QaRQoZExgamboOABNDPZYMaYujQ2HuPPtyig8h5+s7fBKONevx1/RRvHvzmkC/ZwwcMx0TM3PkMhl6+spzo7a2DgZGJmjr6JD037hsKdd3sv/LJV+ifCX6j5zKmN9WU9jWnvG/exISFIDH/EkfzPf5XPIJ8XGsmjUWl7Ez0Dc0+ihuY9NCFLK0BsDI1IzYGHFuzO0mjxpC/VrVGTFlLq/fBPPs5StmjBue8RiBRkbo6GinjRGYnDI+2we/0wo5lcuXYdrYn1izaKZyjMCl85RjBM75PXU+5fhsyeleXzJv6RoaOdWiakVlz44jJ8/x5Lkf7v26q3KXCEKuIMaIEARIHX9hYKs6KivTadjvLB3RnbiEJHaeuU10XAKuberSqIoyt/dfe89y72kAa8d/3BL29G1fVu47TwenigxsVQe5XM6Yv/agoVGAGmXt6d+iFhuOXeXCvWcZLq8uNy+d5fXLZ3Tq66ayMvs1r8mkBSuwLGKDx+9zSExMYOZybwAWTh5JUmIiyUmJTPvDAw2N9HWruzesxffBHSIjwvl59hISExOYNLgPFarUoG7jljRq3ZH9Wzy5dflcapk5ScjDi8QEvaRY034qK/PMhCZU+WExssQ4Ai7uITkummLNBmJRsUG6+RRyOXdWj0JDSwdtQ1Mq9PuVSL+HPD24AlBQrvdkNHX0ubvuZ4q3dMOyUkOVxfg1zl66xrOX/rj1Vd1FXI3mXVi5YAY2RayY8/tKEhIT8V6+IHX6n2u9uXPfJ91nrwODmPrbHwCMHuKaepH5oVFT5nD9zj0uHd4BwEqvzazfvpfNq36nVPFiqfNFRccweuocNDQ06N6hNa2aODN94VKALO+9sdlrHS+fPUVPTx/TgmZEhIezeunvBL0J+OKyTx778Nv0yegbGFKwkHLcl7IVKpKQEM/sKeOJjopi7OTprFiyAFlyMpWr1Uhd1tKqMLMXL/tk2b0GDGLhrKloaGjQq/8g/F++wGPlUmTJyVSolDMHtk0Zg8G1c+bST2VGnT5jWD75R2wszZm3bjsJiUlIZ48GoKnbRCqWdqC4bWHGDOzCjmPn8dh9jEmSHjSp83EX7PfRMQyZuZxCJsaUKGrNz65dGfnbajQ0NChiYcZE956cvnqXeeu284/Hp/MIZ7VLT0N4ERJLv7r2Kiuz6eKzLOpRGWsTPZaefEJEbBLOpS0YUK8Y0/b9y/u4JAx1NPmtWyU8L7xg67VXrB1Yg+IWhh+Vdf/1ezZd8Sc4Mp6+dexpUNqCKXseEBwVz5YflNcUm6/4c+lZKCv6qS7Foar43blAWMBzqrUbqLIy17k3oO3YPzC2KMKFzUuIjwzHoUajj8Z9UCgUHP1jLAUKaGBkYY3zgPG8uHmGc+sX4LLsqMri+VZeHmt59uwpevr6FDQzIzwsjKVLFvMm8MvjYD328WH61EkYGBpS6L/zYQVH5flwyi/jiIqKYvK0GSxZNJ/k5GSqVU87H1oVLsziP5d/suxbN2+wYtkfREVGYWNrS7MWrdi5fSv3792lYeMmALTv0Ilxo0cQEx3N78tWfOeeENTN+59bPH8Thp6OFgUN9QiPjmPZ/su8Cfvyg9THr98xc9MpDHS1MTPWB6CCvRWbk2RMXf8P0XGJTOzVkD/3XCJZLqfqB6mhrAoasdD9073Ad1/4l+uPXxMZG8/AFtWpXaYou87/y4OXwThXdABgstdxZHI5sQlJDG4jBjLOC45skxL48hk6evoYm5oRFRHOrnV/EBr85Yom/6eP8Fw0DV19Q4wLKs+NDmUcSUxIYN1vE4mNiWLAyKlsX71YObZfxbR0KmYWhRk6/Y9Plr3ut4m8exPA9lULadS+ByUrVMVz4RR8791gn/cKOrsOo3TF6qyZO4HEhHi6DBrx/TvjO4U+vERM8Avsm6juXu/cL02p5L4ILX0jXh6TopDLiQ7wxWnGgdR5Xp/bQfiTGyjkMipJFlJAI/2YVmGPrqTeJ6JQUG3EKs6MrY+5Y31MS1TFvkna84dI/4c8O7gCFGn3h/fW/YxDSzcssvj+0GPzLp6+9EdfTxczU2PlGIGrvQkMevvFZR89ec6U3/7EUF+fQgWVPbkcy5YmPmEfE2YvJio6ll/H/sTCFVKSZTJqVE5LGVzY0pylsyd/suybd/9l6bqNREXHYGNtRXR0DLsOHScg6C3+r9/QqkkDhv4yi3YtGvHLnN9ZMPXn798ZKvbs1gVCA55Tu4Pqrg//dKlP1/F/YmJZhBOeC0hOSqD3r2uJCnvL36tnAgUoXLwcDft8nDbt7ondPLt1nvfvAuk0djGGpmbsXzKBAhoaVG7ahbJ1m3NsrXI8CdFDI+cTFRFCvvDzij3MGKQcGHaG1xHc2tVj15nbBIVFMrZnWpfPzf9cx9bClMbVyjB40RbWju/Lom0nCI2MITlZxoIhndHM5CBrFR2KUKuc8uFiwyqliIiOY/b6ozSqUop7zwIwNdT/5LJNqpVBS1OTF29CALj88CXVy9jh0roOgxdtoX+LWgxsVYcL95596y75Jgsnj2TY5LkArJg3ha4DBnN83zZC3gbhMjytdfOhHRuwKmJLbedmTB/hyszl3ngu/Y33YaEkJycxdtaS1PQBX1KqfEUq1lA+zJny+xqmj3BNnRYbHcWMZV4s+fVn4mJjMDQyTrdst4GDATj79wHuXLtIhao10TcwICE+Dht7BwA69XXj1uVz37pLvss96S9U6KscZPfhltk4tHAl4OIe4iOCKf3BIGCvzm5Dr5ANlpUacuuvYVQfvgLfPX+QGBWGQpZERde5H11AfoqJfQXMSisfeFg4NiAp5j0+2+Z9VBFRQEODakOVD0JuLf8JgBf/eFHZfSEJ70PwP72Zcj1+oUjNrE1TNmLyLOZNVl6cTZ73O0MG9GbbvsMEvX3H+OFpA/Ru2LEX2yLWNHOuh+uIX/BevoDflq4mJCycpORk/pg1OdPHXKXyZahTQ/ngds3vs3Ed8UvqtLv/+lDQxOSjZdZv38OUMUMpWqQwY6f/xqqFH6ceWzp3arqyhg7qR2hYxEfz7f/7BH26dqB5QycGjZxIqybODOrTHa+tuzIV//foNyj9oMd/eW4C4MdRyv+DlMGne/RLG1Rt6boNvPJ7SR0nZ8ZPm5Xuc4Bf5y1OV+ashX9+dVzWRWxYsir9YIbfUo4qjZ6/htkjlBfn05ZvwL17a3b+fZ6gkHB+dk3rdr3p4ClsrcxpUqcKkml/Ip09mgXSnYRGRJKULGPxOEmmj82KpYpRu5IyFdXKacOQTPszdZq+ri5JSckUtbYEoGcrZxITkzIqBoC3oe+pWrYEE9178uPM5YS9j0ZLU5M/fhnM5D+9eR0UQpM6Vdh06PTX7pqvMnH3faa2U1bczTnsg4tTMfbcCuBtZAIjmqUNyr392iuKFNSjYRlLhm2+zYp+1fjjnyeExSSSLJMzp0vF1FQgX1K+iAk1iikH01vYvTJyuYJJex4AMLuzIwDjd94DwK1BccJiEj9ZVqWipizoXomI2ERWnHpGS8fC/NG7CsM2306dp19dey49+/Kg5Vnh6J/jaDp4OgCn1s6kRkc3/j25i+iwYJz6jE6d7+7fWzCxtKF4jcbsnzeETpPXcGHjYmLfhyKXJdNy+Hw0MnmcWpVwxLaC8oFj2zFLUMjl/L10/EfzxUWGo6GpRetRizixahqRb19TvEZj7h3b+v0brgKD3Aene++5cQsAo8aOA0gdfLrfQNfUedZ5b8Tv5UucGjgzbebsdJ8DzFuY1qISYOGSpV8dV/UaNdm2e3+6z/78a1W69z1696VH75zTUEX4Pq4t0ue29hij/I0Z2akeQOpYDH2bpFU6rxnVGf+3EThVsGdKnybpPgeY65q+kny+5ONUNl/SrYEj3Ro4pvtsyZC26d7PG5T5sU+E3KFtb0m69xP/XA9A9x/GAKQODN2i24DUeSb87knwaz8q1qqPy9gZ6T4HGDw5rXEPwE+/pj9XZsbwmR+fT0fMTl+p+6lxIbLKfc+JlO+jfCjqs3UOxZq7EHhpDwkRbynZMa0i5NXZ7egXKoJFpYbcXjGMasNW8GRvyr1eMo4uczJ9r2dsXz71Xq+SZCHv7p8lJuhFunne3T9LtWEreHVmK6E+l7FwTH8fWKhcXQqVq4v/qU3omSkrJzV19ZElxmNglb5hiN9xLypJFpH4/h3+p7dQtscECtds83U76hv9f2+CjX8pj6Off3QFSB18emCPTqnzeC/9jZevAmhQpwYzxw9P9znAol/TX6/8MevrU2DVqOLIHs/0Day6d0h/jn154wTqtG/xz7QZOgOAoytnULeLG3f+2UVkaDBNBoxJne/GkS2YWtpQulZjts0aTO9f13LSW3l9KEtOouPoBZm+PrQu6Yh9ReX1YfdJy9k2S3mdZVzIih6TlY0mts5wz3DZKs27UaV5Nx6cPcQ7P19ehIdQrVVPStdqwvbZQyhbtzm1Ogzk+sEN37pLhGwkKiKEfKFdPUeOXPkXxX9/62prkZgsw9hAjwMX71O7vEOGyz3yD+a6jx/VytgR8C6CwND32FkpH15sPXmDu8/SWgnXr1iCDk6VPhnDnztPM7B1HZKSZWw+cYP5gzty/u7TTMX/JuR9as5VjUxWhGSFRq06cO7YQVAoaNSqAzq6uiQlJWFoZMLpI3upVKNuhsu98PXhwc2rlK9Sg7eBr3kXFIC1rfIi5siuTTy+fyd13mp1nWncplOG5fw/i8I2jO7fkUKWVh9VQqSIj4vj9JG9TPhtOfoGhqzefZK42Bjm/DyEuas2fd0OUDHrWm0IuvE3ChRY12qDhrYO8uREtPWNeXPtMGZlMs4ZGfX6MeFPblCwZFXiQgOJC3uDgYVyQPZX53bw/sX91HnNK9SjSK22GZYD8PTAcoo17f/J6WG+NzAsoswXLE+MQ0vPEA0tHeLDgr5lk79ax1bNOHjsFAqFgo6tmqGjq0NiUhLGRkbsO/IPdWtUzXA5H9+nXLl5l5pVKvI6MIiAoGDsbW0A2LRrP7fvP0ydt2HdWnRq8+WB8JKSkli/fR+/z5zImYtX000LCHqLnY01enq6JCR8+qFlZgQGvaVmVeW55P8HGM2p7Io5pKuEyA86NK7D4bPXUKCgQ+M66Gpr/3ds6rP/9GXqVM54vAKf56+4dv8x1SuUIiA4lMB3Ydj9V3mw5fBp7jx6njpvg+qOdGyS8Xn1/x1cMR0NDQ0GTlpM+4a10NfLeEDQFLaFzbn571PaD51B1+ZOmBc0xsHGil+WeOL35i2B70Ipam2Ryb3x7VpXtObvf4NQKJR/62hpkCRTYKynxeF7b6jlYJbhco+DorjpF05VO1MCI+J58z6eombKCv4dN15z//X71HnrlSxE20ofDwALcPbxO9adf0HPmspzqH9oLEv+8cVYL/O5zPffDmTzVX/Gtiyd6WWyS9n6bfG9eBQUCsrWb4umtg6y5ER0DIx5dP4gRR1rZ7jcu5ePeP3wOjZlqxH5LoCokDeYFlbuo3vHtxHkezd1Xvsq9Snn3D7Dcp7fOM213aup3Kr3R9MMTAtR0Nqef1ZMJiLoFVEhbzCxKqqCrVavYg4O6SohBEFd7K0KpquEEAR1Kly0WLpKiPzAumZrgm7+DQoF1jVb/3evl4SWvjFB1w5jVibjXkLKe72bFCxRlbiwQOLD3qD/373e63M7eP/yg3u98vWw/sy9XuDFvVToPyPdZwUKKJ8n6JnbEB/26Z4s7+6epvqotQA0mHschULOrT/d01VcyBLj0dIzQEPLhvjw7Lk//F4OdrbpKiHyowoN2/Hw/BEUCgUVGrZDU1uX5KQk9AyNeXDmAPYVM84UEvziEf7/XqNoueq8fxtA5LtAClorx6m6eXQbgR9cHxavWp+KjTK+PszI/TMHKFGtwSenn/RexMu7l+kxZSU3j27BrkJKJX3uuF8W0ogxIoR8oVGV0py/94zz957RqEpp1hy4wJgeTejVpHq6Qdd0tLVIlslRKBTEJSYhlyuoWMKGSf1a8tfonqmVEAAyefq8qSm5UDOycOs/OFcuSZWStvj4BREeGcOkdQe48zQgXWXGpxSxMCUwVPlQRS7/9HqyWs0GTbl16Sw3L5+lZoOm7JCuYOCwcbTu2of4uNjU+bS1dZAly1AoFCTExyOXyyldoRI//DyNKb+vSa2EAJDLZOnywqfkN/6SiLAQYmOi+HPTAYqXLs/jB3c+mic+Lo7fp43hx19mYmBolPpQV0/fQJncUc0sKzoT8vAiof9exLKiMy/+9qBUpxHYNuiGLCFt8LUCWjooZMnKXL1J8SgUckyKOVK2+3iqDvkjtRICQCGXoZAnf/D69P703bME8wr1MS2ecQVaxLM7vLl6kDLdlK0/NXUMSE6IJT4sEL1C1iraC5/XtEFdzl66xtnL12jaoC4rpJsYP8ydvl3bE/vB4J062tokJyv3UVx8PHK5gsoVyjLt52Gs+X12aiUEgEwmJzlZlvrK7DH30PcpYeERjJsxn1v3H3LngU/qNFtrK16/CSI+PgFdXZ3v2mYbaysC3gR/Vxmqcvn8Wbaul6q0zJZO1bh1/QqXzp1hwvDBDHXty8Wzp4mLjWXUDwOZMnY4G9atynDZA7u2M3HUT7j26Mgrv5cAxMfH07GpE+dPnwRg0exfWTT7V5XGnJHGtSpx7uYDzt14QONalVi1/TBjXbvSu00jYuPTKqOUvyvK82FcQiJyuZxKpR2YMrg3K6cNS62EgP+OzQ9en/td+X8pqelMDA1I/EJOeYBjF2/Su20jDq2cwdkbyhvaUQM6s2CsG5ZmphSzKZzpdX8P59IWXHoayqWnoTiXtkB6/gXDm5akWw1b4v7LcQ6graVBslw5KGt8knJ/VrAxYVyrsizpVSW1EgKUv5MyuTz19bmfzUZlLdnkXpsDd5XpduzNDfizd1WSZXLeRSVkahs6VbNhyw+18b7o9207IQs5VG+E353zvLxzHofqjbi+Zy31+oymYvMeJH0wyKemtg7y/35nkhLiUCjkFC5ZkYauE2k/fnlqJQSAQiZD/sELxafPoSVqNqH3b9vxObMvw+l1e42gxbB5GJpZYGpdLMN5cprzZ8+w3tNDpWU61azK9atX8Hv5kob1ajF6+E8cOrAPgHmzZlC9YrlPjhWxeYM3vbp2ZPTwn3jko6xkr16xHKOH/8QGL+X5e9+eXfTs0kGlMQvqc+HBSzacuP3lGb9Cg7Frue77mvMPXjJy1SHcluzh3P0XvI2IZtiKAwxfcZC/DijHZPJ59Y4JHn8z0fNY6pgQH3r06h1j1xxh9OrDtJ7iTbJMztg1Rxi75ghVhy4nMjaB/Zd96D1vm0q3Qch+966e4+8dXiot86f2tfG5fY2YqPfMGtqLPyb9yPbVi1Knn9y3hSmDOma47NN/7/DbqAGsXzIDUI4bsWzqcBaMHcTm5XORy+UsnvADS6cMRbpgCgC3L57i597NVLoNKSwqOhP68BKhDy9hUdGZl39LKdlxOLb1uyFLTPsN1tDSRi5X/gbLE+NBocDEvgJluo+jyuAlqZUQoEyfq5DJ0l6f+Q1Oio4AFGgbFfy/KcoLo/jQN+gVyrihRlSAL4bWJVJ7YhTQ0EBDU4sCmukbamjq6iNLiCU+7A16Ztlzf/g5Zy9fx3PrHpWWWaNld67eUvaUXbRCyphf5+O9fS8KhYKhE2cxfPIc5i1dk+GyG3bup8ugEQybNBsf32fExcczdOIsXEZOYs4fqwHw3LoH11GTMlw+q5Sq0Yhnty7w7NYFStVoxKVda2jcfzTVWvYk8YPrQy0t7Q+uD5XPIYqUqkgLyUS6T1qeWgkByucQH47h8rlj8/89unSMkFdPqdPJ9ZPzNHMdT8vBU7n19zZMLGx4//bLqTKFnEn0iBDyBU1NDUwM9VL/blCpJIu3n0RLQwM9nbQfU6eKxZm1/ig+/sHI5AoqOFgT/08SUzwOEh2bwIIfO6XO379FLfq3+HKu073n77Lv/D3ehEby6m04rm3qpo7rMHjRFqqUtGX7qZs0rlqawoWUKV9uP3nFir3niIqLp4i5Kc2ql2HXmdvcfx5IwyqlPre6LKWpqYmhiWnq39XrNcR72QI0tbTQ0U1rfVutTgNWLfiV574PkctllCznSEJCAktn/UJsdBRjZy1BV0/5/9G+lwvte7lkuL4PxURF8tfcyTy8c4PtHn/RUzKMpMREFk4eyfuwULq5DOHo7i3Udm6KuZXyImjZ7F94++Y165cvpHnHHmhpa3No+wYSE+Jp0alnFuyhr1NAQxNtA5PUv80rOPFk71IKaGqiqa2XOp95ubo82j6PqNePUchlmNiV51XSNv7dOJ3k+BgqusxBU0c5v33jPtC4zxfXHXh5P4FXDhAfFkRcyGuKNRvA04MrKNVhGACypASuLR5I4eotuS/9BUeX2RRr4cJ96S+AgrI9v76b6rfQ1NTExMQo9e9G9Woxf9katLS00PvggX+DOjX5dcFSHvo+QyaX41iuNPEJCUyYtZCo6Bj+mDUZvf9aiLv06oJLry5fXHdkVDST5v7O9Tv3We6xkRHuA1LHhXAd8QtVK5Zn4V/r6NSmOS69uvLrgqVoaBRguETZFX3Jai/G/jgotbzZv6/g+p37jJwym2Vzp7Ft7yGOnDzLk+cvmT5+BFdv3sW6sCWdWjdn7K/z2HXgKL06f7qFkypMGTucSTOVXZF/mz6JAZIh7Nu5jbfBbxg2Ni2N1M7N67G2KYpzk2aM+mEgS9dtYNmieYSFhpCclMTMhX9mOr1QecdKVK+lbOXv1LAx7yMiWDhrKsYmJpSvWIUfR/3MqB8G0ttFgo5O+kqdjt170bF7L/4+uI9nTx5jV8yBdcv/oFX7zqnz9B7oxrYN6dM4ZQVNTU1MjAxS/3au4cgiz11oaWqmq4yqX60CM1Zuxuf5K+RyOY6lirHx4Ckm/eFFVGw8i8dJUo/lAR2bMaDjl2+GI6Njmbp8AzcfPmHF1kMM6NCUMQvWoq+ni7VlIUyNDDlx+TabD5/BSF8PYyMD9HS0CQ6NoFndqgDUq1KOcYulnLv5ABtLZZ7mGSs2Efo+irIORSlsXlC1O+wTNDUKYKynlfq3U0lzlp54ipZGAXS109rL1C1RiN+OPMI3KAqZXEG5IiYkXHvFjAMPiU5IZk5nR/S0lcdg79p29K5tl+H6PnTnVQS7brwmUSbHubQFUfFJzD/yGAUKNDULYGGkw55bAfzz8C3P38UwoXVZ/EJjsTDWxdFGee4+8/gdJx4GE5soo0MV5c38lD0PuOMfwcK/HzOhdVlV77KvoqGpia6hSerfxarW5+Km39HQ1EJLJ+13xr5yPc54zOHdy0co5HKsilfgbuJmTqyaSkJsNK1GzE+dv0qbflRp8+V81oGPb3P/+HZkyYk4VGsEwOVty6jXOy314GmP2cRFhmFuVxqjQlaq3PRvNnbkMGbOnQ/A9CkTkQz+kZ3bthIc9IaxE9J++zZv8MbGtihNmjXnB9cBrPPeyKLf5hIaGkJSUhILlyzN9HnRsWIlatWpi9/LlxgaGBIfF0cxh+IATP51Bq/8P13JpaGhkXpNVdhaeQwaGBikK6Nz1+4cPrD/k2UIOcu4dUeZ3l+ZOnbmplO4tazBrgsPCA6PZnSX+qnzbTl9FxtzYxpXLsGQpftYM6ozi3edJzQqjuRkGfPdWmU6paxjMStqlVE+7HSu6MD7mHhmbzlNw0rFWTFM+dD3hz/3ArDm8DUKGesjlyswM/o41Ww5O0uWDGnL6bvPqeRQGC1NDZYMaUtkbAIJScmYGOjSqV55jlx7/F37Sch6f00fhdt4Zd51z0VTadf3B84c3EHY2yB6/Tgudb5/dm/EwtqWavWbsvBnNyb87snWFfN5H65M3/LjtN8zfT4sXrYi5avV5vWLJ5SqUJW+wyex5BdlCpeQoABCg99gWijjHpulHKviNn5OauWIrp4+I+f8BcDSqcPQ0NBg3MJ1ACwY4wpAtfpN+WdP1vSSL6Chiba+cerf5hWceLpvKQU0tdDUTrt3LlSuLo+3/0b0a18UchnGduWQJyXwcNMMkuOicfzgXs+ucW/sGn/cyzAjAZf2UqReWqaBu6tHUeXHpVhUbMgDr0nIk5Mo2rAH7+6fRdfEApNiaanWXp/djl0j5Xpi3jzn6f6lUEAjtTfEA69JlO87jWLNXbjvOVHZ87LnL2S1EVPmMm/SaAAm//YnQwb0ZNu+IwS9DWH8sLS0YRt27sfWujDNnOviOmoS3kt/47dlawkJi1Cm7Z35y1ek7S1NneqVuX3fh5v3HlLMzgZrK0vCIt6jpaXFsjmT+WXO77wKDMLOJn1ljEYBDfT+e05ibWWJvp4eK+crG0z99IuyN7lbn66cu3L9e3fNV9HQ1ETPKO36sES1BpzekHJ9mHZsFq/qxN9rZhP84hEKuQzrEhVITkzg0PKpJMZG02H0fLR1lcdmzXb9qNnuy9eH8TGRHF05ndcPb3Fhx2oqNmrP7gWjqdCgNYf/mka74bM5t/UvGvQamtrQ6vIeD976+RIXFUEz1wmYWBTmwJ8TuXdqL1VbiAG/cxtRESHkG/N+SGs50alBZTo1SD/AqXPlkgCs+Vn5EHdE10YfLfctujhXoYvzxwOFAqkVEs/fhNKzSVr+12ql7dg2fVC6ef8Y3u274lCV0dMXpv7dtH1Xmrbvmm56DSflfpu+VPkgsN+Q0R8t9y0MjU34Zf5f6T6bsnh1uvevXz6jdde0h/AT5n08+G2VWk7fFYeqOQ5IG0vApk4HbOqkb7FoUUF5w1ltqHLbS7b/6aPlvoVNvU7YfHBhmpwQm65Vq6a2Li1X3Uu3jGkxx9RxI7LToulpF7Vd27eia/v0OTYbOSlTi3j+l9tzzBDXj5b7FibGRqyYPz3DaSkVEhM+GKciZf0Avs9fYm2Z/iZp2s/DmPbzsNT3vbu0p3eXtO6qJR3SegqtWzL3u2LPrFbtOnH8yAEUCgWt2nX6L91aIkbGJhzdv5cadepluJzvo4fcunaFytVr8ub1K4ICA7C1U8a/a+tGHtxNa6lZt35DWnfo/MkYVv6xkD4uEipUqsLRA3uZPWU8b4ODiQgPw6rwxy2rli6cy7VLF1iy2pNb169gbWurth5O88eknae7NHOiS7P055eGNSoCsG6mcpDxkf07fbTctzAxMmDZpB/TfZYyaHWK5vWq0bxe2uDIGw6cpFHNtN5P1haF2DQ/fR7cGcM+naYtK83slHbj276KDe2r2KSb7vRf/fvyvsrt+bFxyY+W+xZV7QpS1a5gus/mdq2Y7n3X6rZ0rW6b+v7wvTe41ndIfd+4rCWNy1qmW+b/y1C3FkPTziflG3WifKP06Q+LVVU+VOg4SdkTqW7P4R8t9y1sylbDpmzaMZgUH4vi/76rTdynfdc6skK7Dp04cnA/CoWCdh06ofvfedHYxIT9e/dQp27G58VHPg+5dvUy1WvU4vXrVwQGBGBnrzwvbt20gbt30s6L9Z0b0qHTxxXi9sWKcfTkGWJiYhg2RIL3pi+3GO/Vtz99+g/kzu1brFz2J1Omz+TclRvI5XIG9ulBoyZNv1iGkLO0rVWGo9d9USgUtK1VBh1tTWVKWX1dDl7xoXbZjFOYPXr1juu+AVQrWYSA0EjehEVR1FLZgGjbmXvcfZGWNqV+BXva18k4hSDAn3svMbBZ2vf3wBUf6jsqey3dfxHEwVkDuf74NdvP3sO1ZY0My9h14QFzXdLGothz4QGdnSpkOK+QM9Vr3oErJw+hUCio17wD2jq6JCclYmBkzIVj+6hQPeP0kX5PfPC5fZUylWvw7s1rQoMDsbJRNhA4sXczT/+9kzpvpdoNqN/y47S8Fta2PL53g0ku7XBuo7zf3C1dyqBxs/hz8tBMb8OTB7fYuXYJZaukNSD0uX0V2+LZ07ivwgf3bEXqtKdInfSpaswrKK8dq/53j1Wi3Y8fLfetHFqmv96s8qNyHI2iDXtStGFao7zIlw8o1sI13bzl+6b9PhsWKZG6bIqKg5T3PSbFHKn608f33FmlY6smHDx++r+0vU3Q0UlJjWrIvqMnqFsj4+cuPr7PuHLrHjUrO/L6TRABQW+xt1VW3m/adZDbH/R0b1i3Bp1af9ww6MmLl1SuUIbJo4bQ96fxtG7SAAc7W8bNXITf6wAC/0vV+6G+XdvRv3sHbt/3YZl0I9N/Hsatew9ZvMqLWtXUe73YfkTadV6lJp2o1CT997BkdeX1Ya9pymcuKYNIf7jct9AzNKHL+PQDz0/Z75PufXxMZGolBEC9rh+PHZEyroSQ+4jUTIKQRZJkcq4/ylyahkn9Wn51LvgNx65Sxi57UmeoU3JyMg9uXv3yjMAPP0/76v24f4snDqU/fSOW1yhkSYQ/ufnR51q6BpT6YNC0zEiIDCX8yS20DU1VFV6OkJSczNWbd78842eUKeFA326qS4Oxdc9BHOxUnzu9fuOmXD53hsvnz1C/cVO8Vv/F0DET6NqrL3EfplvT0UH2X7fc+Lh4FHI55StWZuykX1m0Yl1qJQR8Xbq1pQvn4uTcmIpVqqGhocEv0+cwbe4iTExMMbewzHCZUROmMGHaLHZv3cSls2f4994d9u3cpvIUUjlRUnIy1+5/WwvSgR2bUczm61qcn756F/3vTDWWEyXL5Nz0C/+mZYc1LYWh7te149l8xZ/ShY2+aX25kSw5iYCHH7fs09YzwKnPqM8u++LmmXQ9NdShcdNmnDt7hvNnz9C4aTNWr1jOmHG/0KtPP+Ji086LOh+cF+Pi45DL5VSsVIVJ06azYo1HaiUEgEwmIzk5OfX1qfNiyjWMgYHBR5U2n5Jyo25paUV0dFTqZ1paWmhpZ36sEyHnaFSpOOcfvOT8Az8aVSrO2iPXGd3ZiR4NKxKX+EFKWS1NkmWK/1LKJiNXKKhYzIqJvRqxfGiH1EoIQJmqLpMpZRftPE+DisWoXEL5QO34zSc8CwxLHTTbobAZ+jpaFDTSIyou43GxIqLjQAEFP+gxcerOc5pWKfFd+0bIXlWdmnD3ylnuXjlLVacmHNiwkh6Df6Zpp94kfHCdqKWddj5MjFem9ytRvhL9R05lzG+rUyshgP/S+n2QvuUT+ROvnzlGs859+W39Ye5eOUt4SDAhQQF4LprG0we3uX3pdKa2oXTF6kxetgmf28r7Sd/7Nzl/dA/9Rkz5jj2TcylkyRne631OyQ7D0NIzVMn6EyNDiXh6M8vuD5vWr8PZy9c5e/k6TevXYYXXFsYPdaNv13bExsWnzqejrZ2WGjU+AblCTuXyZZg29ifWLJqZWgkBIJPLSJYlp74+lQrbpnBhTE2UPVy0tJS9KcYOcWHx9PFYmhfCwc72o2VSf6MtChEVrfzOVK9cgS2rFnH15r2P5s/L5MnJ+D/IXM+Plu6Tv7r828d2UMgmd6T5zO9EjwhByCJeE7O2ZenAVhkPIJTXZPWA0p36umVp+TlNjf8GHFMFXRNzKrt/X0+XnGjzqt/VHcJHJo368cszfQNNTU2MTdPSrdVt0Ijli39DS1MrNdUHQB0nZxbMmoqvz0NkchllK1QkISGe2VPGEx0VxcyFf6L33/w9+7vSs7/rF9d9cM9ODu3dSVBgAK9f+dFv0A9MHPUTSUmJtO3cFU1NTdYu/wP3YaNSL+I3rFvFU99HvI8IZ9QvUylRqgyQljoqr9vw27gvz6RCTepUoUmdjFuW5WZrBmbcejer9Ktr/+WZ8pCuv357arTiNRpTvEZj1QXzDTQ1NTH94LzYoGEjFi+Yh6aWFnq6aedFpwYNmfXrFHwePkQuk1HBUXlenPLLOKKioli4ZGnqebG/yyD6u3y5J9SVSxfZtMGbhPh4uvdUpsRYs/Ivrl29ws+jhjNz7nyOHTlE46bNKWytfEi83tOD27duEh4exrQZs3n29AmL589DQ0ODho3FQMW5kaamBiYGaSll6zsW4/c9F/9LKZuWSqReBXvmbD7No1fvkMvlVLC3YnOSjKnr/yE6LpH5bq3Q01He7vdrWpV+megcs/fSQ/ZdfsibsChevXtP82ollWM91CzDtPUnmO3SHJcW1Ri9+jAJScnMGNCMf18GExwRTdOqJVPL2XX+X7rUT+u15vPqHaVszTOdKkrIGTQ1NTE0TjsfVqrdkG2rFirT8n6QvqVirfqsXzIDvyc+yOUyHMo4kpiQwLrfJhIbE8VP035H57/zZ8vuA2nZfeAX1+1Yoy6rZo/j7pWzWBS2wcyiMFOWbwZg4c9uVHNqwq0LJylobkmJ8spMB0GvXrL+j5m8fv4Yu5JlqVC9Hnu9liOTJVOiXCUSExKYMaQ7dZq25a9fRzJk6uJ06YXzguojMx6rILvomJhTSZJ194eampqYGH+QtrduLeYv90BLSzM1BRJAgzo1+HXBMh76PkUmk+NYtjTxCfuYMHsxUdGx/DHzl7S0vT0749Kz8xfXXb92NXYc/Jux0xdQo4ry/DZtwTJCwyMoW6o4hS3N2bLnEE0b1MXaStkz3nPrHm7e+5fwiEhmjB/GC//XLPPYRLJMRuUKZVS8d3K2vrOyNnVuM9fsvU8Svp2oiBDyPN9Xb9UdQrbIyu18+eRRlpWd02THtkYHPMnydaiDKrfr0ZPnKisrr1H1vvl13uLUv9t17ka7zunTwNVzVqZb+3ONNwCDR4z5aLlv0aFrDzp07ZHus/lL0w9SHRX5Pl233IE//JRhWT36fXmcGVV5/OJ1tq0rp1Hltj8JjlJZWblNdmx7qL9vlq8jO6hrO+YtTKuQ7ty1O527ps8/7NyoMQBrPNcDMGL02I+W+xZ1nepT16l+us+GDB3OkKHDU98/f/aMnn3ScjC7uLnj4pY+ZcEqD9UOHitkv7muaSmNOtUrT6d65dNNb1DRAYBVI5WpNIZ3rPvRct+ii1MFuvxf+qSH60ane9+wUnEaViqe+v7ErWc0rOSQbh73NjXTvS9vZ8mvmakJEXKcwZMXpP7t3KYLzm3Sp5WrXKchAOMWeQDQTTLqo+W+RSGrIqkVD/9vwu/KB5rPHt6lfb/BqZ9b2znwy5L057+ffk1/Xt5y6cV3xZUZefVe71tkxb5Y9GtaatGu7VrQtV36816jeso0XJ5/KlMIjRns8tFy36JAgQIsm5O+pf7sX0ame//s5Sv6dGmX+t6tT1fc+qRPZf3HrOwZazEjb/3yz9g8+WlbcxtRESHkWRYWFhgY6DN48VZ1h5JtDAz0sbDIePCub6HchwbMGPl9+cxzGwMDA5XuxxQWFhbo6Rtwe8WwL8+cS+npf9++SznmXEdm/WBnuVlWHaPZISkpmVvXr6QOWP05P0+Z8dXl792xBbtiDl8f2BekHJuSX5d+eeY87HuPPQsLCwz09Ri+5Y7qgsqFDPT1sux3Rt/AgP3zhqi8bHXRz8Xnu8xKSk7i+tUr1Krz5fPipGkZj130Ofv27KJwkSJfnlHIt5Jkcq77vk4dsPpr9G9W9auX2X/Zh8Jm+SdlnZB5suQkfG5fo3y12l+ct8fgsd+9vtsXT6XrBfw9Uu717qwc/uWZ85HvvT9Ut6SkZK7euked6pW/OO+0sRk3mvocz617KFcqa9PWpVwfbp+Vd64PMyM/XEPmRqIiQsiz7O3t8fF5REhIiLpDyTYWFhbY26suBYRyH/rkq30Iqt+PKezt7Xn8KG/vz+/dd/n1mPtaWXWMZoeV3luytPyR478+p2hmiGNTSSXf8UePxX7Mwt+ZR3nsOM3N57vMysyg1N8jo14dgvAhz7FdvzyTCmXUy0MQACYt3Zit66tWvynV6qumt05+uNf7Frn9d3zzykVZWv7/95jICnnx+jAzcvuxl1eJigghT7O3txcnnu8k9qFqif35ZWIfZZ2nvvknzdr/U8W2i2NTNcR+zFpi/34b30c+6g4h2+Snbc1NfF/nrwdEH8rP254T+T/NvylNvnfbxW+w6j16mj9T9qp6u8WxKeQUBRQKRcZDwguCIAiCkCf4+/tTvnx5YmNj1R2KWhkYGODj4yMuwgVBSJVfz4/ifJhzKI/BcsTGxqk7FLUyMNDHx+eROCbVKL+eD/+fOD/mDOJ4FMeikDeJighBEARByAf8/f2ztDuuVCpFKpVy7NgxjI2NM73c2rVrWb9+PcePH8fQ0DDL4gPRPVcQhIxl1fnx+fPn9OjRgwULFtC8efNML/fkyRN69+7NokWLaNo0awb4FefDnCWrf6NjYmJo2bIlrq6u/PDDD5leLioqilatWuHu7o6bm1uWxQfimMwpsvpYVCgUdOvWjfLlyzN37tyvWq5z585UrlyZ2bNnZ1l8II7FnCSrj8exY8cSFBTEli1flzp21KhRhIWFsXFj1qYSE8eikBeJighBEARBEL6LXC6ndOnSODs74+3t/VXL+vv74+DgwLp165BIJFkToCAIghr8/PPPbNiwgYCAAHR0dL5q2dq1a2NlZcWhQ4eyKDohP/Hw8GDw4MH4+flhZ2f3Vcu6uLhw8eJFfH190dDQyKIIhfziwoULODs7c/Lkya+uaP3tt9+YPXs2gYGBFCxYMGsCFPKNN2/eYGdnx7Jlyxg6dOhXLbt37166du3K3bt3qVz5y4NYC4KQRlxJCIIgCILwXc6ePcvz58+/qSLB3t6eVq1a4eHhkQWRCYIgqEdiYiIbNmxg4MCBX10JAeDu7s7Ro0cJCAjIguiE/MbDw4PWrVt/dSUEgEQi4dmzZ5w7dy4LIhPyG6lUSokSJWjcuPFXL+vi4kJiYiJbt25VfWBCvrNhwwa0tbXp27fvVy/bvn17rKyskEqlWRCZIORtoiJCEARBEITv4uHhQZkyZWjQoME3LS+RSLhy5Qr//vuviiMTBEFQjwMHDhASEvLNPb169+6Nnp7eV/cyE4T/9+DBA65evfrNx6KzszOlS5cWDQaE7xYZGcmOHTtwc3P7pt41NjY2tG3bVjz8Fb6bQqFAKpXSvXv3b+pdo62tjYuLCxs3biQ+Pl71AQpCHiYqIgRBEARB+Gbh4eHs3r0biURCgQIFvqmMjh07YmFhIW4sBUHIM6RSKfXq1aNChQrftLyJiQk9e/bE09MTuVyu4uiE/EQqlWJpaUmHDh2+afkCBQogkUjYvXs3ERERqg1OyFe2bdtGfHw8rq6u31yGu7s7N2/e5M6dOyqLS8h/zp8/z5MnT74rLaxEIiE8PJx9+/apLjBByAdERYQgCIIgCN9sy5YtJCcnM3DgwG8uQ0dHh4EDB7Jx40YSEhJUGJ0gCEL2e/XqFceOHfvucW8kEgnPnz/nzJkzqglMyHcSEhLYuHHjN6cIS+Hi4kJSUtJXD+gqCB/y8PCgTZs22NrafnMZbdu2xdraWjReEb6LVCqlZMmSNGrU6JvLKFu2LA0aNBC9xQThK4mKCEEQBEEQvpmHhwcdOnTA2tr6u8qRSCSEhIRw4MABFUUmCIKgHl5eXhgYGNCzZ8/vKqd+/fqULVtWPHATvtn+/fsJDQ397koxa2tr2rdvLx64Cd/s3r17XL9+/buPRS0tLVxcXNi0aRNxcXEqik7IT96/f8/OnTu/qzd3ColEwsmTJ3nx4oWKohOEvE9URAiCIAiC8E1u3brFnTt3vvumEqBChQrUq1dPPHATBCFXk8vleHp60rt3b4yNjb+rrA9T4oSHh6soQiE/kUqlODk5Ub58+e8uSyKRcPv2bW7duqWCyIT8RiqVYmVlRfv27b+7LIlEQkREBHv37lVBZEJ+s3XrVhISEnBxcfnusnr06IGxsTGenp4qiEwQ8gdRESEIgiAIwjfx8PDAxsaG1q1bq6Q8iUTC8ePH8fPzU0l5giAI2e3kyZP4+fmppIIWYODAgchkMjZv3qyS8oT8w8/Pj3/++Udlx2KbNm0oUqSIaDAgfLWEhAQ2bdqEi4sL2tra311e6dKladiwoTgWhW/i4eFBu3btsLGx+e6yDA0N6dOnD97e3shkMhVEJwh5n6iIEARBEAThq8XGxrJlyxZcXV3R0tJSSZm9evXC0NAQb29vlZQnCIKQ3aRSKRUqVKBu3boqKa9w4cJ06NABDw8PFAqFSsoU8gcvLy8MDQ2/O0VYCi0tLVxdXdm8ebNIiSN8lX379hEWFqaySjFQDlp96tQpnj17prIyhbzvzp073Lx5U+XH4uvXrzl+/LjKyhSEvExURAiCIAiC8NV2797N+/fvcXNzU1mZRkZG9OrVC09PT9GqSBCEXCc0NJS9e/eqJO/0hyQSCXfv3hUpcYRMk8lkeHl50bt3b4yMjFRWrpubG+/fv2f37t0qK1PI+zw8PGjQoAFly5ZVWZndunXDxMQELy8vlZUp5H1SqRRra2vatm2rsjJr1qxJpUqVxBg6gpBJoiJCEARBEISvJpVKadKkCSVLllRpue7u7vj7+3Py5EmVlisIgpDVNm3ahEKhYMCAASott1WrVtja2oqHHEKmnThxAn9/f9zd3VVabqlSpWjcuLFIiSNk2osXLzhx4oTKj0UDAwP69euHl5cXycnJKi1byJvi4uJUmiIsRYECBXB3d+fAgQO8fftWZeUKQl4lKiIEQRAEQfgqT5484ezZsyq/qQSoU6cOFSpUEA85BEHIVRQKBR4eHnTq1AlLS0uVlp2SEmfLli3ExsaqtGwhb5JKpTg6OlK7dm2Vl+3u7s6ZM2d4+vSpyssW8h4vLy+MjY3p3r27ysuWSCQEBgZy7NgxlZct5D179+4lIiJCpWmZUvTr1w8NDQ02bNig8rIFIa8RFRGCIAiCIHwVT09PChYsSJcuXVRedkqror179xISEqLy8gVBELLC9evXefDgQZZU0IIyJU5kZCS7du3KkvKFvOPdu3fs27cPd3d3laYIS9G1a1dMTU3x9PRUedlC3pKSIqxv374YGhqqvPzq1atTtWpV0VtMyBSpVErDhg0pXbq0yss2Nzena9euSKVSMZ6TIHyBqIgQBEEQBCHTkpOT8fb2pn///ujr62fJOlLSmmzatClLyhcEQVA1qVSKnZ0dzZs3z5LyS5QoQdOmTUVvMeGLUn47+/fvnyXl6+vr079/f7y9vUVKHOGzjh8/zuvXr7OkBTooG69IJBIOHTpEUFBQlqxDyBueP3/OqVOnsqyxACh76Dx69IhLly5l2ToEIS8QFRGCIAiCIGTakSNHCAoKyrKbSgALCws6deqEh4eHaFUkCEKOFxMTw9atWxk0aBCamppZth6JRMK5c+fw9fXNsnUIuVtKirDOnTtjYWGRZeuRSCS8efOGo0ePZtk6hNxPKpVSqVIlatasmWXr6NevH5qamiIljvBZnp6emJiY0K1btyxbR9OmTXFwcBANBgThC0RFhCAIgiAImSaVSqlRowZVq1bN0vW4u7vz77//cu3atSxdjyAIwvfauXMn0dHRDBo0KEvX07VrV8zMzERKHOGTrl69ysOHD7O01S9AtWrVqF69unjgJnzS27dv2b9/f5alCEthZmZGt27dREoc4ZNSenP369cPAwODLFuPhoYGbm5ubN++ncjIyCxbjyDkdqIiQhAEQRCETHnz5g2HDx/O0t4QKZo3b46dnZ3I+ysIQo7n4eFB8+bNcXBwyNL16Onp0a9fP9avX09SUlKWrkvInTw8PLC3t8+yFGEfSkmJ8+bNmyxfl5D7bNy4EQ0NDfr165fl65JIJPj6+nLx4sUsX5eQ+xw7doyAgIBsuX9xdXUlLi6O7du3Z/m6BCG3EhURgiAIgiBkyvr169HR0aFPnz5Zvi5NTU3c3NzYtm0b0dHRWb4+QRCEb/Ho0SMuXryY5S3QU7i7uxMUFMSRI0eyZX1C7hEVFcW2bdtwc3NDQyPrb/P79u2Ltra2SIkjfEShUCCVSunatSvm5uZZvr7GjRtTokQJ0XhFyJBUKqVq1apUr149y9dlZ2dH69atRW8xQfgMUREhCIIgCMIXpdxUdu/enYIFC2bLOgcNGkRMTAw7duzIlvUJgiB8LalUirm5OZ06dcqW9VWpUoUaNWqIhxzCR3bs2EFsbGyWpwhLUbBgQbp37y5S4ggfuXz5Mj4+PtnSAh3SUuLs3LmT9+/fZ8s6hdwhODiYgwcPIpFIsjRF2IckEglXr17lwYMH2bI+QchtREWEIAiCIAhfdO7cOZ4+fZptN5UAxYoVo0WLFuKBmyAIOVJSUhIbNmxgwIAB6OrqZtt63d3dOXz4MIGBgdm2TiHnk0qltGzZEnt7+2xbp0Qi4cmTJ5w/fz7b1inkfFKpFAcHB5o2bZpt63R1dSU+Pp5t27Zl2zqFnG/Dhg1oampmS4qwFB06dMDS0lLcvwjCJ4iKCEEQBEEQvkgqlVKqVCkaNmyYreuVSCRcunQJHx+fbF2vIAjClxw6dIi3b99mawUtQJ8+fdDV1WX9+vXZul4h53r48CGXL1/O9mOxUaNGlCpVSjxwE1JFRUWxffv2bEsRlsLW1pY2bdqIY1FIldKbu1u3bpiZmWXbenV0dBg4cCAbNmwgISEh29YrCLmFqIgQBEEQBOGzIiIi2LlzZ7Z2a07RqVMnzM3NxY2lIAg5joeHB3Xq1KFixYrZul5TU1N69OiBVCpFLpdn67qFnEkqlWJhYUHHjh2zdb0FChQQKXGEdLZv305cXByurq7Zvm53d3euX7/OvXv3sn3dQs5z8eJFHj9+nO0VtKBsSBUWFsb+/fuzfd2CkNOJighBEARBED5r69atJCUl4eLiku3r1tXVZcCAAaxfv57ExMRsX78gCEJGXr9+zd9//62WBxygfMjx7Nkzzp07p5b1CzlHYmKiWlKEpXBxcSExMZGtW7dm+7qFnMfDw4NWrVphZ2eX7etu164dhQsXFo1XBEBZQVuiRAkaN26c7esuX748Tk5OYgB1QciAqIgQBEEQBOGzPDw8aNeuHUWKFFHL+iUSCSEhIRw8eFAt6xcEQfh/3t7e6Onp0atXL7Ws39nZmdKlS4uHHAIHDhwgJCREbZViNjY2tG3bVhyLAg8ePODq1atqOxa1tbUZOHAgGzduJD4+Xi0xCDlDZGQkO3bsyPYUYR+SSCScOHGCly9fqmX9gpBTiYoIQRAEQRA+6fbt29y6dQt3d3e1xVCxYkXq1KkjWrgJgpAjyOVyPD096dWrFyYmJmqJoUCBAkgkEnbv3k14eLhaYhByBqlUSt26dXF0dFRbDO7u7ty8eZM7d+6oLQZB/aRSKZaWlnTo0EFtMUgkEsLDw9m3b5/aYhDUb9u2bcTHx6slRViKnj17YmhoiJeXl9piEIScSFRECIIgCILwSVKplCJFitCmTRu1xiGRSPj777959eqVWuMQBEE4ffo0L168UFur3xQuLi4kJSWxZcsWtcYhqI+/vz/Hjh1T+7HYtm1brK2tRYOBfCwhIYGNGzcycOBAdHR01BZH2bJladCggeihk895eHjQpk0bbG1t1RaDkZERvXv3xsvLC5lMprY4BCGnERURgiAIgiBkKC4ujs2bN+Pq6oqWlpZaY+nduzcGBgZ4e3urNQ5BEASpVEq5cuVwcnJSaxzW1ta0b99ePPzNx7y9vTEwMFBbirAUWlpauLq6smnTJuLi4tQai6AeBw4cIDQ0VO2VYqDsoXPy5ElevHih7lAENbh//z7Xr19Xa2/uFO7u7rx69YoTJ06oOxRByDFERYQgCIIgCBnau3cvERERuLm5qTsUjI2N6dmzJ56ensjlcnWHIwhCPhUWFsaePXuQSCQUKFBA3eEgkUhSU+gJ+cuHKcKMjY3VHQ5ubm5ERESIlDj5lIeHB05OTpQvX17dodC9e3eMjY1FSpx8SiqVYmVlRbt27dQdCrVr18bR0VH00BGED4iKCEEQBEEQMuTh4UHjxo0pVaqUukMBlK2KXr58yalTp9QdiiAI+dTmzZuRyWQMHDhQ3aEA0KZNG4oUKSJ6ReRDJ0+exM/PL0e0+gUoXbo0jRo1Eg/c8iE/Pz/++eefHHMsGhoa0rdvX5ESJx9KSRHm6uqKtra2usOhQIECuLu7s3//ft69e6fucAQhRxAVEYIgCIIgfOTZs2ecPn06R3SxT1GvXj3KlSsnHnIIgqAWCoUCDw8POnbsiJWVlbrDAdJS4mzevFmkxMlnPDw8KF++PHXr1lV3KKkkEgmnTp3i+fPn6g5FyEZeXl4YGhrSo0cPdYeSSiKR8Pr1a44fP67uUIRstG/fPsLCwnJEb+4U/fv3B2Djxo1qjkQQcgZRESEIgiAIwkc8PT0xNTWlW7du6g4lVUqror179xIaGqrucARByGdu3rzJvXv3clQFLShT4rx//57du3erOxQhm4SEhLBv3z7c3d1zRIqwFN26dcPExARPT091hyJkE5lMhpeXF3369MHIyEjd4aSqWbMmlSpVEo1X8hkPDw8aNGhA2bJl1R1KKgsLC7p06YJUKkWhUKg7HEFQO1ERIQiCIAhCOsnJyXh7e9OvXz/09fXVHU46AwYMQC6Xs2nTJnWHIghCPiOVSrG1taVVq1bqDiWdUqVK0bhxY5GeKR/ZtGkTCoWCAQMGqDuUdAwMDOjXrx/e3t4kJyerOxwhG5w4cQJ/f/8cV0Gb0njlwIEDvH37Vt3hCNngxYsXnDhxIsekCPuQRCLh4cOHXLlyRd2hCILaiYoIQRAEQRDS+fvvvwkMDMxxN5UAVlZWdOzYEQ8PD9GqSBCEbBMbG8uWLVsYNGgQmpqa6g7nIxKJhDNnzvD06VN1hyJkMYVCgVQqpWPHjlhaWqo7nI9IJBICAgI4duyYukMRsoFUKsXR0ZHatWurO5SP9OvXDw0NDTZs2KDuUIRs4OXlhbGxMd27d1d3KB9p3rw59vb2osGAICAqIgRBEARB+D9SqZRq1apRvXp1dYeSIXd3dx48eMD169fVHYogCPnErl27iIyMzFF5pz/UrVs3TE1NRUqcfODatWs8ePAgR7b6BahevTpVq1YVD9zygXfv3uXIFGEpzM3N6dq1q0iJkw+kpAjr27cvhoaG6g7nIxoaGri5ubFt2zaioqLUHY4gqJWoiBAEQRAEIVVQUBAHDx7Mkb0hUrRs2ZKiRYuKhxyCIGQbDw8PmjVrRvHixdUdSob09fVFSpx8QiqVYmdnR4sWLdQdSoYKFCiARCLh4MGDBAcHqzscIQulpMlMGYw3J5JIJDx69IhLly6pOxQhCx0/fpzXr1/n6PuXQYMGERsby44dO9QdiiColaiIEARBEAQh1YYNG9DW1qZv377qDuWTNDU1GTRoEFu3biUmJkbd4QiCkMf5+vpy/vz5HNsCPYW7uztv3rzh6NGj6g5FyCLR0dFs3bo1x6YIS9GvXz80NTVFSpw8LCVFWJcuXbCwsFB3OJ/UtGlTHBwcROOVPE4qlVK5cmVq1qyp7lA+yd7enpYtW4pjUcj3REWEIAiCIAhA2k1lt27dMDMzU3c4nzVo0CCioqLYuXOnukMRBCGPk0qlmJmZ0blzZ3WH8lnVqlWjWrVq4iFHHrZz505iYmIYNGiQukP5LDMzM7p16yZS4uRhV69e5d9//83RLdAhLSXO9u3biYyMVHc4QhZ4+/YtBw4cQCKR5MgUYR+SSCRcvnyZhw8fqjsUQVAbUREhCIIgCAIAFy5cwNfXN8e3+gUoXrw4zZs3Fw/cBEHIUklJSaxfv54BAwagp6en7nC+yN3dnUOHDvHmzRt1hyJkAalUSvPmzXFwcFB3KF/k7u7O48ePuXjxorpDEbKAVCqlWLFiNG/eXN2hfJGrqyvx8fFs375d3aEIWWDjxo1oaGjk6BRhKTp27IiFhYW4fxHyNVERIQiCIAgCoLypLFmyJI0aNVJ3KJkikUi4cOECjx49UncogiDkUYcPHyY4ODjHt/pN0bdvX7S1tUVKnDzIx8eHixcv5ppjsVGjRpQoUUI8cMuDoqOj2bZtG4MGDUJDI+c/UrKzs6NVq1biWMyDPkwRVqhQIXWH80W6uroMGDCADRs2kJiYqO5wBEEtcv6vhiAIgiAIWe79+/fs2LEDNze3HN+tOUXnzp0pVKgQnp6e6g5FEIQ8SiqVUrNmTSpXrqzuUDKlYMGCdO/eXaTEyYM8PT0pVKhQjk8RliIlJc6OHTtESpw8ZseOHbkiRdiHJBIJV69e5cGDB+oORVChy5cv4+Pjk2sqaEF5LIaEhHDgwAF1hyIIaiEqIgRBEARBYNu2bSQkJODq6qruUDJNT0+P/v37s379epKSktQdjiAIeUxAQABHjhzJFenqPiSRSHjy5Annz59XdyiCiiQmJqamCNPV1VV3OJmWkhJn27Zt6g5FUCEPDw9atmyJvb29ukPJtA4dOmBpaSl6ReQxUqkUBwcHmjZtqu5QMs3R0ZG6devi4eGh7lAEQS1ERYQgCIIgCHh4eNC2bVtsbGzUHcpXkUgkvH37lkOHDqk7FEEQ8pj169ejq6tL79691R3KV2nUqBGlSpUSDznykEOHDvHu3btc1eoXwNbWljZt2ohjMQ95+PAhly9fznXHoo6ODgMHDmTDhg0kJCSoOxxBBaKioti+fTtubm65IkXYhyQSCcePH8ff31/doQhCtstd31ZBEARBEFTu7t273LhxI9e1+gWoXLkytWrVEg85BEFQKblcjlQqpWfPnpiamqo7nK9SoEAB3Nzc2LVrFxEREeoOR1ABDw8PateuTaVKldQdyldzd3fn+vXr3Lt3T92hCCoglUqxsLCgY8eO6g7lq0kkEsLCwti/f7+6QxFUYPv27cTFxeWq3twpevXqhYGBAV5eXuoORRCynaiIEARBEIR8TiqVUrhwYdq2bavuUL6JRCLh77//JiAgQN2hCIKQR5w9e5bnz5/nula/KVxcXEhMTGTr1q3qDkX4Tq9fv+bYsWO59lhs164dhQsXFilx8oDExEQ2bNiQ61KEpShfvjxOTk6i8Uoe4eHhQatWrbCzs1N3KF/N2NiYXr164eXlhVwuV3c4gpCtREWEIAiCIORj8fHxbNq0CVdXV7S1tdUdzjfp06cPenp6eHt7qzsUQRDyCKlUSpkyZWjQoIG6Q/kmNjY2tG3bVjz8zQO8vb3R09PLdSnCUmhra+Pi4sKmTZuIj49XdzjCdzh48CAhISG5tlIMlD10Tpw4wcuXL9UdivAdHjx4wNWrV3Nlb+4U7u7u+Pn5cfLkSXWHIgjZSlRECIIgCEI+tnfvXsLDw3Fzc1N3KN/MxMSEHj16IJVKRasiQRC+W3h4OLt27UIikVCgQAF1h/PN3N3duXnzJnfu3FF3KMI3+jBFmImJibrD+WZubm6EhYWxb98+dYcifAcPDw/q1q2Lo6OjukP5Zj169MDQ0FCkxMnlpFIplpaWtG/fXt2hfLO6detSvnx50UNHyHdERYQgCIIg5GNSqZSGDRtSpkwZdYfyXdzd3Xnx4gVnzpxRdyiCIORyW7ZsQSaTMXDgQHWH8l3atm2LtbW16BWRi50+fZqXL1/m6la/AGXLlsXZ2Vkci7nYq1evOHbsWK4/Fo2MjOjTpw9eXl7IZDJ1hyN8g4SEBDZu3IiLiws6OjrqDuebFShQAHd3d/bt20dISIi6wxGEbCMqIgRBEAQhn3rx4gUnT57M1V3sU9SvX5+yZcuKVkWCIHw3Dw8P2rdvj7W1tbpD+S5aWlqpKXHi4uLUHY7wDTw8PChbtixOTk7qDuW7SSQSTpw4wYsXL9QdivANvLy8MDAwoGfPnuoO5btJJBJevXrFiRMn1B2K8A0OHDhAaGhonrh/GTBgAAqFgk2bNqk7FEHINqIiQhAEQRDyKU9PT0xMTOjevbu6Q/luBQoUQCKRsGfPHsLCwtQdjiAIudStW7e4c+dOnnjAAcoHbhEREezdu1fdoQhfKTQ0lD179uDu7p6rU4Sl6N69O8bGxiIlTi4kl8vx9PSkd+/eGBsbqzuc71a7dm0cHR1F45VcysPDAycnJ8qVK6fuUL6bpaUlnTp1QiqVolAo1B2OIGQLUREhCIIgCPmQTCbDy8uLvn37YmBgoO5wVGLgwIHIZDI2b96s7lAEQcilPDw8sLGxoXXr1uoORSVKly5Nw4YNRUqcXGjz5s3I5fJcnyIshaGhIX379hUpcXKhkydP4ufnl2cqaFNS4uzfv593796pOxzhK/j5+fHPP//k+hRhH5JIJDx48IBr166pOxRByBaiIkIQBEEQ8qFjx44REBCQZ24qAQoXLkyHDh3w8PAQrYoEQfhqsbGxbNmyBVdXV7S0tNQdjsq4u7tz6tQpnj17pu5QhExSKBR4eHjQsWNHrKys1B2OykgkEl6/fs3x48fVHYrwFaRSKRUqVKBu3brqDkVl+vfvD8DGjRvVHInwNby8vDA0NKRHjx7qDkVlWrRogZ2dnWgwIOQboiJCEARBEPIhqVRKlSpVqFGjhrpDUSmJRMK9e/e4efOmukMRBCGX2b17N+/fv8fNzU3doahUt27dMDExESlxcpEbN25w//79PNVYAKBmzZpUrlxZPHDLRUJDQ9m7dy8SiSRPpAhLYWFhQZcuXURKnFwkpTd3nz59MDIyUnc4KqOpqcmgQYPYunUr0dHR6g5HELKcqIgQBEEQhHwmODiYAwcO5LmbSoBWrVphY2MjHnIIgvDVpFIpTZo0oWTJkuoORaUMDAzo168fXl5eJCcnqzscIROkUim2tra0atVK3aGoVMp4Tvv37+ft27fqDkfIhE2bNqFQKBgwYIC6Q1E5iUTCw4cPuXLlirpDETLhxIkT+Pv757kKWoBBgwYRExPDzp071R2KIGQ5UREhCIIgCPnMxo0b0dTUpF+/fuoOReW0tLQYNGgQW7ZsITY2Vt3hCIKQSzx58oSzZ8/mqbzTH5JIJAQGBnLs2DF1hyJ8QUxMDFu2bGHQoEFoamqqOxyV69+/P5qamiIlTi6QkiKsU6dOWFpaqjsclWvevDnFihUTjVdyCalUSsWKFaldu7a6Q1E5BwcHmjdvLgZQF/IFUREhCIIgCPlIyk1l165dKVSokLrDyRJubm5ERkaya9cudYciCEIu4enpScGCBenSpYu6Q8kS1atXp2rVquIhRy6wa9cuoqKiGDRokLpDyRKFChWiS5cuYjynXOD69es8ePAgT7ZAB9DQ0GDQoEFs27aNqKgodYcjfMa7d+/Yt29fnuzNnUIikXDp0iV8fHzUHYogZClRESEIgiAI+cilS5d4/Phxnr2pBChRogRNmzYVLdwEQciU5ORkvL296devH/r6+uoOJ0ukpMQ5dOgQwcHB6g5H+AypVEqzZs0oUaKEukPJMhKJhEePHnH58mV1hyJ8hlQqxc7OjhYtWqg7lCwzaNAgYmNj2bFjh7pDET5j06ZNQNog43lR586dKVSoEJ6enuoORRCylKiIEARBEIR8RCqVUrx4cZo0aaLuULKURCLh3Llz+Pr6qjsUQRByuCNHjhAUFJRn0zKl6NevH5qammzYsEHdoQif8PjxY86fP5+nGwsANG3aFAcHB9FgIAeLiYlh69ateTZFWAp7e3tatmwpjsUcTKFQIJVK6dKlCxYWFuoOJ8vo6uoyYMAA1q9fT2JiorrDEYQsIyoiBEEQBCGfiIyMZPv27bi5uaGhkbcvAbp27YqZmZloVSQIwhd5eHikpi7Ky8zMzOjWrZtIiZODeXp6YmZmlmdThKXQ0NDAzc2N7du3i5Q4OdTOnTuJjo7OsynCPiSRSLh8+TIPHz5UdyhCBq5evcq///6b5ytoQXksvnv3jkOHDqk7FEHIMnn7KYQgCIIgCKm2b99OfHw8rq6u6g4ly+np6dGvXz+8vb1JSkpSdziCIORQgYGBHDlyJM/3hkjh7u6Or68vFy9eVHcowv9JSkrC29ub/v37o6enp+5wspyrqytxcXFs375d3aEIGfDw8KB58+Y4ODioO5Qs17FjRywsLESviBxKKpVSrFgxmjdvru5QslylSpWoXbu2GM9JyNNERYQgCIIg5BMeHh60bt2aokWLqjuUbOHu7k5wcDBHjhxRdyiCIORQ69evR1tbmz59+qg7lGzRqFEjSpQoIR5y5ECHDx/m7du3+aZSzM7OjlatWoljMQd69OgRFy9ezDfHYkpKnA0bNoiUODlMdHQ027ZtY9CgQXm+N3cKd3d3jh07xqtXr9QdiiBkifzxTRYEQRCEfO7+/ftcu3Yt39xUAlSpUoUaNWqIhxyCIGRIoVDg6elJjx49KFiwoLrDyRYpKXF27tzJ+/fv1R2O8AEPDw9q1qxJ5cqV1R1KtnF3d+fq1as8ePBA3aEIH5BKpZibm9OpUyd1h5JtJBIJISEhHDhwQN2hCB/YsWMHMTEx+SJFWIpevXqhp6eHt7e3ukMRhCwhKiIEQRAEIR+QSqVYWVnRvn17dYeSrSQSCUeOHCEgIEDdoQiCkMOcO3eOp0+f5ou80x9ydXUlPj6ebdu2qTsU4T8BAQEcPXo03x2L7du3x9LSUqTEyUESExPZsGED/fv3R1dXV93hZBtHR0fq1q0rGq/kMB4eHrRs2RJ7e3t1h5JtTExM6NmzJ56ensjlcnWHIwgqJyoiBEEQBCGPS0hIYOPGjbi4uKCtra3ucLJVnz590NXVxcPDg1WrVokBWgVBSOXh4UGpUqVo2LChukPJVra2trRp00Y8/M0BFAoFq1evZt26dejq6uabFGEpdHR0cHFxYePGjSQkJKg7nHxv69atbNy4kbdv3+a7SjFQ9tA5fvw4/v7+6g5FAB4+fMjly5fzVW/uFO7u7rx8+ZKtW7eyZ88edYcjCColKiIEQRAEIY/bt28fYWFhuLm5qTuUbHf58mUaNGjA6tWrGTp0KKGhoeoOSRCEHCAiIoJdu3YhkUgoUKCAusPJdu7u7ly/fp179+6pO5R8LSQkhJ9++onVq1fj7OzMpUuX1B1StpNIJISGhrJ//351h5LvjRgxgkWLFlGxYkXu3r2r7nCyXc+ePTEwMMDLy0vdoQgoe3NbWFjQsWNHdYeS7R4/foyDgwPz5s1j3Lhx6g5HEFRKVEQIgiAIQh4nlUqpX78+5cqVU3co2e7kyZOcPHmSoKAgNDQ0MDMzU3dIgiDkAFu2bCEpKQkXFxd1h6IW7dq1o3DhwqJXhJoVKlQIDQ0NgoODOXHiBKdOnVJ3SNmuXLlyODk5iWMxBzAzM+Px48c8efIkX6ZuMzY2plevXnh5eYmUOGqWkiJswIAB6OjoqDucbOft7U1wcDA+Pj7i3kXIc0RFhCAIgiDkYS9fvuTEiRP5slszwIIFC/jhhx8AZQoITU1NNUckCEJOIJVKadeuHUWKFFF3KGqhra2Ni4sLmzZtIj4+Xt3h5FuampqpD9kGDx7M/Pnz1RyReri7u/PPP//g5+en7lDyNZlMBoCzszPbt29XczTq4e7ujp+fHydPnlR3KPnawYMHCQkJyZcpwgAOHDhA1apVUSgUJCYmqjscQVCpAgqRLFkQBEEQ8qSaNWtSokQJ/v77bwIDAzEyMlJ3SGqhUCgYOHAgz58/5+LFi+oORxAENZo5cyY3b97k4MGD7Nu3j06dOqk7JLV59OgR5cuXp1evXmhqarJ582Z1h5Qv1a9fnxIlSrBhw4Z8mSYMICoqChsbG9q2bcuzZ8+4ceOGukPKlwYMGMDLly85depUvhtTLIVcLqdixYrY2dlx7949nj59iqGhobrDyjdCQ0OpUKEC5cqVIzExkUuXLuXb82J8fDzOzs7UqlWLlStXqjscQVAZUREhCIIgCHlUsWLFCA8Pp0iRIpibm+fL3NOCIAgfGjVqFBs3bkShUKBQKLh37x729vbqDivbJSUlYWdnh66uLnFxcVSvXp2///5b3WEJ+ZSTkxOhoaG8efOGQoUK8fLlS3WHJORTrq6uXLp0iefPnyOTyYiJicHAwEDdYeUbwcHBWFtbA1C6dGlat27NsmXL1ByVIAiqJFIzCYIgCEIepa+vT1RUFM+fP2f06NHqDkcQBEHtzM3NCQ8PJyIigi5dumBra6vukNRCW1ubkSNH4u/vz7t37/JtjzkhZxg9ejTPnz8nKioKfX19dYcj5GODBw/m7du3yGQy9PT0RCVENrOwsEjtAREREcGgQYPUHJEgCKomKiIEQRAEIY+SyWRoaGhw5MgRevbsqe5wBEEQ1C4hIQFQPmzy9PTM1+PGTJ48mb/++guAuLg4NUcj5Gc9e/bk8OHDaGhokJycrO5whHzMycmJCxcuoK+vj5aWlrrDyXc0NTXR1tbG2NiYS5cuUa1aNXWHJAiCionUTIIgCIKQR925c4eEhATq1Kmj7lC+ib+/PyEhIeoOI8tYWFjky5QwgqBOMTExHDx4kN69e6s7lBzj6NGjqTnRc7O8/puRVXLSb9HVq1fR1dWlatWq6g4ly+W34zUnHWeZ8ezZM16+fEmzZs3UHUq+c/ToUSpVqkTRokXVHcpXEd9pQcgcUREhCIIgCEKO4+/vT7ny5YmLjVV3KFlG38CARz4+4iJeEAThO/n7+1O+XDliRc+Or2agr4/Po0fitygb+fv7U758eWLz8DXO/zMwMMBHXPMIeZT4TgtC5om+ZoIgCIIg5DghISHExcbScvwqzOzLqDsclQv39+X4op8ICQkRF/CCIAjfKSQkhNi4OFYPa0cZW3N1h5Nr+AaE8uOKw+K3KJuFhIQQGxvLn2vXU6pMOXWHk+We+j5i9GAXcZwJeVbKd3rC757YlSyr7nCy3Ktnj1n4s5v4TgvfRFRECIIgCIKK5LcuuZD13XLN7MtgVarKZ+eJDPbn3783Uc9lMnJZMif/HE2Ln//65PzJifFo6eh9tkz/22d5duEA0SGB1Oo7Huuy1QFIio/l7MqJxIQH02n2dgAuSmeSGBvJ63sXaT99I75n9hAR8AwdA2Pq9P8FAzOrr9xqQchb8tu58XvOi/ltX32Lz+3fMrbmVCleOJsjUlIoFKmDrGY0LUkmR0fry2OSPA4IpdOsbTxY+RNammlDOs7YfIa4xGSKFDJmdKc6DFt1BF1tTQpQgAWDmqebN7vlpeM2O9ONlCpTjkpVq6u83C8ei0lJ6OjofLaM/bu2sUm6hlG/TKVB47T0RL4+/7J04VxMCxakfZeeODVsTOcWDahQsTL2DiX4cdQ4lW7L5+Sl4y6zsuL4FPtRdexKlqV0RdWPa/Gl73RyUhLaX/hOb/7rN0KCAoiNjmLMvJXoGRgC8C7wNRuXzSEpMZFflngCMLp7Y0qUr0QRu+L0GDxWtRsj5HuiIkIQBEEQVCA/dskF9XTL9flnK4EPrmBsVRTTIg4UcfzyGBhx70N5fGonb5/do0oHdwqX/fyNv321RthXa8S7p/cIenwztSJCW8+A5mOXcXzhj6nz1pdMRyGXc3SeBLOipdHQ1EJDUxstHT10DU2/b2MFIZfLD2nW/t+3pl1T/o6UIzZWpBf6HAMDfXx8VJdKaNfFh1x8+AoTA11m9mvMkL8OsWZ4ezaeukdx64IoFLDj/L8Y6+tiaqhL/yaV8Tpxh3fvY+jTsCI25sYMW3mEJlWK81PbGujraKeWHRAaybZz//LsTTgTujnhULjgZ2ORyeVsPHWXJlUc0n3+6t17tLQ0WdCvMaPXHiM+MRk9HS0UCgUWpgZqr4TIS99xdaZN3LdzK1cunMXYxJQpsxcwavBAlq7dwNYNUhyKl0KhULBn+yaMjU0wMS1I74FubPRcQ8jbYHr0HYi1TVF+/smNhs1a4j50FHr6+qllB75+xe5tm3jx1JfRE6dh71Dis7F06t6bxISEjz4/c+I4g0eMoVLVGox0H4BTw8bo6xuQmJiITdHsG2cmrx13maXq4zO//u6o+nfkU04f2M69q+cwMDblh4nzWDDWjV+WeHJ0uxc2xUqCQsHJ/VswMDLB0NiU1j1dObxlHeEhb2nRbQAW1rb8Pv4Hajg3p4vbCHT10r7T7wJfc2LfZgJePKXfiMkUsS/+2Vj6DZ8EwF6vv/B78pCyVWoBYGlTlLHzV7NgrFvqvHr6BiQnJWJpk7vHjhJyJlERIQiCIAgqkNIlVzp3HGVL5I+LtsfPXyGZslgt3XKL1WxGKeeOHF88lCKOdfC7cYL4yFAyGvrq5NLRFKAAlTpIqNpFWYEQG/GOG9v+TDef06CpaOmmXeDfO+TJswsHaTR0wRfj8b99BruqzgDU7DWGAhoaPL14iMend1GhVb/v2FJByN1S0qz9+JsHtsXzfrqCgBePWT3J/ZvOi8rfkTjWTXajrH2RLIowd3vs/4Yf5nmq9HfnZXAE5ews6Fg74+Nz69kHLP+xNbeeBXHq7gu0NTVISpZRuKAR28//y5jOdXEsZsXYznXTLddrwS7KFbXApVkVSlibAcpUSN4n7qbOo6ejxa99Gqa+9zh2mwFNq7DswNV0ZQWFR2NbyBgAC1MDQqNiWTSoBRoaBVh5+DrnHvjRsGIxleyPr5XyHe80eQ3muTyVYqi/L/vnDVFbuhG/F88pW96Rtp26ZTh915b1LFrhwd1b1zl74jha2tokJSZiVbgIu7dtYtjYiZSvWJnhP09Mt5xLjw6UKVeBfoN+wKFEKUCZLmmz59rUefT09fll+twvxtilV1/+XDCbowf2Eh0dBcDmfX+joaHBsEF9adm2Y7oKkKySctw1+XkVBYuWzvL15QQRr59w+nfVpvVM+d1ZM6YbZYtaqqTMnO7x63cM+WN3tnzPA/2fU6yMI86tO2c4/Z89mxgzfzW+925y49x/3+mkJApZWXNy72Z6/TSB4uUr0XvohHTLTZN0xr50Bdr1lmDjUBJQpks6vNUjdR4dXX3cxs9Kt9z7sBCePbxLx4E/fTbueesPoaGhwbyRA6jXvH26ChBB+F6iIkIQBEEQVKhsCTuqlS/1Vcu8eRvKgVOXGdK7/UfTZixfz4wRLpkua8ofnsQnJFDEypxxbj3TTXv03J/W7pN4enwDT/wCWLX1AHK5HJ9n/pxcv5jxC9cSERmNkYEef0we+lXbkN3ksmTlv8lJABSr2TxdaqYPVW4vwffMbv49sh6H2i2xr9EUFArk8uTPrqNyezdKN+jIlY3zaTJi8Wfn9T2zh4ZDlDfwBTSULVMNTC2IfhfwLZsnCHmObfGyOFSomun5w9++4capg7ToPfijaTuXzaTHyOmZLmvrkqkkJcRjZlWEDpKf000LeP6IeW5tWXbCl7DgAJaN7U+JitWpVL85NZt24Pfh3SlU2BZ9IxN6j5md6XV+j7L2RahaRjUPR96ERHDwwm0Gd27y0bRZ0n38Kumc6bKmrdlNXEIiNhZmjO3bOt20x35vaDv2dx7vWEBQ6HsWbz5KeGQMjWuUo1fzuoxcshFjA30qFLfhh06Nv3OrVGtcVyfuvghmnOc/LHFvkZr+IjYxKd18KVkxdlz4l051y2JnYcLUjacBMNb/OCXG6E51OXjVl3XHbtGhdhnqlSuKAkiWy1PnkX/wN8B9v7f4vX3PrWdBbDh1F7cWyhQf1mZGHL/9HIDQyFjMjQ3Q0FAGZGFiQHR84vfviO9kbl+GImU+nUoxKuQNjy8cpmZn94+mnZbOoYlkaqbXdXLNdJIT4jG2KIJT39Gpn/97ajd+dy4Q+S6Q1qMWEfk2gAcnd5IYG41CLqfLNA9WDaxFsWrO2JStRtW2A75qG7PaqAlTuH/nFlPGDmfenyspgPL/OP7/Wv2nHKN7tm+mfZfu2NoVY/YUZUokIxOTj8odNuYXjh7Yg/eaFbTp2JXaTg2U6VxkaddBMpksUzFaWhVm7u9/ERsTw8TRysYdGv9d9xgZG5OYmJgtFREpChYtjcUXUnj+v5jQIF5eOYxjO8lH065vmEutgVMyXdZVr5kkJ8ZhWKgIVXuMSv381rbfiQkJJCkuCucRf/DO9zaPjm1ES8+Aih0HU7BoGc4s+QktXQO09Y2o98Ocr9oGVStb1JIqJW0yPf+bsEgOXfHhh7Yf90qevekE0/o3z3RZv3ore3kVMTdmTLe0itnd5+9z/v4LAkPfs3hwe/zehrP++E0M9XSN3DjcAADxOElEQVQY0r4uFYop0/D9su4wxga6TO2X+XVml37DJ/HkwW2W/zqKkXOWp353E+LT90BJ+X05uW8rDdt2pbCtPWvmKisUDYyMPyq314/juXBsH/s3rqJBq85UrFUfhUKBLDntOy3XTv+djgwPZd38yfw4bRGamp9PE5jynTYwMiY5KVFURAgqJSoiBEEQBCGbPXzqxyLpDkoXs+VlQBBTfuxHUEgY567fY/W2g1QrXwq5QsEvP/TG/83bTJfrH/gWbS1N5o75iWEzlxGfkIiervLhiEwmw2vPMZo7KVMMlS9pz7Kpwzl5+TaVyyofli+aoHzgN2L2chVvseq9vP4Pgf9ewaF2iy/Oa1myEpYlKyFLTODZ5SME+96iSPlaNP5MTwffM3t443OdxJhIHNsM5H3gC3zP7qFWn585u3Iiwb63uLLhN+oOnER8VDgAukbKNEw3diwlKvgV8dHhNB66UDUbLAh53OunPhzwWIx1sVK8C3hJ158mE/EuCJ/r5zm+ZTXFK1RFrlDQefAEQt68ynS5IYH+aGlp02fsHKQzhpOYEI+OrnKMGLlMxpnd3lRySnt4oatvQGJ8HJa2DgDo6Bkgl8sxs8r8Axp18nkRyOItRylV1Aq/oFAmubQnKPQ95+88Zs3e01QtY49crmDCgHb4B4dmulz/oFC0tTSZPaQPIxZvJD4xCb3/UhDJZHK8D5+nWU1HAIpaFeLPMf2Qy+X8vHQrVcsUo1KJoozq3Qr3eVJc2jZARzvn3IauP3mX50Hh6OtoYaSnQ6kiZvy5/yq3n7/B0d6SPo0qMmbdcfR0tLC3NKF2GVu8T9yl+BfSLNUrV5R65YoSHZ/IvsuPsDQ1pKytOQsHffph2V8/tgFg2KojDGxahRfB4ey++IhxXeuRJJMzZcMpilkVVPak2HSa2IRkouMTWTq4lSp3iUq8e+HDxS1/UKhoSd4H+ePs8gvRocH43bnA9b1rKVKmKgq5nAYDxhEZnPnv9PugV2hoadNqyEwOLx6Vbtwnx6bdcGzajUfnDxHq70vJ2s2xr1yP24fWY2yh/A5r6eqTnBBPQWv19CD5nC3e63jx7Cl6+voYGRlTvFQZVv6xkLu3blDOsTLd+7owcdSP6OnrU9TegRq167LJc21qL4dPqe3UgNpODYiJjubgnh1YWFlRumx5Zi9a9sllzp48zq6tGzE0NMLI2Ji42Dhe+7+ktlMDVv6xkNjYWIaNmUBUZCRTxw1HX9+AwtY2mJjmvJSUYX6PuLPzT0xtSxIV5EeNvhOIDQsm8P5F/j24DotSVVAo5FTv9TPR715nutyot6/Q0NSi/pD5nFs+Jt2xWL23stL7/v7VhPs/5sXlQ9QbPBdNbT2ueEyl3g9z0DE0pcHQRZz9c0SWbLcq+fi/Zcmuc5SyMccvOJyJvZsQHB7FhfsvWHv4KlVKFkGhUDCuZ2NevYvIdLn+byPQ1tJklmsrRq3Yn+63pZtzJbo5V+LQlYf4BoRw/IYv893boqujxRTpUZYN78yxG48pZ29FQMj7LNry73Nkm5SAl8/Q1dPHwNAY2+Kl2L56Mb73b1K8bEVadO3P0inD0NXTp3DRYlSoXpfDWzyUaZs+o2Kt+lSsVZ+4mGjOHt5FQQsr7EuVY9iMPz65zKJxEnT1DPBcNI0O/YcQGR5GcIAf9Vt2QrpwCr73brDPewUtug3gr+mj0dPXx9yqCIbGOe87LeRuOecKUBAEQRDyifX7jrNg/A/I5XJ+Xeqdblr96hUZ1q8TkikZt8D/a9M+/ALTKic6Nq2Hc81KALx5F0pRa2W3astCpoSEv099v3rbIQZ1bcUSr13pyttx9AzzxylbJ74MCOK3NVsxMTJUyXZmpXLNe2NfrVHq+3oukwHQ0NT65EDVmjq6lGnUJVPll2nclTKNu6b7rFYf5U1lo6Hz032uZ2yWbp01e45CEISvc3bvevqNn49CIWf7n7+mm1auRn1a9R/K6sk/ZLjs3xtXEBLon/q+RrMOlK/ZAIDwd28oZF0UAJNClkSFh2D+3/t/tq6hcTdXDnkqb9wtbOyZ6n2M+NgYPKYPZfii9Qxb6I2GhgYb508g+NVzCtt9Pq+6um04eoH5Q3sgVyiYvm5vumlOlUsztFszfpjnmeGyK3adwD8orXKig3M1GlRRptp5ExqBraUyvZClmTEhEVEUtSoEwJp9p3Ft58wf246lLnvqxkNW7j5J31b1qFLKjgPnbjF51U7ehkUSHhVD4UI558GGS7P0ranHdXVK9/55UDhWBQ0JCo+mfa0yOBQuSO0ytunmmdLL+ZPlG+np0L9J5a+KacVPbQEoXtiMcV3rATCjb6N088zq/3Evl5zkztFNtBg6F4VCzul16dOD2Fd2ona3H9k/78cMl722axURQWnf6bLO7SlWpT4AUaFvMLFU7n8DM0tiI0IwsSqaOu/5jYt4de8yHSauTP3s2fWTdP3VCwD3NWdQKOTsnuGKQ/W01tc5QV/X9Oe4URPSt8x/+fwploWtefsmkDYdOmPvUIKaddIfr+Onpt/XHzI0MqL3QLdPTv9Qo2YtadSs5f9/CsCCZWvSfbp07YZMlakuj//ZTD332SgUcq55p+/ZVqRiPSp2HMLp3zPuCXx//2qi36ZVlDnUbUuRSspjMTYsCMP/jkV9Uwvi34diZJl2boh/H0ro8/s4tv8BHQMTbmyaj76pBYmxUWjpGpAUH8vR6b2wKPl15wd12HTiJvPcWiNXKJi54Z9005wci/Fjh3oM+WN3hsuuOnAJ/7cRqe/b1y1P/YrK8QyCwiKxtVD+HliYGhLyPpailmm/D4u2n+HyQz9WjupKscJmzN1yEktTQ6JiE3gfHccVH38GtazJhhM3VbzFqtG2d/peNynjNKQIfPmMQpaFCX37hvotO1HEvjgVqqdP8+c6dsYny9c3NKJ1T9dMxTJbuu+T00b+XyO0lEGrBSErqG9UK0EQBEHI51K6537IUF/ZkiqjsQ5AOZClTCZLfX04XxFLcwKCQwAICX+PhVnahfy9x8+R7vqbm//64rXnbwDCI6NQKBSYmSi7/DrYWrNm1hiSk5MJDg1XzUZmgfIt+qSrhBAEIe/I6Lyoq28AfPq8KJfLkMmSU198MJ+ZZRHCgpW9viLDQzA2s0id5vf4Hqd3evH8wU1O7/ZOXbeuvkHqulLSExgXsiA+NkYFW5g9UlK6fMhQTxcABZ/ajwqSZfLUV7rfF/OCBLxT/i6ERERhUTAtVcT9p6/wPHiOm49e4n3oAgBNa1Zg128j2HvmJhoaGkx378K8n3pgYqiPhenHaSZyshLWZkzt5cxfP7b54mDTQkY+Pha19Qz+++vT32m5LO314Xfa2LwIUe8CAYiNCMGgoEW6ZZ0HjKexZCr3j28HIMTvMYVsS6LxXyqSAhoaaGhqoaGZ+9pkOpQoxYRps1m8UvrFwaaFjHx8LGrpfv5YVMjlyGXJqa8P5zIoZE1MiPJYjI8MRc/UPHVafGQYVzynU++HeWhoalKwaCmchy2mXMv+GJhZEfLsHoWKlaPNzO0kxrxP7V2b02X0G22gp+x9/anfFplcQbJcnvr68KfcupAJgaHK3gyh72OwMDVIt+z4Xo2Z2r85287cobStBX/81JEBLWpgZWbEtcevCImIYeGOM5y58yxdZUduYeNQEtefZ/LzgrVfHGxaEPKK3PfrKwiCIAi5nEvnlkxcvI5iNoUxMvi6nJujBnb95DR7GyuSkpOZsGgtDkWt0dPVYcy8lcwd48aaWWMAGDxtCYO6KnN77zhylu6tla0BI6NjmfnXehQK0NTUxKpQwW/bODWLDn3D80tHqNzh47y/l73nUs8183l/L0pnkJwQj6FFkXS9HHzP7OH1vQtEhwTSeNhCEqIieHB0AzFhQTi26k/xuq0/U6ogCBlp1MWFLYsnYWFjj56B0Vct29Zl5CenWdjYI0tOYtPCiVgVdUBHVw/vuWPpM3YOg2evBmDN1CE06eaK7+3LnNu3iaTEBOq16Q7A2mk/oq2jR4ECBShWttK3b2A2GdimAZNW7cS+sHlqxUNmjej56VR39tbmJMtkTFyxA4cilujpaDN26RbmDOnOql9cAfhxgTeu7Rtw6/FLth6/QlKyjEbVygEwaskmEpOS6dSwOpqauast3JuwaA7f8MW9ZfWPps3Zfp6pn+kN8f9mbD5DXGIyRQoZM7pTWm71PZd8uPDQn8DQaBa6Ncf/3XsW7rpEaZtCdG9QgXrlijJO+g9JMhmJyTJW/Ng2dYyInKpqm/6cWDUV08L2aOt9XU/Luj2Hf3KaqbUdclkS/6yYjFkRB7R09Ph76XiaDZnJ3WNbCfXzJT46ggYDxgNw9+8tVGnTD4Cw18+4uHkJFCiAQ7Wc1RsiM4LfBPL3oX24/PBx6/2Fs6cxYVrmx7GZ9+tE4uPisLaxZeiY9APhPnnsQ+/2zbnq48fzJ49ZunAupgUL0r5LT2o7NeDX8cpz7tmT//D3hZsYZzAuRU5StkU/rkh/xcjKDm39rzsWK3f59JhpxlZ2yGXJXF43FePCxdDS0ePiqgnUGTSDM0uGoqWrz7X1s3Fs50ZSfCy+J7eRHB9DLZdp6BkV5P6+lVxYOYHkhFh0DXNOL7GM9G9egylef2NvVRDDDMbE+Zzhnet/cpq9VUGSkuVMlh6lmLUZejrajFtziFmuLdly8g6+r98RERPHhJ6Nuf74FVtO3SYmPpHpA1pga2FKixpl8A8OZ8OJm9hbFfzOrcx+ocGBXDx+gI4DPu4d5v37dFx/npnpsjwWTCExPg7zwjb0+nFcumn+Tx8xoV9rNl98yusXT9i/YSUKuRy/Jz4s2XGKi8f3c+fSGfQNjT8a4FoQVE1URAiCIAhCNrMyL4iDrTVBIWG4dW1NMdvCTB8+EICGtZTdsz3njU/3b2bNGZ2+y/3/Dzq9dvbY1L8/HBzbxMiA3yf+9FXryglC/R5xY9sfFCxaksggf+r0n0BMWDCv713g3gEPLEtVAYWcWn1+Jupt5nNQRwa/QkNTm0ZDZ3By6eh0eX9T0jY9u3iY8FdPKFazGU1GLCY+KoKbO5eJighB+Aam5pZY2hYj4l0QTboPwtK2GD1GKFM0la+lfND7028e6f7NrP8fZNp1ypJ074fMUaYZKVOtHmWq1Us3LaWyIrewKmRCMWsLgsPe49rOmWLWFqkDUjtXLQuAx2RJun8za9bgbuneLxnVN9371f9VSFQv60D1sg7ppi0d2/+r1qVOj16F8Mf+K5S0NsPv3Xt+6V6f4PAYLjz0Z92xW1Qpbo1crmBc13q8epf5vOSv3r1HS0uTBf0aM3qtcnBWPR3l7XhXp/J0dSrPoeu+PAkIQ09HC31dLRKTZRQ1V/YgiY5PZPWwdkxaf5KYhKQMB8jOSQwLWWFqbU90WDDV2rlQ0NqexhJlY4BiVZWp0zpNXpPu38xqOnhGuvetRy0CoGanj4/pZkPSHuQVKlqSDr+s+Kp1qZOvz7/8tWQ+JUqW4ZXfC0ZP/JW3wUFcPn8W77UrqFS1OnK5nJHjJxPwyi/T5b7290NLW5tZs+bzy8ghxMfHo6envMaRyWRsXS+lYVNlxeSZE8cZPGIMlarWYKT7AJwaNmbeHyuJiowkIT4+x1dCABgUtMS4sD2xYcGUaz0Q48L21BqgTOlp81+apSY/r0r3b2bVcU2fSrD+T8qxwVrP2PbRvIXL1Uz3vun4tV+1LnWyKmhIMSszgsOjcGlZE/vCZqmDQzeopGzJv3ZM93T/ZtZMl/QpwBYPUd6fuLet/dG8tcraffTZh7HkdC99H7J99SJsHUoR9NqP/iOnEPYuiLtXznFg4ypKO1ZDrpDTd9hEggMyf98SHOCPlpYW7tOX8OfkoenGw5LJZBzd7kUNZ+U+Kla6PCNnL+fWhZOUKP9UOX2bJ8XLVcLMwipLtlsQPiQqIgRBEAQhm1mYmfLrsAHqDiNPeHhsE85D5qCQy7nklf5ho03FelTtPITjizKuYLmzd3W6ATJLOrXFtrLyhjQmLAgjS+XAlgamlsS9D8X4g7y/17YsJvDBFVqMU44N4Xt2L//+vZHa/b6u4kgQBCVjMwu6D5+m7jByPXNTI6a5dVJ3GLnapjP3mDOgCXKFgllbz6Wb5lTOjiFtavDjisMZLrv6yA3830Wmvm9XqzT1KygfnAWFR2NbSFmpYGFqQGhULLbmaQ9xF++5xOVHr1nxU1usTA2pX8GOoPBo5u+8yJ+DW2FtZkTP+buwNDXI8ZUQAAam5jR2y3wvROFj2zZ68eu835HL5SyYMTndtDpODXD7aSSjB7tkuKx05VJe+6dVTrRq35m6DZS9QIKDArGxVY6rYW5pRVjIO2yKKo/T9WtX0MdFwuo/lZU7XXr15c8Fszl6YC/R0VGp5R3YvY32XXuqbmOzkJ6pOTX7T/ryjMInmZsYMqVfM3WHkesd27meIVMWIJfL8VyUvhKrUq0GdHYdxsKfM24ksNfrL4ID0r7TTi06UrmOsqFGaPAbLIsov9MFzS15HxqCpY3y/cGNq2nTaxA71qZvhHH64HYGT17A+7B3JCclIZkwh/V/zOTVc1/sSpRR2TYLwv/LXf1iBUEQBEHAbfIilZV16sptRs75i24jZnDj/mMePvVj4IT5jJzzF2ev31XZerJaRjlrU3NQfyavvFyenPr6MLetYSFrokPeABD3PgT9D/L+AtTuO456LpN5dGIHAGUadaHTnB3cPyhVxeYIgvANVk1yV1lZcTFRbF40kQ2/jePxzYskxsfhOWskKydK2LPqN5WtJ6dxn6fac9i78Eiq9J/Ks4C3xCUkMmrJJiRzpfy2/qBK15MVMhpnw0BXG/jcOE7/lwv9g98VazMjAsOUD3JDI2MxN06fC31cVyem9HJm+/l/U9MuFTTUIz4pmdDIWKLjEtkxsTtlbc259yJYJduYk+2fN0RlZT2/cZptE3ty+7ByUOWXt89zaPFI9sxy4+Wtc19YWv0yusbRN1SmGPpkXn6ZnGRZcurrw2O2sLUNbwKVY+eEhbyjkIVl6rSH9++yxWsdd27dYOt6DyytCjP3978YOX4KJqZp6YPOnvwntddEXnf6d9X1GPY9sZVjs/pxfsU4wv0fA7B9SB3OrxjHo+ObVLaenGjwH7tUVlZUXAJTPI8yYe1hLv37kriEJEavPMAPS3axYNtpla0nq3zTeFgyGbLk5NTXh/OZFy7CuyDld/p9WAim5mlj5zzzucuRbVJ8797g6HblINRR78NRKMDY1Axj00KYWVoDYGRiRlxMFIKQlUSPCEEQBEHIBtuPnOH8jXuYGBkyb6yEFZv38zIgGAszE375oTd9f55L+ZL2PH7+Cuealbn+4DFdWzTAsZQDP0z7nY5NnQh7H5WuJ8WCddsICY8kOTmZ+eN+YPC0JdgWtqBp3Wo0d/o4l3VGmtatRtO61bjz6Bk37j8mJi6eUQO7Uq1CKQZNWkSjWlWyapeoRIVW/bmwdhrGhe2/Ou9v9W7DPjnNpLAd8uQkzq+Zgsl/OajPrJhAfckMfE5sI9zfl4ToCGr1HYf/zdO8uHac5PhYSjXs/J1bJAj5y6XDO/C5cR4DIxP6/DyXY5tW8i7ADyMzczoPnsDSMf0oWqo8Ac8fU76WM8/u3aB2y87YlXZkzZTB1GzWkej3Yel6U+xbu5Do8FCSk5PoN/431kwdgnlhWyrWa0olp8y16Dzz3+DVBQpoUNCqCDp6+rj9ugwA6cwRWbIvvtWOk9e4cOcxJob6zPmxOyt3n8TvTQjmpkZMGNCO/tNXU87BBl+/NzSoWoYbPi/p0qg6FUrYMuQ3Lzo4VyMsMiZdT4qFGw8T+j6aJJmM337qwZAF3hS1NKNJjQo0q1Uh07Et3/kPHZ2rAaCvq5Oaomnk7xtVuxNUqH/jykzdeBp7S1MM9b6u58Gw9rU+Oc3O0pQkmZwpG079j737Dovi6gI4/KN3UEBsiL0hdo29a6yxl1hRQGOJMfYaS2K6GkuiRkXsPXaNvffeETsovfe25ftjFSXqJ+rCAp73efYRdmfunL3OMLN7555DUYc8mBobMnb5QWb0bsz647e45x9OVHwSY7vUZc/F+xy69ojYxBQGtaqGrZUZqUolYzwPEhGbiNvnVT/2bWaKW4e34HvtFKYW1jQb/D0X/llMVKAv5jZ21O87hi3T+pGvWDnCfO9RtEp9ArwvU65RBxxKOLPz5yGUa9COhJiIdDMpTq2eRUJ0OCqlguZDZrLr16FY5ytM8eqNKVGzaYbiKlGjCQaGRkT4PwKgWNUGFKvagKS4aI4u+4Fi1bJnvYgv+w7gh8ljcHQqhrnl+9XOGTR85Ftfc3QqiiI1le8njsapWAlMTU2ZMmY4k7//lVkLNYORo4e40dPVA9/HD1n4x28kJCQw7HktiXvetylZugwGzwuAZ0cPjv1D4K3TGJtbU8ttOrd2/k1ssB8m1rZU6zGagz/1J69TOaKe3aNgxXqE+FyhRP322BYtz7E/hlGsTluSYyPTzaS4snE2yTERqBSp1Pb4gWN/fI2lfWEKV2mEY7UmGQtMXx8DY039HnPb/AAYmpihTEnEKn9RbXfDR9t8/Aanbz3GysKUH/q3ZPGus/gGR2Jnbc6Y7o3p98sGyjnl496zMOq5FOPyvWd0qFuBCkXzM3jeVr6oXZ6I2MR0sylmbTpGeEwCqUoVP7q1Ysi8rRS2t6FJ5ZI0rVoqQ3GtOnAJPfTQ19ejoK01ZiZGzB3aHoBv/9qRKX2hDS27ufL3jxPI7+iEmfn7fW7p4jHira/lL+yEUqHg75njKFCkOMYmpvw57Vs8JvzE6F81KcBmjRtE6x6aFL5Hd26kcVtNCi0jY2PKVKzG3zPHkZKSRGe37HWNI3IfGYgQQgghssDjZ4E4lypGp+aa1D8qlQorCzP2HDvPOI8eqFRqJg/uzYqt+7HLa83Cad8w4se/qFCqGC6li/N1n46M+30JEdGau1S8H/px/ro31SuU4VlwKMFhkcQlJNKyQQ0aVH9ZUDUkIorfl21KF8v337hi9koR0yUbd7P98BnmTBhMXhsrfl68ju2HTxMbn5AFPfNxzPPkw7pAUU2h6NauWOd3oo6rJn2BYyVNDurPxy1O929G1XOflu73xsM0eX8rtUtfhyOvYymcqmfwA6gQIp2QZ49xLOXMZy06AqBSqzC1sOTqsb10GDgWtVpFpyGTOLZ1BVZ57PCY8SdeM7+lSOkKFCnjQqu+w1jz2wTioiMA8H94lwfXz1OiQnXCg58RHRZMckIclRu0pFyN+mnbjQ4PZdeyWeli6T5iOsamZgAE+T6gbpvuOJWrxJrfxjNwxkIe37nK7uV/ULJi+jzfuvY4IJTyxQvTsaFmAFqlUmNpbsreMzcY26cNKpWaSa7tWLn3FHbWlvw5pi8j567DuURhKpRwZFjX5kz4axMRMfEA3H0SwIU7j6hWthj+oZEER8QQn5jM57UqUr9y6bTthkbGMGvtv+limT6wE2Ymmi/vtx27TNMazpy58SDt9av3fJm7fj81yhfP7G75YPlszCnqkIfgqDj6Na2MUz4bJj8vSF3f2QmAv79ul+7fjJreq1G6339309xR7v6fgYVSBW1pW7N0uufmDcr+9YciAx7jULw85RpqvhBUq1QYm1ty78w+6vUZjVqlpqHrBK7uXYW5tR1tx8zj37mjcSjhjEOJCnzWdQgH/5pEYkwkAKFP7vLszkUKla1KTKg/8REhpCTGU7JWC4pWflkANz4yVFOE+hVNBk7FyMTs/8Z7Zt1cqrbtp+Ve0B57h/wUcSpOSHAgvfp7UKRoMcZO0RSSrdNAsy/NW7Iq3b8ZNXFG+pldM2ctSPf77EWaO6eLFi/Jr/PT1/AoU74C46f9+F7by2oxQU/I61SO4vVe7ItqjMws8Tu/n6rdR6FWq6neaxx3D6zB1NqWhsP/4NSisdgWLY9tMWcqdhjM2aVTSIrV7IuRfj6E3L1EvtJViQvzJyEyhNTEeIrUaE5Bl7pp202MCuXa5rnpYqnZbwqGz/fF0o27UaZpD8IeXOfm9sXU6DOBznOPoFarOPSzG4UrN8iaDsqgJ0ERlC+an/Z1NQPQKrUaSzMT/r3ow+hujVCp1Uz4sgmrDl7Bztqc+cM6MHrxbioUzU+FYvkZ0r4ukzz/JTJW85ni7tMQLvg8pVqpwviHxRAcGUd8UgqfVy9NvQrF0rYbGhXHnC3pZytN7dsCs+ez0h4EhNOtYSUqlijIpGX/smB4R649CGDe1pNUL+OYNZ3zAfLaO1CgSFEiQoJo86UbBRyL0n/UdAAq19YMiI6fszzdvxnlPm5mut+/njE33e9jfntZk+S/xbE7Dfj6vbYlxMeQ1ExCCCFEFpgwqCd1qjoz4qe/8A8O49HTQKYO64tdHmuUShXmZibo6+tjZGSIlYU5xkZGJKekAqBQKjX/KpRp7anUKiqWKcHkIb1ZNP1bnAo54PnjGPyDw5k452VqDbVajVKpTPf4r0E92rHyl/EsWr+L/HZ5mTt5GBMG9cTG6v3uvtMFMxs7avebSLNv51GgbMZmgQghso+OX42nbNU6rJj5LRFB/gT7PaLr199hmccOlVKJiZkF+vr6GBoZY2ZpjaGRMYqUFABUSgUASkVqWnsqlQqnMhXpPHQSA2csxL6QE4N/WkZEsD/rZ7+aY12NUqlI93hVXodCmFvlwcTUHGWqpv3izlUZPmsVD65fyNxOeU/j+7aljkspRs5dh39oJI8CQvjOrQN2NpYoVSrMzYzR19fH2NAQKwszjI0MSX7+npQqFQCp6c4vaiqWdGRS/y/4a2w/nArYsXSSG/6hkUxe/DK1hloNCqUq3eNVF70f8e+ZGxy6eJuVe04CULVMUVZOG8SFO48yu1s+mJ21OZO612feoFZUL1VQ1+HkKA36jsXRpTb/zh1DTKg/kQGPaew2GXMbW9QqJcZm5ujp62NgaIyJhRUGRsYoU58fz6oXx/PLY1GtVpG/pAsN+0+g3dgF2BQoQodJfxMbGsChxd+9spwalVKZ7vEuJ1f/TtGq9SlQupKWe0F7bO3sGTNlBr8tWEKV6q8X7hVvV+3L0RRwrsXpRWOJCwsgJvARNfpMxNRasy8amb7YF40wNtfsi6oX++Lz/UelfHluUatV2BWvQPVe42j0zTysHIrQZPQi4sMCOLd82ivLqVEpFeker9LT13wFZ5onH6mJcWnP6RsYom+Y/e4THtujMbXLOzF68W78w6J5FBjB5N7NsLUy15xfTI2en18MsDI30Zxfnh/DL84Jqa8cjyqVGpdiBZjQsykLhnfEySEPS77tgn9YDN+t2J+2nBrSpblTqNKfXwrZWmNjYYa5sREpz89fVUoVwmtcDy76ZLzIc1azsbXHdeQ0Rv68iLKV3z6DTojcLPv9pRNCCCFyoeVb/uWBXwBmJibksbYkIiaWP1b8Q0Bo+DvXvfvIj+/meWFuZoKtjabQZYVSxUhKOciE2cuIi09g8pA+zF6+CYVCSdUKL++izG+XlzkT357bdvO+45y/7k10bAJuXVrx6Gkgs5dvJj4xiTHuOaMI4Yc68Nvg954l8TY3dy8n9OFNkmKjaDT0ZyxsC6BWq9nzfV+K12pJhVZSnFyINzmyZTnBvg8xMjXD3DoP8dGR7PGaS2RIwDvX9X94l41zp2JiZo6ljS0ARUo7cyIliXWzJpIYH0eXoZPZ6TkblUJB8Qov7zq3sXPAddLst7bdqFM/Ns2fjr6+Pg079iXk2RP2rfkLlUKBU9mKb11PF7x2n+DhsxBMTYzIY2lOZEwC8zbsJzAs6p3r3n0SwLQlW7EwM8bWWpMmwrl4YZJSUpm0aDNxCUlM6t+e2ev+RaFUUa3sy9QhDrbWzB7R861t/zSkm+bfFbvo0aIWTwLD+GvLIRRKFS4ls+8dqx/jqz93v/csibdZfvAqN5+EEBmXxC/9mxEVl8TvW8+Qx8KUjnXK0aCCE+O8DnH5QSCHf8we55gru1cQ+ewRRiammFrmITEmkrMb5hP7vObS/xP2xIcjS2ZgbGaOmXVeAByKO3M9ZS2HFk0hOSGOhv0ncGbdXFRKBQXLVklb19LWgVYjfntr2wE+Vzm/eSHJCbFY2RckJTEO72PbiQ0LJDr4KdXa9f/Yt57tjBjU771nSbzNyaOHWLZwHq2+6EjPfppCugv/+I3gwACcK1amR98BzPlpBjv/2cih8zcwzAZfqHvvW0VMwCMMjE0xsbQhOS6K61v/JD486J3rRj314cKK7zE0tcDUSrMv2hYtj09KMuc8p5KaGEf1XuO4tnkeKqWSfKVfpjE1z+tAvcG/vrXtu/tXE/rguibtU99JRAc85OrGP9DT16dQpew1GwJgxf5LPAwMx9TYkDyWZkTGJTJ/2ykCI2Leua7P01CmrzqAuYkxeZ/XxHEump/kVAVTlu8jLjGZCT2b8sc/J1AoVVQtVThtXYc8lvw+6O1/S/u0qMYPqw+hr69Hn+ZV8Q2OZOHOM5rzS7ECH//Gs7FfR7m992yJtznwz2pO79uOXYFCdOg3FKs8eVn8w1is89hSqVZDGrbtopXtCPEqPfXbKqEIIYQQIsOuXLlC9erVObV+HlXLZyy/aUb4+gezYtt+pn2d/VIHXPV+QP2eI7h8+TLVqml3NsKL/uyx4DAOpV5+wPM5ugX/G6cxtrCmvscMrm3/m5ggP8xsbKnZczR7Z/bH1qkskU/vU7hSPYJ8LlO6fnvsijtzcNZQStZtR1JsJLX7TUwbiLi4fjaJ0RGolKk0GPgDB2cPwzJfYZyqNn7vlEsPz+xFpUihdMOO3Nq7EmVqCoYmpq8NRIQ8uM7G4c0ype+EyE5eHMs/bDhJMecqWms31N+XY1tX0m34VK21qQ1P7lzjuy8bfNCx/aKvTiyeTJUyTpkU4Uu+QWGs3HOKqe4dM31b2nLtnh8NB//4Wv++6LsjP/WjcvH879XmltN3OH3nKdbmJszo3Zi//72Mb0g0tlZmjOlcB9c/tlPO0Z57/uHUcy7C5QeBdKhVFmenfAxduJd2NUsTEZfEpO710wYiZm09S0RsIqlKJTP7NmHYon8pbGdF44pFaVLp/dJS7bl4n1SFEv/wWOqUd6RK8QIM+nM3y775Avi4wY/rj4NpOmnVR52LXvS92+KjFCzzYXWlooL8uLZnNY3dJ7974UwUeO86ywc3yfRz84s+233sPBWrvNzO9s3rOXfqOFbWNkz+4VeWL5rPU98n5LWz55uxk/iqb3fKlHPmwb271K7fkGuXLtC2Y1fKOrswavAAWn3RkciICMZMmZE2EDH/95+IDA8jVZHKdz/OYvQQNwoWdqRBk+bvVWz67MnjPHn8gJ793Ll57Qp/zfkVR6ei1GvUlCYtNGnDRg9x49cFS14biLh57QrtGtfSar++6MNOfxzCvpT26pnFBvtx98Aaavad9O6Fs1jYg+tsG9k8U/rx2OzBVC5ZSCttAvgFR7Lq0GWm9G6utTa15frDABqPXpwp/bhg+2lKu7xew+fozo3cOH8CcysbBk74ie0r/iLo2ROs89rRa9gEfhjWk6Kly+P3wIdKtRrgc/0SDVp3olhZF2aN9aDe5x2IiQrHdeS0tIGIdX/9QkxkOIrUVAZN+pXZ4wZiX9CRavWaUr1Bxvr90La1nDu8F+u8tgwY8z3Xzx5HpVLRsE1nfhzeh8kL3lxA/f6tqwzvWE8+x4gPIqmZhBBCiGysaOH82XIQQleiA59gV6w8VTppcpuq1Zr804/O7UOtVqNWqajVZzxFqjbC3DY/zUbM5dFZTQ5zu+IVqNJpMKmJcWk5fyN8fQj0voiJpTXKlGTiI0NITYqnWM3mFKn6Mpd3QlQoJxZPTvdQJCemi02RnMjD07soWrM50UG+JMdHY1e8fBb1jBCflnyFi2a7QYicpmgB+xw1CJFZngRHUa6IPYNba2p/aHKgG7PvygNNmhWVmvFd6tG4YjHy57Fk3qBW7L2kqXvh7JSPwW1qEJ+UQmSc5pxw91kYl+4HYGNhQnKqkpCoeOKTUmhepQSNXIqlbTc0Op5JK4+keySmpKaLLTEllV0X7tG8agm61Xdm3bFb/LDxBHGJKVnTOVkkTwEnnQ9CZAe+jx9RtnwFPIZqitKqVCosLK049O+utGuckROn0qBJMxzyF+TXBUvYv0dTmLecS0Xch44gIT6OqEhNzZx7d+9w5eI5rG3ykJyURGhwEPHxcTRp0Zr6jV8WDw4LDWHGhFHpHkmJia8H+Nzjh/cp71KJKTN/Y/PalZnYI1nPKr9TthyEyGmc8ufNloMQuhLg94iiZSrQ+XktBpVKhZmFJecO70k7tvt8M4Vq9Zti61CAb39ayJmDuwAoXtaFTgO+Jik+ntgozbHte98b76vnsbCyISU5iciwYBIT4visUUuq1muatt2o8BAWzxyb7pGc9PLYbtqhJ1P+XEvrHm5s81pAjUafc+fKWZb+PJHwkHfPZBPiQ8hAhBBCCCFyjM96jaFghVoc+3MscaEBRAc8pna/iZhZ26XP+WtknJbzV5maDID6RT55Zfr80/YlXKjVZzzNRs7DOn8RPh+7mLiwQE4te+VLTrUalUqR7vEqRXIixxdNoI7rZIzNLPG/forY4Kfc2OnJ/RPbSUmIzfzOEUII8d7GdK5L7bKOjFl+EP/wWB4FRTKpe33srMxQqtSYmxihr6+HkaEBVmbGGBsakJz64nzyIgf6y/zlarWaCkXzMb5rPeZ/1Yoi+WxYPKwtARGxTF179JXl/n8O9MSUVCasOMyUHg2wNDXGIY8Fs9xbMKZTHWwsTLKgZ0RWGzFuMjVq12PyqK8J9H/Gk8cPGTNlBnnt7FEqlZhZmD+vJ2aMlbU1xsbGpKRornFe1NZIfaVmjlqlwtmlEiMnTuX3P5fi6FSUuX+vJCjgGTOnjHu5nFqNQqlI9/h/ChQsjLWNDQAG2SANkxDZXe+vJ1Kheh0WTB1BaOAzAnwf4jpyGjZ5X6+HZW5pjZGxManP62G9+NyiUKSvWVKiXEX6jpjCqF8Wk7+wE+NmLyc0yJ+lP098ZTk1SoUi3eNV+s9rluSxy0diXBymZuYMnvI77uN/JI9dvszuFvGJkrOGEEIIoQMnLt7g0dNA+nduqbU2P+s2jD+/G05icjIb9x4jLj4Rt66tafyZZsr6/NXbuOb9gOU/jX1t3cNnr/Lnmu10aFaX/p1b4usfTK8xP1K9Qhla1K3OF03rsGLrfk5cuvHG9bPKrb0riQp4hKGxKSZWNiTFRnJlywLiwt99106Enw+nl3+PkYl5Ws5fu2LlUaYkcXLpd6QmxFGr73gubZyHWqnAoXSVtHXN8zrQeOjbc/6eWjqVuNAALm38g9KNOuHcsjfOLXvz7MYpogMeY2xu9dHvXYjczvviSYL9HtK4S3+ttTmpS23cps4nJTmJM3s2kpQQR5OubjiWKs/GuVPR09OjcMnytHH95o3r+z+6y09ubZh/6B5RYUFsXfQTipQUhvy8DIDNC74HyPLZGSev+fDIPxTXtvW11mYdj++ZN6oPScmpbDp8nriEJAa0a0hN5xJ8M2c1VuZmOBcvxMAOjdPWufXwGXM37kethukenSiS3zZdmwlJKYyZv56giGi2/vKyj9cfOMfGQ+fZ/tuItOdiE5IYM389+np6dG5SgxafufC953aATJ25sfLwdR4FRWJmbEgeCxOi4pJYsOsCgRFx71zXxz+cGeuPY25iRF5LMwDKF8lHcupNvlt9lLikFMZ3rcfcHec1OdBLvMxd7pDHgt8GvP2O4e9WH8M/PJY/tp+jU91yFLazYt6OCyQkp/Jth1oA/LrlNFcfBjF2+UF+d8t4mh1d8b12igj/R1Rtq72Znks96tNm1B9Y2Rfk1No5JMVEUqx6o9fqPqjVav79YxR6evpY2hegQd+xPL58jBMrf8V1/r9ai+djrFuxlMcPH2BqZoZNnrxER0ayeP5sggP837nu/bve/DJ9EubmFuTJqzkOyzq7kJSUxA+TxxIfF8vIidNYOOdXFEoFlapUT1s3n0N+fvh9/lvbvnH1Esv+mktcbAwFChamcfOW7Ny6kenjR1K5qqYdr7//5MrF83w3ZjgTpv+MTZ48H9cZWhZw8zQxAY8o11J79VT+Gd6I+sNmY2FXkMvrf0OVmkKT0YsAuP7PAuLC/DEwNKG2+4w3rp8YFcrOcW1oNX0jNoVKsPGrWhSq1IB8patQ7vM+PDq9k3uHNtBq2jqtxfyxTt18zKOgCPq1qP7uhTOo3oi/mDu0PTXLFkGtVtP75/W0qlmWfi2qc/r2E7afvoWRgQFT+jTD3MQ43bo3HgUy95+TlChky5TezQmJiuPn9UcAOHnzMZcWjmDVwcucuvWYJSO7ai3m97V3gyf+Tx5iYmqGlU1eYqMj2bz0D8KC3/35xe/BXZb/9h2m5hZY5dEc28XKVCAlOZklP00gMT6WPiOmsHHxLFQKBaUrvkyVlNc+P8Om//HWtv/d6MX9W1eIjYrEddQ0EuJiWTxzDKkpqXTo+/Yag0J8DBmIEEIIITLBtz/+xQ/fDgDgu7leeHRvy6Z/jxEUGpGuCPTqHQcpnN+eprWr4jbpd5b/NJZfl24gLDIGhULBrPFfYWBgkKFtupQuxmeVygHQqGZlomLimL5gJY0/q8z1uw+xsbJ467rN6lTFyNCAR09fXhBbmJmSmJRC0cKafNv9O7fkxKUb790X2uTSxjXd760mLAWgWtfhAGnFp8u3eFlA9fNxi4kJ9qOQS13quE5K9zxAg0Ez07XZaMjP7x1X469/f+PzjpXq41hJe18UCpGTrZg5kh4jNV/cb/xjKs26e3Dm301EhQbR3n102nIndqzBNn9hXGo3YdFED4b8vIztS34jLjIchSKVfhN+Rz+DfxeLlHGhVOXPAHD+rCHxMVFsnj+DCrUaMegHzd+AhePd3riuSqnk2D8rqFhX82WxXQFHBs5YyKKJHmnLNO7syrGt2k9NMnLuOr4f1BmAqUu24tG+EZsPXyAoIprRPVulLbd23xkK5ctLk+rl8fjJk2WT3Plt9R7Co+NIVSr5/esvMTDI2CT4CiUK85lzCQAaVi1LVFwCM5Ztx9rSjIolHBnxZUs8fvLEtU19jI00HyOX7jjGvJF9CImMYeXeU0wZ0D5dm+amxiwc54rHT55pzwWERhIUHoV9Hst0y+46dZUezWvRtIYzA39aTovPXHBtW5+Ve069fwe+B9dm6fPLL31ee2H4F5r95kX9hV6NXNKW+fvrdviFRlOnnCOTezRI9zzAzL4vU2MA/NK/Ge9rlvvrAwtzB6W/eWF813qM71rvvdvOLP/OHUPTQdMAOLJkBtXbu3H78BbiIoKp2/PbtOWu71uHdb5CFK/emB0/fUWHSX9zavUsEqLDUSkVfP71Lxk+xh1KVKCwc00A2oycg1qlYt+812+YSIyJRN/AkFYjfufQou+ICXlG8eqNubF//ce/cS3p1X9gut8XeGrysw/+RvP38UXx6W69X14LzVuyiqe+T/isXgPGTvk+3fMAU3+ala7NGb/Nfe+4KlWtgeeGbememzlrQbrfB3z1NQO++vq929aWUwvH8Vl/zYDwhRXf49ymPw+O/0NCRDBVun2btty9Q+uxsC9E4SqNODp7CE1GL+LKxtkkx0SgUqRSZ9DPGd73bIs5k7+cJqVbo2/mcXS25otbZWoKUf4PaPTNPC6v/ZWYoCdYFyj22vo3ti+iWJ2X9V0MTcxQpiRilb8oACXqtcf3XNYOko1evIvprp8DMH3lAdxafcaWkzcIjohlZNeGacutO3yVQvbWNK5ckkF/bGHJyK7M2nSM8JgEUpUqfvVok/FzT7H81CxbBICVBy7TuFKJtNc8916giEMezIwNMTM2em3dSiUKMr1fC1Ydugxoilz/MaQ9DwPCsTY3BaBfi+qcuvX4wzpES9p86Z7u94lzNdcN3QaOBEgrPv15l5cDZePnLCfomS8uNevRf9T0dM8DfDU5/Q1SQ6fOfu+4WvcYQOseA9I9N+qXv9+7HSHehwxECCGEEJmgXZM67D52DrVa87OJsREpqQqsLc3Zceg0tSq/uXaA90M/zl/3pnqFMjwLDiUgJJwiBR0AWLvrMNe8H6Yt26CGC+2b1n1rDLO9NtO/SytSUxWs3nGI38cN4viF6xmK36mQAweW/0Z8YhJDps1l1W8T3uPdZz/W+Z3SDUIIIbJe9abtuHJUkw+5etN2GBobo0xNwczSmouHdlC6Su03ruf/8C4Prp+nRIXqhAc/IyIkAPuCmi8tTu1cxxPvl3/XytWoR41m7d/YDsDu5XPSzbi4eHAH5Wq+ebDw4Pq/adylP7uXv/1uwszSrl4V9py+pjmH1KuCsZEhKQoFVuam7Dh5hVoVSr5xvbtPArhw5xHVyhbDPzSSgLCotFkK6w6c5fo9v7Rl61cuwxcNXi+q+cIf6/bRv219KpZ0ZOeJK0xatJmQiBgiY+PJb6tJy5KYnIqFmQmORrYEhkVl6L3N33SQ6QM78fWsVemeDwyLokY5TSFnPT29DLWlS075bNINQggoW68N907/C2o1Zeu10aRHVKRgbG7F3ZO7cKzw2RvXC31yl2d3LlKobFViQv2JDQvEJr8jADcObCDo3stj3KlyPco1eHNx7keXjnLhn8VUavnla6+Z29iSp4ATB/+aRFTQU2LDArF2cNTCu9a9IkWLpRuE+BQVq90a3/Oafa9Y7dboG5mgUqRibG7F4zO7yF/+zftepJ8PIXcvka90VeLC/EkID8Ty+X5x78hGwh++vAGngEtditdp+85YkmMjMLO2A8DCvhDx4YGvDUQ8OrUDx6qNCbp9Lu25znOPoFarOPSzG4Ur6+ZvS9ta5dl7/i5qtZq2tcpjYmRAaqoSK3MTdp65Ta1yTm9c7+7TEC74PKVaqcL4h8UQEBFDkXx5ANhw9BrXHwakLVvPpRjtaju/1oZvcCTR8YlUL+3Io6CItHaXje7K2sNXOXLtAc2qls7Q+1h7+Aq9mr79/JZTFHAsmm4QQojcQAYihBBCiEzQpFZlvv5hAWo1/DV1OGN/W8LEr3rh6x/EnuPn05YzNjJCoVSiVqtJSk5BpVZRsUwJJg/p/VqbSqUKpVKZ9rtKpX7r9n9Zsp6GNStRpVxJrt99SER0DON+X8o17wdcu/uQKuXe/CXWCy++BDI3NUGtfvt2sosXKZAqtNLelPt1QxrS9Js5mNs6sHdmf/KXqYpT9WaUrNvmtWWv71yG94G1tJrkSZ5CJbh37B98Lx9F39CQWn3GY2BozOF531LpCw+cXimCLcSnpEKtxnh+PxzUatyn/cnqX8fRafAEQv19uXJsb9pyhobGqBQK1Go1KUmJqFQqnMpUpPPQ1wcTVSpl+rov/+fv4va/f6V8zYYUK6+5A/7aiX0E+t6nvceYNy7v63ODUH9fHt26zNF/VtC8h8cbl8sMjauV45s5a1Cr1SwY3Zdxf25koms7ngSGsffMyy9ljYwMXzmHpKJSq6lY0pFJ/b94rU2VUoXilVoGqv/zt/3X1XtoULUslUtrvnSa5tEJgD7TFmNv8zLVnLmpMQlJKYRExlDQPs8731dIRAwBoZFMW7KVa/f8OHbFm8bVNAPzBe3z4B8aSRmnAu9o5eOduuPH46Ao+jatpLU2G4zzYs7AliSlKNhy+g5xiSm4NqtMOUd7vt9wAj2gnKM9w9rVxPPAVW4+CSE0JoGFQ1pjY6G5czc2MYXxXofQ19ejU+1yNKtS/LXtnPF+yvZzPhgZ6DO5RwO8n4Yxd8c5TIwM6dnQJd0683eexz88FhMjA77v04RjN5/w2z9n2Du9l9be96uKVWvE3jnfar7EHD2PA39OpIHrOKICfbl/Zl/acgZGxqiUmmM8NTkRtVpF/pIuNOz/+k0PaqUS1SvXPqhVry3zQokaTShRown/THfFuXGn116v3UMze3LvnJHYFCj6Ee8065w9eZwnjx/Qs5/7uxfOoJZ1q/LzvEVYWlmz4u8/UalU3Lt7h637TwCw9M8/uHXjatqsilddu3yBhXN+w9jEhK69+lGhUhX++FmTeujMiWMcu3yH9as8OXfq+BvXzyyFKjfk5F+jQK2mwdd/cHbpJKr1HEtssB++51/ue/qGL/c9xfN9z654Bar3Gvdam2qVEtWr9TJUb9/3XmViZUtSjOaL9PjwQAq9YVAhxOcyapWSEJ/LKFKSqNV/Knr6+uihj74O6240qlSCbxfuRI2aeUM7MMFzL+N7NME3OJJ/L95NW87I0ACFUvX83KNApVLjUqwAE3o2fa1N5X9q4Lzt88vJm4/xC4niyn1/YhKS6FTfhbKO+dDX1yePpRlxiSkZeg9KpYoH/uGULZI9axxcP3eCAN+Hr81E+BiD237GiJl/kpKUyJGdG0iMj6NNT3eq1GnM4pljiYuOwtTcgq9nzH1t3WO7N3P93HHCgvwZNn0u+Qo6suqPGSTGx1G1bhPqtPiCFXOmA8igiNAKGYgQQgghMoGBgQHWlhZpPzeoUZHflm3E0FAfU+OX+U3rV3dh2oKVeD/0Q6lUUaFUMZJSDjJh9jLi4hOYNX4wps/zofbr2IJ+Hd+dA/qf/Sf558BJAkLCeRoQglvX1ml1Hdwm/U6VciVZv+cITWpVoYC95k7ZK7fvs2DNNmLjEinoYIe1hTmrdx4kKTmFbq11/8X5sT/HUtdNM+X+zPLvcWk7gHvH/iE+IpgaPV7mGPc+qJly71S1EQd+G8zn4xZzcf1sEqMjUClTaTg441Pu7Ys7U6B8DWKC/TAyNUeRnIR1gTffCVa5vQdJMeFpvz8+f4AWYxYS4efDnf1r+azXGErWeX0AQ4hPib6BAeaW1mk/l6/RgJ1LZ6FvYICRiWnacuWq12PT/Bk8e+iNSqWkSGlnTqQksW7WRBLj4+g74XeMny/fsGNfGnZ89wDk+f1bOb9/K5EhAYQF+lG5/ud4zhhOtcZtWDdrEr3G/MTelfNp1ffrtOKNL1I3/T3lK5p06U9iXAwb/viOR7cusX/NQlr2GartLkpjYKCP9fMvpw0M9GlQpQy/r9mLoYEBJsYvP8LVq1SaGcu2c/dJIEqVCufihUlKSWXSos3EJSTx2/AvMX2ezqJP63r0af3uND5bj11i27FLBIZF8TQ4nAHtGjJizhpSUhV0aFgNAwN9Rs1bx8yvuuLeviEj565FrYbv3DoQEhHD4Ut36Pn5y9ktY+av5/LdJ8z02smUAe1ZNf0rADx+8qRxtfJsOHiOAnY2fFG/KuMWbGDr0Ut0a1bzo/pvjOdBpvXSnLtmrDuOW4sqbDntTXBUHN92eBnbuuO3KGRrSeOKxfjqz938/XU7Zm09S0RsIqlKJb/0b4aBfsbSizg75aNm6UIANKjgRHR8Ej9sOElDl6L8Obg1AIMW7AbA/XPNnbqL914iKCo+bSBiz8V7dKvvTJNKxRj81543DkR4HrhKkXw2z1OVGHLLN4ShbWtSppAtC3ZdSFsnRaHkQWAk879qxS+bT/EkOIrGFYux/vitD+nSDNE3MMDE4uUxXrRKPU6vmY2+gSGGxi+PcadKdTi2bCahT+6iVqlwKO7M9ZS1HFo0heSEOFoO/yVt+cqte1O59es3Z/xXgM9Vbh7YiFKRQrHnA/5nN8ynzpcva5McXfYDiTER2BUpjaWtgzbf+gebPPprJk7XpIT8efpE+rp9xY4tGwgJCmToqPFpy21eu5KChR2p37gZIwb1Y96SVcz//Sciw8NIVaQy49e5GU7lWc6lItVqao6Dn/5YyMmjh3B+eB+A2zeuYW2T563r3rl5HY9h31KqbDkWz5tF4+Yt+emPhTx+eB8ra81MqZ793Dl36viHdMcH0zcwwNj85b5XsGI9rm36Az19QwyMXxZ3L+BSh4urfiTSzwe1SoVt0fL4pCRzznMqqYlx1Bn0U9q+V7Z5L8o2f/egXUpCLOe9ZhBy7wq3dv6NS/uvsHEsxdmlk9E3MMK6QDHuH91M4SoNMc+rSXda210zg+Xyut8o1bgr0QEPubrxD/T09SlUSXczrTTnHpO0n+u7FGf25uMYGuinO/fUrVCUH9Yc4q5fiObcUzQ/yakKpizfR1xiMr8MbJN27undrBq9m1V74/Ze1ad5Nfo0r5ZWh8LKzIQ2tcozdslu4hNTmDW4HUevPcDexpKKxTUD1r7Bkcxce5j7z0IpXTgfPRpX5tDV+zSu8v9vuMpMf04dgds4TdrX5b9NoW3vgRzduYmI0CB6DH5548OBf1ZjX6Aw1eo15ddRboyfs5x1f/1CTGQ4itRUhkydneFjunhZF8pX1cz6qVynEXExUayYNY0qdRozeIomfey8KW9Onda4XTcat+vG6QM7ePbQhwe3rxIVHoqZhSW2+QsC0Kr7APZt8vrgPhHiVTIQIYQQQmSSX8e8zPXbqUV9OrVIn/6jYU3NnZjLZmpy/47o1/m19T5El5YN6NLyzR9iXgxIPPIL5Ms2TdKer1ahNJvnTUu3bJ2qr0+b1pUSddrw6Ny/oNb8/Gq6hwendlPQ+c1fWkX4+hDofZH8ZaoSFxpAfHggVs+n3Hsf2kjog5dT7gtXrEvJeq9PubdyKEKX33eTmhTPoT++ofVEz9eW+a/K7QdyfOF4zGzsSIwO+8B3LUTu03vsL2k/f/Z5Rz77vGO618vX1PztGvzTEoC0ItKvrvcharXsTK2WndM9t+Dw/XS/J8bFpA1CvOqrmZp8yWaW1gz4bt5HxfE+fh76sp5Qx0bV6dgofXHQBlXKArBkouauyuHdW7y23ofo3LgGnRvXSPfcvFF90v0+Z4Tmy7mKJYvw94SXd3UevniHYgXt0y0765uevMmySZo7vL9s8XJgYNH4/h8c96va1izFv5fuo37+s7GRAakKJVZmJuy6cI/PyhR643p3n4Vx6X4AVUsWwD88lsCIOBztNV9ubjhxixuPQ9KWrevsSLuaZd4aw9yd5+n3yoyLned9qOdcJO33CSsO8zQsht5NXi4TGBFHtZKaL37elp3Kxz+cpcO/YN3xmxy98YSGLk4MXbgXtZp0xa8jYhOxs9YU0C5ka0VgZBzF8ud5a7za0mLoj2k/l2/UgfKNOqR7vWgVzbVQ+4maor61u3/92nofolDZqhQq+zIVS2pSwmszOpt4fPdR28gMLdt24MDenaBW07JtB4xNTEhJScHSypp/d26j+md13rjevbt3uHLxHJWr1iDA/ylBAf4ULqK5WeKf9au5df1q2rK16jWk1Rcd3xrDjs3r+e6nWaSmprJ57Uqm/TKHMyePvnHZeo2aMnLwANRqdboC15vXrqRrL+0VIf8QdTx+SPu5RL32lKiXPk1foYqagdgmo/4CoFKnoa+t9yGMza1oMCx9LY7KndN/6RsT+JhSjV8vlvzqTIzGI//8qDi05Ue31mk/d6hbgQ51K6R7vX5FzWDn4m+7APB1x3qvrfcx6lcsnraNbo0q0a3Ry7+RNx4F4t76ZZqtovnzsnRU+n5tWaOsVuL4UHVafMHZQ7tRq9XUafEFRsYmKFJTMLe04vS+7ZSv9uY0lL73vfG+ep4yFasTGviM8OAAHAppzhmHtq3lwe1ractW/Kw+9T7v8MZ2ADYtnk2r5zMugp4+Ye2fP2FhZfPW5df++TO3L55h9O9LOLR1LRU/a0CT9j34bbRbWj0LIbQlY7d3CCGEECLbUyiUXLhx990LApOH9H7vHNwrtu6nXPEi714wEzhWaYj/9dM8u34KxyoNub5zKTW6jaBs024okhPTltM3NEL9Ysp9ShJqtQr7Ei7U6jOeZiPnpQ1CwPMp9ypF2kP9lnQPL/rJ0MQcMpilqkD5GjQZPosi1RpjU6jEu1cQQmQKpSKVB9cvZGjZLsOmvHf7p/dsJF/hnJHi5V0UCiUX7jz6qDaa1XSmTsVSWooINh48/9rARkY0dCnKqTtPOXXbj4YuRVmy7wojOtSiW31nEpNT05YzNtRHqVRr0oukas4dFYrmY3zXesz/qlXaIASAUqVG8TzFiEKl+r/pEWdtPUMDZycqFdfc/XzgykMeBkamK4z9S/9mdK/vzKFrL/u8oK0lARGx//e9lSlkh76+HjYWpsQlpbBo72VWjerI7mk9Wbj3UtpytlZmRMRqzo+BkXEUzGv5tiZzNKUiFf87F1973sjUnLo9R7xhjZceXz6WbqaGLtRr1JSzJ49x5uQx6jVqitfffzJ05Dg69ehFYmJC2nJGxsYonqesS0pMQq1S4exSiZETp/L7n0vTBiEAlEolCqUi7aH6PymFoqMiUavV2OTJyz3v20RGhvP9xNHcvHY13WDGC8sWzmPJmi1s3nuUZX/NTdvew/v3KF32zfXPciuVIpXgu5fevSCaAYf3ve5+dHpn2gyK3EyhUHHR52mGlh3RuQGWZibvXvAVqw5epoxj1qVpqlK3CdfPHefG+eNUqduEHSsX0v2r0TTr8CVJSa8c00avpKF8niasRLmK9B0xhVG/LE4bhABQKZUoFYq0x/9LQ7n2z5+pVLshpSpUAaBAkWKM/nUJitRUIsOC37hO768n4jp6Goe3rcMufyEsrW0wMDDIEfWaRM4jMyKEEEKIXCKzC0r379wyU9v/f/QNDDC2sEr72bFiPS5u+AN9AwMMXvkSobBLXc6snEm4711UKiV2xcqjTEni5NLvSE2Io+GQn9O+dHD+vBfOn797yn3A7fN4H1yHMiWZMo00d1Rf2bKAal2Hpy3jc3QLTy4cIMr/IbX7TiTCz4cnFw+hSEmi0eCftdkVQoj38PXvmXsnX8dBr+cVz6lWTB2k6xBeM67vuwvDvomBvj7W5sZpP9d3LsKcbecwNNDDxOjlR+A65Yowc+MJ7j4LQ6lSU75IPpJTb/Ld6qPEJaXws2szTJ+nI+nduCK9G1d857a3n73L9nM+BEbE8TQshuZVivPt0v20rl6KqWuO8n2fJszaeoawmESi4pOY2bcJm07eJn9eS9rWLMPElYfZftaHrnU1sxIX7LrA8C9e3gHcpmYpxnkdIj4phd/dWmBtbsLkVUcxMtSnoUtRklMVTFx5mDkeLSlV0JZJK49gZKifJbMhdKHz1OUfvG7x6o0pXr2x9oL5AAYGBmkpjQwMDKhdvxF/zvoZA0NDTExfXt/UqtuA376fwj3vO6iUSso6u5CUlMQPk8cSHxfL9F/nYvp8+e59+tO9T/8MbX/75vV80aUHABUqVUmr6zBiUD9cKldl68a11G/cDIf8mlQ4Ldt2YMbE0RgbGVGvkaYewLFD+2nQpJlW+iMnaTZ+Waa2/6ZZHbnR8rEfN4vvXfq1qP7uhbTIwMAgbfaBgYEBlWo1ZMOi3zAwMMTI5OUgikvNeqyYPR3f+96olEqKlalASnIyS36aQGJ8LEOmzk5LQ/l513583vXdM45O7PmHk3u3Eh4cQEiAH43admPlnOmo1WoMDA3JY+fAP8vm0clteNoM0F1r/ubpQx9io6PoPXwi9vkLsfD70Vw8vp9aTSWtrNA+GYgQQgghtMjnUcbu6MkNsvq9Nhg0M+3nUg3aU6pB+g9njpU06R4+H7MQgGpdhr223ocoVKEWhSrUSvdcSkJcut/LNulK2SYvp4bbFCpO8dqtPmq7QuQm/o99dB1CltDG+/TxC9RCJLnT+/TNzL4vi6a2r1WW9rXSp+uo76y5g3zRUM1gx7B2NV9b70N0rFOOjnXKpXvuzqL09UTGdK6b7vfuDV6mPnlRTwIg4XkB8ld1redM13ovUyc2rliMxhWLpVtmjofmxoFXBzAyW7jfvSzbVmbR1XuY+tPLtD5tO3ShbYcu6V6v00BT8+KPv1cAMGj4yNfW+1CuA99c6+bFgITvo4d06v7ypo36jZtRv3H6QYdmLXX3ZWXUs/vvXiiXyMz36vMsNNPazm6y4r1+NfnXtJ8btO5Eg9ad0r1euXZDAMbO0gxmdfEY8dp6H6Jh2y40bJv+78fQaXPS/R4fF50uDeUXfb56rZ1Rvyz+qDiE+H9kIEIIIYTQAnt7e8zNzXGf/PEfCnMSc3Nz7O3fP21GTqBUphLkfYkC5Wu89lrtfhPfq63E6HCC7l6iQqt3F9UVIjext7fHzNycxRM9dB1KljH7wL+LmvOIGQN/+vA7vD8F5uZm2fK8o1CquHg/IK1gtTaYmxgxon2tdy+YQcduPsHseQFZbXlxjO/46fUvs3KiDz1+cxJFqoIrF8+lFaz+f0ZOnPre7a9f5UmpMpmbpunFfnd09pBM3U52o+3988V556s//tFamzlBdj2PfCilIhXvqxfSClb/P/2+ff9j+siO9RRwLPYBkQnxOhmIEEIIIbTAyckJb29vwsI+rcLE9vb2ODk5vXvBHCgjRakzyszGjibDZ2utPSFyCicnJ+5+Yn8bP/TvouY8cveT6qsPkV3PO54jsn8KlTfNnvhYue0Yz677lzb95bUuU9vv2c89U9uH3LffZZS2989P9byT247zSfNXZ2r7vYZlbvpf8WmRgQghhBBCS5ycnHLVRW12EJkLUj28SW59X0K8ifxtzDjpq49zzz9c1yHkKNrqL9lvP8yDe3d1HUKWyKz3Kfuddkg/as/Th59GGspP5X2KzCEDEUIIIYTIdl5MuT/we+6dcv8ppH8QQoisYG9vj7mZGYP/2qPrUHIcc7PclaIkJ3iRzvPbQa66DiXL5OZUnkK8OKZ/G+2m61CyjBzT4kPpqdX/qX4lhBBCCJEN+Pn5aXWq+KhRowgKCmLduvdLSTBixAgiIiJYvVq7055z27RwIYTQJW2fM95Hnz59sLe3Z+7cue+1Xs+ePSlUqBCzZ+sudZ+ci3Qjs/bXKVOmcPPmTbZv346enl6G15s0aRI+Pj5s2bLlvdbLKNnPRG6XGce0Uqmkbdu2NGjQgMmTJ2d4PYVCQdu2bWnatCnjx4/XakwvyDEtPpQMRAghhBAi1wsMDKRIkSLMnz+foUOHvte627dvp1OnTly/fp1KlSplUoRCCCFyouvXr1OlShW2bdtGx44d32vdv/76ixEjRvDs2TMKFCiQOQGKT0ZUVBQFCxZk2rRpTJjwfjndDx8+TPPmzTl16hT16tXLpAiFEO9j7969tG3blosXL1KjRo33WnfSpEksXLiQwMBAzMzMMilCId6fvq4DEEIIIYTIbKtWrcLIyIhevXq997pt27Ylf/78eHpqr3i1EEKI3MHT05P8+fPTtm3b9163V69eGBoasmrVqkyITHxq1q1bR2pqKq6u75/yqUmTJhQvXlyudYTIRjw9PalUqRLVq1d/73Xd3NyIjo5m69atmRCZEB9OBiKEEEIIkaup1Wo8PT3p2rUrefLkee/1jYyMcHV1ZfXq1SQlJWk/QCGEEDlSUlISa9aswdXVFSMjo/deP2/evHTt2hVPT08kUYH4WJ6enrRt25aCBQu+97r6+vq4ubmxceNGYmJiMiE6IcT7CA4OZufOnXh4eHxQurRSpUrRuHFjli1blgnRCfHhZCBCCCGEELnayZMnuX//Pu7u7h/chpubG5GRkWzfvl17gQkhhMjRtm3bRmRk5EedX9zd3bl37x6nTp3SYmTiU3P16lWuXLmCh4fHB7fRv39/kpKS2LhxoxYjE0J8iNWrV2NgYEDv3r0/uA13d3eOHTvGw4cPtRiZEB9HakQIIYQQIldzdXXl9OnT3L9//6MKMDZo0ABTU1MOHjyoxeiEEELkVM2aNSM1NZUTJ058cBsqlYrSpUvToEEDVqxYob3gxCfl66+/ZuvWrfj5+WFoaPjB7bRt25bw8HDOnTunxeiEEO9DrVbj7OxMlSpVWL9+/Qe3k5iYSMGCBRk2bBg//vijFiMU4sPJjAghhBBC5FrR0dFs3rwZd3f3jxqEAPDw8ODQoUM8fvxYS9EJIYTIqR49esSRI0c+ajYEaFLiuLu7s2nTJqKjo7UUnfiUJCYmsnbtWlxdXT9qEAI0d1CfP3+eW7duaSk6IcT7OnPmDHfv3v2oGU4AZmZm9O7dGy8vLxQKhZaiE+LjyECEEEIIIXKt9evXk5yc/EGFG/+ra9euWFlZ4eXlpYXIhBBC5GTLly/H2tqarl27fnRbrq6uJCcns2HDBi1EJj41W7duJSoqCjc3t49uq127djg4OEjRaiF0yNPTk+LFi9OkSZOPbsvd3Z3AwED27dunhciE+HiSmkkIIYQQuVaNGjUoVKgQO3fu1Ep7gwcPZs+ePTx58gQDAwOttCmEECJnUSqVFC1alHbt2rF48WKttPnFF18QFBTExYsXtdKe+HQ0bdoUlUrFsWPHtNLe2LFjWb58OQEBAZiYmGilTSFExsTExFCwYEEmTpzIlClTtNJmtWrVcHJyklp3IluQGRFCCCGEyJWuXbvG5cuXPzptxqvc3d159uwZBw4c0FqbQgghcpb9+/fj7+//0WkzXuXu7s6lS5e4fv261toUud/Dhw85evSo1vfFiIgIduzYobU2hRAZs3HjRpKSkujfv7/W2nR3d2f37t0EBQVprU0hPpQMRAghhBAiV/L09KRAgQK0adNGa23WqFGDSpUqsWzZMq21KYQQImdZtmwZlSpVonr16lprs23btuTPn19S4oj3snz5cmxsbOjSpYvW2ixXrhz16tWTax0hdGDZsmW0atUKR0dHrbXZq1cvjIyMWLlypdbaFOJDyUCEEEIIIXKdxMRE1qxZg6urK0ZGRlprV09PD3d3d3bu3ElISIjW2hVCCJEzBAcHs2vXLjw8PNDT09Nau0ZGRri6urJmzRqSkpK01q7IvRQKBV5eXvTu3RszMzOttu3h4cGhQ4d48uSJVtsVQrzdzZs3uXDhglZncwPkzZuXLl264OnpiWTnF7omAxFCCCGEyHW2bdtGVFSU1i/kAfr06YOBgQGrVq3SettCCCGyt1WrVmFgYEDv3r213ra7uzuRkZFs27ZN622L3Gffvn0EBgZmyrVOt27dsLS0xMvLS+ttCyHezNPTEwcHB9q1a6f1tj08PLh//z4nT57UettCvA8pVi2EEEKIXKdZs2YoFAqOHz+eKe337NmTa9eucefOHa3eESuEECL7UqvVlC9fnmrVqrFu3bpM2UbDhg0xNjbm0KFDmdK+yD06duyIn58fV65cyZT2v/rqK/79918eP36MgYFBpmxDCKGRnJxMoUKFcHNz4/fff9d6+2q1mtKlS1OvXj1J0SR0SmZECCGEECJXefToEUeOHNFq4cb/8vDw4O7du5w9ezbTtiGEECJ7OX36ND4+PplyB/oLHh4eHD58mMePH2faNkTOFxQUxO7duzN1X3R3d+fp06cyKCZEFtixYwcRERGZdky/SC+7efNmoqOjM2UbQmSEDEQIIYQQIldZvnw51tbWWi3c+F9NmjShePHiUshRCCE+IZ6enhQvXpwmTZpk2ja6du2KtbU1y5cvz7RtiJxv5cqVGBoa0qtXr0zbRs2aNXFxcZFrHSGywLJly6hXrx7lypXLtG24urqSnJzM+vXrM20bQryLDEQIIYQQItdQKBSsWLGC3r17Y25unmnb0dfXx83NjY0bNxITE5Np2xFCCJE9xMTEsGnTJtzc3NDXz7yP0ebm5vTq1QsvLy+USmWmbUfkXGq1muXLl9O1a1fy5s2badvR09PDw8ODHTt2EBoammnbEeJT9+TJEw4dOpSps7kBChUqRNu2bfH09MzU7Qjx/8hAhBBCCCFyjf379+Pv75+pqQpe6N+/P0lJSWzcuDHTtyWEEEK3NmzYQFJSEv3798/0bbm7u+Pv78/+/fszfVsi5zl16hT37t3LkmudPn36oKenx+rVqzN9W0J8qry8vLC0tKRbt26Zvi13d3cuXbrE9evXM31bQryJFKsWQgghRK7RuXNnHj9+zJUrV7KkiHTbtm0JDw/n3Llzmb4tIYQQulOrVi3s7e3Zs2dPpm9LrVZTtWpVSpYsyT///JPp2xM5i6urK6dPn+bevXuZOjvnhS+//JKbN29y69atLLm2EuJTolQqKV68OK1bt+bvv//O9O2lpqbi5OREt27dmD9/fqZvT4j/khkRQgghhMgVgoOD2bVrF+7u7ln2Qdnd3Z3z589z69atLNmeEEKIrHfz5k0uXLiQJXegw8uiojt37iQ4ODhLtilyhujoaDZv3pzpKcJe5e7uzp07d+SmCyEywcGDB3n69GmWnV+MjIxwdXVlzZo1JCUlZck2hXiVDEQIIYQQIldYtWoVBgYG9O7dO8u22a5dO/Llyye5VoUQIhfz9PTEwcGBdu3aZdk2e/fujYGBgaTEEemsX7+e5OTkLEkR9kKzZs0oWrSoXOsIkQk8PT1xcXGhZs2aWbZNNzc3IiMj2bZtW5ZtU4gXZCBCCCGEEDmeWq3G09OTLl26ZGrhxv8yNjbG1dWV1atXk5ycnGXbFUIIkTWSk5NZvXo1/fr1w9jYOMu2a2trS+fOnfH09ESyKYsXPD09adOmDYUKFcqyberr6+Pm5saGDRuIjY3Nsu0KkduFhoayY8cOPDw8sjTtWZkyZWjYsKEMLgqdkIEIIYQQQuR4p0+fxsfHJ8umNb/K3d2d8PBwduzYkeXbFkIIkbm2b99ORESEzs4vd+/e5cyZM1m+bZH9XL9+nUuXLuHh4ZHl2x4wYAAJCQls2rQpy7ctRG61evVq9PT06NOnT5Zv293dncOHD/Po0aMs37b4tEmxaiGEEELkeAMGDODEiRPcv38/y3Imv6p+/fpYWFiwf//+LN+2EEKIzNOiRQsSExM5depUlm9bpVJRqlQpGjduzPLly7N8+yJ7+eabb9i0aRNPnz7FyMgoy7ffunVroqOjZWBMCC1Qq9W4uLhQsWJFNmzYkOXbT0hIoGDBgnzzzTf88MMPWb598emSGRFCCCGEyNFiYmLYtGlTlhZu/C93d3cOHjyIr6+vTrYvhBBC+x4/fsyhQ4d0MhsCXqbE2bhxIzExMTqJQWQPSUlJrFmzBldXV50MQoDmWufs2bPcuXNHJ9sXIjc5d+4cd+7c0dn5xdzcnF69euHl5YVSqdRJDOLTJAMRQgghhMjRNmzYQFJSUpYWbvyvbt26YWlpiZeXl85iEEIIoV1eXl5YWVnRrVs3ncXQv39/kpKS2Lhxo85iELq3bds2IiMjdfalJUD79u2xt7eXvPJCaIGnpydFixalWbNmOovBw8MDf39/mdEtspSkZhJCCCFEjvbZZ5/h4ODA7t27dRrHoEGD2LdvH48fP8bAwECnsQghhPg4SqWS4sWL06pVK5YsWaLTWNq2bUtYWBjnz5/XaRxCd5o1a0ZqaionTpzQaRyjR49m1apV+Pv7Z2nxdiFyk9jYWAoWLMi4ceOYOnWqzuJQq9VUrVqVEiVKsHXrVp3FIT4tMiNCCCGEEDnWzZs3uXjxok4KN/6Xh4cHT58+5dChQ7oORQghxEc6ePAgT58+zTbnlwsXLnDz5k1dhyJ04NGjRxw5ciRb7Ivu7u6EhYWxc+dOXYciRI61adMmEhISGDBggE7j0NPTw8PDg127dhEcHKzTWMSnQwYihBBCCJFjeXp64uDgQNu2bXUdCjVr1sTFxUVSFgghRC6wbNkyXFxcqFmzpq5DoV27djg4OEjB6k+Ul5cX1tbWdO3aVdeh4OzsTJ06deRaR4iP4OnpScuWLSlSpIiuQ6F3794YGBiwevVqXYciPhEyECGEEEKIHCk5OZnVq1fTv39/nRVufNWLu4q2b99OaGiorsMRQgjxgUJCQti5cyceHh7o6enpOhyMjIxwdXVl1apVJCcn6zockYWUSiVeXl706tULc3NzXYcDaGbo7N+/Hz8/P12HIkSOc+fOHc6ePZstZjgB5M2bly5durBs2TIkc7/ICjIQIYQQQogcafv27URERODm5qbrUNL06dMHPT091qxZo+tQhBBCfKDVq1ejp6dHnz59dB1KGjc3NyIiItixY4euQxFZaP/+/fj7++u0SPV/de/eHQsLC1asWKHrUITIcTw9PcmXLx9ffPGFrkNJ4+7ujo+PD2fOnNF1KOITIMWqhRBCCJEjtWjRgqSkJE6ePKnrUNLp0aMHt27d4tatW9niTlohhBAZp1arqVChApUqVWLDhg26Died+vXrY25uzoEDB3QdisginTt35uHDh1y7di1bXVN4eHhw6NAhHj16hL6+3N8qREakpKRQuHBh+vXrx+zZs3UdThqVSkWpUqVo1KgRXl5eug5H5HJyxhBCCCFEjvP48WMOHTqUbaY1v8rDw4M7d+5w/vx5XYcihBDiPZ09exZvb+9sdQf6Cy++/H3y5ImuQxFZIDg4mF27dmWbFGGv8vDwwNfXl8OHD+s6FCFyjJ07dxIWFpbtzi/6+vq4u7uzadMmYmJidB2OyOVkIEIIIYQQOY6XlxdWVlbZonDjfzVr1oyiRYuybNkyXYcihBDiPXl6elK0aFGaNWum61Be061bNywtLeWO1U/EqlWrMDAwoHfv3roO5TW1atXC2dlZrnWEeA/Lli2jTp06ODs76zqU1/Tv35+kpKRsNxNQ5D4yECGEEEKIHOXVwo0WFha6Duc1+vr6uLm5sWHDBmJjY3UdjhBCiAyKjY1l48aNuLm5Zct0MxYWFvTs2RMvLy+USqWuwxGZSK1W4+npSefOnbG1tdV1OK/R09PDw8OD7du3ExYWputwhMj2/Pz8OHDgQLaczQ1QuHBhWrdujaenp65DEblc9ru6EkIIIYT4Pw4cOMCzZ8+y3bTmV/Xv35+EhAQ2bdqk61CEEEJk0MaNG0lISKB///66DuWt3N3defr0KQcPHtR1KCITnT59Gh8fn2x9rdO3b1/UajVr1qzRdShCZHteXl5YWFjQvXt3XYfyVu7u7ly4cIGbN2/qOhSRi0mxaiGEEELkKF27duX+/fvZrnDjf7Vu3Zro6GjOnDmj61CEEEJkQJ06dciTJw///vuvrkN5K7VaTeXKlSlbtiybN2/WdTgikwwYMIDjx4/z4MGDbDk754Xu3bvj7e3NjRs3svU1mRC6pFKpKFGiBC1atGDp0qW6DuetUlNTcXR0pGfPnsydO1fX4YhcKvue0YQQQggh/iMkJISdO3fi7u6e7T/wuru7c/bsWe7cuaPrUIQQQrzD7du3OXfuXLa+Ax00KXHc3d3ZsWMHoaGhug5HZIKYmBg2bdqUbVOEvcrd3Z1bt25x4cIFXYciRLZ1+PBhfH19s/35xcjICFdXV1avXk1ycrKuwxG5VPY+qwkhhBBCvGL16tXo6+vTp08fXYfyTu3bt8fe3l5yrQohRA7g6emJvb097du313Uo79SnTx/09PRYvXq1rkMRmWDDhg0kJSVl6xRhLzRv3hwnJye51hHi/1i2bBkVKlSgVq1aug7lndzd3YmIiGD79u26DkXkUjIQIYQQQogc4UXhxk6dOmXLwo3/ZWxsTL9+/Vi1ahUpKSm6DkcIIcRbJCcns2rVKvr164exsbGuw3knOzs7OnXqhKenJ5JpOffx9PSkVatWODo66jqUdzIwMGDAgAGsX7+euLg4XYcjRLYTFhbG9u3bc8RsboCyZctSv359GVwUmUYGIoQQQgiRI5w9exZvb+9sP635Ve7u7oSFhbFz505dhyKEEOItdu7cSXh4eI47v9y5c4dz587pOhShRTdv3uTChQs5al8cMGAA8fHxUrNEiDdYs2YNarWavn376jqUDHN3d+fgwYM8efJE16GIXEiKVQshhBAiR3B3d+fIkSM8fPgw2+dMflXdunWxsbHJ1sVPhRDiU9ayZUtiY2M5c+aMrkPJsBfFT5s3b86yZct0HY7Qkm+//Zb169fz9OnTHDE754WWLVsSFxfH6dOndR2KENmGWq2mUqVKlC9fnk2bNuk6nAyLj4+nYMGCjBw5khkzZug6HJHL5JxP8UIIIYT4ZMXGxrJx48YcUbjxv9zd3dm/fz9+fn66DkUIIcR/+Pr6cvDgwRx1BzqAvr4+bm5ubNiwgdjYWF2HI7QgOTmZ1atX55gUYa9yd3fnzJkzeHt76zoUIbKNCxcucOvWrRx3frGwsKBnz54sX74cpVKp63BELpOzPskLIYQQ4pO0ceNGEhMTc0Thxv/q0aMHFhYWrFixQtehCCGE+A8vLy8sLCzo0aOHrkN5bwMGDCAhISFH3Wkr3m779u1ERETkuC8tATp06ICdnZ3klRfiFZ6enjg5OdG8eXNdh/LePDw8ePbsGQcPHtR1KCKXkdRMQgghhMj2ateuja2tLXv37tV1KB/Ew8ODQ4cO8ejRoxw3o0MIIXIrpVJJiRIlaNGiRY5Nb9S6dWuioqI4e/asrkMRH6lFixYkJiZy6tQpXYfyQUaOHMnatWt59uxZjpvRIYS2xcXFUbBgQUaPHs306dN1Hc57U6vVVK5cmTJlyrBlyxZdhyNyEfkkLIQQQohs7datW5w/fx4PDw9dh/LBPDw88PX15fDhw7oORQghxHOHDx/Gz88vx59fzp07x+3bt3UdivgIjx8/5tChQzl6X3R3dyc0NJTdu3frOhQhdG7z5s3Ex8czYMAAXYfyQfT09PDw8GDnzp2EhIToOhyRi8hAhBBCCCGyNU9PT/Lly0e7du10HcoHq1WrFs7Ozjn2jlshhMiNli1bhrOzM7Vq1dJ1KB/siy++IF++fJISJ4fz8vLCysqKbt266TqUD+bi4kKtWrXkWkcINOeXFi1aULRoUV2H8sF69+6Nnp4eq1ev1nUoIheRgQghhBBCZFsvCje6urrm6Gn+L+4q2r59O+Hh4boORwghPnlhYWFs374dDw8P9PT0dB3OBzM2NqZfv36sXr2alJQUXYcjPoBSqcTLy4uePXtiYWGh63A+ioeHB/v37+fp06e6DkUInfH29ubMmTM5eoYTgJ2dHZ07d8bT0xPJ6i+0RQYihBBCCJFt7dy5k/Dw8BxZuPG/+vbti1qtZs2aNboORQghPnkv7vDs27evjiP5eO7u7oSFhbFz505dhyI+wMGDB3n27FmuuNbp0aMHZmZmrFixQtehCKEzy5cvx87Ojvbt2+s6lI/m7u6Ot7c3586d03UoIpeQYtVCCCGEyLZatmxJXFwcp0+f1nUoWtGtWzfu3r3LjRs3cvQduEIIkZOp1WoqVqyIs7MzmzZt0nU4WlG3bl2sra3Zt2+frkMR76lr1674+PjkmmsDNzc3jh49ysOHD9HXl3tfxaclJSUFR0dHevfuzR9//KHrcD6aSqWiZMmSNG3aVFIACq2Qs4IQQgghsiVfX18OHjyY46c1v8rDw4Nbt25x8eJFXYcihBCfrPPnz3P79u1ccQf6Cx4eHhw4cAA/Pz9dhyLeQ0hICDt37szxKcJe5eHhwZMnTzhy5IiuQxEiy+3evZvQ0NBcc37R19fHzc2NjRs3Ehsbq+twRC4gAxFCCCGEyJa8vLywsLDI0YUb/6t58+YUKVJECjkKIYQOeXp64uTkRPPmzXUditZ0794dCwsLvLy8dB2KeA+rV69GT0+PPn366DoUralTpw7lypWTu6fFJ2nZsmXUqlULFxcXXYeiNf379ychIYGNGzfqOhSRC8hAhBBCCCGynVcLN1paWuo6HK0xMDDAzc2N9evXExcXp+twhBDikxMXF8eGDRsYMGAABgYGug5HaywtLfnyyy9Zvnw5SqVS1+GIDFCr1Xh6etKpUyfs7Ox0HY7W6Onp4eHhwdatWwkPD9d1OEJkmadPn7J///5cNZsboEiRIrRq1UoGF4VWyECEEEIIIbKdQ4cO4efnl2umNb9qwIABxMfHs3nzZl2HIoQQn5xNmzYRHx/PgAEDdB2K1rm7u+Pn58fhw4d1HYrIgLNnz+Lt7Z0rr3X69u2LSqVi7dq1ug5FiCyzYsUKzMzM6NGjh65D0Tp3d3fOnTvH7du3dR2KyOGkWLUQQgghsp3u3bvj7e2dawo3/lfLli2Jj4/n1KlTug5FCCE+KXXr1sXKyor9+/frOhSte1GEu0KFCpJCIwdwd3fn8OHDPHr0KFcWde7atSv37t3j+vXrufJaTohX5faizi+KcPfp04c5c+boOhyRg+W+s50QQgghcrTQ0FC2b9+Ou7t7rv3g6u7uzunTp/H29tZ1KEII8cnw9vbm7NmzufIOdNCkxHF3d2fbtm2EhYXpOhzxf8TGxrJx40bc3Nxy5SAEaK51bt68yaVLl3QdihCZ7siRIzx58iTXnl+MjY3p168fq1atIjk5WdfhiBwsd57xhBBCCJFjrVmzBiBXFW78rw4dOmBnZ8fy5ct1HYoQQnwyPD09sbOzo0OHDroOJdP07dsXeHkuFdnTxo0bSUhIoH///roOJdN8/vnnODo6smzZMl2HIkSm8/T0pFy5ctSpU0fXoWQad3d3wsPD2blzp65DETmYDEQIIYQQItt4tXCjvb29rsPJNCYmJvTt25dVq1aRkpKi63CEECLXS0lJYeXKlfTt2xcTExNdh5Np7O3t6dixI56enkgW5uzL09OTli1b4uTkpOtQMo2BgQEDBgxg/fr1xMfH6zocITJNeHg4W7duxcPDI9fO5gYoX748devWzZWpp0TWkYEIIYQQQmQb58+f5/bt27l2WvOr3N3dCQkJYffu3boORQghcr1du3YRFhb2yZxfbt26xYULF3QdiniD27dvc+7cuU9iXxwwYACxsbFs3rxZ16EIkWnWrl2LSqVKm5GWm7m7u3PgwAF8fX11HYrIoaRYtRBCCCGyjYEDB3Lw4MFcW7jxv2rXro2dnR179uzRdShCCJGrtW7dmsjISM6dO6frUDKdUqmkRIkStGzZkiVLlug6HPEfo0aNYvXq1fj7+2NsbKzrcDJdixYtSEpK4uTJk7oORQitU6vVVK5cmTJlyrBlyxZdh5Pp4uLiKFiwIGPGjGHatGm6DkfkQLn/E74QQgghcoS4uDg2bNjAgAEDPolBCNDcVbRv3z6ePXum61CEECLXevr0Kfv378fDw0PXoWSJV1PixMXF6Toc8Yrk5GRWrVpFv379PolBCNBc65w6dYq7d+/qOhQhtO7SpUvcvHnzk5jhBGBpacmXX37J8uXLUSqVug5H5ECfxqd8IYQQQmR7mzZtIj4+ngEDBug6lCzz5ZdfYmZmxooVK3QdihBC5FpeXl6Ym5vTo0cPXYeSZQYMGEB8fLykxMlmdu7cSXh4+CfzpSVAx44dsbW1Zfny5boORQit8/T0xNHRkc8//1zXoWQZDw8P/Pz8OHz4sK5DETmQpGYSQgghRLZQt25drK2t2bdvn65DyVJubm4cPXqUhw8ffjIzQYQQIquoVCpKlChB06ZNP7kvQlu2bElcXBynT5/WdSjiuZYtWxIbG8uZM2d0HUqWGjFiBBs2bODZs2cYGRnpOhwhtCI+Pp6CBQvy7bff8v333+s6nCyjVqupWLEizs7ObNq0SdfhiBxGPu0KIYQQQufu3LnD2bNnP5m0Ga/y8PDgyZMnHD16VNehCCFErrJ161bWrVuHr6/vJ3t+OXPmDN7e3roORQC+vr4cPHjwk9wX3d3dCQkJYffu3boORQit2bJlC3Fxcbi5uek6lCylp6eHh4cH27dvJywsTNfhiBxGBiKEEEIIoXOenp7Y29vTvn17XYeS5erUqUO5cuVYtmyZrkMRQohcZfTo0fz8888UL178k8xP3759e+zs7PD09NR1KAJNijALCwu6d++u61CyXKVKlahZs6bsiyJXWbZsGc2aNaNYsWK6DiXL9enTB4DVq1frOBKR08hAhBBCCCF0KiUlhVWrVtG3b99PpnDjq/T09HB3d2fbtm1EREToOhwhhMg18ubNi7e3N0FBQaxcuVLX4WQ5ExMT+vbty6pVq0hJSdF1OJ80pVKJl5cXPXr0wNLSUtfh6IS7uzv//vsv/v7+ug5FiI/m4+PDqVOnPql6L6+yt7enY8eOeHp6Ihn/xfuQgQghhBBC6NSuXbsICwv7ZC/kAfr164dSqWTt2rW6DkUIIXKN1NRU1Go1VatWZefOnboORyfc3d0JDQ2VlDg6dvjwYfz8/D7JtEwv9OzZE1NTU1asWKHrUIT4aMuXL8fW1paOHTvqOhSd8fDw4Pbt21y4cEHXoYgcRIpVCyGEEEInwsPDcXZ2ply5cqSkpHDmzBn09PR0HZZOqNVqunTpgo+PDxERERw7doyyZcvqOiwhhMjRhgwZwqVLlzh58iSmpqa6Dkcn1Go1derUwcTEhLt37+Lt7Y2tra2uw/pkxMfHU6pUKSpVqsSzZ8+4efMm+vqf5v2garWa/v37c/z4cdRqNVu3bqV69eq6DkuI93L8+HHc3d2JiYnhyy+/ZN68eZ/s5xelUkmJEiWoXLky169f5+HDhxgaGuo6LJHNfZpnQCGEEELonEKhICQkhBMnThAeHs6IESN0HZLO/Prrr1y5coU7d+4QFBREQkKCrkMSQogcb9GiRVy8ePGTHYQAGDFiBOHh4Zw8eZKQkBAUCoWuQ/rkBAUFcejQIRQKxSc9+3PRokUcOXIEX19f/Pz8iIuL03VIQry3mJgYHj58SGhoKP/88w9r1qzRdUg60717d0xNTdm/fz+BgYGf7CCreD+ylwghhBBCJ+zt7dPuIIqKimLAgAE6jkh3unXrlu7ivUCBAjqMRgghRG4xYMAAoqKiUKvV6OvrY2dnp+uQPikWFhaYmJigUqkIDg5m0KBBug5JZ9q3b5+uPoZc64ic6MV+q6enh4ODAy1bttRxRLozbNgw/P39SUlJwdLSUgYiRIZIaiYhhBBC6IyJiQkmJiZcuXKFUqVK6TocnQoKCqJKlSqEhISQkpIiU5uFEEJoxf3796levTrJyckkJyfrOpxPjqWlJSqViosXL1KhQgVdh6NT4eHhVKtWDT8/P6Kjo7G2ttZ1SEK8l2fPnlGkSBHKli3LhQsXPvl9+NKlS9SrVw8rKyvCwsJ0HY7IAeQTrhBCCCF0Zvv27VSsWBFHR0ddh6JzBQoU4M6dOxw9elQGIYQQ2Yqfn598wfAB7O3tcXJy0nUYlC5dmtu3b3Pr1i1dh/JJ2rFjB8WLF6dEiRK6DkXn7OzsuHXrFnv37v3kv8AVOZOjoyNr166lU6dOmJmZ6TocnatRowZXr14lIiJC16GIHEJmRAghhBBCCCGEeCM/Pz/KlytHQmKirkPJcczNzPC+ezdbDEYIIYQQQuia3G4nhBBCCCGEEOKNwsLCSEhMZNHQ1pQpZKvrcHKMewERDFn4L2FhYTIQIYQQQgiBDEQIIYQQn6TcnmYjq9Nh5Lb+zC7pRIQQ2UeZQrZULp5fa+35hUaz5ugtJnWvh0Kp4tulB/hzcKu3Lp+UosDU+P9/fD1+y5ed5+8TEBHL2M61qVayYLrXJ648gpWZCZO61+PYTV+2nPZGpVbzq2tTrj8J4betZyld0Jau9cpRp1z2SBko55f3l9v6LCMyo18/tX6Ua5/sL7fvk5m5D+b2vnsTOaazJxmIEEIIIT4xfn5+lCtfnsSEBF2HkmnMzM256+2dJRefmrQlZUlITMr0bWUVczNTvO/6yMW7EEJr1h+/zTmfZzjaW1Msfx5qlSn0znXCYxPZfMqbG0+C8fi8KtVKFvi/yzdyKUojl6LceBLC5QeB6QYiDlx9RFlHewLCYwHYePIOC4e04uSdp+y8cJ9i+W0wNzYkVanE0S575K738/OjbLnyJCXmnvO1qZk5Pncz7/z8KVzjvIm2r3v8/PwoX748CZ9QP5qbm+OdRdeO4v19Csd2Zn1++RSPZ5BjOruSgQghhBDiExMWFkZiQgK1v/kLa8cyug5H62Ke3ePc/GFZlg5Dk7YkiQVdSlHaPucXrbsflsjwfx5IOhEhhNY1q1yc9rXKMHTRv9QqU4hD1x8THpuImtfLFn679AB6enq4t6jC4NbVAAiNTmDuzvPplpvSoz5mxkZpvy8/eI1dF+/zq2vTtOei45M47+OPa7NKrDmqKdispwd6enoUtrPiwr0AejasQL3yRQiKjOOXLWeYO/DzzOiC9xIWFkZSYgKlBi7ArGBpXYfz0RID7/Ng6fBMPb+8uMbpNPlv8hXNfdc4bxLqe49tP36l1X4NCwsjISGBVUv/olyZ3N+Pd+/do9/ArLt2FO/vxbH9+dhF2Drlvn0ywu8eB34fkin74Ivj2fPHMZQtUUSrbWdXPo+e4j55lhzT2ZAMRAghhBCfKGvHMtiWqPTO5RIjgnh2fi+lW7u99tqNdT9RqdekDG/z2urvUaYkYmZbEOdO36Q9f2vzHBIjAkhNiOWzIXOIDXjEw0OrSYwIokTz3hSu0ZKHB1cT5XcHC/silOswNMPbzCql7c2oWMgyw8sHxaSwzzuC/rVev8P3l0N+TGie8YvmmQd8SUpVUcDamK8bFE57/k5QPItOB6BWw8TmThTOY5LhNoUQQtsUKhUAqUrNv80rF0+XmulV7i2q8M+Zu6w8coPPqxanaaViqFGjeL7u27i1qEL7WmX4ZcsZZrk1B+Di/UDCYhKYte0cd5+F07dJxbTlA8JjKZjXEn19PQDyWJiSnKrU2nvWBrOCpbEsWvHdCz6XEhlExNV9FGja/7XX/Lb+glPnCRluy3fzTFQpSRjnLUDhNl+nPR//9A4B+xaBWo1Tl4mY2BX+P61kvXxFy1CwTOX3Wic2LBDvk3v4rJPHa68dXjaTZh5TMtzWwcXTSE1Owtq+IPV7f5v2/K3D//D42iliQwNoM+J3AP5dMAFTSxuKVa1P5RY92DtvHAAPLx5hsOcJTCx0N0OnXJkyVKvy7mvFFwICg9i+ey9DB75+zTjl+5+YOTXj14zjv/uepKREChUsyPhR36R7zdvnHs3adsLv7nV87j9g5q+zyZsnD906d6BJw/p8PWo8KSkppKSmsnzRfPT19TO8XZG92TqVwaHUu4/tuPBAHp7ZS+Uv3F977cyKH6nbf3KGt3nKczqK5CQs7QtSo/uItOfvHdvKsxuniAsLoPGw30iKjeL2v6uIiwiiQss+lKitSTd4fNFEjM2tqOOa8f0/M5QtUYSq5Uu91zqBIeHsPHKWr75s99pr0xesZPpw1wy3NfmP5SQlJ1PQwY4xbt3TvXb3kR+tPCby4MAq7vv6s2j9TlQqFd4P/Ti8chZjf1tCVEwcluam/DEp+30OFBknAxFCCCGESCf66V3u/DMPq0IliQvxw6X7GBKjggm+dZr7/3qSt0QlUKuo0HUU8aHPMtxufOhT9A0MqeL+MxcWjUKZkoSBsSkALt1GAeCz+2+in/pgV7oaNQb9RkpcFN7bF2BXqirPLvxLnqLlMbGxz5T3ndl8QhJYcMKfEnam+EUlM7qxI8FxKZx5HI3X+SAqFrJApYZvGzniH52c4XafRSVjqK/HzLbFGbvjIUmpKkyNNB+4V1wI4tcvShAal8q6K8GMbSp3BAkhdOfg1cecu+tPiyrF37lsxWIOVCzmQHKqgr2XHnLlYRA1Sxfi1/7N3rrO1rN3uXgvgJjEFPo1qcjj4Ci2nrnL6E61aV6leFpdiiL5rOle35kRSw+gVKr4uV8T9l56wMFrj4lNTGFQy6rafNuZLsHfB/89CzDNX4LkMD8cO4wmJSqY6LtnCDrshUWxiqBS4fjFtySH+2e43eSwZ+gZGFK890werhiLKjUJfSPNeTvo6ApK9PuV1JhQgk+uw6nj2Mx6e5km5LE3p9b+ga1jSaIC/Wjcfzxx4cE8uXqKC9uWULBMFdQqFQ37jSE66GmG240Keoq+oRFtBs9g5+8jUCQnYWjy/HqnWRdcmnXB++Ruwvzuoaevj3PjDlRs1pXdc0ZRtXVv2o2eQ3J8DIqUZJ0OQmTEbe+7/DJ7HqVLleSJrx9TJ4whMCiYYydP89ffnlSrUgmVWsXksaPwe5rxa0Zfv6cYGRny6w8/89XwUSQlJWFqqulDpVLJspVr+LxZEwD2HzrKqOFDqV61Mn3cB9OkYX1i4+JYueQvRo6fTHx8AlZWGb9RRORM4b53ubThD/I4liQmyI9afcaREBHMsxunuL5zGQ6lKqNWq/is52hiQzJ+PMcEP0XfwIjGQ6dzeN63KFKSMHz++aVM486UadyZh6f3EPH0PsVqNMNh+CySYqO4vHk+JWq34vGFA9gWLUtcaEBmvXWtuvPAl989N1G6aGGe+AcxeXBvgsIiOHHxBos37KJq+VKo1GrGD/wSv8CQDLfrFxCCkaEBP44cwrAZ80lKTsHUxBjQHNNeW/fTvK5m9mP5kk7Mn/I1h89epVJZzTnr93GDABj+wwItv2OR1WQgQgghhBDpPDq8jqoDvketUnN97cx0r+Vzrk3ZtoM4O3/YG9f12f038aEvL+4dP2uDQ4W6gGZmhfnzOyZNbexJignHwv7lHZTJMeFEPr5F6daaOxH9Tm/n4aE1VOg2hrgQP0zzOlC5z3ecX/gtjrXaYGSWsz5Urr8SwvRWxVCp1fx0yC/da7WKWuNRpyDD/7n/xnWXng3kadTLGhSty9tSp5gNAEGxKRSy0VzI21kYEZ6QSmEbzcyHJIUKc2MDCtnoERSTkhlvSwghMuzLhs40cima9vuk7vUAMDTQf2uhahMjQzrVKZuh9jvXKUfnOuXSPTe6U+20n53y2aRts3HFojSu+DKWNjVK0abG+90pml2EnFxPsS+no1ar8NvyU7rXrMvUomALD+4vHf7GdQMPLiUp7OV527Zaa2zK1gEgJSoIY1tNLQ8jaztSY8MxsdWct1UpSRiYmKOXtxApkUGZ8bYy3dW9a2g57EfUKhWHlnyf7jWnSnWp3XUw234c/MZ1z21eRFTQy3N5uQbtKFZFs2/Fhgdik0/TTxZ58xEfHYaNw8vi58dX/Y7fjbN0nLgQfQNDNk8bwJXdq9LNnLh5eCsVmnbU0jvNPMtXr2P2z9+jUqmZND39NWODerX5ZsggXAe9+Zpx3sK/8fV7ue91aNeGRvU114wBQUEUKazpw3z57AkNC6eIo+b3v5Z44uHah9/n/glA7x5d+OGX2WzduZvYuHgAChYoQNsuPcnvkE8GIT4Rt/evocFXM1GrVJzx+iHda4Vd6lCl41fs/33IG9e9um0xscEv98USddvgWElzPMdHBGGVT/N30MwmH4nR4Vjle/n55cK6WfjfOsfnYzT7473j27i9bzWf9R5Lclw0AbfPU7GNK7f3rdHq+80sK7cf4NexA1GpVEydtyLda/WquTCsdwfcJ89647p/rtmOb8DLwYn2TevQoIZmNl9gaDiOBfIBkM/WhrDI6LTfF2/YzYDOLZnjtSVde5v+PcYvYzSfC5/4B/Hz3+uxtrTQyvsUuiPz04QQQgjxRnp6rz9naGKu+UH9ej5vALVKhVqpfPl4ZTkz2wIkRGjuBkqKCcfU2i7tteTYCK6umkE1t5noGxgA4FSvI42mbODBvuWY5S2AsUWetBhUqRmfMZDdvKlfzY3//yWZUqVO93i1+wtYGRP4fJAhIiEVO/OXudLNjAxITFESGJNCAWtjrcQvhBAfomejCukGIURmeP0Eo//ivP0WapUy3ePVE4xxngKkRAQCkBobgZHVy/O2gbEZyuREUiIDMc77/4uIZ3tvODEbm2r6Tf2W6x2VSolK+fLxar9Z2RUk5vndzwlRYVj8ZyZno35jaeoxhev7N3J933paDJ7OgPl7uL5vQ9oyDy8eoWSNpuQUb7q2sTD//32oVKpQKJRpj1eXK1SgAM8CNH0YFhZOPvuX+971m7dZ6rWKi5evsmzFGvI7OPDnnF+ZMm4UeWysCQsPJy4ujj3/rKd82TJcvX5Ti+9UZHd6b9gZDU3f9flFiUqlSHvwSt0iC9sCxIVp/g4mRodhZmOXbt3Peo2hruskvA9tAqBMo050mLmJG7s8CfS+SGJUGBfWzsLv6jFigjM+E0PX3tSPFmaamSBvPaZVKpRKZdrj1eUK5rPDPzgMgLDIaOzz2qS9dsPnEZ5b9nH59j28tu4DIDImFrVaTV5rKwCKFS7A39+PRKFQEBweqZ03KXRCZkQIIYQQIp0SzXpxdcU0LByKYGT6fnedlGv/5juNACzyFUGlUHDF6zss8xfFwNiUS0snUKXfVM7N/xoDEzOur5lJ6VYDSIwMIeDyARTJCRSp2wGLfI4YGBlzdcVUDE0tMLG2e+t2sque1RyYsf8JjnlMsHjHwMN/Da5X6K2vOeYxQaFUM+3fJzjlNcXUSJ9Jux/x3edF6VczPxN2P0aNmvGSlkkIkc0ERsax9+ID3D+v8tprP246xeTu9TPc1vR1J0hKVVAwryUj2n+W9vzWs3c5decpARFx/Na/KU75bEhKUdB+5iYmd69HvfJFGL/iCABHbz7h+E99sTLPWfV0HBr05MnGGZjYOaL/nuftQi3ffMc/gIm9I2qlgicbpmGazwl9I1MerZlE0W7fkb9JPx6vmYBarcap0/iPfQs6UbVNH/b/NYU8BZwwNnu/fqvb4+u3vpanQBGUylT2/TmJvAWLYWhiyp65Y/l88Ayu7VtPqO89kmKjaOQ6FkVqCidW/Y6ppQ0FSmnuHA557I1dkVJpN2ZkZ259ezFm0jSKOhXB0uL9+nDU8LdfMxZ1KkJqqoJRE7+jeLGimJqaMnz0BH79YSqeC+dptj3kGzz69+Hhoyf89sd84hMSGD/qG+xsbUlJSeHrUeMJC49giMeAj3qPImeo0LIPJ5d8h3V+J4ze83iu1uXNs3YArPMXQaVI5cTfk7EpWAxDY1OO/jWO+u7T8T60gQi/eyTHRfFZrzH4Xj7KkwsHSE1KoHTDjhSr2ZxiNZsTE+zH7X1rsM6f/QtFu3b8nAmzllK0UH4szc3ea90R/Tq/9TWnQg6kKhSM+30JxRwLYGpizMifFvLjSDf+/n4kAIO+m8OAzprZkZv2Hqdrq4YAxMQlMOPPlajVYGBggINtng97cyJb0FO/bShLCCGEELnSlStXqF69Op//dvCNxaqTY8Lx2bOUpKhgSjbvi13pajqI8sNFPLrBgXEtuHz5MtWqZX7sL/pz31cV/2+x6oj4VJadCyQkLpXe1R2o6miV6bF9iJsBcbT6+2aW9Z8QInt78Tfu8MzeVC6e/6PauvssjD92XKBkgbz4hUYzrksd1hy9RUMXJ5YduErl4vlRqdSM7lSbwQv3snhomwy1+zQ0hlVHbzC5e32+XXqAX1ybYmqc/p67PRfvY2psSLPKxZmz/TwG+npUKZE/bZZGbEIyE1cdfWuKqPd1/XEwzaas/ai/pS/6vuLUff+3WHVqbASBh5aRGh2CQ8PeWJXInjUu4nxvcvP7Vpl6fnnRZ4OWHH1nseqEqHDO/bOYuPBgqn/hSuHy1TMlpswWeO86SwY10Wq/vujHC8cP/t9i1WHh4cxftJSgoGA8BvTls+o587rhyrUbfNYo664dxft7sU9+ueDwG4tVJ0aHc23HEuIjgnBp7UqBsjnr/zHkwXU2DG+WKfvgi747tX7eO4tVh0VGs3DdToLCInDr3IoaFTOWGjG7uer9gPo9R8gxnQ3JjAghhBBCpGNibUelnhN0HUauY2thxLhmMitBCPHpWnPsFjP7NEalVvPDhpPpXqtTzpGvWlVjyMJ/37ju4n+v8DQsOu33NjVKUa+85u7SoKg4CtlqBnfz2ZgTHptIYbuXg72ztp3j3F1//hzckkv3Ayhka/laho5/zvrQsXbO/MLFyMoWp07jdB1GjmOex46m7pN1HUaOZm9nx/dT5JpR6J6ZjR11+k3UdRg5nn1eG6YO66vrMEQuJjUihBBCCKF1Z+cN1Vpb9/ev4MLi0Zya5U5iZDDBt05xYdFITs8ZSPDNk+9uIBd4WxHrD7HyQhDjdj5k4EYfgmOlgLUQIuu9sVaOiaa+jZq3555WKF8+0tXKyWNJYEQcAGExidhZpU8nMaZTbSZ1r8emU3c4eecpN31D+OfMXVYdeZk7/uiNJzSp9OnVsHhbEesPlRoTxpWJ9UgMfqzVdrOjrTO/0mp78ZGhzO9VnYhnjwh5dIcdvw1n68yvuHloy7tXzoH6DdTeteLBI8dp17UXnis1BYGfPvNn4LBv07aRkJBAv4FD+XrUeBYt9dLadkXusv+3t6eqe19+V49zZMFodk7rSZDPFWJD/TmyYDR7f3Ln1t6VWttOduM26XettbV00x6+/n4+vcf8RGBoBACzlm9izK+LWbn9gNa2I7KWzIgQQgghBABPTv5DyO0zGJtbU6XfNHz2LCE+xA8TK1sqdB3Fqd/dsClSlphn93GoUJfw+1coUvcLbJzKc37BcBxrtSE5NjLdbIrbW+aQHBuBSqGgav8ZnF8wHHP7wuSv1IiCVRpnKK7SLfsD8OzCXkK9z+FUtwP5XeqTEh/NjXU/kb9ig0zojY+37UYoZ5/EYGViwHcti7HsbCB+UUnYmhvxbSNHBm7woYyDGfdDE6lbzIYr/rG0q2BHeQdzRmx7QOvydkQmpKabRTH3+DMiElI1NSFaFePbbQ8oZG1Mw5J5aFQqT4bicv1MU1R0n3cE531jaO9i/441hBBCO/o0duG7tcdwsrfBwtTovdYd1rbGW18rks+aVKWSyauPUczBBlNjQ8Z5HWZ6r4ZsOHGbewERRMUnMaZTHUoVzAvA+uO3KWSnSad391kYpQrmxUA/Z9ynF3puGzE+ZzEws6JY9+8IPLiMpDA/jCxtcfziW3z+GohZ4TIkBtzHplxdYh9dwa5GO8wdy/Ng2QjsqrcmNS4y3SyKZ7vmkhoXgVqpoFiPaTzw/BZj20LkcW5IHpdGGY4tYP/f2FVrnRlvWytuHtrCk2unMLGw5vMh33Nuy2KiAn0xt7GjYb8xbJraj3zFyhHme4+iVerj730Z58YdyF/cmW0/D6F8g3YkxESkm0lxYtUsEqLDUSoVtBw6k+0/D8XaoTAlazSmZM2MF5w+s+kvyjdsB4BDCWc6jFsAwD8/DKRi867a7YgPtH7zPxw/eQZra2t+mzmN+YuW8MTXDzs7WyaPHUW3Pm44ly/LXZ/7NGpQlwuXrtCl4xdUdC5P/8HD6fRFG8IjItPNovjx9zmEh0eQmqpg1k8zGDB4OI6FC9O8SSM+b9Y4Q3G1aNoIIyNDHj7SDIAVcSzM0r/mpg1EePvcp5JLBcaMGEa/gUNxd+2NsbGx1vtHZD2fo1t4duM0JhbW1PeYwbXtfxMT5IepjS2f9RzNnpn9sXMqS8TT+xSuVI9gn8uUqt8e++LOHJg1lJJ125EUG5luNsWF9bNJio5AqUylwcAfODh7GFb5ClOkamOKVm+SobicqjbCqWojQh7cINjnMgXaDqDp8NmoVSqO/ZW9ZrBt3HuMk5duYG1pwU+j3Plr7Q6e+Adjn9ea8QO/pNfoHylf0gmfR09pUKMSF2/50LlFfSqUKsbA72bTvmldIqJj082k+HXpBsIiY1AoFPwyZiCDvptD4fz2NK1dleZ1M5YqaWD3tgDsOnKWM1duU8KpIFfvPMCpkAMF7G0zpS9E5ssZV1pCCCGEyHRxQb7kKVKOsu2e3+GnUmFoaon/pf2o1WrUahUu3ceSv3JDTPPmp+aQOTy7oEmhkaeoM2XbfYUiKZ7k2EgAop/6EHbvMkbmNihTk0iKCkGRFE/Bas0oUKlh2naTokO54jUl3UORnJguNkVyIk/P7aFg1eZpz3lvm0/JZn0yuVc+3JOIZMo6mDOwjqbQtEqtxtLYgIM+EajValRqNaMbF6FhyTw4WBkxq31J9ntr7vYpn9+cgXUKEp+iIjIhFYB7IQlcfhqLjakhyQoVoXGpxKcoaVomLw1K2KRtNywulan/Pk73SExVpostMVXJnjvhNCudN4t6QwghIJ+NBUXz2RAcHU+PBs445bNhUvd61HcuQt8mmhoIL+pCZLQ+xAvTejbkx76N0wpV/zagGeYmRri1qMIvrk1ZPLRN2iAEQM9GFdLqQ5RztOe7L7PnoPabJIc+wbxwWQq1GAiAWq3CwNSSiOsH087XRdqPJk+FhhjZOFCy/ywiru4HwLxIeQq2GIgqOZ7UOM35OiHgHrEPL2NoboMqNZnU6FCUyfHkrdQUG+eX/ZIaE8bj9VPTPZQpL8/X4Rd3kadCQ/SN36/AaVaKCHiMQ/Hy1OmmKZSsVqswNrfE58w+Td+p1DTuP4ESNRpjZZef9mPncffUHgDyl6hA7W5DSEmMJzFG03ehT+7y7M5FTC1tUKQkERcRQkpiPKVrt6BE9cZp242PDGXfgonpHqmvXOvcPradkjWaYGSSvu/ObVlMpRbdM7lXMu7hY18qOJfj22Gaa0WVSoWlpSW79u5/fm2jYtrEsTRv0pCC+fOzZMEcdu7WXCtWquDMiKFfERcfT0SEpv/u3PXh3IXL2NjYkJSURFBwCHHx8bT+vBnNm7y8VgwJDWXUhCnpHomJia8H+BZVK1ckMiqKMZOnERQcQkRklPY6RehUdOAT7IqVp0onzWwGtVqFkbklj8+9OKZV1OozHqeqjbCwzU+zEXN5dFazT9oXr0DVToNJTYwj6fnnl3BfH4K8L2JsaY0yJZmEyBBSk+IpWrM5TlVfDsomRIVyYvHkdI//fn65sXs5p5ZNo3DFegD4XTnGrum9KFy5flZ0TYY9fhaIc6liDO/TEdAc11YWZuw5dl5zXKvUTB7cm6a1q1IgX14WTvuGXUfPAuBSujhf9+lIXEIiEdGxAHg/9OP8dW/yWFmQlJJCcFgkcQmJtGxQg6a1q6RtNyQiirG/LUn3SExKThdbYlIy2w+fpmWDGjzw9adimeL8PMqDNTsOZknfCO2TgQghhBBCAODSbRT25Wtxack4EsIDiA16QqWeEzCxskOtUmJoYo6evj76hsYYmVtiYGSMKlWT2kelVACgfv4vaD4I5CnqTMUeY6k1dC4W+YpQe8RCEsIDubZqOq8siFqpTPd4lSI5kSvLJ1Gp50SMzCwAuLV5Dg4u9clb4u3FO3VtZGNHPnOyYuLuRwREJ/MkIolxzZywNTdCqQJzYwP09fUwMtDD0sQAY0N9UpSaXCMKFc//VaW1p1KDcwELRjcpwuyOpXDMY8KCzqUJjEnh+wO+acupUaNUpX+8KjFVyXd7nzChmRMWJgaZ3xFCCPGcnZUZE7vVY97Az6lWsqCuw8mxHL8YiVXpz3i0ZiLJEQEkhTzBqdM4jCxtQaXE4Pn5Ws/ACAMzS/QNjVErnqfie36eVr1yvkalwqKIM0U6jKbUgNmY2DtSeuACUiIC8d30fdpimi/1lOker4p9dIWI6weJunWUkBPrMr0fPkSjfmNxqlibPX+MISbEnwj/xzR1n4y5jS1qpRIjU03fGRgaY2JuhYGRMcqU9Nc6KsUr1zoqFflLutB4wAQ6jFtAngJF6Dz5b2JCAziw6LuXy6nVqJTKdI9XPbtziXtn9vHgwmEu71kFwJXdqzC1sKZ07RaZ3S0ZNmXcKOrVrsWwUeN45h/Aw0dP+H7KBOzt7FAqlViYm6Ovr4+xsTFWVpYYGxuT/Lz/FM/7TZH6sv9UKhWVXJyZNnEsS/+aS1GnIqxashD/gEDGTpmetpxarUahUKZ7vA99fX1+nDaZWT/OwMbamnz2dh/fGSJb+KzXGApVqMXRP8cSGxpAVMBj6vSbiKm15vPLi2Na38gY4xfHdKrmy27Vm/4eqlXYl3Chdp/xNB85D+v8RWg5djFxYYGcXDb1leXUqFSKdI//qtTOjVYTlnJ9xxIAnKo1pv33G7h/YkfmdcgHmDCoJ3WqOjPip7/wDw7j0dNApg7ri10ea5RKFeZmJujr62NkZIiVhTnGRkYkp2hulFI8/1v26jGpUquoWKYEk4f0ZtH0b3Eq5IDnj2PwDw5n4hzPtOXUajVKpTLd41WJScmM/nUx07/uh6W5GYUc7LCx0nwWNDCQzzA5laRmEkIIIQQADw6uIi7wMQbGphhb2JASF4n3jr9IjAh857oxz+5xfc0PGJiYY2KlueM0j1N5Hqcmc3XlNFIT46jYYxx3ts5DrVJiW6Jy2rqmeRyo7vHzW9u+tmo6CWEB3Nk6D6d6HUmOCePp2R0kRgQSH/qUUi36ffR7zwxrLgXzODwRUyN98pgZEpWoYNEpfwJj3l2X4X5oAj8d9MXcyIC85pr0JeXym5N8VcWMfU+IT1EyukkR/jzpj0KlpnIhy7R181ka82PbEm9t+/v9vgREJzP/pD8dXOyoW9zmrcsKIUR2MXjh3veeJfE2yw9d5+aTEKLikvjZtQnmJkZ8/fc+8lqYUjx/Xr7t8Bkz1p8gJiGF095PWT2qA6ULZZ80EMHH15AY/Bh9I1MMLfKgiI/Cf98iUiLffb5OCLiP75afMDA2x8hSc742dyyH6lQyTzbOQJkUT5EOo/Hf+ydqpQLLYi/P18Y2+SjR+8e3tl2sxzQAnu6YjX3tzh/5LjPH5V0rCH/2CENjU0yt8pAUE8npDfOJDXt334X6+nDo7xkYmZljZq3pO4cSzij+Xcv+hVNISYij8YAJnFo7F5VSQaGyVdLWtbR1oM23v7217ZZDZwJwzOsXKrXozrPbFzm59g9K1mhCbEQwDXqP/Lg3riVLvVZx/+FjzExNyZvHhojISGbN+4uAwHf33x2fe0yc9gPm5ubY2mr6z8W5PEnJyYyZPI242DimTRrHr3PmoVAoqV715b6X38GB+bPefq146co15v61mJjYOAoVKki9Wp8xYer3XLx8lfmLlvDNkEEMGTGGlNRUunRsJ19i5iK39q4kKuDFMW1Dcmwkl7csID783ftkhJ8Pp5d/j5GJOabPP7/YFSuPIiWJk0u/IyUhjtp9x3Np4zxUSgUOpaukrWue14HGQ399a9v3jm0l0PsiyfExuLTuR/C9q9w9vAmlIoUiVbLXDLzlW/7lgV8AZiYm5LG2JCImlj9W/ENAaPg71737yI/v5nlhbmaCrY0VABVKFSMp5SATZi8jLj6ByUP6MHv5JhQKJVUrlE5bN79dXuZMHPLWtifOXsazoDB+99xE15YNaVCjIlv2nWDMr39T/ZV2RM6ip1ar31wNTAghhBC50pUrV6hevTqf/3YQ2xKVPrq9uBA/Hh1eS6WeE9+9cBaIeHSDA+NacPnyZapVy1gO0o/xoj/3fVWRiq8MCHyop5FJrLsSwvhXakNkpZsBcbT6+2aW9Z8QInt78Tfu8MzeVC6e/73W3XLam9Pez7A2N2ZGr0b8ve8KfqHR2FqaMbpTbfrP3UlZRzvu+0dQr3wRLj8MpH2tMjgXsWfoon20q1mayLhEJnarlzYQMXvbOSLiEklVqPihTyOGLd5PYTtLGrsUpUmlYu8V395LD0hRKHEp6sD2cz6M6VSb4X/vZ8FXLQFQqdS4z9+N17dfvFe7ANcfB9NsytqP+lv6ou8rTt2HZdGPnwGYFPaUkBPrcOo8/qPb+hBxvje5+X2rTD2/vOizQUuOUrBM5XevkEFRgX5c2bOaph6T371wFgu8d50lg5potV9f9OOF4wepVuXjrxWf+PrhuWotP3yXPa4V/+vKtRt81ijrrh3F+3uxT3654DAOpT7+2I4J9uP2vjXUcZ2kheg+XsiD62wY3ixT9sEXfXdq/Tyqli+ltXZ9/YNZsW0/077OfjeFXfV+QP2eI+SYzoYkNZMQQgghPoqlg1O2GYTIDYrkNdXZIIQQQmjTk5BoyjvaMbh1deB5rRxTY/ZdeZhWK2d857o0qliU/HktmDvwc/699ACACk72DG5djbikVCLjNHm3fZ6Fc/FBINbmJiSnKgiJSiA+KYXmlYun1XsACI1OYPLqo+keic/TSLyQmJLKrgv3aV6lOIVsLbnyMIjOP22hRumXKaOO3fKlgUvu+Xtsal9EZ4MQOV2egk7ZchAipyhW1CnbDkKIT5N1fqdsMwiRUxUtnD9bDkKI7E0GIoQQQgghhBBCaN2YTrWpVbYwY5cfJiA8lsdBUUzsVg87KzOUKjXmJkbo6+thbGCAlZkxxoYGJD/PM614UTNH+WreaTUuTvkY36Uu8wa1pEg+axYPbU1gRBxT1x1PW06NGoVSle7xqsSUVCasPMrk7vWwNDXm0LXHdK9fnq2TunLy9tO05baeuUuXOmUzs4uEEEIIIT4ZMhAhhBBCiP8r+NZpHh5ao9U2/x3VmLB7l4gP8+fi32M5PXsgDw6ueuOyNzf+xp7hddIKyfns/psLi0Zxack4FEnxxAY+5vDUTsQGPtZqjJnlzONo1l0O1mqbzRde5/LTWE4/jmbMjocM3nSPU4+i37js5muhjN/1iLE7HqJUqbnuH0eLRdfTvvQTQghtWXnkBlvP3sXU2BAbC1Mi45NYsPsigZFx71zXxz+c7zecxNzEiLyWZgCUL2JPUqqC79YcZ+SygwRFxvHLljNcfBBIeUf7tHUdbCz4tX+zdA8zY6O016euPUFAeCx/7LjAqTtP+axMIXaev8eY5YcomFeTYu/FLAwbC1Ntdkmmib57hmAtF4i+Pq05sQ8vo1apeLhyHI9WjSfk1Ma3x+B9imvfNQUgMfgxt3/rSmJw9j43P7l6iiu733z98aEWudXn2e2LRIc8Y8dvw9k686u01/bOHcfSr5q9dd1bh/9h1+yRrJvQg6hAPwLv32DLDDeOLNPU5lApFGz/eZjWY/4Yx06exnOldq8Tq9ZtzLmLlwD4dc58vh03Ca/Vmv175m9zGDjsW3q7fZVWAPtVK9duoEOPPgz9dix37voAsGzFakaMncjs+QsB+Gf7Ltp3763VmEX28uzGKW7tW63VNtcOaUig9yXCfX04smA0h+eNZPPo12sXqVUqDswaxuF533LKczoAceGBHF80keOLJhL+xJvE6HB2f98Xv6vHX1tf105cvMGKrfu12uZn3YZx4cZdngWFMmT6XNwm/Z722s4jZxj18yKmzl/xxnUPn71Kp2HT0mJSqVR8/f18vpn5J6u2HwRgxdb96doU2ZcUqxZCCCE+cZeWjqdyn+8AuL7mB0p97orvqa0kRobg3OmbtOUeHd2AuV1BClRqxNl5Q6kzYiG3t8whOTYClUJBNbcf0c9g8b88RZ2xL1MDgJpf/Y5apeLysglvXLZij3HEhz5L+z383mXqjlqC/6X9PD2/l+KNuuFQoe6Hvn2tm7j7EZNbaFKE/HjQl34187P9RhjBcal83aBw2nIbr4ZQ0NqYhiXzMPyf+yzoUpq5x58RkZCKQqnmhzbFMdDXy9A2y+c3p3oRTYG4esVtiE5U8MthP+qXeL0Q9YmHUSzoUpoNV0I4+ySG+iVsqFDAQgvvXAgh0nNtmj63/NKv2wIwvF1NgLTi0z0bVUhbZvHQNviFRlO3nCOTutdL9zzAzD6N07X5s2vT947r9wGvfxG8fET6OhB5Lc34c3Cr9247szxaPZGiXTWpgXy3/Ej+Jv0IO7+d1Khg/tfefcdVXf1xHH9z2VMFRFy4B+5tbk3TnJmp5R6XdrZ/lu29LLNlWeBAy5U50szUypy50kpBc6LiAhzsce/9/UFdJTAB7+UivJ6PB4++44zP9xtXvvd+7jmnct+HrOXOblwgN/+KKtugs/76YoLq3P2RTnw7VZlJCbKYslRj+KtyMuTvb7VXlVD51mqpS/u3yqd6U1XoMkJ/fTFBQR3vzFXWlJasi/s2yDsk+/+lZ4Ua8qvXzgZXfn1Wvv+ketybvYj22ukvq9Vt4/XH2q+VFH9GHUc8ai23e9VX8itfSTVbddU3r92rQc9N1y+R7yrlYrxMpiz1nvBWvp9xKtRsqCoNs3/Hb5v4UY5ERJ9H38mx/2+Nut+hRt3vUNSGFYqLOaDabXuoxz0vadfK7A9UDS4uanbrMCWcPFzQW1FoDz3+lN58Ofs5cdKLr+pe4xjNW/SNTp85q6cev/ycOPvL+apcqaJ6dOui0Xc/oMgvpun1yVMUH5+gzMwsTX3n9XwvEt24YQPd1LqVdu3+XTt/26NqIVUVHJy9Rs1zEx+XJE187mWlpKTKz883R12DwSAP9+wEYsUKFXTm7FktXbFKjRuGKqh8dsLyjoH9tWzlquu7MXConz7+nzqMf0GStGnGK2rcd5z2/7xYKQln1OrOR6zl9q2ZJ5/ASgpp3kWr37lPvSZ+pm3z3lPaxQSZTJnqct+b+X5tB9ZooIqh2e9fbp7wnmJ2/awLsblfi04Gg3o++Ykk6fu375Ek7V7ymVw9fZSVniLPsuXlWSZANdvlTmIUhUdf/0SvPjpOkvT81JkKG9pXC1f9rNPnEvSkcai13Jxla1S5QqBuvqm5xj8zWTPe+J/e/mK+4s5fUlZWlt596t58v6Yb1amuNk3qS5I+felRa9LAZDJpxuLv1ahOdQX5l82zbvd2zeXq4qzDx7MXIN/82z61bFhX4+64VeOfmazRA2/R2EG99MuO3wt7S1CESEQAAFDKVW7dWye3fy+LxaLKrXvL4Oouc1amXD19dHzrCgXWa51nvYvH9yvuwE7512qmlPiTSk04Je/yVSRJR35eqPNHLj8MBjVorypt837YPr1nvfav/Fw1ug7N8/y/Ves8WDu+eFpOBoM8/YMLeLX2d2t9f62OTpDl7203Z4MyTBb5ujvru33xalXVN896B86maOfxRDWr7KPYi+k6fSlDlcu6S8oexfDHqcvfIG5X3U+9QwOuGsMnG09qRMu8F5V1+ju3UamMm04nZhTuIgHAjkLKl8mRhIDk3/xWJexeLVks8m9+qwwubrJkZcjZ01fxO7+Tb61WedZLiT2gxEM75VOjmdITYpVx/rTcA7KT4uc2L1LSsT+sZf3qtVNAi9652si4cFpu/pUkZX/AlpeT309TxZ736Oj8l67zSm2rfsc+2r9xlSyyqH7HPnJxdZMpK0Pu3r6K+uVbVW3YJs96545G68S+7apUr7kunjupxLhTKlMh+xlnz+r5OnVgj7VstWYdFNqpn81iXh85WTG/b9HASdNs1ub1GNC3t5Z/l/2cOKBvb7m7uysjM1N+vj76ZtkKtWub93Pivuj92rptp1q1aKYTJ07qZOwphVTNvodz5i3Ub3suPyd27tBeA/vnfk786+AhNWncUM9NfFx3jblbvW/prosXL2nSi68qKTlZXl6eueqMuHOwRg0bql27f9fUadPVu2d3VawQpDdffl53P/ioBvbrI19fHxvdHThKzXZ9dHjrKlks2dvOrm4yZ2XIzctXBzeuUMUGef9exh/br9NR2xVUt7mSzsUqOf6UfIOyfy+j1i7QuYOXfy8rN26vWh36XjWG/T8vVqe7X73q+VNR21W2ci1JUtzRKHV/5H2ZMjP025JP1WHc84W5bJvo162dVvy8VRZL9ra7m6syMrPk5+OlZWs3qW3T0DzrRR2K0a97otSyYV2dOHNOsWfjVbVikCTpy2/XaXfUIWvZTq0aacDN1/6i2LnzF5WRmaXXHh2vVz6ZowNHT6hu9Sr/WSf2bJwqB2cnFZ3zmVhH8UEiAgCAUq5C407aPv0JyWJR6/um6LeZz6nhkCeUfDZGJ3dcHpZrcHGVxWSSxWKRKSNNFotZZas1UOM7/5erTYvZJMsV83pbLOZcZf4R3LSLgpt20cZ3jQppf9s1463cqqcqt+qpI+sXycU99xtQR+tYs4wmLj8ki6TJA2rphVVH9HjXqoo5n6Yf9p+3lnNzdpLJbJHFYlFapllmi9Qg2FtPdKuaq02zxSKT2XLF/tX7f//nE2pfo4waVcx7lIPl77qnLmWochn3Ql0jAFzNxn3HdeTMBY3q1thmbXZ+OlJTjD2UmpGlrzdHKyk1Q2O6N1H9KgF6df5GOTlJ9SoH6MG+rTRjzW79fvSs4i6l6pP7elmnVkpMzdDTs3+UwclJA2+qq+5Na+TqZ3PUCS37db9cnJ317NAO8nJ31bmLKerz8jwtmDhINYPLWct++O12xSYkys3FWa+M6KL1fx7TO4u3aOWLd9nsuq9UpkFHHZo9UbJYVGvsZB2Z94KqDnhcaedidH73D9ZyTi5u1r/V5ow0yWyWd9UGqnrbE7natJjNspgv/62WOe+/1W5lg5V65rC1Tl5Sju/TiRUfKPnY74rf/q0CWvfPs1xRq9Gii75971HJYlH/Jz/Q9x9NUpexE3Xh1DHt3/S9tZyzq5vMpixZLBZlZaTKYjarQq1G6jou92hNs9kk85XPOFe5J4XVZfT/dDJ6l/asXqCOwx+5dgU76961k+57+AlZZNH0D6fosaee0/NPP6Ejx2L07XeXnxPd3FyV9ffvXmpqmsxms5o0aqAXJ+V+TjSZTMrKumL9l6vcw0qVKupcfLwkycUl+wPHMmX8NG3qZL37wSfauXuP2rZqmaOO4e9kWVD5QCUmJalScLDKli0rSfL29lJ6Rrp8RSLiRle1WWf9+OHjksWimx95X79Mf0Zthv9Pl87E6MjWK17bLq5XvLbTJItZgTUb6aaRT+Vq02I2yWy+PN3Xf71/SUu8IFks8vAtm+f5Mwd+018bllkTFT4BFeXu7SezKUuZqdeentCeurVtqode/UgWi/TJCxP0v3c+16R7h+vYydNauf5Xazk318uv6bT0DJktZjWuW1PP3p97WjOTySzTlWs6/deblSv4l/FVcGD239ayfj5KSk69Zp1KQYE6eOxkdj//8f8IxROJCAAASjmDs7PcvPys20EN22vfN1PlZHCRs9vlD6qDGrTT71++oYvH98tiNqlsSKiOZKbrt9kvKjM1SS3Hvy5nt+wPfGrePEy6edg1+044uFtH1i+UOStTFRp3kiRFLftEobc9aC1z4LtwxR/YoZ3hT6vpyOd1YtsqJRz8TbJY1ML4pi1vhU04G5zk6+Fi3W5XvYw++OWEXAxOcne5/E3SttX89Na6GO0/myqTxaL6FbyU/ptZL39/VMkZJr3Su4Y8XLPL39k8SHc2D7pm38v/jNOKvXE6nZihExfSNbJVBX268aTu73h5SqjOtcrqmRWHlWW2aHDT8ja+egAl3f9mrtMLd2X/e/3K/A0a172JFm+O1pkLyXpkwOVvl89bv1eVAnzUpVE13TftO332QB+9t2SrEpJSlZll1ptjusn5Kt+u/7cGIYFqVSf7G/mdGoboYnKaXlu4SZ0bhuije3tJku75eKUkafwtzSRJn63apTMXkq2JiO92HNSQDqHq2ria7p+2Ks9ERMSa3Qop7ycPNxd5umX/Oz7tux3q26pOjnIZWSYdOpWgD+7ppbe+3qyjZy+oS6NqmvfL3vzexgJzMjjLxdPXul2mXjudWPGBnAwuMrhe/lvtV7etYr55S6mx2X+rvarUl3ljuo4ueFmmtGTVGP6KDK7Z9ySo4515TrP0b7512iju1yU6fHyvyoR2lCSd/P5TVb71fmuZ+hNmSpL++mJCsUlCSNnPNR7el59xqjfroA1z3pPB2UUubpfX/6jWpJ3Whb+ms0ejZTaZFVSzgbJWfanV055TRkqSek94Sy5/T/fTvPcINe997fUF0pMvac1nL+lk9C5t/foz3TT4Pv088y2djN6llVP/p76PTtbmBR+r3ZAHrCNNti+N0LljB5SWeEFdxvxP508d008Rrysu5i8FhtRRk575Gz1qS87OzvIr42fd7tKxvd58d6qcnV3k4XH5d69T+3Z67pU3tC9qv0xmkxo1CFVaerqefPZFJSUmaeo7r8vDI/sejh05TGNHXvs5sWO7tlq4eKkee+pZtWrRTJL0+KTnZcrKUkpKqh6616gvF3yt7l07K7hC9nNSxOy52vnbHiWcv6BXnn9aIVWryN3dTU8884K8vb0VGHD1EaW4cRicneXm7Wvdrty4g3bMf19Ozs45XtuVGrXXltmvKeFYtCxmkwKqhyorI00bvnheGSlJ6nL/m9byDXoOV4Oew/PV//6fF6tOl9ut+zu//kgtB0+QJGVlpOvbl0aoRtte+unjJ9X53jfU/Pb7tP6zZ2Qxm9RyyMNXa7ZIODs7y8/H27rdqVVjvRO+QC4uBnm4uVnLdWzZSC9+NFtRh2JkMpnVsHZ1pWWs0dPvhSspOUXvPnWfPNyzy48eeItGD7zlmn1fSkrRc1NnaOefB/TJl8v04Ijb1KJBHU2c/LnSMzI1YeRAzVv5o7q1babgQH9J0q69f+mjuUuUmJSqikEBuqV9Cy1c9bN+339YXVo3tcMdgj2RiAAAAGo+9hXrdtV2/VW1Xc4PESo0yp4i46aHP5Yk1R9wf656heFfu5n8azez7melp+T6RmbdPmGq2yfMul+z212q2c0+3zi1lZdurW7d7tcwQP0a5nzT275G9toNHw7K/nDrvg6VctUrjAGNAjWg0eUFW1MzTLlGTwxpVl5DmpGAAFA4fVrW0qqdByVL9rabq4sysszy9XTTiu1/qfXfCYN/238iXtsPnlLzmhUUG5+oUwlJqhKY/eHmgg379PvRM9ay7etXUd/WdfJsR5I++HZ7jhEX3247oA4NLo8mmzT7Rx2PS9SIro2sx04lJKlFrezp/JyusvzOgZPx+uKhvvrqlz/10x/HlJiaoW6Nq2vL/hM5yiUkpirAz0uSVMnfR6cSklQ9qOxV47WV6ne9ZN0OaNVPAa1yTgdUpn72NBh1wj7Mjq3XfbnqFYaTwaCao9/OccyUlvc3euvc/dF19WUPvR583brdoOttatA15+jL6s2zkyu3P/OpJKn9nQ/lqlcY7t5+6vfElBzHuo57Oscoi/TkSzmmu2o90JirnUHPfX5dcdjCe29cft67Y2B/3TEw53Ni107Zz4mzpmc/Jz4+4f5c9QrDyclJH733Vo5jU97MORXOwcNHNHzoHdZ945iRMo4ZmaPMay88c11xoHjqfM9r1u06nQaoTqcBOc5XaZL92u75ZPY0Zy3ueDBXvcJq2v/yazUzLUWWKx64XdzcFfbVvhzlA6qH6pbHi8+/j28/ebd1+/ZbOur2WzrmON+5dfYaT+GvZY+me2T0oFz1CsPPx0sfPvdQjmMPjRyYY/9wzCnd1aebdb9Fwzpa9MGLOcr8uw3cOPL3FRQAAAAbMpsyFXdgR67jLu5eCr19QoHaSjx1RMnnjltHY5RGmSaLdh5PzHXc081ZD16xQHZe9pxMUnqW+aofzAHAlTo3CtGmfce1Meq4OjcK0Rerd+mRAa01pGOoUtMvT2nh6mJQlsmcPaVDRpbMFosahZTXU3e01wf39LImISTJZDYry3T5x2y5+pQO7y7Zqo4NqqpJ9exvP//w22EdOnUhx8LYb465WUM6hmrt7iPWYxX9fRSbkPvfySvVrRwgg8FJZb09lJSaoR1/ndLq3w7pxz1HNeeny2sp+Pt6Kj4xe/qIU+eTVNG/ZE7zYjFlKvHQzjzPhQzMPd3OlVLPHFF63HEZSuHfZrMpUyf2bs9X2W7jC/YBuTkrS9EbV8onoPitkWVLmZmZ2ro993NiXl6c9D85FfAhZvHSbxVcIe+1tICrMZsydSoq9++lq4eXWg0t2CiH1IvxOh29Qx4+ZWwVXrGWlWXStt+j81X22ftHFPg1Peub1apfI/f0tih+GBEBAACKXIfHv7BZW74Va+imhz60WXs3os+G1i103aaVffTpkMLXB1C6OBsM8vVyt253CK2q95f9KmeDQR6ul99etq9fRa8t3KjoE/EymS0KrRqotMwsPT93vZLSMvTm6G7y+Hv6o+FdGml4l0Z59nelpVv3a9nW/TqVkKTjcZfUo2kNPRa+Rre2qKUXvlyvV0Z00btLtir+UoouJKfr1ZFdtHDjPgWX9VGfVrX1TORPWrJlv+5oX1+S9NGK7ZrQ7/KCpr1b1tJTs9YpOS1T74zrrgFts/9tfHvxZg3pEKr0zCxNivxJU4y3qHbFcnp2zk9ycTYUyWgIR6h732eFrutZoYZqG6faLpgbyOAXZ9itbYOLi26dUPympbS1ebNs95yYl7xGdQDX0ntShM3a8iwToJsnvGez9oq7yHdyr7djS2MH9bJr+7AdEhEAAJRSl04ccHQIduGo6/or7tqLq90ISsp1ALCf10Z2tW4PaFvX+oH9Pzr+PU3StPt7S5Ie7NsqV73CGHhTPQ28qV6OY3s/uTfH/pO335Rjf2jHBtbtf9aTkKSU9ExZ/jXyYnCHUA3uEJqr36fuaG/dnmLMngP7ygSGvaWe+qvI+rKnoryOc8dK5jNOXux5rdEHSsd9LC3XWRIkxJTM/1dFcV37Dx+3ex/FRWm61hsNiQgAAEqZwMBAeXp5aeuHD1678A3K08tLgYGB1y5oA4GBgfLy9NCExQeLpL+i4OXpUWT3DwCuJTPLrB1/xVoXrLYFL3dXPdy/zbUL5tP6P4/lGBFiC4GBgfLw9NLBLwo2ZWFx5uFp37/P/zzjLHn93msXLkFs/dwTGBgoLy8vjb675D4r/ptXET47ouD+eW3/MPl+R4diN/Z6//LP69n47Ls2b7s44zVdPDlZ/v01EAAAUOLFxMQoLi7O0WHYTWBgoEJCQoqsv5J2P4v6/gEovnbt2qWWLVtq3Wsj1LQGc6rn154jZ9T9uS+1c+dOtWjRotDt8Pel4EraPcsPe9zX0nYfefYp/kr676Q9fwdL+r3LC6/p4olEBAAAAAAgT/8kIj59oLfqVvJ3dDg3jAOxCbp/2qrrTkQAAACUFEzNBAAAAADIU/b0c566f9oqR4dyw/Hy9GRaCAAAgL8xIgIAAAAAcFWOnNLhrbfe0k8//aSVK1fKxSX/36N7/fXXtXHjRq1YsULOzs52jPDqmBYCAADgMhIRAAAAAIBiJzU1VRUrVtSDDz6o119/vUB1t23bprZt22rVqlW69dZb7RQhAAAA8svg6AAAAAAAAPi3xYsX6+LFixo/fnyB67Zu3VqNGzdWeHi4HSIDAABAQZGIAAAAAAAUO+Hh4erWrZtq1apV4LpOTk4yGo1avny5zp49a4foAAAAUBAkIgAAAAAAxcrBgwe1fv16GY3GQrcxcuRIOTk5ac6cOTaMDAAAAIVBIgIAAAAAUKzMmDFDZcqU0aBBgwrdRkBAgG6//XZFRESIpREBAAAci0QEAAAAAKDYyMrK0qxZszRy5Eh5enpeV1tGo1FRUVHasmWLjaIDAABAYZCIAAAAAAAUG6tWrdKpU6eua1qmf3Tv3l3VqlVTRESEDSIDAABAYZGIAAAAAAAUG+Hh4WrRooWaN29+3W0ZDAaNHz9eCxYsUGJiog2iAwAAQGGQiAAAAAAAFAunTp3SypUrbTIa4h/jxo1TSkqKFixYYLM2AQAAUDAkIgAAAAAAxcLs2bPl6uqq4cOH26zNqlWrqlevXkzPBAAA4EAkIgAAAAAADmexWBQREaHBgwerbNmyNm07LCxMW7du1d69e23aLgAAAPKHRAQAAAAAwOF++eUXHTx4UGFhYTZvu3///ipfvjyjIgAAAByERAQAAAAAwOEiIiJUu3Ztde7c2eZtu7m5afTo0YqMjFR6errN2wcAAMB/IxEBAAAAAHCoCxcu6Ouvv5bRaJSTk5Nd+jAajYqPj9fy5cvt0j4AAACujkQEAAAAAMCh5s2bp4yMDI0ZM8ZufYSGhqpdu3YKDw+3Wx8AAADIG4kIAAAAAIBDRUREqG/fvqpYsaJd+wkLC9OaNWt07Ngxu/YDAACAnEhEAAAAAAAcZvfu3dq5c6eMRqPd+xo6dKi8vb01c+ZMu/cFAACAy0hEAAAAAAAcJiIiQhUrVlSfPn3s3pePj4/uuusuzZw5UyaTye79AQAAIBuJCAAAAACAQ6Smpmru3LkaM2aMXFxciqRPo9GomJgYrV27tkj6AwAAAIkIAAAAAICDLFmyRBcuXND48eOLrM+2bduqYcOGioiIKLI+AQAASjsSEQAAAAAAh4iIiFCXLl1Up06dIuvTyclJRqNRS5cu1blz54qsXwAAgNKMRAQAAAAAoMgdOnRIP/74Y5EsUv1vo0aNkiTNnTu3yPsGAAAojUhEAAAAAACK3MyZM1WmTBndcccdRd53YGCgBg4cqPDwcFksliLvHwAAoLQhEQEAAAAAKFJZWVmaOXOmhg8fLi8vL4fEYDQatW/fPv36668O6R8AAKA0IREBAAAAAChSq1evVmxsrMLCwhwWQ48ePRQSEsKi1QAAAEWARAQAAAAAoEiFh4erWbNmatGihcNicHZ21rhx4zRv3jwlJSU5LA4AAIDSgEQEAAAAAKDInDlzRitWrHDoaIh/jBs3TikpKVq4cKGjQwEAACjRSEQAAAAAAIpMZGSknJ2dNXz4cEeHomrVqumWW25ReHi4o0MBAAAo0UhEAAAAAACKhMViUXh4uAYPHqxy5co5OhxJUlhYmLZs2aJ9+/Y5OhQAAIASi0QEAAAAAKBIbNq0SQcOHJDRaHR0KFYDBgxQQEAAi1YDAADYEYkIAAAAAECRCA8PV82aNdWlSxdHh2Ll7u6u0aNHKzIyUhkZGY4OBwAAoEQiEQEAAAAAsLuLFy9q0aJFMhqNMhiK11tRo9GouLg4LV++3NGhAAAAlEjF6+kPAAAAAFAizZ8/X2lpaRozZoyjQ8mlYcOGatu2LdMzAQAA2AmJCAAAAACA3UVERKhPnz6qXLmyo0PJU1hYmFavXq2YmBhHhwIAAFDikIgAAAAAANjV77//ru3btxerRar/7c4775SXl5dmzZrl6FAAAABKHBIRAAAAAAC7ioiIUIUKFdS3b19Hh3JVvr6+uvPOOzVjxgyZzWZHhwMAAFCikIgAAAAAANhNWlqa5s6dqzFjxsjV1dXR4fwno9GoY8eOad26dY4OBQAAoEQhEQEAAAAAsJulS5cqISGhWE/L9I927dopNDSURasBAABsjEQEAAAAAMBuIiIi1KlTJ9WtW9fRoVyTk5OTjEajlixZovj4eEeHAwAAUGKQiAAAAAAA2MWRI0e0du3aG2I0xD9GjRoli8WiuXPnOjoUAACAEoNEBAAAAADALmbOnCk/Pz8NHjzY0aHkW1BQkAYMGKDw8HBZLBZHhwMAAFAikIgAAAAAANicyWTSzJkzNWzYMHl7ezs6nAIxGo36888/tX37dkeHAgAAUCKQiAAAAAAA2NwPP/ygEydOKCwszNGhFFjPnj1VpUoVhYeHOzoUAACAEoFEBAAAAADA5sLDw9WkSRO1bNnS0aEUmLOzs8aNG6f58+crOTnZ0eEAAADc8EhEAAAAAABs6uzZs1q+fLnCwsLk5OTk6HAKZfz48UpKStKiRYscHQoAAMANj0QEAAAAAMCmIiMj5ezsrBEjRjg6lEKrXr26unfvzvRMAAAANkAiAgAAAABgMxaLRRERERo0aJD8/f0dHc51CQsL06ZNmxQdHe3oUAAAAG5oJCIAAAAAADazZcsWRUdHy2g0OjqU6zZw4ED5+/srIiLC0aEAAADc0EhEAAAAAABsJjw8XDVq1FC3bt0cHcp1c3d316hRoxQZGamMjAxHhwMAAHDDIhEBAAAAALCJS5cuacGCBRo/frwMhpLxdtNoNOrs2bNasWKFo0MBAAC4YZWMJ0MAAAAAgMMtWLBAaWlpGjt2rKNDsZnGjRurTZs2TM8EAABwHUhEAAAAAABsIiIiQrfeequqVKni6FBsymg06vvvv9eJEyccHQoAAMANiUQEAAAAAOC6/fnnn/r1119LxCLV/3bXXXfJw8NDs2bNcnQoAAAANyQSEQAAAACA6xYREaGgoCD169fP0aHYnJ+fn4YOHaqIiAiZzWZHhwMAAHDDIREBAAAAALgu6enpioyM1OjRo+Xm5ubocOzCaDTq6NGj+umnnxwdCgAAwA2HRAQAAAAA4LosW7ZMCQkJJXJapn906NBB9erVY9FqAACAQiARAQAAAAC4LhEREerQoYPq16/v6FDsxsnJSUajUd98840SEhIcHQ4AAMANhUQEAAAAAKDQjh07pjVr1pTo0RD/GD16tEwmk7788ktHhwIAAHBDIREBAAAAACi0mTNnysfHR0OGDHF0KHZXoUIF9e/fX+Hh4bJYLI4OBwAA4IZBIgIAAAAAUCgmk0kzZszQXXfdJR8fH0eHUyTCwsL0+++/a+fOnY4OBQAA4IZBIgIAAAAAUChr167V8ePHFRYW5uhQikyvXr1UuXJlhYeHOzoUAACAGwaJCAAAAABAoYSHh6tRo0Zq3bq1o0MpMs7Ozho7dqzmzZun5ORkR4cDAABwQyARAQAAAAAosHPnzmnZsmUKCwuTk5OTo8MpUuPHj9elS5c0a9YszZ4929HhAAAAFHskIgAAAAAABTZnzhw5OTlp5MiRjg6lyO3cuVOtWrXS+++/r3vuuYeFqwEAAK7BxdEBAAAAAABuLBaLRRERERo4cKACAgIcHU6R++abb7Rnzx5lZmaqQoUKpW5ECAAAQEExIgIAAAAAUCC//vqr9u3bV6oWqb7SzJkz1adPH0eHAQAAcMNwsjCGFAAAAACQD1lZWapVq5aaNGmiP/74Q4cOHZKzs7Ojw3IIk8mk3r17y9vbW0uWLHF0OAAAAMUaiQgAAAAAQL6YzWa5u7vLYDCoRo0aatSokb7++mtHhwUAAIBijqmZAAAAAAD5YjAY5Ovrq4yMDJ04cUIPPPCAo0MCAADADYDFqgEAAAAA+ebk5CQ3NzetX79eLVu2dHQ4AAAAuAEwNRMAAAAAIN82btwof39/NWjQwNGhFEhMTIzi4uIcHUaRCQwMVEhIiKPDAAAAkEQiAgAAAABQwsXExCg0tL5SUlIdHUqR8fLyVFRUNMkIAABQLDA1EwAAAACgRIuLi1NKSqq+eO4e1atW0dHh2N3+Y6d092ufKy4ujkQEAAAoFkhEAAAAAEAxVNqmEsqLracXqletoprVq26z9v5hsVjk5OR01XOZWSa5uf732+9Fa7cqYulPemrsAHVr1dB6PProSX329VqZLRZFHTmpNdOeVff7X1PjWlVVvVJ5PTq8j02vBQAAwB5IRAAAAABAMRMTE6PQ+vWVklp6phLKi5enp6Ki7Te90MI1W7Rx9375eXvqtQfuVNir0xX+/L2avWK9alauIIvFovk/bJavl6fK+HhpTL/Oilj2k84mXNSI3h1Vqby/7nsjXN3bNNKDQ3vK093N2vaJM/Gat3qzDh4/rafH3aYalYL+M5YhPW5SRmZWruP1q1fW1CfH6Mfte9W4dvZ98HJ3U0ZWlqpUCLDtDQEAALATEhEAAAAAUMzExcUpJTVV08Z3Ut2KZRwdjkMcOHVRD8zYYNfphY7EnlNojcoa2LVVnue/XLVR0542amf0Ea399Q+5ujgrIzNLFQLKat7qzXpiZD81ql1VT47ql6PeHf+botAalTVuQFfVqlIh+3qOnVLEsp+sZTzdXfXSvUPyHeuitVv1xkN3SZKWTXlSBoNBY1+cpr4dm+dIgAAAABRHJCIAAAAAoJiqW7GMmoQU7lvvpy+kaOVvMTJ2q5/r3BtLd+mZgS3y3dbLi3coLcOkiuW89PCtja3H31u5R7HnU5SUlqEpo9rLw9VZby3braS0THUOraguDSrpiTlb5OvpqvqVymp819yxONJTYwZo9/6jeuy9SH3w5Fjr9EopaRk5yv0z69L81Zt1e7fWCgkO1KSP50mSfL08crX7xMh+WrZ+h6YvXqvburRS+6Z1ZbFYlGUyWcuYzPl/O34+MVkWi0XlfL0lSQaDIbtvb09lZGaRiAAAAMUeiQgAAAAAKAGiY89r6qo/VCvITzHxSfpfv2Y6ezFFm/afVvhPUWoaEiCzxaLH+zbV8fjkfLd7PD5Jrs4GvTislR6fs1lpmSZ5uDpLkp7o21SSNH3tPu2PvaDY8ymKS0yTt7uLgst66a9TF9WwSjk91KuR7o/YoJEd68jNxdku118YM5f/rEMnzsjD3U0+Xh6qXTVYU+au1K7oI2pUq6pG9O6ohyfPkoe7q6oFB6pto9qasexn1azy39MstW9aV+2b1lVSSpq++XGbgvz9VK96Jb332Kir1lm77Q999f0meXu6y9fLU6npGYo5HacRvTtq0ZqtuqN7W0nSpeRUPT4lUl4e7goOLKsyPl42vScAAAD2QCICAAAAAEqALzce1KtDWstskV5bsjPHuXZ1Kuie7g30wIwNedadvnafjscnWff7NA9R+7rBkrJHVlQql/1N/EBfD8Unpqmyv7e1bHxSmv44nqCwm+tr4/7Tale3gu5oU0MPzNigT8d31opdx/TCou06eylV55MzVKGMp60vvdDGDeiaY/+pMQNy7B86cUYVAsroVNwF9e/SUjUqBalt4zo5yrxw9x1Xbd/Hy0Oj+3XOVyw92jRWjzaN8zx3z6Du1m0/b0+FP39vvtoEAAAoLkhEAAAAAEAJ8s80Qlfycs9+62ex5F3HZLEoy2y27l9ZLrisl9b+cUKSFJ+YpgDfy1MRJSSl6aWvd+j1O9vI2WBQcFkvlfF0k7PBICc5yWBw0rO3Z08BNe6znxTo636dV1e0alWp8J+JBgAAAOQPiQgAAAAAKAFGdKytFxbtUEiAt7zdC/ZW74FbGl71XNUAH2WaLHp+4TZVK+8rD1dnPfXVVr04uJUenLlRnm4uenXJTo3vWl99m4fo2QXbtPbPE+rZpIok6Ym5W5SZZVL/FtXk/PfaBjeKU3Hn9e0vu3KMSPjHK18sLlCS4vlPFyo1PUOVAsvp8ZF9c5zbfzRWfR55W/sXT5GLi7MsFouGPfOhendoptF9O+vRd2fLYDAoOLBsrlEbAAAANwISEQAAAABQApT381S1QB+duZiqUZ3qKCTQR5P+XpC6Q73saZY+NXbK8d/8euGOljn23x5+kyRp3oQeucpOHd0hx/57I9sVqC9HijpyUu/OWaHaVSvo2Kk4TRo3UKfjL2jDb9GavnitmtWrLrPZrIljBijmdFy+2405HSdXF2e9ev9ITXhnptLSM+Xh7ipJMpnMmrVivbq3aWQtP+vb9eraKjs5lHApWc7Ozpry+Cg9+8l8nTgTryoVCreAOQAAgKOQiAAAAACAEiDAx0NP39bc0WHc0CJX/qK3JgyT2WzRi9MX5TjXvmldPTCkp+5+7fM8636y8IccyYn+nVuoY7P6kqRTcRdUOchfklS+nJ/iLlyyJhOmf7NWY/t10ftffSdJOhp7TheTUtQytKYOnzyjgDI+ql4xUE9/NE8xp+MUG3eBRAQAALjhkIgAAAAAgFLs/ogNBR4hcTU/74vV9HX71Ld5iEZ2rKtLqRmaMGujynm7q0Z5Pz3Su7FeWbxTl9IytHn/aUU+cLNqB5exSd+2lNc6G96e2etbWK6y0IbZbFaWyWTdv7JYxcCyWr1ljyQp7kKiAsv6Wc/9cfC4jp2K086oI5q1Yr3cXV107HT2/qXkFA26uY0eHtZbkvTI5FmqXjHwei8PAACgyJGIAAAAAIAbzOJth7V5/2n5errppcGt9Pm6fYqJS5K/j7se79tU4z77SfUqldVfpy6qfd1g7Tp6TgNaVFdo5XJ6aOYG9W1eTeeT03OMoJiyco8SktKVaTLrlSGtNWHWRlUq560uDSqqW4PK+Yqra4NKcnU26Mi5S5Kkc5dS1SQkQE/0baqHZ22UlD3Nk9lsUdgX64tdEmJ0386a9PE8hQQHWhMP+TXhrluvei4kOFBZWSY9/dE8Va9YXh7urnp8yhy99sBQfTrJKEm6741wje3XRS4uzhrVt7M2/BatwyfPyNfLUy9//rUSLiapTrWKCvIvXvcMAAAgP0hEAAAAAMAN5ui5RNWvXE79W1STJJktFvl4uGr178f1WJ8mMlssmtivmeZu/Ev+Pu56f1R7Tfxqq0Irl1ODKuV0b48Gen7hNp1PTpck7Y+9oB2Hz6lZ9UDFnk/W2UupSk7PUo/GldW+TrC133OXUvXBqj9yxPLs7S3k6Zb3W8uK5bz125E43fH+D7qtZXXr8Z+jYtWpfnCedRwpqJyfqlUsrzPxFzS2f1dVqxhoXZC6U/PsaZbCn783x3/z65X7h+bYn/L4qBz7nz0TlmO/U/P61j5fvGdwgfoCAAAobgyODgAAAAAAUDBP9G2qtrWDNPGrrYo9n6wjZxP19G3N5e/jIZPZIi83VxkMTnJzMcjX01VuLs5KzzRLkrLM2XMGZZrM1vbMFosaVvHXxP7NNHV0B1UN8NG08Z0Uez5FL369w1rOIinLbM7x81/W/XFCQ26qpcWP9dTG/aesx5dsP6JBrWva8I7YRkBZXz0fNkgfPzVerRoUv/gAAABuVIyIAAAAAIAbTOQvB3T47CV5uDqrjJebLqSk6+PVf+rUhZRr1j0Qe0GvfrNTXm6uKuedPf1QaOVySss8qBcWbVdyWqYmDmimD1b9oSyzRc2qXV4YOcjPU28Nu+mqbe8+GqfP1u5VYlqmKpb1UpvaQXpm/jZt3H9KwWW9JMk6CqOMl9v13IJiJ+zV6QUeJXE1P27fq08WrtaALi01pl8Xmc1mPfpepAxOTmrVoKZG9umkr77fpG1/HpTJbNbUJ8bI2ZnvGQIAgOKLRAQAAAAA3GBGd66bY396WBdJ0kO9GkmSdfHpu9rXtpb51NhJMXFJalengiYNbJHjuCS9OrR1jjbfuKttgeNqVj1Qcx7snuNYxL1dc+yX83bXR2M7Frhte1i4Zos27t4vP29PvfbAnZq26AcdOxWngDI+mjhmgEY+97Hq16isA8di1bFZfe2IOqzbu7ZWg5pVdO/rX6h/55ZKuJSk58MGWdt8Z/ZyxV9MUmaWSW8+dJfufSNcVYL81a1VQ3Vv0yhfcd3cuqFcXZx1+OQZSdKW3/9Si/o1NLZ/F4W9Ol0j+3TSj9v/VPjz92rOyl+0cXe0urRsYJd7BAAAYAt8ZQIAAAAASomQQJ8cSYjS7kjsOYXWqKwHh/aU9PdaG14e+m7TblksFpktFj0z7jZ1a9VQwQFl9PHEcVqxYZckqWGtKnpwaE8lp6Yr4VKSJCn66Elt23tIZXy8lJ6RqTMJF5Wcmq6eNzVRt1aXEwXnzl/SUx9+leMnNT3jqnHGxp1X5SB/SZKzIfttvOHv/1YOClBs3AWb3xsAAABbIhEBAAAAACiVnhozQO0a19Fj70Xq5NkEHT5xVs+HDVJAGR+ZTGZ5ebjJYDDIzdVFvt6ecnN1UXpmpiTJ9PcaG5lZWdb2zGaLGteuqmfGD9QnT49XSHCgvnjuHp08d17PTltgLWexWJRlMuX4+S+VAssp9lxCdh8Wi7UNSYo9l6BKgWVtdk8AAADsgamZAAAAAOAGt2n/aR05d0kjO9a9duF86vLKcr03sp0qlvXS5BW7lZ5ptk7j1Put79SwajlVC/TVhF6N9OXGv/TbsTgdOn1JA1tX15jO9XK0dTIhWe+v+l0XktPVuX4lje5cVx+t/lOxCclyczXo5cGttT4qVpO/3aMVE3vb7BquZebyn3XoxBl5uLuprK+3zicm64N5q3QqHyMMoo/G6sXPFsnbw13+fj6SpAY1qygtI1PPfDxfSalpembcQL335UplmUxqUa+6tW6Qfxm999ioq7a9K/qIPl6wWokpqaoYWE492jTSorVb9ftfMerSIlSS1K1VQz0+ZY6yTCYN69Xhuu4DAACAvZGIAAAAAIBibuJXW/XCoJaSpFe+2amxXerpm22HdeZiqh65tbG13PzNB1WxnJe6hFbS/REb9Kmxk6as3KOEpHRlmsx646421ql9rqVB5XJqVbO8JGnq6A66P2KD9ZyXm7Mys8yq4u8tSRrRsY5GdKyjRyM36baW1XO1VdnfW++OaCez2aKn5m1VRpZJh85c1NTRHfT28t06ei5RXUIraf7mQ4W9RYUybkDXHPszX7xPkvTIsOxkyD+LT4/ofXlNi/Dn79WxU3Fq37SuXrj7jhzHJenNh4blaHPyIyMKHFeL+jW04K1Hchyb+uSYHPvDb+2g4beSgAAAADcGEhEAAAAAUMz1blZVq3bHyPL3truLQRlZZvl6uGrFrmNqXSsoz3r7Yy9ox+FzalY9ULHnk3XqQoqq+Gd/e3/BlkP6IybeWrZd3Qrq27xavuJZ9GhPGQxOuvvz9bq1aVV5urnoUmqGTGaLynq751nn532x+nzdPt3ZrrbOJ6crwMdDklSpnJdOX0hR9fK+BbgjjlWtYmCOJAQAAAD+G2tEAAAAAEAx17l+RW06cFqb9p9W5/oV9cWPUXr41sYa3LamUjMur1Hg6mKQyWSRxWJRWmaWzBaLGlbx18T+zTR1dAdrEkKSzGazsq74MVvyH4/B4CRJ8vV0VebfayUs3nZYt7eqcdU6XRtU0lcTemjZzqMq5+2uhKR0SdKpCykKLutVkNthVxt+i9bsFett2ma7sc9r297s0R5T5q7U/z74UnNW/iJJ2rR7v554f46e/mieUtLSc9Xdc+CYHnsvUndN+kCrNu22Hv/fB1/qlS8WS5KW/rxdQ56aatOYAQAAbIkREQAAAABQzDkbDPL1cLNud6gbrKnf/S5nZyd5uDhby7WrU0GvL92l6FMXZDJbFFq5nNIyD+qFRduVnJap1+9qKw/X7PLDOtTRsA51rtl3YmqGXv5mp347GqfP1+3TsPa1NfGrX+Xl5qwKZbzk55kd1097YzXzvq6SpL0nEnT2Uqq6NagsSdp9NE4Ltx5ShsmsTvWD5ebirFoV/PTcgm1ycTYU6WiIx6ZE6pX7hkiSXvhskcJu66ZFa7fqdPxFPTGyr7Xcl6s2qlL5curWqqHCXp2u8Ofv1Tuzlyv+YpIys0ya/MgIOTvn77t9DWtVUZuGtbR7/1H9tv+oQoIDVCGgrCTpiyXrFBIcKA93N3m6u+Wq27RuNb3/xGidT0zW1C+/U+8OzfT9lj0KrV5JJ85mL2A9sGtrrdiw6zrvDAAAgP2QiAAAAACAG8CrQ1tbt/u3rK7+/1qLoUO9YEnSJ+OyF5R+4JaGueoVhq+nm94d0S7HsX8Wrb5S5AM3W7f3HItXx3oVrfvNqgeqWfXAHOUf6tXouuIqrH4dW2jlxt9ksWRvu7m5KiPTJF9vTy1bv1NtG9XOs1700ZPatveQWtSvoZNnExQbd15VKwRIkr76fpP2HDhmLduxWT3179wyVxsHT5xRo9pV9dSYARrz4jT1vKmJoo/GasaL92nudxu1bvuf6tGmca56i9f9qtkrftHTY2/ThcQUbf39gMYN6GbzkRsAAAD2wtRMAAAAAIBcskxm7Th8rlB1h3eoo5BAn2sXvML6qFh5ujlfu+B16tqygTbsitaG36LUtWUDffb1Gj0+so/uvKVdjqmRXF2clWUyZ09zlZ4ps9mixrWr6pnxA/XJ0+OtSQjp72muTCbrj/kq81xVCiynMj7Z01D9M5qiXvVKMhgMKuvrpaSUtDzr3dG9rb6Z/Lg+X7JO2/Ye1LnziXp79jL9tGOfYk7H2erWAAAA2A0jIgAAAAAAuXxxT5ci7a9LaCV1Ca1k936cnQ3y8/G0bndqXl+TI1fIxdkgdzdXa7kOTevp5S8WK/rISZnMZjWoWUVpGZl65uP5SkpN0zsPj5CHe3b5kX06aWSf3KNE/q1dkzr6et2vmvjBl2pRP3s9jb4dm+uJ9+coOTVdUx4fpR+371X5cr5qXDtEkrRu25/6fssepaSma1C31up5UxP1vKmJjp2K0+wV6xUSHPhfXQIAABQLJCIAAAAAoJg6cOqio0NwGHte+5sPDbNuD+zaWgO75py+qlPz+pKkz5+9W5I04a5bc9UrDCcnJ015fFSOY0Nvaaeht1ye+ur3v44pbODlaa66t2mk7m1yT2NVrWKgXrj7juuKBwAAoKiQiAAAAACAYiYwMFBenp56YMYGR4fiUF6engoMvPG/8Z+VZdK2vYfUpmGta5Z9dHifAre/9OftCv578WsAAIDiiEQEAAAAABQzISEhioqOVlxc6Z7/PzAwUCEhIY4O47rNevkBu7af16gOAACA4oREBAAAAAAUQyEhISXiQ/jiZP+xU44OoUiUlusEAAA3DieLxWJxdBAAAAAAANhLTEyMQkPrKyUl1dGhFBkvL09FRUWTzAIAAMUCiQgAAAAAQIkXExNjl6muRo4cqcDAQE2dOrVA9YYNG6ZKlSrpvffes3lMUsmZ1goAAJQMJCIAAAAAACiEPXv2qFmzZlq6dKluu+22AtX95JNP9Mgjj+jEiRMKDg62U4QAAADFg8HRAQAAAAAAcCOKiIhQhQoV1KdPnwLXHT58uFxcXBQZGWmHyAAAAIoXEhEAAAAAABRQWlqa5s6dq7Fjx8rV1bXA9cuVK6fBgwcrIiJCTFQAAABKOhIRAAAAAAAU0JIlS3T+/HmNHz++0G0YjUYdOHBAGzdutGFkAAAAxQ9rRAAAAAAAUEA9evRQRkaGfvnll0K3YTabVadOHXXq1EmzZs2yXXAAAADFDCMiAAAAAAAogMOHD2vdunUKCwu7rnYMBoOMRqMWLlyoixcv2ig6AACA4odEBAAAAAAABTBz5kz5+flp8ODB193WmDFjlJ6ervnz59sgMgAAgOKJqZkAAAAAAMgnk8mkatWqqX///vr0009t0mb//v11+vRpbd++3SbtAQAAFDeMiAAAAAAAIJ9Wr16tkydPymg02qxNo9GoHTt2aM+ePTZrEwAAoDghEQEAAAAAQD6Fh4eradOmatmypc3a7Nu3rypUqKCIiAibtQkAAFCckIgAAAAAACAfzpw5o2+//VZGo1FOTk42a9fV1VVjxozR3LlzlZaWZrN2AQAAigsSEQAAAAAA5ENkZKScnZ01YsQIm7dtNBp1/vx5LVmyxOZtAwAAOBqLVQMAAAAAcA0Wi0WhoaFq0aKFvvrqK7v00blzZ7m5uWnt2rV2aR8AAMBRGBEBAAAAAMA1bN68Wfv371dYWJjd+ggLC9O6det05MgRu/UBAADgCCQiAAAAAAC4hvDwcNWoUUNdu3a1Wx+DBw+Wn5+fZsyYYbc+AAAAHIFEBAAAAAAA/+HSpUtauHChjEajDAb7vY328vLS8OHDNXPmTJlMJrv1AwAAUNRIRAAAAAAA8B/mz5+vtLQ0jR071u59GY1GnTx5UqtXr7Z7XwAAAEWFxaoBAAAAAPgPbdu2Vfny5bVixQq792WxWNS8eXPVqlVLixcvtnt/AAAARYEREQAAAAAAXMUff/yhbdu2yWg0Fkl/Tk5OMhqNWr58uc6cOVMkfQIAANgbiQgAAAAAAK4iIiJCQUFB6tevX5H1OWLECDk7O2vOnDlF1icAAIA9kYgAAAAAACAP6enpmjNnjsaMGSNXV9ci69ff31+DBg1SRESEmE0ZAACUBCQiAAAAAADIw9KlS5WQkKDx48cXed9Go1HR0dHavHlzkfcNAABgayxWDQAAAABAHnr27KnU1FRt2LChyPs2m82qXbu2unbtqhkzZhR5/wAAALbEiAgAAAAAAP7l6NGjWrNmTZEtUv1vBoNB48eP14IFC3Tp0iWHxAAAAGArJCIAAAAAAPiXmTNnytfXV0OGDHFYDGPHjlVaWpoWLFjgsBgAAABsgamZAAAAAAC4gslkUvXq1dWnTx9Nnz7dobH07dtXcXFx+vXXXx0aBwAAwPVgRAQAAAAAAFdYs2aNTpw4obCwMEeHorCwMG3btk1//PGHo0MBAAAoNBIRAAAAAABcISIiQo0bN1arVq0cHYr69eunoKAgFqwGAAA3NBIRAAAAAAD87dy5c1q2bJnCwsLk5OTk6HDk6uqqMWPGKDIyUunp6Y4OBwAAoFBIRAAAAAAA8Lc5c+bIyclJI0aMcHQoVuPHj1dCQoKWLVvm6FAAAAAKhcWqAQAAAACQZLFY1LBhQzVp0kTz5893dDg5dOzYUV5eXvrhhx8cHQoAAECBMSICAAAAAABJW7duVVRUVLFYpPrfwsLCtHbtWh09etTRoQAAABQYiQgAAAAAACSFh4erevXquvnmmx0dSi5DhgyRj4+PZs6c6ehQAAAACoxEBAAAAACg1EtMTNSCBQs0fvx4GQzF762yt7e3hg0bppkzZ8pkMjk6HAAAgAIpfk9XAAAAAAAUsQULFiglJUVjx451dChXZTQadfz4ca1Zs8bRoQAAABQIi1UDAAAAAEq9du3aqVy5cvruu+8cHcpVWSwWNW3aVPXq1dOiRYscHQ4AAEC+MSICAAAAAFCq7d27V1u3bpXRaHR0KP/JyclJRqNRy5Yt07lz5xwdDgAAQL6RiAAAAAAAlGoREREqX768+vfv7+hQrmnkyJFycnLSnDlzHB0KAABAvpGIAAAAAACUWunp6ZozZ45Gjx4tNzc3R4dzTQEBAbr99tsVEREhZloGAAA3ChIRAAAAAIBSa/ny5YqLiyv20zJdyWg0at++fdq6daujQwEAAMgXFqsGAAAAAJRat956qxITE7Vp0yZHh5JvZrNZNWvWVI8ePRQeHu7ocAAAAK6JEREAAAAAgFLp2LFj+uGHH26o0RCSZDAYNH78eM2fP1+JiYmODgcAAOCaSEQAAAAAAEqlWbNmydvbW0OHDnV0KAU2btw4paSkaOHChY4OBQAA4JqYmgkAAAAAUOqYTCbVrFlTPXv21BdffOHocAqld+/eunDhgrZs2eLoUAAAAP4TIyIAAAAAAKXOunXrFBMTo7CwMEeHUmhhYWHaunWr9u7d6+hQAAAA/hOJCAAAAABAqRMeHq6GDRuqTZs2jg6l0Pr376/y5csrIiLC0aEAAAD8JxIRAAAAAIBSJS4uTkuXLlVYWJicnJwcHU6hubm5afTo0ZozZ44yMjIcHQ4AAMBVkYgAAAAAAJQqc+fOlSSNHDnSwZFcP6PRqLi4OC1fvtzRoQAAAFwVi1UDAAAAAEoNi8Wixo0bq0GDBlq4cKGjw7GJ9u3by8/PT99//72jQwEAAMgTIyIAAAAAAKXGtm3btHfv3ht6kep/CwsL0w8//KCYmBhHhwIAAJAnEhEAAAAAgFIjPDxcISEh6tGjh6NDsZmhQ4fK29tbM2fOdHQoAAAAeSIRAQAAAAAoFZKSkjR//nyNHz9eBkPJeTvs4+Oju+66SzNmzJDJZHJ0OAAAALmUnCcvAAAAAAD+w8KFC5WcnKxx48Y5OhSbMxqNiomJ0bp16xwdCgAAQC4sVg0AAAAAKBU6dOggX1/fErmo8z+LcDds2FALFixwdDgAAAA5MCICAAAAAFDiRUVFafPmzTIajY4OxS6cnJxkNBq1ZMkSxcXFOTocAACAHEhEAAAAAABKvIiICAUEBGjAgAGODsVuRo0aJUmaO3eugyMBAADIiUQEAAAAAKBEy8jIUGRkpEaPHi13d3dHh2M3gYGBGjhwoCIiIsQszAAAoDghEQEAAAAAKNG+/fZbnTt3rsROy3Qlo9GoP//8U9u2bXN0KAAAAFYsVg0AAAAAKNH69Omj8+fPa8uWLY4Oxe5MJpNq1qypXr166fPPP3d0OAAAAJIYEQEAAAAAKMGOHz+u77//vlSMhpAkZ2dnjRs3TvPmzVNSUpKjwwEAAJBEIgIAAAAAUILNmjVLXl5euvPOOx0dSpEZN26ckpOTtWjRIkeHAgAAIImpmQAAAAAAJZTZbFatWrV08803KyIiwtHhFKlevXopKSlJmzZtcnQoAAAAjIgAAAAAAJRMP/74o44ePaqwsDBHh1LkwsLCtHnzZkVFRTk6FAAAABIRAAAAAICSKTw8XKGhobrpppscHUqRGzBggAICAkrdSBAAAFA8kYgAAAAAAJQ48fHxWrJkiYxGo5ycnBwdTpFzd3fXqFGjFBkZqYyMDEeHAwAASjkSEQAAAACAEufLL7+UxWLRqFGjHB2KwxiNRp07d04rVqxwdCgAAKCUY7FqAAAAAECJsX//fnXt2lX+/v6qX7++vv7661I5IkKSLBaL2rVrJ3d3d0VHRysqKkr+/v6ODgsAAJRCjIgAAAAAAJQYycnJOn36tPbt26ddu3bpnXfecXRIDvPII48oPj5eGzZs0NmzZ5WVleXokAAAQClFIgIAAAAAUGIEBwdbt52cnDRkyBAHRuNY48aN04ULF2SxWGQwGBQQEODokAAAQCnF1EwAAAAAgBIjMzNTbm5uCg4O1m+//ZYjMVEa/fXXX2rZsqXS09OVnp7u6HAAAEAp5eLoAAAAAAAAsBVXV1d9/fXX6tatG+shSKpTp4727t2rP//809GhAACAUowREQAAAAAAAAAAwG5YIwIAAAAAAAAAANgNUzMBAAAAAGwqJiZGcXFxjg7DZgIDAxUSEmLXPkraPcuPorivAACgeCARAQAAAACwmZiYGNUPDVVqSoqjQ7EZTy8vRUdF2e1D85iYGIWG1ldKSqpd2i+uvLw8FRUVTTICAIBSgEQEAAAAAMBm4uLilJqSogffDFflmvUcHc51O3l4vz6ZFKa4uDi7fWAeFxenlJRUff7kXapbNcgufRQ3B46f1T3vzrfrfQUAAMUHiQgAAAAAgM1VrllPNRo0u+r5hLOntGPdt+o57J5c5xZ8+LLufPjFfPf15ZTnlJGWJv+girot7Ikc504ejtYr4/po2roDSjhzUu8/NlI1G7VQ0w491Ormfop45RE5GQwqV76iBt33VL77tIe6VYPUrHaVAtU5FX9RK7bs1d392uc69+rs7/X8mFvz3dYLM1YqNT1TlQLK6LGh3XKc2x9zRv0mTVdU5LM6nZCot75co4zMLH3+v2E6ez5RL81aJScnqX5IBU0Y1KVA1wAAAEo+FqsGAAAAANjd8YNR+vgpo77+9E19+uy9MmVm6Py509q3fYPef2yEln4xWd9Mf0eSdC72eL7bPRcbIxcXV4175l2dOXFEGelp1nNmk0k/fj1LTTv0sB5z9/RSRnqqgqpUV9LFBBmcXWR8fqpSki4q/vQJ212wnUQdO627J3+lt75ao/unLFBGlklnEi5pw++HNOr1SL234EdNnr9OknT87Pl8txtz9rxcnZ01+f6BOnI6XmkZmdZzJpNZs1dv080t6kqSqpQvq48fHWI9H1TOV9MeG6pPHh2qPQdP2uhKAQBAScKICAAAAACA3f38zWyNmviWLBaz5r3/Qo5z9Vt2UO+RD+iTSXfnWfe7OZ/oXGyMdb/1zf3VoHVHSdL5s6fkH5w9iqCMf3klno9TwN/7q+dN182Dx2p5xPuSpMBKIXpx9mqlpSRr+gsP6JF3ZyuoSjVFvv20zsUeU8KZWGvd4mrOD9v1xt0DZDZb9NKs73Kca9+opu6/raPueXd+nnWnLd2gmCuSE/3aNVTHxrUkSafjL6ly+TKSpPJlfBR3MVlVypeVJH2+YrPG9GqjqV///J+xLdv0hzo2rlnIKwMAACUZIyIAAAAAAEXIKdcRd08vSZLFYsmzhtlskjkry/ojXS5XLqiiEk5nfwv/UkKcfMsFWs8di/5daxfN1KE/d+rHxbPk5ORk7e+fvvqNfUSjn3pLZfzLq3zl6ra4wCLhlPs2ytvDNXvjKvfRZDbLZLr8c2Wx4AA/xcZdlCTFXUxSYBlv67k/Dsdq5ve/ateB45r9/bY82169LUqHTp7T2N43Fe6CAABAicaICAAAAACA3XUdNEZzJk9S+Uoh8vDyKVDdfmMevuq58pVCZMrKVOTbTyuoSnW5uXtoxmuPa8QTr+m+1z6TJH367L26+Y6x2v/bFq1fOlcZ6enq0GewJGn+By8p6UKCKtWoq7KBxX+h6FE9W+vZL75VSIVy8vF0L1Dd/1q7ISSonDKzzJr0+XJVDw6Qh5urnpy2RK+M76tpjw2VJN0/ZYHG3NpGl1LS9OKMldp54Lg+XbZR/ds30iMffa3ebRvoufAVei2s33VdIwAAKHmcLFf7ygkAAAAAAAW0a9cutWzZUm8s2JBjsepL5+P0/dxPdSHutG4ePE61G7dyXJAFcGTfbj1zZyft3LlTLVq0sEsf/9yznz94+JqLVcdfTNanyzfqTMIljb21rVrWC7FLTPa2++AJdX3kQ7veVwAAUHwwIgIAAAAAYHd+5QI1dMLzjg7jhhdQxlvPjerl6DAAAAAKhDUiAAAAAAA3hI+fDrNZW79v/lFv33+Hflw8y3rMYrHo3Ql35jhW0twzeZ7N2tq5P0YjXput8W9/qbU79kuSZn//q/736VJ9tHi9zfoBAAA3PkZEAAAAAADsZtPKhdq3fYO8fP004onXtWruNJ09eUy+ZQM06N6Jev+xEapSK1QnD+9Xg9addPCPHWrbc6BC6jTUtGfuUeseA5R0ISHHaIpvpr+jxAvxMmVmatTEN/Xps/cqILiyGre7WU3ad89XXE3a3ywXV1edjjlkPfbj1zPV6KZuNr8H12vRz79p4++H5OftoVeN/fTpso06diZBAX7e+t9d3TXq9UjVD6mgA8fPqmOTWtqxP0YDOzZRg+rBuu+9BerfvpESElNyjKSYPH+d4i8lKyvLpNfv7q/7pyxQ5cAy6ta8rm5uUTdfcf1xOFYPDuyselWD9MHin9WkViWt2PKnGlavqMCyBVsHBAAAlGyMiAAAAAAA2M2Z40dUtU4D9R71kCTJYjbL08tHu37+ThaLRWazWXc88Iwat+umsuUr6J6XP9aOH1dIkkLqNlKfUQ8qLSVZSRcTJEknDkXrrz2/ytu3jDIz0nQh7ozSUpLUrFOvHEmEi/HnNPvtp3L8ZKSlXjXOsyeOKjnxokLqNrTj3SicI6fiFVo9WA8M7CRJMpvN8vF016pf92XfQ4tFk0bcom7N66hCOV999PBgrdyyV5LUqEZFPTCwk5JT03U+MUWSFB1zRtujjqmMt4fSMrJ05nyiklPTdUur+urarLa133MXkvT058tz/KSmZ1rPd2lWRy/P+k7DXpmlO7o007EzCapQzk8vjeujTX8cVmJKWhHeJQAAUJyRiAAAAAAA2M2g+55SvebtNOPVRxV/+qROxxzW0AnPy7dsgMwmk9w9vWUwGOTi6iZPbz+5uLopMyNDkmQyZWX/N+vyh98Ws1nV6jXW4Aee0b2vTFP5SiF68M1wJZw5qS/ffeZyOYtF5qysHD//Ze/2X3QuNkar503Xlu+/UWpyoh3uRuFMHNZDNzWorsc/WaKTcRd05FS8nhvVSwF+XjKZzfJ2d5PBYJCri4v8vDzk5uqijMzs680ymf7+r9nantlsUaOaFTVpRE99/OgQhQSV0/Qnhyk2/qKei1hpLWexWGQymXP8XGna0g2a+9wYfffOffpkyQYF+/uprI+nJMnLw00ZmSZ73xoAAHCDYGomAAAAAIDdrFs0Q6djDsnNw1PefmWVdOm8vp05VQlnY69Z9+ShaM17/wW5e3rJp4y/JKlqnQbKTE/TnMmTlJacpMEPPqtl4e/JZMpSzYbNrXXLBgZp3LPvXbXtQ3t3aWXkR0pNSpR/UCV1u320ut0+Wvu2b9DpmEPy9Pa9/ou3kVmrtupQbJw83V1V1sdL5xNT9OHinxUbf+madaNjzuqlmd/Jy91N5Xy9JEkNqgcrbU2Wng3/Vkkp6Zo0sqemLPxJJpNZzepUsdYNKueryfcPvGrbfW9qqEmfL5eri7O6NK2tqkHl5O7qome++FY+nm4KKON93dcOAABKBieLxWJxdBAAAAAAgJJh165datmypd5YsEE1GjQrdDvnTh7Tj4tn686HX7BdcIVwZN9uPXNnJ+3cuVMtWrSwSx//3LOfP3hYzWpXuXaFfDp2JkFzVm/Tc6NvtVmbtrL74Al1feRDu95XAABQfDA1EwAAAACg2ClfuZrDkxA3umoV/ItlEgIAAJQ+JCIAAAAAAAAAAIDdkIgAAAAAADjMvu0b9OPiWTZtc+Kgm/TXnm06d/KYnhnaSeGvPKLt677Ns+yCD19W+MsPK/Ltp2WxWHRo7y49Pbi9TNdY3NqRNvx+SJGrf7Vpm+0fnKLt0cckSe8v/EkTP1umOT9slyS9MfcHtbz7HevC1/8WsXKLHvnwa41+Y45OJ1zSsTMJ6vLwB3rs48VaseVPSVLk6l91z+R5No0ZAADcOEhEAAAAAADsJuK1x5SanKjU5ERFvPaYYg7s1bypL+rTZ+9V7JED1nLrl87VH1t+kiR9/HSYJOmb6e9o9ttPacZrj8t8lQ/B8xJSt5HqNG0jSXL39FJGeqqCqlTPs+yZ40cU9uKHCqpSXft3bVathi1UrV7jQl6tbTzxyRIlpqQpMSVNT3yyRHuPntLLs1bp/ikL9NeJs9ZyX67ZoZ9/+0uSrB/yT56/Tk9/vlxPTlsik8mc7z4bVa+o1vWraffBE/rt4Am5uTgr2D97we5nRvZUm9BqV61r7NtOHzw8WEO7NdeWvUckSV4ebkrNyFK1CtmLjI/u1bZgNwEAAJQoLo4OAAAAAABQcrW+uZ92/LhSkkWtb+4nVzc3ZWVmyNPHT9vWLlPdZjflWe/EoWj9tedX1WrUUvGnTyjhbKwCK1aVJP2y/CsdidpjLdugVQe17j4gVxuBlUL04uzVSktJ1vQXHtAj787OVaZphx6a/dZEpSRelJ9/oG0u+jr1bddQ323dJ4ss6tuuodxdXZSRlSVfLw8t3/TnVZMC0TFntD3qmJrXraKT5y4qNv6iqgaVkyTNW7dTew6dtJbt0Kim+rdvlKuNQyfj1KhGRU0c1kNj35yrW1rVz1fMqemZWr7pT0158HZ5e7hp1Tv3KzktQw9NXaiZT48sxF0AAAAlCYkIAAAAAIDdNGrbVV+8PEEWi0X3vPSxZr81UXfc/7TOnjymnT99Zy3n4uomkylLFotFmempspjNqlavsQY/8EyuNs0mk8xXTJ1kNlvy7NvJyUlS9qgIiyXvMl0GjlQXSd989raCQ2pdx5XaTpemtfXIR4tlkUUfThispz9frqeG99Cx0wla9es+azk3V2dlmcyyWCxKzciU2WxRo5oVNWlEz1xtmszmHCMkzFe5HxUDyijuYrIkycU5f5MopKZnauJnS/X86F7y8XS3Hvdyd9VVugEAAKUMiQgAAAAAgN0YnJ3l5eNn3W7QupOWfPGunJ2d5ermYS1Xv2UHLfjwZZ04FCWzyaSqdRooMz1NcyZPUlpyksZMmiw39+zyXW8fpa63j7pm3/t/26L1S+cqIz1dHfoMliR9O3Oq+o971FpmxewPdSbmsLx8y6hmw+Y2vPLCc3Y2yM/bw7rdsXFNvbvgR7kYDPJwu/w2vn2jGnpl9veKijktk9miBtWDlbYmS8+Gf6uklHS9fd9t8nBzlSSNvKW1Rt7S+pp9t2tYXd/8sltPTV+m5nWqSJKmL9+k7dHH9OS0pXppXB+t3halrs3qqMLfUzc9F75CJ+MuasrCHzWoczO5ujjryzXblZ6RpTu6NLPx3QEAADciEhEAAAAAALsaNfEt63bbngPVtufAHOcbtO4kSXrgjc8lSf3GPJyrXmHUa95O9Zq3y3EsLTkpx/4/fRU3b9zd37p9W8cmuq1jkxznOzXJHr0x/Ym7JEkTBnXJVa8wnJyc9O4Dt+c4du+ADrp3QAfr/uFTcRra7XLS5r0Hc5aXpJsaVL+uOAAAQMnCYtUAAAAAgBLFlJWpv/Zsy/PckIee+8+6h/buUmZGunVap9Ii02TS9uhj+So7aUTPAt+fyNW/qm7VoMKEBgAASgBGRAAAAAAASpS8FqXOr1oNW+jhybNsF8wNwt4LSo/u1dau7QMAgOKNRAQAAAAAwOZOHt7v6BBsoiiv48Dxs0XWl6OVpmsFAACSk8VisTg6CAAAAABAyRATE6P6oaFKTUlxdCg24+nlpeioKIWEhNil/ZiYGIWG1ldKSqpd2i+uvLw8FRUVbbf7CgAAig8SEQAAAAAAm4qJiVFcXJyjw7CZwMBAu39YXtLuWX4UxX0FAADFA4kIAAAAAAAAAABgNwZHBwAAAAAAAAAAAEouEhEAAAAAAAAAAMBuSEQAAAAAAAAAAAC7IREBAAAAAAAAAADshkQEAAAAAAAAAACwGxIRAAAAAAAAAADAbkhEAAAAAAAAAAAAuyERAQAAAAAAAAAA7IZEBAAAAAAAAAAAsBsSEQAAAAAAAAAAwG5IRAAAAAAAAAAAALshEQEAAAAAAAAAAOyGRAQAAAAAAAAAALAbEhEAAAAAAAAAAMBuSEQAAAAAAAAAAAC7IREBAAAAAAAAAADshkQEAAAAAAAAAACwGxIRAAAAAAAAAADAbkhEAAAAAAAAAAAAuyERAQAAAAAAAAAA7IZEBAAAAAAAAAAAsBsSEQAAAAAAAAAAwG5IRAAAAAAAAAAAALshEQEAAAAAAAAAAOyGRAQAAAAAAAAAALAbEhEAAAAAAAAAAMBuSEQAAAAAAAAAAAC7IREBAAAAAAAAAADshkQEAAAAAAAAAACwGxIRAAAAAAAAAADAbkhEAAAAAAAAAAAAuyERAQAAAAAAAAAA7IZEBAAAAAAAAAAAsBsSEQAAAAAAAAAAwG5IRAAAAAAAAAAAALshEQEAAAAAAAAAAOyGRAQAAAAAAAAAALAbEhEAAAAAAAAAAMBuSEQAAAAAAAAAAAC7IREBAAAAAAAAAADshkQEAAAAAAAAAACwGxIRAAAAAAAAAADAbkhEAAAAAAAAAAAAuyERAQAAAAAAAAAA7IZEBAAAAAAAAAAAsBsSEQAAAAAAAAAAwG7+DwuGeufdUF6bAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 2000x1500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(20,15))\n", + "plot_tree(dt, filled=True, feature_names=['alcohol', 'sugar', 'pH'])\n", + "plt.show()" + ] + } + ], + "metadata": { + "colab": { + "name": "5-1 결정 트리.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/week4/5-2.ipynb b/week4/5-2.ipynb new file mode 100644 index 0000000..a55de78 --- /dev/null +++ b/week4/5-2.ipynb @@ -0,0 +1,2512 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "rOafwFRXG7fb" + }, + "source": [ + "# 교차 검증과 그리드 서치" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "6YuimmymG7fi" + }, + "source": [ + "<table align=\"left\">\n", + " <td>\n", + " <a target=\"_blank\" href=\"https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/5-2.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />구글 코랩에서 실행하기</a>\n", + " </td>\n", + "</table>" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "dVNF7yZjyvoO" + }, + "source": [ + "## 검증 세트" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "banlvMA6RfnM" + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "wine = pd.read_csv('https://bit.ly/wine_csv_data')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "abR6QA7qRoKl" + }, + "outputs": [], + "source": [ + "data = wine[['alcohol', 'sugar', 'pH']].to_numpy()\n", + "target = wine['class'].to_numpy()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "auLnVXyMRoeb" + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "#훈련과 테스트로 나누고 테스트는 건드리지 않고 잘 보관\n", + "train_input, test_input, train_target, test_target = train_test_split(\n", + " data, target, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "id": "E-yV4cCXRqNK" + }, + "outputs": [], + "source": [ + "#트레인 데이터를 sub와 val으로 다시 분리\n", + "#sub로 파라미터 만들고 val로 튜닝을 하고 다시 합쳐서 최종 훈련을 찾기?\n", + "#데이터가 많으면 많을수록 좋기 때문에,, 튜닝 셋도 다시 훈련 데이터로 쓴다\n", + "sub_input, val_input, sub_target, val_target = train_test_split(\n", + " train_input, train_target, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "k29hKbw4R7Ki", + "outputId": "9c807aa4-4c4c-477a-ae5f-67c45110794c" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(4157, 3) (1040, 3)\n" + ] + } + ], + "source": [ + "print(sub_input.shape, val_input.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "4VQz-UZ2SeLq", + "outputId": "1b42ab3d-805a-4837-c55c-eedb575c7719" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9971133028626413\n", + "0.864423076923077\n" + ] + } + ], + "source": [ + "from sklearn.tree import DecisionTreeClassifier\n", + "\n", + "dt = DecisionTreeClassifier(random_state=42)\n", + "dt.fit(sub_input, sub_target)\n", + "\n", + "print(dt.score(sub_input, sub_target))\n", + "print(dt.score(val_input, val_target))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Z4gRXnK6y2Pt" + }, + "source": [ + "## 교차 검증" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_J3LId-vSmNH", + "outputId": "ccbea107-ab1a-4c44-b351-d06a8bae8634" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'fit_time': array([0.01341891, 0.02167416, 0.02525187, 0.04882073, 0.03598666]), 'score_time': array([0.0027864 , 0.0019815 , 0.00886154, 0.01437068, 0.02624893]), 'test_score': array([0.86923077, 0.84615385, 0.87680462, 0.84889317, 0.83541867])}\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import cross_validate\n", + "\n", + "#cross_validate는 기본적으로 5개의 폴드로 쪼개서 사용함\n", + "scores = cross_validate(dt, train_input, train_target)\n", + "print(scores)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Yp3aagOoTHsO", + "outputId": "57a4576e-d1d4-481d-fa1e-df4ab823fe13" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.855300214703487\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "\n", + "print(np.mean(scores['test_score']))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0tQyaG0576Vn", + "outputId": "311715e7-3e01-4c8f-8b83-10cb91de9d43" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.855300214703487\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import StratifiedKFold\n", + "\n", + "#cv StratifiedKFold() => 적당히 폴드를 나눠주는 건데, 사이킷런은 얘가 알아서 분류인지 회귀인지 알아서 판단해줘서 굳이 설정 안 해줘도 되긴 함 \n", + "scores = cross_validate(dt, train_input, train_target, cv=StratifiedKFold())\n", + "print(np.mean(scores['test_score']))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "1BmP_OTT_agM", + "outputId": "9c1f39ff-7a02-4d3a-d828-904b362b9fcc" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.8574181117533719\n" + ] + } + ], + "source": [ + "splitter = StratifiedKFold(n_splits=10, shuffle=True, random_state=42)\n", + "scores = cross_validate(dt, train_input, train_target, cv=splitter)\n", + "print(np.mean(scores['test_score']))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Q21W8RsqDsDV" + }, + "source": [ + "## 하이퍼파라미터 튜닝" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "id": "S8pqss8onjR5" + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import GridSearchCV\n", + "\n", + "#min_impurity_decrease => 최소 순수 정도를 결정하는 파라미터\n", + "#그리디 서치를 이용해서 하이퍼파라미터 어느정도가 좋은지 확인을 할 수 있음\n", + "params = {'min_impurity_decrease': [0.0001, 0.0002, 0.0003, 0.0004, 0.0005]}" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "id": "79MymJqxTu0P" + }, + "outputs": [], + "source": [ + "# n_jobs => 내가 사용할 코어 개수, -1은 전부를 사용하겠단 뜻\n", + "gs = GridSearchCV(DecisionTreeClassifier(random_state=42), params, n_jobs=-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 135 + }, + "id": "tKAlTabkU-Lz", + "outputId": "6a775459-dc62-4cd2-bd36-5ce0f7d07aa1" + }, + "outputs": [ + { + "data": { + "text/html": [ + "<style>#sk-container-id-1 {\n", + " /* Definition of color scheme common for light and dark mode */\n", + " --sklearn-color-text: black;\n", + " --sklearn-color-line: gray;\n", + " /* Definition of color scheme for unfitted estimators */\n", + " --sklearn-color-unfitted-level-0: #fff5e6;\n", + " --sklearn-color-unfitted-level-1: #f6e4d2;\n", + " --sklearn-color-unfitted-level-2: #ffe0b3;\n", + " --sklearn-color-unfitted-level-3: chocolate;\n", + " /* Definition of color scheme for fitted estimators */\n", + " --sklearn-color-fitted-level-0: #f0f8ff;\n", + " --sklearn-color-fitted-level-1: #d4ebff;\n", + " --sklearn-color-fitted-level-2: #b3dbfd;\n", + " --sklearn-color-fitted-level-3: cornflowerblue;\n", + "\n", + " /* Specific color for light theme */\n", + " --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n", + " --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n", + " --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n", + " --sklearn-color-icon: #696969;\n", + "\n", + " @media (prefers-color-scheme: dark) {\n", + " /* Redefinition of color scheme for dark theme */\n", + " --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n", + " --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n", + " --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n", + " --sklearn-color-icon: #878787;\n", + " }\n", + "}\n", + "\n", + "#sk-container-id-1 {\n", + " color: var(--sklearn-color-text);\n", + "}\n", + "\n", + "#sk-container-id-1 pre {\n", + " padding: 0;\n", + "}\n", + "\n", + "#sk-container-id-1 input.sk-hidden--visually {\n", + " border: 0;\n", + " clip: rect(1px 1px 1px 1px);\n", + " clip: rect(1px, 1px, 1px, 1px);\n", + " height: 1px;\n", + " margin: -1px;\n", + " overflow: hidden;\n", + " padding: 0;\n", + " position: absolute;\n", + " width: 1px;\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-dashed-wrapped {\n", + " border: 1px dashed var(--sklearn-color-line);\n", + " margin: 0 0.4em 0.5em 0.4em;\n", + " box-sizing: border-box;\n", + " padding-bottom: 0.4em;\n", + " background-color: var(--sklearn-color-background);\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-container {\n", + " /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n", + " but bootstrap.min.css set `[hidden] { display: none !important; }`\n", + " so we also need the `!important` here to be able to override the\n", + " default hidden behavior on the sphinx rendered scikit-learn.org.\n", + " See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n", + " display: inline-block !important;\n", + " position: relative;\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-text-repr-fallback {\n", + " display: none;\n", + "}\n", + "\n", + "div.sk-parallel-item,\n", + "div.sk-serial,\n", + "div.sk-item {\n", + " /* draw centered vertical line to link estimators */\n", + " background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n", + " background-size: 2px 100%;\n", + " background-repeat: no-repeat;\n", + " background-position: center center;\n", + "}\n", + "\n", + "/* Parallel-specific style estimator block */\n", + "\n", + "#sk-container-id-1 div.sk-parallel-item::after {\n", + " content: \"\";\n", + " width: 100%;\n", + " border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n", + " flex-grow: 1;\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-parallel {\n", + " display: flex;\n", + " align-items: stretch;\n", + " justify-content: center;\n", + " background-color: var(--sklearn-color-background);\n", + " position: relative;\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-parallel-item {\n", + " display: flex;\n", + " flex-direction: column;\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-parallel-item:first-child::after {\n", + " align-self: flex-end;\n", + " width: 50%;\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-parallel-item:last-child::after {\n", + " align-self: flex-start;\n", + " width: 50%;\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-parallel-item:only-child::after {\n", + " width: 0;\n", + "}\n", + "\n", + "/* Serial-specific style estimator block */\n", + "\n", + "#sk-container-id-1 div.sk-serial {\n", + " display: flex;\n", + " flex-direction: column;\n", + " align-items: center;\n", + " background-color: var(--sklearn-color-background);\n", + " padding-right: 1em;\n", + " padding-left: 1em;\n", + "}\n", + "\n", + "\n", + "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n", + "clickable and can be expanded/collapsed.\n", + "- Pipeline and ColumnTransformer use this feature and define the default style\n", + "- Estimators will overwrite some part of the style using the `sk-estimator` class\n", + "*/\n", + "\n", + "/* Pipeline and ColumnTransformer style (default) */\n", + "\n", + "#sk-container-id-1 div.sk-toggleable {\n", + " /* Default theme specific background. It is overwritten whether we have a\n", + " specific estimator or a Pipeline/ColumnTransformer */\n", + " background-color: var(--sklearn-color-background);\n", + "}\n", + "\n", + "/* Toggleable label */\n", + "#sk-container-id-1 label.sk-toggleable__label {\n", + " cursor: pointer;\n", + " display: block;\n", + " width: 100%;\n", + " margin-bottom: 0;\n", + " padding: 0.5em;\n", + " box-sizing: border-box;\n", + " text-align: center;\n", + "}\n", + "\n", + "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n", + " /* Arrow on the left of the label */\n", + " content: \"▸\";\n", + " float: left;\n", + " margin-right: 0.25em;\n", + " color: var(--sklearn-color-icon);\n", + "}\n", + "\n", + "#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n", + " color: var(--sklearn-color-text);\n", + "}\n", + "\n", + "/* Toggleable content - dropdown */\n", + "\n", + "#sk-container-id-1 div.sk-toggleable__content {\n", + " max-height: 0;\n", + " max-width: 0;\n", + " overflow: hidden;\n", + " text-align: left;\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-toggleable__content.fitted {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-toggleable__content pre {\n", + " margin: 0.2em;\n", + " border-radius: 0.25em;\n", + " color: var(--sklearn-color-text);\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n", + " /* Expand drop-down */\n", + " max-height: 200px;\n", + " max-width: 100%;\n", + " overflow: auto;\n", + "}\n", + "\n", + "#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n", + " content: \"▾\";\n", + "}\n", + "\n", + "/* Pipeline/ColumnTransformer-specific style */\n", + "\n", + "#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Estimator-specific style */\n", + "\n", + "/* Colorize estimator box */\n", + "#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n", + "#sk-container-id-1 div.sk-label label {\n", + " /* The background is the default theme color */\n", + " color: var(--sklearn-color-text-on-default-background);\n", + "}\n", + "\n", + "/* On hover, darken the color of the background */\n", + "#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "/* Label box, darken color on hover, fitted */\n", + "#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Estimator label */\n", + "\n", + "#sk-container-id-1 div.sk-label label {\n", + " font-family: monospace;\n", + " font-weight: bold;\n", + " display: inline-block;\n", + " line-height: 1.2em;\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-label-container {\n", + " text-align: center;\n", + "}\n", + "\n", + "/* Estimator-specific */\n", + "#sk-container-id-1 div.sk-estimator {\n", + " font-family: monospace;\n", + " border: 1px dotted var(--sklearn-color-border-box);\n", + " border-radius: 0.25em;\n", + " box-sizing: border-box;\n", + " margin-bottom: 0.5em;\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-estimator.fitted {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "/* on hover */\n", + "#sk-container-id-1 div.sk-estimator:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-estimator.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n", + "\n", + "/* Common style for \"i\" and \"?\" */\n", + "\n", + ".sk-estimator-doc-link,\n", + "a:link.sk-estimator-doc-link,\n", + "a:visited.sk-estimator-doc-link {\n", + " float: right;\n", + " font-size: smaller;\n", + " line-height: 1em;\n", + " font-family: monospace;\n", + " background-color: var(--sklearn-color-background);\n", + " border-radius: 1em;\n", + " height: 1em;\n", + " width: 1em;\n", + " text-decoration: none !important;\n", + " margin-left: 1ex;\n", + " /* unfitted */\n", + " border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-unfitted-level-1);\n", + "}\n", + "\n", + ".sk-estimator-doc-link.fitted,\n", + "a:link.sk-estimator-doc-link.fitted,\n", + "a:visited.sk-estimator-doc-link.fitted {\n", + " /* fitted */\n", + " border: var(--sklearn-color-fitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-fitted-level-1);\n", + "}\n", + "\n", + "/* On hover */\n", + "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n", + ".sk-estimator-doc-link:hover,\n", + "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n", + ".sk-estimator-doc-link:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n", + ".sk-estimator-doc-link.fitted:hover,\n", + "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n", + ".sk-estimator-doc-link.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "/* Span, style for the box shown on hovering the info icon */\n", + ".sk-estimator-doc-link span {\n", + " display: none;\n", + " z-index: 9999;\n", + " position: relative;\n", + " font-weight: normal;\n", + " right: .2ex;\n", + " padding: .5ex;\n", + " margin: .5ex;\n", + " width: min-content;\n", + " min-width: 20ex;\n", + " max-width: 50ex;\n", + " color: var(--sklearn-color-text);\n", + " box-shadow: 2pt 2pt 4pt #999;\n", + " /* unfitted */\n", + " background: var(--sklearn-color-unfitted-level-0);\n", + " border: .5pt solid var(--sklearn-color-unfitted-level-3);\n", + "}\n", + "\n", + ".sk-estimator-doc-link.fitted span {\n", + " /* fitted */\n", + " background: var(--sklearn-color-fitted-level-0);\n", + " border: var(--sklearn-color-fitted-level-3);\n", + "}\n", + "\n", + ".sk-estimator-doc-link:hover span {\n", + " display: block;\n", + "}\n", + "\n", + "/* \"?\"-specific style due to the `<a>` HTML tag */\n", + "\n", + "#sk-container-id-1 a.estimator_doc_link {\n", + " float: right;\n", + " font-size: 1rem;\n", + " line-height: 1em;\n", + " font-family: monospace;\n", + " background-color: var(--sklearn-color-background);\n", + " border-radius: 1rem;\n", + " height: 1rem;\n", + " width: 1rem;\n", + " text-decoration: none;\n", + " /* unfitted */\n", + " color: var(--sklearn-color-unfitted-level-1);\n", + " border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n", + "}\n", + "\n", + "#sk-container-id-1 a.estimator_doc_link.fitted {\n", + " /* fitted */\n", + " border: var(--sklearn-color-fitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-fitted-level-1);\n", + "}\n", + "\n", + "/* On hover */\n", + "#sk-container-id-1 a.estimator_doc_link:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-3);\n", + "}\n", + "</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GridSearchCV(estimator=DecisionTreeClassifier(random_state=42), n_jobs=-1,\n", + " param_grid={'min_impurity_decrease': [0.0001, 0.0002, 0.0003,\n", + " 0.0004, 0.0005]})</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" ><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\"> GridSearchCV<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.model_selection.GridSearchCV.html\">?<span>Documentation for GridSearchCV</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>GridSearchCV(estimator=DecisionTreeClassifier(random_state=42), n_jobs=-1,\n", + " param_grid={'min_impurity_decrease': [0.0001, 0.0002, 0.0003,\n", + " 0.0004, 0.0005]})</pre></div> </div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" ><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">best_estimator_: DecisionTreeClassifier</label><div class=\"sk-toggleable__content fitted\"><pre>DecisionTreeClassifier(min_impurity_decrease=0.0001, random_state=42)</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\"> DecisionTreeClassifier<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.tree.DecisionTreeClassifier.html\">?<span>Documentation for DecisionTreeClassifier</span></a></label><div class=\"sk-toggleable__content fitted\"><pre>DecisionTreeClassifier(min_impurity_decrease=0.0001, random_state=42)</pre></div> </div></div></div></div></div></div></div></div></div>" + ], + "text/plain": [ + "GridSearchCV(estimator=DecisionTreeClassifier(random_state=42), n_jobs=-1,\n", + " param_grid={'min_impurity_decrease': [0.0001, 0.0002, 0.0003,\n", + " 0.0004, 0.0005]})" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gs.fit(train_input, train_target)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "q6iX3vH-VeEb", + "outputId": "30090fcd-2d5e-44c1-83a7-2b2369a5f80e" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9615162593804117\n" + ] + } + ], + "source": [ + "dt = gs.best_estimator_\n", + "print(dt.score(train_input, train_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "lIzod3BwVHq-", + "outputId": "516c6d2d-df88-4b89-cb62-38cce196ea42" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'min_impurity_decrease': 0.0001}\n" + ] + } + ], + "source": [ + "#0.0001이 제일 좋은 하이퍼파라미터라는 뜻\n", + "print(gs.best_params_)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0xfQswiui4Tr", + "outputId": "efece4e3-6943-44b6-a832-d1172f04794f" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.86819297 0.86453617 0.86492226 0.86780891 0.86761605]\n" + ] + } + ], + "source": [ + "print(gs.cv_results_['mean_test_score'])" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Rwg2aSyEVO17", + "outputId": "8849446b-06d7-4153-a5ce-aa8be503acf0" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'min_impurity_decrease': 0.0001}\n" + ] + } + ], + "source": [ + "best_index = np.argmax(gs.cv_results_['mean_test_score'])\n", + "print(gs.cv_results_['params'][best_index])" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "id": "8jHxZ7XmVU11" + }, + "outputs": [], + "source": [ + "params = {'min_impurity_decrease': np.arange(0.0001, 0.001, 0.0001),\n", + " 'max_depth': range(5, 20, 1),\n", + " 'min_samples_split': range(2, 100, 10)\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 135 + }, + "id": "KnP3GA6MVsVH", + "outputId": "ebd2e6ac-f3b8-4a19-ec56-6d1b3293f6c6" + }, + "outputs": [ + { + "data": { + "text/html": [ + "<style>#sk-container-id-2 {\n", + " /* Definition of color scheme common for light and dark mode */\n", + " --sklearn-color-text: black;\n", + " --sklearn-color-line: gray;\n", + " /* Definition of color scheme for unfitted estimators */\n", + " --sklearn-color-unfitted-level-0: #fff5e6;\n", + " --sklearn-color-unfitted-level-1: #f6e4d2;\n", + " --sklearn-color-unfitted-level-2: #ffe0b3;\n", + " --sklearn-color-unfitted-level-3: chocolate;\n", + " /* Definition of color scheme for fitted estimators */\n", + " --sklearn-color-fitted-level-0: #f0f8ff;\n", + " --sklearn-color-fitted-level-1: #d4ebff;\n", + " --sklearn-color-fitted-level-2: #b3dbfd;\n", + " --sklearn-color-fitted-level-3: cornflowerblue;\n", + "\n", + " /* Specific color for light theme */\n", + " --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n", + " --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n", + " --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n", + " --sklearn-color-icon: #696969;\n", + "\n", + " @media (prefers-color-scheme: dark) {\n", + " /* Redefinition of color scheme for dark theme */\n", + " --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n", + " --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n", + " --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n", + " --sklearn-color-icon: #878787;\n", + " }\n", + "}\n", + "\n", + "#sk-container-id-2 {\n", + " color: var(--sklearn-color-text);\n", + "}\n", + "\n", + "#sk-container-id-2 pre {\n", + " padding: 0;\n", + "}\n", + "\n", + "#sk-container-id-2 input.sk-hidden--visually {\n", + " border: 0;\n", + " clip: rect(1px 1px 1px 1px);\n", + " clip: rect(1px, 1px, 1px, 1px);\n", + " height: 1px;\n", + " margin: -1px;\n", + " overflow: hidden;\n", + " padding: 0;\n", + " position: absolute;\n", + " width: 1px;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-dashed-wrapped {\n", + " border: 1px dashed var(--sklearn-color-line);\n", + " margin: 0 0.4em 0.5em 0.4em;\n", + " box-sizing: border-box;\n", + " padding-bottom: 0.4em;\n", + " background-color: var(--sklearn-color-background);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-container {\n", + " /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n", + " but bootstrap.min.css set `[hidden] { display: none !important; }`\n", + " so we also need the `!important` here to be able to override the\n", + " default hidden behavior on the sphinx rendered scikit-learn.org.\n", + " See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n", + " display: inline-block !important;\n", + " position: relative;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-text-repr-fallback {\n", + " display: none;\n", + "}\n", + "\n", + "div.sk-parallel-item,\n", + "div.sk-serial,\n", + "div.sk-item {\n", + " /* draw centered vertical line to link estimators */\n", + " background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n", + " background-size: 2px 100%;\n", + " background-repeat: no-repeat;\n", + " background-position: center center;\n", + "}\n", + "\n", + "/* Parallel-specific style estimator block */\n", + "\n", + "#sk-container-id-2 div.sk-parallel-item::after {\n", + " content: \"\";\n", + " width: 100%;\n", + " border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n", + " flex-grow: 1;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-parallel {\n", + " display: flex;\n", + " align-items: stretch;\n", + " justify-content: center;\n", + " background-color: var(--sklearn-color-background);\n", + " position: relative;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-parallel-item {\n", + " display: flex;\n", + " flex-direction: column;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-parallel-item:first-child::after {\n", + " align-self: flex-end;\n", + " width: 50%;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-parallel-item:last-child::after {\n", + " align-self: flex-start;\n", + " width: 50%;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-parallel-item:only-child::after {\n", + " width: 0;\n", + "}\n", + "\n", + "/* Serial-specific style estimator block */\n", + "\n", + "#sk-container-id-2 div.sk-serial {\n", + " display: flex;\n", + " flex-direction: column;\n", + " align-items: center;\n", + " background-color: var(--sklearn-color-background);\n", + " padding-right: 1em;\n", + " padding-left: 1em;\n", + "}\n", + "\n", + "\n", + "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n", + "clickable and can be expanded/collapsed.\n", + "- Pipeline and ColumnTransformer use this feature and define the default style\n", + "- Estimators will overwrite some part of the style using the `sk-estimator` class\n", + "*/\n", + "\n", + "/* Pipeline and ColumnTransformer style (default) */\n", + "\n", + "#sk-container-id-2 div.sk-toggleable {\n", + " /* Default theme specific background. It is overwritten whether we have a\n", + " specific estimator or a Pipeline/ColumnTransformer */\n", + " background-color: var(--sklearn-color-background);\n", + "}\n", + "\n", + "/* Toggleable label */\n", + "#sk-container-id-2 label.sk-toggleable__label {\n", + " cursor: pointer;\n", + " display: block;\n", + " width: 100%;\n", + " margin-bottom: 0;\n", + " padding: 0.5em;\n", + " box-sizing: border-box;\n", + " text-align: center;\n", + "}\n", + "\n", + "#sk-container-id-2 label.sk-toggleable__label-arrow:before {\n", + " /* Arrow on the left of the label */\n", + " content: \"▸\";\n", + " float: left;\n", + " margin-right: 0.25em;\n", + " color: var(--sklearn-color-icon);\n", + "}\n", + "\n", + "#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {\n", + " color: var(--sklearn-color-text);\n", + "}\n", + "\n", + "/* Toggleable content - dropdown */\n", + "\n", + "#sk-container-id-2 div.sk-toggleable__content {\n", + " max-height: 0;\n", + " max-width: 0;\n", + " overflow: hidden;\n", + " text-align: left;\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-toggleable__content.fitted {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-toggleable__content pre {\n", + " margin: 0.2em;\n", + " border-radius: 0.25em;\n", + " color: var(--sklearn-color-text);\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-toggleable__content.fitted pre {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n", + " /* Expand drop-down */\n", + " max-height: 200px;\n", + " max-width: 100%;\n", + " overflow: auto;\n", + "}\n", + "\n", + "#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n", + " content: \"▾\";\n", + "}\n", + "\n", + "/* Pipeline/ColumnTransformer-specific style */\n", + "\n", + "#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Estimator-specific style */\n", + "\n", + "/* Colorize estimator box */\n", + "#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-label label.sk-toggleable__label,\n", + "#sk-container-id-2 div.sk-label label {\n", + " /* The background is the default theme color */\n", + " color: var(--sklearn-color-text-on-default-background);\n", + "}\n", + "\n", + "/* On hover, darken the color of the background */\n", + "#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "/* Label box, darken color on hover, fitted */\n", + "#sk-container-id-2 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Estimator label */\n", + "\n", + "#sk-container-id-2 div.sk-label label {\n", + " font-family: monospace;\n", + " font-weight: bold;\n", + " display: inline-block;\n", + " line-height: 1.2em;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-label-container {\n", + " text-align: center;\n", + "}\n", + "\n", + "/* Estimator-specific */\n", + "#sk-container-id-2 div.sk-estimator {\n", + " font-family: monospace;\n", + " border: 1px dotted var(--sklearn-color-border-box);\n", + " border-radius: 0.25em;\n", + " box-sizing: border-box;\n", + " margin-bottom: 0.5em;\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-estimator.fitted {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "/* on hover */\n", + "#sk-container-id-2 div.sk-estimator:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-estimator.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n", + "\n", + "/* Common style for \"i\" and \"?\" */\n", + "\n", + ".sk-estimator-doc-link,\n", + "a:link.sk-estimator-doc-link,\n", + "a:visited.sk-estimator-doc-link {\n", + " float: right;\n", + " font-size: smaller;\n", + " line-height: 1em;\n", + " font-family: monospace;\n", + " background-color: var(--sklearn-color-background);\n", + " border-radius: 1em;\n", + " height: 1em;\n", + " width: 1em;\n", + " text-decoration: none !important;\n", + " margin-left: 1ex;\n", + " /* unfitted */\n", + " border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-unfitted-level-1);\n", + "}\n", + "\n", + ".sk-estimator-doc-link.fitted,\n", + "a:link.sk-estimator-doc-link.fitted,\n", + "a:visited.sk-estimator-doc-link.fitted {\n", + " /* fitted */\n", + " border: var(--sklearn-color-fitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-fitted-level-1);\n", + "}\n", + "\n", + "/* On hover */\n", + "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n", + ".sk-estimator-doc-link:hover,\n", + "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n", + ".sk-estimator-doc-link:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n", + ".sk-estimator-doc-link.fitted:hover,\n", + "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n", + ".sk-estimator-doc-link.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "/* Span, style for the box shown on hovering the info icon */\n", + ".sk-estimator-doc-link span {\n", + " display: none;\n", + " z-index: 9999;\n", + " position: relative;\n", + " font-weight: normal;\n", + " right: .2ex;\n", + " padding: .5ex;\n", + " margin: .5ex;\n", + " width: min-content;\n", + " min-width: 20ex;\n", + " max-width: 50ex;\n", + " color: var(--sklearn-color-text);\n", + " box-shadow: 2pt 2pt 4pt #999;\n", + " /* unfitted */\n", + " background: var(--sklearn-color-unfitted-level-0);\n", + " border: .5pt solid var(--sklearn-color-unfitted-level-3);\n", + "}\n", + "\n", + ".sk-estimator-doc-link.fitted span {\n", + " /* fitted */\n", + " background: var(--sklearn-color-fitted-level-0);\n", + " border: var(--sklearn-color-fitted-level-3);\n", + "}\n", + "\n", + ".sk-estimator-doc-link:hover span {\n", + " display: block;\n", + "}\n", + "\n", + "/* \"?\"-specific style due to the `<a>` HTML tag */\n", + "\n", + "#sk-container-id-2 a.estimator_doc_link {\n", + " float: right;\n", + " font-size: 1rem;\n", + " line-height: 1em;\n", + " font-family: monospace;\n", + " background-color: var(--sklearn-color-background);\n", + " border-radius: 1rem;\n", + " height: 1rem;\n", + " width: 1rem;\n", + " text-decoration: none;\n", + " /* unfitted */\n", + " color: var(--sklearn-color-unfitted-level-1);\n", + " border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n", + "}\n", + "\n", + "#sk-container-id-2 a.estimator_doc_link.fitted {\n", + " /* fitted */\n", + " border: var(--sklearn-color-fitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-fitted-level-1);\n", + "}\n", + "\n", + "/* On hover */\n", + "#sk-container-id-2 a.estimator_doc_link:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "#sk-container-id-2 a.estimator_doc_link.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-3);\n", + "}\n", + "</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GridSearchCV(estimator=DecisionTreeClassifier(random_state=42), n_jobs=-1,\n", + " param_grid={'max_depth': range(5, 20),\n", + " 'min_impurity_decrease': array([0.0001, 0.0002, 0.0003, 0.0004, 0.0005, 0.0006, 0.0007, 0.0008,\n", + " 0.0009]),\n", + " 'min_samples_split': range(2, 100, 10)})</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" ><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\"> GridSearchCV<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.model_selection.GridSearchCV.html\">?<span>Documentation for GridSearchCV</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>GridSearchCV(estimator=DecisionTreeClassifier(random_state=42), n_jobs=-1,\n", + " param_grid={'max_depth': range(5, 20),\n", + " 'min_impurity_decrease': array([0.0001, 0.0002, 0.0003, 0.0004, 0.0005, 0.0006, 0.0007, 0.0008,\n", + " 0.0009]),\n", + " 'min_samples_split': range(2, 100, 10)})</pre></div> </div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-5\" type=\"checkbox\" ><label for=\"sk-estimator-id-5\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">best_estimator_: DecisionTreeClassifier</label><div class=\"sk-toggleable__content fitted\"><pre>DecisionTreeClassifier(max_depth=14, min_impurity_decrease=0.0004,\n", + " min_samples_split=12, random_state=42)</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-6\" type=\"checkbox\" ><label for=\"sk-estimator-id-6\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\"> DecisionTreeClassifier<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.tree.DecisionTreeClassifier.html\">?<span>Documentation for DecisionTreeClassifier</span></a></label><div class=\"sk-toggleable__content fitted\"><pre>DecisionTreeClassifier(max_depth=14, min_impurity_decrease=0.0004,\n", + " min_samples_split=12, random_state=42)</pre></div> </div></div></div></div></div></div></div></div></div>" + ], + "text/plain": [ + "GridSearchCV(estimator=DecisionTreeClassifier(random_state=42), n_jobs=-1,\n", + " param_grid={'max_depth': range(5, 20),\n", + " 'min_impurity_decrease': array([0.0001, 0.0002, 0.0003, 0.0004, 0.0005, 0.0006, 0.0007, 0.0008,\n", + " 0.0009]),\n", + " 'min_samples_split': range(2, 100, 10)})" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gs = GridSearchCV(DecisionTreeClassifier(random_state=42), params, n_jobs=-1)\n", + "gs.fit(train_input, train_target)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "qi9-O_VGV0Ho", + "outputId": "26c648b3-4962-4639-db14-ebe20c0d6da9" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'max_depth': 14, 'min_impurity_decrease': 0.0004, 'min_samples_split': 12}\n" + ] + } + ], + "source": [ + "print(gs.best_params_)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ZnJjLATAV2Sq", + "outputId": "12d90841-a35e-4ae5-9e39-479d4adbd122" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.8683865773302731\n" + ] + } + ], + "source": [ + "print(np.max(gs.cv_results_['mean_test_score']))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "d0k9DQTNlaD6" + }, + "source": [ + "### 랜덤 서치" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "id": "_T9KTEk1GBcY" + }, + "outputs": [], + "source": [ + "from scipy.stats import uniform, randint" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fd0UJpCGGDhz", + "outputId": "760a1173-5310-47f8-d595-f28663d65698" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([6, 4, 3, 6, 3, 1, 1, 6, 1, 6])" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rgen = randint(0, 10)\n", + "rgen.rvs(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ch3zTUohIJR6", + "outputId": "24876cdf-77b8-4266-b76c-591fc7098e6f" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9]),\n", + " array([121, 99, 81, 98, 106, 85, 93, 94, 109, 114]))" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.unique(rgen.rvs(1000), return_counts=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "bGhshTn0IjkI", + "outputId": "e833c58e-3626-4ac9-d6b8-58e205c80f31" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.60857829, 0.2795936 , 0.4059522 , 0.47695652, 0.7427586 ,\n", + " 0.9801252 , 0.05012329, 0.79357074, 0.16195204, 0.33820475])" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ugen = uniform(0, 1)\n", + "ugen.rvs(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "id": "irDX9e6WYTIH" + }, + "outputs": [], + "source": [ + "params = {'min_impurity_decrease': uniform(0.0001, 0.001),\n", + " 'max_depth': randint(20, 50),\n", + " 'min_samples_split': randint(2, 25),\n", + " 'min_samples_leaf': randint(1, 25),\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 135 + }, + "id": "Wc4OIingWQCK", + "outputId": "7fbe2dd3-f026-433d-8693-2b8ef63b4243" + }, + "outputs": [ + { + "data": { + "text/html": [ + "<style>#sk-container-id-3 {\n", + " /* Definition of color scheme common for light and dark mode */\n", + " --sklearn-color-text: black;\n", + " --sklearn-color-line: gray;\n", + " /* Definition of color scheme for unfitted estimators */\n", + " --sklearn-color-unfitted-level-0: #fff5e6;\n", + " --sklearn-color-unfitted-level-1: #f6e4d2;\n", + " --sklearn-color-unfitted-level-2: #ffe0b3;\n", + " --sklearn-color-unfitted-level-3: chocolate;\n", + " /* Definition of color scheme for fitted estimators */\n", + " --sklearn-color-fitted-level-0: #f0f8ff;\n", + " --sklearn-color-fitted-level-1: #d4ebff;\n", + " --sklearn-color-fitted-level-2: #b3dbfd;\n", + " --sklearn-color-fitted-level-3: cornflowerblue;\n", + "\n", + " /* Specific color for light theme */\n", + " --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n", + " --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n", + " --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n", + " --sklearn-color-icon: #696969;\n", + "\n", + " @media (prefers-color-scheme: dark) {\n", + " /* Redefinition of color scheme for dark theme */\n", + " --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n", + " --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n", + " --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n", + " --sklearn-color-icon: #878787;\n", + " }\n", + "}\n", + "\n", + "#sk-container-id-3 {\n", + " color: var(--sklearn-color-text);\n", + "}\n", + "\n", + "#sk-container-id-3 pre {\n", + " padding: 0;\n", + "}\n", + "\n", + "#sk-container-id-3 input.sk-hidden--visually {\n", + " border: 0;\n", + " clip: rect(1px 1px 1px 1px);\n", + " clip: rect(1px, 1px, 1px, 1px);\n", + " height: 1px;\n", + " margin: -1px;\n", + " overflow: hidden;\n", + " padding: 0;\n", + " position: absolute;\n", + " width: 1px;\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-dashed-wrapped {\n", + " border: 1px dashed var(--sklearn-color-line);\n", + " margin: 0 0.4em 0.5em 0.4em;\n", + " box-sizing: border-box;\n", + " padding-bottom: 0.4em;\n", + " background-color: var(--sklearn-color-background);\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-container {\n", + " /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n", + " but bootstrap.min.css set `[hidden] { display: none !important; }`\n", + " so we also need the `!important` here to be able to override the\n", + " default hidden behavior on the sphinx rendered scikit-learn.org.\n", + " See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n", + " display: inline-block !important;\n", + " position: relative;\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-text-repr-fallback {\n", + " display: none;\n", + "}\n", + "\n", + "div.sk-parallel-item,\n", + "div.sk-serial,\n", + "div.sk-item {\n", + " /* draw centered vertical line to link estimators */\n", + " background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n", + " background-size: 2px 100%;\n", + " background-repeat: no-repeat;\n", + " background-position: center center;\n", + "}\n", + "\n", + "/* Parallel-specific style estimator block */\n", + "\n", + "#sk-container-id-3 div.sk-parallel-item::after {\n", + " content: \"\";\n", + " width: 100%;\n", + " border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n", + " flex-grow: 1;\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-parallel {\n", + " display: flex;\n", + " align-items: stretch;\n", + " justify-content: center;\n", + " background-color: var(--sklearn-color-background);\n", + " position: relative;\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-parallel-item {\n", + " display: flex;\n", + " flex-direction: column;\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-parallel-item:first-child::after {\n", + " align-self: flex-end;\n", + " width: 50%;\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-parallel-item:last-child::after {\n", + " align-self: flex-start;\n", + " width: 50%;\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-parallel-item:only-child::after {\n", + " width: 0;\n", + "}\n", + "\n", + "/* Serial-specific style estimator block */\n", + "\n", + "#sk-container-id-3 div.sk-serial {\n", + " display: flex;\n", + " flex-direction: column;\n", + " align-items: center;\n", + " background-color: var(--sklearn-color-background);\n", + " padding-right: 1em;\n", + " padding-left: 1em;\n", + "}\n", + "\n", + "\n", + "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n", + "clickable and can be expanded/collapsed.\n", + "- Pipeline and ColumnTransformer use this feature and define the default style\n", + "- Estimators will overwrite some part of the style using the `sk-estimator` class\n", + "*/\n", + "\n", + "/* Pipeline and ColumnTransformer style (default) */\n", + "\n", + "#sk-container-id-3 div.sk-toggleable {\n", + " /* Default theme specific background. It is overwritten whether we have a\n", + " specific estimator or a Pipeline/ColumnTransformer */\n", + " background-color: var(--sklearn-color-background);\n", + "}\n", + "\n", + "/* Toggleable label */\n", + "#sk-container-id-3 label.sk-toggleable__label {\n", + " cursor: pointer;\n", + " display: block;\n", + " width: 100%;\n", + " margin-bottom: 0;\n", + " padding: 0.5em;\n", + " box-sizing: border-box;\n", + " text-align: center;\n", + "}\n", + "\n", + "#sk-container-id-3 label.sk-toggleable__label-arrow:before {\n", + " /* Arrow on the left of the label */\n", + " content: \"▸\";\n", + " float: left;\n", + " margin-right: 0.25em;\n", + " color: var(--sklearn-color-icon);\n", + "}\n", + "\n", + "#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {\n", + " color: var(--sklearn-color-text);\n", + "}\n", + "\n", + "/* Toggleable content - dropdown */\n", + "\n", + "#sk-container-id-3 div.sk-toggleable__content {\n", + " max-height: 0;\n", + " max-width: 0;\n", + " overflow: hidden;\n", + " text-align: left;\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-toggleable__content.fitted {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-toggleable__content pre {\n", + " margin: 0.2em;\n", + " border-radius: 0.25em;\n", + " color: var(--sklearn-color-text);\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-toggleable__content.fitted pre {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n", + " /* Expand drop-down */\n", + " max-height: 200px;\n", + " max-width: 100%;\n", + " overflow: auto;\n", + "}\n", + "\n", + "#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n", + " content: \"▾\";\n", + "}\n", + "\n", + "/* Pipeline/ColumnTransformer-specific style */\n", + "\n", + "#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Estimator-specific style */\n", + "\n", + "/* Colorize estimator box */\n", + "#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-label label.sk-toggleable__label,\n", + "#sk-container-id-3 div.sk-label label {\n", + " /* The background is the default theme color */\n", + " color: var(--sklearn-color-text-on-default-background);\n", + "}\n", + "\n", + "/* On hover, darken the color of the background */\n", + "#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "/* Label box, darken color on hover, fitted */\n", + "#sk-container-id-3 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Estimator label */\n", + "\n", + "#sk-container-id-3 div.sk-label label {\n", + " font-family: monospace;\n", + " font-weight: bold;\n", + " display: inline-block;\n", + " line-height: 1.2em;\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-label-container {\n", + " text-align: center;\n", + "}\n", + "\n", + "/* Estimator-specific */\n", + "#sk-container-id-3 div.sk-estimator {\n", + " font-family: monospace;\n", + " border: 1px dotted var(--sklearn-color-border-box);\n", + " border-radius: 0.25em;\n", + " box-sizing: border-box;\n", + " margin-bottom: 0.5em;\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-estimator.fitted {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "/* on hover */\n", + "#sk-container-id-3 div.sk-estimator:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-estimator.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n", + "\n", + "/* Common style for \"i\" and \"?\" */\n", + "\n", + ".sk-estimator-doc-link,\n", + "a:link.sk-estimator-doc-link,\n", + "a:visited.sk-estimator-doc-link {\n", + " float: right;\n", + " font-size: smaller;\n", + " line-height: 1em;\n", + " font-family: monospace;\n", + " background-color: var(--sklearn-color-background);\n", + " border-radius: 1em;\n", + " height: 1em;\n", + " width: 1em;\n", + " text-decoration: none !important;\n", + " margin-left: 1ex;\n", + " /* unfitted */\n", + " border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-unfitted-level-1);\n", + "}\n", + "\n", + ".sk-estimator-doc-link.fitted,\n", + "a:link.sk-estimator-doc-link.fitted,\n", + "a:visited.sk-estimator-doc-link.fitted {\n", + " /* fitted */\n", + " border: var(--sklearn-color-fitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-fitted-level-1);\n", + "}\n", + "\n", + "/* On hover */\n", + "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n", + ".sk-estimator-doc-link:hover,\n", + "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n", + ".sk-estimator-doc-link:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n", + ".sk-estimator-doc-link.fitted:hover,\n", + "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n", + ".sk-estimator-doc-link.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "/* Span, style for the box shown on hovering the info icon */\n", + ".sk-estimator-doc-link span {\n", + " display: none;\n", + " z-index: 9999;\n", + " position: relative;\n", + " font-weight: normal;\n", + " right: .2ex;\n", + " padding: .5ex;\n", + " margin: .5ex;\n", + " width: min-content;\n", + " min-width: 20ex;\n", + " max-width: 50ex;\n", + " color: var(--sklearn-color-text);\n", + " box-shadow: 2pt 2pt 4pt #999;\n", + " /* unfitted */\n", + " background: var(--sklearn-color-unfitted-level-0);\n", + " border: .5pt solid var(--sklearn-color-unfitted-level-3);\n", + "}\n", + "\n", + ".sk-estimator-doc-link.fitted span {\n", + " /* fitted */\n", + " background: var(--sklearn-color-fitted-level-0);\n", + " border: var(--sklearn-color-fitted-level-3);\n", + "}\n", + "\n", + ".sk-estimator-doc-link:hover span {\n", + " display: block;\n", + "}\n", + "\n", + "/* \"?\"-specific style due to the `<a>` HTML tag */\n", + "\n", + "#sk-container-id-3 a.estimator_doc_link {\n", + " float: right;\n", + " font-size: 1rem;\n", + " line-height: 1em;\n", + " font-family: monospace;\n", + " background-color: var(--sklearn-color-background);\n", + " border-radius: 1rem;\n", + " height: 1rem;\n", + " width: 1rem;\n", + " text-decoration: none;\n", + " /* unfitted */\n", + " color: var(--sklearn-color-unfitted-level-1);\n", + " border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n", + "}\n", + "\n", + "#sk-container-id-3 a.estimator_doc_link.fitted {\n", + " /* fitted */\n", + " border: var(--sklearn-color-fitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-fitted-level-1);\n", + "}\n", + "\n", + "/* On hover */\n", + "#sk-container-id-3 a.estimator_doc_link:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "#sk-container-id-3 a.estimator_doc_link.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-3);\n", + "}\n", + "</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomizedSearchCV(estimator=DecisionTreeClassifier(random_state=42),\n", + " n_iter=100, n_jobs=-1,\n", + " param_distributions={'max_depth': <scipy.stats._distn_infrastructure.rv_discrete_frozen object at 0x7e5225466d40>,\n", + " 'min_impurity_decrease': <scipy.stats._distn_infrastructure.rv_continuous_frozen object at 0x7e5225464b50>,\n", + " 'min_samples_leaf': <scipy.stats._distn_infrastructure.rv_discrete_frozen object at 0x7e52254661d0>,\n", + " 'min_samples_split': <scipy.stats._distn_infrastructure.rv_discrete_frozen object at 0x7e5225467c10>},\n", + " random_state=42)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-7\" type=\"checkbox\" ><label for=\"sk-estimator-id-7\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\"> RandomizedSearchCV<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.model_selection.RandomizedSearchCV.html\">?<span>Documentation for RandomizedSearchCV</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>RandomizedSearchCV(estimator=DecisionTreeClassifier(random_state=42),\n", + " n_iter=100, n_jobs=-1,\n", + " param_distributions={'max_depth': <scipy.stats._distn_infrastructure.rv_discrete_frozen object at 0x7e5225466d40>,\n", + " 'min_impurity_decrease': <scipy.stats._distn_infrastructure.rv_continuous_frozen object at 0x7e5225464b50>,\n", + " 'min_samples_leaf': <scipy.stats._distn_infrastructure.rv_discrete_frozen object at 0x7e52254661d0>,\n", + " 'min_samples_split': <scipy.stats._distn_infrastructure.rv_discrete_frozen object at 0x7e5225467c10>},\n", + " random_state=42)</pre></div> </div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-8\" type=\"checkbox\" ><label for=\"sk-estimator-id-8\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">best_estimator_: DecisionTreeClassifier</label><div class=\"sk-toggleable__content fitted\"><pre>DecisionTreeClassifier(max_depth=39,\n", + " min_impurity_decrease=0.00034102546602601173,\n", + " min_samples_leaf=7, min_samples_split=13,\n", + " random_state=42)</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-9\" type=\"checkbox\" ><label for=\"sk-estimator-id-9\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\"> DecisionTreeClassifier<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.tree.DecisionTreeClassifier.html\">?<span>Documentation for DecisionTreeClassifier</span></a></label><div class=\"sk-toggleable__content fitted\"><pre>DecisionTreeClassifier(max_depth=39,\n", + " min_impurity_decrease=0.00034102546602601173,\n", + " min_samples_leaf=7, min_samples_split=13,\n", + " random_state=42)</pre></div> </div></div></div></div></div></div></div></div></div>" + ], + "text/plain": [ + "RandomizedSearchCV(estimator=DecisionTreeClassifier(random_state=42),\n", + " n_iter=100, n_jobs=-1,\n", + " param_distributions={'max_depth': <scipy.stats._distn_infrastructure.rv_discrete_frozen object at 0x7e5225466d40>,\n", + " 'min_impurity_decrease': <scipy.stats._distn_infrastructure.rv_continuous_frozen object at 0x7e5225464b50>,\n", + " 'min_samples_leaf': <scipy.stats._distn_infrastructure.rv_discrete_frozen object at 0x7e52254661d0>,\n", + " 'min_samples_split': <scipy.stats._distn_infrastructure.rv_discrete_frozen object at 0x7e5225467c10>},\n", + " random_state=42)" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.model_selection import RandomizedSearchCV\n", + "\n", + "gs = RandomizedSearchCV(DecisionTreeClassifier(random_state=42), params,\n", + " n_iter=100, n_jobs=-1, random_state=42)\n", + "gs.fit(train_input, train_target)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "p7IbsGH3ZSv-", + "outputId": "49336073-79b4-4d3b-b40b-40e1a7aa8075" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'max_depth': 39, 'min_impurity_decrease': 0.00034102546602601173, 'min_samples_leaf': 7, 'min_samples_split': 13}\n" + ] + } + ], + "source": [ + "print(gs.best_params_)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dYI3HwMQbtnr", + "outputId": "3b94c61d-c24f-4994-cdcd-701e4796648d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.8695428296438884\n" + ] + } + ], + "source": [ + "print(np.max(gs.cv_results_['mean_test_score']))" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3QV7yRpidByf", + "outputId": "fd8f5b63-1450-496a-fe46-e10e34411907" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.86\n" + ] + } + ], + "source": [ + "dt = gs.best_estimator_\n", + "\n", + "print(dt.score(test_input, test_target))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cA42IsMdhgE7" + }, + "source": [ + "## 확인문제" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 135 + }, + "id": "8qxg36iThiUm", + "outputId": "a947c0c9-825d-4005-910b-0a90e841e290" + }, + "outputs": [ + { + "data": { + "text/html": [ + "<style>#sk-container-id-4 {\n", + " /* Definition of color scheme common for light and dark mode */\n", + " --sklearn-color-text: black;\n", + " --sklearn-color-line: gray;\n", + " /* Definition of color scheme for unfitted estimators */\n", + " --sklearn-color-unfitted-level-0: #fff5e6;\n", + " --sklearn-color-unfitted-level-1: #f6e4d2;\n", + " --sklearn-color-unfitted-level-2: #ffe0b3;\n", + " --sklearn-color-unfitted-level-3: chocolate;\n", + " /* Definition of color scheme for fitted estimators */\n", + " --sklearn-color-fitted-level-0: #f0f8ff;\n", + " --sklearn-color-fitted-level-1: #d4ebff;\n", + " --sklearn-color-fitted-level-2: #b3dbfd;\n", + " --sklearn-color-fitted-level-3: cornflowerblue;\n", + "\n", + " /* Specific color for light theme */\n", + " --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n", + " --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n", + " --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n", + " --sklearn-color-icon: #696969;\n", + "\n", + " @media (prefers-color-scheme: dark) {\n", + " /* Redefinition of color scheme for dark theme */\n", + " --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n", + " --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n", + " --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n", + " --sklearn-color-icon: #878787;\n", + " }\n", + "}\n", + "\n", + "#sk-container-id-4 {\n", + " color: var(--sklearn-color-text);\n", + "}\n", + "\n", + "#sk-container-id-4 pre {\n", + " padding: 0;\n", + "}\n", + "\n", + "#sk-container-id-4 input.sk-hidden--visually {\n", + " border: 0;\n", + " clip: rect(1px 1px 1px 1px);\n", + " clip: rect(1px, 1px, 1px, 1px);\n", + " height: 1px;\n", + " margin: -1px;\n", + " overflow: hidden;\n", + " padding: 0;\n", + " position: absolute;\n", + " width: 1px;\n", + "}\n", + "\n", + "#sk-container-id-4 div.sk-dashed-wrapped {\n", + " border: 1px dashed var(--sklearn-color-line);\n", + " margin: 0 0.4em 0.5em 0.4em;\n", + " box-sizing: border-box;\n", + " padding-bottom: 0.4em;\n", + " background-color: var(--sklearn-color-background);\n", + "}\n", + "\n", + "#sk-container-id-4 div.sk-container {\n", + " /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n", + " but bootstrap.min.css set `[hidden] { display: none !important; }`\n", + " so we also need the `!important` here to be able to override the\n", + " default hidden behavior on the sphinx rendered scikit-learn.org.\n", + " See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n", + " display: inline-block !important;\n", + " position: relative;\n", + "}\n", + "\n", + "#sk-container-id-4 div.sk-text-repr-fallback {\n", + " display: none;\n", + "}\n", + "\n", + "div.sk-parallel-item,\n", + "div.sk-serial,\n", + "div.sk-item {\n", + " /* draw centered vertical line to link estimators */\n", + " background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n", + " background-size: 2px 100%;\n", + " background-repeat: no-repeat;\n", + " background-position: center center;\n", + "}\n", + "\n", + "/* Parallel-specific style estimator block */\n", + "\n", + "#sk-container-id-4 div.sk-parallel-item::after {\n", + " content: \"\";\n", + " width: 100%;\n", + " border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n", + " flex-grow: 1;\n", + "}\n", + "\n", + "#sk-container-id-4 div.sk-parallel {\n", + " display: flex;\n", + " align-items: stretch;\n", + " justify-content: center;\n", + " background-color: var(--sklearn-color-background);\n", + " position: relative;\n", + "}\n", + "\n", + "#sk-container-id-4 div.sk-parallel-item {\n", + " display: flex;\n", + " flex-direction: column;\n", + "}\n", + "\n", + "#sk-container-id-4 div.sk-parallel-item:first-child::after {\n", + " align-self: flex-end;\n", + " width: 50%;\n", + "}\n", + "\n", + "#sk-container-id-4 div.sk-parallel-item:last-child::after {\n", + " align-self: flex-start;\n", + " width: 50%;\n", + "}\n", + "\n", + "#sk-container-id-4 div.sk-parallel-item:only-child::after {\n", + " width: 0;\n", + "}\n", + "\n", + "/* Serial-specific style estimator block */\n", + "\n", + "#sk-container-id-4 div.sk-serial {\n", + " display: flex;\n", + " flex-direction: column;\n", + " align-items: center;\n", + " background-color: var(--sklearn-color-background);\n", + " padding-right: 1em;\n", + " padding-left: 1em;\n", + "}\n", + "\n", + "\n", + "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n", + "clickable and can be expanded/collapsed.\n", + "- Pipeline and ColumnTransformer use this feature and define the default style\n", + "- Estimators will overwrite some part of the style using the `sk-estimator` class\n", + "*/\n", + "\n", + "/* Pipeline and ColumnTransformer style (default) */\n", + "\n", + "#sk-container-id-4 div.sk-toggleable {\n", + " /* Default theme specific background. It is overwritten whether we have a\n", + " specific estimator or a Pipeline/ColumnTransformer */\n", + " background-color: var(--sklearn-color-background);\n", + "}\n", + "\n", + "/* Toggleable label */\n", + "#sk-container-id-4 label.sk-toggleable__label {\n", + " cursor: pointer;\n", + " display: block;\n", + " width: 100%;\n", + " margin-bottom: 0;\n", + " padding: 0.5em;\n", + " box-sizing: border-box;\n", + " text-align: center;\n", + "}\n", + "\n", + "#sk-container-id-4 label.sk-toggleable__label-arrow:before {\n", + " /* Arrow on the left of the label */\n", + " content: \"▸\";\n", + " float: left;\n", + " margin-right: 0.25em;\n", + " color: var(--sklearn-color-icon);\n", + "}\n", + "\n", + "#sk-container-id-4 label.sk-toggleable__label-arrow:hover:before {\n", + " color: var(--sklearn-color-text);\n", + "}\n", + "\n", + "/* Toggleable content - dropdown */\n", + "\n", + "#sk-container-id-4 div.sk-toggleable__content {\n", + " max-height: 0;\n", + " max-width: 0;\n", + " overflow: hidden;\n", + " text-align: left;\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-4 div.sk-toggleable__content.fitted {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-4 div.sk-toggleable__content pre {\n", + " margin: 0.2em;\n", + " border-radius: 0.25em;\n", + " color: var(--sklearn-color-text);\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-4 div.sk-toggleable__content.fitted pre {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-4 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n", + " /* Expand drop-down */\n", + " max-height: 200px;\n", + " max-width: 100%;\n", + " overflow: auto;\n", + "}\n", + "\n", + "#sk-container-id-4 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n", + " content: \"▾\";\n", + "}\n", + "\n", + "/* Pipeline/ColumnTransformer-specific style */\n", + "\n", + "#sk-container-id-4 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-4 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Estimator-specific style */\n", + "\n", + "/* Colorize estimator box */\n", + "#sk-container-id-4 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-4 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-4 div.sk-label label.sk-toggleable__label,\n", + "#sk-container-id-4 div.sk-label label {\n", + " /* The background is the default theme color */\n", + " color: var(--sklearn-color-text-on-default-background);\n", + "}\n", + "\n", + "/* On hover, darken the color of the background */\n", + "#sk-container-id-4 div.sk-label:hover label.sk-toggleable__label {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "/* Label box, darken color on hover, fitted */\n", + "#sk-container-id-4 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Estimator label */\n", + "\n", + "#sk-container-id-4 div.sk-label label {\n", + " font-family: monospace;\n", + " font-weight: bold;\n", + " display: inline-block;\n", + " line-height: 1.2em;\n", + "}\n", + "\n", + "#sk-container-id-4 div.sk-label-container {\n", + " text-align: center;\n", + "}\n", + "\n", + "/* Estimator-specific */\n", + "#sk-container-id-4 div.sk-estimator {\n", + " font-family: monospace;\n", + " border: 1px dotted var(--sklearn-color-border-box);\n", + " border-radius: 0.25em;\n", + " box-sizing: border-box;\n", + " margin-bottom: 0.5em;\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-4 div.sk-estimator.fitted {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "/* on hover */\n", + "#sk-container-id-4 div.sk-estimator:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-4 div.sk-estimator.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n", + "\n", + "/* Common style for \"i\" and \"?\" */\n", + "\n", + ".sk-estimator-doc-link,\n", + "a:link.sk-estimator-doc-link,\n", + "a:visited.sk-estimator-doc-link {\n", + " float: right;\n", + " font-size: smaller;\n", + " line-height: 1em;\n", + " font-family: monospace;\n", + " background-color: var(--sklearn-color-background);\n", + " border-radius: 1em;\n", + " height: 1em;\n", + " width: 1em;\n", + " text-decoration: none !important;\n", + " margin-left: 1ex;\n", + " /* unfitted */\n", + " border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-unfitted-level-1);\n", + "}\n", + "\n", + ".sk-estimator-doc-link.fitted,\n", + "a:link.sk-estimator-doc-link.fitted,\n", + "a:visited.sk-estimator-doc-link.fitted {\n", + " /* fitted */\n", + " border: var(--sklearn-color-fitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-fitted-level-1);\n", + "}\n", + "\n", + "/* On hover */\n", + "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n", + ".sk-estimator-doc-link:hover,\n", + "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n", + ".sk-estimator-doc-link:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n", + ".sk-estimator-doc-link.fitted:hover,\n", + "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n", + ".sk-estimator-doc-link.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "/* Span, style for the box shown on hovering the info icon */\n", + ".sk-estimator-doc-link span {\n", + " display: none;\n", + " z-index: 9999;\n", + " position: relative;\n", + " font-weight: normal;\n", + " right: .2ex;\n", + " padding: .5ex;\n", + " margin: .5ex;\n", + " width: min-content;\n", + " min-width: 20ex;\n", + " max-width: 50ex;\n", + " color: var(--sklearn-color-text);\n", + " box-shadow: 2pt 2pt 4pt #999;\n", + " /* unfitted */\n", + " background: var(--sklearn-color-unfitted-level-0);\n", + " border: .5pt solid var(--sklearn-color-unfitted-level-3);\n", + "}\n", + "\n", + ".sk-estimator-doc-link.fitted span {\n", + " /* fitted */\n", + " background: var(--sklearn-color-fitted-level-0);\n", + " border: var(--sklearn-color-fitted-level-3);\n", + "}\n", + "\n", + ".sk-estimator-doc-link:hover span {\n", + " display: block;\n", + "}\n", + "\n", + "/* \"?\"-specific style due to the `<a>` HTML tag */\n", + "\n", + "#sk-container-id-4 a.estimator_doc_link {\n", + " float: right;\n", + " font-size: 1rem;\n", + " line-height: 1em;\n", + " font-family: monospace;\n", + " background-color: var(--sklearn-color-background);\n", + " border-radius: 1rem;\n", + " height: 1rem;\n", + " width: 1rem;\n", + " text-decoration: none;\n", + " /* unfitted */\n", + " color: var(--sklearn-color-unfitted-level-1);\n", + " border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n", + "}\n", + "\n", + "#sk-container-id-4 a.estimator_doc_link.fitted {\n", + " /* fitted */\n", + " border: var(--sklearn-color-fitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-fitted-level-1);\n", + "}\n", + "\n", + "/* On hover */\n", + "#sk-container-id-4 a.estimator_doc_link:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "#sk-container-id-4 a.estimator_doc_link.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-3);\n", + "}\n", + "</style><div id=\"sk-container-id-4\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomizedSearchCV(estimator=DecisionTreeClassifier(random_state=42,\n", + " splitter='random'),\n", + " n_iter=100, n_jobs=-1,\n", + " param_distributions={'max_depth': <scipy.stats._distn_infrastructure.rv_discrete_frozen object at 0x7e5225466d40>,\n", + " 'min_impurity_decrease': <scipy.stats._distn_infrastructure.rv_continuous_frozen object at 0x7e5225464b50>,\n", + " 'min_samples_leaf': <scipy.stats._distn_infrastructure.rv_discrete_frozen object at 0x7e52254661d0>,\n", + " 'min_samples_split': <scipy.stats._distn_infrastructure.rv_discrete_frozen object at 0x7e5225467c10>},\n", + " random_state=42)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-10\" type=\"checkbox\" ><label for=\"sk-estimator-id-10\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\"> RandomizedSearchCV<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.model_selection.RandomizedSearchCV.html\">?<span>Documentation for RandomizedSearchCV</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>RandomizedSearchCV(estimator=DecisionTreeClassifier(random_state=42,\n", + " splitter='random'),\n", + " n_iter=100, n_jobs=-1,\n", + " param_distributions={'max_depth': <scipy.stats._distn_infrastructure.rv_discrete_frozen object at 0x7e5225466d40>,\n", + " 'min_impurity_decrease': <scipy.stats._distn_infrastructure.rv_continuous_frozen object at 0x7e5225464b50>,\n", + " 'min_samples_leaf': <scipy.stats._distn_infrastructure.rv_discrete_frozen object at 0x7e52254661d0>,\n", + " 'min_samples_split': <scipy.stats._distn_infrastructure.rv_discrete_frozen object at 0x7e5225467c10>},\n", + " random_state=42)</pre></div> </div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-11\" type=\"checkbox\" ><label for=\"sk-estimator-id-11\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">best_estimator_: DecisionTreeClassifier</label><div class=\"sk-toggleable__content fitted\"><pre>DecisionTreeClassifier(max_depth=43,\n", + " min_impurity_decrease=0.00011407982271508446,\n", + " min_samples_leaf=19, min_samples_split=18,\n", + " random_state=42, splitter='random')</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-12\" type=\"checkbox\" ><label for=\"sk-estimator-id-12\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\"> DecisionTreeClassifier<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.tree.DecisionTreeClassifier.html\">?<span>Documentation for DecisionTreeClassifier</span></a></label><div class=\"sk-toggleable__content fitted\"><pre>DecisionTreeClassifier(max_depth=43,\n", + " min_impurity_decrease=0.00011407982271508446,\n", + " min_samples_leaf=19, min_samples_split=18,\n", + " random_state=42, splitter='random')</pre></div> </div></div></div></div></div></div></div></div></div>" + ], + "text/plain": [ + "RandomizedSearchCV(estimator=DecisionTreeClassifier(random_state=42,\n", + " splitter='random'),\n", + " n_iter=100, n_jobs=-1,\n", + " param_distributions={'max_depth': <scipy.stats._distn_infrastructure.rv_discrete_frozen object at 0x7e5225466d40>,\n", + " 'min_impurity_decrease': <scipy.stats._distn_infrastructure.rv_continuous_frozen object at 0x7e5225464b50>,\n", + " 'min_samples_leaf': <scipy.stats._distn_infrastructure.rv_discrete_frozen object at 0x7e52254661d0>,\n", + " 'min_samples_split': <scipy.stats._distn_infrastructure.rv_discrete_frozen object at 0x7e5225467c10>},\n", + " random_state=42)" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gs = RandomizedSearchCV(DecisionTreeClassifier(splitter='random', random_state=42), params,\n", + " n_iter=100, n_jobs=-1, random_state=42)\n", + "gs.fit(train_input, train_target)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "CMZ4UE8ihqwg", + "outputId": "e487d8ad-86e0-4865-bf38-e0ec95d318fe" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'max_depth': 43, 'min_impurity_decrease': 0.00011407982271508446, 'min_samples_leaf': 19, 'min_samples_split': 18}\n", + "0.8458726956392981\n", + "0.786923076923077\n" + ] + } + ], + "source": [ + "print(gs.best_params_)\n", + "print(np.max(gs.cv_results_['mean_test_score']))\n", + "\n", + "dt = gs.best_estimator_\n", + "print(dt.score(test_input, test_target))" + ] + } + ], + "metadata": { + "colab": { + "name": "5-2 교차 검증과 그리드 서치.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/week4/5-3.ipynb b/week4/5-3.ipynb new file mode 100644 index 0000000..3d2fc73 --- /dev/null +++ b/week4/5-3.ipynb @@ -0,0 +1,519 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "zp6fW8MP-mrO" + }, + "source": [ + "# 트리의 앙상블" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "pv1IwHmU-mrU" + }, + "source": [ + "<table align=\"left\">\n", + " <td>\n", + " <a target=\"_blank\" href=\"https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/5-3.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />구글 코랩에서 실행하기</a>\n", + " </td>\n", + "</table>" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "dIaIAizcRSG-" + }, + "source": [ + "## 랜덤포레스트" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "ioJUlZ0M_uSZ" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "wine = pd.read_csv('https://bit.ly/wine_csv_data')\n", + "\n", + "data = wine[['alcohol', 'sugar', 'pH']].to_numpy()\n", + "target = wine['class'].to_numpy()\n", + "\n", + "train_input, test_input, train_target, test_target = train_test_split(data, target, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "JDKQudr7_8nu", + "outputId": "b6625aa7-2118-4543-bdcd-d678e84576e3" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9973541965122431 0.8905151032797809\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import cross_validate\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "\n", + "#여기서도 n_jobs => 사용할 코어 개수, -1이면 전부 사용\n", + "#return_train_score 은 필수 아니고 말 그대로 트레인 스코어 리턴하는거임\n", + "rf = RandomForestClassifier(n_jobs=-1, random_state=42)\n", + "scores = cross_validate(rf, train_input, train_target, return_train_score=True, n_jobs=-1)\n", + "\n", + "print(np.mean(scores['train_score']), np.mean(scores['test_score']))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "XYDbzXNLG8fK", + "outputId": "17bddd3a-4de6-41c8-9135-af164b021f55" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.23167441 0.50039841 0.26792718]\n" + ] + } + ], + "source": [ + "#지금 훈련세트가 만족스러워서 fit으로 모델 생성\n", + "rf.fit(train_input, train_target)\n", + "#feature별 중요도 출력\n", + "print(rf.feature_importances_)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "oMc06S1Fa_A-", + "outputId": "dea1c2c9-c2cd-452e-f3d9-a24b678f02d5" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.8934000384837406\n" + ] + } + ], + "source": [ + "rf = RandomForestClassifier(oob_score=True, n_jobs=-1, random_state=42)\n", + "\n", + "rf.fit(train_input, train_target)\n", + "print(rf.oob_score_)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "KdrVoeQZRU14" + }, + "source": [ + "## 엑스트라트리" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "noMLdywdOGrE", + "outputId": "07e18f2b-bb89-46fe-cec2-bf2f43f111b0" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9974503966084433 0.8887848893166506\n" + ] + } + ], + "source": [ + "from sklearn.ensemble import ExtraTreesClassifier\n", + "\n", + "et = ExtraTreesClassifier(n_jobs=-1, random_state=42)\n", + "scores = cross_validate(et, train_input, train_target, return_train_score=True, n_jobs=-1)\n", + "\n", + "print(np.mean(scores['train_score']), np.mean(scores['test_score']))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "HnB0_mBqfcXL", + "outputId": "d4fde47e-766d-484a-b1a4-a982db8ccbb0" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.20183568 0.52242907 0.27573525]\n" + ] + } + ], + "source": [ + "et.fit(train_input, train_target)\n", + "print(et.feature_importances_)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "csKxnaxeRX8s" + }, + "source": [ + "## 그레이디언트 부스팅" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_IlNEFkaNsoG", + "outputId": "9b4b36e3-5b1c-412e-e6c1-d039c389f3e5" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.8881086892152563 0.8720430147331015\n" + ] + } + ], + "source": [ + "from sklearn.ensemble import GradientBoostingClassifier\n", + "\n", + "gb = GradientBoostingClassifier(random_state=42)\n", + "scores = cross_validate(gb, train_input, train_target, return_train_score=True, n_jobs=-1)\n", + "\n", + "print(np.mean(scores['train_score']), np.mean(scores['test_score']))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "pNpeS8EWpeEi", + "outputId": "69f7971c-5011-4b03-a867-4284cb3336d5" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9464595437171814 0.8780082549788999\n" + ] + } + ], + "source": [ + "gb = GradientBoostingClassifier(n_estimators=500, learning_rate=0.2, random_state=42)\n", + "scores = cross_validate(gb, train_input, train_target, return_train_score=True, n_jobs=-1)\n", + "\n", + "print(np.mean(scores['train_score']), np.mean(scores['test_score']))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "qD6iWVsGqCAE", + "outputId": "175b9cf4-5c19-45d4-a622-d84f1f8baa40" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.15887763 0.6799705 0.16115187]\n" + ] + } + ], + "source": [ + "gb.fit(train_input, train_target)\n", + "print(gb.feature_importances_)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "BthW_II9RbLa" + }, + "source": [ + "## 히스토그램 기반 부스팅" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_3Ct_NNWQbdA", + "outputId": "2bccc04e-09d7-407a-95bb-9314b3b1ae23" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9321723946453317 0.8801241948619236\n" + ] + } + ], + "source": [ + "# 사이킷런 1.0 버전 아래에서는 다음 라인의 주석을 해제하고 실행하세요.\n", + "# from sklearn.experimental import enable_hist_gradient_boosting\n", + "from sklearn.ensemble import HistGradientBoostingClassifier\n", + "\n", + "hgb = HistGradientBoostingClassifier(random_state=42)\n", + "scores = cross_validate(hgb, train_input, train_target, return_train_score=True, n_jobs=-1)\n", + "\n", + "print(np.mean(scores['train_score']), np.mean(scores['test_score']))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "TvlB0GMTS3hn", + "outputId": "2b446a17-5593-4f19-bc59-4b9a4d908379" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.08876275 0.23438522 0.08027708]\n" + ] + } + ], + "source": [ + "#permutation_importance => 치환 중요도?\n", + "#샘플 데이터를간에 특성의 값을 섞어버려서 성능을 잰다 \n", + "#어떤 특성을 섞었을 때 성능이 더 떨어졌는지를 보고 어떤 특성이 중요한지 확인\n", + "from sklearn.inspection import permutation_importance\n", + "\n", + "hgb.fit(train_input, train_target)\n", + "result = permutation_importance(hgb, train_input, train_target, n_repeats=10,\n", + " random_state=42, n_jobs=-1)\n", + "print(result.importances_mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "S8FfxInn-xBQ", + "outputId": "cd18c70e-7555-4a4b-80cc-1af876e63304" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.05969231 0.20238462 0.049 ]\n" + ] + } + ], + "source": [ + "result = permutation_importance(hgb, test_input, test_target, n_repeats=10,\n", + " random_state=42, n_jobs=-1)\n", + "print(result.importances_mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "pqplZjh0j2nw", + "outputId": "3d6d6d84-c29e-4110-849a-a8c2b4c3033f" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8723076923076923" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hgb.score(test_input, test_target)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "8fz_FrezBezR" + }, + "source": [ + "#### XGBoost" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "YBYLvOiV6rga", + "outputId": "a9ad7740-5d4c-48a8-c714-2d6eacfdb20b" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9558403027491312 0.8782000074035686\n" + ] + } + ], + "source": [ + "from xgboost import XGBClassifier\n", + "\n", + "xgb = XGBClassifier(tree_method='hist', random_state=42)\n", + "scores = cross_validate(xgb, train_input, train_target, return_train_score=True, n_jobs=-1)\n", + "\n", + "print(np.mean(scores['train_score']), np.mean(scores['test_score']))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zl6nh6DOBd-B" + }, + "source": [ + "#### LightGBM" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "maihlDMP7lmY", + "outputId": "19176c46-8abe-41d7-d6a2-11e9ade8ae9c" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.10/dist-packages/dask/dataframe/__init__.py:42: FutureWarning: \n", + "Dask dataframe query planning is disabled because dask-expr is not installed.\n", + "\n", + "You can install it with `pip install dask[dataframe]` or `conda install dask`.\n", + "This will raise in a future version.\n", + "\n", + " warnings.warn(msg, FutureWarning)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.935828414851749 0.8801251203079884\n" + ] + } + ], + "source": [ + "from lightgbm import LGBMClassifier\n", + "\n", + "lgb = LGBMClassifier(random_state=42)\n", + "scores = cross_validate(lgb, train_input, train_target, return_train_score=True, n_jobs=-1)\n", + "\n", + "print(np.mean(scores['train_score']), np.mean(scores['test_score']))" + ] + } + ], + "metadata": { + "colab": { + "name": "5-3 트리의 앙상블.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} From 9df9d17aeac615bc8c1c41ea8205cf635b7978d4 Mon Sep 17 00:00:00 2001 From: tishakong <leehn45@naver.com> Date: Tue, 5 Nov 2024 22:23:15 +0900 Subject: [PATCH 5/8] =?UTF-8?q?[=EC=9D=B4=ED=95=98=EB=8A=98]=20week5=5F202?= =?UTF-8?q?4=5FGDG=5FML=EC=9E=85=EB=AC=B8=EC=8A=A4=ED=84=B0=EB=94=94?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- week5/6-1.ipynb | 547 ++++++++++++++++ week5/6-2.ipynb | 519 +++++++++++++++ week5/6-3.ipynb | 1659 +++++++++++++++++++++++++++++++++++++++++++++++ 3 files changed, 2725 insertions(+) create mode 100644 week5/6-1.ipynb create mode 100644 week5/6-2.ipynb create mode 100644 week5/6-3.ipynb diff --git a/week5/6-1.ipynb b/week5/6-1.ipynb new file mode 100644 index 0000000..1edd0c9 --- /dev/null +++ b/week5/6-1.ipynb @@ -0,0 +1,547 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "e7fqmZq-mQOb" + }, + "source": [ + "# 군집 알고리즘" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "2UTJDOw8mQPx" + }, + "source": [ + "<table align=\"left\">\n", + " <td>\n", + " <a target=\"_blank\" href=\"https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/6-1.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />구글 코랩에서 실행하기</a>\n", + " </td>\n", + "</table>" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gPJ0mIpixFyO" + }, + "source": [ + "## 과일 사진 데이터 준비하기" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "-gUa1bhWzGEG", + "outputId": "801412e7-a487-45ee-ee49-bfa11ff237a1" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "'wget'은(는) 내부 또는 외부 명령, 실행할 수 있는 프로그램, 또는\n", + "배치 파일이 아닙니다.\n" + ] + } + ], + "source": [ + "# !를 치고 입력하면 파이썬이 아니라 쉘 위에서 실행됨\n", + "!wget https://bit.ly/fruits_300_data -O fruits_300.npy" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "EV7nNSwjy9Ws" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "id": "E98kvOHnzCac" + }, + "outputs": [], + "source": [ + "fruits = np.load('fruits_300.npy')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "t_2KB59g2uVW", + "outputId": "feb97ccc-d039-45c1-850d-f49f15f7665f" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(300, 100, 100)\n" + ] + } + ], + "source": [ + "print(fruits.shape)\n", + "#300개의 샘플이 있고, 각 이미지는 가로가 100, 세로가 100인 이미지임 " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "G3sDNCGvuffi", + "outputId": "fc615208-c611-446f-e8dc-dcfcf132fcf2" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1\n", + " 2 2 2 2 2 2 1 1 1 1 1 1 1 1 2 3 2 1\n", + " 2 1 1 1 1 2 1 3 2 1 3 1 4 1 2 5 5 5\n", + " 19 148 192 117 28 1 1 2 1 4 1 1 3 1 1 1 1 1\n", + " 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", + " 1 1 1 1 1 1 1 1 1 1]\n" + ] + } + ], + "source": [ + "#테스트용으로 첫번째 이미지의 첫번째 행만 출력함\n", + "#하얀 부분은 높은 값이고, 어두운 부분은 낮은 값임.\n", + "print(fruits[0, 0, :])" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 433 + }, + "id": "P5LXzs_W3BKa", + "outputId": "1bca556c-9fc3-4121-cb72-38a78a877484" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#imshow => image show. numpy 배열을 이미지로 보여주는 메소드\n", + "#cmap => 사용한 컬러의 종류를 지정할 수 있음. 기본값은 밝은 녹색\n", + "plt.imshow(fruits[0], cmap='gray')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 433 + }, + "id": "BlTcXONjZRlK", + "outputId": "d5d51a3c-b9f8-4188-e2f8-31522b31a506" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#gray_r은 이미지가 있는 곳을 까맣게 만듦\n", + "plt.imshow(fruits[0], cmap='gray_r')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 290 + }, + "id": "e-3XLg26ZonQ", + "outputId": "f5a23eb7-d906-4843-e32d-760429f1c99d" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 2)\n", + "axs[0].imshow(fruits[100], cmap='gray_r')\n", + "axs[1].imshow(fruits[200], cmap='gray_r')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "4qRSenHBLmW8" + }, + "source": [ + "## 픽셀 값 분석하기" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "id": "oI9jVGjIw2Zk" + }, + "outputs": [], + "source": [ + "#2차원 배열을 1차원으로 일렬로 나란히 만듦\n", + "apple = fruits[0:100].reshape(-1, 100*100)\n", + "pineapple = fruits[100:200].reshape(-1, 100*100)\n", + "banana = fruits[200:300].reshape(-1, 100*100)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Pbc4AxxSEFo4", + "outputId": "3a45380d-4209-4c0a-cbd7-9a48c104eb5b" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(100, 10000)\n" + ] + } + ], + "source": [ + "print(apple.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "we31oqAg0JIl", + "outputId": "0872ab65-fb43-47ad-a6d8-c29d1c7dec34" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 88.3346 97.9249 87.3709 98.3703 92.8705 82.6439 94.4244 95.5999\n", + " 90.681 81.6226 87.0578 95.0745 93.8416 87.017 97.5078 87.2019\n", + " 88.9827 100.9158 92.7823 100.9184 104.9854 88.674 99.5643 97.2495\n", + " 94.1179 92.1935 95.1671 93.3322 102.8967 94.6695 90.5285 89.0744\n", + " 97.7641 97.2938 100.7564 90.5236 100.2542 85.8452 96.4615 97.1492\n", + " 90.711 102.3193 87.1629 89.8751 86.7327 86.3991 95.2865 89.1709\n", + " 96.8163 91.6604 96.1065 99.6829 94.9718 87.4812 89.2596 89.5268\n", + " 93.799 97.3983 87.151 97.825 103.22 94.4239 83.6657 83.5159\n", + " 102.8453 87.0379 91.2742 100.4848 93.8388 90.8568 97.4616 97.5022\n", + " 82.446 87.1789 96.9206 90.3135 90.565 97.6538 98.0919 93.6252\n", + " 87.3867 84.7073 89.1135 86.7646 88.7301 86.643 96.7323 97.2604\n", + " 81.9424 87.1687 97.2066 83.4712 95.9781 91.8096 98.4086 100.7823\n", + " 101.556 100.7027 91.6098 88.8976]\n" + ] + } + ], + "source": [ + "print(apple.mean(axis=1))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 430 + }, + "id": "6Ty1oMn3wEC8", + "outputId": "38934136-89ac-420f-828c-a3a2753a81be" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#x축 => 픽셀의 평균값, y축 -> 빈도\n", + "plt.hist(np.mean(apple, axis=1), alpha=0.8)\n", + "plt.hist(np.mean(pineapple, axis=1), alpha=0.8)\n", + "plt.hist(np.mean(banana, axis=1), alpha=0.8)\n", + "plt.legend(['apple', 'pineapple', 'banana'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 333 + }, + "id": "ZgZgRydTwTbU", + "outputId": "e7f4dc9b-7a4f-4fb3-bb81-9b0fc000d7ff" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 2000x500 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 3, figsize=(20, 5))\n", + "axs[0].bar(range(10000), np.mean(apple, axis=0))\n", + "axs[1].bar(range(10000), np.mean(pineapple, axis=0))\n", + "axs[2].bar(range(10000), np.mean(banana, axis=0))\n", + "plt.show()\n", + "\n", + "#어디가 더 많이 채워져있는지, 이미지에서 어느 부분을 차지하고 있는지? (바나나는 가운데를 많이 지나간다)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 353 + }, + "id": "BkHjtTJBZ6Zk", + "outputId": "4ac18fa5-5001-4d7d-d55d-bd72bf215613" + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABfYAAAGwCAYAAADrMzRPAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAC+BUlEQVR4nO3de7BleVnf/2/3zPS9z+n76e6Z7pkGxwwIlgg4DlhJSqZCGSqBSJlYhQleSqIOykCVyiRCyigOmotERYiUQayARCoBlapgWUPEojLcxmgk6kBKKowM3TCXPqdv0zN0798f1uzfsz5nn+dznl77nLNX9/tVRVV/Z+297uu7nr046/PdNBqNRg0AAAAAAAAAAAzC5o1eAQAAAAAAAAAAsHo82AcAAAAAAAAAYEB4sA8AAAAAAAAAwIDwYB8AAAAAAAAAgAHhwT4AAAAAAAAAAAPCg30AAAAAAAAAAAaEB/sAAAAAAAAAAAwID/YBAAAAAAAAABgQHuwDAAAAAAAAADAgPNgHAAAAAAAAAGBA1uzB/tvf/vZ2yy23tG3btrXbb7+9fepTn1qrRQEAACxDLQIAADYStQgAYC1tGo1Go2nP9L/8l//S/tk/+2ftne98Z7v99tvb2972tvaBD3ygPfjgg+3QoUPpdy9fvtwefvjhtnv37rZp06ZprxoAYIaNRqN25syZdvTo0bZ5My+V4cpRiwAArgS1CKaFWgQAcCUqtciaPNi//fbb2wtf+ML2K7/yK621v7kpHTt2rP3oj/5oe+Mb35h+96//+q/bsWPHpr1KAIABeeihh9pNN9200auBAaMWAQD0QS2CvqhFAAB9rKYWuX7aC33yySfbAw880O65557xf9u8eXO788472/3337/s8xcvXmwXL14ct5/+/xkeeuihNjc3N+3Vw4zT/5+pz18n6Ly0ffny5U77a1/7Wjr90qVLKy7rqaeeSpel25Gti372uuuuS7+r7QsXLqy4nvr5/fv3d6Zt27at09b/Z7B6fOLn3T7gL1HQWmtLS0vt2LFjbffu3Ru9KhgwapHh6ft3JnqP1nt6pPdVvd+7dja/6r1MP+/acT+59arMS+m83fG5/vruTwq37Ctdr0nTXa1SWa9p1jnu+FTP+cp26T7hr85rqEUwDUOvRZ588slOO/ZBes+t9PmtLb8Pqzh//Z3tfitru9L/Ve//SvvpuC66Hm4fVT9/tcjuq+u13Nbqx94dr+xZknL3dF23eI1U6zXl9kNs6zS99nRZ2nbP22Jb+yOt87Wty9LnXNHWrVs7bdc/rZdKLTL1B/uPPPJIu3TpUltYWOj894WFhfaXf/mXyz5/7733tp/+6Z9e9t/n5ub4MX0Nuloe7Ot3+zzY107JbUels9ZrjAf7mBWcD+iDWmR4eLC/ujYP9nmwPwkP9tcGtQj6GHotwoN9HuxvBB7s82B/Uts92Nd+Qpe1ffv2tpJZfbD/tNVcBxte5d1zzz1tcXFx/L+HHnpoo1cJAABcQ6hFAADARqIWAQBcian/xf6BAwfadddd106dOtX576dOnWqHDx9e9vmtW7cu+39IcO2q/r+yff7Cz/0/odlfben/Y5j9v4uT5pXF61T/msztA12X+Ff57i/sqn81Vzl+18pfHQBYf9Qis0nvGfGvbapvurn7bpyfu5e5vxjSvwrK/jrQ/aWgqzXcX0rF6VqL6D7bsmVLp+3u+XG7+9Zj0/xLw+o+q/xVXLUOqtSd1fOuUiu6/bsGQ6gBKBp6LZL9ReyZM2fSzyrts3bu3NlpZ/cjjZl1f8Gv+zD7S11dN11P3a7qG2OxH9f7TfU+Oc03E2bZRv2VfiWtYZLKm47uL8L1u1rvZeua1cOTlq3npYu4ietWfTtAl/3EE0902nptx22pJkm4twPi591vEDWL19rU12jLli3t+c9/frvvvvvG/+3y5cvtvvvua3fccce0FwcAANBBLQIAADYStQgAYD1M/S/2W2vtDW94Q3v1q1/dXvCCF7Rv+ZZvaW9729vauXPn2vd93/etxeIAAAA6qEUAAMBGohYBAKy1NXmw/0/+yT9pX/3qV9ub3/zmdvLkyfZN3/RN7SMf+ciygWMAAADWArUIAADYSNQiAIC1tmk0YyGMS0tLbX5+vi0uLm7I6O9YXy4bq0+Ge99MXc34ip8/f/58Z9rFixc7bTdKd5apd8MNN3SmadtlrrkswD179oz/PT8/ny5LVfP/s88Ck3APwCzgPFwfWU6ny7l3Y93Ee06W7d/a8nrA3Vez7HOln9V7octkdVmp2bI0X1Qz911eacblDFeygN28XP5rpXbU/afLclm0WQ60cvvX5StrO9Zo1ZqKGqyGewBmwXqfh9pHZb93NWPfZWVrv633I23HnHydt/7u1n5Y+23dd9lvbb3/63YonVeWva2fdffkPm03lqCT1VROdVmV5weVHPvVyGpFN2aie5aU3fP1XNA6p/q8pzKulHLbpbI8f3e96Hq7czoeH1d767min8+uVR2XQz/r6rO1ytyv3ANmL/UfAAAAAAAAAACsiAf7AAAAAAAAAAAMCA/2AQAAAAAAAAAYkDUZPBe4Ui4TLMua1Tywam6ta8dMMM3605xBzRfTXLQsN7Wasa85gy4/dvfu3eN/X7hwobSefbL+3GcBAFe3LA/T5bdm4960tvxeGNuuHtDpuiyXIZrdz1yuuk53dVCsRXS9dR9qZqsbRycb80CzSl3+ri7LZe5H1azTSv1X2b+t+Vol7gfdJrcdbh/p8Yvc9TJjQ6gBGACXGR7bLodbucxwXda5c+dW/Ky7r2bzaq217du3rzg/N283dkCWne6eNbgM8Uq94Pa3Hj839lDleOs+2LZtW6et+1SXnZ1nbh9U1zt+X/e/joGQfbe6Lu5ac9vRZ6wBt6xs7KDW8jGSlLvOtc7JasvquA+VGlnPQeXGRKo+I1sLPFkDAAAAAAAAAGBAeLAPAAAAAAAAAMCAEMWDNVV9Rcl9Xl+Tia/aZ69xrabt1iW+SqSvFWkUj0b16Gt7+vpOfNVLXw/UV5R0XrosXe/sdTiN4qm+ZqTz1lfW4rrrdmjbvbKk6+JevwIAbCx3T4/9uN6D9f6kr9Jr9E4Wgaf1gbbdfVRVonhchJBOd6/5ZxF3yt13s6gXt43uHqyvtOvn43Sdt0bYKFcvZPWge+1b267uiduln9X4AdfesWNHy1TiCZQ7HtRUwLXH9SPap8V+RPvCasyMTs9+8+v9Xvt47dd37tyZLkvvb9l2ZXXLpOmq0rf2je6L2+lqC7f/K9E7+l2t3x577LH0+3rvi8ezz3pN+r6K+0HPs/Pnz3faLm6vcqyzyOdJKhFDLtJJv+vicrL6TT/rrlXlYn+y3wkqq2knLSvOW59huf1djdapRI9eKf5iHwAAAAAAAACAAeHBPgAAAAAAAAAAA8KDfQAAAAAAAAAABoSMfUxdzPHSPCrN3dJcW83hcplg8fMuMz/77qRl6fziumrWr27H0tJSp625dirmemnOnOak6T7UXDSVZdVW83c1T8x9Pq67bodmy2q2mU7XzMO4Li4rluxYAJg98b5czfpV2fgz7r7p8kV13fSeEqf3Hd9H6wvdrnivrGZ86j1a64M4Pzc2gKpmvMd7usuxd3mxKstAdvWAq3v0+MR563rpvLS+m5+f77TdumV5/tlnJ32eugiAu+9m47xpv6xcn+N+d2frody8dF2z7Xb3Ot0u93whGxfHPatwv2d1u2Pd03dsQXefjdN13lpTaea+7iPN4I91zu7duzvTtD6ojjeTPVtyx0O/q2MsumcZ8fi751DKnRvZZytjM6xmWfE8c9dLVi+vZlmx7bL/3bJVPB5uLA1VHeshq9mmVY/xF/sAAAAAAAAAAAwID/YBAAAAAAAAABgQHuwDAAAAAAAAADAgZOzDcrlcmsMac9RcvptmsFVz7+Pn9btu3m7dNJM35qouLi6myzp9+nQ6LxWzAzWfTXMFXTaZ5gjq/B555JEVP6v5X266rpsuK+bgaZav5s5pe/v27Z323Nxcpx3np/PWHFtFtiwArL1KFrrLWXf9to51E2sTzXfVttYxWg9UcnFdtqmrRXQ7stxhXS+dt7ZVNi6OfreS7zrp81luvtYO2tZ9WM3cz6a7mkvXW+cV6z+3nlor6ufddsdaJzt2k9pk7ANwfaX7fGVMEe1j9J6i07P8bDemm85b76O6LO1rYw3g1tONLZBl7Gf380nzdvtUa5k4/2oGuHJ5/vF+ps85tF3N+4/HT4+lPi/YuXNnp6370N3rKtdEtg9aa+38+fPp9+M93D1zqa5LnJ8bk0JrXnf9ZPnzbjvceJnazp57Vca7am358cmeW1XHmKiOGRL3U/VYrxZ/sQ8AAAAAAAAAwIDwYB8AAAAAAAAAgAHhwT4AAAAAAAAAAANCxv41IsuJ0jwqzYRy2bNZLpfLe9XsK5eLn31f88BiJn5rPlPX5YvFtpuXTndZc1mOoObHa96r0qyzamZY9lmX4arrFrfF5dbqdu7atavTPnLkSKcdM/U0f1/bmtev+XyatQgA8FyefCWj0uXx6n1U77tZnqy7v2vt4TJ19fORy+d3dY1+P8uL1X2g7T5jDbljl93vJ8lybvtm7Luc1ezccMt225ntM1db6Dnt8mCzjNY+td4k8fvk8QNXJ5cTnf3O0/tN1jdOmpcbcyRbT3eP1nudZp/r9Pn5+fG/9feo3j/cfVTF6breWovovLOxaSatW2z3GXtm0vRsrCJXj1Xz/uPndbl63uh0/c2vGfwqGzfC3fv0eLhnZHHd3biF2XpOamf1gRvTwI1xmZ2Hrh6rnmfZ593x0e1yz8Qq14vjvh+Pga6XutKai7/YBwAAAAAAAABgQHiwDwAAAAAAAADAgPBgHwAAAAAAAACAASFjf4ZUsuWqGVNZHpzLinM5+NqOOXYur19z0TQX37XPnj274nq47armvWXf1f2v+Xy63RnN3dLssmqGvm53nF7dB7pP3X7IMsJ0O3SfaQ7+V7/61RWn7969uzPtwIEDaXvfvn2dtmby67Jjtpzb/6pPNm016w8A+sqytbN8ytW0s1xJvb9kea6tLc+mzT6vn9X1clnBut26rtlnsxz71pbXLm4fxs+7vH7NcHfHLxsjSek+cuPoZHmwrjZULtNV21kGss5L83l1u7Jlu/NKs351OzUHOlv2jh07WqZaL2TnrdvfAK4O7nlC7Avc789qZnW2LPfZ6u9Z7Zvj8wW997kxX1RWL7iMfLcPs3FX3Hq46bou8RlLa8vvV/H72bOGSdPd84TsWYU7T/Q+eubMmU47e96g+9edV1ldM6kdt9vVhu5azPZ55TqexJ1nlfF+9Lt9xubS72qd6Y5Xdh66520uF9/JzmmdNxn7AAAAAAAAAABcA3iwDwAAAAAAAADAgPBgHwAAAAAAAACAASFjfyBcTprLLtOc1Thdp2nunE7XjDXNYFtaWhr/WzPxXZ6om67rluWJVVWys6q5gS5/LGZtucy1qmxsgWo+osvQq+6XSM8jpfswZtXu2rWrM03z+DWLdv/+/Z324cOHO+2FhYVOe8+ePSvOS3PoquNhVPbZWub5A7g2uH4k3iPcfdFlfjqxFtEcfHf/19pE7yGLi4srzsvlcLpM1+xeqOvp6jP3eZWNkVQd8yDL2Nf9q1zGvo5Vk2WK6rKq90n9fDZWkcvj1+PhxgqI39c6RbN8le4zrYG13sjOM82Bru7DPvUbgNnkfqe53w36+WwclmrOvfaX2e9V7SuVm+7G2cvuuzoOTvW3sd5DIrcP3PFxWenZeumyNIte66Zs3dzYjrrs7HmOLqsyNlBrfkwYPVfi8wQ3xk7fmjg7z9wYPdrWfRzXtTo+o8t4X8v6wI1hFdcl649aW368dF7ZfnHPc9y15q7V7Hrpm98/ns9U5gIAAAAAAAAAANYFD/YBAAAAAAAAABgQongGSl/l0dfE9NUUfRUlfl5fX3/88cc7bZ3uXtWKy9bvalvXW/V5rUVVY2dU5RVD/ax7nSe29djqsayudzbdRQS5tnv1Lov9UbqPdF4qxjzpOauvpM/NzXXaMaKhtda+/OUvd9oHDx7stG+++ebxv48ePdqZpjFA7jW+PnE6vCoPoK9KP1+9J+g9XftifZU4fj6LDGxt+b1R56X3yjg/XS/3urt+XtdNp8d11TgVF62j26H3VX2NP66rm7d7/V3b8b7q4vH03qaxMy72J3u9WlWn67rFfehet9bt1lektR3np9Pc+e/WW+uJuI/1fFdu3n0jIABc/bKICPc7zfWdWV/aWre/dL+rXdyKyiJTXBybcnFucd5aS+g9Irvft+bjdOI+dd997LHH0vV2+zzWQdXYPyduh6sF3bMId3yyZ2J6D46xPa0tP14uejE7FxwX+RT3WTVa2UX3ZPWA7v/qcyp3fOL33Xo7bjtXWm5r9XNYtyuuu7s2s99hGf5iHwAAAAAAAACAAeHBPgAAAAAAAAAAA8KDfQAAAAAAAAAABoSM/YHQPFfNcM3ywlpbnov/1a9+dfzv06dPp/PWDDDN1Nc8svh5l/+q2XLrqW/mfvZZlzeW7ReXe5/lAk6S5dy53GG33u7z2Xq4jDy3H+K6a1aZZqYtLS112jt27EjbjzzySKf9pS99afzvmLffWmvPfOYzO+0jR4502prBr+tWzYcDgIo+47JUszHdGDFZNn02Rsuk6W7esS7SukY/q9up2+Vqrjg9y9dtzW+Xfj/jMnF1u7LxlrRdWY/WltdzrjaJ3D1c18Wdd9m4Ri6L2Z0LWi/EjF1dbzdWgzuHs+1wY07o8dBsYDf+Qtwv0xwrCMD66ZsTrbJ+Qfsvl6mvv3+y+7Lr33S7KhnhrXX70yy3fjXz0v0S5+fqMTfWkM47WzdXM1WfVbj2SusxaT1dvRfblc+25usFXZe43VmN2lp3HKLWlp+H27ZtS5cd17WSsz5J9n03bzdGRWXcyep4jNm8JrWzbHpXm+gYCHp8srE4+jwXnCRuV3WMg9XiL/YBAAAAAAAAABgQHuwDAAAAAAAAADAgPNgHAAAAAAAAAGBAyNjfQFm+peagaeaaZoAtLi522o899linrRn7MRdfs8g0P0zbLqMtcllwTiWns5pVVm1XcgnddzVLK053WWMuo9Dl98b95DLWXG6ttnVZcT9UMtRa89nBWTa9flf3mcvI27p1a6e9Z8+e8b81r//RRx/ttE+cONFp33jjjZ32gQMHOm3N4I/XjNvfymXoAbj29MnS7HvfdHmxsZ3lvbe2POdex/fR8X9iP6/9ttYxjs47y67VaXr/0XuZG9dI2/H+Vs381PuszjuqjMXQ2vJ6T7dT77NZNn12nkxqZzm2rXXv6a5uUbpuerxi5r4bN0rrlqxmmjS/7du3j/+t2xintbZ8O11dpLKaV6dVaxUA05Pdh/vmQuu1HPtt/a2k95Pq7z5d19hHuXuXy8Gv/KbXZVXHYVFZ9rneA1zWttuueH/SOqeSkT9p3iqui8vnr+bFx+2ujkWn+6yyLu5ZhGa2Z2M7tbb8GqlsS2VsgKrq+I1ZveDmVX12kW2Xe66oba2hskz9ta5bsmdi0+rD+Yt9AAAAAAAAAAAGhAf7AAAAAAAAAAAMCA/2AQAAAAAAAAAYEDL215DLnNIcrpiFppldmg+rmfqa860ZoNqOy9KcWpeJqzSvKstwd1lxfVTzYKvtqJKN1ZrPxMtyBF0+bzXrNH7eLauaBZhl7FUz8tw+jdeIrldlTIPWlucQ6jkds5o1E1+vHx3f4uTJk532M5/5zE772LFjnfbc3Nz439u2betMc8eWXFsAfVXGk9FaRftiNz3WQZpjr7WI1jFaFz3++OMrTtdxVfTe5/JFdd10XeJ2uLx3vZfpvHVMJL0/xX3o7nUuRz2rU916K1227kO9n+3evXvFebk61OXFZzWXTtP9q9M1o1WXHddNt9HVgi7LWc+NWPtr1q/uA10XrVX02ty5c2enHY9/35xuAOtnmhn7GZdv7cZpc2PIxb7W3Y8qYwe1lo/bkv1Gb235va7y20uXq32+m7fuh2xsIpep7+ogld1n+2bqV6dnKs8mtO32t97/3bg5enzifVtri+o4h1oDZGP86Hr0fZYU92n1PHLb6cZQWmk9JnHXU5zunlk61bEEsmlk7AMAAAAAAAAAcA3gwT4AAAAAAAAAAAPCg30AAAAAAAAAAAaEjP0p0gwklwmquZ4xs1Uz9DW3W7NlNYdTs7SybE3NMnWZrZXcfJdPVc2jqmToVTLzV/P5LKPVjadQzU2rzMvNu5IR5r7rMnSrOfqR7kOXkVc5HnqO6/XhconjtazXtWY3V69dXZeYuR/z9ltrbfv27Z12lqfXGpn7APz9SftxrVWyeWltkeXBT/p87P90udWce50el6XTdL10WTpvdw+J86uMc9Pa8nuIG2tAlx25+73eM7J7uh5rPT46XbOCVZbpqutdHesp2yetLc+ijbLM1dZ8nROXrcdSP7t169Z0PXfs2NFp6/xi/aCfrYzlNGn68ePHV1yvyrgbANZW9Z5emVdlut5P9B6g9wyXqZ/l6Fe32X2+MoaM9uPuXqfiurlxCbLfn5Pauo+zjP1qrrqrJ7LzzH3XLTs7Hu63rdun2f1Mp7la0T07yvLjdVl6PbkM/uzz7rzRfeLGesieBVbH8XDPrbJ97L6rz0lcPR73w0aOW0jGPgAAAAAAAAAA1yAe7AMAAAAAAAAAMCA82AcAAAAAAAAAYEDI2J8izcrKMvRby7MzNZdbc2n1u5qdpRmtWe6tZkhpzpbLKssyqCr57n25DNBqjmCWv+cyc11WnPt+xmUUqiw3362Xy2R17crxdxl42XnnMnF1u7JMwkmfj9euZtppdq9ea3qtnjlzptPOru2v//qv70xz+9vlJwO4+lUzPzXPPH4+y5KfNN3VJrqsWKvoZ7Vmevzxxztt7Uu1Hdcly99vbfl2uGzabLqrJbTGchnuWU57JZt00rpk90pXM+m83BgJen/Kcod12Xpf1Xu0y9iP5527L7rjU6mBdV56jus+rIyvoOP5uP3vanm93uJ26Xa43wmqmt0MoGs0Go37RZcDvpZjYsR563W9bdu2Ttv1y+63W0aXrb/FKpntrXX7JJ2X+23lsrjjdO3T3RhH7n6UjZPo6gHHjUMQt8vlk1fHfMmeuahKhv4kcZ9Xx2Zwz/70msjoduqYPDquTrYueg7rPtJr042pmI0z4bbRPc/RddFzXuuibL3c752MO/aqmsmfTSdjHwAAAAAAAACAaxAP9gEAAAAAAAAAGBAe7AMAAAAAAAAAMCBk7ItKjpFmL2m2rLY1I0rzMR999NEVv6v5U5rBptmYmvGl6xozqVz2pcsTzTKjXN5UX5UMNpedVcmHc991uXTTVM25j+vmMu5cRmtln1Yz8lxuWpyeTVvNdL2eNLMw0mtRc+x0ul6LWca0Ttd5PfvZz+603bWZbfdaX5sArlzlntE3F1LFfseN36O1h44PpNM12z5O1+3QGun06dOddhyXSNe7tW7f6zL23b1O6X6J6+5qKDcGjLY13zfLi3f3AHdexe+7e7LubzfvLFvYjYPjMlr1eGQ1gLteXF5vltlaGVegteX7UDN1d+3a1WnHLFtXr7l86/n5+U47y+h3Wdqaiet+V8TjUxmzYJLqmFbAEF26dGl8TboxYNYyYz/jxt5wv0+ze59uk/72cpngLm8+9pfufqR0u3XecbobH8b1425cnbifqrVgpT7Q9rT72Wy8n+ozFze9ck9356wbVyou29VvrsbSzP14nmXnYGt+vEC9x+v07Fxx+8Sdd9k+12tRj4frF9y6ZZ/VZek+dSrXy5VeW/zFPgAAAAAAAAAAA8KDfQAAAAAAAAAABoQongJ9NUTjcjRy48yZM522vkau0+Or4jovfVVEp+vrOvraRvZ6nHsNvG97LWWvV7tXytwrgtmrXO41MDd9mtxr5Nnn3WtG1df4sn067fMqO4fdq3LV6fH602vRxWS510F1fp///OfH/3b9wLOe9axOe2FhodPW1/Sy9er7OjuvvwPTk12PlXvVJNqPZK8Oa52j0TradvE5GoET2/rKslu2q4NiW7+r/XT2Ou4k2avbyr3W7/pK7aujaoyMctEJ2bz0VW6VvYLeWncfuhrKxeu5e3oWQaiqEUNZTKO2NWpH979+Xs/xeL24yAZ9lV5jffT7eu1m8RFuu9zxiPPWV+f7xH9OUonsBIbA9TOVKL9pXhPV3wEuPif2Ky7uxvUbOm+9f8XpLlrMbVd2fFw0bDXapXLsq/GtlXNjPSOH3TZXnwfFY+DqM1dzuZjAOD89z3TZ2t6+fXu6bnE79PzWtt6z3Xmo61qpDxytXXRdY/3uatxqNE92bbrzTo+P6zey9ZxWzBV/sQ8AAAAAAAAAwIDwYB8AAAAAAAAAgAHhwT4AAAAAAAAAAANCxr4RMyhdvqtmx7qs2Zip31o3Y8pl6rs8WM2QyjLA1jJTf9p5lln+VSUHdTXtLPPV5dCtZaa+cuuSZbBpxqrLmnefr2SEuTEOKvn/lTx+/e5qPh+n6z7Qeem1qflufbIxdZrm0mnm/s0339xpZ5nILifQXV9k1wKrN81+QNvaB7k+SuuLmOGq07RucXmvWgfp9+NYQ5qpn9VIrfns2bjuLrtUuf5M7wPxGGif7+q1ah5sXDet9XQfuQz9Si6uO0cr4/vo99166Ha4bGYVj4EeWzdegh6/yvhLSs8NpdeLHs/4O0Izcg8ePNhpHzhwIF22bvfjjz/eacd9rteWLlvH89EsYD328Xi5rF89r9yxpxbB1W6aeebV387Z2Ciurfddvbb1N0rsg7SfqO4D7e/csiN373O/jSNXn7n7kVuX7H5Uec6xmumrnTZp2ZV1c9tcHUcv4/aBy3R334/PEt166TnpxuiL19eePXs603TMHb2edHplHErdRq0XVPUeHfuBrJZobfl2qaz2d7W4e05SGfNKj50eazL2AQAAAAAAAAC4BvBgHwAAAAAAAACAAeHBPgAAAAAAAAAAA0LGvtB8pJhvqVmzmge7tLTUacfs2Enf13ylmJ3lMtiUy1HNMsCq+eSqkrlfVcn+q2boV3NtK3mw68ll4GXtas69qpw7lay+1SwrzruaoZ+NO+C+75al+W0uk79PfqXLddSsuZi5qxm4mr/r9tksXQPArOl7/8lywF2f4rLota21SqxltG7RDHCdl+Z0a1vHKoptXZbr/3RemuuZ3bNdjq3Sz2d9rx47l+dfHbMn7nNXK7rMT112vBdW7/9Z3uuk6XHZeq/qm82c5a7reeayl90YCXHebv/rfVbXxY1pEafrPnPjXbhaXjN5s6xaPR7VMXjiftB9Us2tZfwfXAs2b948Pvcr45+5XHUn64td3rX7HaH9SPYsw22z++2l/czOnTs7bR0nJNJaw92fsunut5TuQ7ddld/t1d/GFW7e1Yz9Pr8xXTZ6dk9x6+XOQ5Wdp+78z8Z9aG15Lv7u3btX/G6c1try66HP/nZ1qKs93POHeP254+Fq/ez6ceMp6T51435k51JlnM9Kn81f7AMAAAAAAAAAMCClB/v33ntve+ELX9h2797dDh061F7xile0Bx98sPOZJ554ot11111t//79bdeuXe2Vr3xlO3Xq1FRXGgAAXJuoRQAAwEaiFgEAzIrSg/2Pfexj7a677mqf+MQn2h/8wR+0p556qv29v/f3OpE0r3/969vv/d7vtQ984APtYx/7WHv44Yfbd37nd059xQEAwLWHWgQAAGwkahEAwKwoZex/5CMf6bR/4zd+ox06dKg98MAD7W//7b/dFhcX26//+q+3973vfe3bv/3bW2utvfvd727Petaz2ic+8Yn2rd/6rdNb8ynRTCPNpo15li5T//Tp0522ZmPqvDVbK7ZdpqdmsLlM/T4Z+y5zzWVnVfTJYa9mGLus82z+1fWsjluQrZfLh6/Mr3rsdVkumzZbllP5fHZ+X8n0rK37wGWyZWNpTPp8Zb2+/OUvd9qa/6Y5+tH+/fs7bc2brPQhwHoaQi1SzQt111e857g+RmuNs2fPdtpay2jtEv+aUPs7N6/HHnus09aMfa174rq6vlIzxF1NldU5Ve6eH7NRXfav5om6DFCVjcPizjM37zi/ap+fjQUwaXpcVz2WmjXr5u1ycePnXV3jrq+Mbocbv0ePh263iuNhuPNfuTEq9DdLzO9dWFjoTNO8Xq099FrVcz6rW/W8c793lMvgBaZlo2oR7Sf0nI99gevPXL+e3c903rpe+htE+wXNqK6M06br5eoH7aOye6Wuh35Xp2vWufal2RhJ1VpR93E23omrW1z2vKo8H6rWXNMct62ag59l7Lsxj9zxzOoHt546PY6T19rycSHieajrqbX73Nxcuqw+3LMiPYe1H8hqYrd/te0y+CvjZ7qxhXS7szFH3HkVv7tuGftPD6K2b9++1lprDzzwQHvqqafanXfeOf7Mbbfd1o4fP97uv//+ifO4ePFiW1pa6vwPAABgNahFAADARqIWAQBslCt+sH/58uV29913txe/+MXtOc95TmuttZMnT7YtW7a0PXv2dD67sLDQTp48OXE+9957b5ufnx//79ixY1e6SgAA4BpCLQIAADYStQgAYCNd8YP9u+66q332s59t73//+3utwD333NMWFxfH/3vooYd6zQ8AAFwbqEUAAMBGohYBAGykUsb+01772te2D3/4w+2P/uiP2k033TT+74cPH25PPvlkO336dOf/nT516lQ7fPjwxHlt3bp1WbbSeqpk02o+lb4ep9N13lmmfmvdDCWX8eUyKKvfr8zL6ZOLX83OrGTJVTL0r2R6xuW79RnzoJrvX8kdri6rz7zWM7N9mvl7LoveZbJl/UZ1PIUvfvGLnXaWE+kyJHU7NCNXkbmP9TbLtYjLdXRcjmdlWXGsoNaW57/G3O7Wupn7Os31Zzpvl3sbt9Nl6Lt6Teed9Zcu31L3mRvrJvus0mVpW7crywZ291GXQ1ypBV2uc3ZsHd3fLmte11vPnSxHuppFr8cjOxfceAlun+l9VrcjTtdpOt6FXotK97Ee73hMNCtbP6vrXan33PgKrjYBNtp61CKXL18e901u/JLYdp9VWV5/a93rVeflfidoP1L5jeOy6F1fq+ua5ctX+xidd9ZnudpDuX2k/WflvlutVbLfu3375eyZTfWZlp4LlecN7rxx15MbwyJe23osdayG2JdMmp49b3D7ROsFzeuvjN/o7v/KnaNZXeSeG7o6NGu7Mauq52HlWtQaVsc9XK3SVTgajdprX/va9sEPfrB99KMfbSdOnOhMf/7zn99uuOGGdt99943/24MPPti++MUvtjvuuOOKVhAAAOBp1CIAAGAjUYsAAGZF6S/277rrrva+972v/c7v/E7bvXv3OB9ufn6+bd++vc3Pz7cf+IEfaG94wxvavn372tzcXPvRH/3Rdscdd1zxyO8AAABPoxYBAAAbiVoEADArSg/23/GOd7TWWvu7f/fvdv77u9/97va93/u9rbXWfvEXf7Ft3ry5vfKVr2wXL15sL33pS9uv/uqvTmVlAQDAtY1aBAAAbCRqEQDArCg92F9NRuy2bdva29/+9vb2t7/9ileqD7eOmr2kuZ6aOZVl7LtMfZct69Yt0sxJl+vtcp/idPfdag57H9Wc+9h22Vba1vwwl9Ffycpysvw3d+xc5pfbD3G6yypzx2Mtc9XXMs+/uqxsup5H7jp3OZGas5athx4v7b++/OUvd9qf//znx//WDM9du3Z12rpdrg2slyHUIsqN+eLa8fsuA9flolay0LU/0s/qsi9cuJB+X9c95sO6fHJdlss6jd/X5boMdzfeQnYO9q0dXF5pZbwGt519xg7Q4+OyfrP8UleH6rL12Lt1c7n6GTdOQdzH7ti7cSR0P+j1FO+7muOs92StBzSfV+/52XnnsrNdH6P7LGZtu98z2tZrs+94JsCVWs9a5Gtf+9r4OnJj3WS/8d2zCteXxrbLpNa29ll9srjdGDBZtrlblrsfuX2W3ft0vTVLW/t8NxaK9vPZPnP3ZDXN5z/ud3ml5u07hmJWT7hzunr96PGL9+H9+/d3pmnbXYu6H7Isev2sq901c79PHarcc6qsjtJ94Obljl92DbhzttIP67rqtGz8hMr4FYxABAAAAAAAAADAgPBgHwAAAAAAAACAAeHBPgAAAAAAAAAAA1LK2B8Cl2+pmfqaKaVZZWfOnBn/+/Tp051p1Vw6pdlMWSZeNQffZfJnme7V9jRVc4dj22VbVfPBssyvvvssy8uqbsd6Hp9rRbYPq5mDLnvWZbRFOq6HO/aaxfiFL3xh/G/NddR233E9AKysmiEe2y5r3i3L1UWxrfPWmsnVUC7/P2aOu5qqkgevn3djA2RZpZO+n61btdZwucPZ2AFun1Xz+iu5qXoP0IxQzZPXda3UVO76qOSsu/GVXIZudi65ebssZpXV9roslyn9la98pdPWe75eE/Pz8xOX25q/PnTZc3NznXY8h/XY6bx1vfR6Aa4FmzdvHl8r2T1Bp7v8atdnuWcZUTXr3N3rsnFYXN2j/YT2Ydkzm+rvmUo/7/p87TvdvDULPf5OdPcy5cYpUJVxcqY5bl5lTIPWamNeVsd2cteHnocHDhwY//vw4cOdadVnYCrbx7odet3reD9Kz7NsuX1q9UnrFttufFOtQ934GLHt+iM9x7WGcmMgxO3Uay07ryp9MH+xDwAAAAAAAADAgPBgHwAAAAAAAACAAbnqonjc6zn6qsn58+c77Ri9o9PdK8/V18izaAv3SpN7BdfFZsR232iXyutV1df03PR4fKuvLFVeOa+qxulUPjvN4zXt+JQ+2+lepe8Tj9P3831Uj5e+Lhdp/6UxGPrKn/YT8VX8hx56qDNt9+7dnba+Ypa9Gteaj+4BriXV+4++aqn1RBZZo991bVcXxVddFxcXO9O0z8lifKrL1s9qH+JeSc+WVb2/uGVnsTJ9ufpO+9psvZR71T6LCXD1ta637kM9N+L33f7Tebm4gmx+lUiG1nxUUmy7ebloqgqdtzun9Vr+8pe/fMXr4uK8stf2W+seA43e0bYeL33VnloD14IYxaOyqAZ3b6v+Fst+o7joCuXqpCyOQr+b3Rer61KNUHP9fmxX49j0vqp9a3afdZF11ecH2T509+Bq3F4WtdwnSnlSO1Otp7VeOHToUKcd43f02LpoXq3Vs2eDfeNvNEoxq8Gm/TxNtzNGfOo5rftM19vVXFkd6mpxPRf083ouxLau5/bt2zvt7JlwhmoIAAAAAAAAAIAB4cE+AAAAAAAAAAADwoN9AAAAAAAAAAAG5KrL2He5j5oPG7NkJ30+tl2mvsvhqmTsu6zSPpn6+n03b7WW+eQuRy3LEHWZd25ZFdV83j558X0z9XVdKlmMfXLpNpLLR65ay+OVratmw+lndYyQSj/wpS99qTNt165dnbZm7mv+m2bHuWUDV5ssK9Xd/11mezaehsvh1Hlp3ePqoNh2n3V1kOZIuu3OPuvye7PM1mp9oLWgztuNqZR91mWy6rx0H8bprlZ0tUeWDVzNtdVl67ppdno8x9092uXBuu2Kn9csZpep7/ZpXPfqdlRrk0ot4pb1yCOPdNqa3Rz3g+uf9Bzdt29fp61j9sT56by0f9O2G98iO17VvHFgVlx33XXjfsz1tdnvPFc/uHtK5J656O8G1ydpO25H9R7u1jX7bVzJMtfvTmpPs9929cPevXvH/9Y+3u2z6rOMbFrfse+y+i07T1azbtn3+46XefDgwU57YWGh0872izuvdL31vputpzs+bpy8rNZ34/v1HVci1o7ZNk9SOQ+rzz+z8UZaW/77Ka67bmMcR6C17jOZyjbz5AUAAAAAAAAAgAHhwT4AAAAAAAAAAAPCg30AAAAAAAAAAAbkqsjYj1lNWS7tpLZmVGs+XJbvpu1qnliWY1fNzK9k6uv0aka76pMdp1wOVyXztW/Gfjbd7ROXwZZlGrqsOGc9x0Doo+96xn26lhn62XJXs+w+4xboueDy3LQ/03zLmKG3uLjYmfaVr3yl0445ja21tmfPnnTeWcYeubUYqsuXL4+vcZcPH69X14+7eem1HmsXrWNc/rX2C67uict2+fDaH+p6u2z6uJ8qmfmrWbds3sqNFaD5o9PMAtbprp+PXE6qG+uhMm9tV8ZLmPT5yNVI1Xz/bFm6T/S7ug+VbmdsuxpWl7Vt27Z0Wdl5psvS9XbXj/Yjmscct0sz8l3/pp/XZcc+SvNjtf9y/Vtl7A13rPV3GTCL3Dgg8RrR69zdE1w+fPy8G8PNLatyz+ibqa/L0n0Y19WNb+aytrM8c7dP3PFQup3xnqK/406fPt1pu+104rq5XPVqznr8fHXcAZfBn91TdJ+4caIOHDjQaWumvt7j47Lds7tqVn12PekYR/pd3W69N7pzPHLjRildl6wGc3Von3Ek3BgT1fFPtR2PgW5j9kxF92eGv9gHAAAAAAAAAGBAeLAPAAAAAAAAAMCA8GAfAAAAAAAAAIABueoy9jUr1mXsa1ajtldaTmt5htoklSytPpn5q2mvtNxJ83bb1Sc/u5qjWhnXwOVuunll+9hl3vXJVa/OayP1ydyfZl6/6pu573IjM5XzaDWfjzTjTq9dN8ZIzHTTvvKrX/1qp71///5O++TJk532/Px8p635cHE7qrl0wKyIGfsu6zlen67PcFmZOu+Y83nu3LnOtDNnzqz42daWX+s6vobmrp49e3b8b83j1z7IZdO7HPyo2g+4Giz2O9WxApT7vssKjnQfZXXnpHXL7p0672oWbZy3y2h3bf1+dk24ebl94M6deN7q/aiaq16pXfS80GW5XHw3tkPkalw3doP2A7HfOHjwYGfa1q1bO23NEc76Rp231g663tp/6T7U7GBdN50ODNFoNFqx78l+z+r57zKqK+MJap/ucrydrG+tjvmi/YQbsyxOd/fzPvfsaia424fZ76ndu3en39XaMRs/xi3bjV1TqT0mtbPvumPrxnGJ0/V3s35Xx5vTTH0dXybbzr5jdWZjWLnnGK6mcpn7cVl6j9bPVseZ0u3atWvXitP0u/qbxT0PzWpexz3byPpevTbn5uY6bTL2AQAAAAAAAAC4BvBgHwAAAAAAAACAAeHBPgAAAAAAAAAAAzLIjH3NU4q5UZqFpVlZmgOlGVLZvF0WlstBc1lMsV3NzO+Twd8n83s106O+Ga1ZZqvLyK1m6mftvhn608zNX8988mrG4Vpm8FeyG9cyz7+vyvFzmbm6nTEru7Vu7p32R5rbrZn7miu4b9++TnvHjh2ddtwuzbzN+sK+4yMA0xQz9jWj0uWZRy5TX7NMtZaJuZGakb+0tNRpZ/mhkz6v7Vg3uUx917fqPtLPxwxKvYdrvVYdtyDOz+VyKndv03WJfWuWRTqprcfL3Wdj/1mtJdx29KmpnEqGbvX4ONm29L3nxHXR9dZzoTKvSfPLanel55kboycbL0Nz8GPm7aR5Z/2Xzs/1fUr3qRsnLKt73D4EZkXM2K/k4LvrxY35otd25VmFZkxXxqJR1d/d1Rz2yN2rdDtcP1+5x7gay7Wz8Rr37t2brpdm7ldy8rPnZ5O+W9lON+/qOZw9K9Rp+vv1xhtv7LR1vDnlfqdn07KxOCd9Pu5jXa67Xqq1fFwXnabPXnUMHuXOjew80+OjdF1UNh6gGwPJPWvV+cX9oDWUtq8UFQ0AAAAAAAAAAAPCg30AAAAAAAAAAAaEB/sAAAAAAAAAAAzIVZGxH3OkNBvLZeq7/Ncsc8plfFYy9bXdN1PfLTt+vpqxP81Md5fJXslG12PZJ0N/Ne3VTlvN9Ir1zNRfSy5zus+8qp+vfL+asebGdsjm7z6rOXQuozpm7mv2pWYSPvLII522Zuo//PDDnbZm8MY+SPfvli1bVmzP8ngIuPZs2rRpfB3qfVXP4zi9kmXemh9fJl6fmoOq42MovbazTH39vH7X9WdZNmZreb/v+lLl+r84b1dDKXePyHKLs8zb1vxYAZXs0yz3tDW/ndn9TI+dyzLPMosnrWulDlWVcQiq+owd4NbDzdvVD1H1PNJzVpeVjQWh/YAbx0P7qMcff7zTjmPy7Ny5szNN6xbXxziVmgqYVV/72tfG57679iN3/3H9RHa9Vftpdx+u1AeOy2XPss/d2ADVMWD6PEtyn688q9D7iebD6z7SWjGra924D9WxAmLb1ctuHCM3VlScrvvvyJEjnfahQ4c6bVdrVK5VXS89D924BXG/uPuk+83hxvSLv3/cZ5UbK0Dribgtfcc7zfokl7Hv6mn9vP5GnJubG/97//796byuFH+xDwAAAAAAAADAgPBgHwAAAAAAAACAARlkFI++XhJf2dDXN9zrN5XXWvQVDPc6m5pmFE81eidru1flqlE8cbp71cq9rtYnnkWPj3vlr7KdfeNW+ljLqBI37z4RNn3XpbKsIcW59Il40v7MvfYfX3HX7+rr7+fPn++0H3300U47vlI2qb1r167xv7dt25auZ7xWK68tAmtt8+bN4/7e3Xdjv+NeTdXrzd37YlyOxlro69Iak6FROxqztbi42GnHa1/nVY2Z0e3I7sPVSIBKxEB1PZXri+N2VGsLFxmQ3Qtd/abnndvOuJ+qcVHK3cPj/PWVc/fKs3tlWsXz2F1rrrbPtsutd7W+zl7Fr9bHlYjO1rr7NIueam35tal9lC4rRvFs3bo1W+1l66X1hJ7jWWRA9fcOMCsuXbo0vv4rdXI1/stFZ2a/8d0zFl2Wi7yJ6+5+Z7t+3fUTGbe/3T08i51zy3L30Wx+7rew7qPYL7e2vHbUurVyP6rEMipXr7nzLntuqDR656abbuq0XfSO284+0Tx6zmfzcueJboeLx8miF7U+0O/q7wiN7tV108/H3yTuN4j73ZDVMtof6WddPKXWMrqdMdK4Wk+vFn+xDwAAAAAAAADAgPBgHwAAAAAAAACAAeHBPgAAAAAAAAAAAzKzGfuj0WicP+TyqWL2kuZmaR6Sy9LM8siquerVdpZ7P81MfW1X8/xVlu/mMtemmanv8sQqWb+t1ccWuBpVs+qzLMAh5d6r9Tz28bys5s1rllyWX+kyvzXHVnO8T58+3Wlrpu7+/fvH/96zZ09nmmZ2ArMqZuxXxv1w+a+a3ajXn16fMetUr0XNzHe5qGfOnOm0dTyN+Hl3H3Q1ViV3tZJlPunz2t/FelAzO10Oap/tdvNytYnLLY7TXba8cveUrA6t3sN1Wdp2WbUVlTzZ6vhYrnaMbZfB6rLp3bkT1706NoPScyer5d1YDS4DWeuFOK7Hzp070/XQ3Fr9naf9m9YXV5rT3ef3CLCWqveQjLs/Zf2EflevTdfnu7ELo+q4a3rP1742y9jX7+o+cPVAVu+57ahm6mf1gjtPXFv7Zq0t435y97Jq3n9su3u2G09Tj6fO7+DBg+N/Hzp0qDPN5b+7WjFbtqv1XH1Xye/Xz+p4Ctl9c5K4LL2udR/oPVr3STbv1rrnna6ny/evPG9wzz9draLteF61Nt2adyX8xT4AAAAAAAAAAAPCg30AAAAAAAAAAAaEB/sAAAAAAAAAAAzIzGbsX758eZzvpFlLmtUUs5c0t0nz3jS/qpLD7vLBXE6ny7GL0/tk5q+mHXOeqnn+lez5ar6bW1ammt/WZ0yEWcrb75OD3zdDv8+6VPP3+iy377W7UarjPFQy8TRXW3PqtC+NmbiT2mfPnl1xuk7bvn17p321jMWAq5sbEyY7j13mp8t/jde+3id1XvpdN56Gfj+ue5a73dry9XY531kGqG6X7l9dltKM/Syj1WWZu2Vlfa2bt8vrddn2cdluPd0+zc7h6tgALlNfZfmx1XGldFlZDaz7M8tanrQu7l4ZuXuyu76y87Za9+i5om3dzphNq32Gjqmjy9IxenQ74zgfmtu8a9euTttl6GvubXZOV44HtQhmSRzvx437keV4V8eA0XbsN/Seq1yfo993tU02L3c/chnw8T6gn63meqtsLCF3v3f3uuz71d+Q7j6qfXPcLu3H3bgslbaul85bzxO9Z+i8ddy3mDfv8vtVNg7OpO/H6W4f6DNMVwfF89bVY7qP9He5ex4Xp+t1nK1Xa8ufP+iysuOny9K2qx2z+luvvb1793ba2g/osnU8oI14tsRf7AMAAAAAAAAAMCA82AcAAAAAAAAAYEB4sA8AAAAAAAAAwIDMbMb+aDQaZx25bNpKXpXLXMsy+F02YzVjv09WfTUTL2u7z7plZapZfm4fZ1mBOi/9rOZsuZy6aZrVDPe15o5nH9PMP52lLNXsXKnmJaq4nS5fz2XgnT59utPWzN0DBw6M/720tNSZtm/fvk57VsevAGIt4q6/2N+5XPtsrKBJ38/yLF0+fJah77gs32rOdzauTjUTV/uk7PPVesBl8mf55W5Zro+r1E3u2FfHHso+7z6r7Wr2aeTq0Oq9MBvDyuXW9hk7KOsjJi3LzS+bt26HW2/N783Gw9D11mOr89Lce800jvXDwYMHO9Ncpr5up8vpzjJ0Z6n2AzJbtmxZdi08Tfv9eA245yIu413FjGr3Xb2Pulok6y/deD5ZlrnOa5LsHp5l/U/6fLYP3f3H7X93b8yy6V3d4+oH97wom3eftk7T+43Wz0p/c87Pz3famo2eLcvtf3eeZsfHfVfz4bMa2J3/bgyrOO7ApGVl83L9gu7TSl3k8vqVrreO/xPrh5X616fNzc112nreVGrHtXrWwV/sAwAAAAAAAAAwIDzYBwAAAAAAAABgQHiwDwAAAAAAAADAgMxsxn6k2Wbnzp3rtGPeUt8M6j7fd9+tZIb2zRet5OJXM/Yr+8jlzvXNG80ydDfyXFDrmePp9nGmkre7munZZ6vzrhx7x21ndT9UVLKAq+dglvvcWjdrTvMotZ/VLD/9vGYaar989uzZ8b/PnDmTLqvPsQTWUszYr+TH6jmu148b30czKOP3K3nvk9bTZcBnn3WZqy4LNcszd5mg2XpO+n6kOdyuz3f3gCwP1vVhenxcDns2P3d8XMauisvWz057zJy4bi4vXq8fpfer7JzXaW6sp+w+2lp+X67usz772OX1Vs/xON39DnPjXej0mHGsY/Ds2rWr09bcWz0XqmOMZRjvB7Nq8+bN43O50o+rym+r1vL7k6sHXD+ube3HKxnuus3aZ7kxF7Psc5ejrvWFyu7hus3VMQ+yY+222R3rrKZqrXt83FgBOnaKy9iP+1iPpeaq6z7UDH0dQy6rk7KxNietp5ueHQOtj5Wbl253Jb9f226MCr0PZ3n0bp/ouaDHV/P947KqYzUoXVacdxwbsLXltYju/2wstNbyZzjuernS+oO/2AcAAAAAAAAAYEB4sA8AAAAAAAAAwIDwYB8AAAAAAAAAgAGZ2Yz9y5cvj7OMXFZtnK65TS5jspJpVM2h66OSw72a6Vl+6TTHBlAux3aaufe6ntVMd2dWsr/7btc0s+mvdLmT5lUdj6HPvJxKpnFVn7EbqvsoyyXWHDqXmeuys7Ud+2LN49f23r17V1xPYCPFWsRl2cdaxOVV6rWq149eI9lYQi7f2mWGZrWMq6FcfaAZoDq/rD91tYjL1szyRrWudNmzlWxa10+7vPhKTabrpftbVfJfXSa7Hg93rLN8WHdsVTUXPx4Dtx2untDjFz9frZGqedfxWnfbrL+H3HZl+0Gn6bz12G/dujVdt1hv6Bg8Om83PomrobJxI7JtnvaYEsC0aKZ7Vq/rNK01XJ589jvD/eZw92i9D2s7rovL0Neayd2zs3V1177OK8vt1s+7OtIdW13v7J5RHXelUp/pdHcuaNvlrMfzVM9Zvb/s3Lkzne6ePcX7QLXucedZ5VmGm5fLxY/T3XnirnM3PftNosdL95mOkVAZ00qX5c4zN9ZDHI9BM/WzMV1bW36e6bWrdVFcl2mO4xnxF/sAAAAAAAAAAAwID/YBAAAAAAAAABgQHuwDAAAAAAAAADAgM5uxPxqNxllEmruV5V+5PLc+2dvTzNCv6pupX/muZmFpu7pulXlVM/jj/Fw+mNvOSp5mNRe12l7ttCv5fCVjf9rLXi/V63ya+6HaT2Trupbb4TK+q/mImkUXM/R02tLSUqd99OjRbLWBDRMz9rWeyK6RLH9/0nddpni8djVzVXMdt2/f3mnruri6KLsXVu+brk/K6jfdTpc3mmUF62eVyxN1n480X9dltjpZLZNleE5altuH2f3Hje3QZzvdva563lXGDqiOz5TdO3Wa7qMqNz5GpH1MNYs+y1/W7dJsWe3PNO9aM5Cz4+cy9V3fmuVKV441GfsYiux3u+vP9Fp148tkdY67dqvrEvssXQ/9rOZ2u3td5d6nquM1xpqgmm2u93jXh8V1czWS2yeubsrmXfmNOGl6PL5a087NzXXaej9y+zR7Vui+62qRrPbQ6e56UdUxEzK6HdVxp+J5mY2xN2k9K/n9rXXPBf29Ux0TSb8fzx3dDuX6O5e5v23btvG/df9n4/9UnkHxF/sAAAAAAAAAAAwID/YBAAAAAAAAABiQmY3iuXTp0vg1EPcqUXwNw70y615TyV4Pca/nuHlVp6/Vd6fx/SGovk5dictx3+0z7/WM+VFDmnfltcm+pnm9VKIr+uzvSZ/PXjd0r/G7aB59hS2+OqevzGoUT5yXzhcYithP6HWu57W+hqzXiLbj9ag1kL6qra906nSNitHPx/m7674aoZK9/pu9itqaf60/q9+q9Vi2TyYtO75y6yKEtK91steU3XrrsXaRT5GLM3R1j3vVOLZd/IMeez2nla5rFiujqq/WV84zt/9dXGXcD+4e7aIt9TVxlf22qsqOn7s+zp4922mfPn2609YIh/i6e2vd7db9q/tgPetKYD24615rd73esoiOagyGft71YXFZ2nfqerplufjDyj0iu79MEpet9+RqnIp+X8X5uePhonfc8Yr7wdUD+l2Na9Hjmd0Ldd5nzpzptDUSxUUWxlqkGj/t6oWstqnew/VazY6XboerBXVZenyyqEwXk6Xzduew7od4/PRYattFpmbxiPpsQmsJbbvn0y4iKpt3PM9Kkeer/iQAAAAAAAAAANhwPNgHAAAAAAAAAGBAeLAPAAAAAAAAAMCAzGzG/sWLF8dZUppZlLX7Zp1Xc9MqKhlJ08wfd9PdPlMuZzVTPR7ONPMw++zzPpn6+v2+WfSVdVnPfVY9Z6vbmX3W6ZOh77KBq9MrfU51H2UZ4C7n1mXwa6ZezBB3mbnxszofYFZl+eYuH16vgeya0LZmX7oMcJfpnmWpax6v5llqfqVut+vvsoxW1Sef3PVv7h6Q5XK21s3S1Hnpeus+dXVn1s/rdytZspNk+f26fyvjxUyaX7bPdVmu7nS/E7J95rKYK8vS/evmrdw+jse3OtZTtXbP6lI3zoc77+LndZtdXaN9qWbsz83Nddrx2sxygnVdroWxyHD1c9eP0hxvrTfi96u/fXXZeh/OstN1var58Sobx0XXIxtnYNLnte+ImeLuvurqB60VVZyfywCvjoHg7rPZvDQHX8dK0eOZ3SPcPtBsc71HaA22a9eu8b81/12X7e51lX2u+7/6uzursXQb9be1qwd03XQfxv1Qrae1T3G/G+J9WrfLjWmlDh482GnHfsVd99oH6bmg593OnTtXbLux0Nw4UivhL/YBAAAAAAAAABgQHuwDAAAAAAAAADAgPNgHAAAAAAAAAGBAZjpj/+kMJs040tynmMVUzfx00/tmkF/pvHU7qhmUfbLPqzmdWZbWNNfTzb/vvLJ5u2VVvuu+v5b7SNvTHvPAzS/Td9yIaNrZqHG7XLZidR9Ms49x865sh2bJaVv7Zc0Ej3l8LvM75iW67ERgo2SZ+spdX3oNaH6l5o/GfFK9RpaWllb8bGvLr123HVmf5DLd3ed1v8TaxvWdV5o52drybFKdl8sMV1kWrWaAamarq+80pzNblrvXVceViuvujp3S9dbtzvaxHh89J11urR4vPQZxuyt5/K353OFsXtVxuvT7egzi759KLT5pep/62i1Lz2n93Rb7qMXFxc40PW+0rf2b9oeaJbx9+/bxv10/kOU6A0Ok14fmW2s7u1Zby39HVPtWvR512XHddDu0rnHjlzjZb2M3VopuR+V3oKvH3Lgr2T52n3X3J7cfYh3rfudpv6zTtX6I+0H3t9v/Oi/d/zo91tC6v13GfrUujcdb95n73e3GusnuWS7HvjrWUGWMJHcO6zlfmberzw4cONBpa70Rt1OPpS5LaxE3XpaeZ3v27Bn/+9ChQ51pOjZQbOvzlQxVCwAAAAAAAAAAA9Lrwf5b3/rWtmnTpnb33XeP/9sTTzzR7rrrrrZ///62a9eu9spXvrKdOnWq73oCAAAsQy0CAAA2ErUIAGCjXPGD/U9/+tPtP/7H/9i+8Ru/sfPfX//617ff+73fax/4wAfaxz72sfbwww+37/zO7+y9ogAAABG1CAAA2EjUIgCAjXRFgaVnz55tr3rVq9q73vWu9rM/+7Pj/764uNh+/dd/vb3vfe9r3/7t395aa+3d7353e9azntU+8YlPtG/91m9d9TJOnz49zkly2c4xH8nluU0zY7I67+r07LN9c9azXDX9rGZMVXM9K+vRp13NOnfr0mdcArWWOepVlXz/vhn8lTx/Vc2mjaq5w9XzrmI9M/Qr+YnuWGo/6zIks8x9zejctm1bpx3zDcnYx2qtRy0yGo1WfQ3Hz1WvF80fzfJKH3/88c60Rx55pNPWPEY3Tk6ffqPvuEYxW9N9VvMsK8t2ObbZeAmtLc/WXMvxmDTbNMvcrd6rXP0Wl+UyV1U1kzzLqnfZpq7W13b8vn5XM6ZVJbvenUfV66eyrOpvjErOrU5z9ZzLdo7H3vWVblnad+qYIzHn1p1XwJVYj1oko9dENiaPq+11uj6DidebuydUf3frusRaRusaV0O5ZxeVMXzc2AGV30vVPt/VA1n91meMxEnzzn5z6vHRtsuqz+pSlzWv363e0+Px0m3W/e3G83EZ8HHZ7je8a+u5URmzSs9ZN2/9fPwdr/dRd+25fZyNB1AZ86i11vbv399pa30Qxzdz+0y3Q7c7jufT2vLt+tKXvjT+t46jduzYsU477gMdgy1zRX+xf9ddd7WXvexl7c477+z89wceeKA99dRTnf9+2223tePHj7f7779/4rwuXrzYlpaWOv8DAADIUIsAAICNRC0CANho5b/Yf//739/++I//uH36059eNu3kyZNty5YtnVF/W2ttYWGhnTx5cuL87r333vbTP/3T1dUAAADXKGoRAACwkahFAACzoPQX+w899FB73ete19773vcui1K4Uvfcc09bXFwc/++hhx6aynwBAMDVh1oEAABsJGoRAMCsKP3F/gMPPNC+8pWvtG/+5m8e/7dLly61P/qjP2q/8iu/0n7/93+/Pfnkk+306dOd/3f61KlT7fDhwxPnuXXr1k7+4dMuXLgwzibSbCHNUYtZWprbpFzuk+qTq17JnneqGfvVXLs++mTsu/w2l7UZv++yyFzmZ3XZffTJ79/IfP8+y65uh16r2fTqsXbTVSVz2k2vnGfVc9bNuzKOh+bWZTmbrS0/XvH1Ye3D9+3bt+K8XDYisJ61SFTJkdbrR9t6veh0HZcitvUaycYdmrTeLgc8bpde95ov6jJ2ndgnuQzw6j2ics/OMtknzUvbcb+4flszWV1d1Gf8JZepW8nF1/V255mrDeOyXc56dTv1+1m9UJVlHPf9neDu2dm4EXostT+rjj2U7TNXL+i5kfUT1etW56X1hWaKxweuLiN3Wg9ncW2YlVpEz/msXtDaXesH147XX3WMHdfO+ma9Vl32vMsQz/q76u86d//Kpul3dd6uL9Xvx/t0tW91z8iysaJcZJQePz3Hs/FOXJ3i9qmeG9k+1/NEa16tiXXdKs8ZXa1YqdVb6x4Pd45qP6DbVamfdd66z9x4QCrL93e/d3bv3t1pP/roo522Hp9sXCk3LoceL92Ham5ubvxv3f/qxhtvHP+7UqeXHuy/5CUvaX/2Z3/W+W/f933f12677bb2kz/5k+3YsWPthhtuaPfdd1975Stf2Vpr7cEHH2xf/OIX2x133FFZFAAAwDLUIgAAYCNRiwAAZkXpwf7u3bvbc57znM5/27lzZ9u/f//4v//AD/xAe8Mb3tD27dvX5ubm2o/+6I+2O+64Y2ojvwMAgGsXtQgAANhI1CIAgFlRHjzX+cVf/MW2efPm9spXvrJdvHixvfSlL22/+qu/Ou3FAAAATEQtAgAANhK1CABgPfR+sP+Hf/iHnfa2bdva29/+9vb2t7+913yvu+66FbOlNE8p5sfpNJeppsvQzK9KrpHqk71dzeV0WZtZblQ1F9WJy3YZXS63ttKufreahZrpO8bBNDP2K9u51mM3VPapnneV3Ptqpr7LQ8y2o+95Vdln1fxKJ87P7SOXJefaMWtOc+eyDMm+md24Nq1VLRK5zMqY/ai5ttrWayKra1rr5jG6vtHd0102fdwul6Neya2d1I79jq6nyxdVWd+q66nbpZmgWYa+W7Zbb5fb6erOSiao2/8uezb7rmbuuzzebNwJN65AdVlZzq1+1x1bNz5GpnoOV6/tyN3DXW53VhNU8/n1+tI82ZgBrrn227dv77R37tzZaevntS89f/58px370h07dqTrmWX5AquxVrXIaDQaX2d6jmvGfpyu4/Xod7V/036g0m+72sK1szz5aY5zN2nZcbvcb0T3OyXLFHf7W2s/l6mv7TjmiLvfu7rHHa8sU1wz87Xv1X5d7zFxu11mu9LpribO7rvueZuqjPfo6lKX2Z7VA3pe6HnlxnZwy4rfdzWUeyapsnENtJbQfab1g/aN2ZgUulytO119pudddjx1vVS8fnQ9Mlf+1BoAAAAAAAAAAKw7HuwDAAAAAAAAADAgPNgHAAAAAAAAAGBApj547rTEjH3NhdTcrpiDmOWzteZzOHV6zEtyGV8uw6sy3X23mtudZYRV88NUlnVazWDvk7G/nvnw1e2oZJetZaa+fn7a+6wPt4+y3DqXF99nH+n06jnaZ92mPW5E7A+1/3KZhW5Z+v3YT7tlkWuLWbV58+ZxneCyUbNaJPvspM9nuao6ryzPdRJXX8Rax2VnKt1H1TqpMm+nT26q67d1u7Jl9R0zSc+VLKPVccc+zk/PQc35rOYpZ/u4mr1czcWvjGHlZL8bXE1U+c3RWj6GRXV/u+snW3ddb93/rk/SrOCY96vr5fL59Teg/kZ0v/ui7PyvXlvAWrp8+fL4XNbrSa+Rxx9/fPxvl9k+zbHt3FgpbpwiN2ZPNm837opb1+yzrk9y/V/so7KxmSYtq08Wusvjd/Wa7tNsfAbN0Nd6QcdGccvK+m13n9R7QrV2zNarr7hd7vzPxoBpbfl5GHPbq3WncmM/xWVrrn32G7+1+vibcb9oNr32hQcOHEjnrbVLZRwPna7L1nM+O08fe+yxzrS+denT+It9AAAAAAAAAAAGhAf7AAAAAAAAAAAMyMxG8WzdunX8Ko2+qqKvUehrmRmdl3vdKns1wkVRuNdkK9wrSrpsF8Wjr9RkqnErcVl9Y2T6vBJYnVf2Sq5+vrod7rX+PlE8fUw7WqdP7I/bR32Oh3u9s/L5vjFMaxnLVFmWrqd7hUynu4i0+H3tf3ReWTQYsJFGo9H4OnKvMWcxJtVX1CuvoOu1qvd3Xba+ml+JuHP3CLcuWaSK1naubnH3jMp6KnfPqLza7eqz6r0we5Xb7UOV3fvcermoEneO9/luNZ4gU/1uVuu7qB13L9TvZ3FHblmq+vmslnfrqfR4LS4ujv+tEQ07d+7stPU1f609KrWi68Nj/6R9FbCRnnrqqfE5efr06c60GL3TWvcerzEYrh93fWt2jbhIGuVqkz6xMi7WJLvHu3m7e7huh7ajanSirkvW97paQs8NnZfbp1kknvbrLj4vi+ZxMdquVqnUIu6z1biWrO3OUY16OXPmTKddia7SfeaeWbpzPpvmYrL61FzuPHKxgdmzjup55GoRbZ87d27FZemxvtJYQP5iHwAAAAAAAACAAeHBPgAAAAAAAAAAA8KDfQAAAAAAAAAABmRmM/Y3b948zj1yWc87duwY/9vli2p+VZavOOn7kcvdchlg2fzcd13mfiXfyn12mpnXfTP2s+mVXLPVtFUlZ72aH7aWueqVdek7r+zz0z722fGYtmw71nJZfT+r+yX2jy4L2/UD2tdm+b2u/wJm1eXLl8fncuUeotmlMVtx0vRK9rbLgeybvR25sYSq45eoLG9UuTGQsjqoWufodlYy9d28lMsyzfrevrWiiuednoPVMalcPx/3ixs3yp3j7vjEdauOeZBl/2rb5b27c0Pvq7ouMbfYHVvNbHXbWeHGv3DT47lz4cKFzjTtK/fu3ZvOS+m5EPtalxkNzKqLFy+Or+nz5893puk1FDPd9bp3+fGVMV/c9eT6P72HZPcUrZncdmn/p9/P6Hrod934G9k+dc+ZdLyy6niOWf/o7sluH2Y57Zqp7+bt7vGx/nD57+54uGXF++40n0tNWtfY1vU+e/Zsp633QldvZ+PiVMe/Utmyq9eDm571G66/0nNc56W5+NlnXY3kfmvpusZ+Wa/zRx99tNOOfbz27+k6rfqTAAAAAAAAAABgw/FgHwAAAAAAAACAAeHBPgAAAAAAAAAAAzLTGftPZxdVsp+z/K9JNM8yyxStZjG63Kcsu2ma2eaTlp1Nm2bGfnU7XIZxJWc9ywWszlvbfbPos3WZZva8a/c9r9Yyv3+ay65mTles5dgBffsBFftD16+6HMdKtrbLgIzLcn02sJ5Go9H4/HXXQGzHLMXWWltcXOy0NTNRcx81rzRO13zdam63y7WN164bS8Nl6lbGrnEZuNX8/ixv1NVj1dz7THWfKF23eEz0+Lg61d1TNPcz0uPjcmtVdp6u9f0o+53gxuZytWWk83bjFDj6/eycdmMguHEJsmtCv+v2ofstFs8z3cbqOe1qhqwWydYruxaA9fbEE0+MrxWtATSbO2aju3x47QfctR2vx8o4N5PoumX1hMvxnub4Z7oermbqM1aHqzWyPqq1Wl3kfgtXxuBpLT++rl/OMvV13jov3f/VsZ+yesLlpLtaMRvjpbXutanXcTU/vpKx785RV8tn56nuszj26aR1cSrPRbL921qtTnV9obt+9LzU34HRzp070+/G34zav2f4i30AAAAAAAAAAAaEB/sAAAAAAAAAAAwID/YBAAAAAAAAABiQmc3Yv1LVHKdKfpLL3XTZV/p5XVammi2rKstyy+7z3ep2VPLKXVZctV3JN+8zDoHTNwc/267qse2zj9yy3D6sjP0wzXlNW5+xAtZzfAWl2XOVjH233rF/6tNXAWvJ9RsxI9HlcLprVXMhY/6o5vFrXr9m4rrMVr2W43Rdb81BVbpsl+Mdp7t+Qrl5Z6rzdnmxcX7V+4v7fJYBr/2lO+/cvOM5XL0vurEcKnm+umx3X9DjU6kP9Jx240hkOaya9+q2w613pX7T/e3GtnFZ9tk+dNm/ul1ZTrSOJ7Jr165Oe25ubsXvtrZ8u3R6dr2orG4BNtLi4uL4Gj19+nRn2pkzZzrtWBO4HG/3HESv3WzMCtfWPkb7y2w8E3c9ulx83W4VP6853a5vVVn/6PpKl/Gu7ay/q46Do+uttabeK3V6tp6u762MweNU6jXlsuZdprsev6WlpU477pf1fHbkahNVOVfcmBPuN4i7NrP6Wpelx0OvD53uftNEbjt13lpjHTx4cPzvffv2daZpnRPnXRnDgycoAAAAAAAAAAAMCA/2AQAAAAAAAAAYEB7sAwAAAAAAAAAwIDObsb9p06ZVZ09lmZN98uFb65f93DdntcLlXWbZdC6j1a1Xto9dJl6ffHidPu1M/UrebzVvr6JPjrqbX5/M/Ekq+6yap6wqx2Oa29m3T3H65Lqu5XmYZV+6ebv9H3PoNJMO2EixFnG50ZHeV7Ns+dZ8Hnmcny43yzltbXnuo8vzz8YWcpm5mldZyXh18+5zj3D1mBszSY9nNmZCtZZz2efZulfvdZUMd5f9q+uZ9eut5RnufcagmiQ7b7OxtFYzr+zc0PPfZTO7PN+MZua6ukbXpQ/dZ7ouuh16LuzYsWP8b83A1cz97du3d9r6eZWd4y6vOrZd7i+wni5cuDDukzVTX3O8z549O/63XveV/qy12j3cZWtr2/WPlTFfdF5a97gxRLLrfZq1Sd/fo/p9HWOpcu/Ufabf1fuZ9uNZPrnuT3ePz84FPQerz47ceRfXVe9lrlZ/4oknOm09HhlXd7pzPttOV1u48X30+Oh+ya5N3Qd6z3a/d3RZcV3dWBq6bP195MZfiPTYun5A99n8/HynHXP1Dx8+3JmmYwvt3Llz/O/KcyH+Yh8AAAAAAAAAgAHhwT4AAAAAAAAAAAPCg30AAAAAAAAAAAZkkGHGWf5Yn5z66rI2UnW9sv3SJ9Pb6ZsPP82MfZeJV8m965vfn7U38pzrk9fvplfn1SeDfy3HJei7rIpZOheqx2Mtxz4B1kvM2HfZszF/VLNHta33I82DzXI+3b3MZfDrsrLsU5fXqpmr1Wz0uC0us93VKtm4Bi5bfppj9Lhxi5TrH3Xds7xRl5PqxkyIXEaum5e2s/3isktdLqrLps+mu98Nuh/65OL3rT0qdajb/+5cifPrWwtmeb5uXB03b90O7d+i6j4DZsXmzZvH16jLDI99kqtb3HRtx2W5vs+tpxsnpNK3VvP9tZ2Nr9F3TL6sL63ck1cjqxVdnenqVB3vJMuTd9vlMvdjvnll3KFJy1KanZ6d09peXFzstN0YVtm6VZ9Z9rl/udrcPTPLcvHddazb6faxzi9m9FfHCnLnQnbs3Tk6NzfXaet5umfPnk47Zuzv3bu3M03HFrrS54L8xT4AAAAAAAAAAAPCg30AAAAAAAAAAAZkZqN44uvvfSIf3Os6q1mPlebdNw5nmhEdbjuz7e4bXzTNmJJpvt5WfUWwsi59onZce5qxPq49zXlt5LL6vt7e5zyrXsd9vl+9XvqsV3XZKus7VXzV10UuAOtpNBqNz193fcXXRfWVTX3NUs9zffVbX++NrzxXYnta8/dCXdfKa/x6beur3LoufZal8+pTG2axI6356J6sxnI1lZvep5+vxvqouI/dq9vTjFhzr2pXI4b0XKkcnz4xdH0ja9y6xXWpnmd96iR3PejxqLTderj9r+dK1k/oa/zZZ4nlwSyJtYiLo4j3Ttd3Zt9tLY/Kqt4j9Fp19UIlisd91/Xrse2+69rZers6su9vsdjW2lAjaFw/7SJS4vFzx8qttx6/eN65+kvXO9bik76vNXRs67VVuWdMkk2vPt+pnONuO9x6u2Mfp2vcpx4fna6/hyr1tos5dXFS58+fX/Hzeh7t2LGj09bt0L5So6o0iufw4cPjf+s5qsuK66XblOEv9gEAAAAAAAAAGBAe7AMAAAAAAAAAMCA82AcAAAAAAAAAYEAGkbHfJ5u+Ty50dd7T/nwflVzVIWfsZ9n0qpKj7tp91tO1pznuwGrmVzHNsQP65uLH3LRp5/e7c6HPvJ0+4xJMU5+8fuXG/Ig5dS6zE1hPWS2Sncc6TXNqNWNSsxvPnj3bacd8S83K1OxLlwnqclTjta/zqmS0T1qW9itxv+h66D5zeaNZP17NFXaZ/H36Ypff62Tj/bh+W/dpdp7qvCp5x5M+X6kV3f7WjFyl655dm47L84/TXfa160Mq43hUxyGoZjvH7+u15riaKqvflC5bc6I1q9bl/a52GjBLtmzZMj7XNXNZz/koyxNvbXk/kWWdt9a9dvWzLtM9jhXUWq2ecP2Eq4Pcs6T4eXfv65MnX60dKs8mWuvuB93ferz0PNJ9pJnh2e9wd39xY6Fk21HNh3f3Pp2u52mktWH1nl15LqJt3Ufueovfd9/V3yDuPqoZ8HE/6Hd1/1buyZPWVbczm5cuW8/xbAwRl9evfaFu99zcXKe9b9++dN0iPR47d+4c/7vyPIYnKAAAAAAAAAAADAgP9gEAAAAAAAAAGBAe7AMAAAAAAAAAMCAzm7F/ww03LMs2WkmfXHz33T65aEozkrJlV9ezOj22++Z0r2XGfiU/vppD16ddzddbz9z7yrpsZJ5/32Vln3XZvhu53n2W5aznOB5O7GM000779phTp5l1wKxw99ksb1SzFV1up07P8q5ddqlrZ3TeWdZla34f6bUf18Xl2Lqc1Ur/59ZT97/SfRjn5zJY3T3C5ctn01xWvct4r3xXVXPY43a7nFQ9F9zvg2w/VMbKmLSs7HpztburTdx5l31W752un3B1U+TGDnBZzVm+teZALy4udtqaz6vbre3du3evON3l7WbnCbCRDhw4MD63FxYWOtM0N//xxx8f/9uNXaPcfTjL2D9//nynfe7cuU5br3Xt57MxYNzYQTp9aWmp067cZ7NxhyatZyUDu8+YbpO+r9sd8+Kz7PjWlvd/bjwTnV65X2l/6sbJqXzW1cCVcaditnlrfvyl6thP2e8Etx1af+u843k5Pz+/4rTWasdu0rpm90dXn7nfP9k1ovvIzUvPnSzv32Xqa1vHoDh06FCnrZn72fM3Xa9Yz632eXhr/MU+AAAAAAAAAACDwoN9AAAAAAAAAAAGhAf7AAAAAAAAAAAMyMxm7F9//fXjLCOX89knB79PRuss5Vm7XM9KZr/7rlt25bPV/PEsA3StM/az7axuR9ae5rxce9rXS59l9Tk33HpXj20lz7+al7ie4ytMU5ZFO0mcnmXq6/RKlhyw1q677rrxue/GVonXul73Lg/b5XzH/MVqNqZ+3uXHxn7FZYRrfmU1xzNmiGp+qFtPlWXoVsZTWg1dt2xMEZcf7+4hWV55NQdfufzYbL3cOZ7tI/18tWat5t7G/aTnqO5Dt/8r+8x9V5fl8nkr89JcYZczrLIxEPQ+7cYQya5l7UM0h/vs2bOdtvadul3aj1SuzVn6XQdEW7dubdu2bWuttXbjjTd2pj388MOddlZ/uzFgXDteXy7LXK9dl/df+Y2v/YYu240VoLLsc+1T3DgF2e8jd492+9/lsMf+U/eRngs6vdofxnVx90Xdh27MpOy7rmaqjicTxxLQ+4+rYV09l7XdPViPx9PX/0rt+DtBM9vdsiq/b1rr7jN3PNzYeXp8tR3H7tB56z5wdWc2rlGWc99aa7t27eq0jx8/3mnr+D5Z3eNqqsozroi/2AcAAAAAAAAAYEB4sA8AAAAAAAAAwIDwYB8AAAAAAAAAgAGZ2Yz9TZs2jfOHsnzR1cynIssxquRwt+YzqLP598nIX83n1zJHsrIPq/nkKss0Xst23+2ozHvaYwNUcu8r4wy47/cdGyBbF5enN81lV/e/cll/8fvV7erDzctl6GbT9bOaJRcz8jR3EZgVLscz0uvBXT96TWTXl+a7VjPA9ftZNq3rr7I860l0fjH302XHqmp9l6nWa1nuqu5Pl8dbzabvs91Z9ryqZOBO4tYzLtvd69zxqdTIel65rHq33VmGu6sP3HZlY1y4HOjqvdTVLpHb3y7fOmbX6nrG7N7WfJa2ywyPmcnz8/Ppd+Pxq/YJwFqKz0V27NjRmXbo0KFOO/Zxmhmu/Z/r7/Tajdefu3bdvPXzlXH1lPYT1TF74n5x/bbL81fZOHrVfsaNNXDmzJkVP+uWrdO1dtFzJ263u9/rPnPbHT9fGXtmkuwcbi3/3V09h90+jvspG29u0nT3u3ua+0xl9aCeJ7odui6undUy+lnNtdfpbgyEuO663keOHOm0FxYWOm3th5WeS3Fd3LGM7UofQdUCAAAAAAAAAMCA8GAfAAAAAAAAAIAB4cE+AAAAAAAAAAADMrMZ+zfccMM4WyrLMlXVDOq+07PP9sngd5mqlczP1Xx+mqaZsT/N7PNpZrpX563WMoveZRRm2+G2q892u3zqPsfHradblpteyd/rOwbCNLerTzZzNSNcp8esuq1bt644Tds6DdhIMde2Tz3grkWXpZmNjeKuGddvVPoJl9dfXXZWJ7n1qvSlLmfTjVOg07P5ZZmqk6YrVzvGfV7NUXdZs9nxdPcjty7ZfdcdS92HLq83+93g7v/63cp2Ve/Zbt7ZNeBy7F3uc2UMK7de1ZzobGwNt15aT2jOrR6/mNfrlhW3a5pjeAB9fe1rXxtfN5qbv2fPnk47nuePPvpoZ1rMYJ/EXX87d+4c/1uzsLUW0fuJG6Mn6x9dv63LysbzmdTO+kv3WyvLbNfPu/Fj3D7TZZ07d67TjueGHg/N43cZ+jpdz7uo+rva/YaM6+LGVXF1aGX8BTcGhTserp6IY8q5c8Fl8KvsHK6Ot6D7NKuJ3T5w9V0lY19pPVB5NtFat++8+eabO9M0Y9+dZ65ujeuixzaeF611t0u3McNf7AMAAAAAAAAAMCA82AcAAAAAAAAAYEB4sA8AAAAAAAAAwIDMdMb+0zlILuepT/Z5NRs9U829z3Lsqnmw09Q3j7+Ss+6+6/JKs4z9yndb83mklRzVaq565bNuep/tmOY4BDq9Ou5AJRe/z3qtpl1ZlprmdlX3YSUr2+VZu7FOssxwlxNIxj6GwOV4x2ug2i+7TPfs2tfvalvzRav5pNm8XR/lMsRj/+n6HM3hVNWc78gdryz/Vb9fvUe4dalknTvueGT3H6XrpcfLnfOR2w6Xe+vEc9xdW24MCl12XDd3/rscfHcfzrKAq79BVPZ9990sq7615ddPth1q+/btabvP77psPAwy9jFLLl++PL5u9J6t7d27d4//7bKzNaNd6/Us79rVRNr/aVvnndUm2k/osjSH2uXFZ9ulWfIuV137P11W5X6ly3L540888USnXXmG43LWtXbM7unVMZDcmAhxH7v7pM5Lp+s+0n2Y3cP1s65e0OtH71dxjAr9vavnsO5D3Y7s2YXbJ5Vao7Xl+yG2XS1YHUMpG/9i165dnWm6nXoO6/gjBw8e7LQPHz684mcrz59b89dTbOvYQOpKaxH+Yh8AAAAAAAAAgAHhwT4AAAAAAAAAAAMys1E8119//fgVCH1VJXtlPXutsrX+r0hn83Ltymsw1fVy0T2ZPvugai2jXvpG2KhK7E+faBed3jdWpjK9GuvT53hVY7LUNOe9lsuqxjBl09fyeFRfM9d+V/tlfWUtTtdXEfVVxfjdSiwIsJ7ca+exXX1l0/UT8bVX7QdcBIpeU9u2beu09bXyOD/3Wriup4sU0le7s+gttx1ueiUayW2HTs+iRfpGJ7pzJc6vGuHkXnnOuFe73T7S8yw7Pu76qERbuunVWj37vltPx93Ts/Os2i+418azV8HdsnXe2udk83LXosYVuN99WURXVptXoqSAtXbp0qXxOeliZrKYB70etB5fXFzstHVZ8fvZfXDSdBcbqLJr0N1vXD+eRaq577rIlCyCrVr76T44e/Zsp63xLPFc0PXQY6n1l7tfZZE41e1ycUZxujvWro7RZWnUUhZR6O6Tc3Nznbb+3tV7X3b9uKjELNqltfx5qKvl9TxS+vksvshFUVWfwcT5HThwoDNN97/G6bh2jPbRvrAaQeyunxjDpJFCWR1UeabLX+wDAAAAAAAAADAgPNgHAAAAAAAAAGBAeLAPAAAAAAAAAMCAzGyYcZaxX8ms7JtvWfms+24lx9OtdzVftKKyD6rzmmamvk53n3V5mZWc/L6Z+pWxAvpm02fLqu7/Pu3qsa+sS2UMg9VMz5ZVOZar+Xw2vXo9uIzdbF4uK07n5bIzY1adZslpO+ZVagY3sJGeeuqpce6ly/mM14BeP3ptxsz81pbnW+r0eK3rNeKWpSrXdjW3W+et9Vvl/uUyQnVd+tQHrqaqZJvqsVPVsZ+ydXHZstV6Lstwd9nnytWlcT+4vN0qtw8jdw67cz7SfaTHp089oNPdsc9yaifNO6snXH61Oxe0H4j3fM0g1vxq7RuXlpY6ba0ndH5x2Vnefmt5fQxspBtuuGFcV7vrL57HmrfvxqDQfkKvx5jxXh1jpzoWSpZNX+1LXd58nF79ja+yfVzJlm9t+XZo/Zfdv1z2ubv36fTKvU+3Q9t63lWOvZ5nul2udsyeAej5rpn5u3fvTqdXzh33O7zPWF3V5yB9ahE3toarPVy/cfjw4fG/NWNf+7eYY9/a8gx+Pb7Zs1dX11RrhPn5+fG/tSbKxkolYx8AAAAAAAAAgKsUD/YBAAAAAAAAABgQHuwDAAAAAAAAADAgM5uxv2nTpnHWkeYQxezmpz/7tGlnhFc+6zJbK1zu1npmP1aXVclVV9PM2K9moVcy3vvm4Fcy16q56n3y3Vw28zQz9qv7MDue0xwLYNKyKmMgVM+7bLqbV/X6qnA5nJVcTs0g1Azc+F2dD7CRLl++PL4mXU5nbGsOquauu5zVLJtbrxH9rMveduNlxO+7jEmXZeqyUftwxyPuc53mMlmVm57lkbs8UT1ebpyC7LN970eZau595X5Unbf7vNvuyOXY6rWa3Xddre5yhav1Qsbdo3W6ZtnH6dXfM24Mnlgf6Pnt+gh3PLLfjJW6k4x9zJItW7aMz2V9DlL5naf1t7uHZPcnXQ/l+g1374vrPu1s+gsXLqw4P63XdD371DUu+1/bup7azp4XVe+Tuv8rY8S4feZqMP181v/qd11Gu57zWVsz9DWTvfo7XM+7uJ3ufqTngvtdnnHr6e7Z2fgL+ln9za/c81LNzY+5+jpN2zrmjq6LnjuxXdmfrfnrS/P+47pl69EaGfsAAAAAAAAAAFwTyg/2v/SlL7Xv+Z7vafv372/bt29vz33uc9tnPvOZ8fTRaNTe/OY3tyNHjrTt27e3O++8s33+85+f6koDAIBrF7UIAADYSNQiAIBZUHqw//jjj7cXv/jF7YYbbmj//b//9/bnf/7n7d/9u3/X9u7dO/7ML/zCL7Rf+qVfau985zvbJz/5ybZz58720pe+dNkrngAAAFXUIgAAYCNRiwAAZkUpzPjnf/7n27Fjx9q73/3u8X87ceLE+N+j0ai97W1vaz/1Uz/VXv7yl7fWWvvN3/zNtrCw0D70oQ+17/7u7171skaj0ThTSDPcsrwkzXmqZoZn06u59+7z2bKqmfrVLMg4/745kn3GJajmyWefr2aVVrPqK3nxfXLv3XenmYPfd59V9uk0xzjQ6dV95jIks8z9Ppn5q1mXPuMtuMy8rI9ROl371ixTv7Vutpxm4Gm+YVzPasYdrj3rWYvE8X5cNmr8oZ7lVbe2/NrNcjgnrVPk1qsqLttdj9oPuPzXrO2y/5Xro7LPujzRaoZuzPXWY6l03tXxS2KWrduuagZ/3E439kz1HpKNx1AdW6VaF8VzupJt2prPuc3Ww+0jN96CO54Z9ztC19WdhxmXmZvtl775yPr9rO3Oyfh7MxvbAmht42oRramzcXbcvcvV8lk/odeI9gM6L10Xfb6j9UOcv2a4a9v1I7qP9Ptx2e7+ovNy/ydN9szF9ctaT+iy9PjFz7tjqcvO5jVpetwuPRfcWEGuf43fr94TdLtdJn92r3PjSDnZPVunuX3Wp+ZV7hml20dxP+g+cevtxls4evRopx3HPdB56zNh7Rt13tk4rX3HLdTzbv/+/Z123KfZtdRH6QnK7/7u77YXvOAF7bu+67vaoUOH2vOe97z2rne9azz9C1/4Qjt58mS78847x/9tfn6+3X777e3++++fOM+LFy+2paWlzv8AAAAmoRYBAAAbiVoEADArSg/2/+qv/qq94x3vaLfeemv7/d///fbDP/zD7cd+7Mfae97zntZaaydPnmyttbawsND53sLCwniauvfee9v8/Pz4f8eOHbuS7QAAANcAahEAALCRqEUAALOi9GD/8uXL7Zu/+Zvbz/3cz7XnPe957TWveU37wR/8wfbOd77zilfgnnvuaYuLi+P/PfTQQ1c8LwAAcHWjFgEAABuJWgQAMCtKoZZHjhxpz372szv/7VnPelb7r//1v7bWWjt8+HBrrbVTp061I0eOjD9z6tSp9k3f9E0T57l169ZlmURK85A0SytO1+wxl1/lVPLIqxn7ldytbL2uRCVjv7qstczczzLGp53hXsmmr86rT65634z3bKwA1ff4ZOvRZ70nTe+znn2Oj8ssdNP7nNPu+FXyeV2us2vHTP3WWpubm1txmmbixdw5lwcKrGctsnnz5vG1Ubkeq9nZmhuZXW/6WZ23TteMcJfBH5elfYZ+12XRuszxuB90n02zznGZ+i5f1NVvcT9ozeoyWfVYZ/e21rrHtzpvd3yycVhcFn02potbt+qYVW6faX5ynF5dlsrO+cr+Xc26ZGMgKHe8lMs4rmQJu2OvxyPO29UeytUiKu4zrT3c708gs561yA033DC+Zqv3/Kg6Nld2vely9LO6Xm58DL13xn5D+xBdtk6vDk4ct/vcuXOdabq/XT2g2xHpPtH97/ooHYcgy4fXZbmx0txYUCp+3o1dp9x5mJ3Deh7t2bOn087G4py0rGxMCncPd9uR3Wfd/lXu2ozLdrWD7t/quKDZWBt6zrp9pm80xUz91rrH293/3W+pylhClVq8teWZ+rofYtuNDXSlSn+x/+IXv7g9+OCDnf/2uc99rt18882ttb8ZMObw4cPtvvvuG09fWlpqn/zkJ9sdd9wxhdUFAADXMmoRAACwkahFAACzovQX+69//evbi170ovZzP/dz7R//43/cPvWpT7Vf+7Vfa7/2a7/WWvub/3fn7rvvbj/7sz/bbr311nbixIn2pje9qR09erS94hWvWIv1BwAA1xBqEQAAsJGoRQAAs6L0YP+FL3xh++AHP9juueee9q//9b9uJ06caG9729vaq171qvFnfuInfqKdO3euveY1r2mnT59u3/Zt39Y+8pGPLHttBgAAoIpaBAAAbCRqEQDArNg06htiOmVLS0ttfn6+nT59epzRrDldjzzySKf913/91+N/P/bYY51pFy9eTNuaMaWZUlnGpK6Xy551mWyV/P/qYesz72omaGVe1azzbP7VDPdqblpsV+ft1i1+3uXUuWW5ZcfpOm+Xl+w+r9dAlj2r86pOj8vKpk2a7pa1ntuRtavHVmU5gy7bcseOHZ22ZuDFvNDWWvu6r/u6Tvsbv/Ebx/9+3vOe15l2yy23dNoxg39paant2bOnLS4udnL6gfX0dC3yyCOPjM/D8+fPdz6jOaxLS0vjf586daozTWuTM2fOdNqnT59edfvs2bOdadrWPqfSvznVsU+05lJ9ctZd/5f1pS6X22UYZ2MPuPt9Ns7ApGWr+Pm+Y7pkn69mzbsxErL62u1fV3u4jP1sW3T/u+9m10u1PlM6XdclGx9L95k+ONRzXvsB129Ebtmuvoj3ds2lPXr0aKettcahQ4c67X379qXfv/HGG8f/3rt3b2fagQMHOu2Y1by0tNQWFhaoRbChJj0X0fx4rSfidM1kd/d/na7Livd07Z+0rcvWmkmna58T51d9nqNtral0n8XPV+837nd73Mdu/+s+1O10mfyRyxd3z4Z0uyp55K4+cMvO7pXu/qL3Pve8LR4vt4/0eLiaOBuPyZ1nribO5u0y9qvjM2XHvjpG1a5du0rtOD+tFfX8z/L5J7XjdrqxGVymvi5b5xeXrdN0m+O8lpaW2qFDh1ZVi5Qy9gEAAAAAAAAAwMbiwT4AAAAAAAAAAAPCg30AAAAAAAAAAAakNHjuRnFZWmuZ0Zp91+WDVXPwK5+v5NxX512dV5+M/UqGvmtXs38rmfra7vNdty5rvR1Zhm51nILKdJf9Wx3zoLLP+o6BkO2zvhnHfZalXG501mfptK1bt3bami2nOXWaDxez5zQTTtczLrsyHgiw1kaj0fi6c9dfPHf1+tHrRXNU9fpS2dgoSrMwq9nn2X1Zv1vNG81yOitZ5q35Oiguy33W7VOdrvs0m3d1PCXtHyv3AfddzfftU1Mpd++rfNfl3LpzpXJOuzq0Ul9UayQn22491tk52Zo/9irO34315DJ2s36j2p9l6zmpHftWt8/idFdPAevp0qVLK94T9blIlhmuXL2gtYxbx9Wu16Rl6fSY7699qRs7QD/vBiuOy9LxlLReU67/y9bL9cNZH9Xa8toxq3uUG9tG11U/n22n+03pMt/jueCy/iv7ZNL84rJdvabbUR0XMd77srGaJnHrFpfl9oHuf/d5bWe1os47jl3T2vJrMXuuq239rGbV67JdXRS5sbj0WYaORdinFsmuxcpzEf5iHwAAAAAAAACAAeHBPgAAAAAAAAAAAzLI9wyzV9z1VQZ9TbxPzIN7HXot43GqEUPT1Gc7phm149rTjsfpE8XTZ12qkTR9YmiqMTHZ62urWZfKZ92yphlfVNnn1W2utuP8qq9sulfnYj/iog60n9XX3fQVNH3VLr6ypvNyrwYDs8i94hnPa61F9PVR91qyXiPx+zovfX1X+ygXU5K96u1eDXavOOvrppUonmrNpe24LF2u20fKvc6b3Y9cX+tk616NWXD7rHL/qcbOZdtdjcNxn9fjVYndVNkr6Epfw69uVyXSofKq/KS2fl7XPU7X69jF51R+o7hYBZ2ufavWItq3Zq/xZ9ESlVf4gbW2adOmcf/gronY1uvBxefpea99Urz2q/cyFzmY3c+0z9G2zltrl/n5+U5bt/vcuXPjfy8uLqbzcr9Ps3pC56VtPT4uHkTb2sdFLtbH3Tez4+PqAdevZ/d4V7f0iV9pLY/9cXWPtt05Hq9H/a47z1S2D10t7moVbceoqta626nrceDAgU5bo3fceZbVD67ucedCFn+ktYT2GRo5rM9F9NrTdvYbMbuuK7GAPF0BAAAAAAAAAGBAeLAPAAAAAAAAAMCA8GAfAAAAAAAAAIABGUTGvuYhaS5RzDjSHCfNhHJZTFluZN8ce5elmemb1z/NZaksA2yaGfpu2dPO2M/WpZo9X82Pr6xXn+l98/or2+Vy6fpsV9/jMc1xCfqMFaDtaY+dkfUDLmNf+9aYod9aa/v27eu0Y+a+5tZV8uKAWZFluLfWzVPU60fbFy5c6LRdbnTMXdXvupxO5fqgylgcei27Pku3M+vvqrneGTc2inLjGmV9ad/+zeXHxmPiclKrYz9l39W2G5fAZdPG7ciy/lcz7+p4NBnd39WxBTLu+nHrku0X/awbW6PP7wrXF7rrJW63G89n9+7dnbbm3u7cubPT1lolG58kG7/Cnd/AehqNRitek3p9xfNc6wG93vQ5ictVj/2MG+9H6fprn/Xkk0922lktov2EfteNJaCfz/q78+fPp9+t/KZ3Offarma4Zxn7Sufl8sv185WazGXsV8a2U26fqsrvbnf/V652ieeOOyddXZPVoe6ZS/XZhIr7fP/+/Z1p+vtFz8lqLR/PO3fOVuvUWD+4DH3dLj3v3LrFz7vrIW5H5Rkuf7EPAAAAAAAAAMCA8GAfAAAAAAAAAIAB4cE+AAAAAAAAAAADMsig4yxnTbMWXS5aJZu2mv/ucp50Oypchtd66pNVpqo5qZWM/b7Ts0z3vnnxWe79tDPdK9n0lXm5de97PCq59+s5LkHf/P5s2dU+xuUjxs9rNpzmbmr+m/atmql36NChTjtm7Ou8+/R9wHq67rrrxteKXjNZrqdmLWrus15fmuWoubfnzp1b8bu6LO2TtO5xObiRbqNy17Krg+J0l7Gf5WFPamd9qcsq1e2uZO7r8dB7RjUXP6v3XI56VdzH7r6o9PMu+zT7brV2rNZF2Xq5fZidG7rN1ZpWj6dm01bOaXcOu3MnnqcuB1rPaZ2ejZWmfV+sHVpbXmu4HFxtx89rP5yNpzDtMY6APjZt2jS+jtzYG3G6nvPuWYTWB9m17fLfs/WaND3LRtc6Rrm8a/1+Vr9pv+tqqEo+efX3qNvHWY3m7gk6L9dvZ/vM3e9dLZnVSW4sJzcWgLvHx7arz9xzEHf84rZUavFJ81aVcQnc8wJdVnafdr+N+owzqVw+v85L+z8dsydO19rCjQ/orhfdp/FZiBvvh4x9AAAAAAAAAACuATzYBwAAAAAAAABgQHiwDwAAAAAAAADAgMxsxn7MknMZYTH3yeUnTlpOVMn1dFlXLnt2PXPyszzYanZpZXrfvPFKFl0lk73vulTHCqjksvfNua/k/ffJzF/N5/ssq5KfXN0Hfc6FvmMcVPMVMy5rMeuDtO+r5NS21tq+ffvSdsyxc/0wMKuyXFu9/mJepo4rceHChU5br03NW9RaJrbddV/NH83yYl32pcvFd+L8q7mblX68mjdaHd9Ej3eFy2XXTNHsfqTH1s07u2foZ/U8ceedquTaKrfeFa42r9Y52fFw2aju+smu5WmOt9Rafp6paqaublfsz+bm5jrT5ufnO22tLfTz2ldm4wW5XOG4HdQtmCXZc5Gsb9V7guZGu35dxX5Dv+vG3tA6R7+v2xGz7atjc1Vz1yNdb+1T3O+2bLuyPmfSvCtjO+myXCa49p1u3dz9aaX1mDSvSha9e17mavPKuePGT9B10fEXKvdVnVYZ97O1vL5z+0znrW33DCAu2+XFV57nTBL3mZ6DeuzdGDx6zsf+0I2F5saRcH1O3E/62epvp5XwF/sAAAAAAAAAAAwID/YBAAAAAAAAABgQHuwDAAAAAAAAADAgM5uxH2XZca11M4s050kzi1y2rGYeZbmf1Yx2zYHKMl8rOdtX8v1Kvv9GZuy7HLss27SaD1/JVa1m0Vdy1iu59atZdiUPtk/O/Wrml322OnZAts/6HutsWX3HJeg7pkXk8mKzjEPtjzRDUnPqDhw40GkvLCx02nv37l1xftVsTGBWZBn7Wm9k/YTWInq9nT9/vtPWWiVmP7qMSV0vnbfLdsxy1pXLyHUZ75Wxa6rT4zFw39Vaz9WdWZ+m+8Tl77p95Na1sp5u3tk57MZucPnKKn7frafLbK3m+2ffdcdLl53l3jsuK7tPfV0dt0Blx8ett6svYk7+/v37O9M0Y3/nzp2dtmbmuunxvHSZ09k2A7Oq0s/rtanX29mzZztt7f9iv+J+g1Rzo3W94+8QzTLXGsn1f9p+4oknOu247lkf35qvwXTeboyfyN1DsjFEWuuuq+vvtFZUlZrX3bNdf5pNd+O/6Lmg+0jvTzq/aY55Wbk3VveR0mtTr5GMbnMcF681P25Udm27sQNcLani8dX7vVtvN35gPKf1fHdjJCl3fcXtcGNnXCmqFgAAAAAAAAAABoQH+wAAAAAAAAAADAgP9gEAAAAAAAAAGJCZzdgfjUbjDCaXORkzjWJuY2vLs+M090zzqDTjSPOrsvVw2dru+5Vszr45npXczj7rstYZ+3H6NPP6J32+kunu8vSyZU87v7+SO1w9Zyv5/9McG0Cnu31QGePAfX+tz7OMy6us5EK7HDrNzD906FCnrRn72vfGLLlqTh0wRFl2ZpaDOmm6ZobGa6g6Ponrc7Tuieui867mw1fGaXEZrS4/Puv/dL3dPtJ94vJ7s7ECXEa7y9bM7p1uPd254fZhNs1lybrc9SxXVWtzVz84cV11vXRebr2zfequNXe9uGszrls1J1in63mZnYfVTFztzzQXd9++feN/a62xY8eOTltzal3us/adWeZ0dv30HesMmKY43o8Tz+vqeazja507d67TjvNzWdrV/i27R7g8cl22ux+p2G/ovHWcIke/f/HixfG/K7/RW/M5+dpfZuvh6lDlMsfj992x7PNsqbIek6b36curdY27V2a1iHJ1Zzaek8vQ13uy0nXLzkO3v11tovdwXddYL+izijj+2KTpen1kY1S4Y6nbqbWGbocuK7tepoW/2AcAAAAAAAAAYEB4sA8AAAAAAAAAwIDMbBRPfOXMvQoRX23QVy70Fc+zZ8922hrNk70a0fdVYDe/Pq8KTTP2pzqvbLr7bDUyIFtWNeplmlE81aiXrO2+23dZ2T6rxCZUl+2WVZ2enWdZTMKVLKtPpNA0o3iyyIzWaq9dZq+6tbY8aufIkSOdtkbz6PzW6jUzYFZktYhei+5VYn2lM4uMcK9Pa//nXh1W2evB1TpF+1bXN2fTqtE8lXV18SwVrmbt2zfG7XSvcrvtcK/9R25Z1e2sHPvq8cjW1cVHuHWpRi9mn3XnXRY96s5vF/ujxzpbF7f/XQyDvh4f6wV9XV37QteuxDC48yp+t+9vPGCaYkTxaj77NFcvOPpcJc4vRsy05vt8VwdV6HZpv679m8aWuOmRrrf2WboftL+7cOHC+N9LS0vpd93x0uOhUSRRJeqoteV9nkaL6D7LYmqr9Vi23Xps3W9dbbuaLLte3H1A183F5cR95mIaq9sRP6+RWnrs9T7qjn1Wb7v11nPUHS+NCYrrqteebqfOy53D2Xa4fabbpeudLUvnNS38xT4AAAAAAAAAAAPCg30AAAAAAAAAAAaEB/sAAAAAAAAAAAzIzGbsZ7KMKc1D0rwjzWI6f/58p62Z+zEPyeXWVrPpNccryypz83KyjNBK/n51enVeffLK++S/T5J9fpqZ+tqu7oNqTn5s6znt1rMyb13X6vGpbGffY1/JzO17zlZyW10GrstLzHK8tW/cv39/p3306NFO+8Ybb+y05+fnO23NsQOuBlmubXY9ag6kZjFqTqr2OVqbZPN2+fwulzPrtyvjj7Tm80b7ZOpOk7u3qUp+vKsPtJ/OakE3XbfD5dq6miyrQ13bbZeua8yXrebvVu+r2e8EVwe5HPxp5rL3OT5K83vduZLVMjovXbbe/+fm5jptHYMn9mHZeCKt+fFIXFZtnF+lZuqbTQ7Mgr5j7Oi1Hq9drWNU1udPamtfnK2XcvcI3e7sHqKfdfnj7t4X5+fuo08++WSnneWou3XV71brL/fbOHsu4n6/OpW+uPq7u/IsSblxo/Sc1uMZP6/T3DMVvddlv7t1f+tYDtn4Pbqek+YXP6/rob93qmOO6W+cWE/o+BX6WTf2oMrqKJ23trX/c9u1HmMPUrUAAAAAAAAAADAgPNgHAAAAAAAAAGBAeLAPAAAAAAAAAMCADCJjv5LLpflFmvOkuY+Li4udtuZExaymLH9/kj4ZoC4PzKnkqlbXs5KbX80b7ZOT1jdXfS2X1Sdjv5pxXMnJr2boVzN34/fddlSnZznQ1XEIKudGdR9UM46jai6dy4+N2XR79uzpTDt27FinfeTIkU57YWGh09bxSsijxdUoZuy7rPp4/WntoXmVWoton3Tu3LlOO2Y76rw1c1KzNJWuiy67UotU6ppJ34/Ts3zdSVxeZeyTXA63W89K7qrLxHVjoVRy8qsZupV7hua/unm5POVsn7r7osvFr2y3G0/B7f/sXjftMatUts+0rftf6T6s/E5w+0SzZ/fu3dtpx/rBZUZrW+et31eVcb+AWbVp06ZxP+b6/Xg9umtXry+XlR6/r/dVrU2Uq01UZTyZ6u9ZFeen+8Tdy1SW56/PmbR+c2O8VMaEc+P1rOVYd+54uXM428c6bzcmQuV5kNsHlQz9SZ/PjpdeP+53RDY+gzv2rn7TfZqNG+bqAe0ndLpup47JE6frerjnIq52z34n6LWqYxNWx0F0v0OmgScxAAAAAAAAAAAMCA/2AQAAAAAAAAAYEB7sAwAAAAAAAAAwIIPI2K/QfCPNM9JcaM2Z1qysmKtfyT1tzee5qUqGu8si65PrWZ1Xll9VXY9q3luWs+7Ws3r8sgy2Sq79pGXFz1ez5l1bM9n65Pm7ZWWf75vll03vu/8r52H1nK6OlxEz21zGvk7XtubD7du3b/zv48ePd6bdcsstnfbRo0c77fn5+U5bc+6Aq1HMtV3NZ5/mMiQ1qzGrPVrrZtOeOXOmM00zWi9cuNBpu3ubrmvWb7u8UN1X1dz8jOtLs+Pk+t2+WfWx367Oy40VkH3e5Qxnx3aSyr1OubEFKmMuVWtgt4/j9905qcuqfL663tXfFZXxfqpjJqnsvNT11npAc/C1/4u/xXSam7d+Xusc/d1X6RcqY7oBsyK7lqvntPbb2v/F61OvPe1jXKa09jFaB2WZ/Nl6TZp35bdZ9f6i9PNxv7jfaUprrj7jmfXN3FeV3+HazsZu0LZ71qBcXZS1s2cmrflMfVcvZHnxeqxdzavXRzznXV68G5vGjQ0V18393tF1cWNzZFn2bqwA5a63OF1/S2nbZerrstzn1wJ/sQ8AAAAAAAAAwIDwYB8AAAAAAAAAgAHhwT4AAAAAAAAAAANy1Wfsa8aa5jbFzOnWlufanj9/fvxvzbI6d+5cp9032zRyGfqVrNJJ369k7Ltl9cnrr+beV7LPp5mpr/Prk6Hvvu++67LmNN+tsh3VZVcyXF32f5/pfY7laj5fyfrrm+WcZeRpf+Zy63bv3t1pHzlyZPzvr/u6r+tMu+mmmzrtG2+8sdPWvrOacwcM0Wg0Gl/Tldx1l62t2Zp6fWUZ+zo2UKxTJi37scce67Q1x1P72riu2ue4/svd61SfXPxKBryrv1zNpbLtqmbgVsfJyT7rprvjE/dD9V6mXC2SrYfj6utKjeX2d6W2dHWmu14q+8yNf6HcGGTZ/PW7WWZ+a8sz9rUfidmzro7RtvadLmO/Mv5FbFPTYFZV71fZd51srBQ3rkr195Jeu7Gf12na3+nYQsrdM+K2VMcKcOMSRK7P132qfakuq7Jsty5unILseFbH5NFlZVn1Wg+7eek9ojL+jJ5X+l1dluawu30WVceschnw2XiNytWp7jdM3E6tB9y4OXpOZ7n3uuzq2EB6Luj1EpftPuuuj6zOWS/8xT4AAAAAAAAAAAPCg30AAAAAAAAAAAaEB/sAAAAAAAAAAAzIVZex77KXNO9IcyE1uzbmej355JOdaZq577Ky3LpmWWXTzL1fzfenNa++GfuVnPxqrn113bLsskp+m1u2y3udZr6/m5dbdiWDvzo2QGU7q+MQ9M3gz77rprtxQGKGm8tr07w3zbU7dOhQpx1z9W+55ZbOtIMHD3ba2jdqBp5y2wkM0ebNm8fXWeUc12nVbEbNzozjZWim/tmzZztt1/+5dYvf19xazZp191XXD8Tt1vWoZrZWcm2VW8/KPdxll2Z9fmv+Xhg/Xxk/qTV/j4/7QdfL3f/dfTPLnu07blRlXAKt5d2ydXqWZe+OpTvPXG5+nH91fB93rmT3eD12LlNXa5Us916nucx8N9aQ5uTGPF+XeZv9pgA20qZNm8b9h8v9jv1h31o8G5uj+rvN1SJ9xtxR2g9oX6rrEu8Lbmwhna77QY9Hds929x+XH6/9X1wXV4u446d9cXbP0Wm6j9x2Z/dsl2Pv7j+VsZ+qz7z6jFWotUi1vtZzOs7P1fnKPW/Qdjwmuv/dPV3bOu+sRq7UFpPWLTtX9LtuH7rxgDbiOQh/sQ8AAAAAAAAAwIDwYB8AAAAAAAAAgAHhwT4AAAAAAAAAAANy1WXsuzyjLCuutdbm5+c77Zhlqzm2586d67SzfLBJsqw5l4VZzaKv5NZVM1uzrLJq9lifdavkok/6fKVdzeuv5N7reVTNf++Te1+dl65rNr263pX83uo+6zP+QvV6qGY1xuw5l8utWYt79+7ttDVH/5nPfOb430eOHOlMO3DgQKetGfsue45MfVztKvWFy8DVtl5fmkEZcyE1b1SvVc3ddDnfui5xbCG3HcrNu1InuWW7eq6So1qtobL7kVvvaqZ7liff93ioLJ/X7QN3bPuMkdR33KmYPVutO934Ctlnq3VpdVyDSI9PdXyf7B7vcmpdO44RotOzTPzWlveFWc00aX5Zrn52LMnYx6xy/XrWt05zPCw33kX1d55eq9k16PpK1x+quGzXp+g4R3rv0xosG5dFufuu1n9Zxr4eH+XGitT9kP3uc/eXpaWlFddz0vfjPaOyHpOWrcc+G1ugOk5RdWzCyP0OcGN3ZmNzuetczxul66LXQFyWG+fGjQvhnnXEz+t39XrIxgJwy3b5/S7P311v64G/2AcAAAAAAAAAYEB4sA8AAAAAAAAAwIBcdVE8jntdR18X2bdv3/jf+npNfLV3UrsaD5J91ukTl9M3iifbrmlG7bj2WkbvaLsaj1OJhnGvgVfnnb0K6V4Zc6/aV7a7b+zPNI+Hqpzz7rMucsO9uhqn6+uH2tbosJtvvrnTvvXWWzvtZzzjGeN/79+/vzNtz5496bKI2sG1zl0DWb/hag/XL8TaRF8t1X7A3UN0XbJ+270qr3TdYqxPa8vrpKxvdtEv7lX8eL9y9wi9t7nt1HWLn6/WMS7SLns1373OrueVq8niq99u/1YjHrLvu+Ph7rOVukjn7ZblxO10r+VX6+lqnET23Wm+Nq6/lXbu3Nlpa32hUTyxrZ+Nv7smLcv1lVq7xHNlLWNJgI2Snbd9+pC+tM+pRMG1VotB1eu+up1x2e4+qlFjGpmSRXq434hZ/zVpXXRZ8R7kIpt0WXofdtFKlbhdjVjTe0L2G9/VsFkU1SRZlI+rc6rP9rJz3tU1Ot3VpZX1cueRi+LJnlXo9aHfded0Fu3nnou4mJ+sntZput66rMrxWC/8xT4AAAAAAAAAAAPCg30AAAAAAAAAAAaEB/sAAAAAAAAAAAzI7IUDrTGXm6bZTDEvVnNsNStWM9Y03+rChQudtssIzT7bJ8t0UrvyWdeeZp6/ywrO8vfcPphmxn4lD761PKOtbxZ9JQffbUc1Sy5blsvAnea4BNVztHIOK5f1p22XYxcz3DTfTXPwjx8/3mk/85nP7LT/1t/6W532wsLC+N+ab6h9H1mzwJWr9I2t+TEtYh+ltUh1Wer8+fMrtrX/0uxL7TcuXryYTtc6SJcdaX3WZ/wZ3Seu33b33SyjVddTa0Xt812Ga1a3un7a5cln21Udu8nVpVlmfzUT1+X/q/j5LJN40ryyTFal52z1vOrzu8Ctp5t3Nu6HXse6DzU/edeuXZ221ht79+4d/1sz9vW7mt/v+iDdjso5DQyBy82P17q7d01znIlqH+T6y+xe5565VLLOW6vlZWf3/0nrFml/5bLPXRa6e/4T6T7QddF9qHVp9oxAawutBXW8JfebP7ar41tVx92L83fLcmPVuPMy+66rY9z0bHyFaha93mf1+1nGvj67cM8X3PfjdFeLuOsnG3uouh2ziL/YBwAAAAAAAABgQHiwDwAAAAAAAADAgPBgHwAAAAAAAACAAbnmM/Zd3ljMmNKcR80P07bLD9O8sSxv1OW5OS4LNZtWzR+fZsa+ywbO9tm0M/azbPrqvLPPVzP1q9sZv18di6G6Ln3GJeiTn1zJ7ruSdlTN0NfPa6Zb7HM0U/+mm27qtJ/xjGd02idOnEjbMbt2bm6uM02z5Pr2OcDVrtIv6Gdd7qOK/YT2GXEsoNZ836m1in4/ZqVqTaR1S7aerdXyYKt545pdr/PW6dm89Xgod0+I+6zy2UnLdmNBZXVRn3u0tl2tp9uh9Ni7sYYi3Wcuo9W147poBq7LmnV5/q5OzeblZOdCddwIl2urmbqxJtDfP5qLv2/fvk5b6wttx8x915/psrVWcbVlZUwK4GrjMvU3kutb47q7DHy3nZVx3Ppmn2dtN66A3hfdb0ydX/x+liW/mrari+Ln3Xpqv+7qoqymcrWhO1d0fvGe4q4PXZbWxG674rq588xtp7bjdrhj52pzvc9mzzK0dtAxd1y97c7D+H1Xn1Uy9Vvr1n+6HW4fziL+Yh8AAAAAAAAAgAEpPdi/dOlSe9Ob3tROnDjRtm/f3p75zGe2n/mZn+n8v1Oj0ai9+c1vbkeOHGnbt29vd955Z/v85z8/9RUHAADXHmoRAACwkahFAACzovRg/+d//ufbO97xjvYrv/Ir7S/+4i/az//8z7df+IVfaL/8y788/swv/MIvtF/6pV9q73znO9snP/nJtnPnzvbSl77Uvr4NAADgUIsAAICNRC0CAJgVpYz9//k//2d7+ctf3l72spe11lq75ZZb2m/91m+1T33qU621v/l/pd/2tre1n/qpn2ovf/nLW2ut/eZv/mZbWFhoH/rQh9p3f/d3T3n1+3N5YjF7SXM4NTMyywdrrZZzrxm41Uw8l9Gf5ZO7LLlKHnk1s72adZ7lwU47P76yz6rteK5Me959sun75vXGz1cy81fTzsYl6DOvSeL1U+kzWlueH+va8/Pz438fPXq0M00z9m+55ZZO+9Zbb+20Y45ta92sWs3AG2KWHK5N61mLbNq0acVc5kpeczUHUvukmAvpxvHQnEjNqD5//nynrVmaFy5cGP9bc1FdHqzml2sto+sal+3yYLVv1X2oy459ayVfd1K7eo/J1tNl0bpc1Tg/V2c6+nndh1FlmyfNK8u9dcdel+Xy+3V+cZ+6e53Lwc+uTXeeKN3ObL31827cAV229gv6G0ZrkTj9wIEDnWl79+7ttA8fPtxpHzp0qNPW78c6J47909ry/kr7oOpYAplKli+gZuW5yDTHxHLPDyrLdXWN+z0V18Vtk+v/tM5RcUyear3gstLj/LKM70ncb0pXT0S6j7R+qO6z+H0d08jdy3Q7KrWHcvVDZSwHV0Nl9dikZWfntO4DN2+3TytjdWo94Orr7DzTe7Zulzseuq7ZWF3umYubno2l6savGIJS1fKiF72o3Xfffe1zn/tca621P/3TP20f//jH23d8x3e01lr7whe+0E6ePNnuvPPO8Xfm5+fb7bff3u6///6J87x48WJbWlrq/A8AAGASahEAALCRqEUAALOi9Bf7b3zjG9vS0lK77bbb2nXXXdcuXbrU3vKWt7RXvepVrbXWTp482VprbWFhofO9hYWF8TR17733tp/+6Z++knUHAADXGGoRAACwkahFAACzovQX+7/927/d3vve97b3ve997Y//+I/be97znvZv/+2/be95z3uueAXuueeetri4OP7fQw89dMXzAgAAVzdqEQAAsJGoRQAAs6L0F/s//uM/3t74xjeOM+Ge+9zntv/3//5fu/fee9urX/3qccbiqVOn2pEjR8bfO3XqVPumb/qmifPcunWrzfDaSDFfSfOoNIdL86w1C8tl8MfMKc2b0kF2XN6Yy8HNctZVdXo2b7fefXLx3Xer2fR98vyrWfSV3Hs3b5e5G7/vPts3z7+Sg98n07g6BkVVzIdz+daaDaf9m2bba85tzKbVjP0TJ0502l//9V/faWvOrS57z549438PMTsOaG0YtYjLlHS5nNr/xX5GM6l13ouLi522ZpdqHqb2STErVTPydV4ua1b3qX4+9pdZxupq6H0g7kPN1XT3zWpmcVyWrofL6naf1/2Szc+tt55XGZdLq1yma1bLuJxgbeuyKteTy1F1tbvuh6x2V+74ZHm8+nn9rGu7LPt9+/Z12vGvjGPtoNNW09bM/bismLc/ab2yzOjWfN8a9ckeB9Ss1CJZveHyx928pvn7qpq1HT9fva+6vHLtx2ON4H4fVcdGyaa5+6qeC9rOstDddrjnCS4DPtYmLp/f3eP183FZ7vmMu//r57NnYtXv6nZUxhbSulSXpeMW6Lyzmtftbx27xu1TnV9c92qmvqt7snXXZ7FZHv+k6brP4+fdeg9BaY3Pnz8/sYB6+oI7ceJEO3z4cLvvvvvG05eWltonP/nJdscdd0xhdQEAwLWMWgQAAGwkahEAwKwo/cX+P/gH/6C95S1vacePH2/f8A3f0P7X//pf7d//+3/fvv/7v7+19jf/T8fdd9/dfvZnf7bdeuut7cSJE+1Nb3pTO3r0aHvFK16xFusPAACuIdQiAABgI1GLAABmRenB/i//8i+3N73pTe1HfuRH2le+8pV29OjR9s//+T9vb37zm8ef+Ymf+Il27ty59prXvKadPn26fdu3fVv7yEc+suzVCQAAgCpqEQAAsJGoRQAAs2LTaK3DqYuWlpba/Px8W1xcXJY9vRHi7tFssfPnz6ftpaWlTvvMmTOd9iOPPNJpP/bYY+N/nz17tjPt3LlznbbLvVWaCRa3pZp9XsmLdxn5lQz96rL6ZLa7ZVUz9bM8N/1+dV7u81lebOWzq5neJ8/fZcdl+6Hv+ApOzGTTfDbNhtNiXfsxzarV6TFX/+abb+5Me/azn91pa+a+zkuza/fu3Tv+96xmzc7aPQDXprU+D12fpNmasb/TaRcuXOi0tdbQ2uTRRx/ttB9++OFOO6tFdFnxs7qek2Tb7b6b3TcnfT+29btaQ7kcVR3nKLs3VsdA0nuf3lMqYyxV66CM+6yroXQ79byNXKa+qo4lkC1buXNBr4GM7n/dLpc9WxkfS+ettcb+/fs7be3XYgZ4a90c/AMHDnSm3XjjjemytPbIMvY1+1/H/NCayx37yhgUGWoRzIK+56H77etk9xTtV93vVfc7MLvH9x3LztVYcdluLCH321jbsd7Q5er9XWsTzULXzPBKxr4bT0b3v95TKs+S3L2uuk8zbiyBSsa+rnf1vNOauVKDuevJLTsbD9CNReOOn96H45gIOi5OZdybScvSGiAuK5s2aVm63rpu2Xbo85yNytyv3AOGNyoAAAAAAAAAAADXMB7sAwAAAAAAAAAwIDzYBwAAAAAAAABgQEqD517rNLdJc840n0pzoFweaSX33mVKakaby6TMllXNaI2fd1nm1ezzPrn31WVn7Ur++2rmXckR7JOpr5+fdmZhtuzKGAZX8vkKl2ubXeua16b5h5oXq9mz2j58+HCnfdNNN43/feutt3amHTt2LF2W5sFpXtys5uoD6NI+KPZ32ge57HlXm2gedhzTR2sJpfPSfH/NI9d1j1wup6uDMi4jXzN1te32aVyXSq3Xms86VVktovukz33T5da7PF7dLlcnZfN26+K2O55bbv+6Y63nadyOLL910nSXH+/quWxZcUyd1pbXC1q7xNz71lpbWFgY/1vrFM3c19xXXbbm+8c6SH9LuWxgVfl9A1xr3PXg7gnZ9eVy06vXbjZOixvDpbod2u9k47ZVx2XLntHofVH7O3dfde1sWbrPXM3lapPs2UV1HJzsPK2eZ25d3Oej6tiQek+v1CJu/CXdjuzcqYw905o/L3W74nSXY+/Owyy/v7XutarPOdy8Xf8Xt6O6z2bR8NYYAAAAAAAAAIBrGA/2AQAAAAAAAAAYEKJ4CtzrUfpal3t1S+cXXwPTV0tOnz6dLvv8+fPpsl2sSR/ZK2vV19mq8SvxNabqd12MTPb5Pt+d9Pk4vRKl4+bl1qVPZNBqpsdlu9fb3T7rEyngXs1yr4HFV79c9I6+kq7tQ4cOddoar3P8+PEVp+m89JU0na59EoCN4aJF3Cu2lfg8jcfRvlNf79X6QWMzIo200agevadoLaPT433AxeP0eU3WvVbsXgt3kQFxui7LRdBk8SpuWY6ui7vnZ8tx91H3eV2XyrzcPlLZK+6VY9na8nNYZdEUeg/W807n7eIKstff9brXOkaXpbGAWpvEfuDIkSOdaRrbo3WQxntltUn1VXqidoDVc7Ej1VjTOD93r+v7rCFe664f7hvfmt0jXCygi4aJ+8lFwWXrNamtsljA7LOrWXaF+26lrqn2+dV4w2y9qvtA78tax8Zzxc3bxW5mx3faUTzZM09XayhXG+p2x7aLrqqe05U+Zgj4i30AAAAAAAAAAAaEB/sAAAAAAAAAAAwID/YBAAAAAAAAABgQMvYLXOaaZky5LKwsd9Xl1LnMSV23s2fPdtoxF9dlj2W59u7z1Zx0t6zs89V8eFX5fjUPvjLvau69284ss999N8tDntTO9kslG241shxBvR702tSMNZ2+c+fOTjtm12qWrH527969nbZm0S4sLHTamqMf25qBq5n6ui6asUsWLTAb+maZVq5llxPp+vGYYaljijzyyCPpemV5opPEvtvtAzddszeffPLJFddD95FrV9bF5cO7+66r72LbZbDqsjXzPbsPV8cSct9XcR9XxyVyGbrZsvXYVTOPszxZd57p8dJzVj+f1f5ujB2tB7SttYrWMgcPHhz/W+uYAwcOpPPevXt3p639SDwGLmNfUdcAV85dX5VcfJfjXc3Fr2SGu6xtd4/I7jluXII+fZAb40252iTbh9X978afybixANyy9PNxv1TvCX3GmXTr7bgaLNbIbp+4vH4V190dDz03tDbU60vrnnjP12nKnVcuzz+uuzu2bjuzdp8xJWbF8LcAAAAAAAAAAIBrCA/2AQAAAAAAAAAYEB7sAwAAAAAAAAAwIGTs9+Dy3jRzymWjxxyuSl5oa8tzuC5cuNBpa25UzNzXfKqYvz9pXfpky7lsrEoGnk6v5vlXs+rj9yvjJVQ/X82arbbj/Fymvlt2ZZ9XspYnybLPsmy+1pZnx2k2vWbVah5szJLTHFttay6+ZtEePny409aM/UOHDq24XpqBqzm2ZM8Cw+Su3SyLXvs7l6uu/Zv2zXF++lmXAXru3LlOW+8ZmhEat0VrKOXuPzFTX9fVZeZqX+uWrfOL+zzbxtZ89q/LHM/2WTZegq7npM/H88yN3VTJrZ00v2xata2y3OFqHaP739X+2Wddrq273uKyKhm4rS2vTWKGfmvLc/Tj9P3796fz0mXpuui6xu2qHlsA0+MyxSu59256JR9e29Vxb1wufrZd1Vx1XbfsGYD7ja41VZ/xf9xndZ/o/ciNR1O5p7t5ZXWRqzv1u26sp+z4uPrMnUeVMRF0n2Q17KR1UXFZrtZwYw3qPtbpsVbReen93j1LcmNFxf1QHS9L6bIqv0GGgL/YBwAAAAAAAABgQHiwDwAAAAAAAADAgPBgHwAAAAAAAACAARl+mNAay/LDXAab5ji578e25jxVs+X081kWp+ZuaT5/zOOfpJJT53Lo3PezTFeXkzrNfP9KHv+k6dnn++TYu/XWtlvvStbilXw+yjL0J4nnrZ7Dmpes+a8uU1+z7OP3NVt27969nbbm9y8sLHTaN998c6etGfzx2tT11kz96j4DMAyVXFu9r7rcWzf+T/Z97f8q2bKtLc/gj3WSy8x39z4V+0eXke/yRt2y4z5zOahZxuekZWX5pZW899aW13dZvaDzrmbPu3Mhy/N3tWP1XHD5/5HLrnfZtdm8tK21hxvrIS7bZeC68X4q4wPNz893pmmNVMnUV2TqA7PDZYxn/bbj7rvab8Ss9Oo4bNWM9wp3v8rGDXHfrT7/mabKOATuu+73aZ861h1rpbVItp3uHHXjGLlxCyrrpdyYSvH7Wh+4WkRrD1cHaTtyz6FcDZzVta7mrY6JdDXk6kc8FQIAAAAAAAAAYEB4sA8AAAAAAAAAwIDwYB8AAAAAAAAAgAG5uoKF1lk1W85la2ZZZpqtrblc1SyzmG/lcrZcBr9m5sZc3CxnrrVafltreV68y/Ryufcqy4Ot5rlWcvCrOffV7c62ozrugMoy9tz14nLQNM8tXj8u+81l7Gtbr7eYL6vTdN6aqf91X/d1nbbm2Gb5/rqs9cxaBLBx3L0zcvmuek/Qe3qW8arz0tz76ngyS0tLnfb58+fH/37iiSc607S/01xOXZeLFy+u+Hmdd8zubW35duiydLouO+4zl4Oq+1+nu3WL+0Xn5Wos3Q+Vmsxl4LqxGrL7l06r1oZaA+s+jOeGqzX0nqz3+GxddT30PHLj/7js2VjbaJ2j8z5y5EinrRn7Wovo5/fv3z/+t44dpOed7hPG/wGuDtn4JtrnZxn5k6a7sW+y/Gt3j3Dj/2Rj27j6y+XJ9xnTRduuFlGVZ1Nuu6pj2VT0mZerF9w9Pnv+446t1gd6Xrn6LVuWHms3TlE2HoC7J7t6TveZ3vPjdDfupHJ1azZmj6sz3fhMbj8MHZUXAAAAAAAAAAADwoN9AAAAAAAAAAAGhAf7AAAAAAAAAAAMCBn766ia65nZt29fp+3yLM+cObPiumh2psuf0kxQzcqKmbmaeatt3SeaTaY0WyuuazbtSuadtfvmzlVy711Wn8vJzz7vvqv7sPr5eHyrOYJ6nmnmWjwvXdasy9CPufaurcs6evRop/2MZzyj0475/JO+r+sS27pPAEC5TFW9h+s9O/u89tMuA9flXWqdE2sTHb9H25rbqfWE5sfHtt4D9Luame/oPozf11pDc1J1H7mM/WzZ7p7stkvPjWysAJcjrNvpslBj281b94kbNyLWobpubr30vutq9bgP3bgQWltonaN0v8R6Qr+rtYb+Tsgy9FtbXsvE+ZGpD6C1/Fp3WefKZbpnv/HdvLXfdr+t47Lcb1u9Z7t1iZ/Xz2bZ5ZOW7Z51ZLLxlCbNu/I8Qbl9VjkefZ+DVJ5dVMdPyHLuW1t+r4z7wY0V4Mbsyfapy453z2Dcslda7mqW5ba78lzLndOudsnG8RgiKjEAAAAAAAAAAAaEB/sAAAAAAAAAAAzI1fX+wcBkr7m4V3nU3Nxcp62v5+irJouLiyvOS1/v1ddv9HVrnXf8vr4af+7cuU5bX5fWz+tr5NkrUu71dV1P3Y4sRkan66s/umydrscj414Dc68AVtpuWe4Vdff5uM81CiGL1mlt+etT2o7fd1E8GjflXofX+cXrS19fv+mmmzrtPXv2pPPS6J3stX4AqNJ+WPsUF5cTuVgSna79tIvuiZ/X6B2tB/SerXE6+v1Yb+h39Z6ty9J56eeze6OLANB7uLZ1H+q6x/npNKXHZ+/evZ129oq7i0nQ/e/iDLN1c/vMve7uonuyKAT3ar3eo7WeiMfLveattYart/X7sX7Q9VhYWOi0Dx06lLYPHjzYaWvtonVU5Go/AFc/1w+4aBft31xcSzatGkno7jkZ9zs7i5nRe7beA1wUT2U7XdyN3m/cPsies+h6utqk8vzB3Rfdeut5VYkvchFQlUih1rrHx51H+vzArVtW5+j579ousjNud7U+czHP2TXgYgDddl/tEcf8xT4AAAAAAAAAAAPCg30AAAAAAAAAAAaEB/sAAAAAAAAAAAwIGfszJOZCab6UZny6DH6drln2Mc/K5eBn6zlJzK/SLCvN7NSs82oGf2zrPtMsOM17032mGV+VjDz3XZWti8uCc3lvLqM97ifdZzpvzXfTzDWX0RaPv/usrosuO8vR16xZbbvt0PNSs2ZjNu2BAwc601xm/vz8fDrd5V8DQB8uyzTLWXUZ+e4e78YYWVpaGv/77NmznWlnzpzptLUeUFnGu05zY+zoervM/dh24+C4XFs3HkAce8jd7919tg/dRzomktZregyyda+up35e5x3X1eXr6phV+/bt67Sze3p1DArdh/p5nR6XldUprbV27NixTlu3S8cL0mXF89aNlwAA7veo+32bjYXnfle76dkYcK3l9YL7rltWpNvsxpPTebl9mGW4u/F8XJ1UuQ9UsubddFfnVJ/BZLns1bEBqvn+2X3V7SOdl9Zc8bx056wee1e76PRsO6rjfLk6KH7eZerrbxBXG15t+It9AAAAAAAAAAAGhAf7AAAAAAAAAAAMCA/2AQAAAAAAAAAYEDL2Z0jMidLMLs2E0gwpl1OnWVoxv2pxcTGdl2bLam6qqmR8ufxX3U7NE4vZsxcvXuxM07Z+V3PUdDuzbDmXg1YVj7fOS7PLXD6va8eMNj0+uo80S9Zll+l+iW1dlsua1baOxxCzZnW9XK6tZvBr1qxm6sa2ZuTreum83bUKAOvJZb5ntYjL0tT+Ue8RmvMd7zEuY/+xxx7rtLVv1TF64vSsdpi0nrqduiytD+KytfZwmfvunq/fj8vW7dL7i35XZVnBuo0ur9eNk6PnUlxX3WaXYaz7WM9hPQ/j53XeO3bs6LS1HtAse/18bOs0N+aEtpWeG3GMioMHD3amab2m4wHpuuk+y+ixZywgAI72tZWx7Frr3oOq2eZO9nvV3X+ye9kk2RiK2WcntbOsc10X3Z/6W9iN4afT9fdunF6tY9w+jNvljr22qxnvFX3z5LPnRe7Y63bq8cy4zHz33DDbDnds3TMZV4vEdXPPR3Ve2e+bqxFPmAAAAAAAAAAAGBAe7AMAAAAAAAAAMCA82AcAAAAAAAAAYEDI2J9RLgNKs8g0p9NlZcXPV/L4Jy1LM/djlqluh2a2uowvXbbm4sa2Zqpq9qyup85Ll6Xfj7lquh1uu1weXDZN17Oa55aNFaDL0m3WvHg99i7LLO4HlzWr0915GLdbp+l6x1za1vIM/dby3HzNqdXtcLl0ADDLYt/qclD1/qK0P9R+PhsrRfP4tR9/9NFHO+2lpaVO+/z58xP/3dry9XYZ/K5+iPtM51XN2Hf35Tg9yySetJ598l7deum6VHNvM/pdXZbKMl9dHv/evXs7bc3Y1/oitnWazlvbui56fen0LM8/W6/WfLZzhjoGQF/V38axH3f3MndPcLJsejeunn4++12uNVHfPH9XP6y0HpM+W50e18WNl+DmpeJ2uWPtxlvQfebWNfts30z9yvMf5caCysbHcs/btDZx9VlcthsjyY2v6dqRe/6ZPSu6FvAX+wAAAAAAAAAADAgP9gEAAAAAAAAAGBAe7AMAAAAAAAAAMCBk7M+QmIdVzTlzbc2YinlXmvemuZ3aPnv2bKet2bUXLlwY/zvm7bfm8181K0tzuzQ3Nc5f56Wf1YzcuJ6Tlq35sbGt65Vl4Lbm88WyXDWXz6tclpzLcItchr5uR5aTr+eZrqcbX0Gnx+Ol5+j8/HynrZm5mt2smfqaNRfXXbdxI7Nnq5mFAFDh7ifaryuXVavtSO8BLq9f+/VYq2idovdsl7mvba0f4rJdnr9us97js7GEWuvuU1fn6D3a7f94n3W5trr/dV3c2ENx3XSarle15s0yX7XW0yx6rR90bAdtx/2gtYirLXQfusz9bJ+5GsvVB9QPANaS9jEucz/L8Xbj+0wz893Ny2WEx75Z+3h376r223Fd3X3V7ROXHx/b1dx7dw/P8vtV9RlZlqnv9pE7ZyvP77RmcvtQl53Vhm68nuw5xyRuXaPs/G9t+XZU6js3XqPbjqsdf7EPAAAAAAAAAMCA8GAfAAAAAAAAAIAB4cE+AAAAAAAAAAADQsb+DIkZUn2zs93nY9aW5m5pfpXLDNUc/Zj5pTm0mlNbyZJtLc+idfn9586dS9uaTavbFbfFrWeWFTfp8xmXPebOlSxT12WVubEBXF5vlgfr1tuN9RBzcTXzVjNy9ZzVDDZt637IcqArYxZMG5m4ANZStX/TvlTv2dn8Xb64ywjds2dPp720tDT+t9Yieg/X+kHv/1of6Ofj9Kwmas3n4ru6KM5fj4/m++u6uPGXtB25XFSXwZodT5fJmtUWk6brsuM9XesBHZtBa41KvVDN0Hf1ty4rHm89B12OraJ+ALCRKr8hXW3hxq5RlfHnXB3kxsKLv1fdfdONyVOh9xeX4a7typhIbl7ufpM9I+g7zmRlnAI3zoCj26H7PLbd8xw9N9xYhPHzbhzD6vhY2fM49wzFjSvh6rv4fTL1c/zFPgAAAAAAAAAAA8KDfQAAAAAAAAAABoQH+wAAAAAAAAAADAgZ+zNq2tmXlflptpXmkWpbxdwtl2urmV2aB6v5YprRH7PodJrm1mr27JkzZ1ac16R1id93ebuak+Yyc7PjU821deLx3bt3b2eatl3mfp+xHPS7Om9dtubox8zC6lgBlbw9h5xaAFeTafZpLuc73iu19nDZs1o/ZBn8LgNXp2vtEvP6J61LbLuxhVzd42qZ+Hmta3QfaJ2jWaZ6r4x0G/U+q7Wgy5NX8dzQY+9yVHXZmm2vy47fd9nMlXNWl+Vy7l2GvhtnIq67y9sFgCFxvxMj7Uv1Pqoq4wW5e4L73Z3163qvc+P9uDH8sjqoWsu5sWuycXSq4/25e10li7465o5+P053+9ttl9vn8fjqeuuyta5x2x2nu/WqZOhPWnY8x904hsqdC1r/xWtd580zmC7+Yh8AAAAAAAAAgAHhwT4AAAAAAAAAAANCFA+mLr4aFONSJtFXe86ePdtp6yvp+updfFVIXyPS19l0Xvr6m65L9jr84uJiZ5q+pn/u3LlO271qH+lrRfqKknslMHvFrLXuK1Aab3PgwIFOe8+ePZ227n99nUrb8Vxwr1rpq1yVVzIBAMMT+3X3irPe+yqvV7v7Yhbj09rye6HWD/Ge7qL3NFpH23pP17idWE9o7M/p06c7bb3P6nbrfTcuW5er9dyRI0c67UOHDnXaLgIvi+LRtpuXi6HJzrPss6tZl3ieunic6mv82navuAPA1SL2py7qRem90cWzVOJY9L6qv/H1nhH7bXfvcpEp+vwgu3dmv/+vZNnZ8wZ339R2ZdnV6B39fBYh1Fp+nulns/ib1moRRC4eyi1L27qsSJ+Jad3paO2xY8eO8b+rUcs6ryx6Z9L3sTL+Yh8AAAAAAAAAgAHhwT4AAAAAAAAAAAPCg30AAAAAAAAAAAaE0CJsKM3h0sx3leWmuUw1zaXTtn4+yyNzea6ac6b5YZq5G5el39UssmomXpY9t3///s60hYWFTnvfvn2dtuYO67pk+W6aFQcAwGq5DFeV5Ze6HFWtB1w2bbxPu3np/V+n63ZqVvDjjz8+/reO76NZv7ospfsw1kVat7hxcbR+00z+LBc3y7xtzWfJuqz67Fyp5vdmmbuuPqtm7AMA6uOuab/uMsWz+bksdHevy7Lo3bgpumy9z2b58focQ+9dqvL8oLV8n1Xv0X3mpdzxysZQyMZeWA2XLx+na32m57irUyvjEuh6aFuvj5ih39ryei9+342BpLWjzluvAXd8sTL2HAAAAAAAAAAAA8KDfQAAAAAAAAAABoQH+wAAAAAAAAAADAgZ+5gpLr/NZZdFLn9X5+WyzGIG2LZt2zrT9u7d22lrVpnmqGkubszQ1fXW7DFdb83XU5pVFtdNcwHn5ubSthtboJK/N00btVwAwGzK7gMu6zyrLVrLc/SzDPbWlueNuvx4zTaN39d5nz9/vtPWsYSU3tPjvDXbX9dbx9yZn5/vtLV+0O2MbTfOgG6ny8FXcVkur9fl82bfr9Ye1CoAUKf3aHePcL+d4/1Os+mVflefCeg9O94jXNa8qx/cM4K47n2fg+izjGzsIa0l3LMJXTc9nnF+uo1u3kq3S5/JVDL23bMiV0vG72c1ka5Xa8v3sZ6nWU3lxo3S+k7XO8v31/XU2tBl6lMHTQ9/sQ8AAAAAAAAAwIDwYB8AAAAAAAAAgAGZuSiep18j0agSXBumGamirw3pK+n6KpZ7vSq+8qTzunjxYtrWZZ07d67TzqJ4slfGWusXxaOvWp05c6bTzl6Nm4QoHvT1dN/v4hCAtUQtgkwlisfdn1wUj75uffbs2Yn/bm15baHRPCp7fV5fw9f11GVp/aCI4lmOWmV2UYtgFlCLrI5ep/o7XaPl9P4V29UoHv18Flui9w+9l7koHnf/iuvmtqMaxaP7NC5bnxdMM4pH6xTdR86sRvFUj4+rDbM6VI+H7gM3XY9BPBd0G/W7up5E8dRUapGZe7D/9A+DY8eObfCaAAA2ypkzZ5ZlNgPrhVoEAEAtgo1ELQIAWE0tsmk0Y3+KcPny5fbwww+30WjUjh8/3h566KFlA3BhsqWlpXbs2DH2WQH7rI59Vsc+W73RaNTOnDnTjh49av8KE1gr1CJXjv6ujn1Wxz6rY5+tHrUIZgG1yJWjv6tjn9Wxz+rYZ6tXqUVm7i/2N2/e3G666abxawdzc3Mc8CL2WR37rI59Vsc+Wx3+Og4bjVqkP/ZZHfusjn1Wxz5bHWoRbDRqkf7YZ3Xsszr2WR37bHVWW4vwJwgAAAAAAAAAAAwID/YBAAAAAAAAABiQmX2wv3Xr1vav/tW/alu3bt3oVRkM9lkd+6yOfVbHPgOGiWu3jn1Wxz6rY5/Vsc+AYeLarWOf1bHP6thndeyztTFzg+cCAAAAAAAAAICVzexf7AMAAAAAAAAAgOV4sA8AAAAAAAAAwIDwYB8AAAAAAAAAgAHhwT4AAAAAAAAAAAMysw/23/72t7dbbrmlbdu2rd1+++3tU5/61Eav0sy499572wtf+MK2e/fudujQofaKV7yiPfjgg53PPPHEE+2uu+5q+/fvb7t27WqvfOUr26lTpzZojWfLW9/61rZp06Z29913j/8b+2u5L33pS+17vud72v79+9v27dvbc5/73PaZz3xmPH00GrU3v/nN7ciRI2379u3tzjvvbJ///Oc3cI031qVLl9qb3vSmduLEibZ9+/b2zGc+s/3Mz/xMi+OTs8+AYaEWWRm1SD/UIqtHPVJDPQJcXahFVkYt0g+1yOpRi9RQi6yz0Qx6//vfP9qyZcvoP/2n/zT6P//n/4x+8Ad/cLRnz57RqVOnNnrVZsJLX/rS0bvf/e7RZz/72dGf/MmfjP7+3//7o+PHj4/Onj07/swP/dAPjY4dOza67777Rp/5zGdG3/qt3zp60YtetIFrPRs+9alPjW655ZbRN37jN45e97rXjf87+6vrscceG918882j7/3e7x198pOfHP3VX/3V6Pd///dH//f//t/xZ9761reO5ufnRx/60IdGf/qnfzr6h//wH45OnDgxunDhwgau+cZ5y1veMtq/f//owx/+8OgLX/jC6AMf+MBo165do//wH/7D+DPsM2A4qEVy1CJXjlpk9ahH6qhHgKsHtUiOWuTKUYusHrVIHbXI+prJB/vf8i3fMrrrrrvG7UuXLo2OHj06uvfeezdwrWbXV77ylVFrbfSxj31sNBqNRqdPnx7dcMMNow984APjz/zFX/zFqLU2uv/++zdqNTfcmTNnRrfeeuvoD/7gD0Z/5+/8nfENjP213E/+5E+Ovu3bvm3F6ZcvXx4dPnx49G/+zb8Z/7fTp0+Ptm7dOvqt3/qt9VjFmfOyl71s9P3f//2d//ad3/mdo1e96lWj0Yh9BgwNtUgNtcjqUIvUUI/UUY8AVw9qkRpqkdWhFqmhFqmjFllfMxfF8+STT7YHHnig3XnnneP/tnnz5nbnnXe2+++/fwPXbHYtLi621lrbt29fa621Bx54oD311FOdfXjbbbe148ePX9P78K677move9nLOvulNfbXJL/7u7/bXvCCF7Tv+q7vaocOHWrPe97z2rve9a7x9C984Qvt5MmTnX02Pz/fbr/99mt2n73oRS9q9913X/vc5z7XWmvtT//0T9vHP/7x9h3f8R2tNfYZMCTUInXUIqtDLVJDPVJHPQJcHahF6qhFVodapIZapI5aZH1dv9EroB555JF26dKltrCw0PnvCwsL7S//8i83aK1m1+XLl9vdd9/dXvziF7fnPOc5rbXWTp482bZs2dL27NnT+ezCwkI7efLkBqzlxnv/+9/f/viP/7h9+tOfXjaN/bXcX/3VX7V3vOMd7Q1veEP7F//iX7RPf/rT7cd+7Mfali1b2qtf/erxfpl0nV6r++yNb3xjW1paarfddlu77rrr2qVLl9pb3vKW9qpXvaq11thnwIBQi9RQi6wOtUgd9Ugd9QhwdaAWqaEWWR1qkTpqkTpqkfU1cw/2UXPXXXe1z372s+3jH//4Rq/KzHrooYfa6173uvYHf/AHbdu2bRu9OoNw+fLl9oIXvKD93M/9XGuttec973nts5/9bHvnO9/ZXv3qV2/w2s2m3/7t327vfe972/ve9772Dd/wDe1P/uRP2t13392OHj3KPgNwVaMW8ahFrgz1SB31CIBrEbWIRy1yZahF6qhF1tfMRfEcOHCgXXfddctG3j516lQ7fPjwBq3VbHrta1/bPvzhD7f/8T/+R7vpppvG//3w4cPtySefbKdPn+58/lrdhw888ED7yle+0r75m7+5XX/99e36669vH/vYx9ov/dIvteuvv74tLCywv8SRI0fas5/97M5/e9azntW++MUvttbaeL9wnf7/fvzHf7y98Y1vbN/93d/dnvvc57Z/+k//aXv961/f7r333tYa+wwYEmqR1aMWWR1qkStDPVJHPQJcHahFVo9aZHWoRa4MtUgdtcj6mrkH+1u2bGnPf/7z23333Tf+b5cvX2733Xdfu+OOOzZwzWbHaDRqr33ta9sHP/jB9tGPfrSdOHGiM/35z39+u+GGGzr78MEHH2xf/OIXr8l9+JKXvKT92Z/9WfuTP/mT8f9e8IIXtFe96lXjf7O/ul784he3Bx98sPPfPve5z7Wbb765tdbaiRMn2uHDhzv7bGlpqX3yk5+8ZvfZ+fPn2+bN3S71uuuua5cvX26tsc+AIaEW8ahFaqhFrgz1SB31CHB1oBbxqEVqqEWuDLVIHbXIOtvgwXsnev/73z/aunXr6Dd+4zdGf/7nfz56zWteM9qzZ8/o5MmTG71qM+GHf/iHR/Pz86M//MM/HH35y18e/+/8+fPjz/zQD/3Q6Pjx46OPfvSjo8985jOjO+64Y3THHXds4FrPljj6+2jE/lKf+tSnRtdff/3oLW95y+jzn//86L3vfe9ox44do//8n//z+DNvfetbR3v27Bn9zu/8zuh//+//PXr5y18+OnHixOjChQsbuOYb59WvfvXoxhtvHH34wx8efeELXxj9t//230YHDhwY/cRP/MT4M+wzYDioRXLUIv1Ri3jUI3XUI8DVg1okRy3SH7WIRy1SRy2yvmbywf5oNBr98i//8uj48eOjLVu2jL7lW75l9IlPfGKjV2lmtNYm/u/d7373+DMXLlwY/ciP/Mho7969ox07doz+0T/6R6Mvf/nLG7fSM0ZvYOyv5X7v935v9JznPGe0devW0W233Tb6tV/7tc70y5cvj970pjeNFhYWRlu3bh295CUvGT344IMbtLYbb2lpafS6171udPz48dG2bdtGz3jGM0b/8l/+y9HFixfHn2GfAcNCLbIyapH+qEVWh3qkhnoEuLpQi6yMWqQ/apHVoRapoRZZX5tGo9Fovd8SAAAAAAAAAAAAV2bmMvYBAAAAAAAAAMDKeLAPAAAAAAAAAMCA8GAfAAAAAAAAAIAB4cE+AAAAAAAAAAADwoN9AAAAAAAAAAAGhAf7AAAAAAAAAAAMCA/2AQAAAAAAAAAYEB7sAwAAAAAAAAAwIDzYBwAAAAAAAABgQHiwDwAAAAAAAADAgPBgHwAAAAAAAACAAeHBPgAAAAAAAAAAA/L/AeeWKKrkI+aKAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 2000x500 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#1차원 배열로 바꿨던 걸 2차원 배열로 다시 변경\n", + "apple_mean = np.mean(apple, axis=0).reshape(100, 100)\n", + "pineapple_mean = np.mean(pineapple, axis=0).reshape(100, 100)\n", + "banana_mean = np.mean(banana, axis=0).reshape(100, 100)\n", + "\n", + "#평균이기 때문에 흐릿하게 보임\n", + "fig, axs = plt.subplots(1, 3, figsize=(20, 5))\n", + "axs[0].imshow(apple_mean, cmap='gray_r')\n", + "axs[1].imshow(pineapple_mean, cmap='gray_r')\n", + "axs[2].imshow(banana_mean, cmap='gray_r')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eJl8Dz1-mQP3" + }, + "source": [ + "## 평균값과 가까운 사진 고르기" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "qfV19WdxS0HI", + "outputId": "b193ea42-fdb1-4fa1-fdfb-002da7c19fc2" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(300,)\n" + ] + } + ], + "source": [ + "abs_diff = np.abs(fruits - apple_mean)\n", + "abs_mean = np.mean(abs_diff, axis=(1,2))\n", + "print(abs_mean.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 807 + }, + "id": "s2cSX4JZh1TJ", + "outputId": "d46a5c43-8b27-4484-c1b6-b9f649dab65f" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1000x1000 with 100 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#argsort => 정렬한 다음에 가장 작은 값 반환\n", + "apple_index = np.argsort(abs_mean)[:100]\n", + "fig, axs = plt.subplots(10, 10, figsize=(10,10))\n", + "for i in range(10):\n", + " for j in range(10):\n", + " axs[i, j].imshow(fruits[apple_index[i*10 + j]], cmap='gray_r')\n", + " axs[i, j].axis('off')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "BHE4sBFg71zv" + }, + "source": [ + "## 확인문제" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 807 + }, + "id": "WdIHbwICMTPq", + "outputId": "a9ac0d8d-c37b-4b4b-b882-a6008f6b9d80" + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxoAAAMWCAYAAAB2gvApAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOy9d3Cd2Xnf/7294jZ0ohMAAYKdS3KXyy3c3rXaqrK2mmWrjKVIjqKM5ZlM8nMST2acOIkTj5PxjMZxYiexPbZieWJ7V7akbdrGXXLJJUASvV3g9t7v/f2BPIfPfXEBgsAlAWqfzwwGwC1ved5znvO0c46uUqlUIAiCIAiCIAiCUEf0230BgiAIgiAIgiD8/CGOhiAIgiAIgiAIdUccDUEQBEEQBEEQ6o44GoIgCIIgCIIg1B1xNARBEARBEARBqDviaAiCIAiCIAiCUHfE0RAEQRAEQRAEoe6IoyEIgiAIgiAIQt0RR0MQBEEQBEEQhLojjoYgCIIgCIIgCHVHHA1BEARBEARBEOqOOBqCIAiCIAiCINQdcTQEQRAEQRAEQag74mgIgiAIgiAIglB3xNEQBEEQBEEQBKHuiKMhCIIgCIIgCELdEUdDEARBEARBEIS6I46GIAiCIAiCIAh1RxwNQRAEQdhhVCqV7b4EQRCELSOOxk2kUqmowUP7WxBuBNK+BOHWgI8J9Hc+n0c0GkWxWNzOSxMEQdg0G3Y01jJYSCly5ShUQ3LR6XTqNfqbfpfL5Zt/YcLPLbwvUt8slUqYn59HLpdb9RlBuBFIG9s4Op1O9dWFhQVMTEzg9ddfx2/+5m9iYWFBxlhBEG5JjBv9IFdwpBBzuRxSqRQaGhpgNptFCa4ByUun0ynHolKpIJlMwmazwWg0Qq/Xq88IQj3gzoXb7cbMzAz+9E//FL/wC7+APXv2bPflCR8DRJ9tnFKphHQ6jUuXLmFqagqZTAYzMzM4c+YM4vE4AJGnIAi3Hht2NEjBFYtFjI+Po1AoYGpqCq+88gq+/vWvY2hoSJTgGnAHbHFxEblcDoVCAT/4wQ/w9NNPY3BwcBuvTvh5JRgMYnJyEmNjYwAAv9+P1157DU8++aT0VUHYYYRCIbz99ttIpVIol8tIpVJIJpNoamqCyWSqClgJgiDcKmzY0Uin05iZmcH4+Dii0ShKpRJmZ2dx+fJlpFKpG3mNtzw6nQ7pdBpnz57FwsICMpkM0uk0fvrTn2JoaAgDAwNV2Q7h2uRyOeRyObhcru2+lB1JPB7HhQsXEIvFYDKZEIvFkEql4PP5YLfbt/vybkmKxSL0ej30epnaJtwYTCYTjEYj4vE4dDodmpubYbPZ4Ha7AUhGQxCEW48NOxrJZBJTU1MolUowm81YWlpCqVRCb28vmpubJdKyDul0GmfOnMHy8jIqlQry+TzC4TBcLhcaGxtFbteA2tb09DTC4TCamprw3nvvYXZ2Fr/6q7+6qixNWHHEstksyuUy8vk8AMDn8+H48eOqvwJiuFyLQCAAo3FFTZ47dw7FYhH33XefOBvrUGssIMe3v78fzc3N0u5qUCwWkclkkMlkYDKZVBZDp9NJexME4ZZlw45GuVxWRnImk4Hb7YZOp0NnZyc8Hs8NvMRbH71eD4PBoCJVpVIJbrcbR44cQV9fnzhp61CpVFTd8vnz55HP52E0GnH27FlMT0/j61//OgwGw3Zf5o6jWCwinU4jlUpBr9fD4XBAp9OhWCzKwgMboFgsYnR0FKOjowgGg3A6nbhw4QIWFhZw+vRp6bNrQA5sNBrF22+/jeXlZXg8HgQCAYyNjeHBBx/EAw88sM1XuTOZmppCNBqFwWCA2WxGuVyG2WxGNBpFMBhES0uLtDtBEG45NhwmKRaLCIfDSKfTMBgM0Ov1sNvtSKfTCAQCqn5UWE00GsXy8jIikQgqlQqsVivMZjMMBgOSyaQMHOtQqVRw4cIFTE1NweFwwGAwIBgMolQq4VOf+pS0uzVYXl5GNBpFuVyG0WiEyWSC1WqFTqfDxMTEdl/ejqZSqWBqagqXLl1CoVCAw+HA4uIilpeXsX//fumv12BpaQnvv/8+5ubmUC6Xsbi4iOnpaXzwwQfbfWk7mqmpKeRyOaXPTCYTzGYzzGYzfvzjH6uxQvSdIAi3Eht2NM6cOaNKMYxGIywWi1pp6oMPPlCRFlGCq7l8+TJisRhKpRIMBgOsVissFguMRiPOnTuHUqkkcluDpaUlxGIxGAwGpNNppNNpmEwmtLa24sCBAwCk/KcWo6OjKBQKKJfLam6ByWSCw+HAe++9p4IDwmri8TiCwSDMZjOMRiNisRgAoLu7GydPnpQyvXXw+/04d+4cstksWlpaoNPplPyefPJJ3HXXXdt8hTufQqGAUqmkMo8OhwPhcBhvvPEGcrmctD1BEG4pNuxoRCIRZLNZFAoFVfNtNBrhcDgwOTmJubk5AGL01SIUCiEej6NYLKJQKKBSqSijb35+HtPT0yK3Nbh06RJSqRTC4TDy+TxsNhucTidsNhvOnj273Ze3Y6FJ8vl8HsViEcViETqdDmazGdlsFq+++qraT0Oo5vXXX0c4HEY0GkUsFoPZbIbNZoPVapWN064BrXBWKpUQjUaRyWRgMBhgsViQy+VgMBhE163B3Xffjd7eXpjNZpRKJZRKJQBQwam3334bk5OT23yVgiAI18eGHY0DBw6gvb0der0exWIRuVxOZTf0ej3+/u//HolEouZGYbW4GRH8rZy/ntd34MABtLS0wGAwoFAoIJvNQqfTqRK0V155RU0Uv1W5UTudJxIJzM7OIp1Oo1wuw2QywW63o6GhAcvLy/jwww9XnVM2kATuuece3HvvvfD5fGpuBmUdGxoacOHCBYyOjq6ar7Gd/XU9Nvo863Gd4XAYi4uLSCaTAACbzQaXywWXy4Vz584hGAxu6tpuBtvd9tPpNJaXl+H3+5FKpWAwGNDY2Aifz4dSqYR/+Id/UMGWnSKztbjZ19jV1YV7770XQ0NDsFqtKJVK0Ol0MBqNaGhoQDabxSuvvIJkMrkjZFdLPhsdB7R2wseV9ewlrSxr7Rx/o65lM+/zz13v891ue7Aex97Ie5vtLxs951rH32427GgcPXoUjzzyCPr6+qDX65USNBgMcDgcmJ6exuuvv171nfVKDG5GVGsr56/n9fX39+Ohhx7C4cOHYTKZUCqVkM/nVd18OBzGa6+9tmMbyXpor7Hez/Xw4cMqkpzNZlUU3uFwwGg04p133kE4HF61oeSNuJZbCafTiba2Nhw8eBBOp1MpWbPZrNrdD37wA8zPz29I2d0KsqzXRNnBwUGk02m1302hUIDFYoHNZgMA/M3f/A0SiYT6POmZndBf6Vq263kdPHgQqVQKkUhEORQWiwVutxtOpxMffvhhzaj8TpCdlu2Qo9VqxdGjR9HR0aE2cTWZTDAYDGhqasL09DRefvnlqmzkdsmulmy0r61l3PGNa28F3bJZrmWAriWHWnLh//Nd5OvNeg7kRtBuTHwt3bhWG6j3vWn7c72Co9dyANd6bvy+N9MH1vrOTgzi6CrXcUWVSgWFQgFnzpzB6OioWh0jk8kgGo0ikUjgrrvuwl133aWWhAS210hZbxnPWsYpf6/e110qlfDRRx+pSZFmsxmFQgHxeBzhcBi33347Tp8+DaPRuO65d4Jy3sjyqPW4zlKphGQyCb/fj7fffhuJRAJOpxN2ux3ZbBZLS0vweDx4/vnna+6psd1y2m7K5TIuXbqEM2fOqKWps9ks0uk0QqEQXC4XnnnmGXR2dqrvrNVXbrYseRvTtrdaA1i9NjQrFouIxWJ47bXXMDs7q8ocrVarmr8xMjKCxx9/vOag+nGmVCphfHwcly5dwsLCAvL5PDweD2w2G3K5HPx+P3Q6HT73uc+pbBsgsgOqZTA/P4/XX39dBaQKhYIaZyORCB577DGcOnVqW5a9Xe9ZXSvwtJ5x/XGglny0MuGf1el0as8ovnqg9vP1kGO5XK46bjabRSaTQblcVu9VKhWVBafqAr4vUy1zMpfLqewwXav2h+atau99s9T6vnY8qcd4Qccsl8uqL9Y6rvZ8610fHWMj513vHncS1+VoEMFgEH//93+PTCajJoRnMhmkUinE43E89NBDOH78uIrIbNdNX+vc11J69b72SqWCYrGIH/3oR1hcXFQTwpPJJNLpNBKJBE6dOoW77rprx6+bfq0ITL1kx6MFCwsLeOWVV1AsFmG1WmG1WpFIJBAIBNDT04MnnnhCKeKNnv9GtM8bJYvNXAewMrn01VdfxeLiIkwmE8rlMjKZDAqFAgKBAJqbm/Hcc8+tuafLdiuv642m1QPaf+Ttt9/GuXPnYLVaVRYtFAohGo3i0UcfxYEDB2AwGLZdRjsF/qwWFhbw8ssvI5vNwuVywWq1Ip1Ow+/3w+Fw4FOf+hR8Pp/6nsjuqhFSKpXw4x//GH6/Xy11m8/nkcvlEAqFYDQa8cADD2D//v0wmUzbdr1AbeefR24LhQKSySTK5TIMBgNcLpca37bbRrjZ8GhzrUg3GfETExOIRqPI5XKIx+Mqg9rU1ASDwYC2tjbs3r1bBSW3Kj9uMC8uLiIYDCIWiyEUCilHg9ogzR2yWCzw+Xzwer1Vz1sbGEokEggGg6v0uF6vh06nQ7lcVsHDrq4u9Pb2XjPYutX7rBWk2soxtZkKfkxuy5XLZSQSCSQSCbhcLjidTiWDWs+x1jWu58zTtey0/nTdGQ0S6MTEBF5//XUYjUYYDAaUSiUUi0XE43EUCgUcP34chw8fhtPpvJHXvyXK5TJyuRzy+bya4E736HQ61RK09YCOWy6XsbS0hNdeew2ZTAZWqxXlclmVBSUSCRw+fBiHDx9GU1NTXc59I+CdiaJttMGUyWSq8u7rec7Lly/jJz/5iVpemQy/VCqF1tZWPPbYY1WR0pvFTjc0Z2dn8cYbbwBYUXy5XA6lUkkt8NDQ0IDbbrsNe/bsgdls3uarXYEG3kQigXK5rEoOqSyHBj8qBevu7q7rrudkJL366qu4dOkSrFYr7HY7KpUKgsEgUqkUjh49ijvvvBM2m21HBge2o11qnQ0KDthsNjgcDsRiMfj9ftjtdnzyk59EW1sbjEZj3aKMtyrawNfMzAzeeecdlEol1WeLxSJKpZIqS+vq6sLtt9+OxsbGm9b+1jLQKpWVPY8ymQzy+TwuXbqk9EsqlVILU+h0KxsQWiwWDA4OYs+ePcrg+nmEHK1sNovx8XGVhR8eHlZOIgUhL126hOnpaTXflcZSWomMLxJgsViwe/du3H333SqbvxkZ0vPM5XIYGxvD/Py8amdkOJOtBKBqbKfnyY+1Vh8mfU1/k0NNzgsttOFyubB3714MDw8rG6iegUuyU6k9ZrNZmM1m9PT0bOqY+Xwe8Xgcfr8fMzMzag6uXq9HY2MjBgYGVP8dGxtDIBBAPp+HTrcy/4rsGG5Hc/mT3GghDf5MOOSsdHd3o7+/Hy0tLTdsLL/ecWVTGQ0AWFxcxOuvv64eUqVSUQY7HbKtrQ1dXV1qctvNhHvX/OHk83nMzMwoxZfJZJBIJKpqsnU6HRwOBzweD+69915YLJa6G8yvvvoqpqenYbFYoNfrkc1mVcMvl8vw+XwYHh7Gnj17brrs6Bprede5XE4ZCmTsZbNZxONxAKgy/IaGhtDe3g5g64YOV4avvfYaLl++DIvFgoaGBhSLRaRSKaTTabhcLgwPD2NwcPCmOxy1UrP0+vWkQm+EoUUrTYVCIRgMBpTLZRQKBTVJvFJZmb/R2dmJ3bt3o6ur66bLjp+vXC4jHA5jamoKc3NzVYqXVr6jAYr+t1qtOHXqFA4ePFhXBRuNRvHyyy8jFAqpVc/S6bRasrqtrQ333HMPWltb14xKbacRtd3nn5iYwN/8zd/AarXC6XRCr9cjFoupZasPHTqEe+65B5VKpcpYvp5rvpH3uF3yy2QyeO211xCJRFRAhxxuvV4Po9GIYrEIo9GI/v5+DAwMwOPx3BSHQxvFTSaTmJqawvz8PKLRKPL5PAwGg8r2UX8lI6pQKGB5eRkfffQRhoeH8dJLL+HgwYM70lkH1p7gXKlUVAkvrSxJBjM30CORCGKxmDJ0yXg0m83KBiiVSpicnEQ0GkVfX1+V8Uk/ZBjTZqy5XA4nT57Eo48+qsbazdxbqVTChQsXMD09rbLdNptNtTttpoIHToHVGRlC+zzp3kkOOp1O3SNl7Eive71eHDp0CAcPHlSVCtcDv5Z4PI633noL7733HsbHx1EsFpW+TqVSOHDgAL7yla9ct+yKxSLOnDmDmZkZ5QDWMqmNRqNaap5vZ0DyoWvV2gHaDIk2W0TLYFO2icZ1cjiGh4cxNDSkpjJcr06leyqVSpiamkIgEFAZr+XlZezbtw/PP//8NY+1aUcjnU7jzTffxNLSUlVql0MrUjmdToyMjKChoaGm8VevFBYdS5u+JY9zenoa09PTSKVS6lx0vlKppCIxFKFfWFhAOp3Gc889h7vvvruuO6BfvnwZ7777rpJRsVhUXi7V+5nNZtjtdvT09KC9vR1er1dlWOoVqdxImQ8pyng8rtbIp/OT0ZrL5ZDJZFAqlZDL5ZBKpRAIBPDMM8/g9OnTdU3vBwIB/PVf/zXK5bKKBuTzeaTTaWSzWQArUZH9+/ejq6tLyW29FOVWWauMgP/NlUahUEA0GlXKlhQGfcbn88Htdtf1Gs+fP4+PPvoIBoOhajA0Go1qcQeSj8ViwaFDh9DR0aEyVVulVt/UpoPT6TRmZmYwPT2NYDCoZELtngZkCgpQlDcajeL8+fM4d+4cvvrVr+Kzn/0s2tvb65KRLJfLGB8fx49+9CNVl2wymZDJZJBOp5VR1d/fj/3798Pn86ngwM2I0Ndqe7Xe559JpVKqnEWv18PtdqvJ7vWmUCjg5Zdfxvz8PCwWC6xWK/R6vXLWyODq6elBX18f9uzZU1WOpr23erbFWq/x90g+a+nb9coY6sFbb72Fubm5Vc+WG3gAlHHY2dmJ2267DV6vt+5Gu1YWZHxQXyXdq9frlb6l8YEy9vR3JpPB4uIiXn75ZUxPT+PBBx/Er//6r+PYsWN1CRKsFVHnMtEadQT9T5sUz83NIZVKqYAa6UnuGJNxTPqUzsfnPdBv0r80ZtLGjJcuXcLk5CT6+/uxa9cuACv6MBqNKucyFoshmUzi0qVLKJfL6O3thdfrxTPPPIOHH354U888n8/j7Nmz8Pv9SCQSiEaj8Pl8ag4pGZvaUi/t32u9Rqtr0jhHYw9F6fV6vTKQs9msaitkZ3g8Hpw4cQLNzc3KXuJ2EB83yTguFArKaYtEIvjoo4/w3nvvwWazwefzoaurC62trco+fPbZZzE8PHzdcnv33XfV9gS8FIzaCgVD6XUaZznr2SQ8e8R/6D1qRxQ0pH5HQfRisQi3240jR46gt7cXDocDANRGoNxmp88Xi0VkMhnEYjG8+eabePvtt/Hee+/BYrGgs7MTPT09aoGeF154ASdOnLimrIzX/IQG6sA2mw379u1TSz3Sajb8YVPnTSQSePXVV6HT6TA8PIwDBw7AYrFUZRy2inYgWFhYUMrX7/djeXlZLbdIDYIaLV0vvQ5A1bH/6Ec/wtmzZ/Hv//2/xz333FO3gaS7uxvnzp0DsOKQ0Q8pZmoAqVQK58+fx4ULF9DR0YFjx47VPcPBlTI3iFOplPJiaWIn1U6SHDmU4qXMx/vvv49/+Id/wL/7d/8Op0+frpsh4/F40NLSgqWlJXVemkhG2bVSqYQPP/wQ4+Pj6Orqgs/nQ29vb5XRXE8DsNZx+PEpIjU+Po5QKIRkMolgMKgcDVKy1Nk9Hg9Onz6NPXv2VLXLrTAwMIBLly6ptsYn+HHHsVKpIB6P45VXXkF7eztOnz5dFVG63gwNl5HWmCODqVAoYHR0FH6/H/Pz8wBWJhvStVI/5ZEgkgutDJXP57G4uIjf/d3fhcfjwUsvvaQU61bQ6/Xo7u5GS0sLIpGIuhdqc3Rt09PTWFpaQltbGzo7OzE4OFiV7uZyuNHwCCMZSrFYDIVCAcBKhC8Siajgis/ng8vlwvHjx9VGe/XCZDJhZGQEgUBAvUarFQIrOq5UKmFiYgKBQADLy8vo6+tTjqLWyK7loF7v9a4VXNFGrck4KpVKCIfD8Pv9KqpMwSGj0YiRkRE0NTVVlYDVA4vFAoPBoIxXMlR4YAJYWa2qUqlgfHwcs7OzOHz4MPbv36+M9utxeNf7HLWpUCiEiYkJTE5OKgeDIuBkCNJxyAAyGo0q2kr30NzcrMZZr9eLf/2v/3XVwhSbZT2jrdZntDppaWkJ4+PjmJubU3qGR5Tp/ngZEz2btdoT/z8Wi6FYLMLpdKqVKL1eL3bt2gWXywWDwaDm45w/fx6BQABut1tlHOLxOBwOBxwOB/L5PF577TUcPnwYbW1t1y2rUCiEpaUllWlqbm5W90PPjdoaN3LJ0aJnro3AA1BZLXIMLBaL0vkkO4r0GwwGZUPSMWlhjpdffhk2mw0Wi0WtwsZ1HJd3qVRCKpXCwsICzGYznE4nFhcXAQCHDh2Cz+dDS0sLyuUyIpEI7Hb7poLIwWAQi4uL6t54WVg8HkelUoHValXva20sskFJnny+klbv0Q99js5jMplgsViqSutIHvQ7GAzi5Zdfht1uh9vtVoubWCwWZLNZdS4KFGezWUxNTSGTyaCtrU1d0+nTp9Hd3Q2z2YylpSU0NzdjcHBwQ7K6bkeDC8vj8ajoFBmgfL1+SpUCUOuCnz9/HvPz87jtttvgcDhgs9mUMtxsBIY37Hg8jkwmg8nJSfj9fqTTadWgqVMDUMKlB0O/eWrP4XBgZGQEMzMz+Jf/8l/iP/7H/4i9e/du6hq1GAwGtLa2IhwOq85FDYaurVAoKKVdKpUwPT2NhYUFHDhwAD09PbDb7TUjJtcjN25o6nQ6pNNpTExMYGlpCdFotCrq6XQ61XMm5Ujy4uldWqmipaUFAPD//X//H7xeL+644466yM5oNGLPnj2IRqNVioyUGKUQySC4cuUKjEYjZmdnsXfvXrS2ttbNeCe00TH6HYlEkE6nMTo6qpxdugduLNPKMtQmJyYm8PLLL+M73/kODh8+XJe5BzqdTvU1anPUPw0GQ1VGjRR6IBDAn//5n2Pv3r04fPgwzGbzhuVW63Pc6M5kMggEApifn8fs7Cyy2azam8dqtcJsNlcpVr5bMm1qBkAN/G1tbXj88cfx5ptv4vd///dx9OhRHDt2bGtC+3+YzWaMjIzgrbfeUoMvlT00NDQgl8spefr9foRCIYyOjmJ4eBi9vb3Kya53m1vLsKFJ15cuXVLRZm1miPpIMplEOBxGIpHAn//5n+N73/vehgeQjdLV1YX29nYsLy9XjRc0OZiX1kxMTGB6ehoNDQ0YHBxU8tNmOeoJlyVwdeWxWCyGy5cvIxAIqNIlHtFPJBLIZDJ49dVX4Xa78fzzz6Ojo6Nu1zU0NAS/3w/gagST+ggvaSmVSmpTSVoxbXJyEnfffbfSw9fTb7XyKJVKas5FOBzG8vKy0h0mk6lqHKcxlpeJkL6huWEUTBkeHobRaMTy8jJ++MMf4ujRo/jWt7513XLaSGapVtZC+7loNIrp6WmMj49XORTUZkkW3Oij8ZNK2fj5SL+TQUyv2+12OJ1O1eapdLuxsREWi0XZUQ6HA01NTXjnnXdUoID0Xj6fRygUgk6nw8WLF7GwsLApR2N6eloFFqmSQisb7kxwx4tsFdInAKr+Jl3JDWouD9JB9BpvO9qMUKlUQjqdVu2cxn26Fl4qZbPZ4Ha7lT3Q09ODpqYmNDc3q2wNlQFtdiNWkj3dW6VydeEDAOo8fJznwT2tA0ttjGdseOCbvssdDdJHJpNJBT5oHOe2EQWa/H4/LBaL+qFgHj2nUqkEk8mE3t5epWeGhoag0+ngcrngdrvh9/sRj8dx7NixDVddXLejoYVWsSEBWK1WZTBxQVHGoKGhAYlEAj/+8Y/R2tqK3bt3o6+vb1MDMDdYlpaWkEwmMT8/j1QqpYxdmjSs1+ths9nU9VIJBj0Uk8mk6gOpkbtcLrS1tWFqago/+9nP8MMf/rBujobRaERnZyei0WiVsUkNppbsyFn74IMPsLi4iIMHD665UtBGocYaiUSwuLiIQCCAYDCoBlXeGK1WqzKIKf2rNVCplMVoNKKrqwu5XA4/+9nP8P3vf79ujgYANTEXqI58A1ClNfQ8yQAMBAKIxWKqzVFKs97GX6lUwuLiIubm5rC4uKgmSHLjlEcsKCLPa5opo/Y//+f/VPN16gE5iEC1s02GH7U1is41NDQgnU7j3LlzSCQSOHTo0Iba3FoDPTkL09PTmJubQzgcRiaTUdfG5UPXRIMeDbI0oFAEjtppU1MTQqEQ0uk0Lly4gB/84Ad1czR0upUFIpxOZ5UCp2u0Wq1VbY5S0GfPnsXCwgKGh4fh9XpVm61HmyPZUG049eXZ2VkEg0EsLCyotsR1H20cSn+TgVQulzE/P4/vf//7+PKXv4zdu3dv+RoJg8EAr9eLcDgMs9msBlRen04ZPSpDicVi+OCDD7CwsICRkRG0trauWo2mnnIkGSwuLqqgTiqVqgqWccOSSr6o1OP9999HKBTC888/j0OHDm35uoDq4BsP8ABXx14af0l3eDweWCwWtTrk3XffrZyfa8mLOxhkxMzPz2N5eRmBQACJRELpehoP6IcHBfi5aLzlQTy6F6fTqeQbjUbxxhtvbMrRoJV8qG0BqAqMrZX5In0SjUYxOTmJyclJ5PN5Ne7RgjDaagdejUG6CYDKaPESMy5bkqvJZFLlLcDKGECOWiqVUgY3VQkkEgmVOeJBwUAgoD773nvv4ejRo9ctu2QyqcYgh8NR5SgQ2udKMuGy4T9UTkr9nGdC6DcvC6J2TPdHRjddF33WarWqY9K4T2XTlIEh45/0ml6vh9frRUNDA2w2G/L5vMpOXrp0CS6Xq2pfpI2ysLBQVRlApby5XA5ms1kFl7ROA3dQuRPCHScuJx4M5m2L2hIvx+KOG2/r9Dl6j6Y7kPNG5yf7zm63q+dit9uxa9cupNNpzM7OYmlpCdlsVs232whbcjR4g9OmfMh4oUGNPk+R+1KphKWlJaTTaRgMBtUINhK5Ja+RJg+Njo6qWmngalqeOgJfPYpHJng9G7C6hAgA7HY7mpubMTMzsxVR1YQ6BPdySTHS4EsdhRQiyTsYDOK1117D4OAgmpub0djYWGW8rkelUkE0GkU2m0UoFMLc3Jwa4LnMaPAgr5waL89A1YoK0X2ZzWY1OXFqaqqucuORDN45qbNSepXaHw1ytPLD5OQk+vr60NLSAqfTqZyOjVArMhYOhxEIBJDNZjE5OakMObomn8+nZEJtkTu19Juc5GKxiM7OTrzyyitwOBz4rd/6rbrJjRsnpLRpjw3txD8y4i0WCxYXFxGNRjE0NISWlhbYbDY0NDSsKSOa/Ej3F4lEVBkPZQAMBoNSWLx8UDtw8bIZ3u54NEmv16OlpQVdXV24cuVK3Ve88/l8aGhoQCaTqYrU8fbODXeK6C4vLyMSicBms2H//v1wOBzwer1Vew1tBjKQLl++rPYx4tk8KmWx2Wzq+jKZTFXGmQYTcoZbW1vx1ltvYWBgoK6OBgDs3btX1TNTf6UMGXcyk8mkChSR0x4KheB0OlWfdbvdqnRN2x+vBf881eGnUilcvnxZlbRQPzCbzWhoaFD9hGRLsqMsHBmMVCJcL0cDuBoh5mMsRRt5Vo+PI1RmUigU8MYbb2D//v1oampS40QtKKpOpVGLi4vK+aPxh8YEyjDReER9khtV2kCZ9gdYcZYGBwexvLyM6elptdzx9fJv/+2/xV/91V+hUlmZmG40GvHII4/gxRdfRGNjY5Us6TeVsM7PzyOZTCqbxeFwqJIUul/erijbwOf9kbFPbZZkQK9xeDSb5GOz2VCpVHDx4kUAwK5du1S0mJ9LSzKZRDQaBbCy6MJmIHuNotnc/iCDVlsCSkEj7jTS98jGq3W/vHqCv8+PW2slKwoyUUmZXq9X9h+NT3xsozYLQNlQtJy7TrdSTnT58mUYDAY8++yzm1pxisuG5EGOEQUluH3CS8a0mQntOEbPRavbtBkOCqqSXuIZL+110phEDi71FcqIkGx1upUliXlmhcrRwuEw9Ho9nn/++evKetfF0aDBjRoCTxORkgGqU7883XPmzBmlGF0uV81UG08XUvqWTyyiwZ7XA2rrA7mCpYdISo8MBF5vVyqVYLFY0N3djVAohNtvv30r4qqCNyA+n4U6DH2GjBae0ieZVioVjI2NYWJiAi0tLVX3ywcBkjc1REq58lIAGvS1UQguP1IQ9Dzpe9oBhxo9AHi9XvT29uLIkSN1kx3BlRfvXHR9lMmiayQ5kkF//vx5WCwWZfjRpkG0qzZQ23ChTj49Pa0ms1Iknc5PHZc7ajwSQX2FnBHeBukcANDS0oK5ubm6yYy3I7pW3l95FIjaBl0jKc+xsTFMTU2pmk++ljvJq1KpqPIKUn68HfPoDY/e8WeoHZgogksZM96fSV5OpxNdXV3IZrM4depU3eQGXFX0vD/wQZSypyaTSdW+kr6jaNcbb7wBs9mMrq4ulfWj+mBtFEoLOW9+v19NAIzH48rQoMwKtSHubJPcKHPLnxMvczCZTIhGozhz5gy+9KUv1VV+3EEkefFsOAUxGhoalAx5RjIcDiuHrampCQ0NDSqqrtOtrBRIK8lwY4YbMSRDispls9mqMiDKstjtdtU+qSSTsi7UL0h29GzpGdQjqMKdfbp/uh5yzkiH8Ggnz0To9SsbvNE4cfnyZbS2tip5cV0OAJFIRM09oXGG7okCAXxM4fB+wcd7cnBpLKPv0nO3Wq1wu91oa2tDKpXadOa2v78fzc3NOHPmjNqjYGJiAn/8x3+MtrY2pYMpgEaZB+DqZFxeRsL7Oh/vuKPHg5J0X1r5aB1B/lzpu6QXFxcXVaVDQ0ODWpjG5/NhaGgI58+fr1qIBYDKdlAZ9WagVTV5xo6XQZGdwLNDdP/ayc3cXqD7pTGFB075PEG+giA5tNSn+EprAFQAgo5HpdrUZvkYT8+Q2h050sViUQUubr/9dpw6dWpT80f58+fyoqAJja18oRW6t0KhsKod1go88XJRajsUpMvn80gkEojFYmqRDV6ORmMvlw3JhzIZ5BxRWyOZkz3i8XhUaXCpVMJdd92Fzs5O3H777dclsy07GtSp4vE4crkcmpqalPLnSoyneLiCo9+0YlA4HFbHJkjQ5KjwY5BS4M4EdQYSMnUkbfpPayTQdXJjyGq1IpVKobOzE93d3VsR1yrZ0TXQzplmsxler1eVOVA0njdoraKjY8zPz1cNsFyp8Xuj97iDwDM8JA/K8nAjhBQD7zjcIeHPCoAqK/B4PLjzzjvrJjvu4FCnoiyNTrdSS0jRXNoUkToTGX5c9jqdTikwLmNu5HIZ8u/ztkJpe22bBKAmjZKxTO2TK0V6xlzGbW1tOH36dF3kRveRz+cRjUZVxolHg3hpEu+DPApJg08sFkM4HF4VeeGDqDaaSdfAnVIagEiG9F1ugNIAxV/jAyIFLihL197eXtdaea6DaPAolUqIx+PQ61fmL5Ecqa9QxI2eMyn1crmMiYkJmM1mTE5OrnI0tRFMPv+JssPc6OHn5f2CD1AGg6Hq+2Q4cMOIAkY9PT3Yv39/3WTH5cejf9QHqP1TZouMQYvFoowI3lcymQzm5+eVAQFcDTRRGQ9vZ3Qe0gF0fq73ePSaD+4kd+Bq3Tgv2eO6IZ/Pw2azobm5ecvy4vqAoomlUgkul6sqiEF6gkdNtbqZ+mC5XK5awYo/F67P6H6448D7KxmFvL+SzLTH4YaoVl/StdJcLZfLtem9DNxuN+677z6k02n87Gc/g9VqVcvrUxCTnAmSC/UFPnZpHSEuK/q7VnaB37v2e1x3cKOZ90FaMcxut6vMcjqdRjKZhMViwZEjR2C32zE2NqZWK+TGP5XebgZ6duTAcp1MbU+v16u9grQ2HHd6+YR4uncqLQwGg4hGo/B4POjq6lLn5U4DOR3kEHBjmT5LfZCWtE+n00rHkbNEc/yMRqPSzalUCpFIBJ2dnXj66adx6tSpVWXM14PZbEYqlVLthXSuw+FQRj85BfTMuWNEnyOdQ58hR4zkSmMyDzpQ21haWlL3xPs+OQ60FHIsFkM8HkcsFkM2m0VDQwM8Ho/a2b2jowPt7e3o7OxEU1MTWltbUS6XcfnyZbUAwalTp3DgwIEqW2CjbHmOBp1wcXFRRXcpuk6KnzsIwNU6ca1Bwxup1nAhAXJjmEcc6DWCUkTkYep0K+slVyoraWV+fu718SgOGaihUAhDQ0N1WcGGwx2i0dFReDwelEor6/KT3HhNMr9mHrUihcMNLy5H/hopW/pfu7keV6aZTEZ1Ar1er+aTUCeiDsRr0rlhrtfr1aaE9SwlAFYGFpfLhVAopGRDy9nt3r1brd7BDTiqP6R2wSOqfJAAoAwb3ha5nKi98cnxAGpG2klx0rlyuZwqGSSFToYQN2wMBgPa29txzz331E1uNChNTk6qTSn5xHRekkHy4FEXuqdav+n4XEba6Cb9TTInedC9kxxTqZSKsnGngvdVbujRPdBOuidPnqwqmaiH3EgWNKG/UqmoFe16e3vR3NysSvB4HTFFiSuVioqOcyeWrzxGgQVtm1tL53FngRt0NMgBUPqOBjhu4GvnvRgMBnR2dta1zXH5kXFBA3MqlcJHH30Et9uN9vZ2NDc3q2ggBawomkZ9iO6RIFnyzMJa/RaAirKTbuDzC7jTT/XW9Cwpm84NH+on9Nvn8+GJJ56oq9zK5bJa9Y9WfeElt9oIOzlX/BhcFtoxQfuM6DNaA4xnOGkeAx0nl8spJ4+vUqQ1FLnupOdCpXJdXV3o6+vblJx2796N6elpnDhxQul3yvZxvUaBJe5MklOmrWgg453bF1znaccOCs6RvuQTjEmOPNNBMqC+yds2Le9K45bT6cTw8DD0ej0uXryoFkIhB9lisWx6H42WlhYsLCwow5b0K9lMc3Nz6OzsXFWSo9VJvDKD7pU2IaYxj+43GAzCYrGoRT0oCEL3TYZ0Op1Wz5HKGkulEhwOBzo6OrB792709vaiVCphaGhIzYMj3UHkcjmMj49jeXkZd911V1XQmOvi62HXrl1YXFysCo7p9VdXwCRjn2e18vk8zpw5g4GBATVfhMZbPl5Sm6S/+WqexWIRCwsL0Ov18Hg88Hq9KJdXltSlMZAcsGg0qlYNzeVyOHHiBB5//HG0tbWhpaUFjY2NaGhoWBVwoL836/hr2XJGw263q0afy+VUg6X3eHSXN0bu/WoVJlFrJQCtN8WVITeuqbaU77MQDAZVbSn3MClFT4NUuVxWq2TwTXHqvVM3KUAyQGhjJqPRCJ/Pp6IwPHrFs0LcYKH75yUAWqeEOgKPPmmNPho0aedMt9utnm0wGITX6wUApcxJOWizBVx+hw4dqns2iCaD0+ZQ6XRandPv9yOfz6O3txcul0vdJ0UCtZMoqU3Skst8QOUDM1dE2kwQ/abP00+ptDKpFbi6tB9t3uR2u9XAx6PfXOk0NjYqmddLdnQv0WgUCwsLMBgMVRO7qA3S/VPb41E7cvq16XSgOjKodVJIZryt0X1TxCyfz2N5eVnNsaDj0MClNV549Ifa/8DAQN2XgaYBnYxaGvSSySTm5uYQj8fVIgPcmXc4HFWDBcmDsjQkMzoH12PaNsf7MDeYqDyBdBvtZUNtLpVKYWZmBg6Ho8qR5Guw63QrZTkdHR11zQYRdL38fFRvHQqFlJHR3t6uMpIUpSyXy2o1HrpPHkUkOXH9B9TWfVw/8TIZ7XFo7wSa7xcMBpFIJFQ9PYCqIILRaERLSwt6e3vrKjfSW7FYDMvLy2opW17XzcdO0kG8BJKOQ+MHN3443GHl1QH0Ht0vTXg1GAxIp9NYXl5Gc3Mz7Ha7KhskOdbKJpNBRmMHGTWbHWN3796N+fl5VYZ15coVRKNRLC0tIZfLKV3AjU8epCBdxsvmSD+RzOh+teVQ2nGDR565/AGowBxBZaCUead2SddKFRkGg0E5uk6nU10jZWW6urrwwAMPbEp2LpdLPQuueyhYS0Z/qVRSEXitYwtczYxwOVC1hsViQWNjY9V4QFkbymLwc8ViMUQiEbXCWSqVwsDAAJ5++mmcOHECt912W5U+5A7yWg4D2SA8EMhtp+tl9+7d8Pv98Pv9Sm7kMNpstqrxkNsUzc3NKBQKmJ2dVSXbXO/zEmOeteXTDiiIysueqBQ0m80ikUggEokgEAggHA7DZrPhG9/4Bl566aVr7oulfW8zTpiWLTkaBoMBTU1NWFpags/nQy6Xw9LSklqhiAYJGjCA2tEVaijaTAZvuPw17lhoG1ixWFQbaVGEhRQDdWgehadBj0f2yKgBoFJj/f39Wxa2FofDAbvdjmQyiZaWFvj9fkSjUZU+1el0VbuScyeLG8hEpVKp2uxIG/3jUSSto0HH504XRbzJoKL6b0qtptNp9R5FSOk8NAAFg0E8/vjjdZUbXX93dzcWFhbUeZ1OpzLkl5eX1bV7PJ6qWlsug3K5rKIqWmOZP2+ebdNm0LTOGj0bMvhKpRLsdnuVnPiqDzyrQUYDOcdDQ0N127jPaDSivb0d0WgUzc3NmJubw/LysprsStEx7jhwp4f3Q2pT/Lc24sVrTnlfJUg5plIpVd5AOoCWzCQoGk+OBpXA8Iga1SsbDAbs27evrruDAyvPub+/H0tLSyp9b7PZsGvXLlXzbzab0d7erhZB4PdNumgtmWmjStoaeboG+q0NEJBDSAMNnZMm/5GTTQMTRdi4fiyXyxgYGIDL5aqLzLROZkdHByYmJpSzZjCsLEscCASQyWTUoE1zMLiOokwEN5Zp4KVz8flC5Ijw93iQRftZauNUmpBKpdT5SC9StJL6MneaDAaDyqbWCzqu1+tFLBZDMBhUjg/NQePGM+kP+i61C3qPz4fSOmn0Oj83b1+0CEsmk1Hr8BP0fy2dxjO2ZKCSwUmGEu21stmyM7vdjjvvvFPNvQNWMnnHjx9XNfNktBWLRbUqG5WSUHkPL+OxWq1qkj+Xo1ZePNPGZU2y5RlD6tfc3jEajVVVFtzp5cFZys60tbWpLEgymYTD4cBTTz216WAe1eKTXiOjv1JZ2Qeivb1dRchdLlfVEudkGJPDxcdZKqdqaGhQuonmBfBSKWoD2WwWyWRS7fETCoXUErKPPfYYvv71r2NkZGTdRTTWs9FqlZZtxaYzmUw4dOiQeg7FYhEul0uN+TrdSlkgVYYQbrdbOYhkd5KTCaCqD2ntW9JpNAZS36I2TIvJkPyy2Sx6e3vxta99DY888oiaL7WeHLQ6oR52b10yGpQC83q9ykulzZkaGxuryh+0D5saKp97wT9Lhg6AVcadNkVMitNkMimPj6JmwIohSo2ar85CD5bfFw0kCwsL6OnpwdDQ0FZEVROPxwOPx4NIJAKHw4G2tjbMzMyo+nm6T4pycEeDR5f5tfP67FpzOej+uMNGCo8buiQ/ko9ev1KjSY4XL/PhEX86ZqlUUoprYGCg7k6aTqeD2+1WBjOVWpAxRZsQASuRAJ/PV9OT5+U8/D5qOb08GkdonWRtNIiyY1y5UjkNbShJBh8vL6BB55577qkyJOohM1pZpampCcFgEIFAQGXReCSeZ2h4docPotqIPJeZ1jHjkTBeHkZ155Sx0Ov1atlLkiXJiZc38vORMbi8vIzGxkbs2bOnLjLTys/lcsHhcKiBwmQyKUdtaWkJgUBARX6bmpqq2pw2qAJcNe61BgbJhgdl+DHofR49pDZHRlK5XFYRtnK5rAwnalt8EiYNYqVSCUeOHKlrf+X6vKenB0tLS4jH40p3WK1WtLa2IpFIIBgMqmspFArweDyrsmDaSCY34khetZxiHqAi2dNneTujNsZ3Rs7n82rOGRnN9MN18J133lllgG8VvX5lSfhwOAy3243l5WVEo1EVBeXLJWsjytTfqO9y/Uy/uZzof5715jKksZUMYz7e2u12FcGnvsFLanmUlp+LJrOazWYMDw9vSXYul0stSX/fffdVBTi1cD1WKBRw6dIlLC0tYXR0VLVLnnkgQ1krQ2ordC7+Ha3zQZ/jZW/0OtkbXJ+R/KjCIJVKweVyqdKjVCqF1tZWPPfcc3jxxRc3XdpNe1y9++67VRvQUVCCgkDUxskxpM9RUIxKveietU4n6Xfe17iTkUgkVJlUPB5HIpFAW1sbPvGJT+Bzn/tcXTZyrDcNDQ3Yu3cvwuEwJiYmkE6nq8pjdTqdKtMk541KNSmwRjqY3ufOG0F/83krfAf1TCajlnimaxgYGMBjjz2GEydOqI1/azkZWuptqwF1mKPh9XpVtMXpdEKn0yESiajoIy2jRQ2TR4+Aq2Ua2iwFj6TyAYSnc7kBBKBq0CUngg/yNLjSg6Lv0PtA9SpXy8vLiMVieOGFF9DS0rLK06sH5KiRku7s7EQikVCGE0W++SRiGkTIEdN6+PwatVErXoPKMxBcbtwo5gM5H1x52QLBjxGLxbC4uIijR49i3759dZcdRYI6OjoQCoVUrSOV6FmtVsTjcRgMKyv/JJNJNTjzNsQNaG4415rYpp3wyAdr3ka5M0sKgeRMRh7PeNDrdFyKuD3xxBN1nWdAMnM6nUin02hublYGXaFQUJEXvuobXTdFIHlEnjuw/O9afZXOz38D1cYewaM2vMZVq3z5OXO5HPx+PzKZDO644w5YrVZlHNZTfiaTCT09PcpJ5PdhNBrVnhYUnaONzLROPV0//dY6/gCqdJ82wABcXa2O6za+egjpP+6g8WyQ1mGLRqM4fvx43csc+d9erxeNjY1Ip9Oq7VG/pV18aX5OPp9XWQVu2NC1a/sjnYN0Yy39xmWrLWej58bLGMkgpGdNMiR50nczmQwGBwcxMjJSN9kBV+dp+f1++Hw+5TySMcFLQqm9kJy0kXM+TmqDJXQubTCBtzcyjkh30bOg9ktOGsmdAi1aSN9R5DWdTmP37t3Yv3//pscJbTtbL+pNn+Fj4vDwMPr7++F2u7G4uIhwOLxq3ibJVdu+SK9qyx7ph54DQW2Kxg3uUND4wFfqS6VSCAQCKpuUTCaRy+XQ29uLz372s3juueeU7bUZqM8cPHgQ3d3dePPNN9W10L3SfVNfoB8AqxxJ3ie5E8WzGJlMRjntNKmb5tel02lYrVY8+uijeP7553HkyJG6lg/XE4PBgO7ubnR1daGrqwvz8/P46KOP1AR1AFVjGY1V5LhqgyTUJniFDc+eUtkiyY6XvppMJvh8Ptx777247777sHfv3lXzdm6EE7ERtuxoWCwWtLa2IhAIqMk+VO/Hawh5JIom2JHS4opQm56sJRj+QACsMo6pMfMoITeM+d9a46hcXplUMz8/j8uXL6O9vR2PPPJIVTalnnR2diKdTmNmZgY6nQ6NjY1wOp3qemg5O6rlpAGYBmaebuWGXS350b0DV2uZuULg0SeKzNCgwJ0Q6jgcLvtoNIrR0VHo9Xp87nOfg8fjqbuTQcfr6OiA3++vSn1TqpzkSB2VlCSl0em+eI0/UL3Bjtb44/LlBhxBURuKUnCDhCJgfCIpKRw6ViqVgt/vR3t7Ox5++GFl4NdDfjrdSklKT0+P2r20ra1N9VsqO6SIDEUnK5WKimByw4EbK/Q/71c8G1IuX10rnIwRroB5tohnykh+2hIZHvmj/jM1NQW3242TJ0+qVU3qCbWHnp4eBAIBNWDSYGwymdRutKTn6JmTXqR7pqiWVp7a58zbH52fjqENDlC2gto7vU6f4xFT+j4ZNeFwGB6PBy+++GKVAV9P2dHv3t5eZcjRtVBZFC03TfdMupwCKrx0U+vg84UteMSY4PqPjsmNQcrG8ygsHUvrYND5s9ks4vE4fD4fvvCFL9R9XhCwEszz+XwoFApoaWlBPB5XJRBU2sP7q053dWM/GldrZTNqGePasZWPn3xs5f2bt0NeSqYNCtB1UvCF17ffcccd6OnpueGG0Frt2mw2w2w24/jx48hmsxgfH8fk5KTKHNDz55kLrfNAuoDkQs6wNiBD8uJlUaQPuQxJv/j9fiwtLSGRSKiA2enTp/HCCy/g1KlTKpiy2T5LbYQyFwcPHkQkEsHExITasJLGOF79wcd80klcN/Ela6m0hwff+D2SDujs7MTJkydx11134ejRo2qu1k6Grq+xsRGNjY3Yu3cvJiYmsLy8jHQ6jampKdVeMpmMchRoqWyeaSA9TbqaZ31I7pTx9/l86OrqQmNjIzweD5qbm7F79260trZWZc5539OO2TeLLTsaANDa2oqZmRklHJqADVyt0+OTXMmAAKonfFOUgA+4fCABVmcteGSKjlXLsaBzaZ0K4KqBRCmoaDSKqakpFItFvPDCC+ju7lafqeeDqlRWlkLr7+9HJBJRy7NSFJ5fP48kc0NGa7DyyUO1oGPyKAuPoND/PGLF5c0jFzSY0OsUbZmfn0c0GsUXv/hFDA8Pr2rw9ZIdXcPAwADi8TjC4bByYuk9Oief7ErPmp4nOaXkFJMjQpFoXoJA8uHOlrZNUtSBOxV0LZTpo3ugY9Dk3YWFBZjNZnzjG99QGYd6t7ldu3Zhenq6SiZaw5Pkx2tJ+T3XuiatcbFWQIC3bXqd6wHeZ7lc6RzA1dICmog6NTWFZDKJT3ziE+jv779hgQEAqsyDNsija6eIMG9zvMSKrzzGSzf5hFA6Bo9K03e0The1K7oGXmOu1YU8osYjqel0Gn6/H4VCAd/73vewa9euquj3jaCpqQnDw8M4d+6cuh9atYj0F/U7WrWO2haP9PHIarFYVBt30dw8ruu4HiUZcYOQL6vJP0u6i79H38lkMggGgygUCvjOd76D3t7euus5YKU8o7GxEbFYDDqdDh6Pp+re6LmSLgOqdTP9r60GqOWI0b1rs2Z0HB6F5Rk9gutIflze1vP5PJaWljA1NYXl5WUMDg7i8ccfv2YWoh6s92xIH1mtVuzbtw/d3d1qA9ZwOIxYLKYCNDwIQu2DBzbpNzl+3J4hO0ebkaTjUaSaSgnJyQCAgwcP4t5778XTTz+Ntra2qmx8PdqdwWDAwMAAAKC3txdjY2NYWFhANBpFOp2umsANXLUdKFBF108OBI/Ga+cKWSwWNDU1wePxqIzW0NAQ2tvbb4jDfrMwm80YGhrC0NCQqk6gsXZqagp+vx9/8Ad/gFAohBdeeAEDAwNqjhq1CZqnSb9NJhMcDgf27t2rAjIWiwVer3dVuSEPDvD2uF1OBrAJR4N3IvptNBrR09ODYrGoyqZ4tJ2XQZHy0+v1yqul//mqQLzER2uocHj0iXvQ2miONkrPjWzyuJPJJCKRCKanpxGPx/HZz34WTz31VNV8iXqgVfQul0tlNqisgS+Rx8+rVUzUiWmAJSOZTyziBjH/ze+fDBUavPh5yeAk+fH6XZ4KjUQiWFhYwPz8PO6//3784i/+ouoE9VCCaw2OHo8HBw8exPvvvw8AKnLC5xtQu6NsA3ViHpmMRqNIJpPwer1qZQ8yfGjQIHhpGUUreM07nU/bXnnEj7fdcDiMubk5eL1efPGLX0R3d3fdBg8ORTs7OjrUMq1ah5avrFIur6wuRSWQ1JcpC8TnX3CjGKjOXPD/afAhOfK6Zjond6zpuun89LxoXXQqdThw4AAef/xxHD58+IYoVX49Xq8Xx44dw7vvvotYLKaiVFpdQX2PggD8WIXCyoZ78XhcDRp8Dx3uXNQymOlZ8UghnYvQlmLQNdG55+fnYbVa8bWvfQ39/f1V115PufExQ6fToaurCwBw7tw5JJNJdR/F4tWN6fjkXXqdl5hRFDkWiyEUCsFgWFmal0+25Bkykgd3duk36VHq07z9lUol5cTRcyMHt1Qq4bvf/a7aaG4r/VUrJ87u3buxuLiIQmFldTa++AbvLyRfHgEFqlfG48ETfm76TfqA92OSC4+88+fAZcWdGd73eS354uIilpaWYDab8fzzz+PgwYN1kZ3271rvrwddO7Di4DU0NKgJ6vQ6BQwmJydRLBbVuM31Pv889adUKoXp6WnMzs6qDALJtKmpSa1WRrYIlRdlMhm4XC6MjIzg+PHjqkyKB9u2Qq1si06nQ0tLi7r3YDCIxcVFnDt3Dr//+7+PTCaDvXv3qo14eWaa233kVJjNZnR2diIUCqG1tRXt7e1qOWOSz1rBoRvhvNeTWtdHsjSZTFXlS7Sa3yc/+UnVV/mzXA+tPVDrO/xY2+lYaLluR0ObfgVWbogMF5rUQ0Ihg4QUOl+SjxR9NBpFuVxWS7rS++T582in1nChdDFPsZMxxCOs3KGh66Hj8ejB7Ows/H4/7r77bjz77LN1m4irlWGtgQQARkdHkc1m1Wd4ZJNKLvgxaIMys9mMxsbGqjpmvV6voue8rIWXVpAsSIb0Pp2DR/AIbvRQJD4Wi2F6ehrLy8s4ceIEvvKVr1StmFUvufHfHJ/Ph6NHj+KDDz5Qmz7yawWqMw+1DL/5+Xm8/fbb8Pl8OH36tJqsxcusuAzJeeXRHe1gQ8fmjgcZK6VSSRma8/Pz6O/vx7e+9S309vbWveyHy1Cv16t5BlNTU0oW3Jig/sflxkuFqJSKz4HgBh3dN5c3HZuvesSNFlLYZNhpSz7I8aY2F41GMTMzg/n5eezatQtf+cpX0NjYeMMUrLbd+Xw+3HbbbXjnnXeUnLjxR9kJMtTIUObzwGKxGN5++21ks1kcO3YMQ0ND6j0q0dBGSKmcUlsjzeWudWR5NoT66+zsLJqbm/Hrv/7r6rw3Um7aMaOrqwuVSgUffvihKlkCUKWHKPDEdbY2Yzk/P4+//du/RW9vL2w2m9oNmzvA/Nh8/oU200FtkfdzLsN0Oo1IJIJgMIiWlhZ8+9vfxp49e+oiu/X0m8ViweDgoBof+CICNK7x4AfXMRS0IgOETxrXZmm54cPlQjqOR+G5808Ra14Gwsde0h2JRAJzc3NYWlpCqVTCyZMncfr06brJbi35bdTJWO+z9DqthrfeppZc3kQ+v7JRKq0Ix9uxw+GA1+tdlT3nxmgtY7Ze8HuvJcvm5mY0Nzejt7cX/f39KJVKaG5uRnt7e5VjQfeuPYbZbIbb7VZL3V6PXbWTnQzg2u2l1mvrzau9Eefdbracq+Q3NTg4CACYmppSEVD+OTIySCHR4DE9PY3JyUns27cPw8PDqnSIRzC5YqPIOx9ouQLkxiVXerwTk2NC6zyHQiHMzc0hFArh0UcfxZe+9CV0dnbetIdmMpnQ1dWFUCiEQCBQNThyo1VrgOXzeYyOjiIYDOLuu+9Gb28visUirFZrlQz4oEFRdT7YaCdz8WhULYVJpVK0v8bCwgICgQDuuusufOMb31BGxM1Cr1/Zc+LYsWN4//33sby8XGU40L1TnTcZcNwopfK1Y8eOqX0JKJLKBw7umPESFaB2NJ6XN/Cay+XlZQSDQeTzeTz22GP4zGc+U5ddha8FKX4q/wmFQlX3SdfMU67Uf4PBIILBoNp5m97Tri+vjbzTvCJutJG86Jrou9RX+RwP+h6V50UiEczPz2Nubg4tLS34p//0n+LOO++8qVEcnW5lThWt2MJ1C19sgrJIfL4afT+dTmNychKDg4Pw+XxVJRjkpPDj8jkCtSLvdFzeRnk5Bq2tnkwmceLECXzta1+7IXtmbAS9Xo/e3l6YTCZMTk6q8luuc8mRJ4eDvkdtTK9fWW2uo6OjSobaAAOAVW2vln7k4wc5tRTQoaiuTqfD008/jYceeqjue2ashU6nQ2dnJ3K5HEZHR9W902+epaV7q1QqahPdpqamVQYgbzskA51Op5wwcl74eMH1mlZuPJBDYzVlMrLZLCKRCPx+P6amphCPx3H8+HE8//zz8Hq9O9I42gq1HAParbytrW3d7/K5qjsNl8uFkydPbvr7tDeS8PGibkWRNDAODAzA5/Ph7bffBlAd5aP/gavGiMFgQCgUwvT0NA4fPqzKSqhOWavAeAkPHY8beVwBc0OaR25I+dFa6ZFIBJOTk0gmk3j22WfxhS98YVuWUrPb7Thw4AAuXLiApaWlKkcLqN53hCt92jPCZrOpOQq0SySP5NEgq5UZj97ReciIoc/wMqFCYWW/glQqhXg8jsnJSWQyGTz77LP4/Oc/f01FeiNxu904fPiwymyk0+kqI5ZPAqWIKZWaHTp0CLt374bT6YTT6VxVdsKdL20UB6i9chKV+fB2FwqFsLCwgEwmg56eHjz99NN4/PHH67os5rUg43f37t2qjIY7BsDVjCE3RoLBIN58803ceeedaG5uVllLel/rZPASDj5BvpYTyr/H6+dLpauTCam/zs/PY2FhAZ2dnfi1X/s13HXXXVVZkZuFTrdSM3/s2DG88847iMViql2RocXbAi8BMplM6O7uxic/+UnYbDa4XK4qZ4zLk5edkTHI4c+tUrm6cRS13XA4jPn5ecRiMXR2duKXf/mXcdddd6ldYbfT0Ovo6EBjYyMsFouagMqfJa/tB66W/9CclqGhITWPjpYC1y49y/WoNpDCs5C8XxcKK/tGJBIJLC0tIRaL4ejRo/j85z+PgwcPrlop7EbLUKdbKTmLRCIqI0B6mgfRyMgtl8sIBAKYmJhQqyrxcUP7N7VPHgSoJTu6Fv5dngnR9lvKoC0uLmJ2dhapVAoHDx7Et7/9bRVYFATh5xddpY5hZx5ZoyxFIpGoMiy40UyKiUpuhoaG1P4N2ugJV4KkRGtNIK2lOHlUmwyWWCyGWCyGRCKBmZkZeDwefPnLX8Zzzz1XVQ6yHYNwIpFQzgbdAy89Aa5O7iuXy5ifn0elUkFLS4vauZNHq7TRUD4g8B+6X/oOn2DPM0C0rT1tyNfe3o7Pfvaz+MQnPlG1U/TNlhtF4UiGs7OzmJiYUKV53Kmi+ySHlgw/nvni9ds02PL2px1caxk1tHkPrRgyPT2NQCCAI0eO4JlnnsHhw4drOrU3S36VSgWLi4u4cuUKYrHYqpIScvrp/7Nnz+Ly5cu4/fbb0dHRoVa/4RE4LjetvLnzzO+Rn1ObDaGgAGUeZ2ZmEAgEcOjQIXznO9/BsWPHrlk6caOhkqTx8XGMjY2pzIS2zfGsmsFggM1mU32MjGru4PJ2yOvqSXZa45jOUSqVkEqlkEqlMDs7i/n5eQwMDODxxx/H6dOnq1b42W5HgygUVvYtmpiYwOzsrCoRA2ovjUxlaFSiSWW0fD4KBUbIaeaRZnoufAJ9pVJZFYEvFovYv38/XnrpJRw9erRqd+ObHXmuVCpYXl7GxYsX1SZhPMDBKRQKeOutt/DOO+/g6aefVs+c9J024KSd16F1NLiTQe/TuMqvgZdK0dw3v9+P6elpZDIZnDx5El/+8pdx/Pjxqg3eBEH4+aTujgY3OsLhMM6cOYNEIlGltCiTQUqf0vy00g+P/vGBGsAqp4XXkwLVM+65kUgDbzgcxuLiolqvGQDuuOMOfO1rX0NfX98NmZNxvVQqK+Vhs7OzGBsbUxFxkhWXMdXq0p4BvJyCGy38hxvIQLWRR/CoHpUvxGIxVV+r061s1nj69Gl8+tOfRmdn5yrZbbcBUy6XkU6nMTY2hunpaSSTSVWawdsVyVK7VwnJhNoQLcNnNptVJkTrXPDSKNqIKBAIIBqNIpfLYf/+/Th9+jROnz6tMgK1ooQ3Q25kvFYqFaTTaYyOjmJubq6q39E1kYzS6TQSiQQcDgdcLtcq54D/5lF5vrhArfbGy8voPXIwQqEQEokEstms2oH7qaeewosvvoiRkZGaZQo3C20bL5dXNiGLRCJ455131PKQ1C951rBSubpbNT0LbYkdtSUyDvnKQSRfHvGneQThcFiVAtJ6+ydOnEBzc3PVSjX8Hrazv/JrKBQKCAQCGBsbw/z8vFrthuBZ73K5rBYe4ccix4HaULlcrtpnh5cFUd+m4BPNg9HpdHjggQewb98+nDp1Ch6PZ9V130x58QxPNpvFlStXMD09vapqgAekpqamMDs7iwMHDqzai4A7qnwivDZwwnUidzK0mQ6+OAltHJbL5TAzM4Pp6WkAwCOPPIJvfOMb6OvruyHLKAuCsPOou6OhVRrxeBxTU1OYmJioWukDuFrHqF0Bg/7mKxlwA5srQ+BqrS1PhZPiI4MvlUphfn5e7bzd0tKCI0eO4KmnnsKJEydq1g7uhIGXInx+vx/A6omfPCJEip/XdpPxwaP9WkeDGyv0f6lUUsu0JpNJLC8vY3Z2FsFgEP39/bj33nvx2GOPYXh4eM1lCXfCIEL3SEsWX7lyBZFIpMpBIBny8gk+p4gcCCpH4atk8OwbrUYTCoWwuLiITCYDm82G9vZ2nDx5EocOHcLx48fVZMKdRj6fx4cffojFxcVVq6jwTZuoL5KTy9sP/Q1Ub0ylbW/aDCePqBYKhaoJy5FIBDqdDslkEocOHcKLL76IBx98sGr9eADbbixrod1i5+bm4Pf7V2U4+JwYep0vt8zXmOdtjju45fLVlZcWFhbUMphtbW04fPgwTpw4gdOnT8Nms60pm53gaNSiUqkgHA4rY3liYqKqhJFv9sidOD5hnpdJkvPBV0AsFlc28yT92tnZiSNHjuDgwYM4fPiwmj+wk+QCrMgmkUjg4sWLavUruk+6Vip1zWazsFgsqr9wJ4H3Pz5HRdtXeQCAj7PcieaBAVqJLRqNYmlpCV6vF5/+9KfxC7/wC/D5fNsgMUEQtou6OhprQaVUly5dQiqVUsvDcfh8Al46QYMtZTz4pkykWIGrBjiP0NDEUVJ8sVgMZrMZhw8fxgMPPID77ruvakfNnTaYEDQBkJbdBa4uI6gt3yEjhgbWTCajNnWiTf6Aqxvx8cGFr8fPHYxIJAK9Xg+73Y4HH3wQx44dw/Hjx1XJwk6VG1BtRFGGIx6P4/3331fLRfLSKJ5Jy+fzSCaTNUsGeBkacLW0LBqNolQqoaOjA0ePHsXJkyfR1tamDJaNlglsh9FHbSAajeLs2bNqh3ptppI+yw0Pns3hZSoA1OIO3JnTGjYkP5o3RXtjxGIxuN1uDAwM4JFHHsGDDz6IlpaWVVH5nQjdWyaTwczMDC5duoTZ2Vmln3i/5RNu4/G42vBUO9+MBxmor2YyGaRSKTQ1NWFkZAR33HEHhoaG0NjYuOa+OjtddpxKpYJUKoWLFy+qrCplKXh5ldFoRCqVwujoKBKJhFqPnwJO1MdpfpLZbIbdbkdvby96enqwd+9eeDweuN3uKr22nqy2S450z8lkEhcuXEAgEFBBOXJY+UqDvHoAuBqUIj1Gx+Sf167YxfUotWE6Bu0/tbS0hMXFRRgMBiQSCTXefv7zn8eBAwfUZoyCIHx8uKGOhlYJp1IpXLp0CePj48qAo8mkPEVLA0Pl/5UQ0UYmFAGkunqaBEfKkJa9TCQSatlQcmpaWlowMjKCRx99FAcOHIDRaITdbq+6vp0++EYiEXzwwQdYXl5WkUvtHgZcZjRpVDvZkUoIuJFHS/z6/X5Eo1FVquDxeLB//34cO3YMBw4cUCuL0XPYqTKrdV38NTLsgsEgAoEAEolEleNqNBoxMzOD73//+8hkMnjsscfQ1NSkSlNIvi6XS+1d4vP5sGfPHgwODqq5MsDGIu07QY48ihkKhTA+Po6ZmZmqzA9do7aEkSKaFBigNkZLk/L2SZFQbvxR+1teXkYoFFKOx969e/Hkk0/i9ttvR1dX15r9dSfITwtdE8+CBQIBBINBRCKRqlWoKDI8Pj6Ov/7rv8bMzAwefvhhtLa2Ih6Pq8UdgJUSP6vVCrvdjq6uLrS0tKCrqwtNTU0olUpoaGi4pfTatdA6+vR/Op3G0tISgJWFNFpaWhAMBvGHf/iHKBQKeP7556HX6xEKhVT5mU6ng9VqRUNDA7xeL7xeb81M+U4OCGjPWyqVMD8/j/HxcYRCIfWa9p7ISaBxga+cp81288wFtU/uZJCjQfs80D5Afr8fer0eDQ0NGBkZwSc+8QkcPHgQnZ2dO3q8EAThxnFTMhrA1cGBVvL46KOPMDc3h2w2u2ozKXIY+Ko33EjhERpSgrR04/z8vNrgxu12Y//+/Th8+DB27dqFvXv3wm63q+u5FSehkbwuX76Mubm5qs3C+MR3crK48UjRJ60Rks/nkUgkEIvFUKmsbIDX3d2NQ4cO4Y477kBDQwNcLheAnVeecr1cT3PPZrNYWFhQjqrFYqmavwCganM1vuoNsHrOhdZg2unk83nMz8/j/PnzKlOjrdGuVFYmz5LBQgaMdm4HL8cgJyIWiyEYDKpJo8lkEk6nE16vF/39/WoX3JaWlion51ZAW47Ef2s/w//PZrNYXl5GNptFU1OTanO87VCghXYTr9XOtLLizs6t1g6B2tfMZamVLWctZ5TaZC2nbL0MhvY6dgrZbBYffvghpqamlBPL93LRjqM0blC1APUxykDyCgH+w+dhRCIRhEIhdRydTof9+/fj/vvvx+n/Nw9N5mIIwsebm+5o0IAQj8dRLK7sJJ5IJBAOhxEMBlEoFNSk4oWFBbz11ltIp9PYtWsX7Ha72hiIT2omZWixWOByudDe3o6RkRHs3bsXzc3NNQfhW1nx8UdGxnA4HFZL21osFmQyGfzX//pf8eGHH6KpqQlPPfVU1cpRwErUvrGxEU1NTSiXy2oX1MHBQZXi5pkLzq0iu7We91oZD+DaToE2ks4/t5aBWeuzOxn+vAOBAJaXl+H3++H3+1WGkQwRyvBoN+uiHdO1E8GLxSJisRj8fj8ikQhsNhtaWlrQ19eH3bt344477sCePXuqyiRvRa6VVdMayhs9xrU+cyu1s41wLYdiK/e5niN4K8qvUCjg4sWLmJycRDQaVY4pz0bQ5oiVSmVVkI/g/VW7mEokElET9MvlMmw2G7xeL/r6+nDy5EkcPHgQPT09VWM08PPXLgVB2Bg33NFYaxBUF8DStBSFIYWfTqfVKjhNTU0qekyf4Z+lKB99xmw2V9WJ17oufpxbibWMV569qFRWlkFMp9MwGo1oamoCUL07NtUq0/4NWlncSmUqG2Uth+Naxst697zRsqhbwflYyzjmmcNisYi5uTm1rLLT6UShUMDPfvYzvPzyyzCbzdi3bx98Pl/V7rd0LIquOhwO9PT04M4771TlQNoo/U6VUy3q3Ufq2c9u1T57LcN/PWduM/e8kYDETocyDgsLCxgfH1dLa9McPFq+l48FlK3kO9ETVC4aDAbV/k4ejwcejwe9vb04cuQI7rzzTthsNtWHgVujzwqCcOO5aRkNQRB+fimXy7hw4QJeeeUV6PV63HXXXdi/fz+A2sbirZ6tEIRbgUqlojYcTKVSVat2ZbNZfP/738fMzAwaGxvR09MDoHoTXH4co9GI3bt3o6+vD42Njdi9e7dyLtYrNxME4eONOBqCIGyZ9TJFYoAIws6CMhmBQEBNlLdarWt+nhYdsVgsKgMufVwQhI0gjoYgCFtiI6VjgJRQCMJOgeZPaFlv3hr9fz1lpYIgCOJoCIJwQ7jWSkiCIGw/fEUyLRvtt9K/BUFYC3E0BEHYEj8vCwUIwseJjazeJf1ZEIStIo6GIAiCIAiCIAh1R5Z9EQRBEARBEASh7oijIQiCIAiCIAhC3RFHQxAEQRAEQRCEuiOOhiAIgiAIgiAIdUccDUEQBEEQBEEQ6o44GoIgCIIgCIIg1B1xNARBEARBEARBqDviaAiCIAiCIAiCUHfE0RAEQRAEQRAEoe6IoyEIgiAIgiAIQt0RR0MQBEEQBEEQhLojjoYgCIIgCIIgCHVHHA1BEARBEARBEOqOOBqCIAiCIAiCINQdcTQEQRAEQRAEQag74mgIgiAIgiAIglB3xNEQBEEQBEEQBKHuiKMhCIIgCIIgCELdEUdDEARBEARBEIS6I46GIAiCIAiCIAh1RxwNQRAEQRAEQRDqjjgagiAIgiAIgiDUHXE0BEEQBEEQBEGoO+JoCIIgCIIgCIJQd8TREARBEARBEASh7oijIQiCIAiCIAhC3RFHQxAEQRAEQRCEuiOOhiAIgiAIgiAIdUccDUEQBEEQBEEQ6o44GoIgCIIgCIIg1B1xNARBEARBEARBqDviaAiCIAiCIAiCUHfE0RAEQRAEQRAEoe6IoyEIgiAIgiAIQt0RR0MQBEEQBEEQhLojjoYgCIIgCIIgCHVHHA1BEARBEARBEOqOOBqCIAiCIAiCINQdcTQEQRAEQRAEQag74mgIgiAIgiAIglB3xNEQBEEQBEEQBKHubNnRqFQqqFQqKJfLqFQq9bimDZ3vZpzrZnAz74PLjsvwVpDnta5R+x6/txt5TTfjO1tlLdnw/zcr3/U+fzOewbWuYavfvd77rhflcvmmnOdG3M9G2sZar6+lozZ7vJ8XdkJ/uh5u9pjC+ws/L9kmO5FbYdwltDJd69rrMY5sxsbT2jJrHXetc95qbOVeatl+a8lN+9w3i66ywW9XKhXodDr1eyMn55+rB+VyWR2z1rG117bTqdf1bvY49OxqPdedxmau71rf2en3XC/Wu0/eBrSfrYd8tMfj57qVqKWAa/Wb9eS80fumz5bLZej1t2bS+XrbzmZ0Ua2xaK12zLkV2189uBn6br1ncCPPfTN1fT314s/TGFTrXjb6XGrZkbVe34jdV+uYPy8yBjY2jq4ld227W29cq3WOzfZn40Y/uNZFAUA8Hkc8HkcsFkMikcDS0hKsViuGhobgcDhgNBqh1+tXeU48C8IdCHqf34jRaITb7a458HIH5HrYbkN0I4pmrQFzI8bNetwqRh/d/7Wus9b9XK8iv14D51YaLK6lONb73vUOHvSZtYzwzcrtRjzLjX6/UqkgFoshm81ibGwMyWQS+XweuVwOBoMBVqsVLpcL/f39sFqt6jva6JFer0coFEIikUBLSwt0Oh0MBgOMRmOVjjWZTHC5XDCbzZu+h+u9x3pS61mv9fpG+vda5+DO2EacDO37W+FW6fdrGXLaz1zve7XY6jPdKpvVcxs5rjbIuZXnv17A9FbgWgGktdpALd1/rTa6Xl9ej7XOc6uzkXtYLxmgfQbFYhHRaBSpVArj4+NIpVLI5/Mol8vw+XxwOBzwer1obm6G0+mEyWRadaxrXs/1ZDT4DRQKBczOziKZTGJhYQGJRAKlUgmVSgWlUgmlUkk1NJvNphyNcrmsfkqlUtXxuQC4M1Iul2E0GtHa2gqr1Yqenh44HA40NzdvKeK3ESOqXg211nFJpuvdA//c9ThFWqdkrWu/1QxloNrprXXP/HmtZ+zy71H71J7zWhGUnSq3WgNBqVRCJBKB3+9X/bKvrw/FYhHT09OIx+PIZDKw2+3weDzo6OioMoDpeMViEZVKBfF4HH6/X52Ty8JgMMBms6G9vR06nQ5Go1F9pl59aD2oXGKz+oGfKxqNYm5uDlNTU0pv5fN5FAqFVZ8leXH9pg2E8OdB18n1ZrlchtlsRnd3N0ZGRtDV1bWmTtoq6+m7rcKdgPV0GH+PdL7WebjW9XNnbj0DR/t3revYyHlvFbSyvZH3tdPHkXr3G+J6+k+t57HT5UasZWNo74WzUZtFa/vx1+hH+/pa18Wv6VrXcKtyLduE/06lUpibm0MkEkGpVILH48HIyAiKxSKmpqYwOzuL2dlZNWaVy2Xk8/mq8choNMJqtWJgYAD79+9HW1sbgI3L9rodjUKhgLm5OUxOTiKTyaiGkc1mq5yCUqlUlcUguHMBVBsC5KhwZ4RuulgsVg3MLS0tOHHiBNrb2+F2u6/rpq91nzqdDvl8HtFoFJlMBoVCAfl8Hna7Hb29vZs+ZrlcRiqVQjqdRiqVwuzsLJxOJ9rb26HX66sim2QUjo6OIhqNwmAwoKOjA729vTAajUquU1NTSvb5fL7KANLr9UomfMDX6/Vobm5GT08PKpUKHA4HGhsbtyy7GwXJL5PJIB6Pqw5QqVRgNBphNBphMplgsViq5Dw6OorFxUVUKhU4nU50dnaiublZfWZ+fh65XA6lUgmFQkH9pkybTqdTMtQaP1arFYODg7DZbGhpabmh972V7+ZyOUQiESwtLWFychLlchnFYhEAqoIAiURCtSO6Z4qmU38mCoUCjEaj6pO1oNf1er2SrcfjwcGDB9HZ2YmGhoYbOgDkcjmUy2XYbLYtHWN+fh6XL19GPp+HTqdDoVBQbYS3DQCq39Jr2jZDug1AlZ7jARqSaaFQQLFYhNFoRGdnJ06dOoWWlhaYzea6GSflchnZbBaBQADZbBaFQgGVSgX5fB5erxe7d+/e9LFJP4VCIdUWaBwwGo1wOByw2+3q8/l8HolEAjMzM5iYmIDZbMbIyAisVusqOWuNvEQigdnZWXVOl8uF7u7uKsOEf76hoQEul2vT97bePddzDOL/E9d7fO3wnkwmkU6nVbCAdCeNPwBUu+TBPopw8vFaG2yx2Wyw2+2wWCw7wnima6c+SWPr9XwfWNF32WwWqVRKyaWhoUGNN0S5XFb2An2O60HgaqCFjm0wGOByuWAymVQwZqdAzz+TySCVSqk2ox0bDQaD+p/aEm8blOGl//mxY7GY0nXpdBrhcBgTExNqXO7o6EBHR4c6ZiwWQzAYBLAS8Mrn8+p4BoMBPT09aG9vr7oPg8Gg5Evt3G63b3v7vF4qlQpyuRxSqZR6jdvJ3Lkol8tYXl7G3Nwc4vG4GoOLxaJqc4VCAaFQCDqdDiaTSfV/cjKo3+dyORSLRSQSCYTDYQwNDeH555/H4OBg/R0NYMV4OHfuHObn55FMJmE0GmEwGNTDJmEAWDUAU6er5cVSJ+QDL3VQasTUGLkxrdfr0dbWhttvvx39/f0wmUybUiT0ACcnJ3H27FmMjo5ibm4OmUwGjY2N0Ov1SKfTOHHiBH75l395w8fXym5xcREXL15EMBisGWmnzmCxWJDNZpFMJtUD1xoXa0XrefSUOxf0w40akqnL5cLQ0BCGhoaUIX498OPTTzKZRCaTweXLl3Hp0iX09fXhwQcf3JTsisUiLl26hKWlJSwtLa0yIAwGgzJc6NqDwSAymYy6X1JU9B1txJtHU3hElHdcklu5XFYd12w2Y3BwED09Pejv799UBJ0fn5SvXq/HRx99hNnZWbS3t+P06dPXfdxcLof3338f8/PzVUYa/ZDDSgMjBQm0Bp22zdG1kmLSPg/6Ph2X+jMZK83NzThw4AAOHjwIi8Wy4fuhts2fSalUwszMDMbHxzExMYF0Oq2M1qNHj+L555+/brkBK/317NmzuHTpEnQ6HSwWC4rFYpVC532N/uYTT7WTUEmXcZmTTEnRU9tKpVIoFArI5XIoFAqwWCwYGBjA8ePH0dnZuWk9l8/n4ff7MTo6ijfeeAPT09OIRqNoaWmB1WpVDtWnPvUp3HfffZuSXbFYxOXLlxGPxzEzM6PulbBYLPB6vXC73cp4zeVy8Pv9yqABrhplBoOhSnfRe/Q6tQVtH+fv0SBL7a+rqwt79uxR+m6jxrz22HRdOp0OCwsLmJ6ehsvlwpEjR65bblr9HovFMD4+jkwmU2Xk6/V61VfJ8fR6vcqQIkqlEpLJpBo3c7kcwuEwIpEIstkscrkczGYz7Ha7an90T+Tw0v2RsUF9nj8ful6n0wmXy4WWlhbs3r1bjZ3rRe/588nlctDpdHA6ndctO368dDqN2dlZVepYKBRgNpuVIU+GJ72mbTcAVECmUCggkUggHo8jGAwqHdbU1ASHw1Glj8gYowAsb69cXiQDGj+am5thNBrR1NSEffv2wWq1VslW2zb4a2S7GAwG9bMV2dHvQqGA0dFRhEIhRKNR+P1+5HI51U7IcSPDndqjw+GougaDwVD1PLX3tbS0pNqi1l4sFouqHdIzoveonVMwhqMN3phMJlitVphMJrS3t6O/vx8DAwPqs3S863X0boQzrdUv09PTKghYqaxkJ+LxeFU/pQAR74vcwaW2Rt8pFAqIRqOYnp5GT08PGhoaAFxt8zROpFIpRCIRBINBVaFQKpVgMBhw6NAhPPvss6pi4Vps2NEolUr46KOPMDk5iUgkAovFApvNpiJ8vPSEG3Z0A1qDmBvD9KONotDn6NjFYhHZbBaZTAa5XE4NwgaDAS0tLdi3bx927doFg8FQdX4+KFBjLhaLyOVyyGQyuHLlChYXF/Hee+9hfHwcbrcbjY2N6OnpgcfjUZ994YUXMDQ0tBFxreLDDz/ERx99pGRFHZQGwHQ6jXK5rGrgqPHQgyW50bOoFVkiGRK8c9JzIOOFBl29Xq8GIoPBgAMHDmDv3r0qy7JWZyKFTp1gZmYG586dw9/93d8hEAjAbrejvb0dLpcLer0eX/jCF3Ds2LHrllsul8PZs2cxNjamlAwNrtRecrkcstmsapMAqqIv2vtY6564w1urdIOXzJBBBlw1qFtaWnDbbbehu7t73cGS2jDJfXFxEe+88w5ef/11zMzMQKfToaWlBR6PB06nEy+88ALuvPPO65JbJpPB2bNnMTc3VzWwRSIRFItFeDweWCwW5WxqHSTe7rQRqlrOGHc6aIDgUVO6b3IEyuUy3G437rjjDrS0tKC5uRkmk6lKh5CDQkY3j7RMTEzg3Xffxd/+7d9iaWkJnZ2d6OrqQkdHh+ofL730Evbu3XtdcgNW2tzo6CjGxsZQKpVgt9uVgl7LcCC0QQFqe9TfSc5aI4QbO2R00Q8PrhiNRvT09ODQoUOwWq1V0UTu6HF9Vy6XkUwmceXKFUSjUczMzOCDDz5QgZTm5mZ0dHTAarUq5/yll15CT0/Pdcsun8/j3LlzGB0dVffJ9THdYy6XQzqdhtlsVgabts9qHUveb9fSSdrXKaBChjYdu1QqwWg0oqOjA0ePHkVnZ2dV7THpF65TM5kMIpEIFhcXMTY2hgsXLuCjjz5CIBBAQ0MD2tra4HA48MlPfhIPP/zwdcuOntf09DRGR0exsLCAdDoNu91e1W5I1/H5OyQn3hdpbMnn88qZNZvNVUET7gBQ8ICeRblcrnI+gKttiz8rHkzg/XtoaAgnTpzA0NCQki0F3AKBACqVCi5cuIAf//jHOH/+PBKJBF588UX883/+zzclu1gshjNnzmB5eRnLy8uw2+1VeimXy8FisVSVN5LstPqPqigMBgPMZjMMBoOqFOCGLMmL9106nja4w0tTSBa8faZSKVgsFvT39+P48eNq/OS6lgzPRCKB0dFRnD17Fm+++SbS6TSeffZZ/It/8S82JTt65oFAAK+++ioSiQRSqZTSf6STTCYTTCaTcixIz+t0KxUHNptNOTxap1/rZABQhnI8Hkc+n1eOr9VqVZl0khn98LZOQW4eVOWlP+TA0Gs6nQ779++Hw+HA3/zN3+CnP/0pdDodPv/5z+Of/bN/dt2y4/fG/+dcK3DB7ZJ8Po/R0VFMT0+rMUfbVrkdy9sZPw6HZJPJZNRYcuXKFbS2tsLtdiOfzyMcDmNxcRE63UoGKh6PI5VKYWZmBrFYDM3Nzeju7obdblfj4NNPP43HHntsQ8HCDbtwsVgMgUAA6XQaVqsVNptNCYmUCDU+LkAuZFJSJBRSimt54iRQ6sCUmqPBgv4vlUoIhUJ49dVXYbfbYTab1ftaD5EeWrFYxPLyMoLBIJqamlAsFjE5OYm2tjYMDAzA5/PB4/EAAEKhEIrF4nVFX7Wyoxo4i8WilBQ1IpqI4/F4lPzovgCoyDMpMDK0AVTJTtsIuZxJjlarFVarVTUWMjSBlYb4xhtv4P3330dPT4/q9NSYtU5MLBbD9PQ0FhcX4fV6sbS0hKmpKZw6dUplmMLhMJqbmzddhhEMBjE9Pa3aGb8OvV6PbDaLSCSCcrmsBpZyuazkR22SBgUeFdQ6slxWHD5QmM1mpfzoJ5vNIpvNYnp6GlNTU2hvb4fX61XGAJc/OWhUBjYzMwObzaYmGR84cEAtokAOW1dX13XL7cKFC1haWqp6dvF4HMViEQ0NDWrw4NEo/mzXciT44MEdXDoODxjwQaJQKCgnkCLYkUgEf/VXfwWHw4Gurq5VxhMZM7FYTJX5UBmY2+1GpVJBOBzGgQMHsH//fnR1danBcvfu3ZsqcwSASCSChYUF5PN5VZbJo2q10PYz/kPRMvq9ll4kQ4Q+x6NtXNfNz89jYWFB1c2STLlhCFx11nK5HBYWFlCpVNDY2IhQKIRgMIiDBw+ipaUFbrcbTqcTxWIRkUhEGeSbYWxsDLOzs8opstlsymgFVnRZNptFNBpFoVBAa2trVaketRVeRkrv83ZZS4bU/ujaKRpqNpuVziOZUinMRx99hNHRUXR2dsLpdMLpdKrgC9czOp0OoVAI586dg16vh91ux5tvvgmfz4cHHngAjY2NCAaDcLlc2Ldv36ZkVy6XcfnyZbz55pvq+ZnNZhUEymQycDqdsNvtVZF4bnwR1E+pVMpgMMDn88FisSgjkDsI1HZ4SarWeOIVB9Q+6ft0LbT4S6FQwMWLF3H27FkcOnQIXq9X6evLly9jbGwMXq8XV65cQTgcRn9/PywWC5588slNyS4ej+Odd97BwsKCMo7perPZLJxOpyoTI7QZWbr/VCqFZDKJQqEAl8ulbAoqlSLngL5D/Zyi5yRf4KoOo+dL/9PfNCZRn8/lcrh48SI++OADdHV1oa+vD2azWbXl999/H1NTU2hsbMQ777yDhoYG7N27FxaLBZ/4xCc2JTvgakBvYmICs7OzqqSW5JbL5VS7o/IwcgTS6TS8Xq8KGFBbonsmtAED7ixQ8JPrAm4j8vGEQzYBh2RJ7ZgC0hS4ee2115DNZpFIJFAul9HX14eTJ09uSm5c19I98kDTtfQotZNsNoupqSkEg0EsLCxU3TsfU/n3tHpQK1t6jQLZtGhJqVRSNgZ3zC5cuIB0Og2TyYSlpSUUi0WkUimlPxOJBAwGgzreG2+8gSNHjmwoILVhR2NqagqJREJ1Pi5obUaCGyVrZRZ0Op0qvSJDRSsgLijyTLljQoqBBhgqb+BRCLoGbcakVCqhu7sbbW1tqFRWUlK7d+/Grl271Ex7nW6l/nd5eRmJRAKxWGyj4qpicXER+XxeGXP0u1wuI51Oq/p1t9utZEfRAkqjAqgacIGrToY2IkMDD0VXAFR1UrPZrDoff4Y0QITDYczPz0Ov18NqtSpFS4M/j3Q7nU4MDg7CYrHA7XYjHo/D6/XC6/UiHA4jnU5j79698Hq9m5Ld6OioStvRdRLFYhHJZBImk0lF6ElJkRy40ic5cZlxI5pkwR0LUhY8mkVRHDLIaAAzm81IJpP46KOPUCqVYLFYlFNO8uXyM5lM6OnpUe3h6NGjcDgc8Hg8KlN08uRJdHR0XLfc4vF4VVaGIuJut7vKOOUy0EZm+DXXyvBQH+X13VzJUrSK1/5T2QJlJ0ulEoLBIBKJBPR6PRwOh4qaUXsj49FsNqO1tRWNjY3Q6Vbmn9x1112wWq1obm6GxWLB0tISotGoWjhiM8zPzyMWiynHiDsMXI9ojV8ANQdYfh+8z3JIJ1EkVRsg4fKmEkudTqcMR+5Mcz1H10I1ucBKnf7BgwfR1dUFu92OhoYGVWazuLiIdDqNdDq9Kdn5/X7k83k4nU4lI3rmFGHPZDIwGAxwu92w2WyrjFqLxaJkTfLjQYFaEWiu16mcguq8qS8bDAZl0JAcC4UCkskk3nvvPVQqFdhsNtVv6ZnxPtLR0aH00cmTJxEKheB2u1Up5cmTJ1fViG+UQCCAsbExmEwm5HI5OJ1O5RzRuEuZ0lpOBQ+u8ayExWKB3W6H0+msGhe1wQDelqkN8jGE/qc2RuMJjzTT5+kaEokE/uIv/gKxWEwZo1ROYzKZcOLECYyNjcFsNmPPnj3o6+vblOwWFhbU+Ez6P5fLAQDsdjscDgeA6qw1lwP1HXI0jEaj6htUWsYDeeQU0zHJwNYahLWMZP4Zrld50CuZTOKNN97AD3/4Q7jdbhWENBqNavWfBx98EKOjozCZTBgaGtq07GZnZ/EP//APsNvtKBaLaG9vV2VlBoMBsVhM2QEEdwTIGaEgHMmIy5rLgv7nFQkUELBYLLBYLKpvEnyc5m2P4KVBvL3yDBzPqBuNRkSjUfT29m4pEForm6F1Ntb7LgAkEglcunQJU1NTSk7A1YVFtHLUBhh4cEBrb9PxyEGgcqjm5mYAULrQbrfD6/Xio48+QjqdrprnSyVxjY2N6hnm83nMzs4iHo9vSE4bdjSo9pAan7ZDcSOQDxJ0o/x/aiQ0cYgrc2D1Urc8SsUVJFeM1MmpwVOnJKVDcx5IgdJAYrFYVMPr6+uD1+tVUaR0Oo25uTmMj49Dr9er6Mz1QtkMekhkrORyOSSTyapIEL9nUmZ0LyRn6nTaCL1WdpTSJPlQ9oIiL8DViIvW+KGUJDVQKjdIp9OoVCrK2HE4HNDr9aoOtr+/H4lEQhlrFotl0xE+AMqYJ5lQ26PnQ5kMPoBSR+UGijY6yqMFJFcuP2pPvNNTCQI3GLkzQs+Bomj0PYr+UJ0lGVJUN0ry7evrw/LyMubn55HNZuFyuXD48OFVRtVG4E4/GVMAVLkN9SkeDeX3QzKj/s4ddq74eHsk+dHrlFmkQYc7s9xop75AziQdm9LfPBhBpQ/0bNrb29WcjGQyqTJs991337pKfj3IGKVgg3bg5EaBVs/xQYae63p6jg9I3Ejkxg83IPlgSrIgJ1enW5nLlk6nVWCGAjD0fPL5PFwuF2w2GxobG1WfzmQymJ6exsTEBJqamjA3N4eRkZFNyU6rS/gCF1QzT2WO1I9ooKRnr41q1spq1IoikpNBxySdx9upNvPBdRu1KyoxoOORPqZrzufzaGpqQi6Xw/LyMiqVCnp6enDbbbdtqr8CK8E8MpZtNpu6XxrPKEpPupu3JWpn1JfIqKLPUyabT9blBjM5SjzoxI03Dpc9Gef03MhZ5lHqXC6HYDCIZDIJi8UCp9MJr9erzk8Tqz/96U9velESWrCBy4ECBTQ5XRvQ5GMABWKy2awKiJDM+NjCM+R8UQh6Blpng+sPDl0LyZ2yJPw55PN5RCIRJJNJJBIJZex7PB5UKhW43W44HA64XC7cd9998Pl8m5Ld+fPnq3R2OBxWwZxyuayyfKR3qaqkUCigoaFB9V1+j+S8anUw6QFqI5Rx4zIBqgM2vB3ybCN3JPjfwNUJ/CRTCg5SJYHP50MoFILL5cKxY8c21e5+8pOf4Kc//SkymQz0ej127dqFkZER3HHHHdec71EqlbC8vIzp6Wk1H7hWQJf0FM8cUjsj+Lm4A0KyIDuQ2hZlNfjcah7w42W9JP9wOKycXTqWwWDAxYsXceDAgWvKasOOBkXAyavVGircYKPXuYFBQiDBaD9fyxPkCo4PMDyCSMIgw4QP8DqdTq1SRN4yr1ElI5ZqSo1Go0oPZTIZBAIBjI+PI5lM4oknnsDhw4c3Kq4qtEYEGZ1UP8sbFTUabqDxdLVWUWqje1qjlzo2nYuvmsMnW9FgwZUiRQFoMCHvl2RIc1zoXFTzTw5UW1sbfumXfgmtra2bNvro2Pw3NXSa50By4wYpUG1sa42VWu2OtysahEihkuxo8OSDA4/iUOflkVuCHDxqr6lUSl2bxWJRfSwcDqOtrQ0vvfQSWltbNy037mBS/Ss3eLkjpTXauMNFstAa3dzI4YqP7o+XWmijL/QeZT0AqCg0vU5KkT8ram/8Wmklt2g0inA4jM9+9rN44IEHNi03cm543yJZ0t8kM26cAaudW60zulaUiw+k/N5ITvxzVGtMz9FgMCh9QoYAN3q4EUPXQmVSev1KCeTCwgImJiag0+lw++23b2jwqAX1R95GKFhBfSKfzyuDnWREYwKPVGodLS437d/UfslApjaUz+erDA7ehnm7omun0gH6PrCi72i8iMfjMJlMVXPBstksDh48iOeee25Lq5zF43F13mw2q9qQXq9XZaEkD96+uBFIYyCVc5JBwJ0W6vO89p2OyedB8cgzyYv0Hv3NV7MhByccDiMcDsNms1UFimi1nHJ5Zc4QTf72+Xx48cUX0d3dvWnZkVNIz5zGI9IfPNBEcqR+QoYYPX9yNKivkEPP2wvXZ/R9yubwv+l9yupyGVKbpDZKZYsU6CQDORaLKf1N5cidnZ2oVCpobm7Gl770JfT3929adhMTE2qPMr1eD5fLhXA4rLLL1J9J75BMKPPM+xT1HZIhtTNt36Z2QK+RfHgQm+sw/nmepaCsFa9u4Tovn88jk8molbOSySQikYjqp52dnXjuuec2tQrd2bNn8Sd/8idqHzmLxYK2tjYcOXIEJ06cgM1mq3JEST/TPfMx2GazKXnywBRQPTZrAy3cmdPqNZIZ/ebjPWURd+3apcZdmpOjhdpsKpVCNBpVZdfJZFJlYa7Fhh0NagQUTeGDJjfotDfEoyU86sknI5NBxwcLXv5CDYZPMqVOSoMnKVi6FovFolJABoMByWRSDdLcsOaDFE3IAlbmKywuLqJUKmFgYACnTp3a9ODLGwLdO48c8aXXSI7UOfmKLVRGRYqSjskdK3qNfpNDUCqV1CSyZDKp0ui8Y5JxR/LlsiaFzOsdaSA2GAxoaGiA1+tVhvlDDz2EY8eOobOzc1MyI2iQ5Cl8kge1HZ7x4e2RZE3ypkFWG9HXGn/cwKMoLHXEeDyusg00uPPBltoiRZaLxaIaOEiWZBTSANXQ0ICWlhZlkD388MM4fPgwdu3atSUHTes0cSODD5raaAmfE0SQLLiBS32HHHUAKj1LUWtuZFL74gMsH0ioLpqyR/Qd7hQTVqtVZRzo+fT09OCLX/wiDh06tOWN7qh0i54r9UXqn7XkQzLiziX1I9Kd3FGjJZm5ocujmvSbZEFtiwdWtOVp/Jnw+Vf0zOl9CgZUKhW1ZKROp6uaiLoZuLNYqVSq5kqRXHO53KqSPO60kSwom8AHXmp/3GnQPgPuYFAEMxgMqjIYOj6NATwDAEAFf+h10nf0zEwmE3w+H7xeL3K5HB5++GHcfffdqhxhK1gsFmQymar7pPOSfEh/0VwEunfePyljRLqPl4HRs+EZbj5Pj8ZSnvHVBgjoO3ysyOfziMViGBsbQyaTUdnGUqmE06dP44knnoDVakUymcTZs2dht9vR0tKCwcFBHD16dEtyI/mQgUt9gHRZsVhU5TiU1eX3A0DNeaJlvrkzAlwda6n/kCx55oYcG55hI/1K/YD+pnGZsmIXLlyAz+eDz+dTjmJPTw9GRkZw4MABVe5z9uxZNDY2YteuXTh9+vR1LTNaC5p7Aay0I1oJiwI75OQAV8dckjPJgNoPnweVz+er5Ef6lPodVZRwW4POwccTaqtcfjR+xGIxlEolVZLHnWD6HI3d6XQakUgEoVAIQ0ND+Pa3v40777wTfX19m5Jfa2srfD4fZmdnUSwW0dfXh/vvvx+NjY1VJVpUDsbbBLd96Z4JPsZyu5iPuTxzQffN718bROG2zMLCAgwGA9ra2pS+MRhWlgb2+/1q+WCCzpvJZJDNZlU/ouDoRtiwo+Hz+ZBMJqu8M3rwvEOToKjR8Kgnj5rTDxkitLO4yWTCrl271FKl1Ii5cqPGwxtopVJR8x3ImCQvjAwRioCTgUdeudFoVPMjKJVXKpVw7Ngx3H333dizZw98Pt+mO7PX61VrGZNCpHvhKyVRI+H3VS6X1cBDzgENPHQ93HCmZ0NyJgWYSqUQDoexvLyMYrGIzs7OqkgOef7xeBzhcFiluu12O3w+nxqku7u70d/fj76+PrUiBhkrFy9eVHI7dOjQlpQfwScdksNB7Y5Kaag2FLgaGeFRzXQ6raJb9Lx5B+erkPCoCSlM8uSj0ShCoZCKcJHyJdml02nEYjH4/X6Ew2E1d8Dj8aidNQcGBpQMU6mUWt3j4sWLyOVy2L9/vxp0N1uCAawMvNSOydnhCxHwjANlh3S6lRI+cs55KRrPhABXnT2StU63Uo9Nk7WNRmPVni9cV1BZRSqVqvpNDhgAVRet1+tV+3O5XPB6vWowz+fzaqno+++/HydOnIDb7d5yu9PpdGoCJsmKdA5/7nT/QHUZSy1FT1HmZDKp2kZ7ezsaGhqUE8+dKj6Ycp1HsqcSxmQyqb5DRgHpPB7QoFIQKl0pl8uqHLZYLOLo0aO455570NfXt6k5QQQ5iTy6q41E8h3P6Z6pb1O7orZLc5z4HBeedaPPcyOEZEk7sAcCgSoHkAwlmhBKk/+z2axat9/r9aKzsxPDw8Po7u6uinhms1mcOXMGmUwGPT092LdvX5VzuRXZAVedXHJQqe3odDpl1JLxQo45UJ3BpPt1u91qjgYPFpGBywN05fLKZHSbzab2dqDzA9XLZvLsAWVgEomEWrXR6XSqHYaffPJJfP7zn68q7XniiSeqbIOtQvqKykJ4qSDJpFwuw2q1Vjmw2mALcFX3NDQ0VOkBkhu1b/ouzUvyeDwqYANUr/7G9QgPtBSLRczMzCAajaKzsxPxeBzLy8vIZDLYt28fvvWtb6Grq6tqjOJBUu38ps3gdDqVDVcur8zpIbuDz40lQ5UyfNQe6b6oL/M2SZ8leZCBTW2H+i+Nz5RFoUwY14M8cFIorOzn5vf70d7erpxpkjX1k0JhZXnidDqtsmgHDhzApz71KTz11FMqcL4ZGer1ehw7dgwffPABAKCpqQkulwuNjY3KttQGf3mGQ2u/kSz4e9rP0md4VoOzVsCU2zm0epTBYFBltjqdDrt374bRaMQHH3yApaWlqmdPNirfw+N65LZhR4OMXO5dUlovl8spJcKFx6N/NJjwjkcNIZPJIBQKIZfLoaGhQa2lrlUEPFJFExapVp/qjMnrokZsMBiUsbx792709fWpmlAy8mmCXSqVwk9/+lPEYjE8+uijuP3221XUdCt0dHRgYmJC1fJxGfAlB0muwNVsRDAYxNjYGA4dOqTKcsg54J4vj0hooyjpdBp+v1/t1KzX61VHLhQKVaUngUAAc3NzcLvdeOKJJ3D69Gn4fD40NzdXbbLGGzi9ttmVG9Zj165dCAQCSKVSar1n7s1zg4V71ySfy5cvo1gsYs+ePUpJlUqlKgVNhjWPNvEofCwWQyqVUrvSk+Ij2VLaOxgMYnl5Gel0Gs888wwefvhhtLe3o62trWq1E1LSTqdTlUbVyzEj3G43IpEIAFSVTHCDn4y7UCiEqakp7Nu3b1WqlQIE5JyRXLUOWSAQUGVNTU1NMBgMSCQSyjEmg5Y2qySHLBqNIhaLobGxEfv27cPhw4fh8/nQ2tqK1tZWNDQ0rFt7HAqFUCgU0NLSopTvVrHb7YhGo1XtIJPJIBwOw+fzrcpo0CDByya0GSPSU5FIBOl0Go2NjWq9fZ7pILmSM0a6jYxC+ptKAUqlknIwDIaVSbaNjY3o7e2F1+tFe3s7urq6VOaPjMepqSn85Cc/gdPpxL333ou7774bHo+nKnq7GVk6HA5Eo1Ekk0m12R6PLlJwwGQyVZW68mhcLpfDmTNn0N/fj+bmZmQymaqyPz6mkOwpwEBjBGVwS6USWltbYTKZ1L4KtOIU9dnFxUW0t7fj137t13DkyBE0NjaqycNrtQ8qzas12G+Wvr4+ZQxRySotyUrwRSm48UrGMAC1yAKNLRRNJXmTgUvPhOSYTCaxsLCA3t5eRCIRZXBTW6DPJxIJdV2kS+g9t9utZKvT6fDCCy/gl37pl1aVlPGsaT36rNPpRDKZRDweV+MjN84pM0QyI91Fc4rIFiGjirIePBNLNgXdKz2PyclJNDU1KX3HN46l7/MgCrVT+rFarWohFbJh7r77bnzrW99SOzAT2mzyZvsp59SpUxgbG8P8/DyA6qoA4Go5Ig/2kRzJOaFgLvVDCsjwgDMdw2w2V22+y8dxam9cN5DTwB2PcrmMaDSqskGZTEb1E55d4+XxwIot9ulPfxqPPfZYlcO0Gbq7uzE3N4cXXngBfr8fZrMZy8vLqrSSrodnEbl8SZdRu+RtkPoFb7PA6sVqeNCVn0Pr7NJ3KdBXqVTUokBUamiz2dTqj1NTU2rOGDnxFOyhuaaUrdkIG3Y02traMDc3pya50k1Go1GUy2W1KyhBDYwMYHIcgKvKMp/PY2lpSTkDNCEnGo3CZrPB4XAoJUZRYxp8k8mkGtAWFxexvLyMfD6PtrY27NmzB/fccw+Ghoawf/9+teoPcHWSEVdwfKC48847V6WNic02yubmZoyMjOBnP/uZ6jC8fIweJG9AZLhYLBY0Nzersh2ayMlL03j0vVZZULlcVvuBkHFMkU8yWCgSHYvFsHfvXvzmb/4m9u7du2akTisHLpt6KD+it7dXrcZCURfuSFGkjzsRvHNRtGZ+fh42mw0NDQ1Vq/bwkiegelM1XqpAK8CQI0vGQCKRUJmOYDCIlpYW/LN/9s/w6KOPXnOH3PVktFUZHjhwQKVJST4UYeFRYIr+OZ1O1Z+cTqdqkzTYEpRNA6on6tFkVV6Xy/ss9dtoNIpIJIJAIIBgMIhSqYTnnnsOX/nKV9DZ2ankfy35EI2NjXUbcImenh5EIhFlqFJ0LxaLweVyKSeN4P2XZ3d5htLv90Ov1ytHoFKpIBKJwOl0qigrfZ9P6ObljmQUkxHX2dmJ3bt346mnnsLIyAhGRkaUkcN/tLW+AHDw4EE88cQT6vq5rtuKLI8ePQqLxYK33367agCkgTUajao+Ra+Rc8H1365du1AqlTA9Pa0W6ODlpWTE0cBMMuclFzabTQ2sZHTQ2BGPx+H3+5HNZnHq1Cl873vfq8rkrBcppP95xqoeNDc3Y2hoCKOjo4hEIojFYmoSMDkd2WwWer1eBX1IxlojhYJFZrMZTqezakI0Of28ZIqM4V27diGTySCRSKhsG59rxEv1yEih3+TIFYtFDA4O4tlnn8V9992n7AJtcKqeThotx04bUEajUVVqTCXUJpNJrdxF2V1y0nQ6narhd7lcsFqtcDqdVeUu/IdeT6fTaG9vR6FQwOzsrDq2NkrNg1NchplMRk32pnmNjzzyCH7lV35FLa+/1thaLyeN9h6jlTUpWwpc3YcmmUwqw5yyGrSoSblcVrIjHcfnEtF1A1czTMCKU0FZfbL9tHNZaOygMkjq4zTuO51OxONxFZXn+oEC0qQ3hoeH8ZnPfAanT5/ecmktAAwMDKBQKKCzsxOTk5OYmppCJpPB0tISGhoaqhal4CXLPLtAxjo9S4PBoO6Txlqum7ldTf2Rt1FtH+O2IT+HTqdTsiZZkJ1MzzMej6vX6DfP7JG+2ggb3rCvXC7jwoULmJiYUFEh4OrmY8lkUi1XqK3rBK4OZjyizw0V4KrnR4M7LyHiNbc0+AaDQYRCIYRCIZhMJjz66KP40pe+hMHBQTQ0NKwykjc7gG7ViKF7ev3111UElkdGqIOQYUby4zWgpKQoBc4nAvIyIa6EeCaIZMgjpclkUpUFJRIJ6HQ6PPLII3jppZcwPDy8bfLSHisej+Pdd99FOByuGhx5lFSn06nILs8e0H1TRIuv6sC9fn5cbTRAOxGcZEftkOpE9+/fj1/5lV/B7bffvuX7r4cML126hImJCcRiMeXcGwwGFdHlWTCKUgJQS09qa+iprfLXyYnhpT8UMaV2SwMqleUFAgFVlveZz3wGX/nKV9R+FRuRg/a1G+Hknj17Vg0c1IYo4tjQ0KCcfT4okjx4towbvpQZ4vqPOxg0sFKWMZfLIRaLIR6PIxAIqF16Gxsb8au/+qt46KGH4PP54Ha7a86rWYtrfY5H3q4Xupc33nhDlSzRD91zPp9XJS6UkeGGCRliPOILVO8ZRHqPT3DnYwovueD6joz3XC4Hl8uFJ598Ep/5zGfQ1NRUdd/aAXurMt2o7ABgZmYGFy9eVHMEqf3xDQdp/gBfjZBfL8/wUHSZ2imf8Myzktwx5tdE3+PZMxqPacyiYMPu3bvxqU99CiMjI2rX9XpmateTHe0Ifv78eVUVQYEOkg/Ni9I6OlpDWKfTqXZHxhXPApNsaYygyDzJkTsZJCfSi5SZ5HZUa2srnnjiCdx+++2qBKce5XgblR2w0u7OnDmDUCikXqP+Ss+ZAlM0BpB+TKVS6t5tNhuam5tVVpD6NNcD1FdpbKJyWC7zYrGotlSgZ8MXduC2Dc/qcb1AgdqTJ0/iueee2/QytmtRLpcRiURw9uxZnDt3DhaLBUNDQzWXoSabdnl5GXNzc+oeqK05HI6qucncKdCidVx4AJF/n+QIXA0sUgaDbEsad0hugUAAk5OTasl5OhfZ+ZRhfuSRR/CP//E/3tA+Xxt2NOiCz507h+npaUQiERVd5hOGeJqFvkcPnQZg3sF5/SQJnhqQtq6bjDuKWFBJi8/nw6/8yq/gueeeU8ptJ0EPvVwuY2ZmBleuXMHS0lJV5oLkS4oHuJr5ISOGH4c3NJIVV5raUgJy0sjLp7rFSqWC9vZ2HDp0CE899RQOHTpUl7rPekL3MT09jYsXLyIWi6FYvLq6DdVck7FGRgivseepRz74aUuA6Ie+S0qUBgWqs6eJ3rQj/f3334977723qi5zu6lUVja0O3PmjJrsS4YgX02M7heoLsngy+Zx2XCjjmeFuNKnEgtyaihil0qlYLPZcPjwYfzCL/yC2jtkp0HKdnx8XN0XOQHUP7iu46UVWj3HjTWtU8Z1HcmNooNc39Gmofv27cPXvvY1PPHEE6smEO4EqH+VSiXMzc3hypUrWFxcXOUQAKi6b+Dqfi88CsePq504Tu2Wl5vR4FksFlU/pXKUQqEAp9OJvXv34vjx47jvvvtUKelOkB/JjvT3hx9+iMnJSbUaEc9EcoOX+iJ3lLjjTbKi7/J2R+MElzkfs3npCgVbaKx2uVxoa2tDR0eHyqj19/evWm7zZkDZsXK5DL/fj8XFRYyPjyMaja4aH7Xtay3HmgIrXGYkK27ocn1IMiPjjeRHf5Pj19raisHBQfh8Puzfvx+HDx+uCtLy9n4zZEf37vf7lY3HMzDU5rSZXAokEWSYkn1C4ygPAmh1IzeS+VwMClDxMUU7V4M7FbwMq6WlBSMjIzh48CCOHDmC7u7uG+q48fGwlnPN+zbZFX6/HzMzMxgdHUUmk1FzSOm72owQfV/rgJAtpA2Q0OvUL7TjDXf+eDCVZ83pOGRzU9ZqYGAA3/3ud3HfffdtSD4bdjToZvP5PM6dO4epqSlVC8o7MT1sLhw+4Yxe5wOS1rmgBk7eK3n/lPKmiJRer8fQ0BC++MUv4qGHHqraMXsnoY2U0ZyUDz74AIFAoMopAFAlC5I5QZ2ay5s+w7NAPApBnZVkbjQa0dDQgF27duHee+/FgQMH0N7eXlX6tlPQGhvxeBwLCwsYHx9Xa4xTu+K/+UBKCoCXSNHxSOZcbjwST+2Or35jt9uxa9cuDA8Po6urC3fffXdV9GYnUalU1P4SFy9eVJNseeSX5MLlpzU+uPPFnTNS9JTe5oMq3321UlnZlfrYsWN48skn0dvbi5aWlm2WzvoEg0F88MEHav6Y1mCjvsQHSW788YFFaxhTAEU7qJLM0uk04vG4ymyYTCacOnUKX/jCF3Ds2LFrrtO+U8hmswiFQrh8+bJaL55W9QGuDobcCeM6jQ+SQPXKP2R4UJ+l42YyGZTLZTWJ3O12o7W1FceOHcOePXvU5O6bZchtBro/Wo7z0qVLWFhYUP2Kz7PgBjQFj3jmg8Yccoq1JaDA1ZKMtSalUt15c3Mzenp60NPTg76+PrVKEp+3tJWM2Fbh40UkEsHs7KzSe1RCxYOYvC8CV5cgp1p0ChzwAAGt1kb9ms7Lj0lyoFXKaCGVvr4+DA8Po7GxUa3ISIa21kG8WfLjz4sc9Q8//BBXrlxBNBqtWjqbxlN+fTyYAlzd+oDbKrUcFu7gkPz5ioxkA5JNyEuD6Ht8+We3243h4WHccccd6OjoQFtbW13m2N4oKpWVMrTR0VHMz88jEolUVVYQfLEHLnfqz1yO2j5I8An4PHtBz5PPawuHwyrgnclk1Fw2WnqZlgR+6qmnNrwy5nU5GhQ1KBaLuHz5MsbHx6vS43STVKZC3j5vJFpjjw8W3Ngj44Umj1IDLJVWdlzu6+vDJz/5STz44IPwer07tjEBqx8+N0Di8TiuXLmi6tbj8XiVPCiiSRFovlkTN/R4vSl1bFphxuPxYGBgAA6HA83NzWhubsbevXtVCpmuqdY1bzdryY6MtosXLyISiSASiagOQnKgNd2DwaCqM6yVzeCZMzqfyWSCw+HA7t274Xa74XK50NLSAp/Pp3ZC55EZvurXtcpSblYpgba8qFAoYGxsTEXI/X6/MnK1CohHN0nx8c+SkqS2RwMCnZM2lnK5XGqVsgMHDqCrq2tHG3hAdZvLZDI4d+4cJiYmVEaDPgNcdcq0ZRQ8Us+NGZ6hpagnZcpo3hQFV8hYHh4exosvvoiTJ0+qld52Qt+sRa12x6PC4XAYU1NTypkKBoNVc56KxSLGx8exvLwMj8ejNifjfUs73tCAa7PZsGvXLlV6QstPDgwMQKfT7ZjMxbXgkXauV0iGc3NzWFhYQCqVqmqHxWJR6UDujFD7MxqNqqTjv//3/45AIIDPfOYz2LNnj4qQUt+kjera29vR3Ny8KvOjNXq0z32nyJnbGvPz8wgEAohEIqoMiGchstksAoGA6scUAKTNff1+P/72b/8WDQ0NeOSRR1S5J5X90apXNBfQ4/Ggp6cHHo+n5iaL2ig1cbPHXm4C8mtLJBKYm5tDIBDA0tIS5ubmVCafnA6CO708IMXbLrft+LlprgfN8+H7OjidThXEo40n3W43urq64PV6Ybfb0dbWhr1796rlpXlZ706xY9aDnLuLFy9ibm4O8Xhc6X+elaDMOdl+fMlqCtbw++V2E8mE5M/HH3LsqP1TOVsqlVKl9YVCAQ6HA/v378fnP/953HHHHWolvro6GtqP6XQ6taYz1Q+TcwBcrQfj0SduFJMS5EYOz2jwSH6ptFLbTEbeAw88gJGREbS0tKxa/msnolXIAFb9X6lU1APmqcAPPvgAv/M7v4N4PI6nnnoK99xzT1WEoFJZWX61s7NT1eLyndFpda3GxsZVsqrl+OxUI3AthUH3QBErPrCm02n83u/9Hv7u7/4O9913Hz71qU9VbR5IdYhU6tLU1ISmpiY1/8VsNqvlVNdLh94q0PWSbGi1qXg8jkgkgpmZGfzVX/0VHA4HhoeH4fF4qlb40ZY0ElarVS3rR7v+Dg0NwW63w2KxwOfzrZqQfCvIjeRFg8DCwgJCoZByBng/5OUU2hIpioxSyRrPbvAaWdKdVqsVDQ0N2Lt3L+6//34cOnQIbW1tt6Tsar1G90FlnFxukUgEv/Ebv4GLFy/i6aefxte//vUqRwOo3h+GDDzSdzSRl59TO9GdH2Mn9eFa+lgb5daiNVCTyWRVSYTWWKHy5g8//BClUgmHDh1Sk475MddzImrJUOsUaa9tJ8CvjZfa8AABZch5oIWy2alUCpOTk3A6nRgeHq6aCwhUz89a694pWEvXs5ajQce7GWjbHT836X5aDINq+KenpxGPx5FMJqsyHiRH+j4v++bVAzwKbzKZ1CIZg4ODeOedd/Anf/InMBqN+Df/5t+gv79ftS+9fmWPGK/Xq1Y80sqJH3untcFaUJugLOPi4iLm5uYQDoeVfqTPrdU3+dxnAFUZRh4M5aVSpdLV+Vo0H3B5eVmV7VI1jE6ng9frxYMPPohnnnkGBw8erCrVqntGg24MqG6IxWIRV65cUdGCd999F2NjY7DZbPB6vVXpbz7AUg0kcLVB0qY5DQ0NGBgYUKtRNTc3Y9++fSq6wIV8Kw3AwOp6vVrRcK1SpM9pHy7/f63BXUstpaY9906Iyl/r3Np081qf0Xr12tSitkPSZ9Y7B/8u/3yta9gOrtUWtEaCTqfD0tISfuu3fgt2ux0vvfQShoaGqhwK7bH4UotcRlr5rmdw3gp9livwxcVFTE9PIxwOIxqN4syZM0ilUmpvFTJceOkeX3aZr6oCQK0K1NHRAZPJpPZx6OrqgslkQnd39y0ho+tlLd3NI6GUrbjWMfj/WtYLTuw0ufJAALB6VaG1+tR6fX0j40GtY651fdr/axnNdKyb2b/Xc2yv9dp6x6tl1NUKHK4VpLvWc9jIOW40GxnvuYNEcIOef3YzaB1qOifp1I3IkV/TTuvba1HLyaPXK5WVqoG5uTk133FpaUk5BjS2kO3M97whtO2KPsvHpmw2i2g0Cr/fj1gspjJ+er0ebW1tOHHiBB555BEMDg5Wrcx3PTK+bkfjWhQKBfzn//yf8V/+y3+B2+3GP/pH/wh33HGHuln6DK3xT5BXazabVT3oVjbJEwRBuFEUCgUsLS3hm9/8JiYnJ9Ha2orvfOc7aGlpQblcxpUrV9R64zzIQvXEfX19aklwu92ull3eqfPMBEEQhO1Fm7GkeRU0p6JQKCAUCiGZTAJYcQZoGwOefSfHhq+GNj8/r+Y/t7a2qs2Dh4eHt7wRbt0dDWKt9BWP2uzUMh1BEISNUCv6rC170Uaib7XUviAIgrCzWC8TVSv7WOv/9cr26jkt4YY5GtfDrVJCIQiCsBF2cvmhIAiCIAC1V6qqd/neDUkpcG9pI8iAKwjCrchac1iuVbssOk8QBEHYbrhTwbPwWudjS+e4ERmNWpObBEEQBEEQBEG4OeyExS92ROmUIAiCIAiCIAg/X8hsbEEQBEEQBEEQ6o44GoIgCIIgCIIg1B1xNARBEARBEARBqDviaAiCIAiCIAiCUHfE0RAEQRAEQRAEoe6IoyEIgiAIgiAIQt0RR0MQBEEQBEEQhLojjoYgCIIgCIIgCHVHHA1BEARBEARBEOqOOBqCIAiCIAiCINQdcTQEQRAEQRAEQag74mgIgiAIgiAIglB3xNEQBEEQBEEQBKHuiKMhCIIgCIIgCELdEUdDEARBEARBEIS6I46GIAiCIAiCIAh1RxwNQRAEQRAEQRDqjjgagiAIgiAIgiDUHXE0BEEQBEEQBEGoO+JoCIIgCIIgCIJQd8TREARBEARBEASh7oijIQiCIAiCIAhC3RFHQxAEQRAEQRCEuiOOhiAIgiAIgiAIdUccDUEQBEEQBEEQ6o44GoIgCIIgCIIg1B1xNARBEARBEARBqDviaAiCIAiCIAiCUHfE0RAEQRAEQRAEoe6IoyEIgiAIgiAIQt0RR0MQBEEQBEEQhLojjoYgCIIgCIIgCHVHHA1BEARBEARBEOqOOBqCIAiCIAiCINQdcTQEQRAEQRAEQag74mgIgiAIgiAIglB3xNEQBEEQBEEQBKHuiKMhCIIgCIIgCELdEUdDEARBEARBEIS6I46GIAiCIAiCIAh1RxwNQbjJVCqVDb0mCIIgCJVKRcaITSLj7fbzsXc0qAPzH+37wtrUkp3I7Npcq62JDIUbRaVSQblcFuNlg6zVT/lv0X9CvanV7vgP9WFhNSSfcrms/geAXC6HTCZT9Zr2b6H+GLf7ArYT3rh0Oh3K5TJ0Ot2q9yqVinpduArJSKfT1VSKIrP14XLTylBkJ9Qb3id5++JtUKjNWkYfsFpuIkehXpTLZcTjcRiNRjgcDszOzmJhYQF6vR4HDhyAxWIBcHX8kLZ3lUuXLuHHP/4x3G43PB4PEokERkdHkc1m8fDDD8NsNqNcLsPn82FkZGS7L/fnGl3lY+zKrdUxtU6GXv+xT/xcNzQQi+xWwx3atQy+crksshPqBtd12r/pfzFSakP9slAowGQyKaOuUqkgk8lAr9fDarVWfUdkKWyVcrmM3/7t38b/+l//CwDgcrlQKpWQTCah0+lw5513wmg0Ip1Oo6enB7/4i7+Irq6ubb7qnUGpVMIXv/hF/OAHP4DFYoHD4QCw0ofL5TKam5tRqVRQLBZhtVrx6U9/Gt/97ne3+ap/fvlYZzRqRZT5gEv/S6RgNWtlfLQyFVajdS60chIHTag32kxtreyZ6Lna6HQ6nDlzBn/2Z38Gl8sFt9sNYMWYuXz5Mvbv34+jR4/CbDZDp9NhZGRE5ChsmWKxiL/4i7/AxYsXUalUYDQaYTKZ4HQ6USwW8b//9/9GPp9XnwWA733ve9t5yTsGnU6HZDKJQqGAbDaLdDoNi8UCs9kMAFhYWECxWFQ/RuPH2hS+4XyspVupVPDOO+/gX/2rf4VCoYCHHnoIiUQCmUwGU1NT+NznPoc9e/YAAEwmE1paWlZFrj7OjI6O4o//+I+h0+nw8MMPY3Z2FpVKBeFwGMeOHUNPTw/MZjP0ej28Xu92X+6OIhaL4e2338b4+DiOHDkCj8cDAJibm0NbWxu6u7thtVqh0+lgMpm292KFW55KpYJIJIKf/vSnmJubw7333otyuQyTyYRwOAyPx4Ouri41ENtstm2+4p1DpVLBn/3Zn+F3f/d3AQAGgwEmk0kZfj/5yU/U5wqFAh544AH1WUHYLCaTCZ/97Gfh9/sxPz+vMuGZTAY6nQ6FQgGlUgmFQgENDQ04fvz4dl/yjkGn0+HXfu3X4PV68cd//MfI5/PQ6XQolUowmUwoFArI5/MolUpobm7G4cOHt/uSf6752DsaP/zhD/GjH/0IpVIJP/7xj2E0GmG1WmE2m/HWW28BWIlc2Ww2fPOb38TXv/71bb7qnUGlUsFv/dZv4S/+4i8AAL/9278Ni8WiHLH29nY0NjbCZrNBr9fjc5/7HJ599tntvOQdQ7lcxl/+5V+qtlSpVGAwGGCz2WAwGHDgwAF0dXWhubkZFosFp06dwiOPPLLNVy3cypTLZfyP//E/VMSTBlyr1QqDwYB9+/aho6MDDQ0NMJvNeOyxx/Dggw9u81XvHO6//3688sorOHv2LIAV+ZnNZphMJszPzyOfz6uJpxScEoStoNPp8NWvfhVerxf/5J/8E4TDYRQKBRSLRZjNZlQqFeTzeRQKBYyMjKCnp2e7L3nHoNPpcOrUKSSTSfzf//t/EQwGkcvloNfrUSwWUSqVUCwW1Xjb29u73Zf8c83H2tHQ6XT4zGc+g4mJCfzoRz9COByuKh9Ip9PI5/MoFotoaGiA0+nc5iveOeh0Ojz33HP48MMPMTMzg2QyiVwuBwBwOp2Ym5vD5cuXVQ3kSy+9tM1XvHPQ6XTo6enB/v37MTk5iXg8DuBqDfjY2BjeeustFAoFGI1GhMNhcTSELaHX63HnnXdi//79mJiYQCwWU2UXbrcb58+fx7vvvotCoQCDwQC73S6OBuPee+/Fb/zGb+A//If/gNdff73KWNHr9Sq6fM899+CZZ57Z7ssVfg6gDJnBYFCZbbvdjkqlgmQyqcqlfD4fnn76afT19W3zFe8s4vE4Ll++DIPBgJaWFlXaGA6Hla3S3NyMl156Cd3d3dt8tT/ffKwdjUqlguHhYXz1q1+FzWbDn/7pnyKTySCXyyGfz8NsNqNQKAAAvv71r+PFF1/c5iveWTzxxBNwOp34oz/6I/zlX/4l0uk0yuUyCoUCdDodisUiyuUyvvKVr+Cxxx7b7svdMZDR93u/93v4wz/8Q/yf//N/sLCwAAAqKkqT1vbs2YNvf/vb23m5ws8JR48eVW3uBz/4ARYWFpDP5xEOh1VZQblcxm233YYvf/nL2325Owq9Xg+n04muri7o9fqqCeIkt8bGRnzlK19BR0fHNl+t8PNApVJBPB7H3NwcDh06BK/Xi66uLoTDYbz33ns4f/48jEYjjh49iueee07mGTAqlQomJyeRTqfx8MMPo7+/HxaLBYFAAGfPnlXBgsOHD+PZZ58V2d1gPtbS1el0SKVSmJmZgc/ng8fjgdfrRaVSQTqdRiwWAwB88pOfxLe+9S2Zn8GoVCoolUrIZDJoa2uDx+OB0+lUk7AymQwqlQo+8YlP4Lvf/a5kgxjlchlGoxGpVArd3d3YtWsXotEo7HY7stksstksSqUSenp68Ed/9EeS1hW2DPXXcDiM7u5udHR0IBaLwWKxIJvNqrXl9+7di//23/6bRPg0BINBjI2NYXBwEJ/73OfQ2NiIaDSKsbExvP322wCAr371q3jsscdkIrhQFyqVCn72s5/BZrPh+eefh06nQy6Xg81mU2OE3W7Hl770JezatUvaHSObzeLcuXNwOBw4ffo0ACAajaJSqaCpqQmnTp3CkSNH8OlPf1rmo90EPtaOBgAkEgksLy9jZGQE3/zmN1EsFlXK7cc//jHa2trwm7/5mzKZWYNOp0MkEsGlS5fQ19eHz372swBWInxjY2N49dVXMTw8jN/+7d+Gz+fb5qvdecRiMVy8eBEOhwO33347RkZG1Drpr732GpxOJ37nd34Hw8PDsgKVsGV0Oh2i0SguXrwIs9mM48ePY2RkBE6nE5OTk3j99dfR1taGP/iDP0B3d7cYLRrOnz8PnU6HY8eOYXBwEKFQCFarFdlsFvl8HgcOHMAv/dIvweFwyOpdQl2Ynp7G4uIiPB4PDAYDSqUSZmdncenSJSSTSXzzm9/E008/jaamJgCyahzn/PnzSKVS8Hg80Ov1KJfLCIVCuHLlCiqVCr773e/i5MmTsFgsIrObwMfa0UilUvi7v/s72Gw2NDQ0oFQqIRQKIRQKwWAw4Bvf+AZOnz6NgYGB7b7UHUc6ncYrr7wCs9mMhoYG9PT0IBKJYHp6Gm63G1/4whfw9NNPf+wnqGmVP/3/3nvvIZPJwOfzYd++fYjH45idnYXVasXp06dxzz334NFHH920k7HeEsO0fng2m1W1qrSsc7lcxuXLl5FMJpHNZtV+Hg0NDRgcHERjY+O2ZfbWG0hlKer1yeVyeP3115HP5+H1erFnzx7EYjFMT0/DYrHg9OnTeP7553H06FGRH6NSqeDixYu4ePEiWltb1ZKZ0WgUP/vZzzAwMID/9J/+EwYGBtRa/TdSftvZvutx7lrbdkl7W4HLN5FI4O2334bNZlNlPQaDAeVyGalUCp/5zGfw3HPPVa1IKHJcwe/34/z583A6nTAajWoCeLFYRC6Xwy//8i/j3nvvvel7B+3EZf9rbe9Q6z3td673Hj42jobWECkUCnjzzTeRSCTg8/mQSCRQLBaRTqextLSEb37zmzh9+rQYLli9wVe5XMb777+PYDAIt9uNTCaDUqmEfD6PhYUFfOMb38ADDzzwsZcbUL1vAcljcnISFy5cgN1uR6FQUHOC5ufn8dBDD+GFF16Ax+PZsvxqfT+XyylnYm5urmoBBNoplebW0Eo6pVIJpVIJExMT6OrqQltbG3w+X9W+M3q9Hk1NTdDr9TWdo3r0o/U21xQnoxqu7wDg4sWLGB8fh91uRy6XQ6FQQKFQwNzcHB5//HE899xzaGpqEvlpiMfjeOedd+Dz+WAwGJDNZgGslD92dHTg61//OoaGhgDceCdgu5zprWzoqL3WWkEX6bfVVCoVfPjhh0ilUmqTPqPRiFAohMnJSfT19eGZZ55RK08J1ePs22+/rVYPpUBZOBzGlStXcNttt+HkyZPbUiWwk9p4rX2UtHst8Y1Jt7o/2sfG0eCCAlYG3vPnz6OxsREA1LrKsVgMX/rSl3D33XeLAqyBTqfD5cuX8dZbb8HhcCi5lkolRKNR/Oqv/iruv/9+kdv/g9K2pNjm5ubw8ssvQ6fTwWg0KqM+lUrh1KlTeOGFF9Q8oa1SK0KxsLCAiYkJRCIRtbxfqVRSvykCRHsslEol9f3y/8/eewbZfZ3n4c/tvWwv2AZgd9F7B0ESrALYRIoSZUm0TcqULKs4sTNJnERJxjPxh0zqh2SSLx7PxGPHihU78tiqFClSpAQWkADRdxfY3u7du7f39v+w/+fgvT8s2mIXAIHzzOzs7i2/cn7nvPV531OpYGZmBtPT0zXPnU6Jw+GAxWKB3+/Hhg0b0NHRAa/Xu2zr6Gq7pUtBWS6XYTab9fz7/2EymTA6Oopjx46pMZFz7jOf+Qy+8IUvKPqFxmVFm81m8cYbb6BSqcDj8ahmF4lEApcuXcJLL72Evr6+ZZtr14ogytdv5nzL6eDf6PVd7bvG9/UavQyOT7lcxqlTpzA0NIRgMKhkXjabxejoKEwmE77zne+orLIewwWw+cyHH36IeDwOl8ulunKl02kMDQ3BarXi1VdfRVNT022/vrvZllzM4b/aWpaOx83gvnE0CJPJhJGREbzzzjvw+XxqA5xKpYJYLIbW1lY88sgjsFgsSx7UexFUJuPj43jjjTfgcrlgs9lU+994PI7u7m48+OCDeqdhA2gc53I5/OIXv0A2m4XL5UKxWES1WlVZhqNHj6pdh5eLosDj5PN5jI2N4cKFC8jn88rRqVaryqHgdXJncjogMlpEx4PdxUjDqlQqqkBxenoaw8PD6OjowM6dO7F69eplMf6vJfz4N50ki8VyS+f6tMK45sLhMH7+858jn8/D7XajUqmgWq0im83C7/fjueeeq3nGer0uoFwu48SJE4hEIqivr0c2m1X0i+HhYWzatAmHDh1S82wlM3ZyjhsDEDeSEbjZZyvPyQ1YR0ZG4HA40NXVpZp+GI/JjnlXy1osdt03c133MjgeY2NjOHv2bE3HSz6D8+fP4wtf+ALWrFmjvqd17AKq1SrOnDmDwcFB2O12FAoFFTwLh8M4d+4cXnvttTvW5OJufEYyU8nNILkmuZYB1AT3FlvLN4L7ytEwmUwYGhrCz3/+c5jNZpUKt1gsyGaziEQi+MY3vqEK+vid+x2kmg0PD+OnP/0pAKjdNU0mE3K5HDKZDH73d38XTqdTj50BxWIR8/Pz+OUvf4lwOAyXy4VyuayiMNFoFM8++yzWrVu3bKlwCpBCoYBEIoGTJ08ilUqpCBkpcBQy3GHWCBqm/KEA4u7IjBoZjaFMJoOBgQGMjY1h586d2LJly7JEkiqVigoKpFIpdU+VSgXZbBaffPIJWltbsWvXLnR0dNzy+T5tkM9hYmICb775JpLJJOx2u3pWjMr/1m/9Frq6uq5QMvczuEfBsWPHMDQ0BLfbjVQqpRzlUCiERCKBf/bP/llN4fdyZzUIPpdKpYJ4PI5sNqs6+nFfgMWoSXzd+COPaTwnz8Ns18WLF5FOp5HNZlXG32Qywe12w2azqWAEAw3yWPKczJJ6vV54vV709PTA6XSq/zUWHNuLFy/ivffeUzLaYrHAYrEgn89jcHAQwWAQu3btqvme1rELGdqTJ0/ixIkTsFgsNXuP5HI5XLhwAW1tbXjsscdqWlPfr2Bwk1s5kPYeDofVHiOkUPf09KCurg5WqxV1dXXw+XxLop3d844GJ1U+n8eJEyfw8ccfo1wuw+l0KsFZqVQwNzeHXbt2Ye3atQD0ApbIZDJ4//338cknn6Baraq0bbW6sKN1IpHA1q1bVXcpPXYLoHE+NDSEX/3qV6qFLQ17m82GbDaLuro6bNmyBcDyjl2lUsHAwAAmJiZU+1JjxKJcLl9T8DKLwXsxm82w2+3KyKlWL+9Om8vlVJaDmY5EIoG3334bp06dwr59+7Bp0yZFubuZ+6URNDg4iJMnT+LHP/4xYrEYrFar2sQqGo1idnYW3d3d8Pv997yjcbVoZrFYxPnz5/Hee+8hkUjA4XAoh9FisSAWi2HTpk3o7e1Vz/R+xGLUwlQqhZ/85CcIhUJwOp0qq0fFOzo6iv37969YJz2jwz41NaWcm6GhIeVoRKNR1NfXw263w2q1qpbZAFRtlclkgtPphNlsrtknwEiFkn8za8MgCD/POcKaMsoEGnT8kQEMgtlPjuE777wDh8OBhoYGPP7442hvb8fc3BzMZjMikQg2bNiwImN7t4I1j9x13m63A4By5Obn5zE2NoaXXnoJvb29Wr/+/6DM/+STT1Qmg44Eg2zhcBjT09N44YUXlo0tsBxYat0D9XYoFEIoFEJXVxd8Pp9637i2qZ9Pnz6NRCKh5lQymUQmk0EymUQqlVKf4xhmMhmcOXNG1WOazWa0trair68PBw4cgNVqvSnWwD3haFyLO1oul3H+/HmcOHEC8/PzsNlsVxRR5XI5pNNp7Nq1677fuEUugGQyieHhYXz88ceIx+OwWCyKbsMJz0Lmffv23ZcGizRW5DwslUoIh8N4//33MTY2hmq1qgximc1IJBJ48sknVySyl8/nMTs7i3w+X0OL4jXyOgCoiK0x+gnUUiKYyZB0G1KvHA6Hinyy4LhQKCCXyyESieDHP/4xTpw4gY6ODqxataqmeNxo9HCcSqUSisUixsfHMT09jbNnz+LcuXMwmUyor69HY2OjokBGIhGYTCY4HA5lMN2L6/lqDkapVFKO2MzMDKxWK1wuV01WihHr1tbW+369yv/Z+vfs2bMolUpwOBxqfCgPw+EwMpkMHn74YTX/l9tokXQl6i25fl0uF4LBIFwul1o7cn2yZspqtap1aLPZ1LVyLhgdfTqcrLdKJpOqQYrH40EwGFRjIuUGnRo6HAwwcK7xmHItc0f6iYkJXLhwASdPnsQnn3yCQCCAf/yP//E97WgY9cXU1BTeffddxGIx2O12Na84bul0GuPj42pzuftxzRJy7HK5HKanp/Huu+8inU7X7IVhsVhUV8XJyUnYbLYamuPtuEbjczbKHCPIeuD6pRzg5ym3L168iEgkglQqhXw+r+7VZFrYOZ51n8lkEtlsFhaLBXa7HZlMBmazWQXYrVYrcrmc0hHpdBpWq1UFESk/jh8/jq6uLqxfvx4zMzOYmJjAT37yExQKBfze7/0e1q5de0My8J7QwsYHygczPT2NoaEhDA8Po1qtIhgMAoB6mDSostms6j51v4NjNzs7i+PHjyMSiaixMyoRUqosFgs6OjruikjB7YRRgFDRc3+RwcFBVCoV5USwexNw2Xi3Wq0roljL5TJGRkaUMJKZDGmYyPUiDQZeG50AKjg6m8bvAVCtFhlBrVarqrsRP5vP53Hp0iWMjY3VtGbk9fE8dBTm5uYQi8VQV1eHXC6HEydOwOPxoLu7G263G263Gw6HQ7XppZCdnp5GIpG4J9e0kQJTqVQQCoVw4cIFjI6Oql2qadxJWhyf5b59+2rmhTzuvQypK+jMjo+P49SpU4jH47DZbHA4HOrzct3EYjFYLBbFkV8JJyMSiWBwcBAzMzOYnZ1FqVRSHeicTqfSV3a7HV6vF+VyGalUSn0/n88jn88jEAgomS2bKBh1pazFABbWt8PhQDKZBAA4HA5YrVZlhEjnAYCi5MnMqGwwAaAmyiyvM5PJYH5+Hq2trZienkZ9fT327du3rGN6p7GYjqhWq8jlcjhz5gwuXryITCYDl8tVM14AVN3bxMQE6uvra2oz7ifI4Fi1WsXc3BxOnz6NmZkZlMtl1VaaDjWd4VQqhdnZWXi9XsVUWWlIJ2OxICRw+bleuHBB7cNTKBQwMzODfD6v1hO/R7tLBgClnpTZSOpsp9MJt9ut5pTP50M2m8XMzAzC4TBsNhu6u7vR0tKi6I2S5ggA+/fvx8TEBJqamhAIBFCpVJBKpZBMJnHmzBn8yZ/8Cf7rf/2vKlN0LXzqHQ1jCqpcLmNubg7T09PK0AsEAjV8Uv5mNCaZTKKzs/O+2vl7sUVQqVQwNTWFwcFBRCIRAIDf71d9qGkoy9R5KpVCS0vLPRk5vhqkkpZIp9M4efIkpqam1K6tpDVQWGSzWdUik8Y0O58tJ8LhMCYnJ1EqlWqMDBl5lNFG4LKDwM9Jp4P/S+eD35WGjMx2ye9R4JG2KB0ROaZSybJAPRgMolwuIx6Po7GxEc3NzfD7/TXXk8/n1d4f2WwWY2NjyGQy95SjYVRgXK8XLlxALBZDuVyG1+tVz4drlkX6dDjS6fRt2fPhbgTHrlwuY2ZmBgMDA4jFYmqeyUAKZRz1RSQSQUtLy4pkMoCFRht/93d/B7/fD5fLBb/fD6/XC4/Ho7IXhUJB0S1ZMExjhIZCXV2dWhsysCHX5WIyjOuR2Ui+z/Urgw7yWMDlIIuMwkrKpdTPDDhks1nVra6rqwsej+eeq9kwjm+pVFLBz3w+r7JEslmGpK6lUikUCgW0tLTcdztYyznKOXPhwgWMjIwAgGpIw3oWzjnOu2QyqXZSv532iZH+yGcZiURURqJUKiGdTqsMosz0cY3I43F9UY/yfbkmmdW4GkvB4XCgWq2ira0NwWBQyZVKpQKHw4GJiQnlrAELQYT6+nrE43H4fD5Eo1HMz8/D7XZj/fr1uHTpEsLh8P3haBidjKGhIYyMjCCVSilBLDmPHHRp4NDY8/v9K6ZE7jYsJgAHBgYwNDSk6gf4OSoZ8myN373f24lWKhUVpafRshhvGrgcoWAjAjmeyzn30um0qkECoIT1YvtcSEOFz5rPlIY835MCm44Iudfyvmmoye9JYUi6FWmMUuDSeLJYLHA6nbDb7cjlcggEAnA6nfD7/TVF7blcDslkEnNzcwCA5ubmmkL1ewHGucHi0UuXLqn6GyoSps+NYyCj+Isd816FMahSLpcxMDCAgYEB5cxyLlNXyGAU/y8UCjV86OXG2bNna9aozWZDMpmEzWaDx+NRz7ShoaHGsaCiz+fz8Hg8NRlLrslCoaDuVQYGZGQ0m80ik8kgk8kgnU6jWq0qPSDlA9tg05GVVA+pVykHJHWKNSak3HIDRIvFgr6+PuUA32soFosYHR1FJBLB5OSkmnN8PnzmdHRp02SzWTUXisVijSF5r0Ou2bm5OQwNDWFqakqNAWlB/KyUawyqUL8kEgn4/f47du0DAwOYnp5W64GOhWyiwIYmxWJR3YucG7TBmN2UjpgxGyF1NYOHssGAPC6Pw7b6pFlls1mlc48fP450Oo3GxkY0NDSgVCphcnIS3//+9/FHf/RH1x2PT42jcS2lWC6XEQqFcOrUKaV0mTZiZxAqCpPJpFqy8ngsBgfunwgfBVmxWEQoFMKZM2eQyWTUJJQ0GBqBdNAymYxy8Fisdr8YLUCtEIlEIjhz5gzm5+eVQmChFI3wQqGgopEyA0Chk8vllj2bRgHGc/GaZfaC92LkrvK5UvGRs8njyDQwazYkpJCT88Io5Gi0pNNpFbmjUWKxWFR9Ae/F4XCojjes/WBGcmZmBul0Gi0tLejt7UVjY+MV17UU3C3zWo57KBTCyZMnlULgnJOZJgAqMCCLg6Xza8Tdcq/LDd5TsVhEOBzG6dOnkcvlFMWA40EjjxFROmlU8A6HA7lcbsXG6NKlS3A4HMp44r40iUQC1WpVBc5kxor353A4VO2UNFjZtAHAFS2s+VvWbUj6U6FQUHOMnaWM9y4dCRpP/KyRBlksFpWjwcwu/+7v78cXvvAFtLS0rMjY3kmUSiVMTU3h/Pnzau8imSXiupQd/bh2K5VKTfOV+w25XA6hUAiffPKJogZJR4PzkdRZACrwBSwY2SuVKZuYmFDsDgbauGYtFgu8Xi8cDgeOHTuGubk5ldkgvTGXyymHm3KcdgGvn4EjPnuHw1FDbZbrkevTuMYrlYoaM9JCjcFiYCFDlMlk4Ha7USgUVKCqXC6js7MTPp8PVqsVs7OzOHnyJKxW6w03XLlhR8PI5ZWCCricwpEwGiXyBq+l1CQnb7H3pIOQy+XwySefYHZ2Vi1KGaHidyTdwMj5Y9HVSila4xgwC3Aj92v83s1en1GBSAchHA5jeHgYoVAIAJSyoofMsZEce/L4gcsdi7iR1UoUWxlTkPLZ834krsWNNL632LmM31tsQVKwnDt3DpOTk6rgkopeHoPzTf7m9RtpBcs593gu6WTwNeM6kNQuY4aKQs4Y/ZDfA7DofJb3La+HhjHnDoWqw+FQY8tOPzIaWq0ucLur1apyNJjJSKVSymAsFovw+XyKZ36rkPQTOQbyx/gMpaF1szCuWV5DKpXCxYsXMTk5qaJ1xnoCSR+Q48Zro6MhM73LievpgMVkEf823vvNrFfgsqKVx+PnCoWC0hM0wGWtEbMZxWKxpuZAUm5NJpMKZC12/luFpCfJouC6ujoAUEEemQmU56cRxrXGoAZ/GCyStRacJ/yfx2DElOPAucProLxgK0w6GmwTDyzQbmlc8X1+h45GKpWC2+3GCy+8gM2bNy/bmrmeHF9uPX+1YxYKBZw9exZTU1MALutYo740jjWdDbPZrJ6XlDXLrSuIxfSd8fXbgWq1qtqVMwjMGiXpQEu9xfVC+cbvUM7diEy5Gbz55puqUJ9t6qPRKDKZjAoekqLk9XpVXVI6nUaxWFROEDMzbrcbLpfriqAgULu2Cc4h4/rkvco5RllnpFCyaF5mVkwmE1wuF6LRqOpYyA2ZS6USzpw5g7GxMfy7f/fv8NJLL93QWC0po1GpVDA/P68KWarVKtLpNOx2u+qPTd751RTL1bDYJJCOAgDVxWZubg6jo6M1SldSQ+gZMpLM15hmIk2DG6itZEcHPuRwOIx4PF4T0WbHCTpJdXV1iiJyo2NkfE8aQ9Lwy+VymJ2dxdDQEKLRqFJuFIDS+KRSkH3SOXZUHuz4sNKCiFknGo9MlWYyGeTzecVNd7lcaGhoqNlUivfO7xnHipBGonRq+F1GVy5evKhS/hw72dOeSoPRDipmHk9miSgkl3v8pqenAVwWVnIecN7RqJEOJcHrNpvNcLvdKlIijWuZBpZrjfclqRVyvJ1Op8pmkC4l66dIV5Fjxe+T3kGngzxXaTDV19ejv78f/f39Sx4/yrTJyUlEo1G1VwyN0Uwmg8bGRvj9fkVnkdFYY+DlZp6vfFapVApzc3O4ePEikskkisWiUp5yd2AqXLlmF3PO+WwWu6blmIOLKXK+tth4yIDGYnL/euda7NwyohePxzExMYHx8XHVvtEYSZbXxvUiudCM1DPTZhzX5YLD4VBZZRndNplMqn20pChSf3Et8Z45F2hA8IfGBp0mvk55xfvkMa1WKxwOh2pHzTHgPONal3JgYGAA8XhcRTpJ+eG6ZgQ3l8shl8vB4XDgsccew/79+295PI12xo3K/6vZHEu9Hj6DUCik9CwDUdRbUhcYAxfSUZQGtDQQlxPGMZABKuMaXEnnQxrMg4ODGB8fVzKXa5pZOY4Jr0cGP3kPhKRRLed179+/X9XG2e12NDY2Kkd7YmICADA1NYVwOKxkDtcka6mam5trdjEHUJOJlwwErltJZZbBPum48jPyOUo5V6lUVNBOnotzkME66mK73V6jD7/97W/j+eefv+GxvGFHg4Lmww8/xPz8PJLJJHK5HBKJBGKxGObm5lBXV4e2tjbYbDb4/X7Y7XZs3boVq1atWjiZ4JBJyEludEykoASAoaEhTE9PKy68yWRSnTGMdB8+VBohHEQ+NCrldDq9oh0dUqkU0uk03njjDcXBAxb2pxgcHMTo6CgaGhqwe/duVCoV1U2kqakJfX196Ovrq+HXyfG6WgSRAo0/Q0NDasOneDwO4PLzYDrOKOikoiI/mIubizeTyaCzs3PFHA2TyYR0Oo2//du/VfsmAJf3iBgbG0OhUMD+/ftV8bXL5YLT6UR3dzcaGxvR1dVVQytYbA7KCDQjfdIRvHTpEtLpNGKxmLouPg86GZK6wvklDRmem2PHKPxKNCHw+/2Ix+PI5XLKEZSCnNcpjQ3gcvQ3k8kgFAqhXC5jzZo1cDqdNW02eTzjvhkyks4xpMIkv5RGMI0NGiA0RmjQSAHqcrlUIIERoXw+j0QigWQyCbfbje3bt2Pfvn3YsmULWlpabik6eu7cOfzZn/0Z6uvrUV9frwymU6dOqZ7tBw8ehNvtRj6fV4W7gUAAa9euRU9PT818M3Z4WuyclcpCV4/p6WkV+cpms0rWca7R0ARqHTE6ElyfHDuOAznxxlqb5QQdBs7/sbEx1WKZSplRvqamJnR3d6t7A249Es21x65NkUhE0aQkBVCuQ+oD4HJmzuh4MAq/HJtOXg2PPfaY6jglaSJms1k5jxwr3qcMEkhdR2oG1zf1pHFNyKADN/fkvTMgQL0q1zWdHLnei8UikskkzGYzpqen4fP5VPS+VCqpvv1cCzabDVu2bMFrr72GpqamKwKKNwMp34wBFeDy85T6Q8qyxY63FJRKJcRiMYyMjGB6elrJfalXZSSakHUYXL+Ug6TtSRtpOWEcdxkdl+vQKPv5/lKux+iwUH9MTEwgHA5jZmZGBTWlIw1clnlSX0vnnGNHZ5jtz5d73Orq6uD1ehGJRFRhOgB4vV5s3LhR2cjr1q1DIpHAyMiIqjGx2+1q482GhgaVrTF2YpTOn6Q+ctz427iuF9P1ks4ti+aNNgsAtV7L5bKyGbmh3xe/+EW8+uqrqibwRsb1pqhTb7/9Nv7yL/8SO3fuhN/vVy3vBgcHMTc3h3379ike6/DwMIrFIgYHB+FyueByudDf34+GhgaYzWYEAgH4fL4aRcibpsBjhIUbFcmqewpgLlBj/2lpqPBhGCNRhUJB7TC8devWFYksAwuR8P/23/4bKpUKent7EQgEVEFdMBhUm4x5PB5V81AsFhGNRjE5OYm3334bDocD3d3d6OjoUPdMCgqvmQKfk2tychLhcFgpIckN5YQ2UqXIR5YcUY4fPWruVhqPxxGNRtVmcyuBQqGAv/iLv8CpU6ewZcsWlanIZDLo6OjAzMwMmpqaUF9fD4vFgkwmg9nZWZTLZczOzionNBgMoqmpCR0dHer+OYcAXLHQGIngOACXlRQFBeefNI5oUJNSICOGfAY0WsLhMHbv3r0ilDOn06moRVwfhHzenPOcN8wYxONxJJNJ+P1+lEoltfEbjQ/er6RdSaeBTrzcV4MKgIXq6XQa6XS6hi5FzrzX60VdXR08Hg8CgQACgYBynsbHx3Hx4kXMz8/DYrGgq6sLTz31FB566CE1D24FExMT+Pu//3v4/X60tLTA6/WiWl2gea1fv17NBxpS1erCvgcjIyNoaGjA6OgoqtUFbm17ezvWrl17RZG9dNg5n0dHRxWFk4qVHVPoHMgOXjQgaYzkcjn1TAhZAJzL5RAOh/Hggw+uaPZ2cHAQn3zyiXKQ8vk8zpw5g3g8jtbWVqxZswbZbFYZzvX19ejr60NjY6Oqw2HnpavJY2lUUmZSGXL9y/HmmgVqnQkaMwBqMj3SMGQNEZ//SgVVVq1ahdbWVnzwwQc4d+6ckkm8VkYhea3cL4bdi3h/fNase/J4PKreSepbKfM4Tk6nE+FwWDnPbG0rgwU8Jyki1LfpdBpOp1M5ybxWHlvqZL/fj8985jN48cUX0dXVdcu6Vxq+yWRSye6RkRHEYjE4HA44HA60t7erYFRHR8dVo9w3ej2UodFoFOl0GmNjY6pmka2CASgWAKPZxuizMXjI7mKkmPX29tbQJJcT8rzFYhFTU1MoFAoIhUKqyxDXKZsPNDU1XaFXlgLKzkgkogLI0sEwZmTla0ZDm3KPeog1QH19fStCE21oaMC+ffvw93//94rRE41Glf4bGxtTVKr5+Xm1PiKRCCqVimr20NLSgsbGRtVClk4Hs4XMwjLDyDoQ6kwprwDUyD3pbHCsOO78X9qNXN8M+FH2hcNhNDU14fd///fx9NNP35STAdyEo3HixAmcP38eBw8ehMfjURt/2O127N+/H6Ojo2hsbFRRS0Z5adBls1m8++67qFarSpGw7axM8TDSJBWubLlJw1imwCVo3DGiIz1dHq9cXmj5GI1GEQ6HlQe6Ugrk7bffRiAQQGNjoxo7KpDe3l643W7VWrFUKikKFZVHpVLBzMwMBgcHFTWNUVZpwEj6gXHS0Tmh98+oKB00maWgFytTvDwmlVg6ncbMzAx8Ph82bNiwrKlnibfeeguRSARbt26F1+uF2+1W75nNZuzYsUOdixvR0Amg0ZpMJjE4OKiaA7S0tCiDWUZTgVrDDEDNZzgPpZMmMxZyfLgZzmKRonw+j5mZGSSTSezYseOWx2gx8FrJ7Sf9SUY6ZLSTzkIikUAqlYLD4UBHRwesVqsyCoPBYE26Ws4Ztk0llU0KqVgshmg0ilgspugfFosFwWAQq1evxtq1a9HR0YGdO3fC4/HA4/HAbrcryoY0oriR2bFjx5DL5bBx40bs3r0bLS0tV3BYl4of/OAHABYMPxppVH4OhwPr1q1THFvKO5vNhubmZmWUJZNJjI6O4le/+hW8Xi/Wr1+veuUb09/S8JNrUxok8jfnJw0SZjJo2MnPSEpbKBRCOp3Gnj17VkzWRSIR/OQnP0GlUlHdkQComoK2tjZFU81kMmqjqjNnzigjzOVyKV4znVsGDGjUMoJOmRmPx1U2hwEY6ZjJQBTHWlIJZJCK7zFCHw6HkUwm4XQ6sXXr1hUZN+AyLXXnzp3IZDIYHh6uidzKoEU6nUY0GkU2m1UOAoNEABCPx9X4ulwutLW1qUCWzEZyLDkGPAfpEwyY8DvczI+0C5k54fhbrVb4fD5lcMkgls/nQ19fH55//nkcPny4hv53q2MXi8XwwQcfIJlMYn5+XhVgVyoV7Nu3DzabDWfOnFEZrLVr18Lj8aC+vh7r169Xc+x6xrOsNxkfH0c4HEYqlUI2m1UyXxYt06YxdgGS84/jz+eSSqVUl65SqYSHHnqo5nPLvX6z2Sw++ugjxGIxzM7OKnp1qVTCzp07VcCA87Gnpwd+vx9tbW3o7+9Xc1cG3q42dtRJU1NTiMViiMViKpNDXUvZyDnJtS/rLYzjR7suk8koR6NYLGLz5s3LOlaEyWTC+vXrkcvl8Mtf/hK5XE7t7TQ9Pa3sAAbT6JxLBz8Siaj3GJijXqHxT3lGWUjqLF/nePCa+Hsx21qOHVArU4wNHRgItFqt+OxnP4unn34aPT09S8qs3bCj8f777yOfz6sdQp1Op4o2ZjIZ5WXREwKgCsrozXHnQ5vNhp6eHjV5JGfWSDWQ/0slTMNILmYZTZaRGl6X0VBm8c5TTz21aEp8uRb0Bx98oAwhWfjjdrtVWjSdTtdEJ1kYSw+ZKWlOQJkCBmr3SKAhyWun8JSUC5mdoHdMg5FjSIeOkxCAotVEIhHEYjEcOXIEzc3NK5YNOn/+vJozxvHL5/Pw+XxqU0EqPt4v91XgvhXG+5bRX46LFGQcV9nlQjquUgHLegMKZEIW03PehUIhrF27dsUyaQ0NDfD5fCrqSEdJZg2l4GG00efzKQfNSNOTbS95X7xfybsmRSIWi6laKrbNNJvNWL9+PT73uc/hmWeewZo1a25IQRH19fU4cOAA9u/fr56P/N5yjOPk5KTqsMFn73Q64XK5lNMWi8WQzWaV40jDlgoDANrb21VNhc1mU1FlrkNjZI7jynUsaT7SaZBrmIqBNAs+YxrkzFLF43HMzMxg586dWLt27Yqt108++QQOh0PNI875/v5+tLW1oa6uTtGVuKYZTEmlUpifn1fj3d7eXlM4y7GSY0cwCCVlnAxQGceahjH/5m+uA0aUo9Goajjw4IMPKorPSjlqdKwfeughVCoVtd8CnQE6ByaTSTEFGD3n71KphLq6OrVBLceGa5X3KOW6dGbYqZFzjg4L5xoNOJm15P/MjlLOkBra2tqK7du3Y+fOnTh06JCK2gLL000pmUzib/7mb1AqleD1emGxWOB2u1GtVrF582Y0NTUpo4obHsbjcUQiEbVhI7votLa21hi80r4wmUyYnp5GOByuyVDIQJ5sQSuzxpJRIQ1luV6z2ayipieTSSQSCbS1ta1oNy5SkzOZjJL9lcoCZXjPnj1obGxUlDBm0hKJBObn5zE6Oorjx4/DbDajs7NTjZ1cdxwHAJibm8Pc3Jza24drlGuWFDGOiVyzV3MAqfdpl2QyGRXgCgaD2LZt24qtWbPZjO3bt8PlcuHtt99GsVhUATWHw4GtW7eiu7sb4+PjiMVimJ6extTUlLpO4LLcoWMpZRMdPBZlkzkgN9KUjVM4HkYng8/CuO45zqREMkAaDAbR09ODLVu2YM+ePejq6rqCVroijgaNYMlztdlsyvBobGxUnpsU+OXywgZddXV1aG1tVYXXVDK8cCN/Xnpd5NcajRFpMMoCNe6UyuNT8MmUEI0gv9+PRx555Jqc5VudpPX19ahUKirtJYUWjUBujELlwc9Q6Le2tqq9QWSGQkYBJIdSRuWNUXvjZ+h8UbmyXzfTvQQpP6lUCpFIBA0NDXj66acXFQDLtaibmpoQiURqPHjOF3L1A4FATZqeaT0uTpPJpPiQdIgpTAHUtIBczOiTfah5DhkJoMJldI/OCR1dfi6ZTKpiMbPZjGeeeUZlGpYbgUAAHR0dSCQSSpAwOsLnJY1WXgPfl0WfNEyMNDC55mQnmWQyqYQ+7zmfz8PtdmPLli342te+hoMHD6KtrW1JFB6jkbnc6OnpwfT0NOx2u5J3VAakNDLqzg2hKMTpTMjxo8HNeSGNQuAydULKvMWytZKCwjknHWnOe1mbRSocaYRPPvmkMk5XAr/+9a/R2tqq5DuLiRkho9PNSBllICmKXq9XGbak0jEDZhw3oJb+RGVKuVgqlWrkJWWdpIYudiw2CKGhFw6H4Xa78cgjjyxLy+SrQc5pu92OBx98EIFAQG0qyGCZLPSXGQjeA+cAj0nHSdadSZ1pzPQAqHG4aBRKx1ZGXOlg0PDxeDxwu93wer3o7+/H4cOH0drais7OzhpZu9h9LxW//vWvASzIPTquDQ0N2LJlC9ra2pT8og5hm+xUKoWJiQkkEgmVhZmYmKiZVwBqnAdeM51CoxMrjTo5thxrQq53OoF0MEi3yWazeP7551d0f5Hz58+jUCgohkkmk0FLSwu2b9+O1tZWNZeYbWQtZDwex+TkpKL7kC5E0E401l8Bl/W0fM0YfJFrnTJAQlKlOHbMLJES/9RTT6343ixmsxnr1q1DQ0NDjeNdLpdRV1cHv9+Pt99+Gx9++KFysK1WK1KplLILmZHkvdCOkDUqdDiAy3pa0mipYxYL3PN1sj6MLBdmpvr6+uB2u1FXV6dqUAjpLN8sbtjReOSRR/DWW2+pi6xWq5idnYXf71fOg9/vV+lZADW8LzogLpdLpc4YlaFA8/l8V1AzOEAAapQNKS4UnjLlI6MK0iiiMZRMJhEKhZBKpfD1r38dnZ2diw7gUlJEi+GFF17Am2++WbPwpqen1a7bNH7ZxlBycTl2wELxESNMkUhEFTmVy2XVGk0awcaUmWxxxrHj8WWnGk5iSa+RnNGpqSlks1l885vfRHNz8y2NzfVw4MABzM/PqwVHGh6Vv6Qzud1uNRfkdZtMJlXbwdoSZo0YIWAEm+MCXKadETLSAkDNN46fjG7xOXCMaWyHQiFMTU3hS1/6Eg4ePLhiBrPVasW6desQiUQQCoWu6DNut9trNgySEXCjoSyNV/m3dDIymUxNy0oWaTP4UFdXhyeeeAJf+tKXsHHjRjQ2Nq6os3ArOHr0KH74wx+qtWO1WlV9g+wuxWwFx4Jjww4npAtRcUSj0Zr1FwwGazZeAq7c10QGDAAog1HOOWm8SUeQtTCkQrzwwgvYtm2bOs9KoKWlRTlnAJS8KpVKNfUmDBwYU/cs3GZwiRRZOS5GA5vPyFhvJjv9AJcpL+l0GgCU0pbZbso5WYMWCoXw6quvKnrtSs5bORdcLhf27t2L9evXY3h4GNPT0xgbG0M8Hq/JJlB/ykijXM/S8eR9SvlP3UlIWnIikVBBGp7L7XarWhqn06kMk8bGRrS3t6O5uRnbtm1DW1tbjf5ZyXG7cOECgsGg6j7JIBPvo1qtqmhtubzQqpPZPqvVipaWFpWJ42aiMvhoDAZIloB0YmUWWGbNKR+MVBc+F8pP0tJisRhmZmbQ3NyMgwcPXlFjt5w4fvy4eqasj8vn82r9MdLO7kh0esmyYEDA5/PVjA/vk3YIx0hSfngvsk5IUstkdoxrT44ndVA6nVZd+aLRKGZmZuB2u3Ho0KEVqc+Q4LOUOs3o+B85cgQ7d+7EyZMncfr0aZw+fRozMzNIJBIq4Cd1BQO8tHP5Ge5hZqTgGqmiLpcLgUAADQ0Nap36fD71eiAQQGtrq2qUs1jmjmPN+5E0zpvFDTsaTU1NaG5uVgYLjeGxsTGsWrVKKQ2ZdeAClAYuDRGTyaQ4YJyYjO4ahblMixM0sKUjAdQa09JhYcQ+mUyqIulnnnkG+/btq5kYK4HGxkY0NzcrQUfqwLFjx9Df34/GxkZ1DbLGBail8kgjmcqB48tog5x8TLHLqIKR0iMVED9Dw4nHoDHJYrdoNIrnnnsOu3btWrExI9rb29Hb24tQKKQEXblcxvDwMFwuF/r6+pRTRH4yI5rMYHBcSethZI7zk12qjF3LZMSJz0Aqa5kpMGbbeJ1UZplMBtFoFBMTE9i1axeeeeaZms+vRGrXZrNh+/btGBoawtDQ0BVRTXkvsokA54T8PJ0OjrMs/paUKf6mU2qxWNDT04Nnn30Wv/3bv60M0aVgpdLfRrS1tWH16tWYnZ1VxnG1WsXIyAjOnz+P7du3K3oGnVLKP1JFANRkHWRNARUBI1DG4ApQOwdlSlxG5Pk5Pkf+TQ4/a4Gmp6dx+PBhfPazn73l4s3r4YEHHsDp06eV8guHwwgEAsooY4SMRiv/5nphM5FCoYC5uTk0NjYqQ5o1G0bHbLHGGBxbGn9yzGSXN2nwMSvJjDcNlu3bt+Mzn/lMjROzUvOQx+ffJpMJgUAA27dvx4YNG5BIJJBIJDA+Pq6aBzALLY0yuV7l3JIZar4v9SeNGEZZm5ubEQqF8Fd/9VcAgG984xs4cuSIkqt08kgF5s7pRrm50uPW2tqKfD6v1iSdxmAwqDIwXq9X6RA5FmQKSLqVMRos1+FiBjFfl8Yex1Zm06VTwrVMh1HWts3MzCCbzeLJJ59UXTtXCo2NjTWOJoNzZAowIEwaNe2CpqYmNXa0QYDLDBW5Xrge+TlJ8QRqN3Pldxigk+wXGbmnTqdtQjbL3NwcYrEYfuM3fgO9vb0rNm6L6f2rwWQyoaWlBU888QT27dunqLeSFmnMRvJ78m+TaYGa+OMf/xgnT55EoVDAK6+8gv7+fnUtzLSR7su6VWZTjDKG5zaeh39Lx8P4vRvFDTsagUAAXV1dOH78OEqlEnw+HxwOB0ZHR5HNZtHV1aUieFScRp4jF7jb7VaKhUKNk1hG+I0K1KhwgdpNTWRdBgeEVClSOkZHRzE+Po4jR47gK1/5yhV8ypUQhIFAAN3d3fjwww9VnYvf70d3d7cqBmKhraw/4bVQaNHRYncZACoyCCxw6Jn+5Pc4VhxbADUGjNHw5CJm9J8Rvkwmg/HxcYyPj+PFF1/Eyy+/vOLjBiw4jhs2bFAGEz30zs5O5HI51YTA2GIWuLxgjApDOlaM4nDuMMMmIzCShiAdEI4hn5dURFR0HL+ZmRmMjIygv78fX/3qV5XBdStRguvBZDIhGAxi586dqKurw+DgYA232BjtlI4nFR853TLDIdcUs4Qywsp51NbWhi1btuBLX/oSdu3addV9YW7mfm4HbDYb1q1bh5mZGYyNjaGpqQlutxu9vb0olUoIh8NqQyYp4+hEcL5RcTIixbnINUtF4/F4ajJgMssko0oAat7n35SR8rlwzo2NjWHHjh14+eWXEQgEaqKDHNPlXL9ci9XqAj1qbm4OY2NjWLduXQ1tVNbgMbPAucUggMPhuKKDD3UDcDlaSiPR+LoMCHDNA6jRLRxDOjfFYhGRSASzs7O4dOkSenp68Hu/93uqMcFKyjqp7OVrPC979Tc2NmLNmjVXfP5q3wcW76q0GBbL2GSzWWzatAlWqxUHDhxAd3f3otd4tWtfKfkmsW/fPnz00UeoVquIxWKKBuVyuZTzA1y2F5g5q1arivLC6DJZFyaTSdFupGxn9kxm2GQWXLIuANToJmmoM1hDg5md/qamphCNRnHo0CEcOXJkxeXe7t27cfz4cVQqC3UZLpcL6XQa9fX1NTtJcy1J49jhcKgMDB0IUhaNrVrJNJG0UCkHOEbS8aV+5jGoa2VtGu2TZDKp2lpv2bIFL7300qIbWy4XjPNayh15TmmTAAvdCgOBAIDaPbuMxr4R8v19+/bVOLhX+85i313ss1K2ScfQeJ/G67xR3FQz9dWrV2NgYAAXLlxQWYz6+noUCgVEo1G43e4aygBQuy06vX1ZFEkjmoYKF7FUQDKVZLxJRvWl80FDigYTo2NTU1MIhUJ49NFH8corr1yxf8FKLug1a9ZgaGgIH3/8MTo7O1X70UqlovZTkAWjcqLKhej1euH3+6/IQHCPA44px5tRASkIZfqRkQwKPy50ycVlS9H5+Xl89rOfxZe//OUrPO2VQrW60KmmtbUVJ06cQCgUQnd3t2pZGAqF4Ha7VaqbjqNcNLxvdmwwKlMaiLJTmnQW5MY2UmhwXI0RaWkwcZOb8fFxrFu3Dt/85jfVZlY83kqPodlsxtq1a9HS0oKxsTGcOXNGFWdTaVDhyR9mJ6SAl5vxycwagwZ2ux11dXXo7+/H7t270d3djX379q14JH05US6X0dHRgZaWFkQiEZw+fRqrV69WrR5nZmZquNsMktDYpTEBLChSOpUy+sUIp9wXg8YkHXyZtiY45ygTeL18NsxmTE5OYnJyErt27cI3vvGNmmYXiymZ5UIwGER9fT1GRkZUNz2zeWFfBXYxo3FBUJbJPvSkvvA+WSfDmheOtTRaqGtkdN7opHEuS+oQHepsNotEIoHp6WnVqvhb3/pWTUR5JdfpYseWDuGNfH4l4PF48PLLL1/1/atd2+26PgCqiJlyLZFIYNWqVWp+yIi6tDuq1arKxFqtVpWJrVQqihbGe+H9MHsmHVs5n2XWSFKr+DptE8nHZ23G5OQkpqensXnzZvz2b/92TYZlpcDNemXHpubm5ppaRmYG6dTTniBDgK1aGZQijU2Ca9xYJC4j5lK2GYMF1OeyIQEdtEQigdnZWUxNTaG1tRVPPfXUim/CLGHMAsjXr/YacKURf71z3Ohnr/Xd633memt3KXPxporBvV4vNmzYoFqgsQVlLBaD1+tVBqox9SgVpjHKITvyGHmP/JvGjFxwVBLMYMhIASejMaqWSqXwwgsv4Dd+4zdWZJO0a42dz+fDtm3bkM/nMTIyooqq7Ha72hiFnzWZTGoxG7mhwOXoCo0RWVTKY/C3XKz8vow6cyzp+EkDhzthj46OqhTdc889d9sWr7yH3bt3I5VKYWBgABMTE/B4PLBYLPD5fGouALXUE843qQTkeDFyKsdX/i8NOWmcSLqZyWSq4UdznElz44Zlhw8fxiuvvIKGhobbNnZGcP2uX78eoVAIExMTOHv2LE6dOlVDiSRtCqjt9EF+Leeqx+OB3++H3+9HXV0denp60N7ejp6eHqxevVrVHxgjPHc7OOd27tyJZDKJQqGAmZkZ5RSwuQNllzGDdrWoj1SY/JvfkzKQGRDKNhmBl8a0zGjweubn5zE+Po54PI7nn38eX/nKV1as//5iYDbo9OnTSCQSABayknNzc/B6vfB6vUr28rplVNNisdQUb3J8ucZp7DB6yvlIJ0vqGGMzA3lOGYhiMGZubk5lgfr7+/Gd73xnRTdy1Vg+kLrFvQrYmpWZH+ls0OEAoIxkr9erOvHJZjdsD0xdIGk8Ur/IAJ4MclE3yKJmBhJoKLOD09TUFCYnJ9HZ2Yl//s//OVpaWm6L3GTbeDppoVAIJpOphtItwTGg/pQsjGq1qmhWUoeSvsOxBVAjz/i/1KPSYZOZDAbH2E1vfn4e4XAYY2Nj8Hq9+L3f+z2sWrWqpt5A487ipjbsM5lMWLduHarVKt577z3Mzc2piB0r6GlcGDl4hNFronKhoSjPx4nLRUljmIpHFsoYOeal0sKeADMzM5iZmYHX68Xv//7v44EHHljx4qDFYDKZ0NfXB4/Hgx/96EeIRCJIpVKKQsEiNhpz7KdM40MaLzICIFs5ym4DpAPQqTA6asYMkFTS7OBAY7SpqQlf/epXsWvXrtvqZHDcgIVI6Y4dO5BKpTA7O4tsNqvugztDl8tlZQzyfhi5kseicSO7gxijBTQiZXcVaRDy3BR+PG61WlXF6tPT0yiVSnjllVdw9OjRmj1A7hQ4b1pbW9Hc3IxMJoM///M/RzweR319PT73uc+hsbHxigLnjo4OrFq1SikAKmLyQOk4E9LQvt1zZjlQrVZRX1+Pw4cPq1oH2R6U80/OLWYQ5bpcLB3OeSmjdoSUddKpBVDj2MiADqOjpA04nU584xvfwMMPP3xHZF1TUxMeeughvP3228hms4ovTDnE+6asYkZRGm2U9TKTLbONXItGx5+f5brk2FHHcFxJZSOve3Z2FjMzMwiHw9i0aRO+853voKur67aPncbS4PF40NHRgUuXLsFisaCpqUnR4Hw+X02TGmMglDV6dNw5F1lbQaeWND2uOaB2Z3XOR6kn5DmNGWMWMMdiMYyPj2NmZgZdXV34gz/4A7UHze0wkl0uF1pbWzE2NqYyEbFYDDabTe37JbOBwOVujD6fT1HhAdQ4+KShcczkhpIy+Cn1snFdU3dIyi6ztvF4XLXtHh8fR2NjI771rW9hz5491+wiqnH7YaouFnpbBNLzNJlMCIfDeOONNzA5OamcASoUeq+MkLOjgXQ6ZBSLi3SxvvFcoFTA8nK5iCV/nFmM+fl51bZuz549+Pa3v12zeG+np2s8VygUwrvvvotLly7VZGK8Xq8aA5mylAV2HEPZbYnHlm1YZeEuIygAaoSiFIY0qNPpNGKxGMbGxlAsFvHggw/i1VdfRX19/aJG0+0YO3nOaDSKd999FwMDA8pYqFQqioYiqRQsAJStbCXk7vI0wBmt4nhIAWe8Ho4fs0D5fF5FV+bm5lR9wpYtW1a0FuNGsdicNzqvi33udq+XOw2jSEwkEjh+/Dg++eQTxe2mMyFpFCbTQqtWWXgnlbP8HtepsZ0wjWTZ8pUdR3g8SVvL5/OqaDmVSuHQoUP4jd/4DXR2dt6x51WtLtBRPvroI5w8eVLJcJPJVOOYyuixpJURXLfS2DB2rJGBJRkAkPqD78tgFo0Vbsg3NTWFdDqN5557Dp/73OdQX1+vzqHx6UCpVMI777yD06dPw2w2I5lMorm5WbWylXtuyWz/YjIdQA0dVAamjOuac0xuRioDXEYHl85tIpGo2VthzZo1+KM/+iO0tLSozT1vB2i/vfnmmzh37pySMa2trTWOgpRBkv4oHSu55qxWq6qpYnBFfkfab2yhLNkZlH38zbHLZDLKyQiHw5iYmEAgEMAf/uEf3pbmPho3j5tyNKShVK1WEY/H8Ytf/AIXLlxQRh0nlOw9bzKZVCtX4PICpoKRG6JxIcuInuzMwHPLVCgnYDweRywWUxveNDY24pVXXsG2bdtUOl5GzW4XjEYanaETJ07gvffeQyQSQV1dXc14cJwYCaBRLI2WavXyLrgySiqpFVyg7LUv+ZayOwfTt+FwGMViEf39/fjSl76EdevWXdGl5XYvYj4zCrR0Oo3jx4/jwoULGBgYQDAYhNfrrcloUHiyI4rsuiXpaZLnzd+cd9JRY8SG6WLgsoPLjlLciKixsRHPP/88Dhw4oFoQSwF7J3E1R/tmHPAb+czd4FjdCoxisVAo4OzZs/jggw8wODgIv99fs18Lsxl0fkntk3xmmcGVGUgWUEp5x1oYKUMBqKwAs2bz8/MoFovo7e3Fl770JbUD+Z1yDOW4kSZ67NgxtdkXA1HkhfPeGBCQUUz+lq0c+T/PI50MOmrSUKTsoI4wmUyq8DcSiaiNR4PBIH7zN38TBw8erOn0R1mh8elALpfDO++8g8HBQcUUcLvdquHCYo6tDDTRSGawjnNVRt2By3OQtgodWRmVZ8cm2XxDtv9m04FIJIJ9+/bh29/+Npqbm2v0/O2YezzX7Ows3njjDdWWnHsFyb2nJK3dWPcpszflclmtcY4R74frWdp4XLsWi6UmaEw9zPWbSCTU+E1NTWF2dhbt7e34zne+g+3bt9cU6GvcPbhhR0N6mwQX06VLl/DRRx9hdnZW7XBts9mQyWRUT2a/368MZioXGYmXCpjGHXDZoJb0H8m75S7fiURC7UC8du1abN++Hc8999xVU5B3MqMhX5+amsKpU6cwODiojAbyJSng2LqWXGt5POlkcPGzuI2FqgCUsUzHghFRKfQsFgs2btyI/fv34+mnn77rFqsx8pRKpXDy5EmcOnUKkUgE+XxeCbZUKqWK5plRk8pBGjOce4xIp9Np9RojU8xaMLtBB4Op73Q6je3bt+PBBx/Ek08+WUPvIO628dRYHNdar9FoFJcuXcLZs2cxNjaGTCajaKLpdFrtdcP1yra3hAyw0NngDtTMzNGBkeuURZoMqMTjcZjNZuzZsweHDx/GgQMHANz5OWY0kCjj3nrrLczOzioKE/fAoXPGwluOJY0O6hIGVZj5XiybLdu7SoOPGRWu12g0ilgshrm5OTQ1NeHIkSNqYy9jlFbei8bdC6OD++Mf/xizs7NIpVLK6WeWgHNKbujKeQXUbgQsKX0ygyEdFc5BWUfFKD0/w72GuAkkazJMJhOOHj2K3/qt31Kdze4UKpUKzp8/j5MnTyISiah1SaYK7T9jK2mCr0nbjg6FDHAadaPUrwBU7QqDyfyfY8fmNMlkEps3b8bv/M7vYMuWLTXXotfs3YUbdjSupnyZKmMa+qOPPsLw8LCK8AYCATVJqXi5UKXjQuWbz+dVpMliWdgxm3UfVLQ0kNmvny0i+/v78eyzz6KrqwsOh0PtK3E3gx47F8/x48cxNzeHUCikovFyMxYqYrmopdHM76ZSKQQCAQSDQVgsFkWfYqcLtvJjtunAgQM4ePCg6tRB6gdw9y1aKfABIBaLYXJyEh9++CGmp6cRi8VUER8dDLkPi8xkEGazWUWJQ6EQAKC5uRkej6emjZ7cuLBcLsPlcmHbtm144okn0NvbqzJnd9uYaSwfqtWFuqC5uTmcOnUKFy9eVC1vSTWQjgQAlalk4IRzMZ/PIxwOY3Z2FpVKRWXnKpWK2gBRrlurdWHn5cceewx79+5FV1fXbW1ssRRwvIaGhnD27FmEQiFlWORyObUniaTeymAUdYakRWYyGQBQslFmHYHLDS/oYGQyGaRSKdW/3u/34+jRozh06FBNFFmv208nZEYWWKA7njp1CqdPn65xWknnZv0B1yopTzLryN+ypgCobZ4iI/N8T0bp2WiAO1bTtslms+jt7cWrr76Kvr6+u2YNZzIZDA0NYWRkBKOjozX1KVarFclkEoFAQGWIOC6SHgWgZq3KcWO2SDIqpHNGx4I0edp4qVSqhi7l9/vx1FNP4ejRo6qzHaD17t2KG3Y0rgYZEeBvdtsZGxvD4OAg4vF4TcSBUQJGEDhJS6USUqkURkdHVetXk8mkonxMz1H5NDY2oq2tDb29vdi3bx8aGhpqFv/dQt2QCuxq2RX+rlYXdly/ePEiJiYmMDExgWg0esX3ZGSAr2cyGczMzCCZTCKbzSIWi8FkWijgZ4EvsNDr3u/3IxAIYPPmzdiwYUNNv2x5TfK1O4EbyUZx3MrlMqanpzExMYHR0VFMTk4ikUjUpLQlbcr4XObn5zEzM6M27MpkMujr68OaNWuUEWOz2dDQ0IBgMIjVq1djy5YtqpPU3eqYLSfuJ2PsWnNPro9EIoFLly5hfHwcExMTyumQEU6jzKMsSyQSaud2u92OwcFBdHZ24tlnn62hdrjdbrVBZW9vrwqifBqeh5Rv6XQaly5dwpkzZxAOhxEOh1VNC40amaGVDgDvN5VKKYqn3++Hz+dTmRJmw7mJJFt2JhIJmEwmbNiwAYcOHcKBAwfg9/uvO4afhvHVuBJcd4ODgzh//jxGR0eVXcD5yGAkHVkAV8y9qzmgxp3YaRiTesuN91KpVA1rIJPJqPX9yCOP1NCy7iYkk0mcPHkSg4ODagdwSSv2er0qqEbnYTFqmnHsZOMZ4HKXQ8pD0qRkcCCVSmF+fh6xWAxmsxlHjhzB008/jfb29iuo5HfjWGoso6MBXLmZBwvuGJE7efIkpqamVDcHSSkol8uq21G1WsW6deuwb98+/Omf/ik++ugjfOc738GuXbtqIg1OpxNer/eKjWHUzd3Fk24xY5mgQGRnimKxqIrGhoeHkUwmUSwW0dXVpTbXCYfDmJmZQU9PD3bu3AmXy4U/+7M/w+uvv47XXnsNL730klLWzCzJ9OdiDoa8njuFGxEexrFj9osZiFgsptpWxmIx5HI5dHZ2wuVyKbrVyZMn4XA4sGvXLnR0dGB0dBR//Md/jIcffhh/+Id/WJNJ4vhdjR5Fx+ducXQ1lo5r0agIvi93qmU0nQ4Hs1+MXFYqFbWOGVmNRCL4xje+gW3btuE//af/VLNTvbGLFZ2XTwOknKdBwCjl0NCQ2uGa3HB+jtFlGSBgq+HZ2VkAC/snyBbrxkir2WxGMBjE9u3bsX37dtTX1y+addRGyqcbi8lg6ZieOnUKIyMjmJ2dRTweRzAYhMl0uf6RMNZv0ABOpVLI5/NwOp1q40u5LwbXPfV2NptVnZG4mV1HRwcefvhhHDp0SEXhryVfbie1m5BB2lKphFgshmPHjmFychKRSER13rJarYqpIpkVRtoUKWTValVlLmU3OJPJpOQlW/+SZsYMZCqVgtPpxPbt2/HEE09g8+bNVziHev3e3bglR8PIWZSvLxZxJucOuPr27UYhIQ03+dmrZQg+jRzbaz0C433KsbiakWv8/mJRWKNjcbdlMm4Gi83DxZ79YuPA71zNwZKZkMW+bzyH8Vwa9yYWk1HAlXPBONeuNyduxKk2KtbFXrubsJiMWUxuj4+PY3JysqZVufFz7DrDpgy5XA5vv/02vve97+E73/kOfud3fkc5YT6fD8FgUJ17sXV8rUyzxqcH19ODwEIgYGBgABcvXlQBT1k3IOvygMvOLmsq5ufn4XQ60dLSApvNdkXDFdL0uFN1IpGAz+fDrl27sGfPHuzatUtlMK43D2/3fLzWeavVKiYmJjA1NYXz588jEonUdIST9bXSyahUKqoDaC6Xg9/vV1Ru2YFL/nD8GHRob2/HwYMHcejQIaxevfqK4N2NMB407jyW7GjcSLr5WgbZYormWgvsRhfg1Y57N+N6xsrVvnMjn70Rx2ExQ+BuVMDXuueVMB6udazrnefT4uRq3ByMzx249rriezLze63vLOU67nZcTQZdLRhwoyqJ34vFYqpzVF1d3TXPyfcWM+yu91mNuxc3Ip/5jPP5PEKhEEqlEs6fP49wOKzYFGxCI7+bSCQwOTmJXC4Hn8+HhoYGlMtlDA0NwWw2Y/PmzWqvCdKKurq6sHfvXng8HgQCgSuoyTz2jbx2O3Ajdhf3+ygUCohEIgiHw4raJOWbzPRHIhFMT08jn8/D5/OpcUokErBarWhpaVGZD3YVtdls6O7uxu7du7FmzRrlnNyoXaTX692HW6ZOaWhoaGhoaGh8mkCjNJ1Oo1wuY2pqStEZZQEzabjFYhEOhwOdnZ2wWCx4/fXX4XQ68fLLL8Pr9d7hu7n9qFarmJmZUY4Ea6IAqKxkOp1WjRu8Xi+q1So++OAD/Omf/ina29vx3//7f0dHR4dq2MIspHYW7i1oR0NDQ0NDQ0PjvsLVaNc3Qx++Hw3iqzFWZKG98bfsMko6FXdwZ43M/TiW9wu0o6GhoaGhoaFx3+LTSLm+k2B9xo3UK17tu4CmGN8v0I6GhoaGhoaGhgZurtPh/W4g36xDJh2U+33s7idoR0NDQ0NDQ0ND4yagnY3LWEpmQzsb9w+0o6GhoaGhoaGhoaGhsezQO4ppaGhoaGhoaGhoaCw7tKOhoaGhoaGhoaGhobHs0I6GhoaGhoaGhoaGhsayQzsaGhoaGhoaGhoaGhrLDu1oaGhoaGhoaGhoaGgsO7SjoaGhoaGhoaGhoaGx7NCOhoaGhoaGhoaGhobGskM7GhoaGhoaGhoaGhoayw7taGhoaGhoaGhoaGhoLDu0o6GhoaGhoaGhoaGhsezQjoaGhoaGhoaGhoaGxrJDOxoaGhoaGhoaGhoaGssO7WhoaGhoaGhoaGhoaCw7tKOhoaGhoaGhoaGhobHs0I6GhoaGhoaGhoaGhsayQzsaGhoaGhoaGhoaGhrLDu1oaGhoaGhoaGhoaGgsO7SjoaGhoaGhoaGhoaGx7NCOhoaGhoaGhoaGhobGskM7GhoaGhoaGhoaGhoayw7taGhoaGhoaGhoaGhoLDu0o6GhoaGhoaGhoaGhsezQjoaGhoaGhoaGhoaGxrJDOxoaGhoaGhoaGhoaGssO7WjcIVQqFYyMjCASidzpS9HQ0NDQ0NDQ0NBYdmhH4zagWq3W/J3L5TA6Oop//+//Pf76r/+65n0NDQ0NDQ0NDQ2NewHWO30B9wNMJhPK5TLK5TKGhoYwOjqKkZER/PrXv0ZdXR2q1SpMJtOdvkwNDQ0NDQ0NDQ2NZYN2NG4DqtUqRkZGMDw8jGQyiXQ6jVQqhWAwiIsXL6JSqcBkMmlnQ0NDQ0NDQ0ND456Bpk7dJiSTSWQyGRQKBcRiMVQqFfT19QEApqamtJOhoaGhoaGhoaFxT0FnNG4TWJuRTqfhdrvh9XqRTCZhsViQzWY1fUpDQ+OegpZpGhoaGho6o3EbUCqVkE6nUSgUYLVa4XK5YLVa4fP54HQ6kclkdEG4hobGPYFqtXpT8myxz/I1LRc1NDTuZlxLfi322v0o03RG4zbg0qVLmJ6ehsVigdlsRrlcRqVSgd1uR7lcxuDgIPr6+uD1eu/0pWpoaGjcMpjJkFmNxTIcV1O6/JzOiGhoaNytWEymxeNxhMNhlMtleDwe1NfXY3R0FOPj4yiXy9i0aRM6OzvvK9mmHY3bgJGREeRyOVitVlgsFlgsFhSLRTgcDtjtdszOzqJcLt/py9TQ0NC4ZUgFajKZkM/nkc1mUS6Xce7cOaxevRpOpxMnTpzA9PQ02tvb8cADD8DhcNzBq9bQ0NC4cTBIks/nUSqVAACxWAynTp1CNBpFMplEKpVCOp2GzWbDyZMncfbsWfyrf/Wv0N7eDqv1/jG/7587vYNIJBJXdJayWq2w2WxwOBy4ePEiLl68iB07dtxXXq6Gxr0GKh+9joFyuYzR0VFMTU1hYmIC+XweoVAIb7zxBgCgUCjg7/7u79Db24uOjg709/ff4SvW0NDQuDGEw2FMTExgZmYGxWIRpVKpxsZjd1Gn04lsNot8Po9EIgG73Y5KpXKHr/72QjsatwHcR4POBjnMFosFbrcbkUgEH3/8MTo6OtDc3HynL1dDQ2OJuN8djEgkgpMnTyIej8NsNqNSqaBarcJqtSKdTqNSqcDn86FSqSCdTsNkMqGhoQEej+dOX7qGhobGDeP111/H2NgYGhsbYbfb4Xa7YTabYTabYbVaEQwGUVdXBwCYmJiA2+3GP/2n/xQPP/ww7Hb7Hb762wtdDH4bsH79ejQ2NsJqtdYUBJnNZrhcLtjtdgwMDCASiajv3I8FQxoan0bcSnTqeuv8Wu/L9xi8uNNy46//+q9x7NgxhMNhJJNJVKtV2Gw2pYhXrVqlFHM+n8eBAwfwj/7RP0J7e/sdvW4NDQ2Nm8GDDz4Ir9eLcDiMRCKBTCaDcrkMi8UCu92uAiqhUAjJZBImkwlerxfBYPBOX/pth85o3AasX78ePT09OHXqFKamplAsFgFAFYR7vV7Mzs7i+PHj6O7uhtvtBqDbQ2rcv7ja3OfrlUoFZvPdESe52nVcrfjZWMNgfI31WtVqFXNzcxgZGVHv22w2VCoVeL1eWK1WrFmz5q4ZBwA4cuQIfvzjHyMWi6FUKqFarcLn88FqtcLtdiMWi2FmZgaxWAyJRAK5XA6BQEDLOQ0NjU8V2tvb8YUvfAE//OEPVfF3qVRCKpWC3W5HNpvF1NQUpqenkcvlEIlE8OGHH+LFF1+87zK42tG4DbBYLPB6vdiyZQsKhQJmZ2dhMpmU5+t0OuF0OnH8+HFs27YNW7ZsUQaIhsb9iOsZ6HeLcS3XqHQajK0Mr9dFqVqtolgsYmhoCIlEAul0GqVSCclkUnGAGZhgZsDr9aJQKKjiannsOxWk6OnpwXPPPYf33nsPIyMjKJfLyGazcDqdyOVyCIVCCIfDyOVyyOVymJmZwUcffYTOzs47et0aGhoaNwOz2YyWlhZ87nOfw8DAAD744ANMTU2pzqKpVApzc3MoFAqwWCwIBAIIhUI4fvw4HnzwwftKzpmq2pq9LaACPX36NAYHB1EsFpHL5ZDP55FOpzEzM4NwOIwdO3bgtddeg9Pp1EpX477G9dqh3g1ro1qtolAoIBaL4fTp08hkMjCZTNiyZQucTqfi69psNpWJqVQqKJVKyOVyKJfLOH/+PEKhEIrFImKxmCoctNlsAKBkBBWW1WqFw+FQVKn169fj8ccfRzAYvOMtsmUnlsnJSfzoRz9CKBSC2WxGNptFIpFAoVBQHOVsNguXy4Xvfve7WLVq1Z28dA0NDY0bhtRPlUoFo6Oj+Ju/+RuEQiEUCgXMz8+r7qKU/7lcDs3NzfiDP/iD+4ouqh2N24wLFy7g0qVLSKVSyOfzKBQKKBaLCIfDmJqaQrVaxZe//GUcOHAAFosFwN1hUGlo3E4UCgUkk0nEYjFlUJtMJjQ3N8NsNt9xgxoAisUipqamMDk5ibGxMeRyOVWvwYyLxWKBw+GAw+GAyWRCoVBALpdDNBpFLBZDJpNBoVBQBdNWqxVmsxn5fB5WqxUmkwmpVAqFQkFlQS0Wi/o7n88jk8mgUqlg06ZNePHFF9Hd3a1kx+3ugmVUvqdOnVLORjweR6lUgtPphM1mg9VqRalUQiaTwfbt2/Haa68p2qiGhobGpw0XL17E6dOn8Ytf/ALxeFwFhkwmk8p0ZDIZHDp0CK+99tqi1Nl7EfeUoyFpC9ejXhg/vxhWYhKEw2GMj4/j0qVLysmoVquIxWKYn59HLBZDQ0MDXnrpJaxfv/6GN766GpZ6/Vcbr0KhoLjX/IzJZILdbld9oW/HornWfS31vZW6rmvNy08zrmXE3sy9MsKfz+dx4cIFzMzMIJPJIJPJIJvNolQqoVwuw263q8LitrY2rF69Gh0dHVelDd3KeBubNhjfq1arGBkZUVQndpWTn+F98TdfK5fLKBQKyungmmIvdqvVikKhgEQiAY/Hg1QqhUgkgmAwiKampprshs1mg9lsxuzsLM6cOYOenh588YtfxKZNm7BlyxaV+SCkDJH/rxTK5TISiQQ++OADHDt2DHNzc8pR4jMqFotIp9M4evQoPve5z8Fisdxza+VuwI3qReP7xM0+D6POWsox7iRWcg4ax8NogyxGw7xVOXsr12qUp1e7fqM9tRSb5XrXIo97M9+7XTq4VCrhxIkT+NGPfoRoNKpeL5fLqFarSs6/8MILeOSRR+6L/TTuqTs0Ls7rTSzZapb/y9/Gv5cDTU1NKBQKGBsbQ7lchslkQqlUgtvthsVigdPpRDwex+uvvw6Hw6Gik0u9pusZ3NcTYgAwPj6ujJv5+XnVppJFq2azGfX19ejq6lJc65VezDcr+FZip+HFBKqM5tJANXL2r8elv5k5fLux2Fgudn3GuXW1ZzUzM4P5+XnMz88jHA4jEokoo52GOedaOp1GsVhENpvFuXPn4HQ6sX79emzevBnr1q1TVKNbfdbXGvdKpYJsNovZ2VmcP38e+XweAFQrV7nxJosD+bp0Rlifxb/5WamM5ufnkUwmkU6nMTExgQ0bNsBms8HpdGJ2dhaRSAR+vx9+vx8OhwNtbW2YnJzE//t//w/xeBzBYBC9vb2L3t/tgsViQV1dHZ544gmsWbMG//f//l/Mz88rGlm5XIbNZoPX68Wbb76J/v5+bN269bZd3/2ExdbD9dbIYrLrZgxJtnSXWGrQ7F6ADM7J/xf7nBxn/k+dQv1yNRm7XNd5tWMabaerOaTGezC+v1RUKhUUi0VcunQJ8XgcHo8H/f39iqJ0tfMspouWe/5ZrVbs2LEDpVIJr7/+uuq+R5kHLGTD//7v/x7Nzc3YunXrdW2xTzvuqYwGcFmw3UhmQ0bl+f9i0cvlNk7T6TTef/99zM3Nqegmr7tcLivKSDAYxIMPPoiNGzfC5XIt2zXIa1ksolIsFjE2NoaZmRkkk0lkMhlUq1VFDSmXyygWi8p4yuVySCQSmJ2dRUNDAw4dOoS9e/eioaHhtmYPrpahup7zcbVjy+9eD+VyGdFoFMViEdPT0xgeHobP58P69evh8XiuuAbONbvdXvP+1e7tboBx/CqVCsLhMLLZLHp6elCpVFSLP+kopFIpTE5OKqOb77Fgjt/hazS6gcvZjmKxiEKhgHQ6jVAohImJCeRyOTQ2NqK7uxv79u3DgQMH0NXVtWyRM+PcqlQqOH36NObm5hSdiffCe+M9yOwF1zX/l2PA10ijrFQqKsORTCYRiUQwODiIubk57NixA729vTCbzchkMojH48q54oZR8Xgc2WwW69evx4svvohnnnkGwGVHiPLtdio1uS4HBgbwgx/8ALFYDABqnKtyuQy3241XX30VfX19t+367jfcbGbjepkJo7FpMpmQzWaV3gAWHE6z2Qy3231FQOBulHXA8kbhr5a5IJLJJIrFotpl2uhoWK1W2O12uFwuuN3uGmcFWDlHw/hasVhEIpFAqVRS2eZKpYLz58/D7Xajra1N0SKNRr/8IbjvhMlkqgnMybHiWJRKJRQKBQwNDSEajSKbzSKXy6FYLKJYLKKurg7BYFCdu6enB3a7HQ6HAxaLBX6/X1FPjfe53M+a8uyXv/wl3nrrLSXTqd+oEzweD7761a+it7f3qrbM3bg2bhb3nKMBXOlsGBf6tfrec8Kv9MN97733MDY2piaf2WxWmQsaYPPz87Db7ejt7cW6devQ0tKCQCCwbNcgoyT8m9Su4eFh1enGZrMpIUOKB6+bRe1TU1P42c9+huHhYfT09ODo0aP47ne/i7q6upqFvZzXDlzeDDGbzSKbzeLixYtIpVLKoGPU126313Db+Zz5QwFEPiV/ZDZJChAaixRyxWIRo6OjSlEACwWxJpMJDocDdrv9CifWarXC6/WiubkZVqsVLpcLdXV1qkjsWg7z3QAay9PT04hEIsjlcgiHw8o5oAEJQO2aarVaUalUkM/n1fwCFu6VCrZQKKhx5Gt0PrLZLOLxuKrdcDgcMJvNcDqdWLNmDT73uc9hw4YN6phLgXG84/E4pqamkE6n1W/pXEjHgfJFOhw8lsxq8DOMcpFKRYeD4zY3N4dz586hWCyir68PLS0t6hwcQ8oJYGHDvNnZWTQ1NeGZZ57B7/zO76C1tbXm/u7EnJLne/311/Huu++qZ0tH0mKxoFAoIBAI4NVXX0V3d/ddOe/vBdyso3m1rEaxWMTMzAzm5uaQyWRUQGBubk5FcpkFDAQCiv7X1taGhoYGNDU13fZI7o3OfWNgRb7G1693HKO9US6XMTExodZtNptFtVrF7OysCjDmcjnVxpo6zOPxoK6uDvX19ejt7cX+/ftht9trMiQrsaZ5v4lEAsPDw4jH4xgeHkahUEAmk1GBIp/Ph3w+r2wCu92udB51Kh0P2hvlcrnmPfk+5SPHmceVOpjXl8/na/QyqUiseWMWuK2tTe1v0d7ejra2tiucteUcM2Ch2cWf//mfY3Z2Vsk5qRsrlQpaWlrwyiuvoK2t7Ypj3Svy755zNBh5Z3tIRt4LhQKGh4fV5iqctACQSqVgMpngcrng9XrR39+P3t5eNDU1rVjdwUcffYTR0dEaR0g+CvK3U6kUqtWFTa/WrFmDvXv3qt0mlwOMqE5OTmJ4eFgJPwDK4bJYLMoYohHJIs5CoYB4PI6BgQG88cYbSCQSqFYXeue/+uqr+PrXv44NGzasyCJmpHxkZARzc3OK6x2LxVCpVOB2u1EqlZBOp1Eul1URKh0n6VRIgUXDVRb28vplynqxqB6jLlQS3KSRQoVOFw1uHoMODdsdr1mzBps2bUJTU9MNKbTbCTrC586dU/slsFgZuOw0GB0rGtXRaBS5XA7A5fkHQBna8XgckUgEyWQSdrsddXV18Pv9yimsVCoqksW1zOe5evVqfPazn8WOHTtuuQUuOycNDg4ilUopeSKzLNIxYMSR80U655IaJTNCHE86qzxeqVSCxWJBsVhU9SqyqJxjl0wmMTw8rM7Pa0skEujs7MTTTz+NBx54ALFYDLOzs+jo6EBXVxfq6urQ2Nh4W9sEc76n02n87d/+LUZHR2sCFtVqVRW4OxwOvPTSS1i3bt2KZHPvJ1BWZbNZ5dBybUlDlYEWabTJjHsymUQ4HEYoFFJBFnZOo37g38ViUdGBK5UKxsfHMT4+Dr/fj6amJni9XvT19WHLli3o7OxEMBi8pbm4Uo4zxyKZTCIajeL06dNIJBJq5+fm5mbU19fXRON5/6R7nj17FqFQCJlMRm3QK4MU/Kw0ot1ut3oWExMTeO+99+D1erF69WrU19ejqakJ69evR39/vxrT5WZeUFYPDg5ibGxMsRtkpkoGk+x2O0wmk6o95X1wDlCmAVAynPVoAFSXPupCmdXh6/I1ytdUKqWcWp/Pp4JPUt9SJlPHWiwWNDU1Yc+ePTW1sMuNUqmEDz74AO+99x5SqVRNYJLXUyqV4HA48NRTT2Hr1q3w+Xx3dYBxKbijjsZiRjYjmpFIRC1OTkTuqijpAqlUCul0GvF4XAnEXC6HTCajCkwBqL9tNhtyuRwsFouirMzPz+P9999HpVJBf38/Ghsb4Xa7sXr1auzYsQMdHR01Cn45cPLkSYyPjytjg0JHjk0qlVLpSRofHR0dOHz48BXe+FKQz+cxPT2NaDSKkZERVXsho/ySE0qlwgXO9rwsRH3vvffUggeAhoYGvPbaa/jGN75xS5QWY0aqXC5jfHwcZ86cwdzcnOKrezweJeyq1aoy+iQdhcKMBiOFF7n/DodDCX0W2kpw50+Z6pXPMJPJIJ1OIxqNolQqKQ49I1QyGsNsEY9LJ4fvt7S04LnnnsPatWvvGoFTLpdx7tw5TE9PI5VK1aS+qZyobI3UCBou8XgciUQC4XBYtYPlus/lcqpmg+nulpYWpUBkPQMpe3RubTYbHA4H1q1bh6985Svo6elZ0rjxemdmZvDxxx8jnU4DQE29BXCZrsR7pRMrM3jMYtDAk4EPSRPjHJIODK+FGTuZ+ZRZo1gsppQYs0YMBvh8PqXYSqUSbDYbOjs7sW3bNuzZswfBYBAulws9PT1qx9qVVnCVSgUXL17ET37yE6TTaeTzeSWTzWYzbDabkn27du3C008/rfrQ3y3r4HbgRp4DdShlbi6Xw/DwsJpHco5ynjAazfXK+cu2yQAUJZbzimu8UCioCDGptKwrdDgcCAQCSpbSoHM6nUgmk3jnnXcwMzODtWvXore3tyaLHAgE8Nprr91yN7kbnbuUxQxoUG7LzXSlAxUKhWoy5Rw7ZmolE4LBThrSbFXPcbTZbIjFYvB4PIhGo6hWq2htbYXdbkc8Hkcul4PH41GBsUwmo3Rrc3MzOjs7YbfbUSgU1PP5F//iX2DNmjW3NHZyDOfm5nDp0qUau4DOVjabhcfjUc+KNgMdKOpXtnblvMlmszVOxPz8PMrlMoLB4BXsAeByJoN/87cM0jC4ODU1hVQqBZ/Ph7a2NtUEQwaxjGwGYEHHvvjii1i9evWKBV3y+Tx+8pOf4OzZs6hWqyrwyethl8F8Po8NGzbg6aefrrHv7gWZd8uOhjHtKR0HvsaoHKOCMT7NmAABAABJREFUAFTkmf3jaThwgRtpCdIQk8qWxi87sFAwmEwmJJNJmM1mZWA2NDSgWq0ikUgoIehwOFAoFHDixAkkEgl0dHSgpaUFwELaa25uDhMTE/g3/+bfYO/evbc8GSlwTp48idnZ2RrDzEjponPEvvo0VjweDx555BFs2rRpUc/3WsKW71F4njhxAslksuY96WDwt4zKUogwQhaLxTA3N4cLFy7g/PnzmJubU/OiqakJ//bf/lu8+OKLalxvdrwAqOhKIpHA4OAgJicnlXHKucFIBh1Oh8Oh6Bn5fF4Jw2q1qhw4mc2IxWLw+XyKA0ujluMg07XSSZYFwIwmz8zMoFKpwOPxoKGhAS6Xq4Y2QyVlfO5cH8DCLtBbt27FSy+9BJ/Pd9NjJ8fQOB+WYkzOzMxgcHBQKQhmdiT1ThYoynHh66RRhMNhnDx5EsPDw/B4PKroWabIGxsb0dDQgPr6erjd7ppsAddCIpFAMplEPB4HALjdbgQCATz55JN47rnnlPF8M2CmZGBgQMknPmc+NzqwkqbJ1L8cV36Ohj8dXtKeZAZjsXoPKkU6G3RA+Aw5Xjw2z8nIqclkQiKRQDQaVV3t0uk0HA6HioQ+8MADOHjwID7zmc+oLN/tcDZ++ctf4uOPP1aRXwDKUZPRSpvNhrVr19Z00rrXIn5GXO3eaMRSl05MTGBubg6RSASFQkEZeZRplH/AZdki63SMhptxLss5yPVdKBQQjUZVjWEqlUJvby9aW1ths9kQj8eRyWTg8XjUcdjcYHJyEg0NDQgEArBYLEgmk0gkEhgfH8err76K5557bkk61hiMkn8DUFkJZkwvXryonFxSfpiZZJYBQI2spl6U48LPSxquzIDzf15DoVDA5OQk0um0ckS2bt0Kj8ej9BmdOcocrv2LFy/C5XKhvb0d1WoVyWQSqVQK4XAYX/ziF/H5z3/+psdNjlcmk1Gtui9evKj0JeeDpLbKe+JYWSyWGqcWgJoDMvslz1csFuF0OtV5rvb8ZL0b/6es5HVns1kVjOZ4ylo/6VjThrRardiwYQNeeuklNDQ0LGn8bgTRaBTf+9731J5I+XxezSdmrpjRB4Dt27dj//79WLVq1YpQz283bqnr1GLZCODy4hwdHUU0GkUmk1FRSmPhs+zEIgWeXKD8X/L2GI1mmkkWO5I3evHiRTQ0NKiCUVIRrFariqYwqrx582ZcuHABwWAQfr9fRR/dbjc8Hg/+4R/+AXv37r2V4QIAlUGhE7SYcU+jjY4QX6Owi8fj+OUvfwmfz4fOzs4rqDxXU1B8PZ/P48SJE5ienkYul1OTnd+V425c/JJbyNccDgfq6+uxatUqjI6OKucOAObn5/H666/j8OHDS3I0TCYTwuEw3n77beVcBAIBJcCAywatzBTIORWPx5HP5+H1emvqYOhI8B6ZfpbpWx6P90qnUI6NdEik4OU4FgoFNb4cO+PnKWjktVssFpw5cwbvvvsujhw5clPjxvly7tw5zM/PAwD8fj/a29vR1NR0Q8qc6zSXy2FoaAiXLl1Sxi3nK+epDAQYKWcyuyELu6vVhbbOQ0NDal8ZRlaZwQgEAjX0Gu4zwXvkOegcJJNJFAoFnD17Fg8++OCSHI1kMomzZ8+qfR+kgjLeIwB1zbxnaYzwfWbHKHOYOTNmOphpkwaM3BPDqIBZt0IDkLRHZu5IGWQRqdfrRSaTUeMoO3gFg0GsWrUKXV1dK06pMpvN2Lp1Ky5cuFBDv2DEl1kZr9eraHpjY2O4cOECDh48WLNXiHFsPu0wxv6oD6LRKCYmJhCJRBRlkM6EdDYlhcmYJZfUFQA1cqlarar/pVw0RpqdTifq6uoU5bi3txeNjY2KDlpXVwePx6OoUlyfpIVeunQJGzduhNlsVkXQLS0tmJ+fv+LelwJj0C0cDmN0dFQxJHj/3H9GZhll0a4MJskAitQFfI3OMWXdYs4GKbnVahUzMzNYs2YN6uvr1WvAAv2ITkVTU1ONYdzY2IixsTH4fD5YLBaVyQ0GgxgZGVENZJYyXvl8Ht///vcxMDCASqWC+vp6NDQ0qGJqq9Wq5BOdDtpgNputZg3TiOZGdRwfBnU59xwOB1wuV03gTspOOf6LgXpU1obkcjmVTaP8k85iPp+vycCYzWaMjo5ieHh4RR0Nn8+HdevW4dy5c/B6vUq+smU775FsnI8++ggDAwPYtGkTdu7cuajD8WmSd7fkaBhvtFKpIBQKYWBgQClpLlwuZgDKs5WvGaOAXMhycGXqS36ei5xeMdvCtrS0KDoN+ct8qJcuXUIgEEClUlHvd3d3IxqNwmKxqFqOxsZGdHR0qGKotWvX3sqQKaoDJ7s0KmUEWAox1gtQUdDZ+Id/+Ac89NBD2LBhwzU36GLxqt1uRygUUjxTAMqRuVoBPBc/uZRGoSDrGXw+H+rr61Wmhvc7MDCAU6dOYePGjTc9XrlcDu+88w4++OADeDweNDU1qUgEFZvValWRAJfLpXjeVL5WqxV1dXU1Bqqsz5D82sUiY9JYlhFs+UyBy2ncZDKpahAooPm8pbLi+pA8fwpsHtNiseD8+fM37WhEo1H8+Mc/VoVoyWQSpVIJq1atwiuvvILHHnuspn7EqJyz2SzS6TQikYiqf3E6naqwnWtRftfooHGu8p4YkadxFIvFMD09reYnFTX3yqAx4PF44HK5aqgKRuOfhjzT87OzsxgaGsLq1atvatx4/1RePL4xg8X1wnuWXGCOC4/FdS7lF3DZqef6YeDF6MzzOBxTziNmz2gg8fqcTqcyXqj02bXG7XYrg8/pdKJcXthA6le/+hWGhobQ09ODAwcO4IEHHoDf77/psbsZuN1utLe3IxwOq2y00SGjE+V2u1GpVDAyMoKxsTG0tbXhoYceUrRWjtGnSfkuBuM9VCoLXds+/vhjhMPhmown5QSfP18DoDLOzORSZhn1LOUg5xWDIkbZaIzYOxwOeDweJYfl5znnfT4fnE5nDWWmpaUFTU1NqrYoEomgqakJ7e3tePfdd9Hd3Y3HHnvspsdtseceDofxwQcfqC5JrM0DoGSQDO7wh1FnvsdxknpCBiu5vo3/L/adarWK+vp6BAIBNW4ycEUHr6WlRekxvud2u9Hf34+5uTmcPXsWhUIBzc3N6OnpwYkTJ/DTn/4UL7300k2PHQD8+te/xrFjx9DU1KSeG+eNlG2Uy9Svkt4l9wKStGXeI+cFcDlQbHyGRpnH73BdyAAiMz3MiqXTaZjNZlVM7/F4AEAxMKQjWa1WVc1bNBpFKBRa0rjdKCwWi3LGuW7Y4px2DAOUwEKZQLlcxpkzZ3Du3Dn09fWpDMdKB4FWAre8j4Y0EE6fPo2zZ8/WePs0oijwSL+Rm1VRcTOSJQ0XptIXy3BIAWpMW5IvzQfKDgekPXR2dipHh9doNptRV1eHDz/8UPV2d7vdSCaT+PDDD/HGG2/ckqMhozVyEclFKJ0N3idw2SGgwU/j+tixY0ilUmhubkZjY6PiTcqowOTkpIpqs0sEHS5pFHH8KFyBy5EvKTD5OX6XYxoIBNDX14dIJKKUIt9npPVmEY1GcebMGTidzpp7k8+b9xIKhZDL5dQGbowUS+OM2QNptEqhJw1Ko5EnnTiZfZN1K5JiRuWWz+dVZAhADY2G64AGOMeUCoep/pvFzMwMvv/97+PUqVNIJBKwWCzo7OyEz+fD2bNnEYvFFI/VaIAAtc+dRc5cT3IucFyMTrMcFx5PRu5TqRTGx8cXnRc+nw8ulwupVAp2ux2BQECtTxmBldkgAKqGg1mswcFBPPHEEzc9dnyGvEe5PoDLUWC+z6ieNMyMWTV+TipSOY+lgynpS9Lp5NhKR4WUvGg0inw+D5fLVTNGxmvheiFdQWakxsbGMDs7qzqzHDp06KbH7mbgcDiwatUqRKNRZRTIgk9GT6U+cbvdyGQymJiYwP/+3/8bmzdvxpNPPqkMo08z6GyOj4+rrKHf78eHH36I2dlZAFCOGIN3pIDK4B0prXQiafzRgZfOAYMuxrGT81TqZOAyvUpmR4yORqVSQTAYRLm8sNEmsx+skwyHwzCbzdiwYQOCwaBar5988smSHA3SGxkgYY1BJBJRwSauQ8pd2iWUv9Ig5ZhyY0zKb2MNlqRTAZcz1tIoJiTdVGbVOaYyuOD1ehWFip2p2BAik8moAKjT6UQoFMLU1JTqPHezqFYXul5RjvHHyGyQFDFZT8Jj8J44b2RWyEg7BXCFjSHlrMyCGx0PqW+pT/h8qescDkdNbYykyMnvmc1mVau60vB6vSqLIwMq8rkze8T7ZC3U+fPnMTw8jIcffhg7d+5UmaJPC27Y0RgaGlKRR0ZZWDxWqVQwNjaGeDxes8gymYxayCzqZoW9sRsPv8fo5GI9mI1RRSpJGoo07Iy0F+ByZJlCl/9TeXFCmkwmrF+/HlarFW63GxMTEzh+/Dh6e3vR39+/LINu5GBLLGbwSWVA41BGY06dOoXW1lY0NTWpCdjR0QEAGBwcVGl2ScWQi5zjyPekYpEGEAURnxmNPCodh8OB1tZWbNq0CRcvXlQFw8bM1FIgd4WW0WQp+BoaGpDL5ZBMJpVRLKNUHDcprIxOLBWBnGuce5JOwPcJaQyyKJndXWw2m4rIcuykguPf7JQmM3OyXe7N4P3338fZs2cVHWHXrl3Yu3cvfD6fMkRl5wuZbTFGLwFc8Qylky/nkNEw5/orFouIRCLIZrOqGJKb80lUKgt7c0SjURUBYkocWMju0TCmYyfHiNfDQvGlQGYceUzKHAnpZBj527x/oJYSyjnE4zHyKechz8174v0aHSsA6ruSomA8LxU8j+twOBSNimuClJJ8Pq8oJSsNyjW73Y5gMKiMOtmdi+PAdUtlDCxkapmJeeihh7B582a43e4Vv25eu8lkUuPGzNSt4G//9m9rZCYd5lgspp5/IBBAY2OjCmAUi0Ukk0lFQaIOZGbXGBRh1H0xHSkzZca1L7NxRj3MeWUymWp0gozSBoNBVSBdLBbR0NAAj8cDj8ejIvQPPfQQnn/++SWN3fe+9z0MDAwgl8spJ2F+fl5RgyuVCgKBAOrq6uByudS1km7Jtcasn4Rce9SPHDc6MYTMAtBxJIwZYI41x5XHk8c2mUwIBAJIJpPqM+zAV60utBYfHBzECy+8cNNZbwmZjTFmaOVnCIfDgaamJmQymZqMlXQoqBfk2qVTcLWggJQ7cjykUyuDetQ7ZKWwK5bX61U6g8+OjqXMAjIDvFRdcTNgYwDamwBqxoef4b2ZzWZFF3Y4HEgmk/jBD36Ajz76CE8++aRqCvBpwA07Gm+//TYGBwcBLAzO/Pw8otEo0um0Kuz2+Xyoq6tT6Z1UKoVUKqWizFwgpVIJHo9HRfKM6TK5cKUTQnDBA5ejgpKawsnK7xn58NIZ4qRnipKCKpVKIRaL4eTJkyiXy/jjP/5jtYnUrUAa8IulV42Q1BA6Z3ydio3F9nNzc0oJz87OXjG2xvMbX+O4yAgNBSbHiwaANMIpmEir8fl8SjgySr9URCIRRKNR1NXV1WSBeD181hTKTOXSEWN6lQY8hZSMotBYk89FKgkqJUZA5PyS3+Gx+CMpRozoA1CRMnYM4UZ0c3NzykiQEaWlGE9DQ0OYn59HpVJBc3MzNm3ahM7OTiXkJO1Idj2SRjIVI8dHjr2MzPH++H0ZzeN4ccydTqfKbtbX16tNDo1KlnUadrtdGQuyIw4haZlUZDRUZeH0zWBsbEydQ8ooY2bASOOUY0Jn3UibMzpj0uCTBgyPY+TeU1Fy3xW5FuVzojJlMwkagHa7XbXH9Hg8KJVKCIVCiEQiqFQqaGpqQnNz85IoZzcLKTvkWPN1oxziPJXKt1wuIxwO4+/+7u9w/vx5HDp0CF1dXTX6wYjFAjx8XV6b8TU6PGNjY6o1Lw385uZm7N2795Y6YwWDQRw/frxG34VCIczOzqpIfTQaVZSPYDCoOj6xnpBtUcvlsgpucD0YjV7qHo65DL7I+S/lPsdGZuKl4yGzgVJekAZEWgspL8xs2u12fP3rX0dPT8+Sxq6npwcDAwNKD/l8Pvh8PkxPTyMWi6FQKKgOSm63G2bzQsMEZlRZE0YKn6QzSttEykWuXRmk4fhw7KQxLN+XmQ/qLqNekvJFOm1c1+y21NDQgC9/+ctLdnTn5ubw/vvv19C0pO6T1yQdBgbDyBRhMI8OpZH1YLTlZGBFrm0Z2OPYSNkvgyfMcvM3nyGPQfnHa5KOKG0VZg5WGjJYRxsFQI38I4zyjmOQyWQwPDyMP//zP8eOHTtw+PBhVacs5c7VZNz1IJ8xA6LxeByjo6OKntvR0YG1a9feVAb5hh2NQ4cOIZlMqsh2R0eHMpDC4TDi8ThMpgX6yieffKKikKlUCg6HA3V1dSgUCjURA/ZHl84BFxwANWGkcpcDQkgByPdkJHoxgSGNxFKpBLfbrbpAUNBOTk4CAP71v/7Xy0KZktfDXvF0HqRXS0jhJIv0pADn5DVydXk+Lmaj4bKYMieksuf1y7Hj+WXGgJ44DWbShRg5XWrbwr/6q7/C4OCgKh6UPab5IwUkr9FY2GdUCEaHlOMqlTKfieyqYVSwi2UpeF5pjNJIIbWBbZkZlYzFYpiZmVF7G3CMnU4ntmzZctPjtmPHDuzevRvT09Nobm6GzWZTlDtSy6SDLTOKsgCaDo90UPmanBfG6Chf433YbDY0NjYqWoff78eWLVtQqVQwNDRUU2MglQcdsUqlogwEmeWQLTylMcXjLAXGe5DZO7l2qJDlWjHuu8P3jNx6Ke8k5BxmAIHd+IDLDo7szkSjUfL0qfhJC6WT7PP5VMMLh8OBbDYLv98Pt9uNxsZGbNq0CRs2bLhik7+VhjF7IzPV0uCQhg4ARQUqFos4e/YshoeH0dHRgW3btqGnpwf19fVXHWPiWkpZOmInT56scfjkvBsYGMDQ0BCeffZZdHR0LEnJ9/T0oLm5WWV2bDYbVq1apQykcDis9r9gZzu2iCYVsqmpSWW9JS1PBhXo6PO1xaiQRsOFkNQ2GYCSzrE0LqVs5AalMvg0NzeHSqWC3//931+ykwEsZPAbGxtVFJvzor29vYZOxWufmppS1zQ9PY1wOIy6ujpVqCsDSlI3c0yYXZevyTEygsc0jrEcSx5LBoKkvmcjB87/SCQCh8OB7373u1i1atWSx+6v/uqv8POf/xy7du1CKpVCpVJBY2NjTXCJ12lch4SxiYWU45Q9MpAkA3uSbkxZL+tjZCCLspjfIWuAMo5jTVuETgb/5rFnZ2fR3t6u7JTl3Aj5apBrSj5vmemSa1H+zXlARkehUMCxY8dw/vx57N+/H93d3WhtbVUOkzFQIgNSVwOf3ZkzZ9SWAdw2QlIKLRYL9u7di+3bt99wAf0NOxrkTUejUVVMaLEs7ORaX1+PxsZGzM/PIxKJYNWqVYjH4xgaGkI4HIbL5VKROBZg06CXhjYNV05MqdAp0IwOBCchBao0hIHaiczPcVHw86ReMO0mNwz71re+haNHj95SVF5GMAEow7KhoUEZVDRGJKVJOgqEcYEbF6OM9hujzVyY7AAi6zPkbznG8pzymDQAZHSrXC6rRS29cI/Ho3a7vlmsW7dORWRpNFGRyii4HDfJwwRQw0WXkIJfCkGOkRSA0rg2ZgIo4FicyxoYKjvOTV4TjUdZoEZDm5REn88Hj8eDvr4+7Nix46bHbc+ePbBYLLh06ZKiIk1MTCi6gixElMqE47KYkb6YYSEdFP5vzPpwPplMJqVAnE4nWltbYbEs7Gdz6dIlRb20WCwqq0PByVbFsssO5xrbJAKXnWSpzJYKeY+SqmUy1e5yK4MYhFSkwJU8Yx6fr/EcPKecL9Vq9YpaBamwpNKSa50dWOQ1U94yoswOVD09Pdi0aRMOHjy47HsGXQ9SlgO1HQY5FlyHuVxO1SxR7smag3w+j+HhYUxOTqKlpQWtra2or6/Hhg0blBHJ52ZU/DKSWy6XMTU1hQsXLqjaL84tPhN5vfl8HkNDQ/ibv/kbfPGLX1ySo8asHfeWkVFaOud1dXXI5XKYnp5Wm8ZRZwELc8Dn89UYp7w/Od6EyWRSxiBhpAdJGc91JmsepJMvo9GyRSxlHY3+RCKB+fl5pFIpfO1rX8PTTz+9aNDrRsE6sng8rmS15LFXq1Wlb0dHR5FIJJQtwA3fOAfj8TgsFkvNpq2SCiTHjX/L33IcpW6UupqQtEDOP2loM2hG+4R7hpFO981vfhM7duy4pfXa3d2N5uZmJVNpyEpnB7hsS3EM+Loxs8VaOeCy0c/PymciacycG7LWSNIROc9or9G+IEWWzjmDaJTVMovBsZSOrtPpRGdnJ3bt2rXk8bsRSGeBtq60WeRvjm2hUFDUNBr4ZrO5hpkRjUbxs5/9DMFgEK2trVi1ahU2b96sur0ZGTNSd0idXSgUMDAwgHA4jMnJSaRSKfUZzlGiUCjgF7/4BSKRCI4ePXpDrfdv2NFoaWnBxo0b8cYbbyhBlEqlEAqF1N8zMzOYmJhQBgAXdygUQiKRQDweR0tLi+Ljsl6DEQ8pWNnhhv9Lj48PhI6OXGSLLThpHErBaKQkcCFHIhH09fXhq1/9qiq8uZ43eD0Yv8vot6TtALWTDbhsQPO+F0try3PIySQjrhwHCjL5fywWg8vlUhkmY/Sfk4zHZaqUn5Ueucm0UKBKQUWax1KLl7785S/j0UcfxV/+5V+qDJl0NFkwaqQ+8dqksJSGnJwH8rNcVIyAkMoku7PwOVksFpWhoKPIVn+y1aB0SOgs0TjgIqfwczqdCAQCaGhoQF9fH77whS8syUnr6OhAa2srBgYGcP78eZw5cwaxWExRF3g/nEMypc1xkI6IdCoYGZL1MsZ5K78HoKbOgvLD5XKhqakJdrsdzc3NGBsbUxQedj4xmUw1nTnkuiU1U9bfSMdnqTtK836M1MNyuayMQBYfy0ilnFvGYACvSwY9qHg4j6UjZ6ypYvCFx+P18H/jGmdgx2Ra6FZDRw2A6ozGjbhWr16N9vZ2rF27Vil2nnulQaNQyjTeh3GM0uk0Ll26hFAohLq6OgSDQbV3jtlshsfjqQkQTE1NqY5WH330EcxmM/x+P7q6umC1WtHQ0HCFM8o9DiSlj8fnc6A+AqD0Bw2q9957D5VKBX/wB39w02PR0dGBzs5OTE1NoVKpqE5r3CuBrTkTiQRmZ2cRDoeVQVJfX49SqYRwOKw25aP8l44bjRU5d/jMZQZbUhGNDgD/X2yOy2cna6jY9CKbzSKTySCRSKC1tRXf/OY38fTTT99ycSuj0hMTEyiXy2rsstksQqEQkskkrFar2htrZmZGBS0YwacDR3nCNrK8N9lBkONJSg/Hz2jESfvE+FsGH6TcomFOOcdaPtLQU6kU2tra8NJLL+HZZ5+95bHbv38/6uvr8cMf/lDJCD4nsk9oo1Hv8VqNOlTOHRk0JiTtXX5GBj6oB1mALzMrnFN0NJhhZz2w1+utqWPjOMrOjiaTCcFgEA0NDejq6sLjjz++bPW3V0O1WoXH46mRwxLUuZxbdJImJycxMzMDr9eL+vp6RZelE0ZZzy0TRkZGcPz4cTidTtTX16O9vR3Nzc3KQeFa5zzLZrMYGRlBOBxGLpdTNhyzdZyXssaZY/2LX/wC0WgUv/u7v3vd+79hR8NkMmHr1q2Ym5vD+fPnFTfV7/fDarUiEokoQ4bRWmNXAk5K2ebSbrerBc8bIgeVzga5/3KCSuEnPTdjBkSm/WSEgIKQ3iKFs8/nw9e+9jU8+uijNfs+LGeEz+12q91vabAs5sgspuhlJIWQ35X3KyPNUvizLZ3ZbFbFcHSmGEmQkItAHpvpfZnpkNzXXC4Hl8tVE+G4WVgsFrS2tuIzn/kMfvaznykHlo6pMStDIUchRMVA54FjQkeCbT55HEYJ5ubm1A6tTU1NqvZDKmDZ4YXjxFQuKQ10tgGoRcrWz1Kw2Gw2+Hw+NDU1IRgMYs2aNXjxxRexfv36Jc09CpZNmzahubkZDQ0NuHDhAiwWC9avX69SxXLMWHPF9ryMLlHxSidLRkCN88XY9YifkcWGVI7SiKtWL3dbYVaD80dSBymEjZvX8blzLOvr62963IDaDKQ0ANjtyGKxYNWqVarjE88vI+Uy8ikzHsYooRT4lGvS4aXRIeednOM0hDgu/C7rGDhunP+5XE5lSHw+H1paWrBz5048/PDDqK+vr7mP2wHKdUYc5XOmUUG5Rb51Op1WRr/H40EgEFByT85RHofjQ/ogmxAYM1OENNyM9BGZLWbmk3MxmUyiWq1iz549SxoLq9WK9evX49y5c+pZmUwmJbeCwSBSqRTm5+dr9oSgPKF8ZgaY9BFpoLGpBuUedStf5zrieDB7zXUqmQjGoJY0HDkHeQ0yw2axWPDQQw/h5ZdfrmnzKuXFzSIQCGDt2rUYHR1FPB5HNptVtkapVFK7T0ejUUxOTiIej6s1TTnNZy8zCMDlyDub1HDcqBPo7AK1DAPOK0k/ZXCGkHNPMiw4XqRNsqGOw+HAE088gS9+8Yvo7u6uKQZeajC0ubkZwWAQ2WwWb731lrKH6FzQOGUkXgZVZLRbRux5zazPLZVKynlh5yVeM9dkJBJBKpWC1+tFS0tLzRzk+XkM6n86Edyvjc/E7/era0ilUkq2sL1sXV0dent78dRTT2H37t23JYPLjWfj8biSS8bgHrOAlCvRaBQzMzNobW1Vzi9tbj5v1qrxGMzwp9Ppmm5a0nGTYw9czlACtYFm6hjKS+of0jVvlLJ3U+1t/X4/Dh8+jGq1igsXLqjuJSy4AqB2B2XkIBQKqaJX4HIhUzabraFNSYNDeq2sZTCmgSgQpWMhnQ1OQmPURRZXctC8Xi/6+vqwa9cuHD16VHHBVwIm08IGRxcvXsSlS5fg9/uv4FtLQ4LCW6ZcpQPBseDr/E3HjfdBRciODLLrlsfjUdFjHk/ya2VkEbgcSWWUWRrpMgJNA4Lc16XCYrFgy5YtcDqd+OlPf6rSiVSINE44h6RBwGun80vFwgiH2+1WgpApWO5sCyy0A7ZYLAgGg2osjZkwOf7V6sKGgrKAmxkMnp/jRIVtsVhU553Ozk7s3LkTTz/9NNauXXvLAtBkMqG5uRlNTU14+OGH1WvGqJrRuCYHPJlMYmhoSDlUVKrGCDq/T6NmMQognVKCz4vZEafTWdMVi0EGWeciM0KyBkdG1TweD9auXYv169cvacyM9EMZNcpkMsqwlZQHGc3lMaTBJmmdMlNCY4yySe47RGUji8DlD9eapAzI7wJQ8i6bzSpl7PP50NPTg3Xr1qG/vx87d+5EY2PjksbqVkDFabVa1f1JGSOVL/9vbW2Fw+HA3NycivACUMpXBlyM4DGkoqXukfNUZkmNcpZGNGVKNBpVsoBd424Fq1evxv79+/Hee++p7Jnb7YbP50M0GsXY2BjGxsaU0UCD2UhtYB2YjCqbTJfby1IHO51OFdyT2TngcraaQQvOaTa6kDJfyg4aMDIqXywubMp34MABPPnkk1izZo0Kdhgj/UuBzWbDtm3bkE6ncezYMeX8mUwmtLe3q2Lw4eFhpNNp+Hw+9bykTKLNwZ3XAdTct8ViUTYJGQkcG8k64Fzi2MnAnJQJUhZzvnPsqtWqov00Nzfj4Ycfxmc/+1msXr160cDdUsevWl3g/u/ZswexWAxnz55Vz45rjA4n7QrCKNck+4FyJxaL1WSf/X4/fD5fTeAgmUwiGo0qlovZvLDVAM9FuhSfi5S9DFB5PB6Uy2X1jBjA5vusT/T5fFi9ejUOHz6Mw4cPq9batwN2u71Gfst6JpnJ4riy7iIajWJ+fl7Jybq6upo5YKydog6W9i9lFte4nKdGGWe0n+hcsPEEbckbzabdlKNBI+rRRx/F6tWrMTw8rKK+a9euRSqVQjweRyKRQDgcVkqQqUsAyrCzWCzK+AMuR0HpfNCbtlgsytHgYEqjQtJmZG9i4HJHGiogTmCHw4He3l5s375dcdtaWloUr+1WIivXGz8AipdOQcK/pcFspDjxb2Paka8Zsw3S6JaOAturEaSuGYU9hR5wub2fnNg8rkyXSpqJNKTb29tvuauDyWRCX18f/H4/3n//fQwMDKhFx/dlik/SBWSqldFxI3+X7xeLRSV4ZEthOsAs4JZ1FTJlTkEso1PMlvEcnLfM/ni9XjQ1NWHjxo1KkdyKY3a18VtMEcnX+LfFYlHUFJPJhM7OThw/fly1gZRRXjmGRiPP6NBQWcnaLM5TAOrZUHFLWqGsZWGNC2kF0kB1uVyoq6vDtm3bsH379iWNVUdHB86fP6/mdqlUUrvL19XVqU2emKo3ZiQlpVFG3TgfmfliZoYZDVJOGYmVBe8yg0QHg79dLhecTicaGxtRKpUwNTWlivj4+Xg8jng8DrPZjLa2NmzduhX79+/Hli1bEAwGlxwNXSp4vrq6Ovh8PiQSiRqDbzH5QkON3QsZAWV2llQXzi2ZiZDHNRqQxnMaKakySiuzK6Q0AQstkcPhMDwez5K7nQELa2/jxo2Ix+O4cOGCoilSp5rNZhXdLJfLqisb6SKULczU0NCSdCkjLZLF9Fxz0oijTJWZDcpFSSGSepPZI6t1YaPUTZs2Yfv27VizZg3a2tpqiqiXS9dSvuzduxeZTAYnTpxQ8plUs1gsBrfbre4lEokoec7rkVlASR+U1yqfL5166gCpj3ge+bdscEO5JbPydHKt1oX2+nv27MH69euxdetWdHZ2Kr213HYKbbsnn3wSDQ0N+Oijj5Rs5dyXdReEzGbJ4IDMxgBQtYFyjsl1yPc5Vm63W+ljOiRkwpTLtXsNUYdQ7zNrW60uUNu8Xq/K4AWDQWzcuBHPPPMMNm3adEP1BcsBylY6Q9SjQC1VWdp1pEcFAgGUy2XE43Ekk0kl4zweT02HLdqB8nxyjOW1yOAYr0E+R6CWAsnauEgkAqvVqvZJGx0dvaH7vynqFCe23+/Htm3bsHXrVvU+hfHAwAA+/PBDDA8Pq11o7XZ7zR4BHBAqYA6EnIBcoFarVaWO5QBysGW0gKn0hoYGBINBVVBL73jt2rXo6OhAfX298up4X/L+pHG0nMpX3oPP54PX61XRFfLteE0UTDJSBNS29qSglwYdvysnEceXi1dGaxnNlxxpmQlitJXjIX8kNUl2eaKjYzKZ4PV6b8lwNgrTlpYWHDlyBPX19Th16hTC4bBaDFLxSdqcccwYcZPPWX5fGq6McMqNJ2URt3Hu8FgAVNZFOph09Bil7Ovrw/bt27F161b09/fX8F/lnLkT4Lnb2tpw4MABjI6OYmxsTGVxJH2NhiCVLV/nXKQyMK476Syz978cA2YTZOSLHbvkvAUWHMNAIIA1a9Zg06ZNNfzpmwE7m0mDy+12o6GhQXFkWb9DZShlheQoc+5QQVK+URGTIhOLxZBIJJBIJBRNAqjdMJE/Xq+3xmlramrCzp07sX37diSTSXz00Ueqc4ikbDCL8fDDD2Pjxo1obm6uec63E3KOd3R0YHZ2VjmPRgeWY8nIO+W+zWZT3GTuOWNsbynPJ+edPK5cw0b5aXQ+GDAgpzydTsNutytD3e12L3lHdV5DfX09nn76aTz88MMYHR1FKpXC6dOn1fxmZHd2dhaFQkE5ipS9siMSgxu8H+pdrlEayTJbzs/SwZDOBjOTPJbJtJBB9Pv9aGxsRGNjI1atWqXaaQeDwSsip3LtL9fc43EdDgeefPJJbNu2DQMDAzhz5gxCoZDqstbQ0IBEIoFQKKScUxkBJpUMqN1Ditcvg1fMDskskMyM0TbhuMqsEeUWn1V7e7sKem7atAmrV69GW1vbFcW8vFep3251DOX3/X4/Dh06hKamJvz6179WHSQph+V4837l/8DlmkQANfaeXGt0uriJHR1qGTgmvZkOhmQQGO9Z6m4ZxHO5XAgGg6ivr8eaNWuwf/9+HDx48JbaUN8K6uvr4XQ6VdCO9yKDtPL5yoy1x+PB2NiYop9xHUp5J8dG/s3x4etSD/M9zksZMJC6ivQ2p9OJWCwGj8dzw53ilrQzuPQkja9v3rwZXV1dSCaTOHXqFM6ePYvJyUnEYjEVFeQi4wKXQkf+SFoUuwPU1dUp56WzsxMdHR3w+Xxq4OjBkg5E4QjURrDk9RudGHk/K4Xe3l6MjIyobhf00vnA5SRYLKrC8ZJZBuOkkpNPciuNDpbMoCxmlMv/5TmAWo65pGvwGliQtFRHQz4Dufj279+P3t5evPvuuxgbG1ObrPFz5HhLqgnnGqNQPLZ0ruS1ywimpJKVy+Uap0NGTyXthj3b3W632rugqakJLS0tWL9+PTZt2qQ6thmzRXcb6uvr4fP50NDQgEuXLmFubq4m3QugZu5K4SXXFx0Qo5ADattCSiFHB4PNGqh4jLQsr9eLNWvW4NFHH8W6deuWrITJv5bKj3Q4OiAU8rxG6VDK+cZ5w7kiMxiktzAlzb/ZmIK0HnYh4yZnPI/P58OWLVvw1FNPKTmYSCTgdDqxYcMGRCIRAAvzu6mpCatWrUIgEEBTU5MKYtxJRxZYmBOdnZ0YGxvD0NBQDRUSuKwsbTZbTd0JnzuVNumawOVgjJx3UqkDtRtO8jNG40leA4/L501KCWlfjBy2tbWhra1tSWNhDC74fD5s3rwZwEL3vTNnzuD06dOYnZ2tob5SP3JN8B6kHJFr1HivHAu52S0dOZfLpf5m5rW9vR1NTU1oa2tDIBBQ0WgGz67l4C/mAC6XsSyPQVm7adMmnDhxAufOnVMFr3J+0XmVch/AFTJKOhwMiBoDfXyPOorHZk1mXV2dkv/MYPMzHMfFaNvScJRjJm2D5QKf/aZNm+B2u3Hy5EkMDQ2pLlfSYQBQMw68Rkn9MVIgqSMpG/l92c4WQE3gkvqaTr4Miko5xs5sdC6am5vR2NiIvr4+7N69G+vXr1eUozsl97q6uhCLxfDJJ5/UlAVw7KR8ojPGuqH6+nrYbDbMzc1dUZNszMxyfsh7lYEwBhoIuX6M8o5BlVwupzrgeTweZbvcCG7Y0TDeyGIPioa83+9HIBDAqlWr8JnPfKbm5o3HuBGjSp5LDtpir1/v2IsJNmNEa6UgBYXX61UpcBpYMspEx8P4PeJqAkam3TjZJK3KGPGXQsPIdZeRHKPDQQOcVBZyMNluNJ1OA1joDc89MG4V8hhWqxWtra144YUXMD4+jvHxcVy6dAlTU1OIxWKK6iQjUPyR6WDjODCianS6OA5U8Iyq0hgEFtKizc3Nqud+sVjEY489hoceegh9fX1ob29Hd3f3FfxaOVeN8/puANeF3W5HV1cXmpubMTk5iUuXLql2votFJ6VCkMab0UE2Pht+l5tSMXJMjq98NlTUTIkfOXIEjz/++C3tEF1fX4+NGzfixIkTyGQyNXxayaPltcjr5rXxh3xrKlK5EzydDjmHJGWMx+Yz8Hq98Pv9aGpqwo4dO7Br1y709fXVtFKtr69HXV3dFfdklHeLvXa75x3PZ7fbsXbtWkxMTGBmZuYKSoC8ZkmhomHncrmUw2/MhvA8lFdSnskiZ8o7CWPmg+eQipcOJK9ry5YtS97TQAaGjGNUV1eHBx54QGUWL168iLGxMQwPD6vuWrFYrCbiS7m3fv16DA8Pq4g032fd1WOPPYa1a9eqAB3XFJ1bUk9aWlpULZBRThnn1NUiq/LejIG+5QDPRd3Z2NiIxx57DLt27cLAwACGh4cxMjKiasK8Xq9y8hkoI2R0l5CORSAQwOrVq9Hf368ybaToMALNDA/beRuDqcbrlv8b3zPqf2MEeznGTQYf165di66uLgwODmJ8fByffPIJotGookTJFryUe3xd6lwpL7nupPMmg81G+SmviTUiMrAn9XJnZyc6Ozuxbds2rF+/Hm1tbVi9evWi3eX4LJfbUbsWOHe6urowNDSEUCikglpA7Yavcm0wkFapLOwKT/oV35dyCri82R8dNI6TMTu22PyW8o7PTLaQp84ymRZqn2TDpGvhpqhTN/u5O2U0GT24q71/o59f7uvi3z6fT0XipcErayKk48CJalSI8n2jwSrTYdJwARYXLkZHRCoIGbWggGD3ARZ8JZNJld0IBALYvHkzOjs7V2xszWYzuru70d3djR07dtS0O5WOlfGH98GxkvcmI0Y3eg3AwgL3er04e/Ysfv7zn6NSqeC5557Dvn37rls0dbc5FxLGeetyubB27Vq0tbWp/ts0vJjpkRkgoLYrE+uupOFDoUbnkA6szGKwgwxwuRuO3+9HS0sLdu3ahc997nNYt27dLfNuKUQLhQLOnDmjnGae28hZJrguZCGsVLbGDJt0UkgXpTPDtc+gRG9vL3bs2IEtW7bg0KFD6O7uVhSvaz2vq93fzX5npdHa2ooHHngA/+f//B8kk0m1j8pixrekZ0r5JuebNCBknYIMPjBaSMjILP/ms5YRWso41gjxGQeDQTz44IO3NJbX+i6NrTVr1mDNmjXIZrNIJBLKeZX3Jo/T0tKC+fn5Kwxpfr67u1ttbLjUa7+aTr3W38uJa+lwk2mhFmjfvn3YsWNHTVcquUYXmzuLGWKEw+FQUd1btSGuNX43+p1bwdWu32azYePGjejv78fq1atx4cIFFcyTc59BOlnILuWc/FuuaRk0MmZpjA4W9QQpbnV1dfjFL36BsbExeL1e/I//8T+wfv16NDY23lBN6O10Mni+arWKYDCInTt3YnJyEtFoVBW9y4Azf8taXVnXuFgQhuMk2RgAlLPBmi5SnaWjYTLVtl7nD7O3dDToXNpsNmzdunX5HQ2N5YXZbEZzc7PiZhOccEYjjQvwahkgftZoJC9mLHOxX82Q5jmMVCkpGGSdAjdgSqVSitZiMpmwceNG7Nq167YtaKbw7xQoGNvb2/H4448DuJIqcCcixysBk8mkxnv37t0ALt9bIpHA2NgYQqGQ6lJBI5vRK/JOZWaAEX9GiuXOrhRwko5QV1eHzZs34/Dhw9izZw86OzuX9f6am5uRyWQwNDSkmllQ0UnjV0bMgcs8eEaVSBflGNAZkwbiYhk3k8mEhoYGHDhwAN/85jexb98+VXN2r8Fut6OjowMHDx7EO++8g0QioTrFENJIYccTtmQFajftlL8JKtZEIoF0Oq3S/7KWy1jrxXnH77MokrQ6fsdms+HJJ59Ef3//bVvjcu+j66GpqWmFr+bTAbvdrsdiCbBarejv70dfX98V+mwxRsi1MjQ3A3kMaY8wI/cXf/EXGBoagsViwbZt22qcvrsRdJx6enrw8MMP4wc/+IGqdzBmcRlsMgaiJO1J6iGjE0d7jRsou93umkYHMhhIJ04W8ANAJpNBMpmsCWSYTCasWrUKDzzwwKKZosWgHY07BJPJhNbWVszMzKiNszhJGKkDaruv3Aik8cPJxhQksZihIj1gHsc4YaUypkFI2lQ6nVaGIfmEDz74ILZt27ZsRWufJhijeIulv+8VyKYFABAMBhEMBpUhTWGZTCYRiURUW9BisYhgMKg6wUxOTqqOUnyfQpUbOHEzwy1btqC/vx/79+9HZ2fnkgu/FwPvhZkE9nmfmJioUaTS4ZZZCzpPRodc8o5Z3CidMLa2rFQqqovUo48+im9/+9vYvHnzPTl3JOx2O/bt2we73Y6f/exniMViqpMUcFkWys5nMoov56CMklKJMlM2NzeH06dPw2KxoKenB5s3b4bdbq/JRBGUdcCCk0kan7ET2Pbt2/Hcc8/dUf63hsZK407qMKNR6/V6b2izuLsNtPFYR/fee+8hGo3C5/OpQnZJ0TOyK4yUJwa6ZDaT7xcKBcRiMbXp36pVq1BXV6cyHLKOkIEUfrdUKql91mRXrEAggMcffxyrV6++4XvWjsYdAicEW61KGon0UDmpyNsmpQq4UpkaowZG/riswZB9l2Wh1mJ0EJnJoJHEiDPbGbMrUDweB7BQ7L5u3bol7878aYNx4Rvfu9eNj8Xujxtb8b3GxkasXr26ZjwknejixYs4ffo00um0ohSSZsUsRiAQQEtLiypWXIlxlcd0OBzYuXMnCoUCjh8/jsHBQWVoMvMiuckU1nJHX64vo0PC//m7VFrYEMvv92PTpk3Yv38/Xn75ZfT09FyR1bxX55Pdbsfu3bsRCATw1ltvYX5+XnGU6QBwXkjahTFIImWj/F0qlRAKhdQmWMyCycwTZWK5XFZF+cxYJZNJ1TaY83bLli342te+hra2tisiuxoaGisDY1CVf9/t4DXa7XY88MADMJlM+NWvfqXaCcsWyJI2Je3Bxdgm8oe2WrFYRDgcxunTp1UwhV0MqZtku2vS4aijSImmvHW5XHjggQfw1FNP3dSO9NrRuEPgJOnu7obNZsPw8PAVjgI9WxojsnOT5CXLdKLsRCKLq4Ar6VV8TfIAZdcg+b6cuNzhNRqNIhqNqkJwtuZcs2YNnnvuOfT399fc6/2G+8XguNZ9Xq8egD3jTSYTtm7des3I/dVeXyx1fyswrqlqdWFDq127dmHt2rU4ffo0RkdHazpv0cng39zBVkbJJTWHFDJSsViY2tHRgUcffRQHDhzA5s2bEQwGr7j/e31OcYdsr9eLN998E5OTkyoQQ7lkrDUz1mgAi9cGWK1WtLW1weVyoaWlBcFgsEbGGVsRy31amH3i87NarThw4ABee+21ms017/Xno6FxN2Ax1sCnDQ6HAw888ACsVis++eSTmuyBtMuAWkq7rNe9WtMVykRutMvGPBaLpWbDYRkoIyWU9FTuZccs+4EDB/DVr34V9fX1N3Wfpuqn8encQ6hWq0gmkzh58qTKBkgwXT81NYWWlpaadmJGR4MKUHq4smuN9JBlSo6fYYGl0Unhb0Zp2Y4zHA6rTRr52+Px4Bvf+AZ+8zd/U3W/uV8Mbo17A9eLjlWrVUQiEYyMjGBgYABTU1Nqfw9m9tiNi3UbMjAgs4wmkwnBYBBr167F7t27sWXLFqxfv/62bSR1t8HI845EIjh+/DhOnTqlWsrKTcuMRZFSGcu/ZQGl8bmyAxj3a5E8ZVLZZLSvWq2ipaUFzz77LL785S+rwlMt4zQ0tL6/UcgAWalUwsjICN555x3MzMzUUDiNNh5wuVbQWNDNz8ui7lQqhXJ5YY85l8ulAiiUdZIaaqyXpJ5yuVz44he/iM9//vNoaGi46XvVGY07DJNpoftUIBCoeegSuVwOw8PDsNlsCAaDV9RwyHSZsYMDcLnrCnBlwRBQS6MiJ152HpA8cxYHRaNRzM/P17S2dbvdePLJJ7Fv375FI7EaGp8GXG++mkwmNDY2oqGhARs2bEA+n8fs7CxOnTqFS5cuIRQKqWJ3i8WiNgADLm80GggE1Cai27dvV21Emd25H2E0UDjOhw8fxqpVq/DBBx9gcHBQ7RVCR8PYqYa/JW+ZRZD8HLNL0snI5XJqXyM+B2ak2MnO7/dj586d+NrXvoaurq6bog9oaNwPuF/l181CZkBtNhv6+vrg9/tx7NgxDA4OqgAus/7S1jM6GQxoSZuOP/X19cqZYfMe1tIy6y6dE7PZrOQemwC88sor2Lt375JrIXVG4y4AI3dTU1OYnJxU3ix5edFoFG+99RZ27NihWsUanQVZjyG74sh2m8aNC2X3qcVanclNcphKSyaTmJ+fx8zMjOqpnc1m4XA4cPToUbz88svw+XxYt27dHRtPDY1bwVL5vsZCvKtB8/iXhnQ6jfPnz+PXv/41pqamavryE7LPvuzFzyJLKlxmL7h5IndnJx+ZO+8yoxEMBrFnzx4cPnwYBw8eVDRW/Rw1NDSWE9VqFSdPnsT777+PixcvIpPJwOl0qvpcOgCUcUZ5x31F6JCQPkVbjY1IuAkug2FWq1VRp8xmMxoaGnDkyBE8//zzam+gpeou7WjcRchmszh9+jRmZmZUP32z2YxsNouLFy+io6MDdXV1V0TrJAXKaOzIVpucHFLhGms1AKiJKfnK5XIZsVgMs7OzmJ6eVvtmlMtluFwuHD58GF//+texe/dulEol2O12rYA1rov7wVC7ESrWvT4GV8PN3nu1WlUbSP3iF7/ApUuXMDExoeonJJ1UbtDHrC3bNJKPHI1Ga4rMGcSx2+3weDzo6+vDSy+9hHXr1qndm42dd+7n56ehobG8oAybn5/HmTNnMDIygpGREcTj8Ss6TjEQDFyu3aCjIT9DyrvceC+VSqn6QzZt8Xq9WLNmDbZt24ZnnnkGbW1tKkhzK9COxl0ETq4TJ04orpws6JGdpwCoVJd0NqSzQOVnpFTxN1ubAZcLyWWbTbYa5WenpqYwMTGhMhn5fB5erxdHjhzByy+/jP3791+x2Y6GhobGckBmZSlbwuEwLl26hIGBAXz88ceYmppCNBpVFDWT6fJGWJlMBolEAjabDW63W9VdkGLqdDrR2dmJ9evXo6OjA11dXdi1a5eiaQFX31Xd+JqGhobGUmGsVRscHMS5c+dw6tQpTE5OIh6Pq3o1WcvB3b9J+5SsFDJSKBfNZrPKZPh8PuzevRv79+/H448/fsWeHkaK6s1COxp3GQqFAs6fP494PI5YLHbFA5YdB+ROjtLZkJPDmP2QXi8pBPw8Mx/0fqPRqNoVOZFIIBQKqZ1oy+Uy6urq8Nhjj+Hzn/889u7dq3vIa6wobpfzupTzaMd6ebHYeBqVr3y/VCqpvXxisRimpqZUlsNsNsPv9+O9997DD37wA+zduxff+ta3YLfbUSqVEIlE0NLSoupqPB5PTV0NgCscDfmahoaGxvWwmPwyGvLGbocEM7Rzc3O4ePEixsfHceHCBYRCIczPzwNY6ODI9riVSgVDQ0NIpVLYvHkz6urqVJaDx/L5fFizZg36+vrQ19eHYDAIl8ulPrecARTtaNyFqFQqiMfjOH78uMooyK4DcvM8OgfGgkjj543OCN8z9vZnQWQ4HEY4HIbdbkexWEQkEkE2m0WpVILNZkNTUxOOHDmCZ599Fv39/Te8Q6SGhoaGhoaGhsatY2pqCnNzc8oeZKDkrbfeQjQaxZe+9CVVY3GnoB2Nuwx0EiqVCqampjA0NIRYLKYMeeOutaQ1yV7Kxo1c5GdlC1z+zcLvUqmEeDyu6jCKxaKqFclkMjCbzfB6vdiyZQsOHz6MJ598EoFA4Jb5exoaGhoaGhoaGkuDMQNyN1E6taNxF4LORrlcRjqdxnvvvYdUKgWr1VpTb8G/2T2FRYxMfZGDzGOx+JuOBts2FotFVWAZiUQQi8VUu0d+1mq1oru7Gw888ACOHj2KtWvXLtrqTFNINDQ0NDQ0NDRuL4z2191ij2lH4y5HtVpFLBbD8PAwZmZmkM1m1evctZaUJ9kvnr+5Lwc/J52Lcrms+sjPzMzU9JBn+0ez2YyOjg7s2rULBw4cwN69e1Vx5N3kMWtoaGhoaGho3O+4WxwMQjsadzGMtRZTU1MYHBzE3NwcisUikskkCoVCTcG4rNeQ+2zIblKpVArz8/NIJpPKuQAWNnlxuVyKYlVfX4/+/n488cQTWLNmjWqtC9yYc3G3TXYNDQ0NDQ0NjXsVd6PdpXcGv4shJ4vZbEZ7ezv8fj8uXryIcDgMAKoFLQBVc8E9MlijIbe5z+fzatM9dpTi5lROpxPBYBBNTU3YtGkTOjo64Pf7sXbtWrhcLnVNN+qb3m2TXUNDQ0NDQ0PjXsXdaHfpjManCPJRsY1jKBRSVKh4PI7R0VF88sknsNvtsNvtarMVUqnYV5kbtzCL0dbWhu7ubrS0tKC+vh7bt2+vOefdOHk1NDQ0NDQ0NDTuXmhH41OOcrlcs1/GL3/5S/zP//k/Ua1W4fV6cfToUWzduhU+n09Rqcxmc81W9S6XSxWRs4OUbFcrsyLa4dDQ0NDQ0NDQ0LgRaEfjU4TFOgoAV29ltli7s8UcBaMjsdhmMhoaGhoaGhoaGho3A+1ofAqxUi3MdMZCQ0NDQ0NDQ0NjuaAdDQ0NDQ0NDQ0NDQ2NZYfe0llDQ0NDQ0NDQ0NDY9mhHQ0NDQ0NDQ0NDQ0NjWWHdjQ0NDQ0NDQ0NDQ0NJYd2tHQ0NDQ0NDQ0NDQ0Fh2aEdDQ0NDQ0NDQ0NDQ2PZoR0NDQ0NDQ0NDQ0NDY1lh3Y0NDQ0NDQ0NDQ0NDSWHdrR0NDQ0NDQ0NDQ0NBYdmhHQ0NDQ0NDQ0NDQ0Nj2aEdDQ0NDQ0NDQ0NDQ2NZYd2NDQ0NDQ0NDQ0NDQ0lh3a0dDQ0NDQ0NDQ0NDQWHZoR0NDQ0NDQ0NDQ0NDY9mhHQ0NDQ0NDQ0NDQ0NjWWHdjQ0NDQ0NDQ0NDQ0NJYd1jt9ARrXxvT0NJ5//nmUSiXs2rULuVwOjY2NaG1txdGjR7Fp0yYAQKlUQrVaRbVaBQBUq1XYbDaYzWaYTCb1mtmsfUuN62N8fByvvPIKpqamsGPHDjgcDvh8PgSDQTz33HPYtWsX8vk8stksLl68CJPJhObmZrS0tMBms6k5R1Sr1Ste09BYDNVqFW+//Ta+/vWvY9euXXA4HKirq0NdXR127dqFhx9+GBaLBRMTE6ivr4fNZoPb7QaAK+TdvTrn/vN//s/4t//232LDhg3YvXs3gsEg/H4/uru7cfjwYbS2tgLAouuQOqJSqdSM1/0wbtVqFfPz8/j85z+P06dP49ChQ+js7ESxWMTq1auxceNGPP7443A4HIuOAfUsj2WxWNQY8nXgynG/FzA5OYnnn38eQ0ND2Lt3LzZs2ACz2Yzm5mbs3r0bjzzyiLIv5Hjw71KpBKB23Ij7Ye7dz9COxl0On8+HXbt24Xvf+x7sdjv2798Ph8OByclJvP7666irq0OlUsHx48cRiUSQzWaRzWaRSqWwceNGPPTQQ2hrawNwbwo/jZVBR0cHnnjiCfyX//JfEIvFsGfPHhSLRSSTSRw7dgw+nw8fffQREokE8vk8YrEYotEoOjs78dxzz2Ht2rVXKBsjtFLRWAzVahXd3d1YtWoVzp49i0cffRR+vx+pVAonTpxAJBJBJpNBJpNBKBSCyWTCgQMHcPDgQTQ0NNzpy78t2Lx5MzweD06dOgWTyYSGhgb09PRgbGwMyWQSL7/8Mlwul1pj1WoViUQC0WgUsVgM8XgcxWIRTqcTPp9PBQnkerwX16fJZILb7caOHTvwwQcf4NixY0gkEujp6cHU1BSmp6fR29uLdevW1XwvmUxiZmYGk5OTCIfDKBaLMJvNaGlpQVtbG7q7u+FyuQCgxuG4l9De3o5HH30U58+fxwcffIBisYiWlhZUKhX88Ic/hN/vx969ewHgCidjfHwcY2NjiMViKJfLCAaD8Hg8aGxsRHt7O+x2e40Dd6/Nu/sd2tG4y+H1evHlL38Zb775JtauXYv6+nqUy2Xk83kkEgl89NFHSKfTSCQSKJfLAACLxQK73Y6zZ89icnISu3btwoEDB+BwOO7w3Wh8mvDMM8/g5z//OXp6elQEKpfLoVQq4dixY8jn8yiXyzCbzfD7/bBarYjH4/j+97+Pffv24eDBg7Db7Vc9vlYmGkYw69rV1YXnnnsOb775Jurq6lCtVtHe3g6fz4dMJoNKpQKr1Yq6ujoUCgW8//77mJmZwdGjR7Fq1SoA9/b82rt3Lx544AH86Ec/QiKRwCOPPIJAIIBMJoPp6WmcPn0a27dvh81mQ7VaRTQaxXvvvYdQKIRCoYBKpYJKpYJcLodsNgu3243e3l488sgjcLlcMJlM9+z4ORwOfP7zn8dPf/pTjI6OYtWqVdiwYYMK0r355ptwuVxoa2uD3W5HJBLB+++/rxyMcrmMcrmMXC6HoaEhAEB3dzeOHj2Kuro6mM3me9JYNplM+MpXvoLvf//7mJubg9VqxZYtW1CpVJDP5/HrX/8aXq8Xvb29sFqtMJvNOH/+PEKhECYnJ5HJZFAul1GpVDA6OopsNgu73Y5Vq1bh4YcfRmNjo2Zc3KMwVe9V9/seQiQSwT/5J/8EkUgEDz30EBwOB7LZLMxmM3w+HyqVClwuF0qlEsrlMqrVKorFIkqlEorFIgqFArZv345HHnkEHo/nnhOAGiuDWCyGf/kv/yVyuRy2bNkCm80GAMrpcDgcyOfzMJlMat4VCgWUSiXkcjls3LgRTzzxBLxer55zGjcEqY6Gh4fxH//jf8SaNWsQCARQLBbhdrtRKpVQKpVgMplQqVSUrMvlcrBarXjppZfQ09NTc7x7bf6RXva7v/u7MJlM+OIXvwiLxQK3241isYhcLodVq1Zhx44d8Pl8OHfunApGWSwWmEwmlEolFAoFpSPy+Ty8Xi8OHTqE7du333NjJlGpVPAnf/In+A//4T/gs5/9LLZt24ZcLodgMIhYLIZqtYr169dj06ZNOH/+PBKJBEqlEmw2GywWCwqFAgqFAqrVKjKZDAqFAmw2Gw4ePIi9e/fCar03Y7jpdBrf/e538b/+1//Czp07ceTIEWSzWfj9fuRyOWQyGWzcuBH9/f1wu904e/YsUqkUCoUCLBYLLBYLyv8fe+8ZHGd2pQc/nXNAJnIgAIIECYKZQ3I45Gg4Q2mCpFFYadezK2mjLcupal22q9b2+vvlsr37Y+21XWvX2l5pV7LCKIxGaaQJHOZMgiBAImegc87d3w/4ubhvA5whR8h4nyoUgO5G431vn3tPes45uZzQE+l0GslkEkajEQcOHMDevXvhdDo3textRWzO3bDJ4HQ6sX37dvT19UGr1cJms8FqtYoajHg8Dq1WK6JXhUIBJpNJPA8At2/fRjKZxEsvvQSz2fyhtBYVKmw2G5599ln87//9v6HRaGC324UCTSaTKBQKMBqNIqsBQGQ9zGYz7t27h2w2i1deeQVms1m8r0znUGVPhQxZHpxOJ9xuN4B5CmkqlRKZDJ5djJySJ59IJPD666/jU5/6FJqamhZx5zcTrFYrLBYLhoeHMTc3h507d8JgMMBgMCCdTiMajeLixYtwOp0iSMCIvNVqhU6nAwBhABoMBqRSKbzzzjtIpVKiNgvYfHuWFCqDwYB79+6hq6sLZWVlMBqNIoAyOzuLeDwOs9kMvV6PTCaDTCYDg8EAs9kMnU6HTCYDu90unLXz58/D4/Hg+PHjKC8vB7C5qEBarRYWiwU6nQ6jo6MIh8OoqKiAyWSC1WqF3W7HzMwM5ubm4HA4hPzk83lRm2EymaDVapHJZETQKpfL4eLFi5iensapU6dQVVW1xneqYjmh5qk2AAwGAz7/+c/DarVidHQU6XQaWq0WZrMZNpsNbrcb+XweAMThaTAYYDQaYTabYbFYYDQacf/+fXzrW9/C1NSUOPw2ywGoYnlRKBSg1+tx9uxZ7Ny5E1NTU8jlcjCZTLDZbLDZbAAgDBS9Xg+DwQCTySR+tlgsuHv3Ln7wgx8IustmNfpULD/Kyspw9uxZRKNR6PV62O124VQYjUaF3PFns9kMv9+Pb3/725idnQWwdEH0RgaDSbt27cLp06eRzWZx8eJFRCIRscdMJhOcTiccDgcsFgssFoto5mC1WkUhuM1mg9FohNFohMViEfv6nXfewTe/+U3Mzc1tOieDn/9zzz2Hzs5ODA4O4t69eyLKrtfrYbVa4XA4YDabYTQaYbVaRV1BPp+HRqMRz8lrRz37gx/8AENDQ0in05tizQiz2Yzf+Z3fwe7duzE+Po7r168LCi0zana7HU6nExaLBWazGXa7HSUlJUK2CoUCLBYLrFarWFvqlNHRUXz729/G0NCQsGn4Nyo2LlRHY4OgpqYGp0+fRjAYFFEprVYLnU4HvV6vqL+gk6HX62E0GkW2w2KxoL+/H+fPnxdcSRUqHgWNRgObzYaDBw+Kom86pzT0GKViZJn1QXRALBYLbty4gXPnzi0yVDaTAlaxvKBhQepPJpMRxh2ARTKn1+vFeafX6zEzM4N3330XiUQChUJB4eRudLnjPrJYLPiDP/gD1NXVYXBwEMPDw4jH40gmk4LKyGwFvxicYh0GjT6LxSIi9fx5amoKb7zxhiIwtZmwe/duvPbaa9BoNLh//z4ikQiSyaRwOICFbA9ly2q1KhgB/J2ZEP7s8Xjw4x//GJOTk5vGSKYM7NixA1/4whcAAHfu3BHNGWKxmKj9YUCA62c0GmGz2UQtHzOTNpsNJpNJOGsmkwmxWAw/+tGP0N/fr+jypWLjQnU0NggcDgdee+01TExMiCgCDztuZG5g0qbkKB9pVBaLBTdv3sTt27fViIGKR0I2Kk6fPg2/34/e3l4FTcVoNEKj0SyKMFP+AIiI86VLlzA1NSXeW5U3FR8Eyp/dbsdTTz2FXC4nzjDS9OhckDdPKpDVaoXVasWtW7dw8+ZNAFAUmW502ZPvpbGxEa+88gpMJhNyuRwSiYQw+uickZ6i1Wqh1+uF4UyDOZfLCUOQWUkagDMzM/je976HwcFBZDKZDb92BM+tF198EV1dXchkMohGo4jH46KmgMYw104OpNDhZd0GHQyz2Qyr1Qq9Xo9IJILvf//7ePjwIdLp9Brf8a8PuQXtK6+8gj179oja0Hg8jkgkImpZgIVW09ybDFKRisZgKTMfJpMJdrsdZrMZiUQCP/jBD3DhwgUhxyo2LlRHYwOhvr5etBmtr68XPFFuYCpiRhQYhWGGg1Fmk8mEn/zkJxgfH1f0VVehQgbloqSkBJ/4xCcENxeAULp0KCh/NGQod1TC8XgcP/7xjxEIBDZldFTF8oPn2q5du1BWViaMFnYyo/zx3KNBTZlLp9N49913EY/HFfSfzQI2ZHjxxRdFN67m5mZs374der0e6XQauVxO3DczOwwMyNlHAIIyJFOC2HXppz/9KWZmZjbNvuV6VFdX4/Tp00gkEmhra8PLL7+MtrY2oUfl19I5kbNnxTLH71zDcDiMH//4x5iZmRFdITcD3G43nnvuOcTjcZSUlODEiRNoaWkBsFAHRLmSsxxydogsDNonDBhYrVaYTCbk83m89957ePDgwabat1sRqqOxgaDT6fDiiy8iEonA6/WKDg4EDzwekMUHohx19vv9+OEPfyg6bKhQUQwaFXq9Hi+88IJwGGTFKw9e4u8mk0kYgfzdYrHg/v37uH79OgCoDq6Kx4bc6EKOzrMVLmWMTgejphaLBdPT0/jxj38sIsqbpS5NpoHt3r0bR44cQSqVwv79+/Hqq6/iS1/6Etra2gRljM4GjT4AimAU15UZSdYckA40NzeHn/70p2L/b2RQBnhunT17FiaTCYODg6irq8PLL7+MF198UWSJ5AGHMguALAKCRjJpQIzSBwIB/OQnP0E0Gt3wa0eYTCacPXsWJSUlMBqNOHToED73uc/hU5/6FBobG5ccIMzaFtnhoL1CWh+dDK5foVDAG2+8gbGxsQ1D9d4sn/Fy4iO1t5UjkrlcTniwZrMZWq1WpNJkzuxmONzXAzKZDDweD4xGIwYHBzE9PQ0AIgXO2guNRiMOSn4e6XQasVgMiURCDFn7xCc+geeee04xIZZQI88qZESjUfT19YnCcBoxdHY5TZftNTk5PJFIIJvNYnZ2FlarFV/96ldRU1MDYOPz5VWsPOLxOK5du4ZQKCRad1Pm6IBQ5uSzLhwOIxQKweFw4Mtf/jJaWlo27Zk2ODiIt956Cy+99BJqampEB67z588jFApBo9Eo9DAdC9kgpMEHAOl0WkHDYmvcEydO4PTp02LdN0P3wmw2i4GBAWQyGbS3t4tI+8TEBG7cuCFas9IopnNR7IRw7TibJJlMIhqNIhqNIpPJ4NixYzh16tSSg/022tqxlfmlS5dgNBpx8OBBIRPxeFzUR8mUMzYY0el0wmkrbhDC+STy4OFoNIrKykq8+uqrqK6uVlC4gLVdO2ZquBc4U4R0L+67dDqNqakpmEwmuFwuuFwuIS/EZj2bgF9zjkYul8Pt27cxNTWFRCKB6upq6HQ6zM7O4sqVKwiHwzhz5gw+/vGPf+DgLhUfDXfv3sXAwIAQcH6nEmakij2/ZcVBR8NgMOBrX/valhhypeLXQ6FQwL179zA4OCgUhFxoy4hyKpUSffnZZjOdTiMQCCAUCuHo0aOii5oKFY+D+/fvY3BwUDi4NPJo/HG2hixv0WgUfr8fqVQK3d3d+P3f/31xvm2mc26prlD8OZFI4Nq1a5iamhJRY4I1fTSSZcMZgNAX5N9HIhFoNBq88MILOH78+KZaw0eht7cXPT09gqZGI5nZkKWi7HKtTCqVQiAQQCKRgEajweHDh/Hiiy9u2rXj2kxMTGBgYACzs7Mi4yjXZdA4ByDsFv5tKpVCLBYTwYJIJIJYLIbm5mZ84QtfgMvlWjdGuXwP6XQac3NzuHPnDvx+v5jxUygU4Pf7MTw8jEuXLuHEiRP40z/9U5SWlq7x1a8eHnuOBiNFmUxGfPg0HKLRKILBoCi8MxgMGB8fx3vvvYfy8nI8++yzIqW9XgRkM2D79u0YGRlBIpFQRJgYPSBPsrgzCzc2AExPT+Ott97Ca6+9pk7lVPGB0Gg0aG5uxsjIiHBmZZmRKRkGg0FkO2VDMJFI4Pbt2zhy5Ag6OjrUs0DFY8FisYh6AxmkT5H2wzOPw0tjsRh0Oh36+/vR39+PnTt3bgpqw1L3sFRHN7PZjIaGBszMzIg14XPZbFboBuoNuVuV1WoVWXIOWYvFYvjZz36G0tJSsZabSW8U2ycul0vM0JA7ID3KjuFsIQBive12uzj7Lly4gJaWFuzcuRPA5nN4KQs1NTXI5XLw+XximCF1BoOi8hcfz+fzoo6ULJlMJoNEIoGhoSG8++67+PjHP66wd9YKwWAQDx8+hNfrFfdBOTGZTPB4PBgfHxfsEo1GA5/Ph1gstuR1yw7sZsNj39Vbb72F//N//g9+8IMf4P3330dfXx9mZ2eRTCaF4JSVlaGhoUEM9iorK8PTTz8Nu90u3mczbazVxFKKhfMxilPgcoSLUT+5M1WhUEAqlRLRmStXrmB0dPRD/58KFWyFWVxjIVMp5doMk8mEQqGAWCwm+vvPzs7i5z//uSpjKh4blZWVsNlsyGQyis5TNJzlVprAPH0lk8nA4XAAAAKBAK5evYpkMrlm97Dc+KDAnUxJqa+vh91uRz6fFzRGZiLpWPC1rOGTi8aZqeSgtVAohO9973sIhUKbxjCS9ab8WE1NjZhKzwwtXytH5+VufNS5rNFgs4JsNgu/34833ngD0Wh0w813kZ2spZ4rvp+Ghga4XC7h8LM5AV9Px4T7l41FdDqdqNGQ295mMhn85Cc/weXLlwGsvS359a9/Hb/61a8wPT2Nubk5hEIhMVOErY9bWlrQ3NyMyspKGAwGdHd343Of+5wYRCpjre9nJfHYp0QgEIDX60UwGBRcWL1eD4vFArvdDofDgfLycsWU0d/5nd8RKdbNvIirgaXWT6PRoLOzExqNBqlUalF3DB56TPuyGwZ7qPf19SEajSISieC73/0uIpHIB/4/FSo0Gg1KSkoAKI0ZWfkCUHQDoqJgTZHBYMDDhw/FQDUVKj4MNDyABaNGNrTZIYkdbKxWKyYnJ9HT0yNee/fuXXg8njW+k+UBz2eZgkIUG30ajQbl5eXCGGbdXjabVdBt6bSxpSsAESyQHY10Oo179+7hZz/72YYp0P0wLGWj8PedO3cqZI8OB+siCdakck24dpRH0muuXbuGX/7yl0tew3rGBzm2S60dg8+M5suZMRrj2WxWBKpZHA5ABKrk+SSFQgHRaFQ0sVlrHD9+HPl8Hl6vF6FQCLFYTNjFxQXt4XAY+Xwehw8fxsc+9jEASodtvTuZvy4e29F49tlnsX37dsHxj0ajSKVSIjpiNpuRSqUwOjqK0dFRRKNReDweITjF2OwLu1ooLy9HeXm5ogaGm1rm0MutRw0GA9xuN9ra2uBwOGCz2fDw4UMMDQ0BUDsCPS4+aJ0eFfXZ6NBoNNi5cyfKy8sVjxE0UOhk8NB1u93o7u7Gzp07UVZWhlAohJ/97Gei5zqwOdZHxfKDctHQ0CAysnyMbUjlNt86nQ52ux27du3CwYMHUVJSIjJpd+/eXctbWRE8ysiTv/bs2YPq6mqFk0FaI8EiZ3l+BKPLNJrYVWl8fBxvvPEGhoeHN/2+LS0tFQX2co2QTPnhdzmjy1kldIKdTifMZjPGx8fx85//fEMO83tSZ2jXrl2orq4GgCXljo4a11Z2dJnN4OBXh8OBbDaLc+fO4Qc/+AFSqRSAhY5WH5RxWQl0dXXh6aefhlarFTZxIpEQgx81Gg1isRhGRkYwOjoKr9eLoaEhhZO00T7/j4rHdjTKy8vxyU9+EgcOHIBer0coFILX68X4+DhmZ2cxOjqK4eFhkUaKRqPo7+/H/fv3F7U5A9a/975RQA4uOYvAAp2Axh7BiJbFYoHVasW2bdvQ2tqK0tJSJBIJvPfee09kOG91fFCm7lFRn82wjmazGVVVVQAWDnk59U3Q0WAWzel0wul0wuVywWg04vbt25iYmFhUFKhChQzus8rKSpSVlYmoKgMncvaWBc+MIpeXl8PpdIqI8oULF5BIJNb6llYVpCw2NzfDarUqMt800OTvwMKMEmBhXgfpQGVlZdi3bx+sVivefPNNRCKRTXGuPQomkwkHDhyA0+kU6yOvHdeNcirXo1IeGeGurKzEU089Bb1ej/fff39TzdZYCkajEQcOHIDb7V4yAApA0SmTjBjuaWbSOFCyubkZO3fuxK1btxTzNWRdvFq2pU6nw5EjR/DKK6+gsbER6XQaHo8Hc3NzmJiYwODgIIaGhjAzM4OZmRkkEgnMzc3h4sWLCnnZzHuHeGxHQ6vVwuFw4OzZs3j11VfR2dkJn88Hj8cjshjj4+MIh8MA5ouoAODtt99GIpFYkgOp4tdHoVBAY2Oj4OACCxM5i4usqJyZjmQXDZPJhLKyMty/fx9jY2OL3l/FB6M4s/FhztpGTplyD5MzX3xgygcnlYacSWPkuaysDB6PBxcvXlSsy2bhfKtYXjBrXsxtlo1kufEFaVQARIbDYrGIlqVbBbIhVl9fjx07diiKleUuhaRSyZPW5fkajCzb7XaUlpbC6XRieHgYPT09G+4cexKQmtfW1gabzQYAosMZoDSU5WGS8nA6RudtNhscDgfMZjOuXbuGu3fvLkl92+iQ9YHJZEJbW5ugEbEFbLGTy2AVdQUDo7RXbDabCJBms1m89dZbCIVCa3qfBoMBbW1tePXVV3H8+HGkUinMzc2JQvDx8XH4fD4A8wE6m82Gt956CzMzMwCUtsNmto2fSKtzIWpqavDss89i9+7dKBQKIruRSqVE9NJsNsPhcODKlSt455131DqNFQLrMXbt2iVaPTI1KUcN5FoNeeorN7TdbkcymcT58+cVdBb5/6hYQLGzIM+N8Pv9mJmZwdjYGCYmJjAxMYHp6WkEAgHE43FF1H4jrat8KJaUlKCiogIajUakw/k8f5cjUvJANUabTSaTaL2pBiFUPAryfnE4HKKwVj7bWJjLc43OLb+sVqvI+l66dGnNDZTVBvdmW1sbdu3aJYxgGssAFB2mZGoaI82MzJtMJrGeAPCrX/0KExMTa3JfKw3ZYGa3KOpM6lpmN9hlik4H9S/pZ0ajUawho/vvvvuu4jPg/9zokINOWq0WLS0t6OjoELPW8vm8KKznOpLWJzseAISTS7njBHYGDbjeawU6U4cOHcLTTz+NiooKJBIJBINB5HI5WK1WuFwuWK1WWK1WeL1e/OhHPxL0qq1gGz92e9viFI/ZbMZLL72EpqYm/OpXvxLzHOQhJBSUt99+G3v27EFdXZ14LxW/HooNs7KyMpSXl4sCWzk6VSjMD7SShw6l02kRbclkMsJBvHr1Knbu3Inu7u5NEVlZKZB/mc/nMTo6isnJSWi1WmQyGUxPT4vuLjJ/XKvVwuVyoaKiAlVVVWhsbNxwvbTl9HRLSwsmJycVUVHKG++bxap0MHK5HKLRqDBYfD4frl27hoqKCjEoS4UKGZS5QqGA+vp6PHjwAIFAQGHMZLNZGI1GYcDxbMvlcojH44qgyuDgIMLhsMi6bwXIBfQdHR2YmZmB1+sFMD8E1mAwiCJd7lm2Quf604mjQWi1WpHJZBAIBNDf34/a2tpFQ8g2OooN5ra2NiQSCTx48EA4Fpz9wDNQrm9h0E4uaE6n07BarYhGo5icnMSdO3dw6NChtbzNFYdGo8GOHTuQzWbR29urcGo1Gg2SyaQiEy53ltNoNLBarcIhob2STCZx4cIF7N27d5EeXU0bU77uZ555Bnv27MGbb74pumOx5TYdeL1ejytXrmDv3r04evSowrberLbxE2c05IUwm804cOAAfvd3fxfd3d1wu93CY2dEicbE3/3d362LTgGbBcUCaTabUVNTIygEwEJxGh+jo8HoAAt1aeC5XC5MTU2hp6fnkf8HWN3U7uMUpj/p9SyVqv6wx/g7o6dUEufOncOtW7cwPj6OoaEhTExMLIpQcXiYx+NBT08Pfv7zn+Ob3/wm/vqv/xo//OEPBeVwqS5O6wnF+9/tdqO+vn5Ra0eZLsXZLWzDTGOFTlc6ncb169dF+9vNgEdRIZ5Ezj7q/3rUY8WPL/XzUrV06xEtLS3ijKNxJzvzlDmZrkfqL9uznj9/fi1vYdWwVMRUo9Fg7969wtHivBu9Xi/mPaTTaUVff+5dFoNzTzOwcP78eUxOTq7JPa4kluLQNzU1KWoOZEMynU4r5m0wGs9sBnUuf87lcnj77bfF1PvNguJ6CcpgY2Oj6IAmd6DSarWIx+OiYJx/I9OnmMlgjaler8fc3BzOnTun+F9rca/y/y4tLcWnP/1pPPvss3C5XKKgnY47my585zvfEWMFNntW47EzGh+EkpISvPDCC3jzzTcxNTUlounAvLFrMpnQ19eHX/7yl3j11VcVf7uZF3e1UVFRAavVKgbCyNE9RqnkzSt3xshkMrBYLAAgCvjltLGM1fzMHud/Pen1FNcTFP+9fODn83nMzc2JlHg0GkU4HMbs7CzC4bBQyHJ0hs4df2YnCp/PB5/Ph2QyCZPJhOHhYQwMDODq1atoaWnBnj17sGPHDjgcjg1RJKbT6dDQ0IDR0VHhJDGyDEDh4MrFpYyKssZjYmIC4+PjGy67Uww5aixDVrbFn+lSr32Uo1Isr49yCjKZDGZnZ4XM0mDkOVBVVSWUXfG1r8fImnwt+XweLpdLRIuL9zGz6jSEAQjj2WazCRl9+PChwpDe7NQ9+d4KhQJKS0uxb98+vP/++4jH44p1owzQ4ON+5c/8YlaD8yEuXryI+vr6TbeOxffjcrmwe/dunDt3TmQ15P3EyDtlMJvNikL6ZDIJo9Eosho8/+7fv48jR46s9q2tOux2O/bs2YPz588jGo0K2hNbJ3OIJJ0Ps9ks9GkulxMMDBbXZzIZ3Lp1C0ePHsW2bdvWjd602Wx49tlnEQ6H0d/fL/QjbQKTyYRAIIBvfetb+N3f/V2UlZVtun0j49d2NLg4LS0tOHbsGN58801xcAELHZA0Gg3OnTsHq9WKM2fOCKPjgww+FU8Gh8OByspKjIyMKDii3MBUIoyyMF3OCGA+n0dJSQnGxsZw+fJlkdbbbJBlTV4nTr4NBoMYHh4W7fNo0DACwzS5zM2VW/bR8eDjyWQS0WgUoVAIkUhEUewWCoUQCoUwMzOD+/fvo7OzE0899RRaW1s3hBFUVlYGu90uspU0bKlcZaeW02GpLAqFgqD7Xb58GXv37l3X97oUiq/3w67/g4z5R2Uc+DekQCaTSTEoNZvNYmRkBMFgENFoFPF4HJlMBuFwGNlsVkTzc7mcqEsoLy8XhmZ9fT3cbreCprCeodPp4Ha7UVVVJdqDci/KaybXIBgMBmQyGQDzQbFkMonx8XH09PSgq6sLwPq/75VAeXk59u7di/PnzwvqitFoFNkiBgyLKZA0mMlYMJvNyGazuHnzJg4fPoympqZNu56Us6qqKnR1deHy5cvCiJRpo3Q05POATIJUKqX4OZVK4e2338bevXthNps37doB8+vHrmUXL15EIpFQ6AiubyaTEbLINS1eP45UCIVCuHLlipgYvl7gdDrx4osvimF+AMQ5lM/nYbVaMTIygjfeeAOf/OQnxXyqzYhlyWgQnZ2dePDggeAv6vV6MWuDBUA/+9nPYLfb8fTTTwNYHGnZzJtsNdDR0QGfz4dAICAUBjeqHHmhw8HD0GQyIZfLweVyIRwOo7e3FwcOHFDM59gsKI6Qjo2NCYOf3G9gwdjj2qVSKSSTSUWERTb84vE4kskkDAaDKJZkrYLb7YbD4RATZln8xu+xWAzJZBKRSARerxcvvvgi2traxOG7XqHValFSUoJAIKBwtIAFbiqL/thVhI/n83k4nU74fD4MDAwgFovBarWu5e08MYopKY+iJAHzFLoHDx6Iznzcd5w+zD3J9ctmsxgbG0M4HEY4HEYmk0EsFkM8HheZNMojHYVYLCYcC2B+0B0VeaFQQF9fH2KxGLZt24a+vj7U1NRg//792LVrF1wul6DArUdQP+h0OkHz5H1xjzKowmya0WhUrKvD4UAgEEAkEsH09DT27Nmzbu93paHRaLBt2zZs27YNs7OzQmcz682zS54ZASzQgZghM5vNSKfTSCQSuHfvHhoaGjZdrUYxNBoNamtrUVVVBa/XK/SBHBySJ4fL7AI6wYzkJxIJTE5O4u7duzh06NCmtYPkAEtlZSVqamowOjoqMq9cO55dxa3OSTuS21pbLBYkk0lcunQJx48fR2lp6bpaP5fLhe7ubly+fBmpVEoxYJPfr127hlwuh9/4jd+A3W5fV9e/XFgWR4OLYjab8fTTTyMQCMDv9y/qYEEBef311/HgwQO89NJLqKqq2vT8tNUCechVVVUIhUKKDhgajUYUhDNiIG98fpE7evXqVZw+fRrNzc2b7rORDb/BwUGMjIyI7iFcH76Ohks0GoXf70cmkxE1GKy98Pv9CAQCQpEwDUongdzmXC4nOk0UfwYAhMOSTCYBAC+88AJ27dq17vdHa2srPB4P/H4/DAaDMFgYYAAWnF1GSbkGnHkwMTGB3t7eDVcUWSgUxKCm4k5IHo8HgUAAmUwG2WwW4XBYnItyzY9cX0DQsQ0Gg4qMI2WP/PpgMAin04lQKIRkMilmlTC7QeVsNBpFp7ChoSF4vV7EYjHkcjlMTU3hzTffhMFgwNGjR3HmzJlF1Kr1ANmRq6ioQF9fn5AxUqLoZMn1afL+IVU0Eong5s2bOHr0KJxOp3j/rQKupdVqxfbt2+H3+xXd4wAIJ0Ou05Cza3JHKqPRiFgshitXruD48eObOjpLObHb7WhoaBB7mpCztqzDkI1oOh3yQNNEIoFLly5h9+7dGy7Y8riQ96/ZbMbhw4cRCoUQDAYVdHs5C0s5k4N+sr3CTMjs7CzOnz+PV155ZU33cTFDR6fTYd++fZicnMTU1JTIaDCDSIfz7t27CIfDeOWVV1BXVycaW3zY/9koWHZtUldXh/b2dly7dk3wE+VDiYVkd+7cwdzcHE6fPo39+/eLlNd6N6o2AhoaGjA0NCSMElIo8vm8mGlCChANJNkZtNlsmJ6exvXr19Hc3LyWt7IiG0qj0Qju5OzsLNLptCLqVHywkXbS29uLaDQquq0wM+H3+6HRaEQLQ7n9IQ8SOt2yIZrNZhGPx4VCJ+0IAPr6+qDX61FdXY2ysrJlvf/lhtvtRnl5OUKhkFCudNBIKUulUiLjQ6OZ54LZbEY4HMbIyAgOHjy4rvZ/cX1ELpfD+Pi42DvJZBJerxeBQADJZFLIEuVGrl3h58toL++TnVQY/ZSpBDTYqHx5TeFwGIFAANlsFtPT0wgGg+jo6EBpaak4Z+PxuDBkSPNraWmBXq9HMplEeXk5bDYbcrkcwuEwJicnMTIygmeeeWZdOhrAwpqRsid3n2JhqUxZpPPBv2N7b51Oh7GxMcTjcZFN2iqQaaMA0NzcjEgkgp6eHmEwy+eunIGUzymegfJ05+npady/fx/Hjh1bgztbfdTW1oqBbPLayT9z7XgWMmDAtWOmd2RkBA8ePMDevXvX1Rm4nJDvy2QyobW1Fbdu3VLUOJLCR/otsHhNGbzhaw0GA+7du4ePfexjYtbJWqB4b2m1WpSXl2PPnj3wer3C8ZTPV+rLoaEh/M//+T9x5MgRvPDCCwpno1geNpp8rIg2OXToEEZHRxGJRBSFrUwZsh9yIpHA9773PVy8eBHHjx/Hjh07lmw5uNG8t7VGSUkJtm3bhpGREQALQsn0dqEwP/eBhlIqlVJQNgAglUphcHBQGEZrVTjJ/5NKpeDxeEQkwGAwiMFRcqH7o8Dn8/k8pqam0N/fj1gstijCztcSdM6i0Si8Xi9CoZD4OZFIiAyQxWIRxWiMxsg91ml8MiJD4yeZTCIWiyk6hZlMJuTzeQwMDODcuXN49tlnRdR1vaKsrAzDw8OK4V+ZTAaJREI4GvLvMrWCFKD3338fzz333JpHQ4tlKZPJIBgMwu/3Y3x8HMFgUMHFZpZLpsOxSFTO6MqRYtmppfzSiON+I4qDL8xcxuNxjIyMoKSkBAcPHkRlZaUoktbr9bDb7YhEIojH4ygpKUE4HIZWq0VpaSnu37+PWCyGtrY2USzNmq0LFy7g5MmT65o2qdFoUFpaikAgIPYWMzR0NnjesT5IrsUqFAoYGxtDLBYT77dVodVqUV1djaGhIcTjcUUkmZlJZnoZLIhEIuKLBqJer1cU527W4ZtylszpdGLHjh3w+XxIpVIi28Nznnuc9X/JZFLokEQioch2eL1e9Pb2bshatY8C0s8mJycxMzMjsmlyJk1eR9JGI5GIyOBS32i1WoyPj2N4eBidnZ3rbu127NiBBw8eYG5uTnze8hBlefTAhQsX0NfXh2eeeQY7duxYc324HFgRR8Nms6G1tRV3796FyWQSSpdDu+jNsajH6/XiBz/4ARoaGrB3717s379feHNrPYxlo4FGbHNzMyYmJkTnECpYGkmFQkEYf4x8MgpNik9vby+mp6dRW1u7iIu+WiAF5dKlS3j99dcxNjYmImy7d+/G5z73OXR3d4uOWYweGwwG4TwEAgGYzWYMDw+Lwmu5bd5S/5P3SCOYhxs57pRLh8Mh0uQ0NlOplHCquf50LPi+VOTswU6Dh9QOAAgEAujt7cXu3bvXtaOh0WhQVVUl6nxolCQSCfh8PkGnovGXTCYVU2JJFZuenkY4HF7zg1V2NCcnJzE8PIzp6WlF7YTcXpX7iI4knY10Oq1o30gUywDlguciDTyZ7sM9y31qMpnQ2NiIbdu2iVbVlHdmQzhDIhKJwGAwIBwOw2aziWm2wWBQ1H8MDQ3BbrejtrYWFy5cwK5du1BTU7Mq6/1RoNHMT7oeHR0Va0NDjvtOdmztdrtw5Fgjk8lkcOfOHbS2tq7x3aw9SkpKUFlZibGxMXFmMTsnB06CwaAIvCQSCbHGRKFQQG9vL+bm5rBt27a1up0VQzE1RqOZL26urq7GyMiIIrjAzFk6nUY8HofP5xN1Vgzwyc0KstkshoaGtoSTQTidTtTV1cHn8wkZ4/3L3c5SqRTC4TCi0ShisZgoomeAJJvNIplMYmJiAp2dnWt8V4thtVrFmSt/3qQdysEnk8mEUCiEH/7wh6ipqUF3dzcOHjwoMtMbEcvuaNAjraqqwoMHDxSRJKatGb3jolksFhQKBQSDQfzyl79Eb28vjh07hh07dihoLCo+HNykzBrJhadUxnLHJP4s97UG5o2bUCiEiYkJ1NXVrdlnMDs7i7/5m7/Bj370IwwNDSEajcJgMMDpdEKr1eJXv/oVHjx4IBwGuUWe3P0JgOhc4XA4hCPC18n8Yzl7Q3pTNBrFxMQEgsHgooI/h8MBAMKwTKfTwsGmopYpU/wfAET9Bpsm8LlIJAKj0YjZ2Vncv39/3RtDNpsNtbW1ePjwoZApGiFy8bxsdKdSKaFQDAYDgsEgrly5gsbGxjW9F17r6Ogo7ty5g3A4vMgZoKNOY4GKg9kbKkEaZITcZpbZXbnHOt9bLiKV5RFYyIgAEG0hi+uKmG0pKyuDy+VCPB4XtRuUNafTibt372JqagplZWWor69HJpPB/fv3cfv27XXtaADzyttms4k2mQDEcD6ZakEHmM6gxWIRcnj16lV86lOfWhR930rGHjB/Dh04cABzc3MiqwFA1PUxUJBIJBAKhYQjJ+sMUlq8Xi+mp6c3paMhOxmE2WxGZ2cnpqamRDc4YF7uKIfJZFJ0guM5wcALAEGjevjwIaamplBbW7sm97cW2L59Ozwej5gpIQ8bBhaCOaFQSFC95TpHrmUsFsP58+dx/PhxoZPXCzQaDcrLy8XMMp7PnLFCRglrOKlnIpEI3nnnHdy6dQvHjx/Hzp07N6TDsWJEXPLVLRaLWDSmiHg4yQVUAITATE5O4rvf/S66u7vx1FNPrXuO+noCDVmn04mSkhJRECobtqRPcbOy1a2sXKLRKHQ6HcbHx3H48GGFYK+mEh4bG8P777+Pu3fvIplMwu124+jRo2hubobdbofBYIDP5xP3J7fIo6Emd/rgTAeZviQbj3wPYIFqlkgk4PV64fF4ACxEpLPZLMbHx4WzwSJARk/p4MhzTJgxkotVWRfDYU/sTpHNZhGJRDA3N7cqa/3rgAfp0NCQeIyGNJ/XaDTIZrPCOCZP2e/3C/oeZ3KsJe1ienoavb296O/vRzAYFIY5s010anmW0YiNx+OIxWKIxWKiKxQARW0OnQAqC7koXHZGKZ+yUysHaGTHhNcm065kmh6LEll8r9frhdFTVlaGqqoqVFRUIBaLYXp6Gjt27BBtX9cz7HY7ysrKEI/HFbNCAIh10Ol0omUos40+n0/RhGBychK1tbVLBrW2ksNhMpnQ1NQkajV4VhavQXGRvcxQYBZtbm5uzffxSmEpeXA6nbDb7YjH44rXyA0xZIYG9zZ1Eve33+/fco6GwWBAc3Oz0KWAMusry1pxIw3qVtKo5ubmRMH1ekNpaalicC3PbYL1fLTJeNZns1kEg0H86Ec/wtjYGNra2lBRUYGKioo1vJsnw7I7GlSeVqtVtPi0WCyKKLMcFWC0hEpWo5nvfBSNRgVX7ezZs2htbRWUEhWLIW9GYH7z1tXVYWpqSrxGp9OhtLRUUcDHDAc3LNPlrBO4efMmnn/+eTidTsWmXy389V//NS5evCjoNseOHcO+ffvgdDoVxhSg7GpBJSe3uKS8ycW4PPSLefSMQpFPOzk5KSg+BB3j6elphEIhbNu2TRifpE/xmmgI0sGgI8LDhdfGLACHOeVy81PI1yOKZcHlcsFmswnn1mw2o6KiQux9ForLRnImk4HL5RJr09PTg9HR0TVtQjAwMIALFy5gfHwcwALtbWZmBpOTk4hGo9BqtXC73bBYLOJcYgCF0Tief3KdBsHPXc4qynLMqJ2siJgtJuTaJDq1svwXF6fq9Xo4HA54PB4RWWUmiQa4w+HAH/3RH637bAbvk4WfOp0OdrtdnGMajUZEP0mtMBqNSKVScLvdYn3C4TBGR0dRX18PYHHEeqs4GcD8vTY0NGBgYADRaFQRIKG82u12Re2L3PSC7ewDgQB6enpw6tQpEWjYrJCDU52dnYKDT/3J9bNYLHC73YhEIormLKSI85yfnZ1Ff38/9u/fv24bMqwEGBidnJwUgU9gocWtTqeDw+EQGWPqU7nGLRwOo6+vD5OTk+ty+KvNZoPD4UA6nRYzQOiEMjsIzN8rMxu8f4PBgGQyicuXL6O3txcnTpyAw+HYMDbxikhyoVCAzWYTPGy5847Mv5Pb5tH4IoxGI/L5PKanp/F//+//RUdHB44fP47a2lqFASdDfuyDFIT8d7wuGjrJZFIYlTqdDjt27BCHwXpWOsWKsVCYH4Ymd/4CIGgq5H1bLBaRKiflivxvj8eDmZkZJJNJ0ZlltdeAXFaz2YyWlhbs2LEDlZWVol0so80yPUemj8j94A0GwyJDTb4fmT4FLETuaCAbDAZBlWF2gs6Xw+FARUWFoGVQEVPO5WiFzOGXZZ6Oi5ztkA+gtUbx5y/LGjCvLNxut6AKcaCX1WoVDhin4ubzeRFdp1LgfIO1dqy2bdsGt9utKOo0GAyor6/Hjh07EAwGkU6n4fF4MDk5KbJlpPDQQHO73XC73Yppy3J3KUauePbIwQJZNospfsBCpI8/8zm5GF+WG7kTmiyLpK8FAgEkEgl8+tOfXvcD1+RsbF1dHfr7+4UTZjabRcbMbDYLWeSgLwCi/Xc2m0UoFBLBmOJgzVYDs5JVVVWIRCIKmQQWnDkGRJjFk5uFWK1WOJ1O9Pb2IhQKobKyckk9vVkg30tVVRUqKyvFXI1iumNJSQksFouiXpLsgkJhfqZOeXk57t69i09+8pOiLm+zZ9XIwKipqcH09LTi3OXZydk53Mc01llzCsxTKWOxGK5evYrdu3evqzWTM8u0JajjZeo2r5nBUep//q1Wq0UwGMTPfvYzjI+P4/jx46irq1PMTOP/I2T5eVz7mOsv2yJjY2MoLy+H0+l8Yid4RRwNeVEZaQOgUJKAMlXENKJsfPHgSiQSuH37NoaGhtDS0oLDhw+joaFhUSHvh23I4udpLIyNjWFmZgY+n08Y3fyA3377bZw8eRLd3d3i3tYz5Hu0Wq2oqqrC2NiYQlnIdCJGDqiELRYLUqmUMAQ9Hg/m5uZQWVkJYPXv/zOf+QyMRiMikQgsFgsymQx8Ph9isRhMJpO4H24KbhJ545EGACxEgZfqVCU/Lqe1DQYDtm/fjmAwiIcPH4rCbb6f7PiyOwZbFtJxkzet3KFIptUwyizTjACsm+4/S332stHHwYQ03GQ5o9Oh1WpFFo18eWCeBhMOh5HL5TA7O4s9e/as6r3JsFqtQhlwf1BBOJ1OVFVVIR6Po6ysDC0tLTAajfD5fBgfH4dOpxMZMK/Xi8bGRpSXlyucTZ1OJ/YYZYIOB/8X5ap46KasBGSHGliYOitH5em8ylkVnU4Hi8WCaDQqqC7RaBSnT5/Gq6++uiRdZj1Bvi5mziORiHAIuW50+Fg/YzabRXadZ4der8fU1BTS6fS62WdrBX7mNTU1oumGXEvJ/Ww2m4WhxIxFOBwWVGmz2Yzp6WlcuXIFL7300rqVo+WG2WwWjgbr9GRDmcYkAy5arRZ+vx/JZBImk0nUG01MTAh9DKx/m+PXBe+vo6MDDx8+FFkfmQHDvU270mKxCBlMJBLQaObby5tMJgwPD6/xHS1GoTBfg1zc9ri48yAp0/JZzUwhAAXz4datWxgYGMD+/ftx8OBBMZOuGMVB+Q+zkX0+n2iZPj09LajNZGns2LEDp06dgt1uf+z7X7HcnEyNkDmKcj9uOXLM7jscWCYvDDMjkUgEd+7cwcTEBGpqalBXV4euri7Y7fZFNINHXROV7sjICEZHRzEzMyMKpmU6C7sf+P1+vPnmm9Bqtdi7d+9KLNWyQjYyNBqNGNDFiCYAIdjkCnJAEBUH074GgwGxWAzDw8PYs2fPosjUauDs2bOoq6vDwMAAxsfHMT09DY/HIw5mGvHyfctUkWKHgoYaD7LiIlw5ykBDzWQyobS0FPv27YPVakV/fz9CoZAiO0fFIdOzmHHhmgMLzoTsbMiZjGIuv1arRUdHx6qv++OimGpSU1ODnp4eBc1HjtKzMJf1Gcy4cQ1DoRAmJycVziGwulE9mUPLz8BoNIprZ1tojUYjagQCgQB8Ph90Oh38fj/8fj/0ej2CwSCsVqvYU5QpOchCyBk4OQMhF9AXKyr5PVgYKb9Grgmi3HGmSSQSQSwWQzgcxu7du/GVr3xFdPzaCMYNZaqxsRE9PT2KYZuyvAELjSDMZjOSyaTo9KLVajE6OopoNLou6RarCX7mjY2NuHnzJmKx2CIjj1lvUgQBiPoyGtc2mw3JZBIzMzNreTtrgpaWFsUgSTkQJjsauVxONAHRaObbnLOuNRgM4t69ezh16tRa386qQKYOl5SUiK5SckMMrqWsR7l+PB/tdjuCwSAmJiYwNja25k1FZPAzls9m3rPMdCiuQaG+ob3A841OVjQaxfnz5zEwMIC6ujrs3r0bTU1NIsD3QZB1D21ir9eLyclJzM3Nif/Pts1sXHD9+nUEg0F89rOffezC9BV1NGiEFBeF0ZCXh/ml02n4fD6MjIygUCjA7XYv6g7E1wWDQUQiEYyMjODKlSuwWq2orKzEjh07hDKRB6cBEIW1w8PDorMGn5PbSjICZrFYRHFuIBDAN77xDYTDYZw8eXKllmxZIBtkpG8wgsqIMgBFoTI7JJHOQwFlEeXg4OCS778a0Ov16OrqQmtrK+7cuYMbN25gcnJSCD679sgR42JeMT/T4uvmUC/yi+V7BJT8UMqY0WiE0+kUm5I1BlznQqEgukjIszF4PYlEQtCDaMiy5SvbpJLSQmVVXl6+Sqv95JCdOwBwOBxwOp3w+/2LDlE6dmazWVCMmDFgTUM4HMbDhw8RjUYVE5tXU+YYtGB21Wazif+fy80Pb5ydnRX0ylwuh0gkIiZ5JxIJ2O12MRMoHA7DbDYrjA4abPJ+kteRCpbywO4/j4Kc2eCa85ylYxePx4XMU5nncjmcPn0af/iHf4iGhoZFjuN6BvUKmy/InxEAEfWkcVdcLM6sht/vRywW2/KOBj936o1AICAyb7KjASzQnUlRYzCQ2Q6tVouHDx8qOu9tBTidTjidToyOjopsrcViWeRoMOvOWjzqDe5x1rhsBchsi/b2dhFN57qYzeZFDgcz/2Q5xONxkUEKh8MYHh5eV44GsMCYIGNG7h7IABGz0rRZ4vE4ZmZm4PF4YDQaUVFRIYKjbP/LOlGfz4f79+8LmnldXR0cDgcsFgvKy8tFQF4O8IdCIQQCAYyOjmJ0dFQEECindIaYhaO9cvv2bWSzWZw6dQpNTU0feu8rRp2Siz7l7IWcVZC77zCyNjY2JqJQmUxGVOrzEKQnR+XJLj2xWAwjIyPiA6AioWLh/5R74MvXy++8dn7g9OjC4bDw6NYzig0EDu9jYSsjxbIxzloCGt1cO4fDIZy/eDyumFWxWoYI/5fNZsO+fftQXl6OW7duwefzYdu2beju7haZCx5M4XAYU1NTImrLiAB7bVPxyZFedoCgkUYZoRzLWSKNZn5+xvT0NCKRCLRarTBqGJnnIUJjT64BooHHgyWZTCocb35OdI7WM6VDlgMeSvX19Yp5LVwHgg6GzEulsWI0GuH3+xWUy9WG0WgU2TLSi1hXEo/Hxb1VVFQgkUhgYmICU1NT8Hq9iMfjSKfTiEQi8Pv9sNlscDqdsNlsQkFSpigrpNixdopZX4LyKndM49/LBhzpV/IZy+ABKaFMgadSKdTV1eH06dP47Gc/q+hgshGcDPkM4roV1zvJilJ2/PV6PaxWK+LxOAwGA6LR6JrXBa0n0IAzGo3CIZUbOQAQs0ro7JnNZrFP6GzMzc1hdHQU27dvF++9UZzYjwqtVoumpiZMTU2JLmc8v6lX5CAsKbakpRiNRpjNZoyNjW0pOh/lwmKxwGq1IhgMCt1YrCuK6ywZKGXQNJVKYWRkZFFXp7WG3DxBrn+iHSZnOxhIjcfjGB4exszMjBgz4HK5BG1JduLloNT9+/fFeAmz2Sy6ovFv5GxJPB5fxFahjmGQgfudDI10Oo0rV65g165da+doAAsRIxpU8oLwJuWIbj6fh9Vqxa5duzA7O4tQKCQGo5WUlIjqepkKQyORhiD/h5wpkbMVFFK+Tu50JV8XP4BYLKaIQG+UCn8Zer0ebrdbFFnJxp8cuZeNaFJFLBYLLBYLAoGAoICsNn1KVkoWiwXt7e1obW0Vn+9SSqtQKKCzs1Pcq9/vx8jICKanpxEIBISzKR/6ctqSIBeUr2cKkYXx2WxWdL2RjWVZIcvOBo0+ea6H7HQDUBih5JJvBLmTnXXWOHB/yTUFcsChWHHYbDZBHaBTL+/N1TJQysvLUVtbi6mpKWGsJhIJEWVid7FIJILR0VH09/eLQAQbBfCaSbHiGVisJJnhYcaDTrP8GsoqjRKZrgcsZN7kM43nKs9CKolMJoO6ujocO3YMX/ziF1FSUrIho83y+cWONV6vV1FY+ShKoux4mEwmhMNhxaCwrQo5srx7926Mjo6KoAANI2Yo5OwHo8tyLZbZbEY8HsfY2JjC0diskDORpaWlYm/LwSv5dXLmkDLJdctms/B4PBgYGMCuXbvW7J5WE5Q9Dj9kRkjOii9VmybLHQM2Op0Od+7cQSwWUwy6Xcu9XSjMd2I1m80IhULieuRSAnk2jTxvpb6+XgREaEewfrm4UQzPOjoIdP7D4bAIKtOJkGWPr5Ubl3DN+cVuc5FIRMyWIu3+w7Ci7p7NZlNw4ml8FddnyNkKh8Mh6ErRaBShUEgoDnk4VXGKX1awsuIsLmaTo6sy1YC/M9oXi8UET01OIW9ElJeXC4GUFa68gWVlzDXixk0kEpibm0NNTc26UMQfZhjJnzcwf/8ulwttbW0YHh7GwMCA4rOUZUY2gCmT8hRrrhuzF8BCRx8af3IUhQeGXJfA78UHCuWQSsftdmPHjh0bitLBqBSglDV539Ghp8IgWB8UiUQUHPDVNgA1Gg22b9+OBw8eIBaLIRQKKSZvx2IxRCIRzMzMYG5uDlarFdlsFtFoVOGo0tiQgxu8H2DB0eS9UulwrWR5oHLge8m0M2bm5LWUObUskN67dy+OHTuG/fv3o66uTnTT2+gwmUyim4/cCIJrSVAXUO444ymTyeDhw4dr2oBgvcHpdKKyshKRSEQUn8pGsxysk+VUzr5ls1mMjIyIwWTAxsiWfVTw3ioqKuB0OkV7ZQYZuG7FTXJk8KxMpVKYm5vDrl27toQDLJ+bDodDoRsY6JOdC/ksleWRundqagqDg4PYv3//qgdHlwJZEJWVlfD7/QAg6MPFrB+5hpkBzNLSUsHICIVCQlcw0CmD+lX+nSCjRdbFGo1GOC+yXMr0WzoZnFPCuubilv+Pwoq1twUgDDtGi6gMeTNylJPROqbC7HY7hoeHRZtQmQNKRcJFk7mjspKWFQ8FVFbKfI3sDJEv7/F4BC/O4/GsSTR/ucAoaPHwIGChfoCbl/copyLj8bgQrI0I8l8NBgN27twJi8UiZItcyeLsFn9m2pCpQ64Vsx3sdMHHuI7MUjBKwRQlGx4wMiE7IgDEwWOxWNDY2IhDhw7B7XavxbJ9ZJA6xpkswOIBTDLkg06n0ymK5uS/XU2Ul5dj165diuJ91m2wGJwUnFAoJOSIZxOjRPySFSWgrKOQz0b5bCuOPMnZDdnxkWdu0ICurq6G2+1GQ0MDuru70dzcjJqaGsXfyVmB4sDNRgCvlbqjGPIaAwtBLa41nTW9Xo/x8fENde8rBdlpKCkpEfOLqLdlfUs5LM4Ey3I+ODgo5h5s5vWV781oNKK0tBQPHjyA2WwWFFg5SEqdUxyMASB0w+DgIE6cOLGu6D8rBfksam1txaVLl4Ts8Wwj5HNWdjjkjAcDxXzvtQY/9/LycuG4M0sgO+zFmS/avqQnTk1NIRgMCtonz3vKlHyeA0oKKd+vmFlAR7h4dgnXlEOLQ6GQGFrs8XhEIuFxsKLF4FarFfX19bh//74YnCQr1uIblou3HQ4HWlpaEA6HRbtQPidHqorTasVpXW5mOdpXHE2Q08Ksx0gkEjAYDMhkMjCZTKisrBTFnRsN7HssOxry2stRKf4sC2cymYTf799whgghG7tmsxmtra2w2+0YGBgQrdv4vPxFMJIsU8tIeQGg4Mpz7Uij4SaNRCLC0VgqPcqDwmw2w2azoaysDLt3794Qnc6K4XK5UF5eLia9kkZVvK5y5IZGDOXwzp07aGlpWROZKxTmZ/90d3fDbDbjxo0bmJqaEp+dwWAQw+FIs2SgQlaA8hRY3i+ARU6UHL0CFppT8Hf53KTBJjswLpcLJSUl2L59O/bs2YOqqiqUlZXBbrcrCqKXuk852LOR9javl2e7zWaDwWAQNFxZ1mQjTj7bKHcAhFGylSEbDYVCAS0tLTh//rxoDSzT0or3sRywknVI8aTmjSZnTwreX0lJiWhbLTvx1B/FayDrY54HspO22dcNUAYOHA4HZmZmYLPZFI0H5KxZsa0n24eFQgFer3ctb2cRCoWCYFfMzMwoglMMFhU7nzT+aW/Qrvb5fKLmQt6Xxf9PPusApQPCv2HAXq4Rkf+eZQThcFgE2CjjZC98GFasGJxKsbW1FRMTExgfHxcKgSj25uVoYCaTgdPpFF0FZK9WViRcFGZNaKzwe7HwFUfw+BydDPaUl/n0BoMBDQ0NqK6uXonlWnEYjUbR+k2OlBYLHx02Zn1II5NTZRsNSx3Qer0etbW1sNvtuHPnDqLRqCh6BKBoy8o1WiqrURyJYPEtsxbcoPF4XLw/MxzFERh2ILHb7SgrK0N3dzdOnjwp0sjrXckUG8pUCHSo2LGCa7tUmpi0MgAYGRlZFCBYLfA+zGYzuru70djYiHv37uHGjRvw+/1iCBzpJGazGW63G1qtFslkUpGxXYoyxe98nOcfnQdmEhmtqqioQGVlJRobG4VTUV5eLjrzbdu2TTTQKI5+FsuObPAU3+96x1LnFY2N7du34/79+4sCKHLmmud8oVAQhaY0YHjmL5UZ2aoobsssn3OyYcPAizydnsGWsbExhEIhkZXdKLL2USDvtWIDjPIn06jk13M9ZbqKz+dT6JutAtqJcgBU1pdytyZA2T5dlr2pqakl124t1pOfrclkQltbG3w+n7Cp6EAACzbxo/aW0+kUxd3FNrHsONA2IVNAPvP5XQ4mF1Om+D6ZTEZQhdmpNZ1Ow2KxoLm5+bE7Yq74HI3S0lJ0dXVhdHQUoVBIkeKX+wJTQIozE+zGUtx/mD/LURhGiGm48ZDkexVnMmgE8TkWzXCWByktFosFu3btQllZ2Uot14pCq9WiqqoKwWBQPCYr4+KCK342mUwGoVBI9FiOx+OwWq0b6tD7oEiuw+HAvn37EI/HMTo6inA4jGg0Koq+gYXoM2syGJ2TjRc6KDzgksmkcFjpZDDqLStqGkqsTXC5XKioqMC+ffvwyU9+Ert27dowhbrFB7/dbl+UKeN3Rk/kx1izEgwGYTAY4Pf71w2dp6SkBMePH0dHRwcmJiZw69YtzM3NIZFIoLS0VMyj4HdGquhwUS4AIBqNira5HPDV0NAgsmx0NkpLS1FTU4NoNIrGxkbRvepJaRTFa7fWa/nr4IOcIzkaKGfGeK6RqsCzvlCY707HQX+kw21lR6N4TXU6nWhzCywYy3IARjaYZeotANH1z+/3P1Znmo0Oef3q6+thMpkUc8SAxVOX5YApDT92rfN4PIr13sh790mg0+nQ0NCAwcHBRXtazp4V15ty/di2tb+/f0mbZa3Wkf+3pqYGtbW1mJ2dRTgcRklJyaKOVLKMFFPeadvKlGtgQcfyZ3kAsCw/dNRkZpHs6PA9GRSNRqPCLqbzYrPZsHPnzse2iVec/KfRaNDQ0IC9e/fil7/8JXw+H5xOJwwGgzik5MNJXjjyGPkhUEHIh5usYOQoPFvbFreq5XuQH0cFRE+NhqF8LaWlpXjqqac+sI/9eoZGo1FkkuSICqCkdHBDJxIJURSfy+VEdGUzHHbyhnM4HGLmAVuAsiYlFArB6/UKmZJ53ZRNZr34xUgpnYx4PC4ipzJXV45g22w2VFVVobm5GU8//TSOHDmCpqamDeNkLIUdO3bgwYMHgsrCA02uQ5CVLClmiUQCDodDtJBdL0pWo5nn15aXl6Orq0thbMlY6jE+XigU8O6774o0dCaTwXPPPYfa2loFDYD/T8UHozjoJCtLOdsh084AiCxtNBoV+oX1UioWoNfr0dbWhkuXLgFQdnyUv/M56kt2zOO8K5k6tVVgs9lQXl6OYDCokFFA2RkIWLBzqBsY8JSDo1vpPNBoNHC73cKYlp3/4kyQ/LgcqY/FYqJF7lrrkOK9YjQaceDAAUxOToraMFI/CTlIx98JOYMjP0dHRWZaaDQawc6RM/X8Owb8uK7yMGG+JhwOC9uIdEC3242urq7HDnytSpWRyWTCU089hWg0iqtXryIQCIhhfAQXhXy14kWWF45eKyPDckelZDIJr9eLbDaLuro60b5RHkjH92IUlULAqKQctXa73Th06NCGjshoNBrFDAw5kkxqhyy4AATfGZjfGHJb1s0C+fCR28jycWa2GIHu7e0VDQKYUmTmi4XlsoPG5yi/5OvSASZNqrq6Gvv378czzzyD9vb2Dd14QAb3mdxlhXUN8qEvOx+URbmbxXpTssUF7k+C55577kNfsxTVScViPIo+IesDufidsigPY+TsAs4YUbEAjWa+pk1mBgBKaoVcLykXOJOJAAATExM4fPjwlpJjnW5++Nz169cVGWyiOPos62DWdHGGz1YEM/zxeBwAFI4YAMUIA9qNAMR+lgPTwNrqENnR4WdtsVhw9OhRRCIRkbmx2+0KCh2wQJ0iw0Ruf15ssxHUr9yjrDvOZDIoKysTdSEMftJGkecuycwWZnvpZBgMBuzduxdtbW2PvQar1s7AarXi9OnTSKfTuHnzJqLRqGgvKB9a3FjFqZ3iVC03qjyHgFSfnp4exGIxzM7OoqurC9u2bVvSUyPNBViYEh2Px4VRaDAYsGfPHnz+85/f0INzirmg9FypaBlFketc2C7SbDYL43kzGL8yHhU9lj1/eYbFtm3b4PP54PF40Nvbi/v374uNyg3NDAYzZXIRG50ZTs9uaGjArl27cOTIEbS3t2/YZgPFKK4D4F6jk0V6gKwsGL1iLcdSRacbGY/jMKgOxkeHLFvMXAML9X7yrBrSIHm2aTQaxGIxjI2NYdu2bWt5G+sKhcL8HBjuSe5PYCH4J7fmln82GAywWq0Ih8MKGiSw/gIHKwEG9+QmIrKhSf0AKOd3abXz8xGY1d2K2SBgfv1MJhOSyaSCbkyQQQAsMFX4GrPZDKvVimQyiUgksi7qg+TPHpi3w5qbm9Hd3Q2tVouBgQEkk0m43W4hM9xf8nsU28TFmZxieih179TUFCYnJ1FWVoba2lq0t7crqN5yRoMBeAbuo9GooG/p9XrU1dXhhRdeUNSWfBhWrL3tUhdgs9lw5swZOJ1O3LlzR9wQu9LIC1js8VPY+P7y4zLobNhsNrS1tcHlconiXBbjckE5MZrZDUbwaRju2LED/+Af/ANUVVWtxDKtGqiEjUajcBhYtMzWrMUtCqlc3G636MK1VaIrj6LskD7jdrtRX1+PkydPKrpI8SudTgtahhyJYctTvV4Pm80Gq9UKl8sFh8Oxhne7/JAVK1O3HFxX3F5VXheLxQKbzYZAIIB4PA6fz/fYxWZrgSdxBorpE/JjS72nSqF6cjCCzrNc5j3LUUDW/LlcLjHAs1BYmDuiYh5arRYlJSVivxY3VqFeledr8HXszCZHpbeiLMsZH64jo8QM6i0VkHI6nQiFQltWJovXTK4roHHMPU57UdYlTqcT2WwWoVAIDQ0Na3w385DPIp7ze/bsgcvlgk6nw8TEhLin4rpZAIp7XcomXqregrp3ZmYGfr8fLpdLMeOlmHVBmjhlkkFT6mq3241XX30V7e3tT0TtXtGuU8UROq1WC5fLhWeeeQYWiwU3b95EOBwWB32xsSunwOVF5+OMesqcXLfbjYMHD8LtdqOqqmpR+ofpcXmR+TvfV6fT4cCBA/ja176G2traDR9dLOYy53I5RKNRABA0IDm7IQ8IoxHMWo3NiKUcig/6zEl7Ynu5Ymd3OWRlI8sboEzr0vAjZYX0FXK5SSXj+eDxeBCNRuHxeNa1o/FRPqMnyWqoeDwUZ2vluiDKHR18nnN0bC0WCwKBAPR6/WMPn9qKoO5lZJM6hAZy8XBIzi0yGo2IxWIbXod+FNBAljMWwPx5mEgkYDKZhM3DM5BnI9dxq8JqtcJoNC6ietMYjkajwv6jDUfbhbpFXvO1hhxYI/L5PCwWC9rb22Gz2fDOO+9gfHxcGP58jVxDKzsRlJ3iwLxsR3ONbDYbbDabGADMzAVb8NOGpmPB95WbGVRUVOC3f/u38eyzzz5xU5IV7zol/87FNplMOHr0KEpLS3H16lVMTk6K4jwKl+zR8nCTvUE5rcQIoE6nQ1lZmaiE58JFo1FB/+Gi8oOio0Kvrby8HB/72MfwxS9+EVVVVZvigJTrAoAFx81oNArunc1mWxRplr1mKu/NiKU+3yf5zDe6fKwkGNGjIxGLxYTRx2wisLDPmbKVAwoqVDwKcgbIarXC4/GIuSOxWEwESxhUkukH8nuQA61CCdbwyVHjbDaLeDwu9jVnBsnrKhtEm4kC+SSQ14DGWjqdRiqVEnYOo8eyPUKGwVaGzWYT1By5boGyx0GIMhMFWOjKtN4a1zyKnk1UV1fj5Zdfxrlz5/DgwQNEIhEAEIFxmSbFPSVnN+RgvGzH6fV6EXxngIV2MYPvzG6QfSDTIjUaDYxGIxobG/Hbv/3bePrppz/SAMkVczQ+jI9pMBiwa9cuVFVV4e7du7h27RpCoRDC4bAQsGL+mUyZkvlopGPIm5TFuuSXsSBGjmjJ8wyMRiN27tyJ3/7t38bRo0cVcyY2A9hdiYae3W5HJpNBJBIRRT4y/YeCxojzetq0KjYOyJnVaOYLvEOhEJxOJwBlb3kqEQCLqBiq7Kl4FGQ90dzcjMnJSZhMJhH1JA1BzujK9QTAfC3WZqxBWw7IHR8ZYaf+oPPm9/sBzBfwyqwD1kVu1ZbBcndHufaRGaBIJIJIJKKYuUF2Ab9vVTzq3DcajbBaraKm1OfziSCqbLPI8yPWG5aix+p0OjidThw8eBBNTU04f/48pqamEI/HkU6nl5w/VxwwYaCO78/9ajKZBHOFji7netHRYAmDTMcC5tf7ueeew2uvvYb6+vqPvJ4r6mh8mBen1WpRUVGBkydPijZ6fX198Pv9QlDy+bzwUOUCFx5kXFB5kdimVu4IxIEjnL7M17pcLtTX1+O5557DM888g5qamg+85o0IKlDZIzYajYJKAChTcfJhx0zQRpufoWLtIRe+UcHyS27iQFkjn5TR0WK5VaGCKM568zHqC7PZLJor0LGg4ctzTm4OAig7AamYR3EXHBovpI8mEgk4nU6hj+UmK3Km48MCj5sRxXRcYF4WrVaroFTxcbkFOg1Azi3YqqDc0QhmPYvFYhHOq8vlEnuZdHjSf9aro1F8TXKAY9u2bdi2bRuqqqpw/fp13Lx5E1NTUyJrwzWh7Miz6MjMYTMjuTCcckXHhZSpcDgsmv7IjovdbkdTUxM+85nP4Omnn1YMDv4oe3nFHI0PKhSRNx3TO3V1dfjUpz6FiYkJDA4O4u7duxgbGxMLwcVNpVKCZsEoASPuTKPR0ZCnWXMxGWEtKyvDyZMncezYMXR2dqKkpES8tnhBNwNIV2EUmRtXnmcCQChiecCVzF1WjT4VjwPuax50Mm+W8gdApG15YPJA5HuoULEUiuv/CDqxAESWlrIoNwLhz6TSqrK2NKhfgYVgFLnw7EJjtVoFBYiOCHWxbChvtTVmUEWmg9JWYWMWs9msYA3IM5keRTnbKjqY6yfXKcg0eYPBINaPGTc6utlsFiaTaUPMolqqJrSiogIvvPAC2tvbce/ePdy9exder1dxXskBdzloB2BRlodF3rFYTNh4rFlmIF+v18PlcuHIkSN4+umnsXv3blRXVyuuU/7+JFgz6pT8HF+r1+vR3NyMhoYGHD58GCMjI+jp6UFPT4+Y8ih7bxREAGJuAduDsb2eRjM/Abq0tBRutxsulwtHjx7Fvn37UFlZqUhbFl/XZgLXhBuXRZIAFHNDinnyLOqT6QcqVHwYNBqNmBsCLMiY3F5azmawmQOjfTRgNpvDr2L5ISvqYt6y3B5SzmjQYDEajQq9omIxZOYAsDB1mL/LbW1zuZzo5kjDmvV/WxWywyDXnsl1aXI2I5PJiKzcRjCUVwoMgMpzlmRqj2xsF68fAFgsFphMpjW7/ifBowInLS0tqKurw9NPP42xsTFcvnwZg4ODmJqaQiwWWzIjq9PpxP7jmsitbIF5SpTNZoPb7YbdbkdFRQV27dqFl19+GU1NTbBarYrrKa79eFKsWjH4k7yWfLWuri50dXUhHo9jbGwMk5OTYlIz/4bFaH/2Z3+GBw8e4C//8i/R1dUFr9crOlqVlJSgtbUVTU1NT1TIslkORzndJqe4iz1Ublw5KpDP58X8h+LWpCpUfBA4FEguzGOUBVhoSkCZkztcGAyGddOWUMX6B4tGaXTIPGW5kFSu7wPmKQI+nw9Wq1UMyix2XLbyWSfrDjIIimv5gAXjiFFl7utCobCoc9xmXdPi+yoe7Mn60eKiXr622EkunlOwmelnS8kEa374PMHggfyc7IjwNWazGeXl5Ypi/I2A4nUwGo0wGo1wu93YuXMnpqamMDQ0hKGhIVy+fBler1c4HaxJM5lMGBsbQzAYxOnTp9HQ0ICZmRl4vV4AQE1NDfbt2we3242Kigq0tbWhsrJyyXVaigL4pFi1gX2/DqxWKzo6OtDR0aFQAPLPzz//PNLpNKqqqoQXW1x0s1UhKwnZ4WBWgxtabv3LtHgsFgMAuN1uQYXZ6uup4sOh1+vR0tKCyclJhWyRQiXPHqFsknOq1Wphs9mE8lDlTcXjQK7/4dnG7j5y50JgYZCfPNjP5XItyqBtddkzGo0wmUyC4igXipLqKNMkWRfJKcYAFF0ggc27pksZiKTsyVPU5eYXzPoyGCNPZXa5XII7z/ffrJm3pWSCTqtMhwQWIvepVErYKZRLBkh1Oh0cDoeYE7ZZYDAY0NjYiMbGRpw4cQKf//znFcOWmQHSaDT4t//23+L27dt44YUXcOzYMbhcLvE6ZjRWi6myIRwNYikFQEdC5pLxtYwSbHVwLRjxo9HHNCPrNeS1IsWAPdFdLteGno6uYvVR3MSBAyLldnzFSoQUv23btqkRZRVPhGJqD2kFsoMBKPvRU9EajUbFVPCtLnPcd263GyUlJQgEAgrHgvQMFqnKtFsAgkLlcDjQ2dkp3nezr6t8XtH+kNeERiDpepzzJXfVZGeglpYWQWH5dfjxGxU2m03oCQAiCGUwGBCPxxfNkaAzR4pQR0eHWL/NqEdYd/uo4vL/+l//q+L3R93/agRWNpSjUZxGLF5A+fetuDEfBabD3G43crkcfD4fCoWC6BySz+cRjUYVPFL2cY7H48hms9i3b9+m3rQqlhdyNnF8fBwmk0koDrbZkzneoVBIZNDS6TQ6OjpUGVPxRCCXe2ZmBjqdDiUlJcjlcqKlNw0/zoCQjZPKykqUlpYCUHUGoDRsuW85LC0Wi8FisYjIMYMIoVBIOBzBYBDJZBJNTU0KCsxWAmd6RSIRoWNlihQj8X6/XwQAk8kkgsEgMpkMqqurF7EztgJ4rw0NDbh27ZqYm8HBjwyYcuBrOBwWwyO5frlcDk1NTZs2i/ZhbJ2lbOKl/n6p51YCG4e4VgRycgmVJvXhqKmpEYo2FArBarUKj9hgMIhIACMsch/0lpYWdW1VPDY0Go1IWycSCcEbJc0CgGhFSOOEaW+NRoOurq4taZyo+Oiw2WxwOBwA5msv5CYjPNvkPvscWJXJZNDU1LRkY5CtDo1Gg8bGRuGUhUIhzMzMYHR0VHSekpuyhEIhRCIRGAwGZLNZtLW1KVqjb/Y9LdObtFotSktLxbnm8XgwMDCAaDQqah6B+VoEDiyWO6Z1d3fDaDRuSbuG9J6ysjKxb30+H4aHh+Hz+cS6AAvd5YLBINLptMh67NmzZ43vYuXwOE2Win8vDs7Le3Gl9+WGdTQINXPx+LBYLHA6nTAajaiqqkI+nxdzMlirQbpBaWmpiDibzWbU1NSoa63iiVBZWYmamhrBlWU7vWw2C4vFIvjKLHRjtK+2thZVVVWqnKl4IpjNZlRVVcFsNisixKTjkQpK7rscqNq1a5f4eakC1K2MkpISkQ33+/2wWq2orKwUtQXsMiVH3zmR/amnnhJ1MlvFYJbvsaysTMheKpVCQ0ODGL7GFsBarVYMmWRAxu12o7Ozc0MVMS8XuH4mkwmtra3Q6/VIJpOYm5tDbW0t3G43AIiWrfl8HjabTVDUTCYTurq6fq0Bc5sFxYXcjyrsXul12lDUKRUfDXJHkNLSUhHRk3midrtdFIjLnTGSySQOHjyI2tpaAKqToeLxodFoUFpaKuSKfG6z2SzoFHyMtRrZbBY7d+4UkWkVKp4EdrsdZrNZZMtIp5KzZqzLYA1RRUUFuru7l6SnbCXKylKgfnA6nYhEIoLeaLVaEQqFREE9aUDxeFxE5ktLS9HS0rLWt7Bm0Gg0qKmpQUVFBaamppBIJBCLxaDX65FIJBSFuel0GuFwWARi2tvbsX379i0rf4y4m81mlJSUIBQKAZinchuNRhEgzWazYiYJhzJrNBrs2LFDOL5bcf3WG7aeu7xFwc4+XV1d6OjoQFlZGex2u5hIyuhAKBQShyBpLM8884woBFejfCoeB1SQnZ2daG9vR2lpKfR6veDSUlGEw2FRMEkKxjPPPCOifipUPAmamprQ2tqK0tJS0UOeTS+SySQikYhoTsDHdu/ejZKSkkUZ260Sgf8gkOrY0dEBg8EAh8OBbdu2obS0FGazGfF4XPTpj8fjgh8fjUbx/PPPo7W1dUuvodFoFNmy6upqlJWVie5mkUhE6N5wOCyofPl8Hi+++KJiDtFWRKFQQENDAyorK5HL5VBbW4uysjLBtohGo6L4OxgMKhzcz3zmMxtmhsZWgOpobBHwwNq2bRt27NghHo9EIkin06J2g+3kYrEYYrEYmpubcfDgwbW6bBUbEDIX1GKxCApAPp9HMBgEAFEwajKZkE6nEY1GEY1GUVVVhePHjy96PxUqHgcGgwHt7e2wWCyiELxQKIhoMouYU6kU4vE4AOCll15SM2iPAAMGVVVVKCsrQ3l5ORwOh+gG5PP5kMlkkM/nRWeqXC6HqqoqPP/881u6RTXXrra2Ftu2bUN5ebmoiYzH4/B4PADmhw0HAgEYjUbEYjHs3LkTR48e3dTtbB8HzEaWlpbCYDCgoqICBoNBOBfT09OiEYHX64VOp0MsFsOZM2fQ3t4OQNUd6wWqo7FFwA2Xz+exZ88eoVg9Hg98Pp+ISjkcDmSzWdFt6tSpU3A6nWt56So2GBgJZhattbVVDO2am5sT2QwOIqLRFw6H8ZnPfEYRXeb7qVDxONBoNKirq0NNTQ0MBgOCwaCoIXA4HNDpdEgmk4jFYpibm8OpU6dw6NChtb7sdQdZXxQKBVitVmzfvl3QILPZLJLJJKampsT+pcORSCTwyU9+Ek1NTWt7E2sMBlzsdju2bdsmKMvZbBaRSARzc3NIJpOIx+PQ6XRIJBIwmUz48pe/LOoQtrqzUSgUsHPnTjidTrF27DTl8/mQzWYRjUYBAIlEAk1NTfiN3/gNRTtrOfClYm2gOhpbAOzQxe8WiwXd3d0wmUyiWJfKIxaLIRqNIhgM4sSJE3j++edFtyC1SFLF40Kmnbjdbjz11FNwu91oaGgQHWxItyCv+6WXXsLHPvYx8R6qglDxUWCz2bB//340NzejpKREMeArmUwikUggEomgqakJr776KgwGwxpf8fqDPAuCP7e3t2PXrl2iY1cmk0FdXZ2gRIbDYUxPT+PUqVP44he/uOWpKzwDNRqNoCun02kkEgkYDAbU19eL7JrP54PH48GLL76IAwcOqIGW/weNRgOLxYKuri5otVqhKwCgoaFBdOvyer3IZrP4gz/4A5SXlwu5lb9UrB3UYvAtBm66zs5ODA8Po7e3V0QJIpEIQqEQ/H4/nnrqKXz5y18W3UX4typUPC5kuampqcHRo0cxMDCAQCAgmhGEQiF4vV7s3r0bn/3sZxUtRlV5U/GkoMyUlpbi9OnTGB4eVswpSCQSmJ2dRUVFBb72ta8JioWKpSHvQb1ej66uLoyNjWFgYEC0Ew0EAvB4PMhkMnjuuefwla98BS6Xaw2ven1AXrvy8nKcOnUK3//+9zE9PY1YLIZEIgGv14upqSmYTCa89tpr+IM/+APYbLYtWwS+FLRaLXbv3g2v14sLFy4gEokgGAwiHo9jamoKXq8XtbW1+Pt//+/j0KFDom2wivUD9RPZotBoNDCbzXj48KGYuBkOhwV95atf/araYlTFsoFzNUZHR8VwyEQigenpabzyyiv42te+hoaGhkcqWFXxqngcUE4KhQJqamqQSqXQ19cn2odOT0+joqICX/3qV7Fnzx7RPlSVr0dDXhsO73v48CFGR0eF87Zjxw78g3/wD3Dw4EGUlJSs8RWvDxTLlM1mQygUwr179zA1NSUGzHV3d+OP/uiPcODAAbUJRhHktsjs3jUyMoKZmRlks1mYzWa88sor+K3f+i00NDSoTsY6haagchNUqFChQoUKFSpUqFCxzFBrNFSoUKFChQoVKlSoULHsUB0NFSpUqFChQoUKFSpULDtUR0OFChUqVKhQoUKFChXLDtXRUKFChQoVKlSoUKFCxbJDdTRUqFChQoUKFSpUqFCx7FAdDRUqVKhQoUKFChUqVCw7VEdDhQoVKlSoUKFChQoVyw7V0VChQoUKFSpUqFChQsWyQ3U0VKhQoUKFChUqVKhQsexQHQ0VKlSoUKFChQoVKlQsO1RHQ4UKFSpUqFChQoUKFcsO1dFQoUKFChUqVKhQoULFskN1NFSoUKFChQoVKlSoULHs0K/1BawXFAoFaDSaNfv/Pp8Pn/3sZ3Hp0iV0dHTg0KFDyGazqKysREdHBz71qU/B7XYveZ2FQkF8z2Qy0Grn/Ue9Xr/ka9fyPpcTqVQKf/qnf4o///M/h9FoRHd3Nzo7O2GxWFBbW4unn34a+/fvh0ajWXTPGo3mkWvJ5wqFgljLzYJCoYA/+ZM/wX/8j/8RDocDXV1dOHjwIOrr6+FyufDss8+iurpa3HfxGsnrAyjXUX4tf87n89BqtR+41ipUrAVyuRxisRhu3LiBmZkZBINBZDIZ6HQ65HI5ZDIZ/O7v/i5cLteaXeNSeySfz+O9997Dn/3Zn2F8fBz/3//3/+HIkSOoqKhYo6tcn0in0/h3/+7f4T/8h/8ArVaLuro6HD9+HDt27EBZWRkOHjyIffv2Kc6ufD6/pL4AHn1eyWfhUljqfFShYjVRKBTQ09OD//7f/zsuXryIXC6HxsZG7NixAxUVFbBYLGhqasLHP/5x6HS6Zf//qqPx/1BsIH3Y4bEckA8eh8OBZ599Frdv30Z/fz8AoLm5GW63G9euXYPFYsHnP//5RdcJAOFwGF6vF6FQCKOjoygUCtDr9aiurhYCZLfblzQENyoKhQJMJhPOnj2L7373uxgdHcWNGzeQTqdht9sRiUQwMzMDt9uN7du3A4Dic5XvPxqNwuv1Ip1OI5/PAwC0Wi3Ky8tRUlKypKG90SDf95EjR+ByuRAOh3H58mWkUilkMhk0Nzfj/v37+Kf/9J+ioqJC/I38Hrx3rmUqlUIwGITD4YDFYlEoatlRW2rNNuI6qtgcSCaTuHbtGh4+fAhg3ni3Wq3QarXIZDKIRCLQ6XTrSka5H6emptDX14eJiQnMzMxgcHAQTz311Bpf3fqDwWDAyZMn8Y1vfAPT09MYGhpCOp3GvXv3oNfr0dPTA6fTie3bt4vPuTiw9KhAi4yldGrxWSl/V6FiLTA5OYne3l5MTk4ikUhgdHQUc3NzOHDgAMrLy5HL5XD//n10dnYuu2OsOhpFWM1DQf4fRqMRn/70p/Hmm2/i7t270Gg02L9/P3Q6HRKJBAYHB/Hzn/8cra2taGhogMFgQKFQgN/vx5UrV+D1epHJZJDP55HP55HNZvHw4UPkcjmUlpbiyJEjaG9vh9FoVBiCGzXSwmvet28fjh49iunpaaTTacRiMZw+fRoWiwWJRAK/+MUvkEwmUV1djbKyMkW2IhKJ4P79+5idnUUgEEAmk0Eul0M+n0cul4PVaoXNZsOuXbvQ1tYGo9H4yOj8RoFGo0F7ezs6Ojpw8+ZNpNNp3L9/Hy+88AJaWlqQSCTw1ltv4eWXX4bValVkJeS1i8ViuHv3LrxeL8LhMGw2G0wmk1jDxsZGdHR0wGg0Qq/Xi/8NQOHAbNR1VLGx0dPTg5GREbhcLuj1ekSjUeFYpNNpFAoFdHR0wGKxrOl1yvsjEAhgfHwcXq8XALBr1y7Mzc3h3XffxdmzZ1FWVrZWl7kuodFosHPnTjQ3N8Pj8UCj0WBqagolJSU4dOgQ9Ho9vv/97+Pv/b2/h9LSUhgMBvF3AETQiT8Hg0H09vYiGo0KHZDL5QAATqcTe/fuhdFohMlk2nSZcBUbF7L+5vlG5ksgEMDDhw8RDodRU1MDv9+PfD6/7EEW1dFYQxQbrJ2dnfjMZz6Dvr4+ofiMRqP4unLlCm7evIkdO3agubkZFosFPT09SCQSyOVy0Gg0sFqtIu2v1WqRzWYRCATw5ptv4ubNmzhz5gyqq6sBbOxICw9ym82GL33pS3jvvfcwOzsLi8UCt9uNXC4Hl8uFdDqN119/HXV1dejs7FRE3nt6ehAOh6HX66HVamE2m4WTlsvlEI/HEQqFMDQ0hIqKChw4cADd3d1re+MfEXI2p62tDX/8x3+Mr33ta/B6vTCZTGhvb4fb7UYwGMTExAT+8i//EgcPHkRFRQXcbjfMZjNKSkoAAL29vejt7UU2mwUA4bQFg0Fks1lkMhmMjo7i3XffRXt7O/bu3Yva2tpF8lacMVGh4tfBkwQAotEo7HY7tFotcrkczGYzcrkcfD4f4vE4DAaDCOisF0SjUYyNjcHv9yOVSqG5uRl+vx+Dg4Po7+/Hjh071voS1x1qamrwb/7Nv8Grr76KVCqFbDaLmpoatLS0IJlMIhwO43/9r/+FyspK7NmzBw0NDSgrK0M+n4fBYEA6nUYkEkFPTw9GR0cBQASbCoUCstmseN+rV6+ipKQEXV1d2LVrF6xW6xrfvQoVC7o/Go0iGo2K3/V6PSwWCzKZDGZnZwEAAwMDOHjw4LLL7pZ3NGQufi6Xg9frRV9fH7q7u2E0GgFAGPzLjaVSsDabDVqtFh6PByMjI9i7dy/0ej10Oh1sNhtSqRQmJycxMzMDu90Og8EAvV6PfD6PTCaDbDYLk8kEnU4Hg8GARCIBnU6HdDqNubk5/OAHP8CJEyewY8eOdaVEnxQ0KjQaDVKplMg2jI2NwePxoLW1FVqtFiaTCQ6HA/F4HO+//z70ej3MZjPMZjN0Op1wMrLZLAqFAoxGIxwOBzKZDAwGA5LJJPR6PYLBIN5//33MzMzgmWeegcVi+UCjZj1mPZidYITDbrfD7/cjkUggEAigtrYWer1eHDL37t1DNpuFwWCAwWCA2+2G1WpFJBIBME9NyOVySKVSMBgMMJlMKBQKSCaTInLS29uLkZERdHR04Pjx4zCbzRvawVWx/iCfBY+DsbExBAIBaDQacWbGYjFEo1EEg0FEIhHs3bsXTU1NK3vhTwDSFEOhECKRCEwmEyoqKtDQ0IDJyUkMDg7C5/OhrKxsXZ49awVS4UwmE1KpFDQaDWZmZmAwGOByuUTmOplM4sKFC7h9+7Y4/4xGo8hup9NpGI1G6HQ6RS2kyWSCyWRCNpsV5+ivfvUr3L17F4cOHUJ7ezsMBoNan6ZiTVEoFJBIJBAMBkUWToZGo0EwGMTU1BRSqdSH2jdPii3taKTTabz99tvo6elBY2MjPB4Pzp07h9nZWezevRsmkwnJZBJtbW14+eWX0dDQsOIp0bNnz+Lb3/42Lly4gPfeew+VlZWoqqoSHzyj8Xq9HiaTSRjKfDydTgOYNwJJk0qn09DpdDCZTIjFYnjzzTcxMjKCU6dOwW63C8NzI0GmfB0/fhzPP/88vv71r8Pr9eLq1auorq6Gw+FALpcThnIulxN/QweNBfNGoxG5XA7ZbBYajUYoEJlWkU6ncevWLYyOjuL48ePYvXv3h/Jz1yN0Oh2am5tRUVGBkZERJJNJXLp0CfX19SgrK4NWq1U417lcDrlcDpFIRDhgOp1OpFepaDOZDCwWC4xGI8xmM2KxGAwGA+LxOK5fv46+vj6cOHFCZIUeVei60WRRxdqgWH5IdZmZmUGhUEBlZaWgmPK8GBwcxHvvvQedTge32410Oo1EIgGPx4NUKoVkMoloNAqDwbDmtCmiUCjA4/Hg/v37SKVSsNlsYl+5XC5UVVUhHA4rgmHr/QxaTZSVlaGsrAyRSATZbBZDQ0MYHR3Fzp07YbfbRfCJGfB4PA6NRoNwOCwCKCaTSegR6lTW9JlMJlgsFvG6aDSK2dlZfP/730dTUxNOnz6N2tpaxTWpn42K1QLlNRaLIRQKiQycRqNBMplEMpkEAGQyGQwODuLq1as4c+aMWqOxXBgYGMC/+Bf/AoODg7DZbMLY1Gg0GBsbE4rHbrcjFArhj/7oj1BeXr6i19TQ0IAvfelLuHnzJkZGRjA+Pi4KueksABBGshwtkQ3qTCYDjUYDs9ksUsC5XA5arRbRaBQ9PT2IxWKCi79RUSgU4HA48Hu/93t466230N/fj5s3b6KpqUmkr+kw8PV0zpgp4pdWqxXUKWY4LBYLdDodUqmUyID4/X68+eabCIVCOHz4sHDo+P7rue6Faf/29nb84R/+Ia5fv45sNove3l5cuHABx48fF/UW7D7Be2FEj9kyrlkxtz2Xywmjh6/jQfeLX/wCExMTOHbsmKBiyY0XVCdDxeOC+yyfzyOZTOL27dvw+XzCabDb7SgpKcHevXtht9tx5coVjIyMIJPJwO12C+c4FAoBgCJoU1pausZ3twCNRgOv14toNCr2G2E0GlFSUgKv14upqSns2LFjwwQ8VgrFDV327NmDf/7P/zn++I//GMlkErFYDD/5yU9gNpvR0NAg6sjIYzcYDMhmsyL7yjNP1husw0in00JX8O+B+XM2mUxiYmIC3/72t3HgwAEcOnQIZrN5LZdGxRZEoVBAIBCAx+NBLBYTwWjqaNo7Go0Gs7OzmJqaQi6XEzbTcmBLOxqhUEgUAUejUVELkc/nEY1GhcEeCATw4x//GM8+++yKOxo6nQ7PPfccOjs7MTAwILIqTP/mcjmYTCZFwQ4NZDlSTzpQLpeDTqeD1WpFKpUCAFgsFuRyOTx48ADf+9738PLLL8PhcGwoI6+Y379z5058/OMfR19fH5xOJwwGAwKBAOLxOKxWK6xWq0JZkGpFxcF1lI1nbkA6Knq9HslkUhRD/+IXv4DX68WpU6cULTDXs4KXaSbPPfcc9u/fj/feew96vV5EduPxOCwWC8xms1in4iwQ15L0O64j14zpWa431zASieDatWuYmJjAK6+8gpqaGgBqhE/Fk4NORn9/P/r6+hAIBAQ1kPUWMzMzGBgYEJkyGo3JZFKc7wzA5PN5TE5O4siRIzhx4sS62sexWEzUDQBQnPdGoxETExPw+XzrPtCxGii+b71ej9OnTwvWgk6nQzQaxczMjKDWWiwWcZ7JuoVBFTmLyzORzzMTnk6nYTAYRNAymUwiHo8jlUrhV7/6FUZHR3Hy5EnU19c/8lpVqFhuaDQaJBIJ+Hw+UVep1WrhcrngcDiE85vJZOD1enH79m3s2bMH3d3dy9bqduNYlisAUjxY1EWlQ0OJCgsAvF4vLl68uCrXVV1djeeeew5arRb19fU4ffo0jhw5IoqcU6nUohkPclcBKiD5gGSxMw1IpnqHhobw3e9+F5OTk6tyb8uFYk62wWDAZz/7WXHIV1RUoLa2FlVVVSgUCggGg0ilUkilUiJrVbxmsiFiMpmE48nHrVarWDtmSm7cuIE33ngDgUBAXNd6hhxxc7vd+PSnPw2r1QqXyyUKwkkXCwQCiMViwtGVu1fI78W14zrJVAOZx2yz2WC322GxWDA9PY3vfe97G07uVKwfsAaot7cX8XhcyBn3LR1i2clg5i0YDCIYDAraQCqVQjqdRn19/WPVYK02UqmUwsGXzyw6G0RxRH+rQu6uWFdXh5dffhnAvHOwf/9+lJWViUDizMwMQqEQotEoEokEMpmMmKnCLLCcTeLvdE7ogFD+dDodzGazMORMJhP6+/vx3e9+F+Pj41vaEVSx+sjn8zCbzdi7dy+qqqqEnWSz2QSDgXIeCoUwPT2NTCazbP9/S2c02tvb8dWvfhV/9md/hunpadFBAoBwPkgDYVppNaDRaHD27Fl885vfxMzMDHbv3i1oJnfu3MHdu3cVhh+5yXLES47Oy7UJLAgmcrkcRkZG8P777+OVV16BzWZblXtcLsjGbltbG7q7u5FOp/Gbv/mb6OzsBDDfd55UNDniTkOYhX2kVVGBy1QhRj/Za19W5L29vdBqtfjc5z73oenG9aRgdDodurq6UFZWhubmZnzta1/D9u3bMTExgYmJCczOzmJgYEA0TEin0yIzRLmS6U50NgDl55LNZsVzjEIDwOzsLL71rW/hC1/4wqJOaCpWFutJDj8KEokELl26JFq9smNcPp8X8sqmBKS/cM8mEgkRrGHjh3Q6jUAggMOHD6Ojo0P8n/WwTrwn1uZx32k0GkHjkemyxFpf93oB14ENUJxOJ37jN34DO3fuFOyFyclJPHz4ELFYDA6HQzgQpFDRkWPwUQ64ABBOoHzuUa/IQTGfz4dvfOMb+MpXvoKqqqolr3c9yJyKzQOeh5WVlXj22WcxNjaGixcvIhgMwmAwoLy8XARkSktLsWvXLjQ2Ni5rs6At7WjY7XacOXMG3/nOdzA1NaUopiZXnxHZleo8VQweMgcPHsTrr78Oj8cj5hkAQFdXFxobG/HLX/5SRFzYLQmAoErJDojBYBBKmIopm83CYrGIDhr37t2D2WzGiy++uCr3uRIoKSnBv/7X/xr/7b/9N4TDYQDzB35tbS0qKipEofj09LQocGZxM7DgXMrpQipzrn8+nxe1POyylMlkcPfuXVRVVeGZZ55Z5GysZ8Vx5MgRfOELX8Drr7+OBw8eoLW1FfX19airq0M2m4XP58OVK1cwODgo6AGkTwFQOLKULxp0/Jk1GgAE7Q+YX8u5uTl8+9vfxquvvoq6urp1vVYbGY8zu0SulVmvoMPb39+P2dlZEeFnhFmWQ6PRKIxvOhjJZFIU8jLgwO59VVVVOH78+LqjHtFY5b6RazAKhYKg+9y5cwcHDhyA3W5fy8tdlygUCqJpyI0bN+BwOERTChbFBoNBDAwM4Pr168JJSCaTos4RgMLBIK9dDrBQbuRMCDDfhp06OBwO4xvf+AZefvlltLS0KJgJ6032VGx80Ok1m80oLS0VbW37+/vh8Xjg9/thMBjQ2NiIZ599Fp/73OeE87Fc2NKOhkajQSQSQSgUUmxsGqF6vR52ux0OhwNWq3XF6zN4TVSUHR0d2Llz56LnXS4X9u7di7t374pCNLlQXG7Zu1QmQ27bR/pYLpfDpUuXYLVa8cwzz2zIojW9Xo8zZ87gzJkzAJSzI4xGI2pqavDyyy/jwoULGB4eFl48nS7ZIZOVBN+bxX90Prn2NpsNmUwGb775JrRaLU6fPq24rvUcZbRYLPjTP/1TfPnLX1a08yT9rqqqCmfPnkV/fz+uXLkieMiM6gEQaVfSDYuLItmwgJ+HwWAQMpfL5TAxMYG//du/xZe+9CVUVlauxTJsenDtc7kcgsEg7Hb7htzjhUIBFy9exMTEhKJIlzULjP4zIwnMG4SRSATxeFy0Ic3n82hqaoJer0csFkM2m8WePXtQU1Mj9v16Mviqqqrg8/kUDRdkOo9er8fIyIjoSrVernstUfz5VVdX4y/+4i9w5coVHDt2TPGc2WxGVVUVqqqq0NHRgQcPHgiHg41AWPcoF4PzsyCKnV2z2YxUKiUmz1O/zMzM4O/+7u/wW7/1W2hpaVFcy0YfCqtifSGXyyEcDivYBk6nE01NTdBqtZiZmUE+n8fBgwfxm7/5m8LOVbtOLQPYl7yvrw/xeBzHjx9HZWUlfD4fHj58iOnpaZjNZlRXV0On08FisayKowF8uDGq0WhQXV0Nn8+H8fFxBZeUqfWlumCwWBdYiCyTs0za2Lvvvovq6mp0dXVtyMOu+HqLI4FarRZ79+5FOBxGOBwWGQwa0HJBs9ypilEquV0mWwpz4Fc6ncZPf/pTWK1WHDx4cFkjAisJDuxbCnQ4du/eDafTiXPnzinql2Qnlw4I/06OzsmZDhpyfJ9MJoPp6Wl861vfwhe/+EVUVFSs2r1vFdBA/5f/8l/C7/eju7sbJ0+eRFdXF6xWK9xuN2praxdFZtcLaLzxbOZ8F1nG5Kwjv3MoWzweRzweRyQSgcFgwNmzZ3HkyBEkEgl885vfhM/nQ11dnajZA9ZXUKCpqQkGgwH9/f0IBAIKZ4jnfDQaRW9vL55++uk1vtr1gWLZKBQKaGhoQH19/aLGJ3Jdi9vtRnt7OywWC27cuKFwNpj1BiA6EvJMK65Zk/8vHQw2YuGk8a9//ev44he/iO3btyvqP1SoWC5Qv7JF/cTEhHCUWdfW0tKC48ePK5yM5cSWLQbP5XIYGBiAx+PBxz/+cXz84x/H/v37cfToUZw8eRI1NTVIp9Pw+XzIZDLYvXs3jh8/virXVlxsuxSsVisOHz6MkpIS5HI5UbTL4kZgoTMJDz2Z/qXRaATfngPsTCYTgsEg/uZv/gZTU1PrStE+DmTlK38vVioOhwOHDx8WffLZHSQajSIejwsDmkazrDTosHGT2u12UejscDiQSCTwrW99Cz09Pat128uKRx0wGo0GjY2NOHHihCITFIvFhBHHFspUqsBC3QblT26Pa7PZYLVaRZF4X18fXn/99dW83S2DQqGAyclJ3L17F319ffjbv/1b/NEf/RFOnjyJw4cP43d+53fwjW98A2+//TaGhobW3d7XaObnGvT19SEcDiMajSqMSAZY+JVOpxEOh0XRt8/nQ39/P+LxOF577TV84hOfQE1NDR48eIB79+6hubkZ27dvX2Q0rheQS93S0iKCSsBCAEmn0yGTyWBkZETsPdVgXTqbvNRnKzslOp0OZWVl2LdvH55//nlRA5NOp5HJZJBMJkXzAGa1GXihzuU5B0ARiKGuYEMR1qmFw+F16eCq2PhgHRJnvlRVVQlHg3q4s7MTBw8eVMjgcsrhlnU0qJj0ej1aW1vhcDhgt9thNBpRVlaG3bt3o7W1FYcPH8Y/+kf/CH/yJ3+iaEu31qAgdHR0iBoO0gYYgZGNPj4nt+ejk0H6FIujp6en8fWvf11MgCaKDfj1isdx1MrLy7Fz507hNLAgNJvNirXi+gELEVUAgvpDg5mdvDi4aWZmBt/5zncQi8XW/VoRH3SwyBS0hoYGUbgNzNNS6GhkMhmFjBQfWoVCASaTSawV19FkMsFqtcJiseDSpUv4xS9+seT0UhUfHVqtFs8//zz+/b//99i9e7do+kBZv3btGv7xP/7H+K3f+i188YtfxN/+7d+u8RUrkc/n0dPTg2AwiOnpaUQiEWFwazQa4WCkUikkEgkRNEilUggGg+jp6UE4HMZXv/pVxYT6kydP4s///M/xe7/3eygvLxfBhPWGQqEAu92OhoYGMVeJ57nseAwODmJsbGxdOktrieLzaCkslR2rq6vDU089JdaXdX3MjjHAQgeDeqI4KCV3MqSeIC17fHwc3/jGN+Dz+VZnMVRsKbD5hdFohNPphMvlUtCo3G43WltbFc0MiOWyX9bfibrC4MLF43EMDg5Cr9fDZrNBr9djbm4Ow8PDCAQC8Hq9qKqqwj/7Z/8MX/7yl1FbW7usA0yWA4VCAaWlpaiqqhKOUyqVEq35gIV6E0b9mGqnU2E0GsU0Z0bl0+k0fvjDH+LmzZuK/7XeFdcHXd9Sz7FInK0wGaHnXBWmyOUuXXKLSRrLXEOLxQKbzQaXy4XLly/jf/yP/6FoEbcRnI4PUsLAvMG6f/9+lJaWCoeVVDO2wWWxLTNDcmaJMscv2VFzOp0AgL/6q7/CrVu3FH+r4tdDoVCAy+XCU089ha9+9av4whe+ILresAlGLBaDx+PB7du38fDhwzW+YmVgw+PxYGpqClNTU0gmk0L+eCbn83kkEgmEw2FEIhExJyMUCqGnpwcPHjzAyy+/jEOHDikcCbvdjm3btsHlcq3r843XZjKZsH37drGXeJazWJk6bDkd9c2wD+k8PA4tuRicLM5GK8A8HYXnHoNTfEx+HzqDLMBlK1HOdrLb7bDZbLh06RKuX7++4ddZxfoA5SgWi+HGjRsKhgED0Twj3W43tm/fvmQToOU6E7eUoyEby9evX8fc3JxoYcrOTU6nE4FAAFqtFp/97Gdx9OhRUWS93qDRzE/+PnDggBgYJ0dU+BoqCjnSQuVEDj6NPpvNhubmZrS1teHtt98WQ7DWc0Hzk4Kb0Gq1Yv/+/XA4HAp+N9tiyoc+lQw5unJnG3ZhMpvNsFqtKCkpwbZt20TROf/nZlq3zs5ORSvgYkqBXCwuR1/lgnDOcmGEj3VQ8Xgc/+W//BfE4/G1vN1Nh1wuh3g8Dr1ej7a2NuFoMBjBQv5XX30Vv//7v78m17hUIXY0GsWtW7cwPT2NQCCA6upqlJSUiCwu74uRO8pgNBrFyMgI+vr6YDAYcOTIEUGX3MhgFofnOM8fg8GAVCqFnp4exOPxZTNa5bNxqxnCGo0GdrsdJ06cQHV1taLZRSqVUmQ1mBGXMxsAhK6lYyhTlVkfZTQa8Rd/8Rc4d+6c+L8qVHxUUH4ikQiCwaB4jJTndDotuvBt27YN27ZtW9Ga0i3laADzCszn82F0dFQxKZoGdzgcxtzcHI4cOYKPf/zjiyaFridQGZvNZlG8ptFoRNtGmT4lGxLF0TBSqBhxcTgcKC0thdfrxc9//nMRld8MkS1ASa1yuVzYt2+fMEBImaKxzAiV3OmF6W9ybosj83a7HeXl5TCbzfj2t7+9iIK2USErv5qaGnR0dCgGm9HZkFuKygpX5i/TMGJBpcxfbmlpQTKZxOuvv76sQ4O2MjSa+Q57g4OD8Pl8SKVSqK+vR3V1NWpqamAwGFBRUYE//uM/xn/+z/9ZTGxfi+skKD+jo6OYnJxEOBxGRUUFKioqRASf1L1UKqXgy2ezWUxPT+PevXtIpVJoa2tDZ2enIju5USHTHngWyUMyR0ZG8PDhw2UxVuWalfVIKVtJyJlYq9WKY8eOYdu2bQCUdNBUKoV4PC70K/+WwRX+Tqo29YQ84M/tdsNut+OnP/2pGP6qQsVHgWynsf5Upv4V2zUNDQ2PnOmyXNhaJwfmjaGenh5Eo1HFPIBMJoNgMIipqSnYbDZ8+tOfRk1NzbIXxSwXirtctLS04LnnnoPdbhc0KjocwIKA8XcqXEalaejxEGSLxBs3bqCvr29TOBhLQavVorq6Gvv27ROF3cxa0OMn9ay4doOGszyZlwrE4XCgpKQEQ0NDOH/+/KaJBsrKd8eOHejq6hJtUlmQmslkkEgkRBtR/p3cgYq8ZdZp8Du5y06nE7/61a8wOjq6KdZtrVEoFDA9PQ2v1yt45qWlpdi9ezfq6+vR1NSEP//zP8ef/MmfoLS0dN2seTKZxMTEBJLJJEpKSlBfXy+G89HAo9IEFigtgUAA9+7dEz3iz5w5g6qqqk1hLJN+KHP/uYcsFgvS6TRu3rwphhn+OqD+I52U7eCDwSBCoRASicS6kZWVhs1mE5kNmRrFoB6LxdmCmE5vOp0WzVcYlGJGg5+dy+VCaWkpxsfH8dZbb6k1aio+EuS9mE6n0dfXJ7JsAATVr1CYn3PldDpRXl4Op9O5onbu+io6WEHQyBkYGEBvb6+IqAIQbb+8Xi+i0SjOnDmDQ4cOKfqzrzcUX5NWq4XdbkdbWxvu3bsnBqTJ0eVkMgmbzSaErDhKxRat/G61WhGNRnHu3DmRMdkMKKYxabVaNDc3I5vNoqenRxQ1Fw/1k9saMjolF2TScLZaraIoPx6P4yc/+QlaW1vR2tq6qShUBoMB7e3tKBQK6OnpQTKZFPcNQKwJ57YsFeWTs2qM9jGbND09je985zv4h//wH8LhcKzZ/W4G5HI53Lp1SxTtB4NBMRPGbDbjX/2rf4VPf/rTiq50awlSU+7cuYNQKCRoiaSxsiaI+4lZW51Oh1QqhaGhIfh8PlgsFtTW1uKll15a83taLjArSEeD8xk0Go2gxo2OjuLevXs4fvz4r11bODc3h4mJCczNzSEWi4n9CQButxtVVVVoamoSxfSbBcX3otHMtzQ/dOiQGPxKHUDHF1igtvGco/6lgcfXGI1GJJNJEeRzOp3IZrP4yU9+go6ODuzZs2d1b1jFhocss5yfQT3LTK8cbHY6ndixYweAlaV3b2pHozjqn0gk0NvbK+gv5NzzA5mamoLD4RCHMz+gjQKNRoPW1lYkEgkMDAwohIqHXiKREL3ijUajiDDn83lhFGazWcEfTafTGBoawrvvvotTp04JRb+ZFAqwsHY2mw2XL18WHGdGo6ggqCxokFHZc8gSlUYmkxH8W6/Xi7feegt1dXWKoYobbQ3la5Y7uLS3t8NkMuHq1auivTIdNHn/MLLCjj9ygWsikVDIXS6Xg8vlwoMHD3DhwgV87GMfE3tShtwpZiOu6WqgUJifGj01NSUi05RvrVaLf/JP/gk+8YlPrLtmF8lkEn6/X1BXzGazGJrJIWhyzRSwMG0+EAiI9smvvPIKOjo6No188Mzh52exWMT5o9VqRUOQ9957D7lcDsePHxeZWvkse9Ra8HWzs7MYHh6G3+9HJBIRe1QOwIyPj+PcuXMIhUKoqKhAU1MTdu7cifb2dkVmXH7fjQjZjnC73Th58iSuXbuGkZERUY9GFoGsM0hlBiD2l0zVprPBtcpkMpibm8Mbb7yB7du3K6ipq40P+7zks3ipbkWP89iH/X9mhwAIimQ+n0coFMLDhw9FbRYDKNTFZBzo9XrU1taiurpayGJHR8e6O+tWAg8ePEA0GhXylslkFs2/slqtaGhoWPFr2XSrXXyYEul0GpcuXYLf7xetSTUajSgk9Pl88Hq9OHHiBPbt27dhhq0VQ6fTobGxEbOzswgGg0Ih8GBj9IUOFiMrXDObzSZqFLLZLMxmM4LBIO7fv49jx46t28L4J8GjDjvSqDo6OtDT0yN43wDEFHXOkJCLncmVttlsoo2cyWQS2SGr1Ypbt27h/v376O7uXnQNG8VQflRDAK1Wi8bGRsRiMfT29ipqhChrzKCxO4ucUaNsyhmjbDYLu92OeDyON998EwcOHEBZWdkHXst6Xru1QqFQQCgUwrVr1xCLxcSgMFICOzo6cObMmXV53rG4m21CabTx2mmIyHVofr8fU1NTIiBQWVmJs2fPrqnBtlxgRpBNErgm7ITHQIc87+HGjRvQaDQ4ePAg7HY7AGVHJHlNksmk2J+hUAh9fX0IBAIKGq681pzfNDQ0hPfffx9+vx8ulwudnZ04evQojh8/jpMnT4pucht9/QmNRgOTyYT9+/ejUChgZGREPC4XgzNTK2czmOmQfyb9jU6Kw+FAb28vfvrTn+Kll15ashvQat2njKX0U7Es8V5nZmYwNzcnMqZ2ux21tbXib5ai25F1kUqlMDIyIubfsJ7U4/EgEokIxgGDx2wvTPsFmA84xGIxTE5OIpvNoqamBi0tLaipqUFDQ4PIkG8WmVwKfr9fBJB5n/IwZ2Be15LZs5LYdI5GsdFBgbx16xZGRkYUBeDAvEAGAgEEAgHodDocPHgQbrdbvN96N/6KUSgUUFJSggMHDuDixYvwer2KCeFyO0h5GjYPCHZSYqTFarUKKsKlS5fw/PPPb1pOLqOiTU1NiEaj6O/vF9xbeW6GHKWXO3lZLBZF5iOVSolIld/vx7lz50QBtYzNYChrtVp0dHRAq9Xi9u3bIk0rT6Kno0bIdS9WqxXAvHFJw9JqtcLlcsHr9eKnP/0pvvjFL65Lg3g9ggGF0dFRXLhwAXNzcygUCkgkEkLZ6PV6fOITnxAZpvWERCKBe/fuAVjIxtIQ456jwUHDl1NvA4EAEokELBYLPv/5z+PAgQMfGH1d76AO0mg0SKfTmJqaQi6Xg8lkUtComL2m0242m5HNZnH9+nX4fD50d3ejpaVFESAhstksxsfHMTMzI4a/sv5CbibCAFU6nUY8HofX68XAwAB8Ph+y2Sx8Ph/Onz+vcFJeeOGFdTtx/deB2WzGoUOHUCgUFN0F5cYEclew4uAIHRbqWLlOMplM4ty5czh8+DDq6urEe6/E2j3O+8qvoSOr0+nEgFue9/F4HAMDA5idnRWZNUCZ+We3QcpVJpMR3bsSiQSAecp3LBYT4wdIv43H47Db7WIIXSqVEs+zk5LJZIJerxetqy9cuICLFy+itrYWnZ2dGBgYQHd3NxoaGtDS0iJkc7PIZT6fx9DQECYnJwEsHljMDpnJZBIOh0NB8VspbDpHYylMTU1haGhIbHy5PWAikUAoFEIsFoPD4cDOnTs3FF1KhrxZysvLcejQIbzzzjtIJpMi0kKaFNOLnB8BzCv0bDYrIgg8IO12O3w+H27duoUDBw6gtLR0LW9zRSCvncViQWdnJ+bm5jA7OysUKyNRLH6m4i125BhFkGeVWK1W3L17F4ODg+js7Fwyo7FRIUfn2traMDMzg6mpKaE05MnqjJ7IHVoACNmkwqCCZkboypUrOHHiBBobG8XrVTwaGs38JO3Lly8LhcOaITY3KC0tRUtLyxpf6dKYmJhALBYDAEXaX66fImjcjY6OYnp6WszCefXVV/GpT31KEbHbiHLDCHAmk8H09LQw8vicDK1WK6b+ypSJkZERUb/R1NQEQBmFjkQimJmZgdfrFbUGfI4OAoNRdPiCwSAmJycxNjamiORns1nMzc3hZz/7GVwuF7Zv377ozNvIkJ1Wk8mEAwcOIJ/PY2RkRDQjYOabdB15kjsAYZzzjMtms6INrtVqRSwWw8zMDO7cuYPa2loF1XS58UEUOvl5yklvby+CwSC0Wi3m5uZE5lp2OCgjtDOWqhOQM9rAQiBBnrFEhy2VSiEajSIWiyGXy8Hj8SAajaKpqQlOp1PMhYhGo7Db7aIpi9PpRFtbG1KpFPR6PYLBIMbGxkSTkd27d+Ozn/0sKisrN418ssV1KpUS54TcbY96mI1XVuO+N6WjwQM0nU5jeHgY169fRzKZFCkkLj4PS3bHaWhoQGNj44Y1/IqN18rKStTX12NsbEykurmR5U5KcnYHWEjJy8+zbeL4+LiCwrJZULx2VqsVTz31lMgKyc4Gi8Plv+XfM2ojO2t0NkKhEN555x00NTUJGsNGlTUZckbGYDCgu7tbMcgqnU4LegcdCtIWSUGjc8bXkXZAWkEoFML169dRX1+voB6oWIxUKoW+vj7cuHFD9FCPxWLCAKcB0draKqKl6wmJRAKTk5MK44SGDM8kfmWzWWQyGUxMTGBkZAQ+nw/JZBINDQ147bXXhJG2GZBMJjEzMyN468URchq38j4DoHBSLly4gEKhgKamJuFEDAwMiEwQ6wvYuRCAWGtC7vjl8/mQSCQUxjT39NTUFH70ox+hvLwcdrtdODgbHXSoWBdjtVpx9OhRIYdy7RBpyzzXZMh1NTSqaWAzKv/ee+/hxIkTillPq4VkMolYLIZsNouhoSH4/X7RTZAOFb+z+UxxZ0Z+X8pRYuCAepJt9rk2AISejUajCAaDiEQiGB4ehtfrxd69e1FeXi5e43K5FC3n6aDU19fDYDBgbm4ONpsNZrMZmUwGs7OzeOONN1AoFPCFL3wBFRUVq7W0K4ZUKoXbt2/D5/OJfUg5k2szqFdXi1K6qRyN4hTztWvX8ODBA0EJAuYNQXYn4UYiN7WqqkrUK2x0UPF0dHTA7/cjFAopuLUAhGLimslKnLxc+bBMJpO4evUqOjo6xIFAbDbDjxHf7du3IxqNChmh0cyNKysPOfrHteXBm8/nYTAY0NvbC4/Hs2mKJJdCSUkJ9u/fj0QiISiJrMvg2tH44SEILEwOlwv6+FqtVovLly/jueeeWzdTnNcbFSSfz2N2dhb379/H4OCgCBLINQ2ZTEbsf5lGA6wfOWTBOrCYz11MM9RqtQiFQpiYmEAkEhGBlK985Stob29fF/ezHMjlchgbG0MkEllEXZXPHL1eL5xJnjtyXcDExATOnTsnWlt6PB5MTEzA4/EII4R6gJCNFQDCqWBbVpfLhUAgIPYzdWw+n8fw8DCuXr2Krq4u1NbWrgoffDVQLIcmkwl79uwRxjDXj9knrj8Asf9k2WYTlmLGxdjYGG7fvo2nn356Ve6LNV3j4+MIBALwer2K80O+f8oY7QQ5mCnXghLyjBG+BwNOcotqvpYOGulWlZWVCAQCMJvNOHLkiGh1XSgURLtnk8mEQCCAubk5MfyVnb2y2SwePnwoOo4mk0kkk0n09vbC7/dveEeD+21gYEDUlAIQayw7vfLXamDTOBpUkiwIvHXrFoaHh8VicrPz0CTHj8PUzGYzKioqFtGmNrqiKisrQ0tLC3p6ekSEWW6zByw4JSyuisfjiMViCIfDiEajikK2+/fvIx6PL3I0Nvo6yZCVSGtrK3w+n8gK0VhbKurHyIwc5YnH44hEIuKwjsVi6OvrExHFzYqysjIcPXoUly5dQjAYVPSTJ72MkB0N7lPKaSKRQDQaFfSPy5cv48yZM6sqbzLFRHYOi59fzWuRkcvlEAqF0Nvbi9nZWSQSCUFB02q1cLlcoj4ml8shkUhAp9OhsrJS8T7rZQ8HAgGFg859JzvywPz1shiZmelcLoePfexjePbZZ9fwDpYf+XxeFHcWU2BlmSD3nfsHgMLw12g08Hg8uH79OlpbWzE1NYVwOKzISBQb0XKUmp+BXq+Hw+FAfX09kskkBgcH4fF4kEqlFNH+bDaLW7du4datW9i1axfq6urWjZwtJzQaDSorK3HgwAFcvXpVUWsgn2vy5wAoz77iZiOcOH7hwgUcOnRokc5dbiSTSdGdjoFJOgMyfU6r1SroUWwcQ0eDmQT+TLtDo1koludzchdL2md0BGRalU6ng8PhQFdXl+iOybXidcnXSoeHtVqkDIZCIUSjUUSjUUxOTsJqtcLr9eLhw4eizetGRKFQwNDQEG7duiUa0shOhEajUdTFyHTmYt22EtiYxQj/D8WGWiwWw4MHD/D+++9jenpa8Lw5FIder+zhyW1JV4uvtprQaDSoq6uD2+0WDpY89VqOuqdSKTGQKRaLiUJo2VCemppCb2/vov+zWY1mzoqQC705lImHpXzYAQuUvGg0Kob+hUIh0Z7v2rVrQhFtRnAPVVVVoaGhQWQJmSovnuLM9ePeTKVSCIfDiMfj4ouZx76+PgArL29LRe+KjQP5oP6g91iJa+V7Mop15coVzMzMIJfLCSUt16RxGKLZbBZ1WbKzt16Qz+cxNjYmajLktefP8nlFo4ivd7lc+OQnP7npZjrIRr4c8ea6yFTN4q5GcqaQaxgIBDAyMiLqYAh5rWXZljMkvAaj0QiXyyWapxR3uOGe93g86O/vx8jIyKb6TIqh0WjQ1NSEzs5OQd0BoNC5sq7gFzNR+XxeUJNisRgSiQQikQiuXLmCBw8erNh10ym9ffs2hoaGEA6HFZ0Dk8mkgirFa6N+43Ms/qaBHwwG4fV64fF4MDMzg4mJCczOzsLj8Qj9yLbJtDXkwcLFgQVggdZNyBRdgkXghUJB0KR4HQaDAeFwGHfu3EEwGBTDP6lXNhJk/eL3+9HX1yfqsGQng3ufdGS5fisYDGJiYmJR5ni5saEzGvIh6Pf7hfAwbcQFLuaqygVJXHRyIjcj3G43du/ejQsXLoi0JgtuDQaDWI90Oo1YLIZQKKTYvHIryXg8jocPH+L48eOLjIDNiEKhgPLycrS0tODevXvCQGa9Bjcu14JrFAwGhWNBWeOB/ODBA3g8HtG/ejOuHe9p586dmJiYUDi27GbGdZML1tiBhM4tCw05n6OnpwfBYBAlJSWrcv3AAp2APGS2a5Sdjw+KCi3358v/EwqFcOPGDYTDYUXvfho0JpMJuVwOyWRSGKNUQolEAuPj48t6XcuB8fFxhEKhRXx/2anneoZCIXi9XnF26fV6vPjiizh27Nim21Ns0ykHNoozD8ACzYmPc+3k4bN2u10MhwMWajDkwaN8nE6F7KzwOWC+cUZVVRWam5tFW1w6uTRcYrEYbt++jenp6XVDz1tOFNODOjo64PV6MT4+LoxmUo9p7AELn49GoxHtiIPBoAiq0LCfmprCvXv30NXVtSLXT+d+dnZW0Xac8sEiazoHDBaROkz9JtsRpBozmyDbE3JhvJx5K17HYkdXXje5vo+vp/5lpo/OMDO4pE9pNBo0Nzejvr4ewHwWcN++fSuytisJrk0wGMTly5cRDAZFJoNrRMgz0vhZ5HI5QbVta2tb0Y6Om8KyDgQCuHnzpqBByVOa2RaNi0vh5odAJ0N+bDOioqICpaWlmJqaEkpF5t0WHwKyguF60mh++PCheM1qpN3WGlqtFg0NDRgfH4ff7xdyUlyjASwobZnyIU/xBeaNhjt37qChoWHTr53JZEJbWxvu3Lkj6gN4CMoBAKbVi7MeclQWmO9GNDAwgEOHDq34tRcK820re3p6MDc3h2QyCa1WC6fTidLSUkVRrNFoREdHB9ra2kQmdSU+V0aJvV6v4BZz/WTZI80imUzCYrEo2kxSNtejo0HqDY0d2bEAFpRrNpuF3+9X0BRLS0vx0ksvLZr1sxn2mDwrQOb7AwsOAbBAwSFlhVl7jUYjut85nU5FgWgxjUI2gGWjTY68yw0cHA4HmpqaRMabARZGuwuFAsbGxtDX14d79+5h586dm6pNdbEO1Ov1aG9vFxlGma5cTOEmeO5xLgQ/R2acent7FY1blhPhcBhDQ0MikMIsqMFgEOcG2896PJ5F2UY2BQgGg8IBAeYDMuXl5SgpKRH1ApRd+YvnqFzXWFw7JtPx5L0s2y3FNZG8ztLSUtG1KpVKiYGwrB98+umn0dnZuezruhqIRCK4c+eO0EHyqAJ5DwPKWi7ax16vFw8ePMDs7CxqampW7Do3tKORyWTg9/tx5coVRKNR2Gw25PN5Reca8kn5ermwjVxAg8EgNvhmpACxWKqtrU1MB5a58MACDYSRrkgkoqC7kP4Si8Vw69YtjI+Pr8pEybUGD1O3242uri689957gvZER5YbmzCZTGLwIQ89k8kkDu5cLiectY1uAH0QqBTq6+sxOzuLoaEhhbNBg7BYsZjNZpjNZjErIJvNwmKxIJ/Pw+fz4ebNm9i3b9+KZiCz2Sx+/OMf4z/9p/8kqAONjY1oaWmB0+kUBlc6ncbY2BgmJiZQKBTQ3NyM7u5uHD9+HOXl5airq1NwjX8dkIYyPDyM2dlZsZay/JEqCswb7aQ+yJxprjW7yBTPdVkrpFIp0S2lmGJCh5PnUSgUElmvaDSKfD6PM2fOKKK+m8HBIGQjaykdxfXS6XRiCBedNq6n3W6Hw+FQRDYBZY2enA2Rs2A04GiM8nm2ySwtLUWhMN+BiZQZmbcfDodx8+ZN7Nq1C+3t7ZvK0QCW7vjY2NiI/v5+US/AgGaxkyFT0Wjkcx9brVZks1ncuXMHAwMDaG9vX/Zr58wU+Zr42ZPxYLfbUVZWBovFglQqJbIwBoNB/ExHI5VKwePxCOeDM10ov6RwsklP8d6mvPLMZzCYxrPsoPBvZdYAwe6awHwnO7/fD6vVKprj6HQ67Nq1C6+88sqierWNgHQ6LVoN0+aV62/l4KbM5KEjS6ePXbyqq6tX7LxcEU29Ege8HLXj96mpKfT396NQKAgOPR0MGiE0auRULoVX5rYyorpZodFoUFNTg5KSEszOzgrvnx4w18Fms4nv6XQa0WhU0Z3KarUiGo1ieHh4U1N/lkJlZSUqKysxOjoqDlSr1boo4mo0GlFRUQGTySQ6m+l0OpFSdjgcog3iUlGazQabzYY9e/YI+kcymRRGCSNdMk3D4XCIVo+kNJICkkgk0NfXJ/qirwTy+Tzu3buHr371q/B6vejs7ERFRQXKysrEcCj+b9ZA5fN5Qd3U6XRidsX27duxd+9edHZ2insp/qyLP3/ZoKTSjUQiGBwcxOjoqMhIyBSCfD6vmFHC6GgymUQ6nRbyKk+7D4fD8Hq9gkKwFnIo17swwAFA0WiB0UoaEalUCqFQSDhRbE5x7NixRQMh5e8bGbwH7gPZ4eBZLlNNKJ/yOlJu5booZiVkHSD/L5muIutLPke5M5lMsNvtKC0tFbQbdg/jfp+cnBRR/s0ImUas1+vR0tKCiYkJ4dRxojvnnPBvCJPJhLKyskXFzgwQTE9Po62tbdnleXJyUhFwlAu3Zdmig0oZYb0Xz+eSkhLhtDgcDhFkCYfDmJ2dRTweF8au2+2G2+2GxWKBVqsVDVbk7D/3uxzMo70iZ9uI4s5YwMJ+0el0cLvd4j0sFgssFguOHDmCtra2FckULTdkvZDPz89tYbc4uasqoOzgyOc530UeWK3X6xEOhzEzM4OdO3euWFe4FdHUK0UZkL8/fPgQY2NjIsICQHjgFP7ilJHM9eVhIBevbdYDkMJpMBjQ2dkpugAxsyFvMhaOMuLMrFAkEhHKJBQKYWBgAMePH19Ef9ms4HpUVlZienpaUZAqG4+UK9YgJJNJoTQCgQAKhQKcTidGRkZw//79TTXI6oPgdDpRV1eHgYEBoUSYLpeLV6kEuN6MuOt0OsRiMVgsFpG+Xym88847+Ku/+ivMzs7C4XCgqqoKTU1NqKioEFNt5QO5UCgIJ35iYkIUN+bzeZw/fx4/+9nP0NjYiK6uLnR3d6O0tBTV1dXiPWQeskajEVzodDqN/v5+UZwpD9OUO7nwMbmIkusLQERUaZgD8wqJhadrDZ5P7BwFQNDmZK44ML9G7IjHolmNRoNDhw5h//79a3ULKw4asHIBKLFUhByAYm/JkU2ZtsLXy7JUTFsrNqD5etm5YRCF0VKbzSZaWtO5DYfD8Hg8CIfDgtq3mc6+4nupqKhAa2srbt++LfZmPB4Xrc1lp5gZjbKyMhiNRthsNtjtduh0OoRCIWEMroSe5awdftYy40M2TgGlMc97oH6TKX38ndO+8/m8oF6lUilBt6uoqBDrwP9BZ4D/G4DInlCmeCYU22wMzjC7wdpATjNndhcA9u3bh1deeWXdz2WS9x8wv+6zs7NiGj33JJ/jd5keXxxc57rK1LeVZPNsOOpUPj/f5o+Di2THgYsre3VyjYb8OjlSwPfdrMXgwMIh4nA4YLPZhNHL9eJhIUeqgPloAiPM6XQaFosFRqMRN2/exKuvviqKctfrJv11UazY6+vrMTw8LOSHReF0zgAoUt+5XE5QU0hlIH95enoau3fvXpsbWwXIMqHX69Hc3CycNDq66XRasXZyVpLZDplvbrVaEQqFhMG8Erh27RreeecdGAwG1NXVweVyLbo2OSpJugM/51AopKApmUwmBINBXLt2DVeuXIFWq0VnZyeqqqpQWloqzis6D36/X0zwpkMrD6uTe6TLHb1kGpVMW5GLN2V6qBy9XitFKxuyExMT4jEqf/n+tVot0um06IpH48FsNuNjH/sYrFbrql//amGpz4YZLWChtk7mqfNxrjFlovg9i7/L687PpphCJXPp8/m8KGSWaaU2m004GqlUClqtVnS5qaqqEv/rUfe3EVFMb2tpacHQ0JAii8QAi+zQycXLchtbZib1ej36+/uRyWQW1SD9upA/9+J7kT9reU4GzzUGhpi5CIVCmJubg1arFRmEeDwu6NcM1NCJkuf6sGNesZHMICmgrPHgWhbLNW0VXi+dC7buLxQKqK+vx9mzZ0V3qvWS0VjqHC7+PZvNYnx8XBFsow7g2hRnJ2n3FgfVqWPm5uYEi2AlsGEsay7g/fv3RTcHfihy9wHZMJRTR9zQ8mvkVmparRY7duxYsYVeD9BoNCgvL0d1dbXoJ10oFERtCwWTxhRrWlhMGo1GxdTN8fFx3Lp1C6dOndo0SuJRkA9il8uF2tpa0RlEnrTMA5dKhM4rozEOhwPAAne+p6cHp06d2jRDrGQUK1yNRoOqqipUVFSIQUmM+ms0GlErBSzw0Q0Gg1A+VqtV9GsPBoP4+c9/jtdee21FZO/zn/883n//fczOzqKiokJRFMm0MxUwAOFoAhCTaqPRqKB6pVIpMZnW5/PB7/fj/fffh8Viwb59+1BXV6egusiRJ2BBGbDWR6YPcI/yHAMgCqRpAEajUaHsZUVGmVzLaJ4sJ3IhuHxWy/cfjUYRDocV2Znm5mZ0dXWtG2NhpbAU5U7Wa0TxY8w48POXO1DxefmMkwNyspNBR5tOrzwXQt7nzIoDUNRBarVa0bWoOEq7GaHRaGCz2YS+oLMnd4ij08A1ZjSfQSqr1YrS0lIkk0kMDw+LWo/lhJxZlc+14nsBINrYmkwmRWF7LpdDNBrF7OwsvF4vCoUCwuGwcJwqKiqQSCQU3fqYraS+lI1gtsrV6/WiCYfsWHPNGECW7T82TmBwivW3fJ/du3fjN3/zN3Hq1Kl1F1z+sP1QKMwP3eSsId63nNWW96LsPBZnMrl3U6mU6Na6Uvi1V7n4wnkALecBQuHp7+/H7OysInJX7MHJKV85wsy/oUfOw05OsS01EGc9p9SeBPLBzpkaXFcaesX1AnJxkV6vF8VqRqNRpMG3EkgdqKurw9jYGGKxGOLxuNjQMm8fWOBLAgu0PkbDLRYL7t69i0gkgtLS0jW5n5VEcZQUmFdo7Hym1WoRj8cV2YDiCAyNbhorFosF0WgUZrMZfX19is5Vywmr1Yq9e/9/9r4zNrIzu/JUzolVZDE3Qweyc1Krg7Ja0ozCBE2yrVlN8MjjGc2M7YG9AftrI2D/XWCBXWCBNXYNL2AsbMPjge2xZ8djWdIotVqdm81uNjNZZOUc9wdxPt73WN3qlrqbod4BCJJVr169d98Xbjj33gMYGxuDz+fT5CjJHDA6KDhHKpWK4mG7XC71NymaTqcT0WgUvb29qNVqyuhglNFkMqnuwFLJ4wag9ywCq0ol6QA0zlgekzkMfJ986Fqthq6uLrS1tWmiCg8a/M7l5WVlOEj6hvSqUplh6UzmBwwNDSEcDj/wa18PNKM36A0saaTKz/A3lS9gJS+A0TlJoZL5YzwnFUupEHMOOBwO+P1+OBwOFTXjfJb0KjqstsKe2gz6dc9isaC/vx/T09Oq+S3nZCgUWmNsSIODa43H41GRXOY/3EuEQiEkEglNcQAAa/QlXiN1AOoHXF+SySTK5TKi0Sj8fj8qlQquX7+uIpVcN2Vkh9RjSbXiWqTvySL3V+mU0lOEKpWKoknR2KB+t3fvXnzve99TxUQ2mn53q+vh64VCAYuLiypCSEjjUM47qZ/zPDI/i+e43/nJd7xLSwE0Gg3VJ2B5eRlLS0uw2+2Ix+Mwm81oa2tDOBxGOBxGJBK55Tnu5AE3Gg0sLCzg2rVriMfj6nVpRHBAkiuv94pJ3rLk9vGHfOBmhsZGGoSfBvI+hoeH8eGHH2rKs0qvlN5wkx4IKsp2ux2XL19GLpeD1+tdl3t6EGj2/Lu6utDR0YH5+fk1xqzMWQGgandzQ5bUm/n5eXzwwQc4ffr0g7uhdYTJZEI4HIbT6VTUIJnwyMRUPW2DnyW1wGazYWpqCteuXcPIyMg9v8729nbs2bNH9Z/gNZE2yI2R18vGUy6XC7lcDplMBuFwGG63W21m+pyxUqmkNmR28mayJTcAPU2AGz+/n3KhMsC/6/W6ogmw8SbXR27ExWIRp0+fVhHc9V7n8vn8GnorjSipIDOaIRNFT58+jUAgsOGUhnuJQCCASCSiWXOkrOQaLY0zyo4KF6sI5fN5WCwWTSdxOeY4lprROLgPcP+kE8rr9WoUZUDbgwmAigK3Ckymlb4lgUBAOR5oRFDvoLNFT2uTzhan04lUKoV/+Id/wK//+q/f02vkPKMuJHNzJC2Jz53jRPbeqtfrcLvd2L59O2q1Gubn53H58mVVvII6AimcMvn8VjQyuV+aTKY1PSJkaWZgVafjeJYGb39/P06fPo0XX3wRg4ODSsFe7/WiGXVQv47J/xkVl44vylIf0eB55XPls9Qfc7/KsRN35Q7kJjU2NoYLFy5gampKbZKBQAD1el1tbIFAAKFQSNVRdrvd2LZtG5xOZ1OqiAyhc0NNpVKYmJjA0tKS2iylMHkebrx6C4/GhuTpcVOmlU4vZDgcvq91hDcSzGYzAoEApqam1ERloqlU9KRlLBMOyQu/ceMGYrGY8sa2CkwmE0KhEOr1OtLpNNxut0Zh1ld2kcoAN2KW3pufn1/nu3mw6O7uRl9fH5aXl5FOpxEOhzXGmVwI9fQNAMpIS6VSmJ+fvy+GBpUDlmGUBjawSu0CoJQmKm7BYBCRSERTPlTv1OA90vtL/jA9lfRyskyp9EDxO2UkR24gfL9UKqnGhyx5KntORKNRjI6ObgjlXDqB5JoDrK7jAFSnZBnhCQQC2LVrF4D1VxruJ9rb25HP57G4uKiJPEgDA1hbDlifo8PxZLPZlGONBr+cfwQNZY53fQ4fC69wTZMsAz2rgGgWldnK8Pv96OzsRCwWU7ksXPdkpTi9ASmVPyr4rGYnj/u0CIVCqioi1yIZHSgUCprysbIAD6MFnLeFQgGxWAyzs7OYn59XdE/qZ9Q15P3SoJV5A1LnkPlpze5X5idJmTidTrS1teGRRx7BU089hb179ypdZb3HIA0hXvPY2BjK5TK8Xi8GBgZUvp9+LdQXQCKkU0YaLzJnS78HkV7GteJ+4q4MjfHxcZw5cwb5fB5nz57FjRs3cPToUXR1danKKA6HAz6fT9Xxnp6eVi3O33//fYTDYQwODqqFSXKSAShBLC4uYnFxUQ1AvadGtlNnZSQ9ZYoThZ49qRyQs8eqCP39/QgGg/dWuhsUVqsVo6OjuHr1KkqlEpxOp0pQkxuXDF1K2XIAs8xkK4LVRFhmkyX49ElsnMT65CwAqvmhDGFudZjNZnR0dKgyyoVCAYFAQCnA3FClIsNFWVY/4Rp06tSp+5LjsmPHDvVsyJmWHj6994z9ZVhpRq5rzbx3/M2NXa6fAODz+bBt2za1KcpNhP9zE5YRIclNJr1Fcun53jPPPAOv17thlHO9l5NrtTTYc7mc2hj5/smTJxX9a6ujWe4OoPWK6mlSHLMcx6Q7cU3S7796B4n8LY0NyQ2X18T5KiukyQItcn9uJQwPD+Py5ctwOp0qCuD3+1V0U+ZdSEcfnw/lPDs7i1QqpQpU3At0dnaiq6tL9byQuhHL1TKfThoMTOwulUqIx+NIJBLI5/PIZrNIpVLKIUKHDde7Zg44/biV0Q0mKZP+yc/QEJORYrfbjb6+PuzduxdHjhzBoUOHEI1G1+y96zEGqYeS/nTx4kVFH5Nzkrl7oVBIlQgGVqqDsVS0nIMANMYE57qedkqjUCb109hxOBwbI6IRj8dx8eJF5aULBoM4fPiw2gxlaTJeNBdCaTGxkQtDhvyR5bbkRKPyJgcilRGeW7+ZcwMmHzKbzarKDUw0Ykdf8iZ37dp1z5OsNjIcDgcCgQCWlpaU15YGnRzAeg683OSSyaQyBvXYCJ7S+wmzeaXfA0uwUmnjpG4WCZLhcB47PT2NUqm0YZqm3W80Gg3VH8Pj8SCXy2kqqUjPlfTSyrHEBHvma90PQ4OlFxOJhHpmFotFNZWj0WMyrfSWCQaDCIVCyOVymJ6eRldXl0YZ44YJrHKVucizsIDJtMJjJ52JdCg5XiSXlmus3FC45klPFY9jd9yuri6cOHFC41hYz/nKJG9Ayy+W46Baraq8Al6vzWZTTqutDn1kTz5XQhocMuoDrEah+Vn+L41XeQ5p6Mk1n4aIjLLpKT+S8kLFlcc+CO/pRgMVv0AggFwuB7fbrYoZkBYkn4NUErnO0FiLxWKYmZlBIBC4Z/PVYrFgZGQEyWQSU1NTKk+Cc1EWh6GS2mg0VFGPVCqFWCyGZDKpnLgsne/xeJRBItcuGYXQG7SEfJ06oayMyTUgHA5j+/btOHLkCHbt2oVt27YhEomoPVVPEyIe5JrXaDSQSCTw1ltvYWZmRukLXNuYK0WcOXMGVqsV0WgUoVAILpcL6XQa5XJ5TTRbsoBkLg3XAZm3IiNTNDZIzdsQhsb4+LjykBWLRfj9fkUf4cNnQli9XkcikcD8/DzS6TSCwSAGBwfh9Xo1x8vQmOQBSo8wB5ce0ruuDyVz8aO3kNVMZHSDXGpe3/2gYGxUcILSS8uJy/doXUsPmVQAGB5PpVJYWlpa45Ff77Dkg4DJtFJRxOl0qooNnKySNiATieV45d9LS0uYmZnB9u3b1/uWHghMJhPa2toQDAYxPz+PTCajemU0M3bl3JfKVqPR0NBo7jWsVisGBgaQz+eVQcDvzuVymJycRG9vL9xut+InDwwMoNFo4OrVqwCgEsllZFB6BFlBit463jdzoAqFArLZrGrixQ0DQNPwObCq+JG6JaO47KD9yiuvYGBgYI2Hbz2MDfL3l5aW1HXIvDE+cz4Dm82mFCG/34/u7u6WiAby2TSjTOnXW7lmU3Hl+OFa73Q6VZM0PU9cUljk+G0WWWO0pNn3SyOWnYnZ7XqrQs4huc7bbDb09fVhcXERPp9PJXYHAgGNI1XqRXr6KB0d9OzfK9Trdfh8Phw7dkyTr0EnjjQwpX6Vz+eRTCZVJ/hMJqOYEU6nEw6HA06nU1W1pIEiDSl9REy+TuOGlasCgQCCwSDC4TCCwSB2796NXbt2obe3F319fWvWgWaRPv3rDwqlUgkXL17E2NiYKv6STCbhdrtVHrM+QlGtVhUFjZ9plpsBQEORlFFDSXfjvkAjg4aHxWJBV1fXfXXY3PGZp6am1CYZDAY1oftCoQCHw6Ha0FNIHo9H8Y6ZKCa9vFK5BbQ1v/lbDsBmG4reyOD/tKrJL+RmRSMjnU4jkUggl8vh+PHj6O3t/dTC3EzgpGXnUnpW+FxlZEhu/pLPm8vlmtb23sqRDEJ6Xbk4yw2GY5obtVQM5DHlcllxYre63HiPzD2QleAIylUaHJSLXB8AqCTEZpv7p4XZbMbg4CBmZ2exuLioFPtabaXkZKPRwPnz57Fr1y6YTCZVSYtePnLhubHKYgC8T36P0+lU3je52BeLRY2hJWlkrLzEc8poLcPr3IgYDahUKnjuuedw/PjxpjJaj/EnIzVy3ZFzCFitiiK5yMFgEH19fesekXlQoGz01BO9ESDXGb1hwn1U0lKko0ieg8dLuhq/h0av3okCaFkJ0sNtNpuVc2arQm+8S5C5QfoQ5cnjmtHW9MaGPoftXl5zIBDAiRMn0Nvbi3feeQdzc3PK4811hooqKVXUr2hcSEPW7Xar5qt0enBdpMOZdD7qliwqQIOis7MTnZ2dGBgYwLZt21QFLll84G7uUf/3/UCzZ1MqlbCwsIC2tjb4/X5ks1nF5qE86GTimkidjLoVzyv1ZjlOuP7r82FogDCqIQ2NSqWiurjfz9YOd2xouFwudSPAireO5Qg5wMxms0qMzefzSKfT8Pv9qqIKNxC995uvSU6ztDql16bRaKi8An1uBgCVO0ADiBs8KQWlUgm5XE4lLAWDQTz//PMtRZuih4XPhoZCM6u/2WdJ5SiXy1heXr5vXuWNCk5whjxZp1tG6/RePb3hTO4tF+xWgFx8yT92u91K2bkVjUNGA7gesFeF5Ofea3R3d2Pfvn345S9/qfpQcC0ZHBzE4uIiEomEuo9AIKCq8UkqGDdieT9ygwCgFG1uAjIRVFYzk8YW81Z4DL2d0lNNhbBQKODYsWP4+te/vuHWOm6Sek+8pJzxXqXhGQqF0NPTA6A1nBt0WsjeAZSZ9G5Ko0I/n/RRaio5Mg9SQq8MA6t5lEweblYunv0WaHiz4pX04LfCM5Mwm1f6iFChJI2Fc53y0EduAWjooc2e9aeB/Lzb7cauXbvg9/sxMTGBy5cvq7wQOltoQPKzNBCoh7Ehn9vtVvsdqUEWiwU+nw+hUAh+v18ZJH19fYhEIujo6EB/fz86OjqUEUI9b7NELvXPo16v49KlS6jVavB4PEp2wWAQ5XIZY2NjSKfTGB4eVn2bZI8S2ZVdnlOu8aRB0WDhs+JcpLEhHfA0En0+n6a/yf3AHRsaw8PD+Oijj1AsFpHL5RRvjFap5G5WKhXFyyPPGFitJgCserIAaAwMCb0VSg+7vl8BJ6O00vg3F0rSqFj1YXZ2FgsLC/jqV7+qvJKtBHqWOcCA1c7Heu+J/AwHI2tpyyT7VoLZbMbAwIDqUE/I/AxuqLLKhtxErFYr0uk00ul0S4w/qWi3tbXBarXC4/Eo77wch1Kh1lPzeA5GJO9lYqQeQ0NDuHHjBq5du6aUq3w+D6vVikgkgkwmg0QioehPfL5srKX3BMvnz/uQNAneu55eyrEkc0NkSJyQCeH83kqlgt27d+O3fuu30NHRcd9k9WkgqWlyntBQ00e96vV6yxTvAFbu2e12w+l0qvkicas1mOOsGcUJWK0qpY9k8Jz6iAjHFyOxpCZz36WxSyOD7xeLRbS1taGjo2MNc6FVYLFYVBI4HRfNdB6pD3Ef4XNk2WqpR91L8Ll0dnaio6MDe/bsQT6fx82bN3H9+nXEYjFkMhnFDGEOLPPCAKj1STpL2traMDg4iKGhIWzbtg3d3d2aLuAej0cVVNHf02YyMiR4L0yU55rNucbUArPZjGg0imAwqInucM2XY6SZbCRdliDdjcYF9y7uX+l0WjnqotEoenp67utcvGNDg5aYxWJBKBRS1qY0MMjr4+JVrVZVd0gmfbKmtBSgrEqhD/9ywslqLUBzyhR5yfTu8Xpk+/l4PI5YLIbFxUXs3bsXr7zyClwuV8stegCUsUClRK/s6Xne9FjxebC29/1u9rIRYTab4fV61ZiWNAIpL8pMKkr0MABQUaFWgJxfHR0dKBaL8Hg8KrojaWhynksliYpzvb6SQDw/P3/Py1LLtcDhcODRRx9FvV7HlStXUCwWkU6n1XWzuzbpBIzyFotF5eXTUxGBVQWP36df40ymlb4++soq+upS3ERorNBjxddKpRIOHz6M73//++jr67uncrqXoHykQsF7ktEOYMVLl8vl0N7evoZispXBnB69MXCn993MkAegaHdcx5tFtqWxLKkzrATGCIZMNpVGh8ViQUdHB3p7e9He3t4SzwvQPh8qkox4kuVB55Q+gst5Likw+XweqVTqnstPfz6OD7/fr8rzPvzww+p9eb23Op88ttnfzb632T1txnEi76tYLKp1mpW4zGYzIpEIvF4vqtUqQqGQqsQo5yahpwjzO/geDX3p1Of3cU9g8aN0Oo2lpSUVae/v7984EQ2GsGOxGPr6+jRcY3ramKBSr9dVsnWj0VDNmOjB1C9k0nt1q9fkdchKK8BqAqTeq8IHQAsulUohkUhgcXERbW1t+MEPfqAScTbjYP600A9ofXhcJp5xw6engp2aZVnKVgHlxJAxKTWcB1KuMvkKWF0wWPmFuQqtBqfTqXE0SOcCwXku5SepHDabDclk8pab2r2Cz+fDY489powNrm0ejweAtqQnIwxcL2XOBXMlmHwp71Ma+cCqJ1oqHZyDNLzkBiMdNaTi2Ww2nDp1Cq+99poyxmTkZCOteXqKjp4eIh1TtdpKV3WZVLyR7uV+geuF7HWkV07lGJLGuT5yxn1U5gXwM/I5SHqV9JzyOL0yQyOXVOVisYharQaHw4FoNIodO3agq6urJZ4XoB2XLGdL44GUIMkiAKCZ22w6J9e/ixcv4tlnn1URgU+LWyn7H3fuO/luPV3vk5yj2TVudMj5mMvlVDVBNnHlXJKVV6XecCujU18YSc5LyaKQBUG471D/TSaTyOVyMJtX+qn19vZunD4aVqsVPp8PExMTyOVymhC+fiHTt6un95tJoHLwMTJCyMRaudgBWLO4AmstN1kfmAKmFRePx7G4uIhqtYrvfOc7eOaZZzZlSO5eIRgMrjHW+DcNtGKxCKfTqSIbssLYvVroNiuoTALa5jhysaDXTxoeNNYoS1ataqWyjzK0zs1X/jBfIZvNKqoSDQ56A/P5vCoTeC83ombn8fl8eOihhxAKhfDWW28hFospo6FWqyGXyyGbzcLhcKgKIVyPqBiS0y5L8jIZsBlNkRsSlUI6UbiuUbmT1DKuhe3t7fja176Gl156SZPkd78oF58GMqIDrEYyuN7r5cP/Q6HQel3yusBkMiESiSCRSKg9Vq986BUV7pfyfz01qpmjSB/FlgaGNHRJz+DcpLHN3jCpVApWqxVdXV3o6+tDMBjcUGPvQcJkWmkEmk6nlcwlIwNYVRwZMWKEqNFoqP2Wuae3ohp9kuv6ONzt9+jXmQdxjRsFUr8tl8uYmZlBo9FQRRA4h2QUWrJ69OfSn1cWhJBrIw1W6RCQbR4WFhZw48YN1Ot1pY9HIhEcPXq0qVP/XuKODQ2bzQa3262a8zE6oeeRWSwWxSVlWTPeBMOr0opvZmQA2gob0tsnjQ9psUkeGhc+0hxYYWpxcRGlUgnPP/88fv3Xf72ljQxghTfZzJtBI6PRaCiPfT6f12xKJpNJk3PTaqjXV7vrMk9FT5sqFovIZDJKhpJaIxUAzolWAgtHyEgZsMrVr9VqyGazyrBghE16aR9kJIhKXiQSQTgcxi9+8QuMj48jm80qT640vkulEpLJpIr8FQoFdV+5XE6VQ+baRsVRUmOoROoNCxqw7AXEjYp0q5MnT+I3fuM3sGvXLo1jZyNDKr/666WiKzdDm82Gffv2rcu1ricikQimpqZUZTG9ciIVVv6vX7c5tiS1sxmlRb4vG1XSqScderLRWyaTwfLysqLVejwedHR0YGhoSBnhrYpoNIpEIgGXy7UmkgRA6Uj5fF45IWSJbWBto8YHgY2+fmwkSMcXowwOh0M5cGXkgbk6pVJJdWiX5dD5jOXr+nEjc9jk/9I5lclkVCliu92uqoH19/dr+o2sO3XK7/cjGo1iYmJCXZS+BKVc5GRoUL7u8Xg0Dfok+AAAKI8mG5RIo4TClAKV1AV+jpSpZDKJ5eVlZLNZHD58GD/60Y8UZaqVISeC5JKzig43EnakpEXOAUy5t+IiZDavlHn2+/2qPK0sXwqsUB08Ho9KyJqfn1chUiqn5XIZ7e3tLdF0TIKyIu2H/3NMNhoNtThbLBblKGBnXZkrBDyYjZDr2ejoKLq6uvDhhx/i/fffx/T0NKxWq0oGZ2U7RjEymQwWFxcRDAZVbgdL10paGKMcvH/WkU+n05ifn0cul1PVXLi+MaridDoxOjqKU6dO4Stf+Qp8Pt+GpEjdDnJz1nvkZZnoer0Ov9+vqFN6J9RWht1uR09PD/L5vHKosbCENCj0nlBJidJzu0nx08se0OYESfYAE7xlJIMc8EQioTrd2+12RCIRbN++HaOjo/D7/Q9WYBsMsjoToO2yLv+X5apnZ2eV57tcLrc8k2CjQ7/mMhcCWHn+XO+pV7elCbQAAQAASURBVLF6pb7dw61YPfytn5t0ZOmNf1LgyUrh66FQCNu3b9cULblfuKscjZ07d2J2dhbT09MaT6wsvSbD3sCqUWCxWDQhHkk70SfA0IvHGs6SkwpgjYFBpY3la2XolkZGJpNBf38/fv/3fx+dnZ33RnqbHIwa0Utar9eVwsuBbzKtNKZzOBzKo0zPlb7iTStCVm2h0sxN22w2a+qIRyIRpXjyeJ6j1UDlsVQqwWq1qlCyTKAmNaBer6tmn1xzOM8f9IbLBTkYDOLxxx/H4cOHcePGDbz77ru4ceOGSrLjfdBjxeZ9wCrdU+YecH20WCwqkdxsNiOfz2NiYgILCwtoNBqIRCLKiACAcDiMnp4ePP3003j66acRDAbX1F3Xy30jKimS/qV/nZuoVKTl5rgR7+d+QjIJqDg0427rczhkfgCwmhSuL2vbjLYmnXiyohSpe3wtlUqpUqisJtTf3489e/ZgaGjowQlpg4IUGs75Ztx7yq1QKMDj8aC9vR25XE4lgbO5KdAaxvVmg3wmbNR4+fJl9bxJf6OOwHLA/GwzGpN0IOjnJfVh6hky4ij1YurdpOL19vZi27ZtmkIs9wt3peE4nU5s375dhWFYrYm8c/kjEzxlNEJvveuT/uTmIRUNKhfAqpdF72GhYJmsmUgkVGmxjo4OfOc738Hg4KAxOQX0g4yypsLMRY/VRahYk2suS9i1EuRYlZu5zLWQnEpSD8mtNZlWux23Um6GBMeenp/MBVN69xwOB1wul1JgqKjLsXc/lU55bvkdfr8fBw8exP79+zEzM4P3338fV69exfz8POLxOFwulyojyAWfG4OkQzQaDVWNhPIol8tYWFhANpvFvn374PP5VMOzaDSK0dFRDAwM4ODBg8pTLBVGqVDqr13P1V/POcy1XHYM5muMmktDg9F0OXaA1lC6TCYTQqEQQqGQ4urrG6ZKbyegLYEpwecu1x+530qmgGz2JUvb8j3mQpLSx/EciUSwe/duHD9+fEt3BL9T0LlKp55sVKkH92CPx4NMJqNx1hrYHCCdlToWf7OCHJsONpuLEvpoA+cz5ySwSruT8zSfz6uKr1K38/v9GB0dxdDQ0Jpc6/uBu3alDg0NIZfL4aOPPlIGBiMa9JDoFTBuoKTeyDKP0tCQZS4JGcXg9zEZTQqUXnbSpVjGNpPJoKOjA7/5m7+JEydOaB6qgVWam36QU9Zs/iK9ZzIMFwgEWi7XRRoZLCHKhoeMAsmxys+QZsCxWiqVVHnUVgPXDRpmzMWgESEjbZSj3qP6IOexXinXe4rNZjP6+vrQ2dmJp59+GuVyGYlEAh999BEmJiaQTqdVjg5D2XrlGVhdG4eHh/HOO+/g5s2b2LFjB/73//7fKsoBQOV+6KNhzeRxp6+tFzg3pGNJ5gJwr6BxziIBfG0j3cuDgtPphMPhUBEzGdWgTPR7KXBrgxlYNfT1VClZdEAaFoxqkyrI4iH8Dq/Xi127duGRRx7Btm3bHoxgNjhIB5WOBT4vaRzK50B6JJ+DbIRn6DIbH11dXQgEAiq3mcaG1WrVUKmaUaf4f7PIpKSvU6+QfTPodOe8rNfrKrK+bds2HD9+HJ2dnQ9k/NyxoSFpTdu2bUO5XMbExIS6ASqgsswtJxAXQS5+MhQOaHmgkpsrPSv8obJbq9U0C53MyYjH41haWkI+n8euXbvwzW9+E6dOndJwoA2sgHW9ZQULDmzpUQS0jRX5zFj7uZUgx4/T6VSykmMc0PYdkTQFeh+pXDNsys80+56tBpPJpDZdVmGi7FhhCoCm2ynfM5lMyotLI5i433z9ZkqaPlTOdSYcDmP79u2f+LvOnj2L+fl5eDwedHZ23rd5th7jTD6zxcVFFAoF5YgCVhUtKlf8TKlUwszMDPx+/y09wVsdJpMJAwMDSCQSag9sJgcZUZXJ4LIEJl/TGxmyozCNDNIwqLywoh6jG9lsVjlW7HY7+vv78dBDD+HgwYMaenUrw+l0wm63I5vNqhLn3AeA1cIHUokk5YVzpr+//5ZKqYGNB6vVCpfLhVQqtaZfHLCaSiAjVnye/F/qFPKzUjeWEUjOXZmnQUaK1+vFI488goMHD64ZR/dNBndzMJXQUCiEw4cPw+/34/z585qqO9lsdk0Wu2zCpVekaDjQwgdWuyvrw7cUJpPQGCaSCx2rXZjNZrz00kt49dVX0dXV1bKb0u1AeposjQmsRqZkFImN/YDVtvb1el0lMreSZ0VSAllpiLx8mXBFJVrSzDgXuIH7fD6NoUFsZVlSfg6HQ+X+OBwOTS4XlRsqmzTkmEBdrVbR2dmpKlfdSvHfzDhw4AAOHDiw3pdxXyCfUSaT0TieGPGTtKlqtYpsNqsiGdKr24pgDXwqEFIW0lnH36Qvy9yLZp5TfTSJUUUmeyeTSaRSKaTTabXnsk9AuVwGsMpLP3HiBE6cOKFpBtZK+0Qz+P1+2O12ZWDU63WVz9XMyCPVFljZd51Op6JJ3ioyZWBjgdE9q9WqkvkBrdHAdY4Rfb7P9/i//Jx0YsrfMo9WUh6pgzDKSD2d13g/cceGBr2KvCCbzYadO3fC6/Xi3LlzmJ2dVcoVPY+yr4ZURvVKATcZJn/TsCAkVYpdvrkQsoRtLpdDMplEuVxGOBzGl770JXzmM5+B3+/fMFzkjQaTaSXRe3FxEQA0FjUnBY05TgA+F76+Y8cOTZ3+VkNPTw8uXryoqYQkQ+CSekCjQ/7tdDrR29urOedWHaNy/tPQAFZLKrMMMBUW6Y3hnJfVdrq7uzU5V1tRbq2wZpFWyzWe6z+jWZKqlkql4HQ60dbW1rK5TcCKzDo6OpSTg3SJZrRjAE2VfKmgSA+prNzIvEiWWE4mk4jH44qOkU6nVZEQOqTa29vx0EMP4fjx42tKEG/1sfxxGBgYwHvvvafpC0THKo01MjdY5paFbQqFAlwul2q+aWDzoKurC/Pz86pNgMzXoDNernPSSS8jjnxPUqeasX7okGfOFKOe7e3tOH36NAYGBtasBfdzbt5V1Sn9xVgsFvT29qK9vR0zMzN46623VIIaP8PfUlAmk0mFfNl3gx50CorJk9LKlzkZDOEy8btSqcBms+Ghhx7CF7/4RYyMjKhylMDGSn7cKLDZbOjq6sL169fVoCWHnDkHlF82m0U8Hke1WlUVMHw+H/r6+gC05gbC6F4+nwewYnxxHLMOOimFNpsNxWIRsVgM2WwWyWQS+XweO3fu1NSW38pylPPPYrGoWvIy/6der6vkaQAqsdRsNiOdTmNyclJV7Xr88cfhdru3rMxawQvcaDTQ39+Py5cvK2eUrMgljchYLKa47P39/S1ZrY0wm81oa2uDy+XC4uKiKnMrk43l2KEc9ZEMvbHB9apcLitaFB0BiUQCiURCJZcy10h6ZT0eDw4ePIhTp07h+PHj6yafjQyWNKVcOY5pvPFvvlculzE9PY14PI6HHnpI7RdbeV3YagiFQhgeHsbly5dVpUVpTACrc1NvAMhIBf+WDB/+yBxGJoFTz67XVyo3Hj9+HKdPn1ZMAGLDRDSAtRfDC3U4HBgeHobX68X4+DhmZmaUMiDDQtJqy+VyiMViMJvNCIfDSumQXmGGhfVN+RiyZSMbANi9ezdeeuklHDhwQJNc28xK3Oqb952AMgmFQvB4PFhaWoLb7UYmk0EsFoPVasW2bdvUxk4OYTKZRDabhc1mU+3rWw1S+WEzHm66FosFhUIBN2/eVF53r9erlGi3241kMolcLgeLxYKHH364ZSggcs6ZzWZ0dXXh//2//weHwwGz2YxcLgen04mFhQUsLy+r3ARg1YhzOp2YmZlBJBLBzp0715x3K2ErR2okSD8kTYfUEe4FsVgMiURCQ+Hp7Oxs6UgqwYjo2NiYWqclz1vPvZav6fM1qKxw781ms4rWViwWsby8rGk8STo0sDIHg8Eg9u3bh8ceewynT59uySIXHwfuD9PT0+jt7YXJZEI+n4fD4UA8HsfU1BTq9Tp6e3ths9mUR9rtdmNhYQHPPPOMxjG1Vde+rQZGIBcXFzE3N7fGkUJI47+ZXsA1ULIk6ICXhRoymYwyNEhJHh4exgsvvIBwOKy+i+e837hrl5DeyyQRjUYRiURQLBYxNTWFqakpLCwsaCITjIxwMeNE4qJEPq7kmtG4YCiIC2QwGEQ4HMbjjz+OY8eOIRAINJ10d/paK4H37/F4EAgEkEwmUa1WkUgk0N7erhrLMXpUrVaVh575NIcOHUIoFGppw83pdOLo0aN4//331cSfnJyEw+FAV1eXSrJnCJxjv1wuo7OzE0888UTLyE5Pmezr60N/fz8ymYxSLLPZLBYXFzE0NKTkQu8MqRz5fB579uxBf3//Ot6NgU8LbnBWqxV+vx/z8/MAVvuM8G86puLxOBYWFpDP59f0ZGiVOSTBe+7u7kY8Hsfs7KxGeZARMf4tvaKAtkwmjQzZ4TuVSqkyrPwsk/NZ2IK/R0dH8cILL+Dzn/88gsHgeollQ8PhcGBwcBCxWAwul0sZzrVaDRMTE+jv71d5G8yJSafTyOfz6OrqwpNPPqk5X6uN+c0Mj8eDvXv3KgqibEAqjYpmVCka97ISnPxbRiFTqRSy2awmcrZt2zZ88YtfXENl5Pfdb9y1ofFxF8Xw6a5duzA0NKRKzM7NzWFyclLTTRRYCSPSW8WcgXq9juvXr6NcLmN4eBgjIyOwWCxoa2tDZ2cnXC4XvF4vQqEQvF4vXC6XponVnaAVN6ZmCIVCCAQCqtswPVlerxeJREJZy9xgksmkUphPnTql8a60IkwmE3w+n+qVYbFYYLPZkEwmEQ6HkU6n0Wg0kEwmFd+ZnsEnn3wSPp+v5cYi75UV7M6dOweTaaXcbalUQjweR19fnypjy8ab9XpdbbqPP/44nE5nS8ltK0F60ex2Ozo6OjA/P6+ocpIikMvl1CbLxqt79uxR59Hn/bUK5Dxqa2vD0tKSMgIYcWASOKAtJc//aWDIxl+ygmMul4PdbldzUZY651rndruxfft2PPnkkzh16pRhZNwGJpMJ27dvx/T0tDKmWQhjcXFRlRuNx+PI5XJYWFhApVJBOp3Gl7/8ZYRCoXW+AwOfFI3GSrPFkZERnDt3Dvl8XhNh1FeHk4aGpDbKRpnM62FvG1kFjnM6Eong2WefxeOPP75ueW2fKKIB3NrgkNEOu92Onp4eAMD27ds1kYp8Pq9Z3LhoWSwWnDlzBv/zf/5PZDIZjI6O4rd/+7dhs9lUgjmgLfel99rcCVpxY9KD8urv78fk5CSy2Sza2trg9/vhdDqRz+eVEUiOPL3PBw4cwCOPPKI5TyuiVqthcHAQ586dU4uAx+NBJBKB3++HxWJBLBZDOp2Gw+FAIpFAJpNBW1sbnn/+eU3lh1bErl27cPHiReXdyeVy2Lt3rypfGo/HEY/HVe7G0tIS9u7di0cffdRQaDYx9FHQzs5OXL16FdlsVsNJrlQqWFpawpUrV+DxeBCNRvH0009jYGBAc75WXoMAIBgMIhgMahLombcBrCoukpLGY2U3YUYP6SCh8U/FhcoOC74EAgHs2bMHzz33HJ544glVQa/Vn8ftMDIygsuXL2NyclKt//F4HPv27VNrWqPRUM7WeDyOcDiMl19+2aALblJIh0g0GkWlUsGFCxc0TVvlsfwtjQ0WQ6GxL3vI0UHMlAJGO4LBIJ588kl89rOfhcfjeeD3TdzzbLpmCSb0fsjkvWYlPYnnnnsOzz33HABo6FbNOGXGYnZnuB0fsL+/HwMDA8jlcujo6NBU/pqfn0c4HIbJZMLy8rLykL388stqUWw16pSe4wwAkUhEUT8ikYimHvrU1BSAFeOYldGeeeYZHD9+XFMfvRXh9/vR1taGhYUFNBoNZWAAUJvs3NwcOjo6kEwmYbVa8corr2B0dLRlxttWhXRKdXR0IBqNqsgVnRus/V4sFhVF5/Tp05rP6/9uRfh8PuzatQtWqxVTU1OaruE0OJi/IQ0NfUW8RCKBeDyOcrmsKFMyaZW9ghwOB9ra2nD48GG8+OKL2Ldvn0aRafXncTtYLBZ0dHRgampKMTuCwaCm9PnS0hLm5uZUTt93v/vdT9WTx8D6Qr9WdXV1oVQq4caNG8hms2pOFotF2O125RholoMhizYw0sjCSIx2ACt768mTJ/H5z38e0WgUwPo5AO45depeGwOyDNjtzmcsbB8PfTRKbiADAwOqIgIHeTabRSwWg9frVQM9m83ikUcewalTp5QXutWoC3r5NRoNHDx4EGNjYypSRxkWCgUsLCwgEomoJPCuri689tpr8Hg8LSc7PRwOB/bv34+f/exnyrvDBkaVSgVzc3OKspdMJvHEE0/gqaeeaunSplsJcv04fPgw4vE4bty4AQCqb4rT6VSU25dffhlHjhxpOefGrSBlQA54T08P3n77bZUbScWEcqYTiYoNoxj5fF5VcKSnnXuv7Gjt8XjQ1dWFQ4cO4fTp02sayLX6M7kdKJvDhw/j5s2bmJ2d1ax5AJDL5TA7OwtgpdrjiRMn8OKLL7Z0lbWtBqvVisHBQdTrdUxPTyOdTqNSqSCTyaBWq6leKTQoZClbWRmO0cZsNqtop8AKJf7pp5/G5z73OfT19a17YZH7NnLv5Q21SlWe+4nbGWdmsxm9vb0YGhrC+++/ryzpRqOhOKOpVAoLCwsYGBjA97///TWVC1oRcvJ6PB4cPnwYf//3f49isaiofIVCAe3t7ap6jt1ux+/+7u9qJn8rg0nhAwMD+OijjxRlxmQyqcIPPp8Pi4uLOHr0KH70ox8hEokYCs0WgXyGXq8Xjz/+OGKxmFK0TCYTEokESqUSOjs78bnPfU4pwcbzX+sptVgsiEQiOHr0KGKxGK5du4ZUKqW8ojxOlrWlMyQej8NiscDr9SoHn9/v18w1t9uNbdu24dSpU9i9ezcikYiar/rrMdAcNNb27duH6elpVTmTewaVxmq1iuPHj+P73/++UfhiC4KVoMLhMFKpFC5evKhK4FerVTgcDo2OxqgjC6LIynD8nwyVL3/5y3j00UcRCATW+S5XYGq0Mm/DgAaFQgE/+clPcPHiRaRSKcTjcaTTacTjcRSLRTz00EP4gz/4A0NJbgJuEv/wD/+At99+WyVmLS4uqs1kz549+PGPf4zdu3e3fCRDj1wuh5/85Ce4dOmS8tKwgITX68Wrr76Kr371q6oamoGtiUajgbm5OfyP//E/MDc3B7PZjA8++AALCwv4oz/6I3zxi180nv8dotFoIJ1O48aNG8hkMojH41heXtZwuEulEjKZjHodWI1iWK1W1cW6ra0NPT092L17N0ZGRhAKhQwP+ycEVa56vY6/+Iu/wKVLl1RkKZvNYmxsDA6HA1/84hfxzDPPaJqSGtiaaDQaiMVimJubQywWUzoYDQ6r1QqTyYRSqYR0Oq2cB+xDB6wYI4cPH8ahQ4cwOjq6oaL+xkphQMHhcMDpdOLmzZuYmprC0tIS0uk0RkdH8fWvfx3PP/88uru7Wzqn4FbgRtDV1YW5uTnE43Fcv34dc3Nz6OzsxO/93u/hySefRHt7uzre8Mqvbro2mw0ejwfj4+Oo1WoYHx/H5OQknnzySfz4xz/GwYMHFT/ckNvWBfM1Pve5z+FHP/oRpqenVTWeI0eOGEbGXcBkMiEQCODgwYMAVprApVIpjI2N4a/+6q8ArMy7er2OUCikSpWXy2U4nU643W6Ew2FEo1EcOHBAlZM38OnB6NPw8DD++q//GsViEclkEpcuXUJfXx/+/b//9zh27Jg6/lZ9FQxsbkjqaEdHh2I/7Nq1C/Pz86o6ldVqVb1UfvaznyGZTCIQCODf/bt/h5GRETidTjidTnR0dADYePqFEdEwYMCAAQMGDBgwYMDAPYdhIhswYMCAAQMGDBgwYOCewzA0DBgwYMCAAQMGDBgwcM9hGBoGDBgwYMCAAQMGDBi45zAMDQMGDBgwYMCAAQMGDNxzGIaGAQMGDBgwYMCAAQMG7jkMQ8OAAQMGDBgwYMCAAQP3HIahYcCAAQMGDBgwYMCAgXsOw9AwYMCAAQMGDBgwYMDAPYdhaBgwYMCAAQMGDBgwYOCewzA0DBgwYMCAAQMGDBgwcM9hGBoGDBgwYMCAAQMGDBi45zAMDQMGDBgwYMCAAQMGDNxzWNf7Agxo0Wg0YDKZUK/XkUql8I//+I/4wz/8QywtLeEP//AP8cILL8DhcKz3ZRowYGCDgGtGo9EAAJhMJlQqFXz00UeYnZ3F0tIScrmcOr5cLsNms+E73/kOXC7Xel32hoJcdycmJvDRRx8hkUigUCjAbF7xx9XrdRQKBfT19eGLX/wibDbbOl/1/QPl8Uk/Mzs7i1/96leIxWKoVqswmUyw2Wwol8vIZDI4duwYHnvsMSXbu/2ujYRPIqvbnWt8fBxnz55FOp1GNpuF3W4HABQKBZTLZXz2s5/Fvn377un3Pijor7nRaKBer6NWq6Fer6vXTSYTrFYrLBaLZl3j3xcuXMDf/d3foVKpwGw246WXXsLOnTvVeDKwsWAYGhsMnIhmsxnZbBbxeBy5XA7z8/P4y7/8S5w4cQLRaNSYUAYMGFAbrzQ2isUi/vZv/xZzc3Pw+/1wuVywWq2o1+solUrI5XKw2+2bTkm5l5DKi/x97do1/N3f/R2CwSD8fj88Hg+KxSIajQZyuRwKhQICgcCWWn8pC/5tMpk+0djg+KtUKjh79iwmJiYQjUZhtVpRrVaRz+dRr9dRqVTu5eU/cOgVXym/Tzqn6vU6zGYzUqkUfvazn8FsNiMUCsHlcqFaraJQKMBisaBUKsFisWi+f7PMY2nMm81mZdQvLy/j2rVrSKfTKBaLqFarcDgcGB0dxfbt29HT06MxOKrVKqanp1Eul2G321EsFvE3f/M3cLlc2LZt2zrfpYFmMAyNDQZOwPHxcczMzMBkMmH//v1YXFzEL3/5S7z//vt4/vnn1/syDRgwsM6QxgV/1+t1XL16FfPz84hEInA6nahWq2g0GqjVavD7/chkMti/f7/ylLYS9AYGXzOZTEilUjhz5gyCwSACgQBMJhNKpRJsNhusVisqlQqi0ShOnjyplL2tAMqi0WjAbDYr5VmvwH6cQk0j47333sPk5CRCoRCcTicAoFarweFwwOFwwOl0or+/f9PKUN77JzXKmqFYLOL9999Ho9FAW1sbrFYrarUaKpUKXC4XHA4HfD4fent778n3PWhIw2xpaQlvv/02rl+/DpvNtsZ4SyQS+Pu//3u8+eabOHr0KB555BGYzWYsLS3hnXfewUcffYRSqQSr1Qq73Y5YLIZ/+qd/Qm9v76YdV1sZhqGxATE7O4vx8XEsLCwglUph+/btSKVSePPNN3H58mUcP34ckUhkvS/TgAED9xDNlODbQXrjG40GqtUqPvjgA1y8eFEpx6VSCbVaTR27sLCARqOB7du3bymv/J2imfLcaDQwPz+Pjz76CKlUCsFgUHnea7UaarUakskkpqam8PDDD8Pr9a7T1d8/cOzV63Xkcjk0Gg34fL41SrU8ViKXy+HmzZu4dOkSFhcXYbPZYLFYYLFYUCgUUKvVAKyMv1AohK6urgdwV/cfHD+cS58kwpDJZHD9+nWcOXMGpVIJDodDGXyVSgUWiwXFYhFTU1N46KGH4Pf71Wc3SzSDKJVKGBsbw5kzZ1AoFODxeDTrV61Wg9lsVlS7RCKBP/uzP8Of/umfoq2tTc1HRkUAqHNMTExgcnISg4OD63yXBvQwDI0NhlqthqWlJaTTaRQKBfh8PlitVvT19SESieDKlSsolUrrfZkGDBj4hLidMlKpVFCv1zWUKLPZrPjKANZEMbLZLBYWFnD+/HnMzs7CYrHAbrcrJahcLsNsNmNmZgZLS0s4fPgw2tvbNxXt4uNApaxeryv5kYJhtVphta7d6kjnef/99zE+Po5isaiiPPx8pVJBLpfD7OwsarUa9u3b96Bv7Z7gVtGIWq2GUqmECxcuqD2HVDG73Q6Xy4VoNIqdO3eq8WexWBSvvlqt4sKFCxgbG0MikYDFYlE5hPJZ5PN5AMDU1BS2bdumjtlMY1CfC0Wa4tjYGFKpFPL5vIoemkwmDAwMYGhoCDabTeXzMOpYqVQUxWx8fBypVApms1nlTFWrVWVg0MMfj8fh8/lQq9UUlWijyk5eG/8ul8v41a9+hRs3bqi5CUC9RwOCMqrX67BarXA6nZidnUUikYDP54Pdbm/qJOns7ERnZ+cDvU8DdwbD0NhgWF5exvT0NHK5HGw2G+x2u6I8DAwMYH5+HvF4HD09PQA210JtwECro1kyJAAkEgnEYjGMj49jaWkJxWIR9Xod1WoVHo9HKS39/f1KCZ6bm0MikcDly5cxMzMDs9msNmF6RGu1GnK5HHK5HDKZDEwmE2KxGGZmZtDf378peN63u75Go4HZ2Vmk02mMjY1heXlZGRyVSgVerxd9fX3YsWMH+vr60Gg0MDc3h3Q6jZmZGYyNjSGfzyulmt9TrVZRKpWQSqWQy+VQrVZhNptx/vx5DA0NPcjb/1TQU1J4f7VaDQsLC5idncXY2JjyFDPyUK/XlfJ3+fJlfPDBBwgGg3A4HAiHw4jFYojFYkin0wAAm82mjDqz2YxaraYUxlwuh2QyqRRFfrazs3NDjztAO/b01J/JyUmMj48rOfGeq9UqqtUqxsfH8ctf/hLDw8Po7u5W+QmJRAITExNIpVJoNBrKOGMEiMYKczNisRjq9Tr8fj9mZ2eRz+dVVG0jz12Z71MoFPDOO+9gfHwcADRGBsdouVxGpVJBtVpVhmyj0VARnlQqpSIdNLSYcxaNRrFnzx6juMUGhWFobDBwITGZTCphk4pDIBBAJpNBPB5HpVKB1WrdsIuMAQMGbg964a9evYrr168jnU4rj57dblcVVYrFIi5cuIDx8XGEQiEAK4owK/o0Gg2l6HE9KJfLKBaLqFQqKBQKWFhYQCAQAAD09PRgYGBAXcdmXUOKxSKuXbuGy5cvK8OMiki9XlfJs2NjY5icnEQwGES1WkUymUShUFDHeDweWCwWpQgWi0Ul92QyiXq9Dp/Ph2KxiCNHjqz3bd81pMLHyllnzpzB0tKS2mvo1DKZTEpRZvUyYGW8xeNx1Go1TExMwGQyoVarwel0wm63azz2VJBLpRKKxSLK5TKSySRcLhdCoRAeffRRhMPhNde30dAsB6pYLOLcuXOYnZ1VY04fBWNeBccjKT16JgIjHTJHoVqtIpfLoVgswmazIZfLoVKpwOfzIRwO44knnlBGxkaUmYS8p3fffRcTExMqQsuqUtKoqFQqKJVKqFarau3i+uZ0OpXR6nA4UKlUVLGcRqOBhx56CHv27FnnOzZwKxiGxgYDFyhufJysdrtdhRB//vOfIxQKbdowvgEDrQqpuMRiMVy6dAlzc3PKsUBKQLVaVcmg9OwBwNzcnFJgGo2GolRJWlU+n1c/FosF+XweTqcTJpMJDz30ED772c+u2/1/EugpGI1GA4uLi3j33XdVPoHL5VLlMZlbIak7tVoNMzMzSo6UGSlVZrNZKS/JZBJutxulUkkpRA6HA5/73OfQ3d29PkL4hJDJyo1GA1evXsXFixdRLpcBAFarVTOOzGYzbDabMjT4I40VepOdTifMZrOSI+lA6XRaVRDKZrMqIXx6eho+nw/Dw8ObpjSwHHOxWAy/+tWvkM1m1Tyld53KMyNpNHL5OpPhGRHh+KMcSGHLZDLIZDKo1Wrwer3KUZBMJvHYY4+hvb0dwMY3MjhWSqWSMjIYLZNlazk3WZEMWKU05nI51Go1uFwuFaHlulYqldDX14dAIICJiQm0t7ersczvN7BxYBgaGwyMYNArx42SPONwOAyXy7VhvUAGDBhoDs7ZWq2mFGVysKnAMXrJvIxKpaIoKPRy0stss9nUeiE37Hw+j0KhgFwuh2AwCLPZjEKhgMXFRTz11FObRskjpJJbq9Vw9uxZzMzMKCODThneFyv3Uemjh56GG0H51et15PN5lMtl5HI5lMtlVKtVRaVaXFxEJBJBOBzelGtuo9FAJpPB2NgYrl+/jmq1ql6Xe4s+B4h0Hlb34VhjcQHKvVwuI5vNIp/PI5vNolQqoVwuo1QqIZ1OIxqNwuVywev14tChQ0rh1pcW3mjgdZVKJUxMTKhcDDmOKDs5h2U+DJ0CfJ3/SwOkUCio+Ur6EMdjMBiE3W6HxWJBNBpdE2HZqLLjfZ47dw4TExNq/nGOWiwWJUM6UnhPlUoFxWIRS0tLmJ6eRnd3t8pVzWQy2LlzJ1555RUcPnwYN27cwI9+9COUy2XDyNjAMAyNDQYaFlycaOVz4ff7/cqTtJEXGgMGDGhhMplQLBZx9uxZ3Lx5U3mVgVXPqExapsHB4xwOh6aCFH8Xi0WVxFsul9XxfC0SicDv9yMSiWBgYGDTrRmStjI2NoaxsTFlgJF6QiNNHk/aBQAlRx5jsViUt5hJvKzQVa1WkU6n0dHRAavVqhTkzs7OTbHm6pOW4/E43nnnHSSTSZVIDEATjZCJ3vI8pOjyeEnpJQ2NidCUJ/cwi8WCXC6HGzduoKenB52dnZumrC1ll0wm8f7772NpaUndE5VmOgM4pmTlKeb0EHLcMfcqmUwimUwqo6xaraJcLmtkazKZ4HQ6MTw8jMHBwTURpo04HmnAJhIJTE5OKgoo5ymvm3SparUKm82m/q9UKlhaWsLU1BQKhQKy2SysVivcbjeeeuopfP/730coFILJZEJvby/+63/9r0in08pxYGDjwTA0Nhi6u7sVl5FGBr0D9IAwtLoRFxkDBloZzaqt8O+5uTlcu3YNs7Ozmuo0VFiotMiEZM59AJpjarUaisWi6h5cqVQ0dBiPxwOv16u8gm1tbRgYGFDUi424dugVZImFhQVcuXJFUcdqtZomogNgjewAKIcNALjdbmWIZbNZRe+hsmO1WpXnPZvN4saNG4hEIggEAujq6tpw8tJD70kHVoqLkGLGMcfmjdxjaKRRTpJuJrs1E8ViEfl8HsvLy0ilUigWizCZTPB4PNi1axe2b9+O4eFhmM1mXL58Gf/pP/0nNBoN7NmzR9GoNhKajTdgxUD74IMPkEgkUCwWNUYZxwsATRSScxZYdQTIzvKVSgWZTAaJRALpdFrNWZ/Ph56eHjz11FOKtvd//s//waVLl9DZ2Yn9+/c3HX/rPSb1a5ysyDUxMYFMJqOqR8kiFfpjaWTV63Vks1lVECcQCMDhcKBUKmHHjh344Q9/CL/fr7nvEydOPPgbN3BXMAyNDYb29nZ0d3djcXFRdcmUpd4cDgfi8bjifwIbU2kwYKAVcStFOZvN4vr165ienlb8d+ZfkApJg4NKnuTIS09ooVBAKpVSRkaxWITD4cCePXuwe/dubNu2DT09PSiXy/jzP/9z/K//9b9gNps3fH6BXMOktzafz2NsbAxTU1Oqzj4jHG63W3lLSYOS8pfKHnMG4vE4isUicrmc4nrv3bsXo6OjGBwchM1mw/T0NP7tv/23mJmZQXt7O3bt2vXA5XG30O8BsVhMRTIAqGIBpVJJedAzmQw6OjrgdDo1ZWtlbhDHYqFQQDqdRiKRUAaG2WzG3r17sWfPHhw/fnxN1Z9YLIZQKIREIoGRkZE1/TM2wt7VLAcokUjgnXfeQSKRQL1eV7KjoUrDg00xSaeSRprMt2RhgUQigUwmo4yzvXv3Yu/evWtkV61WEQ6HVV7L6OhoU7rZestPP2eJmzdv4sqVKypCSBoej5H9MKjjMIKWTCYVe8Pj8Si66J49e1Rvl/W+bwN3B8PQ2GCw2+0YHh5GvV7H9PQ0AC1HmXxrye02JpwBAxsH+o2wVCrh7NmzmJiYUN7jcrms8ilcLpcyAqgsA1CbNJWWYrGIVCqFZDKJbDaLbDYLh8OBw4cP4/jx49ixY4dSVqSCGAwGEQ6HcfDgwU2xSUtlam5uDlevXsXs7KzyIJMqls1mFf+fxgeweu9UYBjBSCQSKpJRKBTQ3t6O5557DidPnlSdwPm9JpMJfX19mJiYwBNPPAG3262ub6PLD1gpGnD27FkUi0UAUJWNZO5EOp1GKpVCR0cHgNVxS2ODx7J6FGXHSkj79+/H008/je3bt6tiAxKNRgP79+/Hf/7P/xm5XA6jo6NrrnOjjUcaGe+//77yxnPOkhqWzWaxtLQEj8eDSCSiyQ2Q3nnSgLLZrEryTqfTaDQa2LdvHx577DGMjo5qxhZhNpvxyiuvYGhoCO3t7di5c2fT690ocgNWI0MLCwu4ePGiSmIPBAKw2WyaXDKuazRmZf8gr9cLn88Hj8cDl8uFQqGAYDCIRx99dMPn9RhoDsPQ2GAwmUzo6upCqVRSNeGlV5Oek4WFBbUIGjDQCthICsnHgUpHuVzGmTNnlKLMJnBUOpaWlrB9+3bVyZv0Cx7HCiuswpLL5VSDvl27duE3f/M3Vd6FVLRNJhPcbje+9rWv4Utf+pKqerNZ5AesGGhTU1NYWFhQ3mRy1+PxOPL5PLq6ujRlwGWpzFwup5JsadQtLy8jl8vhmWeewec//3lEIhHNd1I+fX19+I//8T8qXn6zYzYq4vE4zp07p5LlaQSwIhSjYADQ398Pr9er+jWxYhcN2+XlZWQyGUUvW15eRjgcxje/+U3s27fvY2XBSBtw62jfRgCvK5VK4YMPPkAqlQIAVc1MGvlMjg8Gg3C5XEp2pVJJURjz+TySyaSiOReLRcTjcXR2duKVV17Bnj17lOGsX9c45sLhMF544QUV7dyospOo1+uIx+OYn59XBQKY6yQNWd4Lx5WsrMdS0ixuUalUVDRso0RyDNwdDENjg6K9vV1VngKgSdgDgImJCczPz6vGfQYMbDYwYVImTUq6Br1gxGbYWPRJmhcuXMD09LRShCuVCuLxuKKztLe3IxQKKeqKpK3kcjkkEgmVrFypVJBKpbCwsIBnnnkGX/3qVxEOh9dUW9H/phGzGeRHNBoNXL9+HTMzMwBWuwcvLS2pxM+enh4EAgF1b5Qby4Qmk0lFPy0UCpibm0MymcQPf/hDPPnkk6p7Os+vB59ZM0Vwo8oym83i/fffRy6XA7Cat8JeFoyq+Xw+tLW1IRKJwO12K+OWVJZ0Oq3JwajVakgmk+jv78d3v/tdbNu27WOvpRmtRi9H/WvrBZPJhEwmgw8//FA1IeTaUyqVEI/HMT09DZvNhkAggFAopPZo6Y0vl8tKdtlsVkWF4vE4duzYgddeew39/f0Abj2OmsntVsdupLFoMq0Uu+C8pbFEB4dMApdFbqSDhI5Uh8Ohclja2trw4osvwu/3r+ftGfgUaGlDYyNNUj0k75iJevyp1+tYWFhAOp1GT0/PPb2PjSyTjYbNpIB8GtxukwNuryjcTiZLS0twOp2o1WqIxWKKA05PfltbG5xOp6osZLfb0d/frxpkfdz51wPyWpaXlzE7O6vhH9PbZzab0dHRgWg0imAwqCgX9CaTB5/JZFTn4WQyicuXL+Opp57Ct771LZVYeyf3v5FkdDvwecbjcYyPj6sE5lwuh8XFRSwtLcHr9aK9vV3Rpqis0ANKShANtHw+j6WlJdy8eRO/+7u/i2efffaOKBi3OmYjyFKfOM/ci7GxMWQyGQDaqmWMArW1tcHhcCAQCKi/ZcJ3Pp9HKpVSNDNW4lpeXkZvby9+53d+B9Fo9K6u9Vby2ghyJOr1Oq5cuYJ4PA4AysCsVCpYXl5GMpmE3++Hy+VCJBJBW1ubSqqnc4T5P8lkUkUi2Vhz+/bt+OEPf6hoasCd3/+djNGNAubw2O12VZBC5mZwnuojG4DWqGJjSQB4/PHHcfjw4U3ndPo4rMfedaffqd/bP+21trShsZEHK6lSMjeDUQ0qYlevXsWOHTs0JTHvxfcauDPcCwVkIyjKt7oGdmKlImKz2TR84o+7bp6X1UQKhQIqlQquX7+ukplLpZIqMcpjWVcegEq05HcFAgH09PRg9+7diEajqkACo323qvr0oEGeN5u+kXaSSqUQCoUQDAbR1tYGr9erKD+NRkMlerOOPgtBpNNpXLlyBaOjo/j2t7+9Iav33AuYTCYkEgl8+OGHqpMyIxnlchnt7e2qp4Xdbtc0+SIPXl+udnl5GR999BG+8IUvaIyMzQx9YnC1WsWlS5dw8+ZN9RqwWkHKbDbD6/XC4/EohdlqtaqqR6z2I6lVjHKk02n09vbiBz/4gUZR3syo1+uaalBjY2OanEj+rlarKgLk8/lUgjIATVNINnqUcqtWq1haWkJfXx++973v3bXsNlLE5+NAA+LixYtoNBro7u5Go9HQ9Exh1S3el4yi0bgAoPaKer2O4eFhvPDCC5tCBneL9dinbvedzZwX9+r6WtrQkNgICp8EDQyTyaRpqMRuoo1GA1euXMGxY8fQ2dl5T69dT/8w0Bx3Kx990iD/Xm/or4eLfjKZxBtvvKGUfq/Xi87OTlgsFjgcDgwODq4pjVkqlTA/P68qs+RyOSwsLCCbzSIWi6nNnVzmWq2mchNoZOi7OjPqUa/XMTc3h3fffRe//OUvsWvXLuzevRuHDx+G2+1ew2FeL9k2Gg1cuHABuVxOkyBqt9vR1tYGn8+n6FKy8goTbovFoqaufqFQwLVr12A2m/EHf/AH6Ovrazp+bjWmNtM8bjQauHz5MlKplKKakUrhdrsRCATg9/s1DU1LpZLig8scA2CFc//hhx+ir68Pr732Grxe7zrf4aeHXiFoNBqYnJzEzZs3VdlVKnZ83+FwwOfzqcRcKnmk+2QyGZXTQmWZkSSTyYTf/u3fviO61GaBrNiYy+UwNjamKSMvKT1utxvhcFg1jeN8JU1PdqtmLxtGIE0mE15//XVFl7obbJY5S8zPz6vcFuotzCtljhCrxnH95xzmOsgGhvl8Hna7Hc8//3xL0MNvxY74JDrGrQyEW52T/8v35PjnMRJ3Oza3pKFxK2tNj2ZcyI0Ehr4tFgvsdjscDodK7KvX65ifn8fly5fR2dl5V+elLGTInDKTeSAbUSYbCXKzB1YT22SCmwwPS3myS6rH47mnEalPCrk4VSoVXLx4EdPT0ygUCqonQTwex/LystosPvroI0Xxo3eUhQry+bxKhJR5F6RCsVMuPVwmk0lVdCmXy/D5fEohSqfTcDgcMJvNCAaDsFgsuHbtGt566y309vbisccew/Hjx7Fz504NrWo9vP6NRgM3btxAIpHQ8JEpp7a2NlWykfOPyl2hUFDlM+XGOzY2hvn5efze7/0ehoaG7ojbfSevbzRQdsvLyyq6xde9Xq/yxLO5F40zRsoqlYpKyOV4Onv2LADgX/2rf6Uqe0lv9maFfKbFYhETExOafgXAKv3H6XTC6XTC4XDAbrcrI6Jer6sIEMdePp9XsqVcX3vtNQwNDd23e1kvQ5jrz9mzZ9WYkVEOk8mkDFyPx6OUMXrhadzSwGVHdMo1l8vhe9/7HgYGBj7RPW4mB0GlUsHs7Kxqzlev12G321WenXQeSScSoL1PGr21Wg3Hjx/HU089pbqJb1XonQb6aOWnAfsE0fF3+fJl5bxiRblGo6H2ZAAIBoPYsWOH6krv8XjUfv1Jr2f9NZz7hPn5eVWvmh4abuDAqkfD6XQiEomgvb0dgUBgPS95DbjwsY63z+dTmyS9AxcuXMCePXvuOCzbaKw0DmOyGhPZgJUKIR0dHejt7VUK22ZZ6B4kZOiXHN7l5WXMz8+r8Dkncj6fV/XmqQRwoQ0EAti3bx9GRkYQDodVxGq9eJusrDI/P48bN26ozReAxuvEe0+lUqp8qHyf84z3KpUfvsfNI51Oo1qtwu/3I5vNYnl5GRaLBYFAAE6nU9NUjYY3x+nCwgJ+8Ytf4Pz587hw4QIOHz6MQ4cOwev1wmq1Yvv27Q9cjsViEZOTk5o+GLx/lmskWI0ml8upe+RvbsQ3b97E1NQUvvSlL+HLX/4ygK07J6kwMxrBzc3tdislmUY5cy+oDEsDrdFooFQq4aOPPkI8Hsd3v/tdHD58WH3PVjEyGCk7d+6cSmCmzKSxQY+yyWRS8qFCl8lklCeeSd+cw/F4HK+99hoeeeSR+zrm1pOnPjMzg3g8rmn2yKRkk8mkKUghve+kN1JunLvASlR3aWkJr732Gp566inNue8GG32eS+83qYt0LAEruhWNXcqN41MaHBxzpISznO0LL7ygcrA2uiw+KSS9eH5+Ho1GA6FQCIFA4BPddyaTwezsrNqbl5aWNJXjAGgicayg5nA4AKzsz6xuODAwgJ6eHhw7dgxDQ0MqUd/lcm3ciIbeeiXvmJavxWK5qxtoNBrKkKCH4fr166ohTjKZRLlcVpOgVCohl8vBbDYrmgW7bBeLRUQiEQwNDeH48ePo7OxURsd6eVpk1MFsNqsKKeSMsprFwsICfvrTn+Izn/lM08gGz1MqlXDz5k1MT0+rZDVu0DTC2LHUYrFgcHAQ27dvx6FDh+B0Otd043xQ+KQUI32SWaOxUh/98uXLWF5ehsPhQCgUgtlsRk9Pj7LoZUidC6Lk3FYqFbz77ruqxjoAtUCWy2V1Dm7e3LTtdrtaeGu1GhKJBM6dO4df/epX6O3txe7du9Hf34/Dhw83NXjvl+xZ/nN8fFyVTmVERjbv4t+UjUxc5t/AapSMyo6MMABQixWwMiZZ1aZYLCIWi2FmZgb79u1TsrJYLEin04jFYoq+QCrN9u3b4XA4UKlUMDc3hzfffBPxeBxHjx7Fzp07H9gGJb/nwoULSCQS6j16iZxOp6bKEfNfcrmcmoNyLatWq5icnMTExASeeeYZfP3rX1dVV7baxkuZTExMIJ1Oq/lKBU1fNYtUqVwup7zvdLzQ2Lt06RISiQS+9rWv4eWXX1a5RVtJdiaTCclkUnWal15HGuWkr+j7iiQSCZULxTnM58BSyl/60pfw2GOPbbkS6nz+zHOsVCoaB48swkKqFI1/JtZz7LFfBqO+LEbwL/7Fv8Czzz67IaLV9wv6KLg0duVeKqk4VHYpLxobjAhlMhlUq1UcPXoUIyMjGkrPZsPtaEwEqbIffvghFhYWlIMKWHWCDw8Pa6ozUi+ZnJxURgQdnKzU5Xa7NRRJAMq5x0alLLLC/dxqtSpnTj6fx89//nNYLBa888472Lt3L44dO4aOjg4MDAzctSzu6yzQDw7+n0gkcO3aNVy/fl1xl61WKyKRiKIIMcFT1kWnQpLL5VCtVjE1NaUoCk6nUwmsXq+rxYKWmxz4XJQtFgs8Ho9KFnzjjTfwq1/9Crt378YjjzyC3bt3r5tnnwNQbhassc8BxNDX9PQ03njjDTz22GNrIhssk3n16lVMTU0pDqlUaGhozM/P45//+Z8xNjYGp9OJwcFBHDhwAIcOHcLp06fR3d2trqdZk6H7Af0i04xfyOP091yr1ZBOp5FMJlGtVnHz5k2kUinN5kC6GA0Nyppev2KxqDx/XASoELrdbqX8lUoltSEzMlCr1RAIBDScVH5PW1sb6vU6/vmf/xlvvvkmOjs7cfDgQYyNjeHxxx9He3s7nE4n3G73PRt70tgvFouYm5vD3NwcEomExpACtBEMSbGjp10f6pUd7CVlSH43/5cePrfbjVKphNnZWRVFoZHG59HW1gabzQaHwwGXy6XObbfbEYlEEIvFkEgkYDabcfnyZfj9fhw7duyeyOxOZQqsrGuLi4saZQ+Aoj7SwKrVaqrhHhVkJi7znFNTUxgbG8Pp06fx4x//GOFw+IHcz3ohkUioSJCUm5QdxyTpPly/pGFcrVZx5coVzM7O4gtf+AJ++MMfIhgMru/N3SewUpKUGSNokgZLBY9zi0Ya84A4BgGoilW/9Vu/hf379285I4NgtJBFKAhp3NIbz7WRipyk6kkDl/vM66+/jkOHDm36yNmdwmRaaaypZ4sAK3OYc5MGL+my8oeO50wmA5PJhKNHj274ghe3Mh6a5TZIanAul1ORxJmZGRVtkEYX5+WNGzfwzjvvrDHaaOQynw+AqiBHJzQrfnG8er1e1RvHZDIhGo3Cbrcr44SRd5vNhvb2dqTTabz11ls4d+4cPvjgA1y8eBFDQ0M4deoU9uzZo3IM70QXvKeGhlQ+pKfu6tWrSKVSSqGlwaBXeJnwCGirZciunPQSU2FjvfBSqQSn06l4pqFQCLlcDvF4HA6HQzVmymazmoQ5m82G7u5uxGIxnDt3DlNTU7h58yYuXbqE7u5u7Nq1C729vXjooYceGK2lXC7j+vXrqFQqyrPLKJCst2+1WuF0OlGtVnHjxg1ks1k8++yzqrFNLpfDmTNnVASDk1x6qqnksJzkxMSEGrxnz57F5cuX8eGHHyIWi+Gxxx5DOBxu2uH1QUM/yWlQ1mo1TE9PY2JiQsNDJKQyJzuUymZf5OcCqxVdAKg8AYZzSdeo1+tYXFyEyWSCx+PB4uIi8vk8hoeH4Xa7VXfYZDKpchScTie8Xi9GR0dx/vx55PN53Lx5E8ViEefOnUN/fz8OHjyIkydPKn7wp5FTo9FAOp3GpUuXVHSPfHYZvZD0Cmko8FycqzKnR0/nkxuLDI9T5tIz43A44PF4MDc3B2ClgZjs0kwnAnNAZLIhnwuwQpXkc/vwww+xa9cunDx58r5vVnLhn5qaUnkFXLdMJpNyVnC+MYpEeekpPzdv3sT169fx1FNP4fXXX19jZGwVjzywaqjOzs4qx4reIy+dTfTCS7mRVpfNZnHlyhXMzc3hhRdewO/8zu+sSf7eKrKr1+u4du0alpeXAaxSpKRTSip2pOlRUaazRebBsCzpq6++in379jXtIbIVUK/XMTMzg+vXrysdg5EHGhhcuyi7QqGg2A9cMyVldHl5GTabDd///vexZ88ejYNsq8mvGdhAmA5fvQdeguu2zN2Q9MedO3fi2LFjmuTkjSjDO8mJY3PWWq2G2dlZXL9+XUO3k1QzGe1uxiqQcuRex7Lv8ns9Ho8mTy0Wiynn3cTEBHK5HI4ePQq3263kPzMzA6/XC6/Xq/bMzs5OHDlyBHNzc4hEIkilUjh//jwuX76MAwcO4Pnnn4ff738whoYsSSYXtLfffluFYGUlEH24jRuGnJT6ZCFgNXmWg46bEZsNkYqwtLSERmOlTOT169dht9tx8OBBOBwOZSUmk0kEg0E1KUwmE3bt2gVgZfCHw2GlOFy+fBkdHR1oa2vD8PDwAwmFxmKxNZxbOXjlRsKwb6lUQiwWw89//nMcO3YMTqcTMzMzWFxcVHLWe5hpZGQyGUxPT2NsbAzZbFbThbRSqWB8fBy/+MUvEI1GceDAgQc+6eX3yb9JL8nn80gkEmpCyWoWktpTLpc148tkMmloA/pELCrQZrMZTqdTTXpa/pyQpCHUajXVrGjnzp0q2iEjJbJEbK1WU1WclpeX4fP5YLFYkM/n8cYbb2BiYgLhcFjDL79bNBoNla9E2hyNcRnR4aYgx4mUk/xNNJuncj5LOhWNG55HzmGr1Yrh4WFs27YNbrdbRS3I6ZURkLm5OeRyOUSjUbVgu1wu+P1+LC0tqZKn7733Hnbu3Ine3t5PLLs7kS03Q1b9AVY98cDKusVxxUgbufCSq8z3r127hvHxcXzmM5/BD37wA7S1tQHYmsoKx83S0pJKZpaGhuwmTNnJRHkAyjguFAq4cOGCMjJef/11ZWRsRdkVi0WMj48rmcnIg6SdUcbkXuvLr/L45eVlWK1W/NZv/dYaasRWMzboKWbDUO7pdCTKSBCjvzKPis4Uzl9GMX/84x+rvDC5Nmx10Euv7/clIdc5GcXgbxoaFoulKZNkM43BYrGIZDKJWCymch5llUXOT1Lg6WBihEzus9RR9I4/uY9K6HNBeQ5WLlxaWsLg4KDSZwAoPYX5j/L8PT09qNfrSCQSSj9JJBL42c9+BpvNhi984Qt3JJNPpTWT3nPz5k3Mzc0pRb5er6NYLCrhSM8xw7XSu9lMkDKyIW9cTlyG5ShwUq4mJiYwNzcHq9WKI0eOqJrhABCJRBAIBDRKJBNW+/r6cOXKFeWNBlaTa37605/i1Vdfve8UBjb4YeRG712XBhmvv9FYqRpQLpexuLiIM2fOKEqK9PpKSgufCzegWCymaVYkB3ChUMCZM2fQ0dGBcDiMI0eO3FcZ6CEXbUYoJicnMTU1pem5wDA3r1/yO+X96o0uTv5mXnwpB74nFXPmFrW1teH8+fOIx+PYvn07duzYoflsW1sbAoGA2rTYLbVSqcBms6kk4tHRUWUUX7p0CRcvXsTevXvVAnC3cstkMrh27ZrKheCCJ6k6jLJILi1lJGlRcvzJ96U8pVeGC2q1WkUul1MRJ8qVGzs3GmBlTWGkjrQZmZDJqlM0RMgzZXM/Gp2BQACzs7P31dDg/ZbLZaUo895k1BWApvSl9FLxfxr04+PjOHDggDIy5DPZLBvt3YKyk8qJ9IiSNiuNM1mDv1gs4vz585iamsKjjz6K119/fcvSpYirV68qx4lULgCoqCR/WDaZc577NMfVwsIC7HY7Xn/9dcUH38pjjk3lgFU9QyYtyzFGBwnnKccdZUu9RxoZwK2bPW5FkI5M5Vkab8088fyReiD3Jp/Ph0ceeWSNg3WjypHXWC6Xkc1mUSgUcO7cOfW33BebsQasVqtiXMgcM2lISIeU3rEHaKuHSkcNvycUCiGbzcLlcuHo0aPo6+tTTlKuuX6/H5VKRRnNfr9fRd7p/Lxx4wa2bduGarWKRCKBM2fO4NFHH0VXV9fHyumODQ29pzcej+Ps2bNYXl5WgtILkzfO9ySnUSaZMvRNJUR+J6BtPiQHHhdXfofVakU4HEa1WkU0GkV7e7vq4EnhU2mhF62vrw/AioJjsVjQ3t6uDKdgMIhMJoNCoYDz589jeXn5vhsapDFxoZfy4z1LXqgcgDabDV6vV3HAqczxOMrgVuFIht6lNcxnUigU8N5772F0dBT79u3Drl27HljZOSpuMzMzuHnzJuLxuKpWJOl6nFiyxB6hTxoFVhc9HsvxKaMhXDDl2GPxApnb4fP5cODAAQAreQdUlAEoxdhkWskZmpiYQFtbGywWC7LZLGw2m0rkX15eRjAYRDqdRi6Xw1tvvYX9+/erc98NGo2GotTRqJf8bRl+JUVFyosRMxn1kWV79VEOnl8ahpSvw+HQVH3juarVKrLZLBKJhFI2+eNwOGC1WuFyuZSHiw4MLuKNxio32mw2Y3l5GbFYDD6fD++88859zdXgPS4uLioKp6Q5SqNMGhXSQANWnAvXr1/HhQsX0NfXh29/+9stY2SwZr6MZkiuN7nxpVJJ47SSxtqFCxcwNjaG7du343vf+x6CwaDGE7rV5Mf5AmgNMkn/5DpP6gbLWMp9t1arqWjn97//fWzfvn2NM2sr0n+uXbum0U+oHFP55d+lUkk1FZUGBsff1NQUYrEYfvSjHym6lIRedlttHBLUkai8ymia1D0ArSOKsuQeUCqV0Nvbq2juG11WfJ6pVApXr17FjRs31Dqlj+BwTHEOUj7cVyUdTxpgwOo8lCWUOQYJua+z8AgApZ8MDQ2hr69P0bbl3iQZLKykZrVasbS0pNgC27ZtUxEaFg26efOmShT/ONxVRKNer2N2dhYXLlxALBbTcMf0VpYMkXGzoICkoSFpPczfoBeeAtfzTqm4kE5FxY98aDZ4kV4K/cB3OBxob2+H2WxGoVCA3W6HyWSCz+fD8PCwUghnZmZgs9mwvLyMK1euYOfOnXcjsttCKmQmkwmxWEzlFkhqCY+ViZFSiSOdx+VyaWoey6iQVLw5iHlOj8eD3t5eZLNZVaKV1C1eW71eRywWU5SUzs5OhMNhzfXfD/DZzczM4J133kE6ndZw//UTmtchqQGyjrSM8shNo9FoqEkmeZN8DiwBR+WH0TNpwLFjLK9P/6yBlehBV1cXzGYz8vm8qppUq60kjpdKJYyNjWFmZgY+nw/Ly8u4dOnSXRsatdpKw6jFxUUNNUxPS5GRMUkZYKSAc1R6+GQpUTn/ZZSCRijHnsvlgtPpVPObc5UGXUdHh0qSY0nbVCqlCa3zuwKBAHw+n9rY6AHis25ra4Pf71/juLgfoKEjI6RyPWTEQ3ZY51rH+5qcnMSZM2cQiUTw+7//+ypieCuHwFbC/Py8omtyLWOBEDne+J6krVQqFVy6dAmXLl1CW1sbfvzjH2v6PWxVxW55eVlRVTjnaOBbrVY1v5hbICnKjGY2Gg3E43HMzc3hW9/6Fh566CF1fr3MNrsM5T4r8zzpROL9UYaEpEpxrnLszc3NYXZ2Fq+++ioee+yxNd8lz0tsdjneCsyPtNvtqFQqqroePf2MnsnIN3UKKteMtu3ZswfRaHSd7+jOwQjG7OysZk5K5zjHDvUMqYtyHZOOUEn/ph7DSIespCrzAOlElzlt1E94nOxpIhkf8rl0dXWp3FZSmNnbyu/3Y3l5GdeuXUO9XkdHRwcmJyfvSE53ZWiwokcymdRYQdJLIgcSFzqGHjlxAW1iqazow4WRyh2VNrmY6qsaUNmj55jfz/Pzf34vKRdtbW1qEwNWFvBisQi73Y5sNovr16/D6XSit7cXNptNcbDvBzjoCoXCbSt90NBiEh/l5HQ64XK5lJHBc/IzlKEc8Bz07Fjc2dmJqakp5PN5ANqQHGk+Z8+excDAADo6OvDUU0+tKV96r8HFamJiAo1GQ5U3lR5NyTnWK5dU6gqFApaXlxGPxzXcZMmLZMIxq5JRkeX4IocUgFLCJc1Mht71oV++BwA+n0/Vr65Wq6pCFUPIy8vLaG9vR09PjzJu7haFQgFXrlxRC7h8lnoFVhq0+tekt89utysFUCbCy4pTcv4Dqx5Xnp+bit4Q9Hg88Pv9CAQCyOfzipZJg6dUKqFQKGgMTUauHA6Hytfw+/2qOhXzG+4nSHnjvco5xVK+zaI4lFEsFsNHH30Ej8eD1157DceOHVtDXdyqqFRWmnxxfnE+MfmfsjKZTBoHFY+dmprCpUuX4HQ68fLLL+Po0aMaY3krQL+GVCoVTeEDYDWSIZUcGriM/Mm5ScfZtWvX8Ou//ut47rnnFHVSj80+DuU4MJlMWFhYUAohgDU6Bdd1cuZ5Ds5hi8WCeDyOS5cu4Stf+Qo+//nPKyclv6PVQFmRPsRoviwaIr30UskGVp2C9LxvFhk2GivVAZPJJABoirY001FknxrJCJCOY5Z5J6uFx+n1a36WjTilg0t2r+dawL1I6iV0CkpdudFYKdDCKprMTWKhjlQqBbfbjb6+PoTD4TuuPnrHhkalUsGFCxcUZ4sXSSvMZrNp+glQaV5YWMDMzAxyuZy6IQ5CejCpwAWDQXi9Xk0kgl4HLrJcUKnM8XspZGm1yWuXyhqVQW5m/O31etXDtlqt2LFjB8LhMKxWK7q7u/Hss8/eqbjuCHJCyegP/9fTnvjDzZSD1OFwwOv1rrGUpcUrFUDp2eYG4/F4EI1G0d/fr6r76KMEtVoNS0tLePPNNzEyMoJjx44pisf9wvLyMi5fvqz6e0gKEAANjYLKqKRH8RjKljkdnLSc/KwMxRwBGl+swkD58fnIccnv4qYlKVmUs1Qy+RkaOJFIBNlsFvF4HHa7Hdu3b4fX64Xdbsfw8DB27Nhx13Jjjwa9QaF//rxO+b48Rl4/sFqVhTKSuRrSsJfjhgYLqwaRKkOqHsO79MjQqVCpVFQkBFiZx4wM6HNtGL7ndXq93gdS4lbSHCkDXj+Nc71xT5mk02mcP38exWIR3/jGN/Dyyy+vMTK2qlcegCqtrB9vrO2u94TKtT+RSOD8+fOoVqv40pe+hG984xtrCnVQ1ptZfnrKSTKZRDwe18hM7g+yiiPLwMskVGBlDZuensapU6fw5S9/WdNEcqtByq9UKqlKUwDWrNNSPnSOyr2EzqZr167hyJEj+OY3v3lPy49vRuTzeUxPTytdhBUZOX+pY+hL2kqnIGXscrkwPDy8aeS5tLSEmzdvqugCsLqH0hnGPYHObcmq4Oucxw6HQ+VU0GgjpP6RTqdVDzqr1Qqv1wufzwePxwO3261hsvAYyX6hwSHXDV4Lv4NrSCAQgMfjwdLSEorFItra2hAKheB0OhEKhfD000/fkazu2NBgVR9pJQGrFVaoGFPIrMvrcrkQCoWUEsaHIhXp5eVlpQBS6IFAAKFQSHlS5eJAgcnQsd1uV+eVfHO5gVGgcvNiqMrj8cButyOTyWgiAnNzcwgEAnj55ZdVPse9hLT4FxcX14TX9MdRyWPyN40MKuH6zVU+G0DLo5dKjNVqhd/vV9QDDizZ1Ilyn5ubw6VLl/Dhhx/iyJEjn7iL5Z2A3m2Z9C+VX94Lx6HValWGBJ8x71lOdulhkCHCRCKhNuZCoYClpSXViZoJ3HxGMlTMZyQjGvpnIKlGNDo8Hg9sNptaOOr1leppiUQCfX19OHbsGPbt23fXcmOSovScANBsrJSjVG7lbxqrcoOQirKcZ7KyFmVAQ0Z+Nz8LQNNMTHprSFPj4ks6IBsf0mAplUqqdwU7oVarVUQiEYyOjj6QiMbk5KSSldxwKAOZkybvnxS5xcVF7N27F1/+8pfXlM+W69Bm2XzvFFxbufbpxxvnL+Un1/psNqsKHIyMjODLX/4y/H7/Gu+1dLxsZvnJ/WB6elo5KDjWuK7JOSrpF9IINplMmJ6ehsViwYsvvviJuvxuNvC+Z2dnVbSe8uR7cu0m80Iqivz7+vXrMJvN+LVf+zVFlW1l0ClpMq00j4xEIhrqtj6iy9/S409Zb9u27b7oWPcLjORIZx6gjaJJBzePo2NbXw2UOgX3UtlxvtFYKfPO9TIejyu2Ap2KqVQKgUBAOc+dTic8Ho9yJEj9iWuqhD73DYCiO5Ppwbwlh8OBF154AYODg3ckqzs2NNjUQy9A6e2Wnk6pdLDpFsNrNEAajYYqtcnKGIlEQkVN6EGXnk32lZCGCw0RKiH6AS2VbBmCl/keVCCXlpZUZ0ROoKNHj+KZZ5655zX55QZYr9eVkaM3Mvg+PcPktptMJrjdbnXfkkLGZyMVQ55DLyduWi6XC+3t7ajX6wgEAkgmk0gmk1haWtIYMWwAeOPGDVXG9X5tVpOTk0oR4bXq5ScjOJJiJyNCVO6AlRAnJw0AuFwuxWekccVumywfXK/XVX8Mp9OJYDCIcDgMj8ejMWZ5XVQ69UYGFxb57BqN1S739GS43W48/PDDePzxx29LpbsVEonEmmQyvRGk98JI6BchLk5S6eOiKceZNAL1XldCzkdpdMkFF4CiaskiBYyiOJ1OlazPahmU28GDB7F37977TutjLxI5V6XjReab6Q2+mZkZXL16FW63G9/+9rfR3d19yzm0FRXBpaUl1VST44PPuV6vK2eB3F+AFTmy15HT6cS3vvWtW+bNbXYDA2jeL0ga+DK/iq/REJfOFsovkUhgfHwcv/3bv31HSZxbAVxnuJ/ro7WUp8lk0lSG47rN4xcXFzExMYFvfOMbOHLkSNN9uhm2wjiUkGs9czP0pYHlvNU7kuTnpbN33759mmIiGx10bsm9TeoA0oHH8SThcDg0+zL3Qbvdrmjw9XodbrcbjUZDVU81m82IRCJKV2BhHOZhsYGt1+tFR0cH2tvbFUMCWF1L6bDmMyBVUOZ70GnByp5scLlr1y48+uijCIVCdySrOzY0pqenNYKUgpWcMyl4yfGWfQSo1FKQXq8XpVIJbrcbPp9PWXFMFKxUKojH47BYLOjo6IDf71fKI89Njh+NCZn0wkVEessocBlRqFarCIVCSqgulwuRSER57e81pCybTSypRMvJyfwBypMLItFMmeRrDGNSIZdUD1rNLCEq6Un8zcG4sLCAubk5zMzMIBqN3rcKVKThyfuXkQJCP/Y40Xnd0rNnMpk05VwdDocal6zKwGRvRjrm5+eV8cmJDKxSieQz4HdwfNHIk5xf3g9zHbxer5Kz1+vF8PAwnn32WeXFuFvw2esT8PhbH53QJ7HJuSLHkDTg5GIqDSjpqaIizu/UOwLkj/TycF57PB4V9aExzio6drtdUQbpWXI6ndi9e7dGnvcDdEqQykUZUR5c+M3m1fLdlGehUMDY2BhyuRw+85nP4OjRo7d8hlsNeo87x5nclKVjQdILGo2VppNsAPvUU0/h5MmTt/yurSA//T3IqKikZgKrjjV6QOW84ti7fv06du3ahccff1zzua0gq4+DbE6ojzZTTvQS83+u6bXaSo+bvr4+fPazn72rvLmtKFsZYaMsIpGIyheQNBxZ0psylYYcmRmserZZ5DU3N6fRS/QOx2av6/OopCNONukDtBXlqLOQZkynG/WVYrGITCaDVCqFdDqNeDyO5eVlRb8i44ffKx3H/G6pO8l1l47nTCYDp9OpShDv2rXrjteOOzY05GKvFyQFQiWECqz0qMjP8nh6c3mD9GDabDblTc/lcqrhCb2ZtOzk4KUyJ7+LQqTBIZVPKkKsQMHoiiznabFY8PDDD+Phhx9+IIO/mdee/0v+MWVIZVny4uXzkQOVcpYLLL2IctOSz81msylKAilHlA3zb2Kx2B15dT4ppJKsN5r0nhHeB2lS9Xpd9S+gd5kbCMGIFiMajUZDNZlkBM3tdqNYLOL69evqfkulEiKRCMLhMOx2uzKI5AbEOSMTqik/WUaXSZu85kAggNOnT38qj6N+LjRLXKfs9AYFPy8NEY4r6TmlI0HOL1LSqEiScifpj3olkr1RZMTEbDYr+iTLleZyOVURLZvNKspgKBTC6OgoyuUyDh8+jJMnT6oo5f0CvZ9y3PF1PmdpgFF5rtfrmJycxPT0NPx+P772ta/B5/Npnstm2WjvFnLDlXNA7gnS+67fP8rlMsbHx7G4uAiPx4Pf+I3fUM2mgK2p0AGrczUej6uoN+csnS2c76QU8n+5ziwsLKBQKODVV19FJBJpGh3eqpBrDAC190lqqKyQJMceo2jpdBq/93u/h46Ojlvu1a0G5teyF5PM55N7kL61AUH9zePxIBQKbSp5SqNAjodmeXYyp1P2GAGgWBSybK2kjdJJb7fb4XA41JxnZUY668mumJubQyaTUd/f3t6OYrGo9BCCezSvWX6vrLCWz+dVXqXNZsP+/fvx4osv3hWT5a4MDWnx6BU/qbBwQ+XElTQVeo+pwFUqFdU9MZPJqB4E9Lq3tbWpknS0pvTeYWBVISUlSiarSwECUBa35GLyIcua7SMjI3jmmWcwMjJyp2K6a1B2VqsVkUhEPVC5meiTe+RnZWUH/XmlQkjwu6QiKTd3huMYImMna5PJBK/Xq0p11mo1LC8vI51O31dDQ295S4+BNDD4v/6zrHZG2XFykabhcDhUN2qGCOfn51VuBkOOLpcLg4ODMJlWemEEAgHFh+Qz49iTYWMmfvEZkD7I6+b7hUIB1WoVTqcTIyMjePHFF+Hz+dR9340Hjd/N35SDpBxSCZZKHrC2USb/5vXqDRg5Tnm/vD+73a4iMmazWc0xfg8/Ry8XN3nprZFebnptFhcXUavV1FrR1tYGm80Gj8eDp59+Gp2dnRpnw70GlZKZmRnNd0hjS8qfcxRYCbePj4+jWq3iscceU8bkVlf0AC2Vk153vs55I7nxkm5oNpuRSCRw48YN1Go1PPHEEzh06JA6dyvIj3lzkinAH/0c4v/c/5jEfODAAdXzoZWM28XFRU3vEY45AGv0A1nFEICKQO7duxeHDx/WrMVbWXZ3Au55slQwf7i/yHmvX5O5/nd3d2+6Jpt6Jzqw9v70+6R02NfrK1RtFlCiPkMnDJ1TdIYy34J6QyqVwuzsLCqVCkKhELxeL1wuF7Zt2wZgheYUDodVpc5SqaTJ5aLOQWco9WqZN0PdhDpTT08PnnvuOUX1vecRDb1yJ5U8KWQpKB7PRU82FaGyT4EtLCwglUqp5HGfz6doVNy0aTlLpU6/OPC6SFngtUpqB4/nJkZDSOaQ7N+/H9/4xjdw7Nix++4Z5W/em9yAmymYctBK5Vv+ANA8H7kpAdBEhOTrVEoZ0aChwUph9FwwUiC7X94P3GoS68N8fE0+U0alGJGQSp+MvgGrId5EIoH5+XkkEgkVBma40uVyob+/H43GatKWnJjymnk9UumU1wiscql5XXa7HXv37sVXv/pVRKPRNQb9J5Ebr4HGjqSqNIt2ydd4vXxf/pbc22ZJZPTCcDzK83NRkwsqN3WHw6FkSxmlUimUSiXEYjEVrm5ra1M9SBKJBGw2G44fP44TJ07A4/FoGkjda5hMJmSzWeU10lNY5PooqS70jM7MzCAUCuGll15SvNlWUFY4nguFAq5duwZAKzu5hssxBayMgxs3bmBpaQlutxsvvfSSSnKUjq6tKsdyuYypqSnNGsj5xTkpDVq59tTrdczNzSGZTOKll16C1+sF0BpKMscFI9qUmWxMS4+73Eck3WxqagrxeBzPPvusiqDJ6FwrQxb3IaRDSuozEnodhoryZhqTkinQ7DV5H5SFpEzxNe553Av1Opg8F99LJBKYm5vD3Nwc7Ha7ovbTIdzf349SqaTpNcX+bHLf5r4r9WJeH+cMo/O9vb34tV/7NTz33HOaXil3grvqoyGFo4c+7MLNQyrNpEaRdsAE8GQyqUp5+nw+5PN5zM/Pq8ZdUhDFYlHjjWg22akcNkt2lUoO+fHS6PB6vdi3bx9+8IMfYO/evWtKJt5PyAHI65a/eW8ANF2GOTjopedg1uekyM/LqA+pRgBUd3HZEZvKoUwYoqWbz+fva0RDKsnSM6Kf4DyWY1Ba6nJTYJSGdCkqPoVCQY1Fq9WKwcFBRCIRVCoV1W2aYw+AKuUsc2T4PTSk5ZjjtdOo4NjjZ5xOJw4dOoTvfve72Ldv3ycyLiSktzKXyyGbzSrKoXy2su8AxxIhx6P8TaWG18975xjSU2BIryKabUIMCcvro3c2n88jk8lgeXlZUaXM5pXysEzwPHLkCJ599llVh/1+jklgJZmbc6MZXU6/oQArHZ3Hx8dRLBZx4sQJHDhwYM3atVk22U8C3tvMzIzGWyfHgqTpSUdIMpnE1NQUKpUK9uzZg/3792vOu5kUlLsFZZHNZjVzlmsM12SZz8Zxx0ji+Pg4du7cib1797bUmAOgiT5KnQCARumS/3POsjrcwMCAJpdqq8vsTkBmg3RiSr2PegV1FT3k3tHe3q6hkG4GUB+StGC59kv9i2uZzAPi/KTyL40vsg/o5LVYLEpnzufzqmH2wMAAwuGw6u8Sj8eRz+fV+fRrgmQu6PMyASgDR7IurFYrurq68PLLL+Ppp59W+bh386zuWIt2u91qU5f8RV40lTzSjqSXlB5h0jboxaUwotEo2tvbUS6XVYJxNpvVeE0JyeXl+emdkN9F7qCeaiMVKunJIHXpxRdfxNe+9jX09vY+0A1M0gf0IW3+Lz2mcgBT5ixVyAGlV/zkd/H7SE+p1+uqyzrpQhxsHPScONzY9HzL+wVGmXidBL9b72nndcvnzTCu7NfAY+Umw5yAanWl3PDs7KxqqMdFVEZGpNHLa9QbubxGuaAweuZyuRAOh/HEE0/g1VdfxeDgoEbZ+qTgNZHqxj4kvAa9N1TKSn/NUlluFtWg91nPwdV/Rm8Yc1GTVcIAKMNPGpgAEAqFYLGsNBFaWlpSUacTJ07g61//Onbt2qW57vuFRqOhKINyburnHmXDz8zMzGBxcREWiwXPPPPMHTc72mqIx+MAVqNmXNNlCW0Zra3X65iYmMDS0hLMZjOeeuopRCIRzTk3k4JyJ9CP4VwuB2C1Yat0EMgIELDq9OPYSyQSyGazePTRR+/aE7kVUKvVVJNhiWaed30UcmFhAZlMBl/72tfQ3t7ecrK7HViUA1gtiiJpaWQ+yD2E8pV6mNlsVvl2mwmcd3KPkk4uvZ4GrBbUoQ6gd4Lys9RjAS3LhPtuIBBQRZESiQRmZmaQTqc1dFP9Xs4qU1I3kcUQqBtQNzGbzXC73RgdHcVXv/pVvPjii5849/GODY3+/n6VTNZoNBR1Ri50TK6WNBJ6pOXFMzFLKrFUHthLgt259R5WfobKjJ6WIf/WW23Sy8j/HQ4HfD4fDhw4gBdeeAGnTp3SNOF5kIuKvF6i2bVTqZPvSy+13ptLC5mbFO+f30dFjxEnaQWzGaNeqaZX+357jgcGBnDu3DmNp0kqqbw/6S2QHgPpYebxMkpGRRyAMrpKpZIqQpBIJNYsCNLQlknpDHVK+QKr+Qj8To7vQCCAnTt34vnnn8fTTz+9JkHz04DfyYWDZaHZjJLjTC5GzTZi/qbsaZgxZ0ImjlHuVHrk4sp7lxEAWc2MY43rBDuSAlBJ+U6nU0WeCoUCAoEAHnnkEXzhC1/Arl271tzPvYY+UqH/Wy8zaXSVSiXlye/q6sJDDz2kOWergGMIWI2Y0UCXr0lFOZ/PY2FhAdXqSlPVJ598ct2u/0FBjol6vY6ZmRkAaznfHG8yiVka843GSvfitrY2nDx5ck2vlq0O7lOSJgVoI/Ucj1J23BumpqYQDodx6tSpB8pu2MiQc1XS9qSnW45FuSbKfRBYdUZtxqaRg4ODOHPmDBqNhtr3geYlfblnMmdUMlKkA1I6T+XeytxhACrHuVKpIJlMYnFxEcvLy5o8D6kfyz2mmQ5HSD3A5/MhEong0KFD+OY3v4mdO3eq5/tJ9qw7njmhUAjRaBQTExPKoGAjN3LN+ZPP51VYjd5xeizZubDRaKhOzKVSCdlsVgnKZrMpPqVcUKXFpx+8klIkPfayvrNUAAOBAAYGBnDo0CEcPnwYDz30kEpcbTYhHgR4bbL/g7xXgoshrVPyvPUlbaWSLb3X8v6kwik7NcsoAGUqj5fW7/00Nnp7e7G8vIy5uTkN3Sifz6tEal6HpEAVCgXV58BsNsPv98Pn8ykjVd4nFVuOZxrS5OBL6o8cFzLCRNnQAGSOAl/nb6vVivb2dgwMDOCxxx7Dww8/rJok8lz6cOYngcw9YS8K5qmQo90sUsZ7lKX2pNJcLpdVPlM+n1dVbmRlL1npRkZ5aCx4PB4VBdV3Cm80ViKe6XRaU4lLdgxnKPfRRx/FSy+9hJ6eHk004X6B8mKxBMqKz0tfmIFz2GKxIJ1OqyT2J598Eh0dHfftOjcqGo2GKiBB5wflJQt1yPFjNpsRj8cRi8UAAI8++ig6OzvX8zYeKLhWZzIZjVIgI7ucr4BWyTGZTKp4wlNPPbWpui7fS1y+fFmNKX3eFtc26cTjGs+y5o888gj27NmzHpe+4aGPCEldQO90knuJPI7JzpsN0WgUkUhEzU3umfrqpdQxZLoAHWkyd4jtHVhdlQ1qqX9Q55a6d71eV8naet0VWFssCVjRCaRzh/sXmR7t7e3YvXs3nn/+eezfvx+RSORTsyzu2NDwer3o7OxEMpnE3NycugnWyme1GQqNG0Y2m9V4fVOpFBqNBpLJJBKJhOK9Nxor/Qxo2cra8xK8UXlO+brewKAAWUFoYGAA+/btw8GDBzEyMqKSSgm94fIgIT2+zTiNErIiD2UhE3nlwim92/rIiFwgpMLMKAmfJxU8SQWRFvv9QjAYREdHBxKJhOIe0uDg5OWk5gSkIkwjJJvNYnl5GW63W+VmOJ1OpdguLy8jk8mobpoyuVtGjPR0QYIyls+GeUIm00puEkOQhw4dwv79+zE8PIxAIKDGnt6w/bSe7h07duDy5cvI5/OaxkD01jXzoMgokMxdkt4YyjyfzyOdTiOTySjFW1ax4LxjM0SPx6MMHILRC5l3RUObYXca0nzP6/VidHQUjz/+OB5++GEEAoEHHn1kU1E6TyQ4v2TVkHq9jlgspqIwR44caakkcILRQubwcb2Ta65URPg/vXWsyHa/GzFuJJhMKx2XmZ/BNQtYdUro85+kEy4ejyObzeL48ePrcv0bAeyL1Wxt5RylsSvn7PLyMorF4i373LQy5H4CQCm9LKCij2bIz0ldg2vAZlwHI5EIdu7ciQsXLqiCJXJPk0YHdWTpCKWTjbozC854vV5VndXj8SiWCZ17MueF8qdzHsAaPVA63uW6azKZlOHt8Xiwe/duHDx4EENDQzhy5AjC4fA9cXoCd2FoNBoNDA8Po62tDW+//TampqYUBYM/TPSuVCqqZCgtPXZbZkORVCqFYrGoSodSwFarVdFi9ANQevsJ+T4NDHpPw+Ewurq60N/fj2PHjmFoaAj9/f1rNip9tET/94OCjC7IqASg3UCo+MpBJDcbfd6E9A7KjV16sKlc6xcA+QwYauNkAqCxjO8HGJZsa2tT40IfXZAhSHam5/XXaitlUBlli8fjqFQqyqNgsViUERqNRuF0OpUSye+gHJrxGRkdMZvNmvBvKBTCtm3b0N/fj/379+Pw4cMYHBwEgDXKKXEvx53P54PX60UgEFCLE88rPS7S2ySpA3rKIxdL9vzI5/NqwZT9VeTiynu1WCwIBoOqklYmk9HQ0ShTRglkHxsWJ2hvb8fg4CAOHz6MAwcOoKurS7OgPsh5SoNMb9wzeiHlSqNjcXER1WoVg4ODOHDgwAO/5o0CGqIy54mQBjDnQalUwtLSEkwmE9ra2rB//34NFZGf22qQ40N6LDkvJDju9MpdrVbD0tISPB4PDhw40PTcWx36vZ0RXr7HfVEfma9Wq6qiz4kTJzTyaiX53Q5yHnPNZrRaGiFSP6G+cisH8mYCG0inUillMEj2CKMZ3Bc51txut4rQ07GZzWZRLBaVI595lHSMWq1W+P1+uFwulQvNnEgyJfTOUGlESz3NbDbD4/Ggt7cXu3btwq5duzAyMoKDBw8qQ1GPTzvm77q8bSgUwsmTJ/HGG29gZmZGKSwslyqPpyJGb7O0+IDVUpbsRu31epVHVW+8SFqQHKj0FodCIQwODqK/vx/t7e2IRCIYGRlRtYVl3sXH3eN6Ql+pQK/IyAlL8G/5PqGnmPE4GfXgc9IbbbdTPDmI5aJ9P+RnMq2UVYtGo7hx4wYuXryoOLeE5P3TIOCGLCMQlA9Dl/RI22w2hEIheDwezYJATqI+cZrycrlcigpEZbivrw/Dw8M4ePAgotEoPB6Pogt+3H3K358WDocDO3fuVFEIfShXJo1RGaaCzCiGLN1LQ4Of57OX0Qu73a6iEI3GagMsek6oIMleG4yaMGzLhZF9drq7u3H48GEcPHgQO3fuVF3bm8nufoP3qjf6eb9yrsrrIo0PWPEcyYZfrQYZrSBkZEi/RuXzeaUEer1edHV1tYTs5D3qqSbNvMRyXPKnXC4jHo8jGo1qnGutID9g7Z6kNzpudyyboYVCIbjdbs2cbhX53Q5yv2IuHSlE1NmkE1Q6LLl/0EAGsCmjlCaTCaFQCAcPHkSj0VC6iV5P5djR5w2T3kw9l3KijkJ6vN/vRzQaVaWVGaFrVkJeFrYhQ4M/drsd0WgUO3fuxIkTJ7Bjxw6Ew2G4XK471k8+Ke7K0OBkDAQCeOaZZzA+Po53331XJerRIOBNyiRRej7JD2PjEYfDAb/fj1AoBLvdjnw+r4wWWnOkPtlsNgSDQfT29mJwcBDt7e0IBAJob2+H1+tFX1/fGoFttkVBRjWIZhQy/ev0dsm8DL4vy6tyIHJTqtfrGiWUn9HTZvgc6b1uNFaSOCV15X6ByuW+ffsQiUTw7rvvYmpqSsNHpjdBGlukAJEXSa8Dr50KbXt7O6LRKACo5n40gOViQCpQMBhEMBjE0NAQdu7ciaGhIdU0jnkg60G9k2BC1759+3Du3DnMzs5qZNPMA6qPbOmNEWBtsQEZXbvVPTscDkQiEdVJlONLyok0s1AohJ6eHgwNDWHXrl0YHR1Fd3f3ussTWI3oJRIJTTSR9yS7pEujg7k+drsdPT09n5rvullB5ZdjS88T1o+rer2OTCajFJLe3l50d3ev1+WvG5rRUPQON6lkANA4VE6cOHHfespsdEjDiw4k2cdLr/xyjpNxMTIyonI3DayFjGpks1k0Gg0EAgHl7JPV0PQKuGQibEb58prtdjv27duHWq2Gy5cvK0e6LLzAnETurzLaQZYAGQKUJ/NI/X4/urq6YLfbkcvlVKSD38HzUy9zu91KTx4eHkZnZye6u7sRCoXQ19endJQHibsqoyCNDZvNhpGREXR2diIej+Ojjz7C5OQklpeXNVQNTlyXy6WhG5BvSsWNkYe2tjYEg0Gl/Hm9XrjdbvT396OtrU15j10ul0aBlte4WaFXXG6njHCCA6sDmtQeqRjqPYfynExS0ufYyMRfvs/EJUamarUa2tvbVajtQcjdZDKhs7MTTz31FKampnD27FlMTU0hmUyqqg8MH8p8A2lEmUwmlaNht9uVYuvxeJDP55XR63a71U84HMbw8DAOHToEp9MJl8uljA5ZQED+Xm/wGtgXhvQdlgomtUku+HJDlqVq+b80OiXViu8x2sXIJY2ztrY2RCIROJ1O5f1i3wyWU+7p6UF3dzeefPJJdHZ2wu12qyT2Zkb2eoDeuYWFBWVUyOdN5UXKs16vK+9Uo9HA7t27N8wYedBgyWhgdYOU67f8zXHFPj2NRgPbt29fnwtfRzDaSNnIIhP6KAZlyXnLfbirq6tlKyZxPwNWSwMDzat3cd5SdrVaDR0dHRqasgEtqBDTyCUVCFg7n6Vzhp/VR+o2q4xdLheOHDmCzs5OvPvuu5ibm1PtIOT96x17sgoVHXzUUaxWK0KhEHp7exEMBpHP51XSOHM37HY7PB4POjs7lYNu+/btiknh8Xg0rQnWS753vfpQcJywwWAQoVAIw8PDyGQyiMViqva0jGiQdkEFRnoXyKuPRCKIRCLo7+9XVAuPx6MW1GZWmEx2bibEzTR4matCZe5WSeG3MkgoTwAaL0KzAS43c0abJE2GSqNMACZXmJGocDi8JsH3XqPZ4sSE4MHBQYyNjWFychLT09OIxWKq+SMpPDK52Gq1Ip/Pq0hGV1cXIpEIwuEwfD4fOjo6EA6H0d/fryZqNBpd0+9Ajif989mIY83r9eKhhx7ClStXcOXKFZVYKg0HSanihkvDk4ugrKwhk+3JGZWUKM7rQCCAvr4+hEIhACsGRkdHB/r6+tDb24u+vj5EIhH09PSgWq0iEok0NS7Wex7rr4dhbmDVwCC4XlHGkm64bdu2B3rdGwky8qinl8k5LtcnWeZ2375963Ph6wi9oVqr1TSFBKSiLOeuyWRS5eTZf6bVYDKZMDs7i3g8riKOXJvknJXjjX/TITIyMqIp2LER1/f1Bucu13xGp6VhB6yldsv5fr9zPe8nOGYcDgeGhobQ0dGBiYkJTExM4Pr164jFYoo6S+eU3CNl42SmE3g8HkQiEXR2dqKjo0M55bq6upTj3WKxoK2tDeFwGH19fQC0OTDNaIPrhbs2NPSKvRxIfr8ffr8fw8PDaz7XzCspB9rHCeVWoR6+fishbqbB6/F4VBMWhiEl9J4/+Rz0UZ1bVX7Qb+J6jr5UIvV8fUYzGB7t6OiA3+9/ICVFee1yzLhcLuzduxc7d+7UJCvrvVP6e+ZkpFfdZrOpAgIstXcn9ySvZ6ONM32ExeVyYc+ePfB6vTh//jzm5+cBaDvh0tCkYUHDUh8Z0udvSIO00Vjtx9LW1oauri4MDg4iGo2ir68P3d3d2L17N7xer8rrkIsjrx2493krnxZ6+qGkfkm6I8eapPKZTCs5La1saACrhSr0zgM5r2UBDJkP1ooRDbPZjGAwqMnZk9x2fUSDr1WrVWSzWeVUWW9FYz3QLFohHVdSdjwegOpbQOaG3tllQAsacVzL5evNdA9gdd8hJO1vs4D3I+lgdITu3bsX27dvRy6Xw9zcHCYmJjA7O6so3KzcSL1F/s1cip6eHrS3tyMYDOLo0aPweDzK8U7j91bOdf7eKHvoXRsaH6fY3wq3O17/3noLZT3R39+PbDa7JrFU/q33ZDWjHkj+KQec3mMtqTEAVPRJ77kulUpIJpNIJpNKkQwGgyr6xKTp+w05LiRdhclO+v4Qt8Kdbrp6hbfZ9WzUDbzZAmOz2dDb2wuHw4F4PI4rV65gdnZWU5Obm6/sUSK5pDL6QYOEHinSyMLhMIaGhnD06FEcOnRIdTGNRqO3bcy0EeVIyGuTntBbeY9kVIhNEkkH28j3eb8ho9mA1nEl1yk6P7jxAtqS3q0EfQS1mfIMaBVrUl+Z59iKcgO0DSDpOebfch5LWZIzLx0hPK5V5dgMVLD5wzwBQFsuXR+pBFajG9IBuNnkqzc+9ddOvSQcDmPv3r1rPt/MSdzsOz7Jdd0t7rfs1424udkG1YMCvShcCOWCKKH3FvA1fdMwfXSDSqOMVtDg0CeAM4l/aWkJyWRSbfpmsxmdnZ3o6uraUEmGdzqe7uVxm20MO51O9PX1obOzE9u2bcOlS5eQSCQwOzuLRCKhaHQWi0U1PGTOBakvcmOw2+2aRO7R0VEcP34cR48eRUdHhyr6oI9+bnbolTp5f808dyx728qQMmNVOP0axjUKWEtPa0XIdZxGmVSa+ZpeYaGRRlpyq0JvpMk9VRppUhnm/kdqS7NzGVhlVMgytnRIyV5mwNqcGL4mo8CtJt+NEm14ENewbobGRhDuRoTZvNLFmrWUZcRBKngScpOhoSEXSE5oWVVKn49BKoykSWWzWdVYUW5abW1tGB4exoEDB1S1JgObB43GSm+SQCCAEydOoNFoIJ1OY2ZmRlP5olwuY3p6GplMBoVCQVVi4Th0uVzw+XyqZOvOnTsVTWorz2/ON2m8k48sy1NLGpBBv1iBnmLG16hASyVE1oFvZdlJ44v/S0qoLMYhczlkictWhZSRnLOA1gmnp9dyTj+oaP1mgqQI0bigfGWuBXUO+Tk9NVJPoTKwNdGapSg2MMi/6+jowPXr19XE1XsDgLU5C3q6lJ6jKg0OmaAqO1kyQbxYLCKTyagGd6wgZLfbMTQ0hAMHDqCvr69lN/+tAo6hQCCAQCCgeZ0UKjl+pCIok+35o2+mJr/jVt+9mUDlRCot0vMulWh99bM7qVfeCtArIpKCIZURaazJdXCzjZlPC2mIsTy8XmmWRhqPI22lVSMazaJBeiNNb2DIH9JyDTQHO1jLKKXMwZJjkGNYrn+UM483sHVhGBobEOFwGHa7HdevX1/D/eZvuUDKY2TjRC6wMiIiK0qRHsX+EvRis8FYLpdDPp9XjWMsFgsikQj27NmDPXv2aBq2taICsBmhp9XdCtwcJPVJb9je6hwywiYVyK2Ui6VPCJccb31TRG66kUikJav/EFJhrlQqmqILNCgklVPmk8ly5q2IZl5ifaUeafiWy2XUajXlHGpVSEqjpPjIeainFZPiyLwqA83BNV0WlJGUb1agojwlZY26RyqVum2OgoGtAcO9tgHBPA02ONPzSfXemGb5GvI4TmxZOQhYrepSKBQUF5/VEPiaPC/Lt+3bt29N46xWVQA2G5oZrnfyGb2h8HFUFvn+VjRCTSaTivwBUFRFqbRwrtHgp7LcqmA5RhoV5XJ5DQ1N0jdlbovsV9NqkPdcq9XUGk1vsNwfuNaT4khlT3+eVoFchygX7muyOa70ykvZtbKR1gz6tVxStO12uyoOoqdByq7YwGpPIvZ6MSK9WxvG092gkF4XqZxw0pKm0sxLzA1ZX36UUQsqQbLTN6MYyWRSRTN4PLDiuQ2HwxgdHcXAwIAqs7bVFMhWwt08u0/znLfKGOHGydrntVoNhUJhTclffX8SKi+trPABUDQeRl1Z7UwaGswxoMy4Nm21YgJ3A67zMnomS0/rqT8AUCqV1Bp+qzLoWx2NxtreGfV6XZUS1VOlqByzMW21WoXdbl+TU9TK0DubfD6f0ilI6ZM5frK5Kz/DSBzLy5MxYch366I1V+4NjkZjpfnL4OCgxqMiPQRy49Er/PqEVHLtOfFlDkY6nVala5n4nUgkVAIwua0ejwf79u3Dvn37MDAw8KBFYsDAhoDdbsfw8LCKOlIx4dxkZJCoVqsoFAooFAprOMqtCN4/ZUdlWZZLllRP1pxv5RKtMg/KbDYrRY2OIBpmUrEjZNJuq4FKLWm/7PUgc8+k7GQHdhoe+qZzBlaZEiaTCQMDAxoKn8PhUEYcdRAAalzKiEitVoPP51NlYFtxjLYKjByNDQY5EXt6epBMJjEzM6NJ9G5Wlk9uznxdv4jK8rXMzYjH48hkMsjn8xrKFJPhLBYLfD4fRkZGcOrUKZw8efK2vRAMGNiqoEHP3AKZaMt5J6MaAJSCQ758syhkq8BsNsPtdivFhGWRKTsZQWUFG1KnpMy3IhXvdmAJaZkXJA0v8uMldYreZafTCb/fr45rJbkBgM/ng9frRSwWU2wAyo7yknQfKTuLxaJ6MxlYi0ajAZ/PB4vFgmw2q/KBqHfICAXHnaSrsciMxWJBZ2fnet2GgQcAw1TfoOCm0NbWtqZUrTQypLdFcpxlxRYmgOfzeeRyORSLRRQKBSSTSWSzWQ29Q3rJTCYTPB4Penp68PDDD2PXrl3w+/0tzTM3YIB0jFKppEpgcuOUPTXoOc1kMiiXy4hGo00bcbYKuJ4AUA3RqNRxDZIFLnK5HNLpNPL5PA4fPqwcHK2mLLe3tytjoVKpIJfLqXGnz2+hoZbL5ZBIJHD48GGV0NxqcgNWKiO53W5YLBaUy2Vks1lluAHanCrO23w+j2QyiX379iESiWicd60O/bplt9sRCAQ0tGzKWhbIYCEH6iSpVArLy8vKodnX17dOd2TgQcCIaGww6D12wWAQNptNYwDI4/g3sEpL4IYjvatUeEjrSCaTSKVSGo4v80KoLDkcDrS1teHIkSM4deoUduzY8aDFYcDAhoPNZlNzklENfTIuN92ZmRlMTEzA4/HgyJEjLW+ku91uuN1u1Go1ZaixEpWsq1+tVjEzM4PJyUnY7XYMDg62LIWFvTC4L+RyOVitVg3HHdAW/yAtdt++fVu6KMOdgJXzLBYLUqkUbDabimpQdtwny+Uy4vE4EokEDh482LJRtFtBn+fjcDjQ3d2NhYUFJUNpVMjjaWRQ16Au0tPTo3GmGth6aM2Ve4NDLmg2mw2RSETRDABoDAMAGiOBC6PsiSENjWQyqTyscuIDKxsaS/q53W50dHTgyJEjePHFF3H8+HEjjGzAAIBoNIqOjg41H2TlNn0zKhZjaG9vx5NPPqkMjVZUWhqNBvx+P0KhEHw+n8rRYG4BFRJpcFQqFXi9XoyMjLSkzIAVuQ0NDamSoU6nUxljpMXK3hCs5uP3+7F//351nlaUX6PRQDgcVs4Bh8Ohcb7pez/U63Xkcjm43W7s27dPnacVZXcryJxQi8WCgYEBuFwuVehBT/HWV5Mjhc3n86FcLuPAgQMt74DZ6jAMjQ0Om82GnTt3IhAIKDqG/KGRIWlSstoNkyyZgyEraugrvTCK4XK5EI1GsXfvXjz99NM4evToGvqWAQOtCHpGt23bpqH9sIqbLDmay+WwtLSEUqmE3bt3t2xlFf099/f3K6+nLE5B2VWrVVUBr1AooLe3V1NOu9VkyIRut9ut6D36kuVMomfVn7m5OYyMjKCtrW29L39dYTKZ0N3djd7eXgBYQ9WT5d45ZxcWFrBjxw709vYaBsYdIBwOo6OjQ0MZlUavrDpFmilp2k6nE8eOHTMiGlschqGxCWAymRAKhRAMBlX9flmdhVQp/eLJ8rWshMMqGuwEzvNwg7fb7XC73YhEIjh48CBefvllfOYzn1G8ank9Bgy0Ijj2I5GIimjIIguSM59MJhGLxVAqlXD69OmWLQctI7EWiwXt7e3Yvn27JhlXOj4ajQaSySRmZ2dRLBbx0ksvqfyMVqWwWK1WRKNRFXUGsIamx30glUohnU7j9OnTKrejlWG1WtHV1QWn06kUXSrB+r4tyWQS6XQan/3sZxEIBNb70jc0OA9dLpdypHBM8rc+90oaxtlsFgMDAxgaGtLQqwxsPRiGxiaAxWLBjh07sG3bNk3YvFgsqqQrGQ5mKVvWoGdvDIfDobyqMr+DZQA9Hg+i0SiOHDmCX/u1X8Pjjz+ujAxjATBgYAWsiBQMBmE2m5vW5JeRjtHRURw4cKDl5xBzLKxWKyKRCKxWq6Z4haSxcE3r7OzEo48+2pLGhYTVasXo6ChCoZAaV7JcOWlAwEr1rmg0ilOnTrW83DjnOjo6EI1G18hLOuZY4CESieDEiRMtmxP0STAwMICRkREN5VG/JpJZwfyhYrGI5557Du3t7WvyYFp9rdxqMOJVmwg9PT0IBAJ46623MD8/r/ESSG9psVhELpdTVTby+bzyhNVqNZVE6HQ6lbfBZrOpnIwnn3wSe/fuVQste2kYMNAKuJ3XnBugxWLBqVOnAADvvvuuek8mM7OwwosvvqioBfoCDq2K/v5+7NmzB2+88Yam8o9MbC4Wi/iN3/gNVZGmVaMZhMvlwsmTJzE3N4fFxUX1OvNcyuWyUuq+9a1vafIzWlV2nHN2ux0HDx7EjRs3kEqlVLWjUqmklGI65l588UUcOXJkTXnWVpXhnYCG8OLiIiYmJjTOFjoT8vk80um0Gr9Hjx7F6dOn1TkM2W5dGIbGJgITqI4fP47x8XFcu3YNxWJxTedSelnn5+cRi8Vgs9ng8XjQaDTgcrlU1RfCZrMhGo1i//79ePbZZ5WHgec0jAwDrYTbbXgyCdJiseDIkSOYnJzE5OQk8vm8JudpZmYGp06dwre//W04HI6PPXcrwWw249ChQ4jH43jvvfeQy+U0htr8/Dx27NiBb33rW3A6nQBaW3a8d6/Xi6NHj+Lv/u7vkEwm0Wg0VKfrSqUCAOjs7MQXvvAFzbptyA7weDx48skn8ZOf/ASzs7MAgGw2q6FPdXZ24tvf/rbKIWp2HgPNEQ6HceLECeRyOczMzKioWz6fR6lUQiqVQiwWw+zsLHp7e/H1r39d5R3pYch6a8HUMGJUmxLFYhHT09PIZDIqgY2eGtZQTyaTWF5e1nSKtdvtqnqJy+WC3+/Hzp078fDDD2Pbtm2a6lYGDBi4PRqNBhYWFvDXf/3XOHfunCoZzRKj//pf/2scP358vS9zw6JYLOKnP/0p3njjDWQyGWWkLS4u4l/+y3+Jxx9/3FiPdKjX6zh37hz+9m//FrFYDMvLy8hkMqrT8ne+8x2cOnXKcBDdAhMTE/jpT3+KGzduIB6Po1AooFgswufz4bXXXsPJkydbNp/q04KG7y9/+Uu8//77WFpaQjwex+LiIrLZLOLxOKLRKP7Df/gPOHnypDFGWwRGRGOTwul0qoRKAIjFYkgkEsjlcvj7v/971RyLXWPZidfpdMLn8yESiWD//v3o6elBW1ubKjdpwICBO4fJZEJnZydefPFF5PN5/Pf//t+RSqXQaDTw2c9+FqOjowbl4jZwOp147rnnUKvV8Ed/9EdYXFxEvV7HyZMnceDAAUNuTWA2m7F3714Eg0H81V/9FX75y19iZmYGtVoNw8PDmoi0gbUYGBjAV77yFfzFX/wF/viP/xgTExOoVqvYuXMnuru7DeX3U4B6x5NPPonu7m788R//Mebm5lRndpvNhtdff93IgWkxGBENAwYMGDBgwIABAwYM3HMYJqUBAwYMGDBgwIABAwbuOQxDw4ABAwYMGDBgwIABA/cchqFhwIABAwYMGDBgwICBew7D0DBgwIABAwYMGDBgwMA9h2FoGDBgwIABAwYMGDBg4J7DMDQMGDBgwIABAwYMGDBwz2EYGgYMGDBgwIABAwYMGLjnMAwNAwYMGDBgwIABAwYM3HMYhoYBAwYMGDBgwIABAwbuOQxDw4ABAwYMGDBgwIABA/cchqFhwIABAwYMGDBgwICBew7D0DBgwIABAwYMGDBgwMA9h/XTfLhSqeDMmTN4++238V/+y3/B008/jX/zb/4Ntm3bhkajAZPJdK+u08CnxKd5HvwsfycSCfz85z/H1NQUAMBqtcJmsyGTyaBSqeBHP/oR3G43Go0GzObNY8s2Gg31N++X91Cr1VCv19V7FotFIxP5m+cymUzIZrP4v//3/2J+fh7xeBzhcBivvvoqurq61uUePw1uN4ak7ORx9XodjUYD9XodJpMJZrMZFotljdzk5+r1Ov7hH/4BH3zwAQqFAiwWC774xS9iz5496ju20toiZVGv11GtVtFoNFCpVFCpVOBwOGCxWGA2m2Gz2dTnTCYTarUa/vRP/xSzs7OwWCywWq145ZVXEIlEmsp4K0GOF7PZjEajgVqthlqthkajgWq1inQ6DYfDgba2tqbz9J//+Z/xxhtvwGKxoF6v48SJE3jssce2rMyaoV6vo16vo1wuIx6PY3JyEtVqFR6PB7t374bdbofZbMbMzAz+5E/+RMnabDbjS1/6EgYHB9f7FgBo1518Po9XXnkFf/3Xf41QKIQ9e/bg9OnTOHToEB566CEEg0FYrda7miPN1qpbHQesXaNaaUzdDvo52Ewmcj+Rx+hlKM+Vz+fx85//HFeuXMHy8jIA4OWXX8bRo0e3nNy5V+j1qzu5T738+bl4PI6f/OQnmJycRLFYhMViQSQSwW/+5m/C5XLd8fmb4Y4NDf2gyOfzmJubw82bNzE1NYVisYj5+XlUq1XNcbcbTAYeDPTKr36A3ek5qDj/8pe/xPj4ODo7O2Gz2VCpVJDNZlGtVuFwOJRSuVFxqzGpV1qq1Sri8TiSySQSiQRmZmZQqVQQCAQQjUYRiUTQ3d29xujgd1QqFVy4cAGxWAwulws9PT2Ix+N455138PDDD6Ozs/OB3/u9QLPFHlg1zmq1GhYXF7G0tIRMJoNMJoOFhQVYrVYMDAygt7cXPT09sNlsa55BtVrFhx9+iHPnzsHhcMDtdiORSOC9995DMBhEb2/vLa9jM0FvmAFAKpXC5cuXceXKFWQyGaX8cU2NRqN47rnn0N3drYzgmzdvYnl5GeVyGWazGclkEj/72c/wuc99Dh6PB8DWXHvlszebzSgWi7h27RomJiYwOTmJer2OUqmEWq0Gs9mMI0eOYHR0VDPnyuUyFhcXUS6X4XA4UKlU8MEHH2DHjh3o7Ozc1OPrTsBxt7S0hA8//BDvvPMOPB6PWrvK5TJ+8Ytf4IknnsChQ4dQrVZhNpuRz+dRrVZRqVRw7tw59Pb2agzg9YJcg00mE9rb2+FwOJBMJvHGG2/g0qVL2L17N0qlEl5//XV86Utfgt1uV5/Vo9nzl+dv9vrtxsxWHkt6fJwcpJMAAAqFAuLxOCqVCur1OiwWC6LRqFJwb+WQ4l6dz+cxNjaGmzdvIhgMwuPxIJvN4uzZswiHwxgaGnowN/4AQSOjme7B1+X/ekhdMJPJ4J/+6Z9QLBYRDAbVPM/n85ienkZvby/cbvcnvtY7NjTkoCmXy3j//feRSCRQqVTg9XoxMjKCiYkJzM7OYmhoSB3fSpNrI0Kv9N9q0H3cptpoNJBOp/H2229jcXERoVAIHo9HLRQulwsulws+nw8OhwPAxn32t/NEmUwmVCoVxGIxfPjhh1haWkIul1Oe0lqthuvXryOfz8PpdKK/vx87d+7EyMgIfD4fgFUF5q233sLY2JgywJxOJ+r1Ov7xH/8RXq8X0Wh0w8qoGW63cdTrdRQKBVy+fBlTU1OIx+MolUoAVoyHarWKUqmEsbExWK1W9Pb24uGHH8bAwICKcKTTabz//vv48MMPkc/nYbPZ1OJ24cIFDA8Po6en57bXspkgoxiXLl3CxYsXMTY2phZ6ALDb7Uq2ly5dwvz8PA4fPoyuri5ks1l88MEHmJ6eRrFYhM1mg91ux9mzZzEyMoJDhw4B2NwG2e1A2cViMbz55psYGxuDz+dT98ooRT6fx9/+7d/i7bffxrFjx3Ds2DFMTU3h0qVL+Oijj5DJZGAymeB2u5FKpfA3f/M3+NrXvvapNtaNDI6HarWK8+fP48KFC5ifn4fD4YDValXHVCoVJJNJ/NVf/RWmp6eRyWQQj8eVYWuz2fDuu+/i+PHj6Ojo2BD3RLhcLnzlK1/Bn/3Zn6kI4dLSEt577z1EIhG8+eabag1q5vBo5pzjbyrDeoWORkuz62k1fNy91+t1zM/PAwCuXLmCfD6PRCKBcrmMSqWCarUKn88Hl8uF3t5eHDx4EHa7XTM+6YiZnJzEuXPnMD09rfYip9OpnN/vvPMOenp6lF6yWXCrMdRoNFAqlZDL5XDjxg1kMhkUCgVleNlsNmVceb1etb/SKCNqtRrK5TIuXbqEq1evIpPJKD2F8q3Vajh79iwikciDMTQkrl69ilQqpX7sdjv27t2Lf/zHf8Q777yD/fv3IxAIfOKLMvDxuJuFLJlMIpvNolwuq895vV6Ew2Hljb/d98zPz2N8fBxXrlxRVA7SYOg1tNlsmJmZgd/v31R0KQkufmfPnsXExISiDNjtdkWdqlQq6thcLof33nsP//RP/4TBwUHs2bNHKY2JRAK1Wk3JiZsT/06n0+t8t58cesN1eXkZ6XQab775plqsTCYTnE4nKpUKLBYLgJWFzel0IpPJ4MyZM3jrrbfQ09ODQCCAUqmkNhouijabTXm3qtUqzp49iyNHjiha3mbdyOW1F4tFnDlzBpcuXUKlUkFXV5faLGU0w2KxwG63Y35+Hn/yJ3+CXC4Hr9erHAmcxz6fT0U2buV93QowmUwoFot47733cOXKFVSrVYTDYbX2cBzRC2+1WrG4uIg//uM/xn/7b/8NXq8XwArtk1EPjtXp6WmUSqUta2hQdh988AGuXLmCcrkMj8ejieSSTlWr1ZBOp/GXf/mXyrHI910ul4pob0SMjIxg7969OHPmDICVNdvhcODhhx+G1+vFn//5n2N+fh6jo6MYGBiA2+2+pZfYZDIhmUxidnYW165dQy6XQ7FYVGuVw+HA8PAwvF4v+vv7VTTRgBbcLyYnJzE+Po58Pq9kTllarVZUq1UsLS0hn8/jww8/xC9+8QuMjIxgYGBAPZPp6Wnl1AJW1kiXy4Vyuazmda1WU+9tBnwcJW9ubg5LS0vK2VmtVhWFtlwuK0OtWCzC4XBgdHQUw8PD6OjoUI6XeDyObDaLpaUlnD9/HrVaDVarFS6XC41GAxaLBfl8HgCUwRcKhT7Vfd21oVEul5HNZpUVZbfbEY1GUalU0NnZifHxcbU5Grh/+DjjIJvNYnx8HPF4HOl0GplMBqVSSQ1kq9UKn8+H7u5udHZ2KgUHWFmQs9ksZmdncfPmTSwuLqqB63Q6Vc4Cn3M2m4XL5cLi4iJ6enrWeIM2GprlU1QqFbz//vu4fv06KpWKUjIYseHix+PtdruiCTFEOz4+DofDAbPZrBQ8/vA8Mu9js0LKr1Qq4d1331VeTq/Xqxa+arWqjAQAytByOp2o1WrIZDK4ePEivF6v8jaRgsFNol6vK9m73e4tESnltZfLZbz77ru4du0aarWaMmyBVY9dpVJRsqxUKmruptNpJBIJeL1e5eXjRhIMBhEMBtfr9u455Hjj3KHsxsfH0Wg0YLPZlDIhI2hUlrkhOxwOLC4uIp1Ow+12w263K0OtUqnA6XRieHh4yxoZlOGZM2dw7do1ZaharVYV5QBW5h+NCjpJAGB5eVmtm4VCAaFQaEOsZc3WhY6ODjz77LP46KOP1PVXq1V4vV5EIhHMzMxgYmICc3Nz8Pl86OzsxGOPPbbmPIwmzs7OolgsqvHicrmUQyCbzeJXv/oV6vU6QqEQOjs7cfLkSdhstqaedD39pxVQqVRw6dIlXL9+HYVCASaTSRNN4tgEoOYf18FEIoE33ngDZ86cWbO/Ujmu1Woqil4sFhV9kjTezUBVluNORrwXFxdx7do1LCwsqBw0q9WqZMF9koYaAORyObz55ps4d+4cOjo61LmpuwNQn6FOx2O49+ZyOWSz2U+93961oRGPxzE/P49isagJZblcLnR2dqJUKqFSqWxYJXOrQM+L5+9YLIZEIoHz589rIhgmk0mjHOfzeWQyGczOzsJmsyllr1qtIpfLqSRci8UCm82mFBcuBuVyWVnR6XQa/5+9946y67yuw/frfeZNbygDYNAGvZJoJEASBEgKbBIpSpQsWZYiyZZsy1akuOiX5WQlsVeSJcf/JPGSo8hyIsmiJMoSJcoym1hBAgQIEH0G0+ub13u9vz8m+5tz7wxIApjBtLfXmjXtzZt7v/uVc/bZ55wrV66gvr4ezc3NOlZoLsI4ZqOjo3jjjTcQDAZhs9nUwuO9MkxeKBQUa8AF7XQ64fF4EI/HkcvlVNIuAJ3RWCgUkMlkkEwmUVFRgerq6tkcghuGXNfBYBCvvvoqQqGQYtwJjm2hUFCGntwg7XY7XC4XotGoGk+LxaKS0Pi3Y2NjSKfTqKysxObNm+F0Oqe8lrkO47Wm02mcOHECV69eVYeEzPXhvMtms2recQydTidcLhcCgYDufbl2H3vsMaxdu3a2bnXaYcwpS6fTOH78OLq7u1EoFHQ6e1l8gIYyGXg6JE6nE8FgUEViAag8s+bmZmzYsGFO5BxMNziOw8PD6O7u1iXOMzHaYrGouZbNZpFOp5HJZBTRZLVakUgkAADZbBYrVqxARUWF7n/M1po0/m/KX4GJvZhnm8vlwoYNG+BwOGCz2VAsFjE8PIxvf/vbKgpmNpuVI+ZyueB0OuFwOBSZxHOwUCjA5XLB4XCoCNDIyAjeeecdLF26FIcOHVLSMnl9C9nJMJJ5qVQKJ0+eVPIm6SDwNVynxWIRFotFRYVIaGWzWeRyOd0ZICVsFotFzdlcLodgMIhIJAKn06k7m+YyjOOWzWZx5swZDAwMIJfLqdcx2m+1WlVEkUVDpOoin88jlUopO48OGc9bSYTynIlGo0pd0N/fj7q6uknXd724LkdD0zTFjEvdVz6fV0ZXOp1GV1cXGhoarvtiyrg+SBanUCigu7sb586dU2wBN0vp9ZKB4eLlZseFzGfq9/uVcyKlL7lcDslkEpFIRIXXotEoTCYTqqursWrVKp0WcC4agnIxh0IhnDhxAuFwGDabTTkaAJQzlclkAEBtgvwdjRE6ZJlMRoUfqQtOp9OIRCJKyuJ0OvGJT3wC27dvn52bv0lwHoXDYeWckYnnxsX5xUOYXzNyBEA5sFarVY0bNzvqdYPBILLZLKxWKw4fPoz29vZJjM98Ax39U6dOKWOPOTxcpzQAySSTqaPRRyYQGD/AKYWJx+OoqKjAli1blLxsIUAaY4xk9PX16RwInkecQ9LJyOVyyGQyajwp7SNpkMlkEIvFkE6ncfjwYaxfv36SdGa+g3MhFArh7bffVs49E+FlxFVW2CsWi0in00gkEsr4SyaTcLvdsFqtOHjwoE4mNJfGq6mpCZ/97Gdx9uxZVSGxUCjg+PHjWL16tY7lZeRB7kNS+sqzwWq16phjGUUrFotKTuZwOJBIJNDR0YGxsTFs3boVu3btUgy+ZPHn0phNJ7geu7u70dHRgXA4PIlQ4RoGoJxeOSZ2u12RCRxr/i3PYp4rdERYmGZ0dBSrVq3CAw88cNPSn1uNUqmE/v5+NW4AFIlJ51faGcCE0kIqTlwul06+THtPjiHtR54x2WwWoVBIvce6det0Z8mNzNnrcjSYCEtNFwC1aGw2m2LZOjo6sGfPnpu6sDLeG3I8Q6EQLl26hL6+PqVpl5NPGoEy5EZZiwxhMizM58vPUjIXi8XUwV1RUYFisYihoSFs3rxZl+A8lw0dTRuv2PPOO+9geHhYJdKS2WPuifHAlcYzfwdAOWB+v1/JqQYHBzEyMgKLxQK/36/Cuc3NzToZ0HxbHyxvHI/H1XzinOLBkcvl1HwjI0oDkAnOJpNJMcmsdhMIBDA4OIhSqYQlS5YgFoshEAigqqpKVSCZr+B6uHz5Mq5evapkKk6nc9Lhy0OTf8cclkQioQ5dssu1tbXYvn07Ll68CIvFoqJl82lOvR9oTJw+fRo9PT1KlkeWTjJ51ClzfqVSKUSjUSQSCTidTrXPxeNxuN1urFmzBvl8Hi+99JKqpAcsrPEDxsfw9OnTCIVCyshwOp1qz+O6JaFEQy6bzSIYDKJQKGDJkiXYuXMnRkdHYbfbsWzZslm+qwkYn5fZbMaRI0ewZcsW5ZhaLBb09fXh+eefx7333ouKigq1J9GpACZK/sqzkvsc5xwjHTSGGX2UTirzpV544QV0d3dj7969aG1tVdc43/b+60GxWMSFCxfw7rvvwmKxKNk1DWE6+jKKyw8+KxmxkD8HoP4+FothdHQUqVRKOc5WqxXxeBxr1qzBhg0b5tUYa5qGCxcuKGkj55rValXSMECvmDASu3Iuc46RUOAHnbNkMolkMqmIZovFgmAwiIqKCjzyyCPYt2/fTRMv1x3RICvEzVgashaLBQ6HA/F4XIW/FvJCmm1Q89jb24tEIqFbxNKhIEsvE0epe+f3/Fse3nyfdDqNWCyGaDSqM7Qp0wDG9ZQNDQ3YtGmTLqw5l587S6bS2OBCBvRVlDivKQkkq9zT04OWlhZ4vV610GkUM4JRV1eHr371q9i9ezfy+Tz+03/6Tzh//rxipYH5d9Ck02m89dZbSCaTcLlcatzoZMhIBjARBctms4jH4xgeHlZVp2jMxGIxVR3I6/XiIx/5CO699140NDTge9/7Hr75zW+q6Bkw/8aMMJlMCAaDuHLlimKSyJKSaeKYyHvkoZBMJtHT0wNN07B69Wr4fD6sX78en/vc59DW1oaf/vSn+Na3vqUcWsmcLgQwCZJjQ8OPUSBgwkCUY5fJZBAOh9HX1we3260q0FRVVeEjH/kIDh8+jFgshs9//vOT9Mjzda5NBUpJgIlzW0aL5JhxbEkcsMT3ihUr8Hu/93sYGhrC//gf/0OdAXMRvJ9jx47h5z//uXqWdXV1qK6uVrLMiooKVURB/i0NPOnMGhOXp3JueK4SFotFKT2GhoawZ88e7N69Wxc9X2hIJpM4ffo0BgYGoGmakvUAE2uSUSFGb1OplCKm6JgAUMw6iRfKoEZGRjA4OIhsNguPx4Ndu3Zh06ZN8Hq9+M53vqOb7/MF0WgU7777LoaHh9Xc4xzhHid7BjHiTVkoz2Aph+JraROmUilEIhGMjY2ps9fj8cDlcsHv9yOdTuPKlSvI5XKorq5WdtHN4LrfgTKSqZqYeTwe2Gw2DA8PY2BgAEuXLl0wm/RcQzqdxpkzZ3QhYQCKNQCgHAeCzgYwoW3k72U4jfkEoVBIsajMu7FaraisrFR15zs7O7F8+XI0Nzdj7dq1c/5g1jQNyWQSb775pqqQJBNJuXBZSYSGsgwpjo6OYmhoSEVA+LtoNIrR0VGsXbsWv/u7v4ujR48q/XKhUMA3vvEN/PCHP5x3ZfaIVCqF48ePq54YHDcerjSUafyl02nVdC6ZTKK7uxvRaFSV32OUI51OQ9M0PProo/id3/kdZDIZNDY2wmKx4LOf/Sy8Xi/q6urm9Lz6ICiVSjhz5oza3AEog07mAvF3PFA4fv39/YjFYvB6vUilUli/fj2+9rWvobGxESaTCZ/85CexceNGFT6fyxHF6wEdrXfeeUc5sTKKJiskcR5SDsDoYn9/P5LJpJqXra2t+P3f/32sX79e1ez/u7/7O5WYL2UaCwU0ygi5V0s2WSaF0sBLJBLQtPEiI36/H5s3b8bKlSvnfC6LyWTCPffcA6fTiVwuh6qqKtxxxx0qEpNKpZBMJhEOh1FRUQGPx6PunUSplIYa86mM0j2Zf2Cz2dQaJOGXSCTwi1/8AqFQCHfccQcqKysXlEyPc6ijowMDAwOwWq3KyWB+AIkAKVEmu85qSLFYDOvWrVNlavn7fD6PeDyOgYEBJBIJbN++HXfffTfuu+8+uFwuJbPK5/MYGhrSSYvmKqSU+9SpUxgdHdXJ9Bhp5FhSSkvZZ6FQQDQaRXV1tapESHKP5y/luKFQCIODgwiFQvB6vdi5cyc2b96MPXv2KHlZd3c3vvSlLyEWi6Grq0snt7pRXLejIRM1p+pKaLPZEAgEcPHiReRyObS1td3wxZUxATkZWSFpaGhIHQpy85PePxNH5USR2mZOIm4AbLAWCoVUfXmv14vVq1dj//79qK6uhsvlgsViwcmTJ/GNb3wDTqcTDQ0NNz0ZZxLcbIrFIk6ePKmYdSlDoddv1CvTYBkZGcHw8DBSqRSamppUKJMbocViwZEjR/DlL38Za9eu1bFfVqsV27ZtQ1tb2yQjcL4cMtQ6Mwwr838472RYlh+RSAQdHR1IpVLw+/1wuVxq3LLZLJYsWYJ//a//NW6//XYlbQHGx6Wmpga/+7u/q4tozIexMsJkMqG3txejo6NqTnHuybwMzgV+T7lZJBLR9XsAgCVLlignAxjfm3fu3Kn7n/MZcs/r7u5WJaNlFB3QM/F0OPg5k8lgZGQEqVRKVdorlUpYtWrVJEnFihUr5kyX6+kC95lYLIbe3l7dfsa9X8r25N5H8orGDI1lPpc1a9bM2n19UJBNX7ZsGS5cuIDdu3fjz/7sz1BbW6uYdDbJjEQiCAaDKvEbgGpcKCVUtIGMDDPB11IWRKNaklnMb3vooYfmXf4AMHUDPc6fS5cuobOzUxFxMumYUQyTyaSMZRrK4XAY0WgUpVIJPp9PrV9KpNLpNAYGBhAOh7F69Wr8u3/377Bx40ZUVFToZN+apuHee+/F+vXrdRUN5yq437NthN1uV44GwSgOnYhMJqPUJqlUCoFAAG63W+eISGcknU4jGo0iGAzC4/HgiSeewIEDB7B06VLVN4PPc8mSJfirv/or/OpXv0J7e/u0RN2uy9GwWCxYtWqVCv3LEA0Xmt1uRyqVQmdnJzZu3HjTF1jGODgJstksTpw4geHhYXUYUGdL+Ukul0MqlcLIyAiWLl2qy7mQiab0dKkBj0QiqsZyoVDAqlWrVIOr6upqtZnwerZt24YHHngAHR0duPPOO3WyqbkCoxHf19eHrq4uAFDjRkg2ismkXLDhcBijo6NIJpOqYpLf71caR7PZjPvuuw9/8id/ohLp5fsSrN8/1/NYjJrPsbExdHd3I5fLwe12qypTNO7IZPF7yusymQxGR0cBQB081EWn02n4fD781m/9Fvbt26fyhCQzSMz3uvSU21Ealc1m1QHIsZZGsgx3czwp02M+y/r169X7G5/XQgDvJZFIqH4P2Wx2UgUZWQrZSA7QkPF6vbDb7XA4HJPGbjFgcHBQRSWAcWkL558kncgAy+gGAJXkLBn/+QCTyYTKykp85StfwZ//+Z9j5cqVaGlpUY0dNU3DkiVLcPfdd2N0dFQ1MIxGo8rhYK8HElMy/4L7HTCxBmmYyeZycj/jeLOHwUc+8pF513fMOAd472yeRzaekW8p9SERxb2QDgTlVJWVlcqWkBXQRkZG0NvbiyeeeAJf+cpXUF9fPyVJZzKN93Bqa2ubFxLlUqmkmuYZlQIkVXie8kwNBoNIJpNKbtzc3AwAKk9Ilvft6elR9uKHP/xhfOYzn0FVVdU1bRS73Y4NGzYoImY6xu26HA2z2Yz169fDbrejt7dXeZ9kRuiFaZqGgYEBjI6OqgEo48bBRZLL5fD2229jdHRUbXQ0+rgYmfiYSqVUXXh6rLIKC+UY6XRaTVh+LFmyBA8++CDWr18/aQOUiVu1tbX4oz/6I0SjUdTU1MzJhSyvKRAI4Pjx48rANbJTMlFKGi4M21LHyI6lTAAvFouoq6vDk08++b7slHHjm4tjZjRak8kk3njjDcWacCOkcSLZeBorwEQtbofDgYqKCsUoUy5VKpWwa9cuHDlyRJfzJZ2NuXxAXA+SySSGh4eRzWYxNjYGj8ejq6RCw5hGsowOlUrjvTFYuYvyRVkdCVhYTgZRKpXQ0dGhqkLFYjE0NDSoylFyjKSTKyUttbW1qipisVhEbW0tNm7cuCDHywiOUW9vr9r7U6kUgsEglixZotN/yzlIosVsNsPn86G2tlaN5XwrFWq1WvHEE0/gtttuQ0NDg5Kzyj3GbDajoaEBjY2N2L59O86dO4c33ngD8XgcXq8XmUxGESHGCj7SoZCfjREQ/g0lPoVCAefPn8dTTz2FRx99VBl/83E9m0wmjIyM4PTp0yrizXvn72mncK6RGKXEiraKy+VSdiTHKRgMIhQK4ZFHHsFXv/pV1NTUqPd9r2ua6uu5hGKxiCtXrqCzs1PnmBnPQO5nzK+g7c1xZtqCLFaTSqVw9epV9PT0wOVy4Qtf+AIee+yxSUVVpopOTXfu0HUng1utVqxevVqFs+LxOIAJDSIZgEAggK6uLmzdunVaL3gxgmFG6ve4ETFEy0lFQ6ZQKMDv96OxsVG1oCeDIHXLwWAQ8XgcmUxGHS7Hjh3D/fff/54MspFpnstss5RMvfrqq7h69Srq6urg8XhUWJfJewxLyiZp/F1VVdWk6g/MQSgWi3j88cexadMmXYRiqs1NHiJz1ZiW16JpGq5evYquri4kk0k0NDQoA1myLZKlkk2+7Ha7ysewWq0qBJ7P51FZWYkPf/jDuvlDJ5bXMB8YqfeDpmno6upCKBRCOp1WZQelwSKZUWOUyGq1wu12w+v1qvVLo2k+GiXvBeOayOVy6OvrQyQSUfkFMg9NkgQkBSTDbLfb1fziWt21axeamprm9Zz6oNA0DeFwGKlUSlWPMpnG8ymdTqcylqUxI9ec7GngcrnQ3t4+b6Q+8tk6nc5JUSzjHgOM33N1dTUOHDiA5cuX4ze/+Q36+vpgs9lUVR5JinAN0ziU6g4AkyR+cs/k+J45cwZ2ux0f//jHlaxoLke6p4ogpNNpnDx5EplMRtkcxnKsU1WQokyK0mMmP1NxUSgUEAgE0Nvbi40bN+KP//iPlZNxo9c7l3D16lWcO3dOJ+Gmoc/9HxifR+l0Wkmg3G63clr5tzx7S6WSatjc09MDs9mMP/mTP8GHPvSha0aiiJmyR67bbaFnumbNGjQ2Nup0+fTGmNnOhCCGX8u4MeTzeVy6dAlDQ0Nq/KWuljkV7G9SWVmJyspKNDU1KeadE5CHTTAYVCxhOp2Gw+HAH/7hH+LRRx/9QI7D+xnUcwW8tosXL6Kvrw8ejwder1eX3MfNUDL0Uq/MzY+LmvkFZAbb29uxb98+Xb7CtcZE/m6qg26uIZvNqo63dXV1ugPE6CwZa6KT7aPkgj0yqBvdvn07Wlpa1P96ryjPXB6j90MsFkNPT48K/Xu9XsWuEzKKIevJy2gxG4tVVFTg8OHDKldjPo+NEXJNlErjNfhDoRA6OzuRy+VU5FQyxNIpkz8HoKrXkKyprq7GXXfdNe9LJX9QaJqGoaEhVR2qu7sbIyMjqs8K17FMGOV4co+02+1wOp3wer3YuHHjnJTI3ije6xxbtmwZHnnkEaxbt05FaWkAk2jl2SrLAUvigOMoczwo7XG5XPB6vXC5XDh9+jRefPFF9R5zdU1f67pOnDiB/v5+uN1uJZGVJfOlHJlkCQBFTns8Hp06g8Tn0NAQurq60NTUhK997Wu682I+Qs63oaEhXLhwQSkEaGfIPZCv59lgtVpRW1sLt9uN6upqJWVk4nexWEQkEsHVq1dV2f7Pf/7zuPfee695rk7lOE43riuiYWQIVqxYge7ubnWxLG/LSgE9PT04d+4campqlFd/qz3Mue7RShivlcbbuXPn0N3drQwPqd+TRq/f74fb7dZFGWTTL0YxYrGYqpucyWTg9/vxpS99CatXr/7A1zqfjOVUKoW33noL2WwW9fX1k8K6lKRIXTygb27D0nE0kjOZDAKBAGw2G44dO3ZdLMt8AZ2MoaEhVFVVKbmZzPeRcgsjG03W2W63Ix6Pq0hGJBJBQ0MD7r77bl1X4bk8h64HchwAoKenB+l0GvX19airq1ORNKNshevbaDwTHONDhw5h06ZNABbOmBHyftPptNr3Wlpa4Ha7ldNAckBKHuXaNTJ1rL9/8OBBtLe3A1h4YzcVcrmcLkdq+/btOgNYRtFkAzTjXGSluIWW2/JeRpamjedDHT16FK+++ip6e3tVyV9Av26nMhSlxp7vx/Nb0zQVUSqVSohGo3j66afh8/lw22236a7hWtc6G5gqIj84OIienh5UVVWpMSAzL/9OzjVGhorFoooQGSPiAwMDav3/9m//ttrzrgdzYcymQiaTwblz51AsFlXlSxkVM0a1JGnHxpAcJ1YELRQKCIVC6OvrQzAYRC6Xw+c+9zl88pOfnPWE+JsSYklP3Ww2w2636z7S6TQuXLiga51+q8OC7zfRjAzYbEKGrHld4XAYvb296nvZ84IL1ul0oqmpCbW1taivr0dFRQU0TVMyoFwupypq0MGgh9zY2IgvfvGL1+Vk8BrnAzRNw/DwMIrFImpqalRzNGpAaSTLQ0OGtiVDT31zLpdDIBBALpfDo48+qqv0s5AQiUQwODiIpUuXwu/3q7VOSL0tD18Akxj5fD6vKkwxmf7jH/841q5dOxu3dctApom13EkAGBtXybHjmEopC9dyLpfDkiVLcPTo0Vm6o5mH3K/j8biqwtLQ0KDyWrj3yQiQsZqSlE+R7Wtra8N99923YHsXTIVEIoFwOKzODafTqchAYCJxmeMlHTj+nHNx1apV80Y2NR3gXHQ6ndi/fz9aW1t1/aN4fqTT6Uml/klK8TyhUU6HhEy+y+VSkQ2z2Ywf/ehHuHDhgs6gf68I+a2GMe8hlUrh5MmTKnLIhHlpMJtMJlUdk3OLdiCloSz0wPOio6MDV65cQaFQwKOPPop77rlnFu96eqFp42VsWepdljgH9FXMpL3M17IICyNEzHWhwzc2NoZsNosPf/jD+MQnPjEnIpA3teNygACoBcTqFCyp2tnZiYsXL07yzOeaoTqX6s5zceZyOZw7d053CEjJj9y0qqurUVNTozxe/k06nVaJVIlEQudoOBwOfPazn8W6detm83ZnFGNjY3j77bdht9tVWJcMCg08Hq5sGCRrfdOgkcby2NgYEokE9uzZgw9/+MOzzhZMN3gAXLx4Efl8XiXqkUBgLguZZWM1EWnkFYtFXaGBTCaDe++9F3fcccecr8F/s9A0TfVdAfRMnmw0R0YKgPqeX3NMmTx/5513oqWlZc4YHjOJq1ev6uYSCQLug1yXskSwJIw0bbz5VzKZhKZpOHLkCJYuXTpbtzMrCAaDSsYITEQuZETN6KBJ8oU/t9ls2Llz56Jy0giTaTy5eceOHaivr9c15eNZTBKKTi0ZZjoaPGMoReM8Zg4Rc7Di8Th+9KMfIZFIzPZtvy+KxSIGBgaQTqcVgccKU1MVZ5BJ4JKgkhK0TCaDS5cuYXBwEKVSCYcPH8anP/3pBXPGmkwmjI2NIRAIqOcvz0HpWPL8JKTTz5L6mqapHkuDg4MIBoPIZDK444478Du/8ztzwskAbqCPhgS1m1LrbrfbUVlZqTz4fD6PF154AQ0NDVi+fDmAWydnosRFluwDoDRxTqdTVxd8Lh3erEYQi8UAQG1QAJSxQkmP2+3WlUDjxpdMJlVHb3a0lkbNkSNHsGrVqhu6vrk0VtcCoxlsMsnylsbGQVIyxY1RMvKs5pXJZFQJ4I0bN+Jf/at/hdra2nkxFtcDJvfFYjGYTCbFokjJlIwEyogGx5QRoEQigUQigXQ6jXg8ji1btuBTn/rUnC4gcLOgg2o2mxEKhXRMJwDdoWk0jI0RVkYzUqkUqqqqcOjQoQVz6E4F7sW5XE7NP44nkx6lZEqSAXLsaMiwaENbWxsOHTo0Y8mOcxXBYFD1CKKTkM/nYbPZdHIzmV8GTJYQ+f1+dX4vFhglkD6fDwcPHsQrr7yi+glR1cEzJJPJqDOG+6UkCgn+Lc/xfD4Pt9uNbDaLy5cv49lnn8Ujjzyi3nsuzVeuuVwuh46ODl00g+B8Yi8HY4NnYIJU4WvS6TQ6OzsxODgITdNw55134o//+I+VQmO+g8THmTNnlBIFmGh+zSR4WZwBmDhvZW4QxzIUCqG/vx+RSERVGr3nnnvw5S9/eU6VTL4pR0OWtOWN2+12VaPaYrEgnU4jFArh1VdfhdVqVWzcTCyeYrGIaDSqmPuhoSGMjY0pCZE88M1mMxobG7FkyRLU1NQopmK2FzTHpbe3F52dncr4kIyIZKNoNMskq3w+r8aBk086GaVSCR/5yEewf//+GWWoZnOD5KLu6+tDoVDQ6bsB6FgmGiR01vj3NJbZ8CaZTCIQCKC1tRVf/OIX31f6M9cOiOtBT08P4vE4CoWCKp1HbTFzWyTjye+lXIrhcDq9LS0teOKJJ3TlJYH54bS+F6Z6zmazWZVulE6DJGbkoUvnTBrLNAS5hnfs2IElS5bcuhubBXAsh4aGVMd4gj0M5DqVh7JkTEkQJJNJWCwW3H///Qsyef79QNmyUcIiIaO4konnzwqFAlpbW+H3++f1nna9MCblms1meL1eHDhwAK+++ip6enp0rDP3Rzob7G1FQ5IGOjAhg2H0kk1M3W43XC4XXn75ZWzZsgVr1qyZU+Mt12N3dzdSqZTKMTBKfvh6KfMmZI8qOhs9PT0YHBxEPp/HwYMH8bWvfU2XwzefwXtnPxtKQGXPFUruAH1BARnVpqORz+eVrD4Wi6neZ8eOHcNv//Zv65yz6Zg/N7vub9rRoFSKIWwmUDE0yCTaCxcuIB6P4+DBg1i1apXO+70RSLaBi3tgYABXr15FMpnUlUeThw9DddFoVJWuq6urw65du3Dbbbdhw4YNs+YJcmJkMhmVBAXodbQy4UwyVKw4QAaZEikuYm5wLpcLx44dw65du5TBOFOYrQ2STOfQ0BBCoRCsVquuk7VkC+TBSmaJ84QRMZYkDQQCcLlc+PznP4/t27e/73XMpQPiepBMJtHR0YFSqaQkU1P1GyHbzvHM5XLqM6MZlExZLBb81m/9lhq3heJkANe+h3g8rut9wc9TFXwwOmsAVIg8kUjA6XTi7rvvXhDj9V7gYRuNRnWJtvwwyvKM8xGYcIBTqRQSiQSamppU34zFZChz75dgJAOYHE2TP5OObqlUQnNzsyIQFyPkfXs8Htxxxx14/fXXcfXqVRQKBXUus/cIHYipIkWUrtEIByaqo2UyGVRUVCAYDOInP/kJvvSlL8Htds+Zucv/z6bMLABkJKHk+pTnBO0v2bm6WCyir69PyaV27dqFb3zjG/D7/ZP+73zBVDkWLG4hG/IxosW/4frk33ENyi7qpVIJ4XAY/f39ilA2mUx47LHH8KlPfUoRKtOJmx3/m7P2MdEanRfDRCDKkpgzwG6GL730EiKRCNatW3dTBj0fRDqdRk9PDwYGBhAKhdTklhPemDBII6irqwvHjx9HJpPBs88+i02bNuGjH/0oDh48iLq6OtTV1d3s8Fz3PZVK4yUdo9Go2ohkrW46aGQJZJUGNnNhEznKxnhYVFRU4Mknn9R1zFxokA5oV1eXGicay8YQrpQPyARINpWj00oJ2v33348777xTFwmaCwfAzUKOG+cOx4vsi5F1p3PLvwcmyrRK2SLzWe644w6lp1/I4FjG43EVCjebzapbK6BvfGlMwOV7cA5ms1msWLECTU1NC37sgHEWfmhoCAAUiUVHgusXwCQZFUGZQSqVQqFQwIoVK9RZs9DHT+5FwWAQ6XQawESXahmxBaAbV+5pcq3n83mYTCYsW7bspsnBhQJN0+BwOHDbbbfB4XDgypUrapyMBqJc5/xbQP8cOPY2mw12ux0ulwsejwcXLlzA22+/jQMHDsyZM4bX39/fj2w2C6/Xq+6b84fXaWTnjVIpOsGBQABDQ0PI5XJYtWoVvvCFL8wp2c/NguTJ+fPnkU6n1TqS4yYJFJmLQYeMOXrFYhGxWAwDAwOIRqPK1vvkJz+Jxx9/fEacjOnATe0crLjAhQdAt9h40+l0Wkl8IpEI3njjDfT392P//v2q4+j7QRpC1P4NDw/jypUrCIfDqocEDRmjbldqdhOJBEZGRtDV1aU2iGg0itdeew2hUAjRaBT33nsvampqbnnyWyQSQVdXl24SyuiQXNCyQg2djFQqpSQ/Ml9j2bJl+MhHPoIlS5bMGXZkJsB7GxwcRCQSUVpZY7UuVrog88TvuZipGaV0amxsDG1tbfjoRz+qm68Mjc93SMbt4sWLuuiZ/L38WkaCeJjyMEkkEmqtVVZW4rHHHpvU8XShQu5PJD147yRmpJyAUTbptHHtcoy3bduGurq6BT92UrJI+S2jQXKdSQkQx03u+3R2bTYbDhw4AJ/PNyv3c6sh50Y8HtdFxck8y3HjuqVhIx02vp/b7VZJ9At9/l0PnE4ndu7ciWXLluG1115DLBZTxKCMagDQnduc41KSNVXPkmw2i6effhpLly6dM/kxJpNJ2V2cNzxfCbmXAdAReZTRcn8LhUIYGBhAIpFAXV0dvv71r2PTpk3zfo4Zo9as4CijGfI10tGQY8XcWkaEEomEkl9xvj3xxBN44okn5nRvoJtyNOiZMtwjB0uGC8mKMiSUz+fR2dmJeDyO/fv3Y+XKlZOS0Iwbmvw6kUioygTJZFIZe/JvjeEnqXWLxWIYHBzUJWoC4w/78uXLeOqpp+Dz+WC327Fhw4ZbZkhqmoYrV64gk8mojYmHLQ9R6j6lHj6ZTCIej6tqUtTHm81mZLNZNDU14YknnkBjY+OiOChYg9uoiSdLRwPPGMUwMvX8iMViKBaLuPfee7F06VL1LOThMd8hHYZ4PK4SwHkIkpWRToaUCXA+yq7g+XweyWQSR48excqVK9X/WUiyqWuhWCwimUwqokD2bZH7kSRmJJtFuUE2m4XVasWaNWtm+Y5uDTjPcrmckmXQWTPKpox7u5RRUS5aU1ODzZs36yQMC3neEZqmqfOA98sxtNvtk6K6/CzHlOSc1+udM4buXAHH1GazoaWlBQcOHMCLL76onDvONxrUsnmdPNvlnJTzPZfLwel0IhAI4OWXX0Zzc7NOPTJbKJUmqjPK3AxJIPHclGV9pWydkYxisYhAIIBwOAyn04nf/u3fxubNmxfMmSrR2dmJfD6vSpvLDuAAJpFNjPwwKsv0gEAggEgkgng8jkwmg4ceeggf+9jH4HK55rRtd1NPlD0FCLlo5IKSycuSoR8ZGcGvf/1rXL169T0dC2mcxGIxnDx5UsmL6GSw1K50cIzGoGS7JEMmJ3ahUMDZs2fx/e9/H2+99ZaOlZhpDA8PIxwO63IwZEdRacgxYkHPll6vbOBCffLHP/5xNDY26oyauTohpwOFQkHVjicjyhJyUiIgJXWysSE3Q+b4hEIhtLa2Yv/+/XOaNbgZcF4MDAwgHo8r2aM8SKShLI09Hqace5yL2WwWdrsdhw4dUjrjqQ7ZhQh2Qef+JEuzGivJGBP/aOCxnLLX68W2bdsW9JolTCYTOjo61NwymUxqHtLQMrJ/xrGj9C+fz2PDhg3wer0Leq5NBaOsVjq1RqNXnpkcT5n35/P54HA4Ft0YXgtGB8FkMqGhoQH79++H3+9XY8e9kB88l6XtYbR52BqAua9msxmvvvqqqj4529A0TRVYoEyeMBImwISShOeBjNqyzGs2m8WhQ4dw9OhRXUL5QkE4HEYsFlNraCpHykgGyG7zPGtDoRDC4TCSySQymQy2b9+ORx99VEVr5/L5cN2OhtQajoyM6Ix2Y1TCZDIpr1f+LX9XLBYRDofx2muv4fz585P03hKlUglXr17FqVOnMDY2pjvAZSk5ALqfy6gKMP4gfT4fmpqasGLFCrhcLh2LSMOJ+sjOzs7rHaIbAuVP3IxkAqT8kHW66fHyQGHSUKlUQiKRgNfrxe233z5lEp8xRL4QIOcm+z/wQyblce7JIgE0UOis0ViORqMoFot4+OGHdazeQmRdNE1TWtD3cwpkJIgfHDs2sMpms1i/fr3qxGzEXN4YbxZMaCZRQaNZSqakdMVoPMuur0uXLtU5agsZlBlks1md4SINEHlOSIOPBzT3RU3TsHv3bnUOLIbxI/L5PCKRiCrIAGDKeSbzrPhzjjvn55IlSyYlNS92GMfCZDKhubkZmzZt0pXulpFzmd9mnLvGCkQOh0M1VgwEAnjzzTd17zlbyGaz6O/v18mRjQ4Go2WZTEZ9LZ0vYKJjfTKZhMfjwb333jsvDOb3w1TPhmqTqUh3+XccP8q1aeeZzWZdkZ9cLoe6ujp8+tOfxooVK27Zvd0MrstakouE0iOplZUTTxr2bEoiDT5gIulsYGAAb731FoLBIIDJE61YLKK7uxuXLl1CKBRSi5wJvvybqQ4UaVAC44vY7XajoaEBra2tOu2uvL9IJIKTJ0/i7bffVtc1nZD/CxivNHX16lV1jdR1yxrdHDPel7GyFI1ryi2efPJJ7N69G16vV/0vo6xtIUFueHS+JFMno1nyb2Ski9Ei9t6IxWJoaWnB1q1bF6RzQXBeMGFZzhPOPyNzLCt4kTWlnJIfe/bsUdG4xQT2DuE8ZDdhmV9FI08SHVJ6wLHdvHnzokiiJzh2MgeQ84dMHzDh5Mq5Jdeyx+O55QU95gry+TyCwSCSyaTqAZTJZBCLxRRJxypJknCRY8mv77jjDp0MuYzJIDm4evVqrFmzRic7NebFAHq5GpOmpV3kcDgUuVAqlfAv//IvqkDMbCKRSExJkBjBM4Nnqcx5ZDRjbGwMxWIRR44cwc6dO3V/u1CQy+UwODiovqeNbCxWxDOVVS5J2lH+HolEEI1GkclkoGkaHn74YWzZsmW2buu6cV2Wkwz1B4NBtUDk4ElNNx0Om82myovKUDgdD03TEA6H8corryAcDuv+ZzabxZUrV9DV1YV0Oj2lLn4qmZZkY9XN/r/f22w2OJ1OVFZWoqamRoUAZSRG0zR0d3djaGhIMULTCWP0h1Ucpvq9ZOE5MZPJpCq7yudAxONx7Nu3Dw0NDbqEXo6BfP+FBo5TMplU4WZpKPNrjhtfz8UuQ5apVArxeBxbt25FS0vLLN/ZzIKbO6M5PNTkuBmjP1I2xa85dslkEg0NDdiyZcukdbhQIQ/I3t5eNRbZbBbBYFDH9gFQBog0pGVkNZ1Ow+FwoL29fVGMHyH3tXA4rJM1Mk/NaOTw9wDUuK9cuRKNjY2zdRuzCq5BKbNlE0SeF2zcZ6wcCUzII6lKIBYy2XIz4LhZrVZs2rQJy5cvV7aIzA+UBTQATFr7POuZI0fy591338XZs2d1/4t/cyvR2dmpy7GQDYABfXNCnh8kVDjvstksRkdHkc/nUVdXh8OHD6seOcR8dTaM6ycWi6m9n+NmVAhwL+Oex0pTHLNYLKbsvVwuh7Vr1+Kuu+6aVxLk645oGHXFACaVF1RvbjBwGdmgs2G321W35lwuh56eHly4cEE9kEwmg4sXL6Krq0slVsrEXgA6h0LKpSQ7IB0hfjgcDlRVVWHVqlVobm5WEi/5mng8jrGxMRWGn04YJxrlYFILT+NN5hHwZ+l0Wh0iMiQbDodx+PBhHDt2DJWVlZMcqIWOTCaD3t5exTBJZoU5PMZwtpS3cEOgJtLtduPQoUNwOp3zYkHfKEym8W7gfX190DRNSRE534zFFqTjK+U+jGSk02ns2LEDra2t82YzvFnIuRUMBnV7ZWVlpU76Q7kn/0aSCdIhrqurQ3V19Wze1i3F2NiYKq1cKpVU8iTnl8wxAPSOmbE89dKlSxdMw6/rBR1cRv6B8XFhdJuQRQqAiT2QFfhICC7UKPhMwOVyYefOnfD7/eo8N0qLpHEJTNhTzCdkNC+dTiMej6O3txenTp3SydyAW3uml0olJSXm9RrXIsGILf+Ozi73RkYq77zzTmzdunWSDG2+zjUZmQb0JaZJwhsVFXJe0NngXsdeQHQ03G43nnzySdTX1096D+N1zCXcUERDeuHqjQx6M+NEoaPhdDpVdEMm+TkcDhQKBbzzzjs4c+YMOjo68O6772JgYEDnNdPoMVZzMToWXLDU6EttHHVvLpcLTU1NaGtrw7Jly1BdXQ23263er1AoKH3dzeC9HrqmaWoyybGS98Rr4WHL0qFSygJAaffuvvtuxYbMtQk30wgGgzh79iwymYxK3L4WU2I2m5Wzwd9xnKlxpmxKYqGOKRPfk8kk3G63cnylrMLIwMmIBnWlXC/33XffopyDlO6RCR4dHVV7DjAh1+Nr5UHDw4YsfmVlpU76uFDBexsbG1MkQSwWU9Wn5Pjxa/4N90eOGSvuNTc3L+reDyaTSZ23xWIRg4ODamw5/+jcSpmkjB45nc45W5t/LsPhcGDdunWq2qbRITZGimkzydK4sk9CLpfDP//zPyORSEySuN0qBAIBpFIpHekmyRVJONE+4fdsI5BKpRAOh5FOp+F0OvHoo48uqIi3Ubo/OjoKm80GTRuv0mUkfeW4keSk80lbj9LHXC6HnTt3YsOGDZPG6/2+n23c8C5sdDak7tMY6aBTQeO/UCjA6XTqej3IKEVXV5eSZnEBcvPj1/xfxqgJf8fDyPjgpZPicDjg8/nQ0tICm82GsbExlXtCL5SaxJvBVA9dTrixsTGk02ndQTpVrgkTrORE5OFKOdvnP/95VFdX695jsUCGaqXEgmNAho/VpMgocUPkzyk7KJVK2Ldv36RuzgsNXMfsO8J5I6tMURfPhD7ZCNJ4gOZyOTQ0NGDJkiWzdk+zieHhYZRKJXg8HpRK440yXS6XMoj5WUYryXJyfyK5smrVKtTU1Kj3norEWQigwZLNZpXcM5fLwePx6A5lGjFGWQYwzs5zbprNZqxdu3Y2b2lWQckTZcLFYhG1tbU6mTDnGceM8xGYkPV5PB44nc5Zvpu5DyMjbzabsXr1aoTDYVy6dEntkTS4AahS9QAmRTiBiTLrTAzv7e3F+fPncfvtt09ixW8FhoaGEI/HdXlPXGuAPhpGskmWPgegq5p09OhRnSRZRncXArhXGUtzT1X1knODkURgvKorIxl08I4ePaorNjBfcEOOhlwMxkRPmeQkITPt2byPujxubtKjZ8MmydpLKYK8DjkxpSZSXq/cXOlo0BhlN063243KykrlVZZK4w1lmIDD95pOlEolVemH12RkK6RRTMmUNJIBIBqNYs2aNdi4ceOMXOd8QSKRgNlsRkNDg06CxjGjo8vk+VKpBIvFoiRoPHiTySRqa2tx++2361jRhbQRAnqW/NKlSzCZTGhsbFROmgzxS4ef85ROPZPXKNlYs2bNJGnQQoW8PzoRco9heVD5eo6TdDSkpIJ7Iiv+8L0XWlRDjl0+n0c4HFYMvN/vV0m18qCWTq6xmg8NZnZXXqwolUrqfGXVR5fLNYl849qVLDvPT5PJBK/XOyf6N8w3SGdjeHhYFc7hvklnmmeUNEaLxSJsNhs8Ho9q3MdS15cvX8bevXtvSVK+3GtYXMDv96ufkfjlPi9JOxYaYISWnxOJBHK5HLxeLw4dOjQp4riQzolgMDhJjUMinJBRLUngMUdUPvtdu3Zh/fr1s3U7N4WbimgAUE4DB0tGFfh7499I3SJfY8y54MAbNW+EDJ1PlfTNqjhcwNJwkv+b3YsTiQQ0TVNVqYBxKVIkEsHly5exc+dOtWFPJwqFAoaHh5XxIQ8AWWEKgHIyaBAzskG2+eGHH9YZNIsNdCjsdruu0IDUxcqNz1jWkaHLbDaLZDKJzZs3o7m5eVbYo1sF6bxrmqakg5KlMuYNcO4Z5QCSkTl48KCuItxChvH+uP8xn4BGBeeRlDvK5oZSosbfsyPzQoUcO5lX4Ha7dZJXOf+ACTZwKmKmVCqhubkZLS0tC97JvRZCoZCSbFBJMJWWnt9zPcukVMo9yo7GjcFkMqG6uhqbN2/G66+/rioZUpnAqKd8PfcOp9OJmpoamM1mFREdHh7G+fPnUSgUdIUkZvL6CZKctKek7JhkgLG6p0wCL5VKKqk5m82ivb1dNdJcqGDlPO5bXF/Skec4yepv3AeZ/J1MJlFRUYGHHnpIrcX5tq/dcERDfi0NOgnpuUnWSer65PvwgwYftbbGZLSpBtjo6MhrkFVKZI4HF3wsFkMqlVKGAUPFTqdTaSX5P6b74RaLRUSjUbV5yL4PAHQTj4ewPAhKpRIikQh279696Lu38nkaG1KRjbdarZPKOQKTa8qTaW5ra1Nh4vm0qK8XUidM51yyMCQGrlUKUyay5fN5VFZWorq6ekGP2XtBjpnNZtPJI4DJEVl+b6xQA2ASK7+Qx1QSQUaCShpV8rwx6t/5s5qaGt17LDaQtOKZQlkZI7hS6khIUk+O8UKeczMNk8mEmpoaVFdXq+Z0wIRzx8pfRlgsFrhcLhXdoCS1v78ffX19aG1tVe8/k5BrT6ouOI/4vYyGye/lmZFOp9XZum3bNvj9/nlnMH8QcB1R4mnc341jKslQJtDLYj+FQgGtra1obW2dt1VDb6hWnXFj588AvWTKGBo0Rh2MeQh8H+ME5fvSEDR68saJDkw4QLKKlLH8La+D+Rp0MrxeLzwej6pjzUTt6Xy4UhdfLBZVCFGWBwYmHDQyxZIJlSXjdu/erYvaLDSJxQdBJpNBf3+/TorHceBhy42Rv5OVMTjWdPpYVnS+LeobQW9vr+pkzY1Qyp64buTvjJukyWRCNptFS0sLmpub1XsvtrnIA1kad1K2KfdN/ty4dovFIlwuFyorK2f5bm4dZIQbgI754yEtJT7SKeZ4koCpqalZNGvXCLneuOfJs5PjSUxVmv5aaoEyPjg4hhUVFVi3bp2yMbjegck5DPIZsJeG1+uF3+9HVVUV0uk0BgYGbomMku+vaeN9xaT9wcp5jJpJO006/1IWysR2lgBeqDCZxvNA+/r6AEyMlUwGl6SItHf5ejopiUQC+Xwed91116SKcfMJNyydoqEh2Q9A3wGX4CExFUslDRr5HtJh0bTxijapVAp2ux0+n08ny5AGkXR8jI6NzM/gzywWCzwej/JAi8UinE6nevg08q8l4bqZ8QOgJiPzB2TURjpXsgwejRdgPDdj06ZNWLlype59FyuMBggw4UzKiJYcZ+k0m81mpNNp2O12XQm5hQzJrBijh1wrsqmUlFVxjDknNU1TFdz4msU2JyX7x0IYcq9jYQzp5E61v1itVl0i+EIHDROSUrLBK88Ph8Oh0z3LMZPzmGWVFyPk+uWZRwmfXMc0FJmjJokD47iWcf2QdklLSwv8fv+k3k0sY8v8GePfMwpvt9vhdrsRjUYRCoVuyTORc6Cvr0+3nrgWeX2EsYIj55LMi2xtbcXq1avVPS40cA3RWTCZTKriKjBxz1IGKokA5jtSOlVTU4Pdu3dPyvObT2N33REN3qDT6VRad+lcyM9SXmGsEiVfJzdGKcOQHh4TYvg6KeGQXxtLx0n2lQansfO2y+WCy+WC0+lU+n5W55DXMd0PVkYqpBMm78N4r7KqEhn5/fv3L/jKSO8HjoVk38nmud1uZexNpe2mgSPLY7a0tGDdunWzfFe3BsacJo6f1WpVa0KOnTxAuP7kumtqalLvvRjnpGQoKYuQ2mY6b5KV5N9IQ4/jvlggIzoyP4NnhZSYkLzinOTf87Cuq6tbVGMnYZSR0WDlmQfo16WMYkhZLqWUZdw4OM52ux1tbW06KRsJ1Hg8rhqlknwA9KoP2iRWqxUnT5686ZL7HwTy/zPKL89UY6PjqaSMhUIBVqsVyWRS9VjasWOHitQuVCc2Ho+rr1k1DNCvTa45yuJIHtMhY1GizZs368ZrPo7Zde8i3PRra2t17KY08ICpJ5CUD/B742sZWWDTJia/mEwmuFyuSZPb2NCOnqGc8DI0TGZHMrZyERvZbuPrpxOhUAipVEpXjleOhyxjy8NUOiCJRAJ+vx+rVq2a9mubjzCycgB0SeHc+DhP5Gsl81IsFtHS0rKoavAbDwmuZ7Jv3BCNZTABvZFsMpkWbVlbCSklMBbGkMYcMDF+MhrLyOpig5xL8lygM2x0co3rfaqI+mIDDRgpzZD5P9dqICeJF/k+ZdwY5DiaTJNLBZO5NnZmlyQYfyYJoEAgMKWEfKZgJOZk7zKjPErOKRm1YWUzq9WKdevWLeiz1WQyYWhoSK0pRn7k+jKuP2nfyQqYANDe3q4jCOYjgXLdncGJhoYG1NTUqE2M0QGjplNqkeVmJp0N4+spO3A6nWpS09iXDJc0II3VhPg9fzfVPcgDSjLgUsfK0rfTDU0b19+xtK0xv0QeFJxwxuS9kZERHDx4cEaqYc03mEwm1bVUyqCk88CND5iIGvFr+aFpGpqbm+flgr4RMHwv85yMEUbjWjEag5yjNpttQetvPyikdEDOOzkfjUbyVBHgxTIHAegOXhktl4eyrERoZO6NY7fYYHTM6HTJXhl8ndHJkKSf0cgtOxw3BuO4NTY2KimkyWRCOp1GOBzWFb0B9HmufB4kXS0WC0ZGRmZMZUHIaxgbG0M0GlVkqFE6a3Q0pP3C35Olr6+vV0TUfJP/fFDIPZ57uBwj2fsHgO584P6Wy+WQTqfh9/uxevXqSeM038btutxKYwTC4XDowkA01KVxLw1oslJThWWlplRGF/je1JJKQ0gysPL/cAIb9ffydZIdk9dgZMNcLhe8Xu+0P9hisYiRkRHdNctNnuMnD1aZm5HNZhGPx9He3j6t1zWfwQ7M7CYsjWVA76gZD1TpmFitVqxYsWLRVK3J5/Pq8OKaYUdbaRQbw+LyQ8qBFnOJZQDqMGEyOCvLOByOSY6HEVMxy4sFPKC5B3N/5jljLKks93liMUcz5DgwFy2fz6vP0sAxOmiSfZe/Z37ifDNs5gqM41ZRUaHmp8vlUqX1q6qqVK4ME6yBifxCRgNY/U/q/2cCcg3JPUtGX4z7FM9XSq1k1IXzyefzoaKiYsqxWQjgWLAPnMzTkb/n2BjtVo4b7b7m5mZVTXQ+r8Ob2pGrqqqmNI5lqM+YeyAZPAn5PpQzyfwNu92u6jUbPeipGEI+LPk7ShYon+HfGytiydwPp9M5I42fSqWS0vEZJ5D8Xmr5CJNpvBJWZWWlSmQ3Gs6LDZJZTyaTSKVSqjScnEdG2Z50gvn3lOktFtCJLRaLSCQSyGQyOsZFMutGQw+YcNCZazRfN8PpAokWMvCyfrxk5SWMLCB/ttBhHAcp00skEojH40qrLM8X+RnQR4PKAHw+n27MNE1DKpVCNBpFOp2elF9JGPfFcjTj+jHVHgmMj+XKlSvVXun1euFyuZDP55FKpQBgkt0jZd+SyB0ZGVH/a6ZBW0rmEUx1v0bDeqooWU1NDZqamhbsnOJ907EHJken+VyNRLm0XTlHamtrFXE3n8+Dm+qjUV1drdMccrCMG5esAERjxIhrTTwjewVARSNkPwwa5NKDnsrj5kEvy05OFemgMVBZWQmfz3cjw/S+kBPRuEjltRuduVKppDqBswTvfJ6E0wGTabxaA40STdPg8XiU4SujYBxfyeDL35vNZjgcjkXDjPL+mYCWz+eVc21kYqQhYjxEKXlc7HORoKObTCaRyWR0/XEYTpcyNaOBsRgkkcb5BYyz8blcDqlUSlWhYhNVvtYYiQamnpOLEZqmqVKYNHpoLEajUfh8PkVQEVKVIAnCxTAHpxvvNe9IotJ+sdvtar7LEtfSQZT7A3NUOzs7sXHjxlsyx2kPZTIZOJ3OSWcjr0GSunRiSQzT3nK5XAt2XUrbTVYqlfavtD0YqZJOvSTFgXG5HX83n3FTGTnsOMrEbWAiZEsY2Sc6BsavjYw+vTrpOAD6w8S4GKcqu2l0PGiMsooVPXX5M8mE19bWYuXKlTrN63RCLkhj9GKq0DYnYTKZRH19/Ywlqs9nsNkNJSsyZ4ed7HmYGhnkfD4Pl8s1I1GsuQrpwKfTaSW1IJMmJXt8PQ8QqcNlAnN5Po6Dhw0Z5MrKStjt9mtKf4w9DBYjpLwxm80iFouhoqJClWblnONYUUoyVWnQxQrpeFF+RmM2FoupZnB8jTEnQBJfxrVfxs3BZDLpemhEo1ElDZRnPKC3Y+QzAcarGt2qOU4pFCPdMr+RexijLca8KhrVRsN5oYL3zC7wkty81utJakuym2uWJfbns2wKuElHgw1oKAmY6pA0Lh6JqVgp+T0npzyAp2IE+b1xgcpoB/Wm6XQaqVRK1SjOZrNIpVLIZDLI5XLIZDLq6/r6erS0tKgux9P5oI2MujHJiuMzVVJkPp9HPB5X0Yz5PgmnC9J5YEdmOhcyLCkduKmiYA6HQ6dFXcjgXJNheTpjZF2MUZ+pCADOv8VWknUqcFzIVkomj9G2qfYTObbARMRzMUCeHbI8OvsLTCXzkSQMf07CazE7awTXLFl0God2u31SNI2vB/Tz0Ji4WsbNgZH30dFR2Gw21NTU6HJFOdf5Wu7F8u8BffnUmYbMXSSpxDwS2jBGwlgazpK4Xci9qXjv4XAYqVRKR+AZyXeZbywjIbJoDeV1CwE3pQ2xWCxYsWKFTr5jlEVJtu6DYipDxRjm5c+kxs34eslk02BnIlUqlVKSBm6mdDAo76qtrUVzc7Pq6Didh1cymdQtxqlgZJqMHq9sBFYGdHX3nU7npFr8dNKMzik3cm6Ifr8fdXV1s3krtwxGAw8YT1KkcSLHTlYDIoyyvsXioL0fZGIkK+jJXkLSmJYNr4AJVnmxQUbKqElnYRBZ3hOY3GsI0DvN5T1xgoyjkch6/iQDmGjMMZV5j4A+d6uM6YHVakVlZSWCwSA0TYPb7VY9vAC9YkM6gnRG6DBGo9Fbcr3SxrLb7aooj4QkQvk30uEgY28ymRaFUoA2JNcVHTWjY0E7RKoC+MyZH7xQpFM3dZqZzWY0NzcrR0N64tKAlrpjY+M+Qk5UvjcPGEBfgtTIrhJGqZFMYmLNah7slEjJ30kZlcvlwpo1a7B//35dSbrpQjweV9ciN/OpNMv8nhORpUgXirc7naC23TjPZESDDgWgL9/K11dXV6O2tnY2b+OWg5sfpU+yfDSASU4ufybX2rWY+sUG49hRKiEPHCNJIsfRWE54MUGeGbJnkvFMkYczP/PnlAmVoxrjoFSU56l0HIx5LZx3PJOulQBcxo3BbDajvr5eNeorFovweDy6nBr5WkmQ5XI5AOPPM5VK3ZL5zeuRfS+ks8/rkiy8XKeSDDCZFk+RFSoBqKqRxYlkLyDC6GhQWbFQ7JBpoc1kUz0pBZKeLwddHhjGA9cYOiKMX0s5kfy50RiS0Qw6FNLB4NfZbBbpdBqJRAKRSATZbBZ1dXVYs2YNGhsbZ6S5jNvtnnRf8t45KeU4EUwslexA+VCdAJ1ePn9p0Mk5Zxx/fiw2Y9lms8Hv96vvZfRPrsVrrbepoomLGdJ5sFqtcLlcSl46ldxM/o00nGlYLCbIRmCUasg+OMDkXBbjgU3DbDFiqrHgmckSy5lMZlJp9/ci/8qOxvRBkjlMtGcpVOO+QFspl8up6mvcE27FHmskfo19WADobBZJklxr3sjSvQsJxrPR6HhNtb9PRYxLW9jtdi+YXkrT4mj4fD5dxQQO4FR1z41JRPJvjPq0qWQa9Ayn0trzNYwSSINJ5mOk02mdk5HJZBCJRBAOh5HNZlFRUYH169ejvb19xiQMrGRlPDCNDtRUjB5rbctKLAthMt4spL7VONcohzPmGEzFLi82qYDVaoXf758U5SHk+pKHh5y77yUBXGwgyaJpmoqWyiiqXKty35JjvBgdDeng8+yQ+7jxtcDUXXZpRC/mPVGOJc9E+WFcr9eKUvK9ypg+UHKey+V0UTtJzBoVGZQt0eG4FXutUS3CaJh0LIx7mXQwprJjForh/F5g9FDapkbFDn8noxvytYC+58p8x01T9SaTCcuWLUMikcDAwICKZnCByFKhxgk4laH3Xt6wfP1UB4nx9zKMzkRwOhmyhGI0GkUkEkEmk4HL5UJrays2b948403b5OSbKsoj2XV5T4ux18MHgSxZzE0NmNC3yk7Nxg2A3xtZ58UEjp0sCSyd36mMETlOlGiUMVESkoYE5Xwy2ib3MM5Pfr0Yq/1w3TJxlDk/cp83SjHkGqZhttjGTUKy4cBEw1dZWEXmrQF6J0Puj9LZKGN6wP2ysrJSSXhZie5aid/AuPGaSCQQCASU4zHT18n/73Q6VfVG/s5ISnEOyTN3KntNVlEy3uN8hrwPj8cDh8OBbDariA9AX5ab1fKMZwBfw+qXC8XRmJa7sFgsaG1t1ekMLRYLstksAoHANTd+YxRDGt2E0SkBJjcQMzoXfE8pj8pkMkgkEioBnOXakskkYrEYMpkMzGYzGhsbsWXLFmzevBm1tbUzZnBKZl1WRZL3MlUegay5LXuYlAG1YfO5S2a4VJooiSmb5XCuyMN1MfaC4HiQgZehcf5OyivkWuOhApQTcQGoxqJGJhmYnBjInxkTcvk3i8nhZV6eJF2MEihJVslDWK7lxUoUSJDgA6AjWKQhK9cyvydRIM/PMqYX0oCn3TEVaQqMPxOn0wm73Y6Kigo0NDTA7XbPeBlx+d7sl8a5QBuEZ6kkpqStwvuQa3Em8l3nGtxu96RKl8DULRyMBRiAiTNgIfWwmRZHQ9M0uFwueL3eSR5YNBpVEoCpDgaj1lv+zOiE0MueqlOx8X2Y3M0Nk2VtE4mErsQtO/Zq2niToy1btmDHjh2qGc5MLghjqV4p9ZIHqnRAuMgZnitjAvKQzGQyar6QTeZruAnIEDDZB8nkLBYYo2qyMzirT0nHmCwyxyuVSqlDaKEwMDcDGngyqsqePZQgyEIXxjGllHMx5hlYLBa1bxeLRSSTSeX4GqvIGaOWrMZj7Gy/GEED0KgLZ/l2SexxTKXRyHOICctlTB+KxSIikYjaV9kHxigJpw3Aec4KYWyoequcaWNuLavBARMOP6thSRaf+xfXKolAYqGfs5LcBPS2h9zjppIml0olnd0y3zFtd2G1WtHW1gav16vbwIyaPkBfHQqYXD/e6DxIJ4OQjgg3UZmLQW2vTPZOJpPqcyQSQTQaRTKZRKFQgMvlwvr167Fnzx7s3r37lhjxRseLBgnZeOmI8Pc8KBhqLWMCK1euRKlUUoYeQ9OSVeGBSuaUr6N0bjGyoSaTSR16DJFLNpnr0FjQgWMVCoVU5RGPx7PgD5D3A3tmcG+y2+1TMn0yuVlG28xms5q7iylPw+VyoampSX1vNptVzwdgQtonI96ca9wrud/LbryLDZo2XrGmpqZGJxnleMoGYQAmjal0OPj7MqYP8iynjSTtISnrleQru3ObTCZUVVXdsmuVieuyVYCUAQETRjIJAjq0nF+yPPVCXZtyvIxkuVxjtFdJelMuCkzIaBdS89tpcTQ4GF6vF8uXL1eTyeFwwOv16mp1S02aNOr4gGSDMKOelAfxVDKjfD6vErtlZ+hUKoV4PI5oNIp4PI5YLIZIJIJYLIZ4PK5Cl0uXLsXevXuxb98+NDU16VjG6QbvlTo9/h/KzdjPQ+q5ZaSDHcwXirc7XbDb7SrMDEzo5CVTJA0TMgx0OlgS09jXYDHA5XKpngVms1l1s5ZOu3T2JTkgjZdyHw2gtrYWPp9Pd7jY7XYl2ZQlQ6WBAUzMS47j6Oio7r0X6gENjN+7y+VSBzQPbPY6YkTIaCRLB41dlhf7PLRaraioqAAwYdiShGEuiyTopBMsx1TKcxfy3LtVoI1D/X2hUEAymdQ50zLCBExIlRjVKxaLqK6unvFrlbYZ+wDxLOBnSRDzPOX1y/Waz+d1FeVmyraaK6isrFR2qVE6y8900GR5YACKGK+rq1sw8qlpt1QrKipQUVGhcgjq6uqm3PSv5XAA0B0cMmRnjITwQJI9MHgo5XI5JJNJxONxBAIBDA8PY2RkBIFAAGNjY4hEIkin07BarWhpacHdd9+NI0eOoLW1VV3PTMtouCC5gQDQHQRy8+GiZUiNTQSJhbxoPyjsdjuqqqqUtEw6GMw/MCY2Ex6PR+e4LRQm4YNA0zT4fD7l+JJFNuYY8GcyjK9pE2X4zGYztm7dumA2x5sBo2rARE8IGdUF9FXmZO+NYnG8R05TU5OO4ed7LWQwkVLKRQDoWHhJGkgiqlgswul0wuv1LuoO9TT+KHuUEUmTaby8qiycAUzMRWOieG1tbbnoyDTDarXCbrfD5XKpBniMHtNQl4UNJGFGg7WhoWHGz3zaXiaTCX6/X80l7lkkd2X1Ka5bkla0oYrF4oIq13otcI2tWrVKR4pIpYp0ziiPMip/6HAuFEy7o1FZWYm2tjZUV1fDZDKhsrJSDZg8WPm9/Myvp5JSyeQ0HswyksFIQDKZRDKZRCqVQiqVQjgcRiAQUFEMyqeoi6ytrcWdd96Jxx9/HJs3b56kR58JcDE2NDSo/8dJabPZdA2+5MSTpdCcTqduXBfy4v2goKPBpn1SKyq7k0rWhfPA7XYrJ08aiYsBJpMJdXV18Hq9uiQ02fSM824q+ZTD4VB9YRazgUeYTCYlIaOzyzlndHCllp5jynVeW1u76Jw2Gsc0YBjdMSbPyzkmx41Os9PpXPTkiySy5Drm/jZV4rw8V9PptIr4LvaxnC6YTCZUV1cr+4j7qTzjpVPB75PJJMLhMEZGRlBdXY01a9ZMkrxNN6Q8e9WqVWqfkgy8nENSbUJHShLFPp9v0rpdqKB9JiMVMi+UJJ7VaoXD4VD7nqZpC1IaPyPam5qaGlRVValD0rggjFn2wERUg4ag/BtjsqSxJjidjFgspiRSkUhERTAYmpQheavVqpyMQ4cOYeXKlbdUP2ixWHRjxM0klUrB7XbDZrPp6p1LFmF0dBTr169fsM1vbhRmsxl1dXWKeTGZTGpTLBaLOvme1EjG43E1/4rFIioqKmZ8E5+LWL58OQCokLg89MjKAxM5G9lsViUtkwhY6CHxD4pVq1bBZDIpnTIZKllNSua98FAKh8MYGhpCsVhEc3Pzgj6MjdA0DY2NjaioqFCOBnMLaITJn8lk50QigeHhYaRSKXi9Xni93kU1dkZomoalS5cqrTgJNuP5KplUqbWPRqMIhUJYunQp/H5/eV1PEzRNQ2VlJUwmE1KplC6qxDlPZUYkEkEoFEIwGFR5R9lsFuvXr78l5W3lZ4vFAqfTqZszAHT9ImiLpVIpde5y7WazWaUaMBLLCxG072QUm5Ed5uekUikl3Tc6mxaLZZJjNp8xI46GxWJBU1OTkmPIySQr/lxL8w1MjnLIcJz0/KkhTyQSCIVCGBsbU30xxsbGkEwmdVIZetp1dXXYu3cv7rvvPuzbt0/HHN6Kh0tmw+l06ppThcNhnYZb6mulo3XPPfcog7h8CExgyZIl8Pv9kyQqssSj8etAIKA2+FwuhzVr1iyqKJEM97IJpJHp5BqS8hVN01RVOSavcU4udvh8PrX/SVbLuMcZx1Puj62trYsqD4vOLCM5Mj8NuHbX61KppKvIU1tbq+r1L1ZwLLkeafDRAJS5kBIsb22z2eDxeLBs2bJJxmEZNw6u/UgkgpMnTyIQCCCVSsFqtaoeX/l8HmNjY7h8+TI6OjqUVDoUCsHhcOCOO+7Qkbgz9WzkPm61WlFVVaWzv+QZyrzSYrGIYDCIVCoFAKriZ6lUQmtrq1JryHyghQTel91ux4oVK3SRf9qrrHgaDocRj8d1ubhcf9wHFwpm7BTzer3YuHEjKisr1SbHRSHZY2lQy0UjnRF+zQchqzMVi0Wk02lEo1EEg0HF3MTj8UnlYrnxLl++HB/60Ifw5JNP4o477oDP55uVA93r9arxYQiN+lmpiycY9WDS/WIJQ14PvF4vVqxYoav6wOfPTVwadQ6HA7W1taqIAAA0NzcvKkeDa8zhcKClpUUZuzJHQ3ZoloxybW0tCoUCUqkUamtrsXTp0rJRgvHkejLKlENyD5xKjysjul6vFzU1NVi1atVs38Yth8lkwvr16+Hz+WC1WlXU1ngucF1LyYbL5YKmaVi9evUtLf85F0FHo6WlRc1B7ncyWislVbJCXy6Xg9vtxrp163RkYBnTg1WrVqG3txfd3d3KKGdFyWQyiTNnzmDZsmWora2FyWTC2NgYAoEAampqsHr1avU+MyXxNhLADocD7e3tcDgcaq4waZl5scAEky/L3UajUdjtdqxbt05F0xbqXJLjRgknpYi0XYFxx417nDxf2Uy6srISLS0tCyYPd0asa25WHo8HS5YsUZ0lJasHQJfwJNkpGWripKbXzM80GtmILxwOq8Z7rCiVTqdVdMDhcMDj8WDlypU4fPgwjh49iv3798960zt6+TIvw1jZQR4A0WgUK1euVMxzGZOxdu1a+Hw+NY+MVVUAqFAljTtW/2htbUVra+ssXfnsgOvRbrdj5cqVqnKPUVMqNfKSaaaTtnr16kUn97kW7HY72tradNVjAL1hJwsT8DONjaVLl6KhoUH3N4sBmjZeXMDn8wHQN5WTZwTHhHORchMA2L59e3kOYnxdr1y5El6vd1KVQhp70tk1Fs5YunSpztktR86nB4web968GUuWLEFFRYWyUTif4/E4SqUS0uk0AoEA+vv7EY1Gcfvtt2Pp0qVTKj9mGi0tLYplN84bzifmHZBQoX3W0NCADRs2TFqXC3k+VVVVoaqqStm5HBMAyu6VdnE2m0UikUAmk8GKFStuScL/rcKM0ficUE1NTdi6dasqjyY1iXQU2GCJBqE0sJkATq9Zhuri8ThGR0cRCASQy+VU3WFKYJjl73Q6UVNTg127duGxxx7DJz/5SezZs2fGk74/CGpra1FXVzeJ1ZRyKnrDuVwO4XAYd911l+rCXsZkVFZWYv369Uq2QqdtqsQsyu7ooO7duxd1dXWLzlDh/ba1taGpqUnHHDOyIWU+/EznPpfL4fDhw2VjBBNjWVdXp6qPAHo2nsUJOFY8lNPpNNLpNA4fPqxq5S+2ueh2u7F7927l8Bolezwn+DXlGfF4HGvXrsXmzZt158xiht/vx7p163TlNaUeXEZ8SXJFo1Gk02ns2bNHlcgtRzWmF9XV1Th48CCqq6vVvmC321EoFBCNRrF79254vV60tLQgnU5jbGwMVVVVOHLkiK7H1618HiaTCUuXLoXFYlESH2OkEYBy+guFgirA09bWtqCkQB8ELpcLra2tuiZ9tO2kw0E7mAWMMpkM7rzzzgVVCGTGHA2ZREQZVU1NDUwmE7LZrIo0MKzEiSnlTjIZNZ1OI5FIIB6Pq94YgUAAQ0NDSCaTunK4mjZeLtbj8aCmpgZtbW04fPgwHnvsMRw7dgzLly+HzWab9bAUw9vr1q2DzWZTDgUdJC5maSw3NjZi37595Q3fAGO0YuXKlfD7/ZPmExc8O8JzLqZSKXg8Hhw8eHBBVXv4oJDrlSFy2TROJgFKg5hG3saNG7F582YAZWOEY+l0OrFt2zZUVFTojGNJHvBzKpVCJBJBOBzG0qVLcdttt806CTJbMJvNWLFiBVatWqUziKX8gBID2ScJAO6//35VVcmYZ7QYYTabsXbtWjQ2Nk6qFiTnoGSfA4EAamtrcccddyyqHKFbCbvdrsgw7gf5fB5msxnV1dUqYTwSiaCjowOapuHhhx9WkunZ2hdWrVqFtrY2ABPN+2jDSfuNNl0wGEQ8Hlf72WKA3HOWL1+OlStXTtr3JUnC3A3mFrvdbmzfvh2A/iydz+M37e2vp9K2W61W1NXVKQM6EAggEAhMim7Q45sqL4OMFXtj8IGxSRurZjgcDlWfuqqqCq2trdixYwfuvPPOKbsW83pn4yFyQjY0NGDt2rV45ZVXkEqlVFlH3jdlYvl8Hp/61KewZs2aW36tcx2cN/xcVVWFO++8E0899ZTKvZD6Y86ncDiMVCqF0dFRPPnkk1i3bt0s38mthdwUuQaWLVuGXbt24YUXXpjULZ263EQioQov2O12fOxjHyvX2/9/kImO9fX12Lx5M1577TUVlZWJgTSWQ6EQ+vv7EY/H8Qd/8AeLjv2bCitWrEAkEkFvb6/OUaOzweIZQ0ND6Ovrw/79+7F3714AM6ddn4/w+/24/fbb8eKLL6pO85LUohSZYzk4OIg///M/x6ZNmwBMJuHK43rzMJnGS4o3NTXhypUrqgKVsVJTb28vEokEHn74YXzuc5+bdam31WpFW1sbenp6MDQ0pO6F65E5G7lcDqFQCN3d3di6dSsOHDig3sNYBGihQdoiNpsNK1euxODgIAYHB3WKAOmchUIhDA0NIRgM4siRI6ri1ELJFZ12R+O9BqWpqQlutxuZTAYdHR3o7e1VPS1k8rexFC69wXQ6jZGREUSjUdVdk2Xe2CDQYrHA5XKhoaEBq1evxvr167Fq1SoVAr6e651pyMW2ceNGBINBHD9+XFUiIPNOdqC6uhr79+8vs0zXgHHzqq+vx969e/HKK68gHA6r6AUZeeb1AMD69evx8MMPL7poxlSbGbXdQ0NDOHv2rJqDjADRQYvFYrDb7XjggQewZcuWWbyLuQW5Ps1mM1avXo1cLoc33nhDVcFj5RHmlw0ODiIQCOBTn/oU7rrrrkU3Dwm5hlesWAG/349nnnkGfX19ysmQUsdgMIi+vj7U19fj93//91FXVzfLdzC3wPFcvXo14vE4XnvtNeXgch9kJG1wcBD9/f24++678dBDDy3aOXirQAfw6tWrSCQSAKCLHIfDYUQiEXzyk5/EE088AY/Ho/v72SJH6+vrsX//fvz617/GyMgI0um0Oh9I4mmahp6eHmiahieffBJer3dWSd1bDXmPtbW1WLlyJaLRKAKBgG68KFkcGBhAR0cHqqur8eCDDy440s6k3eLYskyG7OzsVFWiUqkUBgYGkEwmEYlEVOIM5VVM1o3FYuoBceI6nU74fD5UV1dj2bJlWL9+Pdrb2+FyuVTTovmAYrGIV155Bc8//7ySiI2MjCCTycDtduPjH/84jh07Nkn2Vca1USwWMTo6ip///Oc4e/YswuEwksmkqu7hdDqxfft2fOYzn1G9D8pjO45CoYCrV6/i2WefxdWrV1U5PkosKisrcfjwYXz2s59VG2N57KZGsVhEZ2cn/vmf/xmDg4Oqz8/IyAji8ThisRgOHTqEv/qrvyobywaEw2G88MILOHfunOorMDo6ikgkgmg0ipqaGnzta1/D/fffr9Ovl6GPRhQKBVy4cAHHjx9HZ2cnstksgsGgIv2SySQefPBB/Mf/+B/R1NQ0b87N+QiZ2/D888/jpz/9KTwej6rUxLzTL3zhC9i/f79KFJ9tyOseHh7Ga6+9hrfeekvl6lESxAjZl7/8ZTz44IMLviP4+6FYLGJ4eBi/+tWvcOHCBVXylwqL1157DX6/H//+3/97HDp0aMGN1y13NAgpc+Hnnp4evPvuu/j2t7+NbDarIiAslwZMRDj4ECorK1FXV4cNGzagoaFBlYw1vv98QT6fx7vvvouf/exneOGFF9DR0YFMJoOVK1fi7//+77F27drZvsR5h2KxiEgkgueeew7f+973EAqFYLFYEAgE4PV68Rd/8RfYsWMHampqFmx97xsBJVPDw8P49a9/jR/84Aeq6dfY2Bh27tyJv/zLv0RNTc2C2xhnAqVSCSMjI3jppZfw9NNPo7u7G6FQCMViETt37sSf/umfYsOGDWVjeQokEglcuHAB3/ve93D27FkMDw8rIuqP/uiP8Mgjj6hSoGVMwCiN1DQNoVAI//f//l8cP34cAwMDOHfuHGKxGB588EH89V//9aIr730rMdX5kkwm8YlPfAKZTAY+nw+dnZ1YtWoV/vAP/xC7d+9WHaPn2vPQNA3ZbBYvvfQSfvrTn2JsbEydtaOjo/j617+OBx54QDV8XMzgWRoOh/HWW2/hF7/4BSKRCJLJJDo6OhAMBvGf//N/xoc//OEFSSTPmqNRRhlllFFGGWWUUUYZZSxczH4srowyyiijjDLKKKOMMspYcCg7GmWUUUYZZZRRRhlllFHGtKPsaJRRRhlllFFGGWWUUUYZ046yo1FGGWWUUUYZZZRRRhllTDvKjkYZZZRRRhlllFFGGWWUMe0oOxpllFFGGWWUUUYZZZRRxrSj7GiUUUYZZZRRRhlllFFGGdOOsqNRRhlllFFGGWWUUUYZZUw7yo5GGWWUUUYZZZRRRhlllDHtKDsaZZRRRhlllFFGGWWUUca0o+xolFFGGWWUUUYZZZRRRhnTjrKjUUYZZZRRRhlllFFGGWVMO6yzfQHXgqZpk742m6fPL8rn8xgeHsbw8DCOHz+OdDqNxx9/HMuXL4emaTCZTOrzfMO1rvu9fm7E+913NBrF8PAwLly4gFOnTiESieCrX/0qli5deuMXvkjA8ZZzrFQqqe/5O34ulUrTOvfLeH8Y18o3v/lNDA8P48CBA9i9ezdqa2thNpunfJbT9f/5vmXMHvgckskk3n77bfT29sLpdKK+vh4VFRWorKxETU0NvF6vmg/T+cyy2Sz+/u//HjabDfv27cPSpUvhcDjK86KMMuYgSqUS3n33Xfzv//2/sW3bNtxxxx1YtmzZvLYnpwNz1tGQD+a9Hs5UD894SEvHgTh+/DhOnDiBYDCIXC4Hv9+PVCql+7uFAqPTZhwXo4Gradp7LopYLIZf/vKXuHLlCnK5HOx2O2pra3Hp0iUsWbJE99qFNpbTgVKppByLUqmEgYEB9PX1obm5GdXV1XA4HLBarbBarbBYLGUn4xbDOPdzuZw6PP7X//pf2LRpE44dO4YHHngAy5Ytg91un7Smbub/XWu9lnFrIM+LN998E++88w4A4MKFCzhx4gRqampQLBZRLBaxceNGbN++Hffffz8qKipm5FmdOHEC3/nOd7Bu3Trs3r0bX/7yl7FmzRo178pzpIwy5gZMJhPC4TC+//3v4+/+7u/Q3t6O3/qt38Ljjz+OyspKWK1z1uSeUczJuzYawxJGhwGAMtqmcjiMPzOZTAgEArhy5QpcLhfq6+uhaRoymQyGhoZQX1+Pmpoa9dr5hqnuWTLixnE1jt1UkSQ55sViERcuXEA0GoXf74fT6UQ2m8Xo6Cii0SgSiQR8Pt/M3uQ8x5UrV/DSSy/B6XQilUrhjTfeQCAQQGtrKwqFAsxmM9ra2nDgwAHs2rWr7GjcYnAtcN1YrVbY7XbYbDaEQiG89NJLeP311/HDH/4QLS0t+MpXvoK9e/dOuTe9H97LyShjdsDnkU6n8Z3vfAf/8A//AJvNBrvdDk3TcPnyZeTzeRQKBZw5cwa9vb2orKzEwYMH4XK5pvVa8vk8AoEASqUSzp49i3PnzuHZZ5/Fo48+igceeAD79u2D2+2e1v9ZRhll3DhisRg0TUMikcCJEyfw9ttv4/vf/z4efvhhPPnkk6ivr5/tS7zlmJOOBgDFqheLRRQKBfT392NoaAjpdBr5fF6xwmazGcuWLcPKlSvhcrl0HqM8+HO5HEZHR3H58mV0d3ejUCjAZrPB5XIhk8kgn8/j4sWLqK6uVo7GfAXvWdM0FAoFDA8PY2RkBOl0GtlsVhk3Ho8HK1euREVFBZxOJwC9c8XxKxaLSmp26tQphEIhOBwOuFwulEolAEB9fT1isRjGxsbg9Xp171HGBJLJJJ566in87d/+LVwuFwqFArLZLMxmMy5evIhcLodCoYCmpiak02m0tLRMihKVMbPg+pDO+f3334//83/+DzRNQ6lUQi6Xw8mTJ3HmzBnU1dWhra0NdXV1Nz3f5Z5VZqpnF9FoFPF4HMC401koFFQkI5/Po1gsYmRkBMePH8fGjRvR3t6O5cuXT+s1uFwuPPDAA3jppZcQj8ehaRr6+/vxrW99Cz/+8Y/x9NNPY/v27dP6P8soo4wbx9q1a7F06VKEQiFlg73yyis4ffo00uk0vv71r8Nisdz0/5lP58OcdDSkpOTq1asYGhpCPp8HML7hF4tF5HI5ZLNZFItFnDt3DiaTCatXr0ZbWxuqqqpgsVhQLBaRTCaRTqdx6dIl9Pf3AwAcDgccDod6PxrLuVwOq1evnp2bngZINjQYDGJgYABdXV1IJBI6py2fzyuH47XXXoPP58PmzZvR2tqKhoYGlEolxGIxxGIxJBIJjIyM4MKFC9A0DRaLBS6XS0VBcrkcNE1DOp2Gx+PRLaD5sghuJQqFAvr6+tT42mw2mEwmFAoFaJqm5nQ4HIbX68XOnTtRU1Mz7UxpGdfGVPO2oaEBLS0t6O7uhtlsRqFQQKlUgs/nQyQSwd/8zd/g2LFjWL9+PSoqKj7w/8pmsxgbG0M2m1XRLLPZDJvNhrq6Ojidznl1oCwEcLyLxaLaOzVNg9lsRrFYVN+T6MpkMjh+/DjWr1+PJUuWTIsRQRQKBYTDYTgcDiSTSXVt6XQagUAA3/zmN/GVr3wFGzZsUGdaGWWUMTvQNA3JZFLt44VCQdmi8Xgc3/3ud7FixQp86EMfumnlxwc5E+bK2THnHI1isYhgMIhz585hbGwMhUIBJpNJ6dUZibDZbLBarchkMgDGmeITJ07g7Nmz8Pv9KrKRyWRQKBQAADabDRaLBZqmIZ/Pq8lQKpWUgdfX14d169YBmDsP6f0gZU3BYBAXL15UMiYaLZqmKQlILpeDzWZDLpdDKpXCyMgIfv3rX6Ourg61tbXQNA2pVAqJREJFjywWi8obkActnbR0Oo1oNKqkWGVMjVKphFQqhWKxqBxqu92u2FKOq8lkQm9vL1566SVs2LABy5Ytm7Vrni/rYCZRV1eHdevWYWBgQM37QqGAyspK+P1+BINB/MM//AM2bdqE5uZmrF+/Hk1NTXA6nSoywnXDKFZHRwe6u7sRi8UUkSLJApfLherqaqxYsQKtra1wOBwzknBchh4cW4fDgZaWFgBQ5BaffbFYRKlUgtVqhdPpxNjYGM6fP4/7779/WkkBi8WCTZs2oaGhAZFIBJqmKXLH5/MhGo3ir//6r7Fr1y7cfffdWL58ucrxei/wXDx79iwSiQSy2SxsNhscDgd8Ph/Wrl2r5GJGad9CmXsL6V7KmBswmUyw2WxYuXIlzp07B2B87+DvAOAnP/kJzp49i7vvvhs7duyAx+OB1Wq9Zp4f13yhUMD58+eRTCaRyWQU6et2u9HU1ISqqiq1XufavJ5TjkY6ncaZM2fQ09OjqzRFGQMfWLFYhMVigdvtVsmypVIJ+XweuVwOsVgMVqtVHfA8nEulkmLlKX/IZDIqRB4OhzE4OIh169bN+U1IJiySCT937hx6e3uV0coxkMaryWSC3W5HPp9Xk7tUKiGdTiMYDCIej8NisSiHzGKxKEfF+AwKhQJCoRBKpRL6+vrg8XiUU1fG1HA4HFi/fj2eeeYZZDIZxYgCeiOTrOilS5fQ09MzI47GB61ONpfXwa1CJBJBd3c3gAl5k9lsRi6Xg8fjQXV1NfL5PDKZDDo6OnDp0iVYrVZs27YNLpdLPc9sNov+/n4Eg0EAE9FVh8OhiJRCoYB0Oo1wOIzR0VGcPXsWVVVV2Lx585QRE+ncl5/V9KGmpgZHjx7Fc889h66uLsVO8hkRjOgODQ2ho6MDmzZtmrZrKBaLuHjxIiKRiCKHeK5ZLBb4/X54PB6cP38ewWAQbrcb7e3tyvBYtmwZrFYrkskkCoUCAoEAIpEILly4gGQyCYvFouYzz8d8Po+XXnoJfr8f27dvx5IlS1BdXf2B8yBnG1MVPJG/AzDpXuZ7pcky5g6y2SyGhoYATMwz2rF+vx+VlZXo7OxEPp/HK6+8gjVr1mDVqlWoq6vD0qVL1R4Tj8eRTCYRCoXw7rvvKukk34+kFUkQv9+PLVu2YM2aNfB6vXNqHs+6o0FJz+DgIC5fvoxQKKR7MGTMgfHEOG6INKKZW1AqlZTBJvXV/B0AxUIVi0Wk02lkMhlkMhlEIhGk02ns2bMHmzdvVu8xH0pMapqG3t5edHZ2YmxsTOdMELxvGkc2m02NT7FYhNPpVAy72WxWRhHvO5/Pq/Afxy6VSiGVSiESicBisWBsbAz33HMPWlpaypv1e8DtduO+++7Dyy+/jBdeeAG5XE79js6bpmlwu92wWq2IRqO4dOkSDhw4MOPX9l4H9GKGyWTCqlWrsHTpUnR2dqpnBADhcBjJZBKVlZWqxCmjryaTCRcuXNCtPzJeLpdLOReMFgLQRWm5ju12O2KxGJ5//nmcOXMGW7ZswdatW2Gz2dTrgPIzmwm0tLTA7XYrZ457IPdSl8sFm82mSJdoNDqt/99sNisHliQPAN01+P1+2O12WK1W5HI5nD59GufOnYPD4VD5hplMRhFSwPg+RKkrSSU6UPx6ZGQEv/zlL+Hz+dDW1oadO3eiurpaF1Wby/NNEjeMRJVKJUWcTXUPc/l+ypgfYOUpzjGCqhKPx6OiD8ViEZcvX0ZHRwc8Hg/8fr86O2KxGIBx+4vnBVUlVPoUCgVkMhlVkOfZZ5/FiRMnsGLFCmzbtg11dXXqf8vru9WYVUeDTFB3dzcuXLigNgEautz0ODBWq1XnNBgrJXHD5AHNDTOXy6nNOh6PI5VKKUafG+rmzZvx2GOP6RLB5/Kmo2kaYrEYenp6cOXKFWiaphwIGcFgVIJRHFn7n9Eg6dTRUAIm8mGY65JIJJBOp1UYz2q1IhwOw+l04vbbb8dDDz0Ep9NZNnzeBz6fD83Nzcr4NErRbDabcjTIbk8X+ExKpZKqEGZkw8vPbDLcbjeeeOIJnDlzBsPDwwCgxvDFF1/EkSNH1NqyWq0qosgP7ldci/KDr5EEitlsRjabRSqVQqlUgtvths1mw+joKJ555hl0dnZi7969ukhXmZGdXpjNZgwMDCAUCgGYIMU4xhUVFaiqqlJk1+joqI51nA7YbDYcPnwYzzzzDI4fP66TYYTDYXR0dKC6ulonlZIkWzgcVl9brVblGPGc5Zw0m81wOByqYAj3IWrL33jjDVy8eBEHDx7EunXrdPkgc23OyXWQSCQwNjaGYDCoipgsW7YM8XgcPT09sFqtqK6uxpo1a+D3++fcvZQx/+D3+7F37150dnaqcx0YPy86OzvR2tqKuro6neoGGHcouF65Lu12u3IwZP8cEsmMqsv3GRsbw+DgIN59910cPHhQ5W8Z7eVbOc9n1dHIZDJKKmWz2ZSRKo0vDiBlUdRG0xmRRjLzLGRYO5fLKUlULBaD0+mE0+lES0sLampqcPHiRYTDYaRSqXkTxQDGK6K89dZbiEajasLS0SJLTsOHVVKY38I8C2CimoocMylFi0ajiqkrFovqoPJ6vbBarejv70c0GsWWLVt0YXhg7o/hbCGXy6Grq0s3dzn+drsdlZWVqKiogMViQT6fV/1dpgPZbBaXLl3CwMAAkskklixZApPJhNHRUfT29qJYLGL16tW488474fF4pu3/zneYzWbs2LEDjY2NGBwcVI6D1WpFLBbDyMgI7Ha7Yp5sNpty1BkN1DQNLpdLlcqlg8FIIplxHjB0QvL5PPL5PEwmk3omFy5cQG9vL+69915s3LhRFRUoY/pAtlHTNKxfvx65XA7Dw8NKclRfX4+6ujpFBqTTaSQSiWl/DkuWLMGePXvw1ltv6ZLQS6USLl++jGXLlqGxsRHFYlE5ESzUwT2ZH3wNnVnOO2DcAKHTZLFYFFNK0iocDuNHP/oR1q9fj2PHjsHj8cypqAbzTng9IyMj6OvrQzgcVvJoTdPw/PPPIxaLIRqN4pVXXsHy5cvxF3/xF7j99tvLznoZNwWTyYSGhgYcOHAAP/jBD5RNyt+Fw2FcuXJFJYIzEsl9nsSwtH8ZIed7kKDiena73YrgYlERm82GSCSCn/zkJ7hw4QKOHTum6/Nzq+f3rDkauVwOp06dQm9vrzp0OYjc3Ji4TAadZWhDoRCsVivq6upUvkE2m1U5F9SsBYNBDA4OIhwOY/Xq1bjjjjuwb98+bNq0SW0oTz/9NC5fvoy+vj6k0+l50bMgEongjTfeUPkUPCiY4M5oDp0vTvZQKASfzwePx6MSkJmYSnkHxzEcDmNkZASjo6PQNA27d+/GunXrsHfvXixduhSapiEcDuMP//APMTY2hr6+Pl1ov7xRXxujo6MYHh5Ge3s7/H4/QqEQBgcHEY1G4fF40NzcDJfLpZLGpbzqev8Pw68mkwn5fB5Xr15VeUks6RwKhVSpzl/84hc4evQo1q5di1WrVgGYe4zlbMBkMmHNmjW46667cPLkSSWBWrNmjdLVhkIh2Gw2eDweeDwe5XCQBKABKA8PRhqllrdYLCqSQBIq/J3H44HNZkM2m8VPfvITDA4O4sCBA6isrFTXW5bB3RjkWAWDQSQSCRw5cgQ1NTVIp9O4evUq3n77bQQCAcRiMSU/0jQNVVVVqK2tnfZrqq6uxmOPPYb//t//O9LptLpGv9+P2tpalEolRKNRZDIZOJ1ONe+sVquac/yaDKmcl/w9jRuyp/w9SSpNG+83dfr0afT19eHo0aPYsmXLnJhfZ86cwZkzZ5BIJJQkURZCocphaGgIo6Oj8Hg8ShLHKoCMQs72vZQxs5jp+Up59Pbt2/H8888DgCKJ/H4/3G43YrEYMpmMSgTn+pTrTp4bUmYLQK1bADqSnhEOzuNsNotTp04hEAjgvvvuw7p16xa2dEomW2WzWVy+fBmjo6NwOp26Q5eLHZhg2yl7Yi7F2NgYfD4fqqqqUCwWFfNCZ2R0dBSBQADJZBKtra340pe+hK1bt6o693Kg77rrLlU1ZDYr+3xQJJNJnD17FslkUseKkuUik0oWlPKLWCyGgYEBtLS0wOVyKecil8upMaTOOBgMIhwOw+Vy4ciRI7jrrruwYsUKeL1eXbSiqqoKf/AHf4Cf//znaG1tnaQZL2Mccu4Xi0WMjY1hz549qqJNPB7HhQsXcOrUKcRiMQSDQdTW1sJkMqG+vh7btm277v/5wgsv4PLly8ogZuiUH2Qs8/k8bDYbKioqUCqVVMSKzmr5WY6D40AmymKx4MCBA/jUpz6FiooKDA0NqT2HEkNGp1iiVkrjWI1KOhJcW1LbS0ORkS8eRPKaXnvtNYyNjeGBBx5ATU1N2cG4SXDcksmkyk+gwU1D/syZM4owaGhowObNm3Ho0CFs37592sfdZDKhublZyZXsdjva29uxZs0aNReSySRyuZwqM26321XuncPh0OVfcP3LyDbZUfk/eQ7TyZW/CwaDePrpp5HJZLBjxw6d4TMbeO2119Db24v6+noV7aEGnmej2WxW65FGWFtbG7Zt24Z9+/ZNa1niMmYfly5dwn/9r/8V/f39uO222/Dkk0+isrJS2Zo+n29Gqvhx7VCKB4znem3ZskXZSKlUShHjTqcTbrdbRb15VrOEulSskJji/5Hyd0k6G4vy9Pf34/vf/z4efPBBbN68+ZZ3KL9l/01Kak6cOIFAIKAGZqrwLo3lYrGISCSCQCCAbDYLi8WCxsZGlfhmMo3XFC8Wi8hms+jr60NPTw8qKirwhS98AY888gg8Hs+Uk4ms0NGjR9X3cxG89lQqhTNnzmBsbAx2u13HSBknYaFQQCwWQzKZRDAYhMPhQFNTk2Jx6JSxAWIqlcLg4KCqInX33Xfjc5/7HOrr669puFgsFuzYsUM1jCpv1JNhHLN4PI5QKIQNGzaoTYH5GG63G+fPn0csFoPZbMbOnTvx6KOPYs+ePdf9fy9cuID+/n7U19crQ4NOPTdCp9OJuro6Vb44n8/j4MGD+OIXv6gkVUBZ+w9MPMfbb78dbrcbmUwGhw4dwic+8Qnda1iae2hoCKdPn0Y0GkWhUIDD4VDjzygtnz/3QB4sxiQWTouEAADcqElEQVRCAGqtywNCrrdz584hEongscceQ3Nzs+5vF/Nzu15wrHK5HLq7u5WTzvPIZDKhsbERqVRKPZODBw/i05/+NNrb22fsACdJYTabsXbtWnzrW99Ce3s7otEo+vv70dfXh97eXly8eBGpVEqdibIyI0klWbmG8k1CFg0BMKmcubyedDqNH//4x0ilUrjjjjsmOSO3Etu3b8fIyAjC4TAymYySKLrdbp0ku1gsKqVEMpnE1q1b8YlPfELXZHax73ULAZqm4ZlnnsE//MM/IJ/P41e/+hX+y3/5L9iwYQMqKyuxfft2fPGLX8SyZcum/VlzrSSTSQDjlQX/+q//GkeOHEEgEMDo6Cj6+vrQ39+PM2fOIJfLIRKJwOv16ioIMoJNmS6jkFI6Ke1kKZ/ndchrSiaT+MEPfoBUKoV9+/bdUkLqlro1pVIJV65cwejoqPLSjPWDZbJ3Pp9HJBJRYU1ql51Op04DDYxrz3t7e9HV1QWfz4f/8B/+A/bt26c2/vcaVMkmzkXQmWLInmE2yUhxE2V0IplMYmRkBJlMRiUTkc3ha6gJjEajuHLlCsbGxuDxePD5z38ex44dU4355HVMdW3zQW42W5DzTtM0nDt3ThkAZrMZyWQSkUgEuVxOVYKxWq144IEH8IlPfAJtbW03NL6HDx/GT3/6UxWZcrvdKBQK8Hg8yuDl99lsFoFAAJlMBu3t7Whvby/n2RhAQ2Xfvn34sz/7MwwNDeHBBx9Uv+d41dbW4s4771RO229+8xtcvHgRiURC7VUsNyor/nDv46FBSOPOWA2uVCopTX2xWERvby9+8pOf4GMf+xiqq6vVdZWf4QeHJHX6+vqUkc7CG6zalEqloGka2tvb8aEPfQjr16+fUdlNZWUlPvrRj+JHP/oRbrvtNqxYsQIOhwP19fVoaGjAjh07VCnM06dP4+TJkxgdHVVN/txuN4Dxc5K6cDq6vG+eITRgOCfpeLBGv9wbMpkMfvazn6FUKuHOO+9Ujsut3j+2bduGdDqN559/XhVQYARHShNtNhvS6TQGBwcRCARgNptVDhyffZlYWRh44IEH8MYbb+C5555DIpFAJpNRstfTp0/jxRdfRFtbG7Zs2YJHHnlESYVvFpRJHT16FKdOncKOHTuwa9cuuN1utLa2orW1Fbt371ZNN8+dO4fXX38dw8PDisCgbUw7mHIoEszyDDCSU7LYD18jo7T/9E//BE3TsHfv3lsWiTRpt9DCHhsbwwsvvKDTj8poBjc6Mn6JREJV8qBEiE6GbKAUj8dx9epVnDt3DlarFf/f//f/4ejRo+/ZKVVuhHN1U5GSm7Nnz6Kjo0ONHZ0uWdGApWfj8TgGBwfVhGRjF0qsWHu5UCigv78fHR0dGBwchMPhwJ/+6Z/ivvvuAzD5kLjWOM3V8ZtriEaj+OUvf6lKAufzeXR3d6sDb2hoCP39/di5cyf+7b/9tzfFtpRKJXR1deGpp55CMplUDrrX61XMOOVTfX19GBkZQSwWg9vtxje+8Q20trYCKJdOnQpT7R3XyomIx+NIp9N444038MYbbyiZmsPhgNfrhc/nU/sUNfCMMAETjoZ0Rnj48KNYLCKVSiEejyMej2Pjxo342Mc+hoqKivJzuwFomoZ33nkHr7/+uooSRyIRhEIhZDIZVe3JYrHgy1/+Mo4dO6YSMmdqrDVtvIz5yMiIqpD0XkilUnjrrbfwm9/8BiMjI4psqK6uhsPhUHlEZPs5p9LptI7so7HOD0ZFmMvHaHg2m8Xjjz+O/fv364yeW0VCcW288sorePPNN1WRFKfTqfIRuedS8hYMBpFOp/H444/j937v9+a0LVDG9YHP8dSpU/jBD36Al156Ce+8845SxUiCx2az4TOf+Qz+5m/+Ztr+r6ZpGB4exqlTp7Bv3z5d/hxfJ5FKpXDixAn85je/QW9vL1wuF7xeLyoqKuD1euF2u3UlqXkOcO0xUqlpmmqyzDXB9AM6LCQfPv7xj2Pnzp0AZp4QuGURjWQyqQ5aVl3hgMmHA4w/BGrM2OWbbARZew5mKpVCT08Puru74XQ68bWvfQ3333+/LglsKrwfUz9XUCqVcPHiRVy9elXnZDB0RnD8yN74/X4VBXK5XEqjy8Ri1l3u6+tDKBSCx+PBl7/8Zdxzzz26Z0FMZVBN9fsypkahUEBHRwcikYhOtsAyd7IK1P3336/yN24UJpMJK1euxEc+8hG8+eab6O7uVmWdqf/UNA3xeBxjY2MYHh5GIpGApml49dVXsWzZMl1J5PKzncBUe8e19hOfzwefz4f77rsPjY2NeO655xCLxeD3+1XxBWNUUkpbjBExrnmZ3wFAaXxLpRLeeecd+P1+PPLII+Vcm+uEpmkYGRnBhQsXdM+BPVKGhoaQTCZhMpmwfft2HD58WEULZtJQNZlMWL58OZYvXz7lNRv/p9vtxp133om2tjb8y7/8C86dO4dUKqVkYLKSDc9VGiOapikCUPZbogOsaZqu1Lzb7UY2m8WPf/xjeDwebNmy5ZbPNxJq+/btw/r16/Haa6+pvlyUoNApCofDar8FgLfeegu9vb1Yvnx5eZ0sIHAer1+/XhEBp06dmpS/YDKZVL+Jm4U8DxobG3H//fe/5+sIj8eDO++8E2vXrsULL7yAt956C+l0WiWB829kHoYk5Y2RuKkqV3FMPB4PgsEgvv/976OqqgptbW0zfkbMGN0gWY1cLoc333wTmUxGRTJkiT05KHJDo4PhcrngcrmUF8cqVKFQCFeuXMHAwAA0TcPv/M7v4IEHHpjXScnS6DCZTOjq6sL58+fVZJHNwPgBTCTOc5KRMaUBwglJ52xwcFB1KDabzfjqV7+KRx99VNVnniqfZaqf82fzcaxvBfg8k8mkMl6Y4Mt1wFr1xWIRe/fuxT333HPTMgw+k5UrV+Lxxx/HsWPH0NzcjEAggEAgoLpO9/f3o6urC2NjY8rIeO211zAwMKDeZy7LCucLbDYbdu3ahWPHjsHv96viFXJtZrNZVeGH63mq0DgNQNmnw2KxwO12w+v1wuVy4aWXXsKJEycmkThljOO9xiMUCiEWiympEM+pVCqFaDSqksTvuOOOSUzlbOyD7/U/W1pa8Oijj+Lo0aPweDyq2o08S9k7g+cqyTy+t3R2+TPZ/4XlztPpNL773e9iYGBgymj4rYDVakV9fT0efvhhHDt2DGazGeFwGPF4HJFIBAMDA+jp6VHV+KxWK3p6evDiiy9OcvrLmN8oFotIJBJIJpNqXhCy6erDDz+Mz3/+89P+/29kL2hsbMQTTzyBBx98EF6vF8lkEvF4XP2eBX5YAEkSUwTJgany/XhuVFRUIBKJ4Mc//jESiQSAmZ3zMxrX5AHX0dGhKkzJhnyAXnfMgaHXJuvMM4zLA3hkZARdXV0YGRlBLpdTmnZqlucrpFGQyWRw5coVXRMvWQbYaODLEobU8rG8LTA+8WKxGPr6+jA8PIxwOAyz2YxPf/rTuPfee8vOwgyAY9rV1aXKEZOpLhQKSCQSCIVCCIfDqKiowP79+99XFnG9/99isWDDhg146KGHUF1drQoFDAwMYHBwEKlUSkkM7HY7uru7cerUKZWEVp4X0wOTyYT29nY88MAD8Hq9yGQyyGQyigDgoVAoFHQhcRm5pIFodDb4tcfjQUVFBZxOJ5566im8++67ugTDMq4NStc6Ozt1kSOTabwnRSqVQjAYRDKZxIoVK1TvoLlulNIpOnr0qG7eURVACZQsRiC14VKKISVRMsLudDrh9/sRj8fx1FNPqRwWfszG/FuzZg0efvhhrFixQkmmWK3R6/XC4/HA5XKhWCziueeew9DQEICyk7FQQEl9MplEoVBAXV0dli1bhvr6eng8HrS2tuIv//Iv8c1vfnPaIhrTAZPJhP379+P+++9XuZU8D6TsnTJG2QtNNlmW85h2AO0Pu90Ov9+PCxcu4Ec/+pGyEWcKMyadosEcDoeV7Id5BXQcZMMyGc2QuRocNB7G2WwWAwMDGBgYQDQaRTqdxr333ovf/d3fhcvlmqnbuaUwmcZ7Hpw+fRrJZBIOh0M5Doz2yCZg/Bt6snwdJybHMxgMYmRkRCXYl0ol3HfffXjooYd0iYFlTB80TUMoFMK7776rSk1yzudyOcTjcQSDQWSzWWzbtg3t7e3T9n9lKNVkMqG6uhof/ehHcfbsWTzzzDMAgJqaGuTzefU3nFM//elPsWLFCmzevHlarqeMiWeyZs0aAMDrr7+ueqVomqZK55rNZlV2WBIPsvIRi2FQBiClLoxijo2N4emnn8ayZctQWVn5vvLHxQR5/3KNdHV1qfw2KdVl7hsTh1evXq1raDnXx9RqteK2225DPp/Hyy+/jHQ6reTFLAUr5XmUV3GeyXNZziFJgLlcLvj9frz77rv41a9+pdQFcg7fyjGyWCzYtWsXlixZgqeeekqdhYzi0GArFovo7+/HU089hc9+9rO6sqRlzF/09vYiGAzqiga1trZibGwMmqbh3/ybf4Mnnnhilq9yalitVtx+++0oFAoq2saEcJ7XsiEzMCEVox1Ix4OQCeYWiwUejwf5fB6/+c1v0NTUhEOHDs2YHTgjjgYZtGKxiL6+PuTzedXpVoKLnklachPjJsBQUalUQiKRUJKfVCqFQqGAI0eO4I/+6I9QUVExE7dyy8ENnN2GZVlLOmcAdEynNBBl0z1OtEwmg+HhYYyNjSGRSChm/cEHH8THP/5xXWm/MqYXmqahs7MT8XhcRQ14aNPRSCQSqKiowL59+1BTUzMth/JUUjeLxYLVq1ejpaUFJpMJr732GpLJpGIzudZopP785z9HY2Oj6j9Txo1DGi6apmHVqlWorq7Gv/zLvyAcDkPTxsuFyprpNHJloyb+vfEAITlBaZ7b7Ybf70d3dzeefvppPPHEEyrpvPws9eCZk8lkcPHiReTzeXi9XmVIs/M35Y01NTXYtGmTTooBzG1ng9e2Z88eOJ1OHD9+XFeVaap+LozWcL/i/sAeMDyDZHd7t9uNdDqNX/3qV1i3bh3Wrl0LYPbmnMlkQlNTEx544AHk83n09vaqfiiM1qTTaVgsFhw/fhzbt2/HwYMHy5UU5zkymYxK/s7lcojFYopcraysxMc+9jF86EMfAjC31+3tt98OTdPw1ltvqX5ydChYyIGECABdhFXTNBWpkE2cpYqooqICuVwOv/zlL9He3o4lS5bMyH3MyGriIh0YGEBnZ6eS8xAcHGOiI7/ngMqu4IlEAl1dXejt7UU8Hkc+n8fRo0fx+7//+4oJXCjI5XJKz0/jgBOE0QqOF78GMKk3Rj6fRzKZxNDQEIaGhhCNRpFIJGAymfD444/jk5/8pGpaU8bMIJFIqBwb2VynWCwimUwiFoshn89j6dKl2Lhx44z2IuE8cblcuPvuu7F9+3ZUVFQoCQE/2D34nXfewauvvqoYlDJuHMacKrPZjOrqamzbtk3VT5dOn1zfdAKLxaKSqwD6fVMSEmSX3W43HA4HXnvtNVy4cGE2b39OQh7I+XweJ0+exNjYmDKkOf7ZbFblMWiahpaWFmzcuHFS6fS5aKwYz1ar1YodO3Zg06ZNqndLoVBAMplUhB4wUcOfETMaNyypLptGyoZ+bFSWy+Xwj//4j6r4xWyjqakJd911F2pra1WDNJfLpfrbOBwOJJNJ/PCHP0R3d/dsX24ZN4lLly5heHhY5b5R/VIqlfDII4/g05/+tCJY58L8vBZsNhv27t2LHTt2qOppJCkzmYxORit7a8gmlYSUPcp+Wn6/H8FgUKkcZgLTbmFyY8tms+jp6dG1T5c1gKWxLKsAyGQXSqdY0zwQCKjKOA899BD+4A/+ANXV1XN6onxQSMazr68PkUhE6V9l4rwxP4MMFGUVlGIwktHf36/qMzOJ8TOf+Qw++tGP6kL/ZUw/stksjh8/rphqhiU1bbx5DhNLS6US1q1bh8bGRgAzt/FJg6iiogJHjhxBXV2drhIc16vNZkOhUMCvfvUr9PX16fTZZVnBzUE6HW1tbXj44YfR3NwMq9WqcqoKhYJio6aqMGfseMxop0wOp24+n8/jpz/9KeLx+DWf3WJ8pnI9kMjSNE0dwjynksmkcgJNpvHqTzU1NVO+11zDVDlWZrMZe/fuxc6dO+F0OpWM06j5Ns4J2UtDFh7h+UPDxeFwoKamBp2dnXjllVd0kfdbDdoYbrcb69evx5o1a5QU2bjf2e12DAwM4JlnnlESudm67jKuDzyf8vk8xsbG8PbbbyvHgr2q8vk8GhoacN9998HhcMz55yrJgZ07d6q5y1QC5llJQgCYIKUZ3aaKQtqQXK8sHFRVVYUTJ06oAiLTPTbT7mjwELx8+TLC4bAukgFMhPklyyJrw6fTaaRSKVUZo1AoYGhoCKOjo6o850MPPYTPfe5zC8pQ5pjQQQMwKQlcjp2sk8xxSyaT6qBIp9MYGhpCOBxWB2VFRQU+9alP4dixY5NkFHP1oJyvKBQK6OzsRG9v76TCBnQCaVBarVYsXbpUrZWZDOXKDcTv92P37t2K2eMHIy9WqxXBYBDf+973EAwGr/k+Zdw4WDr1wIEDaG1tVUYcmSpgopeGXPsSknCQ37O0tdPpxKVLl3Dy5En1N4v9+cn7j8fjOH36NDKZzCRCh5FhsoQejwctLS3zPgpss9mwadMmtLa2wufzKakepSY0NmRDL55BgL4JmEw05Qf7Nj377LOIRqMAZr8il8PhwF133YWmpiYV9WMEl46H1WrF8ePH8cwzzyhHv3w2zh/EYjG8+eabGBwchMViUbIpruGNGzdi2bJls32Z1w2v14s9e/agvb1dNdxlsQbmL1N5QCmVLIFuPDfojJAccLlcyOVy+MUvfqHW63RiRnbLTCaDsbGx8X/w/zZuY014AJM64GYyGeVksPoKnYx4PI5MJoMjR47gC1/4gioruJAOTE3TcPHiRcTjcV0zQ0LKpGRtcHYCZ+ibnZ7D4TASiQRSqRQaGhrw9a9/Hffee+97NjIs48YhGf+uri68/fbbKBaLimHmQmc4l6yh3+9HVVWVTjIzU5DvzcTkpqYmOBwOnWyKB6/D4UBnZye++93vqjVdPninB5JtrqmpwV133YX29nZVCYeHhyySIcPk0hFhjoGcQ7LMtdPpxE9/+lN0d3dPOccW2zOVuYCU5MpoMTBRp55GCjBewWnVqlXz3tEAxg3vO+64A7t370ZFRYXKA5TsKJ1eOrLGkvSAPsLG761WK3w+H4aGhvDss8/qGordSshCCiaTCTU1NVi9ejXsdvuk/Y5kUD6fx69//Wv8+te/Lpe8nQfgc0mn0zhz5gzOnz8PYFxRQPtH08b7R+zZs2de5qqxWMhtt92GTZs2wev1qkINssQtozpSqi0TxI3vyZ/bbDZ4PB7VGFoWcJgOzMhuOTY2hmg0qjZtWVZLMuiUBEgWntUgNG28Wk8gEEAymUQ6ncb27dvxxS9+cUFFMgiOQzgc1lWQkdEMQG/MMuRNJ4OMVDAYRCQSUdEhs9mMJ554Alu3bp0X5RjnKxitGBwcxIkTJ1QpRYLJvSwvyUTfhoYG1RDsVm5+JpMJ9fX12L59u5IRuN1uJY9g2NVkMuH8+fN46qmnMDIyotvUyrh5yETa22+/HevWrYPT6VRSHXkgcK+U5UalA2KsREd22e12IxAI4JVXXpnUsGoxgmN0+fJlnDp1So21XIOU8VImZLPZsGTJkgXT2M1kMsHhcGDjxo3K2aC8mXlBco1zfJhfyf2OH7JMs8lkUtG0l19+Gf39/bN4pxN5oyaTCZs2bUJ1dbWKJpIhZidxh8OBXC6HX/3qV3j55ZdvCQFUxo2B8zMUCuHll1/GO++8o37GHhSMTPl8vptuhDub4HrdunUrtm/fDp/PpyvMIJO9pVRK5mRIZ5/ENNc1e9U988wzqs/MdGHaHY1isYiRkREVhjSyRDw0pQyAISCp5cxkMggGg0rHXldXh89//vOTKn3M58VvNNS6u7uRTCanzMVgGFs6HMZQNzCefByLxVROBhO/Dx06NGXvjTKmD5RLvfDCCyrpHpg45CjFSKVSSg9tsVhQX1+PjRs3qg7DtxIm03hvh8bGRqXrlwwfnQ2r1Yp33nkH//N//k9cvHgRmUwGQJnlmy7wAHC5XLjtttuwY8cOVFRUKDmlbM4kE8Qli0ytOfcOwuFwKCPyxRdfxNDQ0KJ/bpqm4dKlS3jrrbfUXDbmD9LRkJKEiooK+P3+BRHRkOdKe3s79u7di/r6eh05QqdURoAAfUNeACpRnF/TMauqqsLY2BjefPPNWennYlRRmEwm1NbWYtWqVYpc8Xg8OumUzWaD0+lENpvFP/7jP+IHP/gBRkZGdIqCMuYG2Gvsl7/8JTo7OwGMP2MqY2gbsVpcdXU1gPl3bsl0A6/Xiy1btmDXrl1wu91KMSGjilzDXHNGYlAmjxNs5Hfp0iWcPn16UiTvZsZs2ndLRjOAiaY+EtygjDkGyWRSTYpSqaRYeTYT+9SnPoUNGzZM2qjme1iT153P59HX16c8UeOmDeidKpZcZGjXZDIhm80iFospT75UKuHgwYP48Ic/rBoZztdxmuvI5/N455138PrrryOdTquQpawSJCNQdDK4uBk5mA243W5s2LBBRTPI8skkceZvDA8P49vf/jb+6Z/+SUkc5Rosz6+bh81mw+bNm9He3g6HwzGp4IPs4Ey2leMuo59SW+92u1Vn6Oeee27W7m0uIJ/P4/z583j99deRyWR0hjHXpMlkUlJe7q+s0LIQnAxC9l5qa2vDgQMHUF9fr/LFZD8mmZ/BD2BCAiiT6Pme3Nt+/etfIxAIzNr+IPdWp9OJdevWKbkYq+6x/DgddofDAavVitdeew1/+7d/q5qYljH70DQN3d3deOONN/Dmm28in8+rCmKUKzMHh8/e7Xbrqp3ON8jrttls2LBhA7Zv3w6n06mrCEe5p4SMgHONssiQfO+KigoUi0W89NJLioABbj5vdNp2TB6E4XAYuVxOpyOWHwB0nQ1lhSmGrxOJBMLhMOLxOAqFAnbt2oW77rrrPTf4+Tp5CHaelZIpGfmRH5TfkOkk+xaJRJQmMZ/Po66uDo888oiuT8Z8H6e5hkwmg9HRUbzxxhs4c+YMMpmMYsWYECmTsoz6SR50s/lcLBYLGhsb4fV6Ybfb4fP51MHL+3A6nfB4PKrK2/Hjx/HNb34Tzz//PMLhsHqva0mqyg7IBKYaC2Ok0WKxYPPmzVi1ahU8Ho+uWSf3Bbm/SmdEGo+ya7jX64XVasWbb76JgYGBaWWs5gNY/vudd97B22+/rc4pSmZkfXmCzgfHejaijrcKZrMZjY2N2Lp1q2L55byko0spmZTs8e/pbMj3rKioQCAQwOnTp2fjtiahVCph1apVaGhoUMZpRUWFiuTyZz6fD36/Hz6fD/F4HN///vfxrW99C52dnZOMsMWGa93zTI4F3zsWi+HcuXN45513EAqFVC6a1WpVxVW8Xi8qKirg8/ng8/l0hB+wMOwgq9WKzZs34/bbb1d7u4xekAwgKUUYyQD+jM6Kx+PBhQsXcPXqVfW7m77Wm36H/wcau6FQCMBEV0Jj1SkOgLEhH2UBuVxOGcxsrPPxj38cVVVVU/7f+TxhZFi3p6dHjYmRGZJRIOmg5XI59ftEIoFEIqGiHC6XCx/+8IfR1tY2r8doroLPpKenBz09PYhEIjCbzapqE8OZwETRA4Y25SInezbbqK+vR3V1NbLZLCwWi643jdVqVfIpGht0bJ977jlcuXIF27Ztw44dO3SbuWRBynNwAh90LGw2G7Zt24ZcLofu7m5dAz86FtwnmHtFR9aYx2EymeB0OuFyuTA0NIQrV64ovfJiyLdhzl9HRwd6e3tRKBSUdGaqnk48v6QkiOO8kCIaRphMJqxcuRLJZFLp3XnOkAWVMiQJOiCyFwflmE6nE2fPnsW9994763uBdBrpiPt8PqTTaXX+yn2ZDmqhUMCVK1cQCATQ3t6Oe+65BxUVFTqnaz7CeO20Na71mqn2dLkXzcS1aZqmGpueOXMG0WhUnaeyHwzXaiKRUHkHPp8PmUxG9dKgLTmfnxkwkTO1fv16RCIRXL58GQAUYS/tD+ZxyMRxSUpxTfPsj0Qi6O3txcaNG9X/uhnclKMhJ4HJZEIul8PAwICqUSxDM/Igk4YztepMPGNTObLyDz74INasWfOBr2E+QSblUDbFHBbjYSbzV+ickZErFAqIx+PI5XLK0di1axcOHjw478ZkviCbzeLSpUvo6elRpZilxlcyzFLby7KlNN6B2TfCNW28IgcT0r1er6rXzf437CxKQ1bK+4aHh/Hss8+ip6cHd955JxoaGnTrUepEy3hvGBP2PB4Ptm3bhrGxMV35ahnNAPS5bzJnS+4nfJbhcBgvvvii6hLN/7tQQSfj5MmTqpcIJRWybHgul9OxgcCEltlut8PtdusM6YUKs9mMFStWIBAIoLe3VzleHCfpeMnu4MwZMrKnXq8XbrcbFy9exMDAAJYuXTpbt6YD9zvmaaRSKRQKBbXfsQpXNpvVzY98Po93330Xvb29OHToEDZv3jzvnU/u19FoFGfOnMG7776LdDqt9piKigq1ZmQBk5qaGtTU1KgCPdO1109lzw0MDGBwcBCJREL9H0nAkkzJZrNwOBxqrbIYEYsLNTc3A1gYex6fx/r16xEKhTA6OqryqrhPGZtscmxlYRGCe53H40FHR8e02dXTFtEAoDYcYKLEnbxQyn5YspFfU2fMMq2JRAKZTAa1tbW49957lZEz1Q3Pd8bUZDIhGAwq1ojhW+P9ctFwzDg56GRQgpZOp+FyufDggw/qJFNlTB9KpRK6u7sVy8w5L/XxfJ1kDYAJFsJqtSqD0Fjd5VaDGzalUnSCyNZRPmJ0HpiAxu/PnTuHUCiEu+++G21tber95/shfKth3Mv8fj82bNiA06dPK6mkJFhkEjMwwSwD+r5F+XxeFYp466230NPToyNx5use+l4gE/r2228jlUrpJIt0ImSk0Rjd4TnGv1vIGn3p4Pp8PmzZsgXBYFDNMVlRCtDnd8hz3Vjmluf78PAwhoaG5oSjQSKUsjm32w2fz4dcLge73a6r3CNJPo5PqVRCKBTCz372M2QyGezcuXNSOfr5Al5zOBzGd77zHXz3u99FXV0d0uk0PB4PWltb4ff7VTSrUCggFothcHAQDocDGzZswO23346VK1eivr5eOeQ3C453KBTC0NAQ+vv7VYNbYKJSp3Qy5FqWUlKn04lUKqXyhObjczJC3kd1dTVaW1sRjUbVXm9UT2iapmwVOiPGHD9ZCbarqwv5fH6SKulGcNOOhjzwTp06pbtY+RqZzMibY0UPvjYejyujOZfL4Y477sDatWunDO0ZJ8p8nTyapiGdTus8Til5AKAz5hgi5ERJpVKIx+OqaV+pVMK+ffuwbt262bmhBQ5N09DR0YGLFy8qxp/OA5kTsgXymQITB69R983ye7MJGll2u12Ve6yoqFCRGkpJeNiQ2eNnztfu7m5873vfw1133YVdu3aVe7ZMAxgeD4fD6Ozs1EmojGQEPxg5Y/icey9zuzo7O9Hd3Y01a9aoeTpf99BroVgsYmxsDCdPnkQ6nVZjIR0NMvWUF8iDmWs1n8+r9ToyMoLR0dF52fTrg0CynjU1NVi3bh3Onj2ray4KQDdO8mtjvxe+VyKRwMjICM6ePYvt27frJJazAV4boxeszJbNZhVBSm27JFlICHJ/TyQSePrpp3HlyhUcPXoUtbW1824N0TD9sz/7M3z7299GoVBQvUYYBSXonLvdblRWVqoCKC+88AJ27tyJlStXor29He3t7aipqbmpayqVSujp6UFnZycikYjOyePz4fNi9InOrpSX0+ZkJOrAgQNzRk1wM5AEvslkUmfE1atXdRE4fki7nPaKtDO5xxUKBSQSCUQiEVy9ehXr1q276bNhWla7rCDFi+fBZtS00sPkw5c1uNPptIpqeDwefOhDH5qSDX2vyMZ8Q7FYVF2XOW7y4fPn/MyqM7L3CMcumUyisrIShw4dmhO6/1uJmTKSpCOtaeM5GVevXp0y6VZ24SQkS8rFzkXO65VNoWYTPFSpS6d8CtCX6KXzwAglP9O4jUQi+Kd/+icMDAzg7rvvRk1NjTJk+Xc3EuWQzwLANb/m9wsJFosFa9aswdDQkGL1jIyrlLUAExE2zl1WQfN4PEr6d/jw4QU3VpwniUQCFy5c0FWWkoSAZOqNZcOlMyLLgsvqiAtt3IxOKwBUVlbC6/UqZpPssSyPSYdWRn2k/JeJ07lcDm+99RYOHz6sohqzOYaywiNZb16TdDwlM0yDVuZB5fN5vPnmmwiFQnj44YexZMkSXXlpieshSaciWHl90ykZj8ViePnll/Hyyy8jl8vBZrPB5/Nh5cqVqK2tVdUImX9IYqy6uhqbN29GX18fcrkchoaGEA6Hcfz4cTQ3N2P37t04dOiQKooy1fXLe5MyqMuXLyMWi2FgYGBSBSWqX2Q0l4Q1bUg6GtlsVpW6NZvNiEQiuojHfIccR5vNhtWrV2NoaEgVFpKKH65b/oznvFzTfF2pVMLw8DCuXLmCtWvX3vQcu2lHgxcwMjKi07jSu3Q6nbpD0Waz6bxMMvNk2sjM79+/H01NTQtmQkwFk8mEQqGAUCikFgugz8eQnihDWjTuKJcqFApIJpPIZDLYt28fWltbF9wheC1wjGb6fk0mE0ZGRnDlyhXFogB6J0Oy+9c6IGQkg5svN83ZBuUENBB4jzwApBSCP+c9yZ+VSiXE43H85je/QUdHB44cOYL169crKd/1RCPl7+RrwuEwUqmUavBJ2SY1w+/3vvMRNTU1aGpqQl9fn654hjwgKHUzMsaapsHhcKCmpkY9q1dffRWPPPIIlixZMkniN1dwvc+Qr4/FYrh06RISiYSuEhLZT9nx2ggayXQyZGWWbDar5AkLaW5NBZPJhGXLlqFQKODEiROqySjXuFFSxPECJnTh3B/cbjf8fj8uXryI3t7eORER4p4hI13SeeLXRuZXOlG0T3K5HN555x0MDAzgwIED2Ldvn0o6lob1VITItfZDyVgDE52uY7GYii5LGdqNzsfvfe97+G//7b+ho6MDZrMZVVVVqKys1MkLmRxvrHqnaRq8Xq/KnWCvqPPnz+P8+fN48cUXsX//fqxevRr19fWoq6vTXWupVEIkEkEsFkM6ncbly5eVMy8dPI4/z1deA6VTnI+0IY3NcamioaOxUNav8R4aGhqwYsUKXLp0CQB0agmZ3wdMRDVkzh8JKa/XC5PJhBdffBGHDx9WTviNYloiGgzTyCQUMhzSe5SLVXqvxWJRJX+n02n4fD7s3btX5SosZNAp4+S/FisOTMgfuNgYzqZTZ7VasW/fPl3n9Pm+oObK9efzefT09OgSbbnZSqNORvSmYhGkQQhMXeFjtkCjgHPS2EWerJExyiND2VIbms/nMTg4iB/96EdYuXIlbr/9dqxevfqahjCvwXhN/D0bIg4MDCAQCCAajaoETu49S5cuxT333IPGxsY5MW+mExaLBStXrkQgEFBEjVFuydfR+ZOGk8vlQnV1tdpjCoUCwuEwlixZMm3s6HTjRpyMUqmE3t5ejI6Oqigb30tGEuX8ltIxGSGSf0uDkt2zFwPMZjOWLVuGy5cvq6gG5UPAhKyX5xAdXWAir9BqtaKqqgotLS0qYfVa6/1Wgf9fdkxmIqzMMzHm7siGhca8FE3TEAgE8Nxzz6GrqwsHDhzAunXrJs0XowMx1XVxX00kEjh//ryqxBmLxZS83Gq1YuPGjdi5cyeqq6tveP1u374d27ZtQ3d3N+rr67F06VK43W5dywHuKbLiHb/OZDJobm5GKBRCNpvVOQHDw8P44Q9/iEKhAJ/Phz179qCurg4+n0/Zf6wGJR1XOg48R3K5nC7CSONYOhqsyMlnweunc0ypFZ/BXNzvbhZmsxkNDQ3o6uoCMCG3B/R5vvKzjL5x/XK9Dg4OIpVKKRXDjY7XTVed4s3EYjE1QYrFovKAaYzIm+Tk4ADkcjnkcjmVzLxmzRps3rxZd/MLFfS0Gb5iqUUmGRsNPToZxWJRsbnpdBqpVAqbNm3Chg0bdO8/38fu/a5/qk37/f7meiU2mUwGZ8+eVYYLNzljM0VuyHQI5c/5OnmI8bnPhQRTKWfi9UjHw3jYcgx52IbDYZVozLrlNDiSyaSqy+33+7Flyxa0traioaEBlZWVOjbF+GxKpRKSySSGh4dx7tw5jIyMqINHSrZ4oFy8eBGRSASPPPKIKt+6kNDc3IyWlhZV4xyY0ItPxZbyM1l8Rpj9fj9GR0fR0dGBDRs2XFPqMZ/A+7969Sr6+/t1iaGyoZUsEUwjRUrMJLMtnQ6LxaLY0cUEu92O9vZ2HD9+HAB0RqAkVYwSae4Z7GtQVVWFbDaLEydO4PDhw4oQu9VnlDQw+cy5n8heKjxraaxJeyedTismvlgsqv4qJtO4vO7y5cvo6+tDdXU1tm7dihUrVqCpqQmVlZXXjFjwZ6VSCYODg+jt7cWFCxeQTqdVHidZfc7tV199Ff39/XjggQfQ2Nh4Q+Oxc+dOHDhwAB0dHaitrVU9GaSeX967BNeR2+1W0YlUKoVUKqWM/nQ6jWAwiHQ6jTfffBPNzc3YuHGjapjIDxnxl3m8LJHM66CtRDuSY5HNZtWzSiaTKkoinx0rZy1EJ4NoaWnBkiVL0NXVpbPBjRE7znfOOfm8vV4vKisrMTw8jOPHj+Po0aM3NV435WjIjYUPk5u2rJ4kmU++loyc3LwzmQzy+Txuu+021Sp+oU4Gor+/Xy0cJqZJTTAXFMvsMdyfSqWUgcVExy1btqgmSwt5IU2F67nn6xkXdvxmtQouSCklmurg4MFLI1A64dLZBjBn8mmMCcEyWsHNiBu77A2Sy+UwMjKCd999Fz6fD42NjfD7/bpwK9d7LpfDiy++CI/Hg7q6OlRVVaG2tlZ16pU9DVKpFLq6utDT04NAIIBMJqOuwyjX4rWTzf7xj3+MJ554QoXqFwpMJhNWrVqlDGn5bCQLKx1BWRWNOnufz4exsTFcunRJ9d2Z7/tFqVRCf38/rl69OqnUqowKG6Uv/Ll8H8lSy88yOrmYUFVVBZ/Ph1AopPIUjHK7qcaSsFgsqvFnJBJBNpvVRd5vJaSRBehzv6SygPkIdEa5p5MUvXz5MgKBgNrHaDjTGeB+9/zzz8Pn86GhoQFVVVVobm5Ge3s7XC6XTm5Gwvbs2bPo6upSToyURhpLB+fzeVy5cgU/+9nP8PDDD9/QfmcymdDc3Iy2tjZdLkY6nQYAldtFo5XPVxr6wWAQ2WwWNptNXTMj17Lzei6XQywWw+joKACoMrR0JADoCAEAyvEwknccX76GBF8ymUQymVTRbhnpbWpqmvVCBDMJ2iTLli3D8PAwMpmMKuYC6Ncm7Q7+TEoEbTYb3G433G43BgYGbnrPm5YRz+VyauIwWVQy8yyDaZRZcDKxOgDrH+/YsUNnuC1kRKNR5cmzvCigZxGAiUXNiUDvneO2ZMkS7Nu3b1JVkPkOo+E7FQt0rde813vyb98Lw8PDuHr1KkKhkNrEJPMvmXjJfMrnxjkuDXRpyFBaMBeeFzd4aVgRdDLIpskIRCqVQjKZBADVGCmXy6G+vh5Op3PS4SQd5KGhIVgsFrzxxhuqwgnDtDzQZYI6wedsbIrISOn58+fR39+/4BwNTdNQUVGBhoYG1XuH+6usSJfJZODxeHRhc8lqsboYE/42b948LeTEtd5jpogPuZZ7e3tx5coV1ddGzl86YzQW+T3HRDppnOtyv+U5NV9LmN4sKisr0djYqKr/cNzo8JNwkNJJyZhyDTudTgSDQQwODqK2tnZW70mSE8BEZJCGrdzv5J6ey+WQTCYRCoVU4RruaywDy3nEvS6XyyGRSMBut+PcuXN48cUXYbVaUV1djcbGRlitVoRCIQwODioCVvZ4oWEN6KsDmc1mZLNZnDlzBnV1dXj44YevexxMpvE+GUuWLFGVxajTp8PA8ZIkG+0+l8ulnCSv16tIi1wup8gmkm52ux1VVVVwOBxIJpPqf8k+LUYJFcePe5fR0ZDfp9NpJBIJxONxVc6a69VsNmPbtm1zhtibCXCe+v1+eL1eRc7RiaBdLglTyuMkYcqz2Gq1oqenR+eM38j+N22uHb1NRjM4KblJy41cfs9JxE2qublZJTgZGZOFBjIfAJT3b0xUko6ZTHriImNuTEtLC5qammbzdmYERtkdMJ7gdO7cOQSDQd1isVqtcLvdqKurQ1tbm67rr3Ehvdf/KxaL6Ovrw+XLlxVjYpQH8ODk74xVlfjMZE6HdDbkQcYNfbbB+udS00pIllx+z3Xs9/uVBjscDqsoW01NjXI2ZNifxjHZMx4IqVRKl4wrI3uM/BlZfK6hfD6vdMypVApnz57Ftm3bbu0gziB47zabDY2NjcooAaBzNjg+ssa8Md+GB0lfX59qSDZduNZhlMlkEAqF1MFG48Jut8Pr9cLj8egiBh+EEOD79PT0qOaZMuImSQEpj+L8lV9PFX00rlnJQC8GyL3N7XbD4XAgnU7rEqWBibr8NKwdDgey2axu7XP/zGazGB0dnbXznXs5C1+QOOEzN5430oaR97l8+XIMDw8jmUwqaZPFYkFlZaX6Ozr9VHfQieB5n0gk0N/frxwcmd8ic7CkMoR2APfTdDqNeDyOwcHBGx4TRlcom+K6ZBRDkjwyssKcDJ/PB5fLpX4m2XLj+uEcYtSH547JZNJFebjfcU4xH1I+HxnhYcXSWCyGaDSqqy5HJ5DysoVKFnDMfD4f1qxZg3A4rH4nSVI6ICStmXvFZtsysjE8PIyRkRE0NDTc8HVNSx8NPkiZGCs3bskcAdCxorLucbFYxNatW3Vl5haqBEhuvoR0Mjg+clHRoDImPxUKBezevXtBjhPnwMjICC5duoTBwUEMDAwgm83C5/OpTqB0ungYnj59Gn6/Hw0NDWhsbITD4UBDQ8Mkg0uOmaaNV6Xo6elRRpw0dnhQysPAGE3hgcR8GnkgMAzP36VSKZRKJaxcuXJWw7m8hyVLlqCzs1MdHrxuI/PHr6Xz4XQ6ldwxEAggkUjokr65puUBxDVPuaB0LqQkrVgs6t5LGpG8BpYxHBwcVOWCe3p6bt0g3mKQOeT657xm52vK0CRbL+c6DS0aSdMJGdUzmUyqUdulS5cwPDyspDd04p1OJzwej6pMU11drfoRTLVPEvwdS07zPjhf5XySsgAauHJfpfEpoxnS2SBbSlJgoZ5LRsh7XLlyJUZGRjA0NKTLsfz/23vvIDuv8zz8ub3svXfv9l6ALcCiN4JEZQWLSJEUKVFWoYqLZEVjjWdix0nG9ngyTpnMOC6JY3sSx47jOLYjqzmSJVFiExtAkOhlF1hsw/Zye9m7t/z+2N9z9v3OXpAAuNiG75nZ2d1bvvJ+57znLc/7HgCq9z5pMAAM9Q6UPYNpp06dUvsZLKccZbApGAwa2rXSiJcGLl8HjPtbsU10RUWFMvZJK2OXLTn2stn5jXWdTic8Ho8KtsgIMsemXAukzpXXkM/nkU6nVVMMrpG3i40bN6K2thbxeBxut1s5Q8CCvSGzNHKNu3r1Kvx+PxoaGhQrQ84rOgSck9TXrN0AFlpxM8PDMSSzGsW6G0oqMrNG3NGczh2vZevWrdi8efO6tyt5XzU1NWodlWObz4Bt0vX5Cixkdu12O1KpFKamplBTU3PbsluS9rY0yuTmXHr0U04QaaDIYmibzYaOjo5FPZfXI2TEETBufCTTh1RAjKzJiAYXRbvdji1btqzbyTM7O4uLFy+ir68Pb731FgqFAvbu3YuSkhIkEgkVieECwLTyzMwMwuEwrl69CovFgpqaGgSDQXR2dqoFjvLK5XLo7e3FzMyMMtaAhedEw4yvAYsjt3ye3BiN/Ph8Pq+cDGbu2JqYG0WtJHgPXq8XHo9HtQgEjHUa+ucJp9MJr9droP9x1/RkMqnk5na7DWMbWKBkyYVXtpuU2SidssVnQypDJBLB1NQUrFar4uquN3CxrqioQCAQUIuFlFMsFoPH41H7ZcguQfwcd0TmgrPU1whAUZlOnjyJsbEx1NfXIxgMIp/Pq+4+0vjs6enBlStX4PV6UV5ejurqanR0dKgIpx7pzGQyuH79Oq5cuaIyhzy3DHrpNFRgIfJOo4cykZliGlLsVjM3N4e6urp12dHsRpBrksPhQE1NDcbGxgAsUHho6DGKXFVVpV7X6WtskUp620rdT6FQQE1NDZxOp6Ih67aJHE96lo3UQ3ZxGx4eVkXb0WhUORvSwZX0HhryMlvAY3PdkI6IdIQLhXm6KvVdJBKB2+1GPB6/bbmUlZWhublZ0TF5flK4EomE6nRFB4w6Jh6PY2pqCnNzc2htbQVgDJpS//NYFotFteqNxWLq3rmJXmlpqbp3aR/S1qHel/YQnT1G6mmLcn2xWq3Yu3fvuqOW65D3xXbvzB7Kz5DqlsvlUFlZuaj5hewyxnENFO+UdjNYkowGK/s5eYoVlUrPU05kaWi43W6UlZWp735QNGs9YGRkBKFQSBlX0mMHFis3aXBJxRgMBos6eetBbpFIBGfPnsX4+DhyuRwqKirQ0NCA8vJyFTEhj7+ystKQzpfKHQCGh4cxPDyM7u5ulRZmpJzOG7CYu6tTpmTnBspYRkI5MWU2Su5SymxGOp1GbW3tR9pBdSnh8XjQ2tqK999/X8mW0B0EOTcZOWJanON5ampqURqdUWadDw1ARa3sdruhrSK/I2XPayE1IRqNIhQKKSPbbrevOAf8ToA6gJ18uCAzMxQIBJBOpxGPx+H3+9V35G92RqPOoaOxlLo2HA7j0qVLuHr1Ki5evIi2tjbU1dUhmUwiHo8jl8uhtLTUQBnltdGBGBgYwOnTp+H1elFRUYHy8nJF7bBYLGpPG33xo3xkhE5mMmi80OFnbSCzbHKe8jPMHLFT2nqHXIPl+PF6vYZicACKskpjl93NeBwABqOVxr1+ruW+v5KSEtTU1CAWixm6/+lBFc4XuT4wC5vJZODxeGCz2TA+Po5UKoXS0lLVBlmuRYQMFEojmoEVFu/KtriymDedTiMWiyEajWJycvIjd0ErFOYpX1u2bMHU1JQhY0ydC8zvlWaz2eD3+9V8CgaD2L17NzKZDEZGRjA+Po6SkhIDi0UGFLhmOhwOeDwepfPpmAWDQdX0hs0C6EhQZ8mgE99nPZ90FGUwdufOnbj33nsX3fd6sJF08P7tdjtKS0sxMTGhniXv2ePxwOVyIRQKYW5uzkCb5prCLBOzlcAKtreld8rq9htdDAcz/yYkz87v96tNbm50nPUETiAqFOmAyUh6MX68bOtWWVlp6NaznuTGfvhMnzY2NiIQCBgiFbx/eulTU1PweDwoKyuDz+czRFSk8cpj8jhSQUlZynQj/9YdDUmxYFs/Oo7cjJJGDDdXzGQy6OjoQFNT06qo0bDZbGhra0NfX5+K0EmFI51bgopItsmjMej1elV0jkaLzsvmOJaRKmnkUDnKTkEEo9F0NNLptMqaBAIBbNy4cdlkt1yQc7u1tRX9/f1KPjQEacil02nVdpOLs+y2xB9uALYUY5AZ7qtXryIcDgMA2tvb0dTUpOYOsxnMOsg6E96Lw+FQDiwpIqFQSBklcj7qlKgb3QcdGlnbw/79XJuKORlsu+5yudDc3HxX1GjcaC2pra1FaWkppqamAEBFmT0eDwKBgGptyoYwkj5NHWG1WpFIJFbM0JP6pKmpCdevXze0kNUDGrojK+koDPCVl5fD5XJhZmYGbrdbBVzkWiIzsvI4HJf8HJsOyEwksBDsicfjqgEHHWqPx4MNGzbcljx43vLycpSWlmJmZkY9M2YKOafOnDmDxsZGFQWfmprC2NgY/H6/YaM9zlPKQW94wkLjkpIS1d6WQepEIqEcLdb7MoNJJ03qAAbzACPVjOtDMBjEc889p3TheoacUzabDWVlZQb6LJ8lg1KsZ2RwjuA8ZdCPTSBWxNGQHqXks8v6ArkI6hw/nQNLD+xuge59c7JIBSUnk0xTy+9UVVWt25Ztg4ODqnDVZrMpmhFrB9xut+K/hsNhhMNhZLNZRKNR+P1+w6STERo9UiczGLJoVDoT8nPSKSQNg04FO2FQObKnOIvV4vE4wuEw7HY7Ojo6VqzNo45CoQC3243GxkaMjIyo6+W+GPo8lhk3uRjJloayEw2wEGUCFmhpyWQSwEIEzeFwGOq05O7XsugZgOL60nmbm5uD2+1GXV3duioELwZ2d5FOMnWrx+NRDiBgzHJSlnxe5EkvFSKRiCr6LhQKqK+vV1HwQqEAj8ejxsbU1BSGhoaQSqVQW1uL1tZWgzMhr1WuKbxPnRYl74v3rWceGaSg4UJnmRQpGRjgHkXJZBINDQ3YuXPnkspqrYGZYGAh2g8s0GIY8GFkVF/j+CxI+VupbAbPWV9fj5aWFszMzKhdpEmLknNK796mZ86BBQqpbCpQjGpCai11qmyIIWsYZAaAGThmx1mLQIe9rKxs0R5atwq/34/q6mpMTk4aMsacb8FgEHV1dRgaGlJUp1AohEAgoNa6iooKFSDg8weMNFjqfc5vGrQ8D2n4HB+yWQjnLJ0XZn+47spnyzX58ccfx3333bdonK2ngCyhZyEZsKGulJlju92uHGUG+2RxPR1AWR98u1gS61RGloAFhSINZ0Z3pQHHxYLfq6ioMGQ01jukwaUrJU5Mvi6zG5QjF83Kysp1HWWjIvL5fCqiwdQ0U88OhwMVFRWqVsPpdKKyslIpMMl3ldkiqch1p5gGCxdNWdyoGy6cjIzosE6A3G4aw+FwWNWO7Nq1C9u3b181Co/X0dbWhuHhYYyPj2NkZASNjY3weDzKwJDOlqQ/8b4Zpebf0iCUzolMr9PwA+YXvLm5OTgcDlUwz4VJz+blcjllIFAZulwudHV1qeL09QpGpmgIWyzzXbvopOkceEljkbVh/O5SgbQ3Ri1lwS2DJRMTE4oC4vf74XK5UF5eDq/Xq8aErNXR70M6+sDijTGljCgH2f2Gc5OQTga53pQrNyFrb29fNUGBlQTHD6Pu1MfpdFoVOusOBHUBs1bMHqyE7uN44thpb2/HwMAAxsfHMTY2hmAwaPichNRbtG8YCKOeY31eMcNWOlccf7lcDh6PZ5FjIzss0cDmesc9ItgoY8OGDR/Z0XC73di5cyf6+/sxMzNjeI404puamlBSUoJwOIxUKgW32w2fz6cyB1xnAaNjKX8knYrjiHqdciSlkUwN6ZRIqhidMtndkTLM5XK455578Nhjj62aNXY5IJ0NZoSkzCgbdpuiDaOPdzlPJGPmdrAkjoY0xHRDgn8TcpHQU16kwNxNkEXg0vHgIisXSelcSIXX0NCwbjMaLpcLsVgM8XjcUCdB/rk0ZhmBpFFMR0QWgMlxWWys6s4HHQjycIGFrkdSWcouG/wcjWcaMJFIBKOjo5icnITL5cL999+P8vLyFVtwi6FQmO9YdN9996k2gWNjY6iurlb8bH38AVCOVSaTUVQrSY/hQiIXW8AYYZaFzazBkR3p5EIrjWguNPn8fJFxMBjE9u3b13121G63o6amBqOjo+jt7UV1dbWqU+J8kQ6aHL+Up96FbSnAZ8jOPDyXNBh8Ph+CwaB63+12IxAIGCLkMrMoMxPSuWCGS36O5+D/ch3ieON4kdkRSZXiPgnT09MIhULw+XzYsWOHKli9m1FeXo7BwUFkMhmMjo7CYrGgrKxM8euj0agK/gDGLmDSiF5pUOcGAgF0dnZiYmICw8PDmJqaUrQfGWmXuk7WbdD+IWTdlFxj+JvHkhQ9ZnJlAIVF6pSZvAZ+z2KxoKSkBLt3716SwIrf70dzczPS6bSiPs7NzSEWixkoN4VCAaFQSAV6mL3UKUyysY+Ug8zEUnY0Zkklpw5g9oI/wELNimz1KwPXhUIB7e3t+OpXv4qGhoaPLJe1BurJqqoq+Hw+NSeZrSotLVXrOamzcgzLMS6DsreLJZvtkhvLh03Kg3xNn3DSaGFByt0APbqrp1p12hR/y4I1eprrmXtIQzMejyMQCKCkpMQQGaExSoNKdqKiEpKOmzRa+FtP4evv03CWxgs/J2lTsoiO9RiyLmN6ehrXr19HJBLBsWPH0N7e/pEn8J1CeXk5Dh8+jFQqhd7eXkVJo/x1rj//ZlZBLtD6oqMbhpQhHRvSBkhDkAuuXKDlokvZu91udHV1Yc+ePcstshUBU+B0tpLJJPx+P0pLSw2tIGVdEf9mDc5SOxoWi0Vx3ulklpSUKCNdcq79fr8yLFhfw2PwenVDRdIx+FnpgDKKBxg526RH6bQrOYeZ2YhEIhgeHsbk5CRmZ2dxzz33oLOzc11njm8W3AGb+2H4fD6UlpbC7XarZ6lvbioDPrOzs6tqrbfZbNi8eTNmZmYwOzuLa9euYWJiAmVlZUrfAca1g4YYnVPuIQEs2Dry3mVwClhoYpFIJAzZP35G74RFx1hmOBhYqa2txT333PORnDce1263Y+vWrchmszh//jxSqZRaf2UnLJfLBa/Xq66DTRkkJUxSbCVlRw8e8PxyreW5aAAXo9rLKDwDBTxmTU0NPv/5z6/LOr2bBWUrA0xjY2MoKSlBSUmJYoiwhS2wkAGmvUO9+FHn6pI5GrrXf6P/9Wim5Ngybb5aFNCdhlRAMm1Kg00WpUlHQxq7Vqt1XTsajGhUV1cbFL5UOMDChmXctC2TySj+JnfJ1OUmoVMv6JxI5U06EGAsyOd55SLCyCgpBeFwGJOTk4jFYqisrMTTTz+NvXv33lnh3Sa4SDY1NeHQoUOYm5tDX1+f2tlWcm/lnGbESxp90sjVsxEyUjc7O4uRkRFMTExgfHwc8XgcW7ZsUe/LwkgZCQSgFjuPx4O6ujocPXoUPp9v+QW3zKDBw5ahckxKp046zTabTWXXaER81K41EnzGzELxOUidT6OEWY9kMqkMC1Ii6ZTomUYZBJDGCtcSSXGUWS+pL2QAgu/JoAD7+4+OjiISiaCpqQlHjx5FS0uLupe7ZY0qBlmLBUDVxLF+gztFAzDsJZTP51WNmqQKrYQ89WCS0+nEnj17VMej8fFxTE5OAlhoy10sIEidR0O4GHSqJ39SqRQGBwfVfGxpaUFZWZmB3gdg0f+FwkINRyAQwL59+5Ykak9bjAX/DocD7733nqqZiEajyhmwWOb3S6HOIXWJsqKu4bxke/eSkhJD5yjKkbYOHQ3JjtEDAbJmQGbYM5kMbDYbWltb8eUvfxmHDx++6+ZpsbnEMQos1K1wvxR2gdMdN465ZDJpaJRwu/Jckva2Mj2mOw/yc7x4OSm5SORyuVUV5VgO6FFdGb3jQigNOcqGg4HUh/Wczs/lcgiFQqo3O2BMv9KZoKLhplFs8cnNh2RGTToT8jchMyZy8ZDRVCo8Kj+5oNLJYMSKRerRaBRWqxUPPPAA7r///jsuu9uBLouNGzciFAohm82qVnjchV06D9Jp5riV2QxJfeL/Ukew5S8AVFdXo6WlxcBNlqlyKksucvl8XvW0f+ihh3Dw4MGi/Or1CC7oNTU1iEQiqK+vN2QDJB+az4g1GW63G4lEwhDhXwr9S4PD5/MZKJ9y/nDNYO2SxTJfX5LLzbewZlExsJhTD2BRZkEGBfR7kMadpDgCC+OJtD9Sf6anp5VjvXPnThw6dEjpjrtpjSoGSW+rqanB+Pi4oilKg0U6c3zW7LIo62NWAsV0fyAQwNGjR1VknI1GZKZaBvwkHZCvy/VCBlX5v7R32MBEBga4dnCsAsY9X+TrXq8X7e3teOihh5aMikZ5eDweHDp0CPn8/OaKdMJZO8HMMoMVVqsVpaWlSs9I2TDYlsvllFELLKynlAnXcjoizFLIxg3M9PAYMlDr8Xiwfft2/OIv/iI6OzsNeuNumbP6fYbDYUPdaGVlJWZmZtDU1LSoVk+v5WB9JADDPhq3I8sl2bCPHigHmHyPA0nSLXjBnDQcnOs5Ml8MjL5RFrLNnXxdn5hUVEwrrga+651CXV0dent7EY1GVZEesNAumUYti67ZjcpimW/1yb0GpFKT7VYJnf8NGDcdImRkSkbWpeHLglJZAB4KhZBMJtHS0oLPfe5zq2bvjA+Dw+HAnj17YLPZcPLkSdWdRS6CXFSkbPSshlywpV4g2DmlsrISra2t8Pl8yvhjC1IZ0eK5Ga0JBoN44IEH8Oijjxr2lFnPsFqtqnaosrJSPQu32612d9edB8m3TafTmJmZMUSyPiqoy6emplBdXW3YI4Pn5XWmUim1OSYzkbIdtUz963NV/1u+JgMKsh5FOhWUBccXu5fFYjGV7clms6itrcV9991n2N9JnuduMWAkmKWyWCyora1VXZQ4ZxmIkIEFnV4pazFXgwx5nW63G4cPHwYAXLp0CZFIROmZYpl0uRbzt4yw64EV6ajSqC4tLUV9fb3af0KnTunZDIvFAr/fj9raWjz66KPo6Oi4IzJxuVzYtWuX0v1c05idmJ2dRSwWU9RImS0FFhgq7DyYTqeVA6d3JKNMSAejg8Jgk3Q4ZJtb6rfy8nI888wzePjhhw0tqPWA992GYDCoaH0WiwWNjY3KoWUgiEwN3UnmM+FY5DFuB0uS0SCXq6SkRE0eeVFyssmiJn6Xg3HXrl13pfKWEQ1g8aIpu0zJdDONhvXMG66vr0d9fT3Gx8eRSCTg8XgMji0dB+4fwK4wNLLS6bShMPFGWQxCjlk5uWTHIyo5KjwqQfJ12RIzkUggFAphenoaqVQKfr8fX/rSlwxtV1fzeOd1uVwu7N69G7W1tXj55Zdx/fp1VQDIe+d9yEiTTpPimC3G2y0tLYXf71dUoEwmg1gspjJD+hxgYaDVakVVVRUeffRRPP/886itrV0ZYa0QaEyzaxP57ywslfQQ/u9wOBSvvrq6WkWjl2IcWiwWlJaWKt4vg0ecQ7we3Ym32WyqOFwGBoplWT7I2Jf6kUabbCbAbIZ0dmT2MRQKqVbJLpcLR44cwUMPPVTUeV2t83Y5wEyZ3W5HY2Mjpqen1dovefhEoVBQzQFKSkpQXl6+KrOOFosFwWAQDz/8MACgu7sbkUhkEW1Hji/pEEh6lHQ6AGOdKrNBwWAQXq9XUckYpOKYlZlf6jvWZTzzzDN46KGH7tj6XygUUFlZiUOHDqG0tBTHjx9HT0+P2uDT6XSitLRU3Rez0lwDQqEQwuGwqt2hsyFtFpnh5L1yzqfTabXpq2wwQtkwON3R0YEXX3wR+/fvh9PpNOg83sdqXmfvBHTWB2XgdDrR3NyM6elp5HLzHcvS6bSSrUwIOJ1OeDweVTi+otQpAKiqqgIAteBxoMiJJScqByIXP0IWXt0tYFZCpqM5USQvUWaGqORYyCON7vUGj8ejlBQVt5QR71tmdqi8OO64+zBfk7/5eZlBks4Iz6PXY+jPh6+nUinV45z7ZZDOdf/99+P5559XVDde+2p9dvK6HA4H6uvr8eijj+Ktt95Cb28vIpEIkskkpqen1W6xnM98BnKx5d+ykJvjl8+UUavZ2Vkkk0mVqpfjH1joNlZXV4dnnnkGn/zkJ1Vb17sFclFIJBKKepDJZOD1eg2Gjw459pgpXIpxaLFY0NLSgvLycoRCIbVxmzwuNxjjvgPSoaADS8NLD1rp5+J1c4zp3G4Z3GIdFR0OOhg07iRlCphv8/zUU0+htbXVILcbXc/dApmZSqfTsNvtKotG+rOc99Spkjbt8/lWlQz1a/F4PHjggQdQWlqKkydPIhwOq/1VqM8ln11nG8isLtcp3fiTHQeZCZc70csIM+eH2+1GU1MTvvCFL+DgwYN3lAUidf+ePXuwYcMGXL16FW+99RYGBgYQCoVUTYu+RrIGhU6Cw+FQBi91lKyrohx4n7OzsxgbG8P169eRz8/vQM5Ok9wgsqysDE888QSeeOIJNDc3q+u+27MYgFE3yiYDnIucr9yoj0FDGZySazg3XrxdLAl1qry8fNFGWrw5ekoyJSh3EQdgiHyuVqPrToCTjNQTvZCRyoncVmlc5/N51Qd5PVOnSkpK0NDQoArzZBZHTiZJy5FOLuUjDXqp8OWCIdP+MvWqp7BlZF4WmDLFSycjGo0qDvy2bdvwC7/wC2rDQZ5f/l5JfNC8k85cfX09nnzySfT09OCdd97BwMCA2nNA392bcpYGhsxMSE6oHNOyMJcRMqt1YWMrYL4rVmdnJ774xS9i69at67pO6YOQz8+3so1EIiqrJ/Wpnj2SjjGpEJWVlUt6TTSkSK+QrWoJOorcJVzOWRYpcn5KwxVYCMbciHohKS6yI5z8Td44jaFEImEokK+oqMAzzzyDffv2AVi88d/dDGZ3GVBxOBwq45PPz3cuoiHJ8Uf9TKqaz+dbFRx6OX706ygpKcG9996LhoYGvP766+jv70c+n1drETfFlHMNWKjf42sMSsnOnHq3JDoxpCXx+7STXC4XSkpKsGPHDnzuc5/D7t27DZmMOyFDOeYLhQLKysqwd+9edHV1IRwO49VXX0V3dzfGxsYMNorFMt91jo1D9DVBbqzHdYXsA0bYE4kExsfHVe2G2+1GSUmJoox1dXXh6aefRlNTE1wu14fe/91kV0pQvtzcMRaLqYy3XKNJD+SazDHLvVJkM57bwU1bqDd6UEx1kT4lDWV9wyXZGYWfAWDYjOZmzrleIDdTkfQTOiB8+EwX8jV6/LOzsygrKzN0xQBWh+G6VLBY5nnAZWVliEaj6nXpNEh6hYwqAQu0NJ2DqIOKkK35aPgWM5wZHdWzHIzCsxCdNIyKigo899xz2LFjxx2U1EfDB0WM9d8ejwc7d+5EXV0duru7ceLECQwNDSEajaq0tgw8SF4z5UqettxzhFE9ZjC4KGWz811P5GL7xBNPYPv27aitrV1X4/1WIBdrl8tlKBSlvmAQQ6cXsc7G5XKhsbFxSa/L4XBg48aNKjNAPaZfA6+N/wNQ/GzA2AqT/8ugAItQSTul8yGjqvx+sbFI+mM8Hkc8HkcikVDHPHDgAD796U+rKOrdOsZuBDoaXJ8YueZvwLhRrzSoAaCsrMywZq0U5HMt9ow5lgOBAE6dOoUzZ86orIbsNEjo1Cmp93g8tsXlPKRzQQc4lUqpfTxIlWptbcUD/38NWlNTU9GuicshG6t1fg8cn8+Hz33uc+jv78e5c+dw+fJl1aXN5/MhmUwiFoup7LSkllFO0t6R9mIikYDb7cb999+Puro6OJ1OuFwu+Hw+bN26FRs3bkRbW5vBPvyg52gGCBYc/Hw+r7KQrKmRAR35PPjsfD4fqqqqVo46JReAYDCIcDisnI3Z2VkVgaTCYctRafTpHq7Eeh8cLIqSVKh8Pm8o3gHmHRJ6pHpHBpvNBrfbvW6dMotlvrXt9u3bceLECRXdZrpZpltl5F3Sq/TCMGmgye4oet9zOUYlDYNGjiwIZxQmmUwiEomo4u9gMIjPfe5zePjhh9fFM5IOXnV1NSoqKtDR0YFLly7h0qVLuH79Ovr7+9UGQVxkpeEno56UIQADl56ZqMrKSjidTpSVlaG9vR2PPfYY9u3bh0AgsCo53ssNi2Wh9zz1LZ1d2ULUYrEY2rfSEACAzs5O5bB/VHB8VFdXo6SkRBWL0tkAsMiRkIYYxwY/J6PikqoiKacy0yvnLc8raQHMsrCWitm4WCymNozs6urCc88995GjeOsZFosFgUBAtZ12u93KMGF2QwZpOO6i0ShyuRx27Nix6jPx8tlXVlbiwQcfxP79+/Gzn/0M3d3d6O/vV+OG0fxiY04a1FIHMojCGjRm99jeubS0FK2trbjvvvvw7LPPory83CBbYGVbA1ssFrS2tqKpqQkPPfQQMpkMent7EQqF0Nvbi+npaZWR5vrI+SyDgXRQXS4Xjh8/jrm5OTzwwAP4D//hPxjo9Far1UCPNefmzYFrhM/nU44Fa/iSyaRh/yLOVWZ5w+EwNm/ejA0bNgBY6Cp7q7jpmf5BEU+3242NGzfi3XffBQBlAEq6Dz1YLog0Lmgwezyeop7nejDOioGUs7KyMkQikUXROplatdvtcLlcBuoJI5KMLqxXcMzU1dWhtbUVvb29arBLuhSzEHK80AHRaRbS2KVRQqNGGkQyGiwXD734WxorMzMzKpNRUlKCT33qU3juuecUZWqtj2f92q1WK2pqalBTU4ODBw+ip6cHly9fxtmzZ9Hd3Y3x8XGViSJXn/Jkm0RybrkJFD/r9/vR1taGbdu2oaWlBR0dHaqeoBjV4W4EOfHcxdhisai2nJKWRueYlCHSrerq6uD1epfUaSsUCvD5fGhsbMSVK1cW1VDI7AMXQTku5P5B/IyEpKBI447fl1Fl3clg1Jj94WOxmMpozM7Oor6+Hp///Oexb9++u35sfRDouLJ5A39zPZeGSzKZVDKPxWLweDxFo/KrDTqtymazIRAI4Mknn8T+/ftx+fJlXLhwAefOncP4+DhCoZDapFLWZhC8X7b2lVRA1izxp7a2Fvv27cMjjzyCTZs2LdJ3K6n79PPa7XZV5M95I+/7ZrJW2WwWiUQCFy5cwNzcHCoqKhAMBhfVd60WGawlVFRUIJPJGLLfsi6DGTTalwzCkBrZ2Ni4qJnOrWJJuk4xisz/SVfh/7KFIFOr9Ox5s6WlpUW7J6zngZTP5+H3+5WClk6ZTF3RsJZFtVxQA4HAuqVNAQv34/V6sWfPHlgsFgwNDRkKyvRdqGX9hu6By8ip3L1WOiOSZkFIQ40FcBzX3ISK+2XE43FUV1fjU5/6FJ599lnVX3w1UAWWCjeiGWzbtg1dXV342Mc+hnA4jIGBAVU4TsOPSu6ll16C3W7Hiy++iK6uLoyMjCCdTqO0tBR1dXWora2F2+02bAJlwgiPx4OSkhKVDQIWIsmMNvPvmZkZNU7ZanL79u2Kr7tU8rVYLPB4PNiyZQuSySSGh4dVIICdifS6Kc7BYvUX+rXpwQMZHZXzl/NVOhycv5lMBtFoFLFYTNVSVVRU4Itf/CL27NljWL/McWcEsxmTk5PqOfK5Uv7AQkZpampK8fgzmQxaWlrQ0NBgyEStRhnfaA0B5hvgVFVVobm5Gdu3b8fQ0BC6u7tx7do1DA0NFa3JmJiYQCaTQWNjIxobG1Umkt24qqurUVtbi87OTjQ2NiraEFB8DhR7/U5CrmHF2Cc3S2Uqdlw6WGwtfDM1FyZuDqR/AljEKKIelTbl+Pg4RkdHEYvFkMvlsHv37o88zpakGByA4tGHw2HlGfEmWCQbjUYxNzenWmXRe8rn86itrTUUiEusVkX0UcHN9ux2u+KuUkmzOCocDqsoJQC1gHIx3bBhQ9HJvR7hcrmwc+dOFAoF9PX1KeOFhWdyArH25UatFmV3KVkwK4vwOUYl5UIWKjNKF41GlZMxOzuL1tZWfOELX1BtASXW2zMqtqCQ/8lC/oMHDxZdGH7t137N8L1du3Z94LlutNjezWCmrKenBx6PB4FAwNCJhrTUeDyO/v5+hEIhRUezWq04dOiQagm5VOCzdrvd2L17NywWC8bGxpDP55FKpVT2Wp+T0ngCYPiMpFjJGioAhro/YGETPuloMMjFOqpoNIpIJIJwOIxEIoGysjJ89atfxdNPP23SMz4ETqcTdXV1uHTpkqJIshGBrBFiNmNkZMSwqd+ePXsUrW8tyFd3MuT4bGlpQUtLCwqFAsLhMGZmZlRTAVKiuCfE//gf/wPZbBYPPvggnnvuOUVPYQeq+vr6oueQ/xe7juWSo7QzJH1qqY57o9c+yLEx8eFgxozt4nO5HNxuNxwOh8o+0g6PxWIYHR1VbYm9Xi+2bdsG4KPJfMlIkoFAAGVlZQiFQsowkxfGzaUYbaPyZ+1BfX19UUdjvQ4mTp6NGzdieHjYsAka07SklMiiYzoaVGBbtmxZMwr7dqAbIB6PB7t374bVasXQ0BBCoZD6LMePdBZ0hSXrMHQqFSEL+WQUVGYx2BaTGQy2PNy+fTt++Zd/GTt27DBk6Nbr87kRii0MJpYeFosFDQ0NSCQSePPNN9HZ2an2nsnlcgiHw3C5XDh//jx8Ph9KSkowNzeHgYEB1NbWFqVlfNTrkfD5fNi3bx9OnjyJkZERVavHaK90+G90fuo+WU+lZ38BFA0K8G/2+E+lUsrB4MLb2tqKL37xi/jYxz52w2CXCSM8Hg/i8TiuXbuGq1evorm5Gc3NzaqOIBQKwel0ore3F5lMRu1cn81mcd999ylnbi2uXTcKdpSVlaG8vLzodwqFAh588EEUCgVDl66bOUex//naaqFP3ei1pT6XGWi6ddjtdlRVVeH8+fOYmprCwMCAyioGg0G4XC4MDw/D6XTiypUrsFjmNzuOxWJ44oknUF9fb6Cq3g4+MklSGmstLS2q24xcAOhcAFBeFAtR4vE4HA4H9u3bZygOkx79ehxQvCeXy6X4qnp3I7aGZC0BF81oNKraUnJXUD1qv15Q7Nm7XC5s27YN9957LyoqKlQrTVKhON5IzWNakPUU5CvScZAOHCOe/EkkEoaiUdKkWPDNiKjD4cCBAwfw9a9/XbUeXI/jdiVhytMIyqOrqwttbW1qc6WqqipDW8y5uTlDwer09DQmJyfx5JNPoqamRh3vTukQt9uNXbt2qYgt60RkYSznoKRDyd/6a/rmaADUBnyk6Og1VCxujEajSCaTKBQKaGpqwle/+lU8/vjjppNxkygUCqitrUVVVRU2btyoxkwgEFCNSbxeL3K5HBKJhNpfI5FI4MCBA9i6destc/hXK2RA64P0k8ViQUlJCXw+34c6GSZMLCXsdjvq6+sRCATQ2tqKZDIJYJ5SxX2MfD4fCoX52l9S+j0eDz72sY/B6XR+5Dm6ZNQpq9WK2tpatLS0oLu7W/FuCToeNPwymYwy4oLBIHbs2LHqi8OWGsxcNDQ0YHBwENevX0ehUFDFZLL1LXnG7CiTTqfv+IY9qwHFeJ/0uPnT09OjskKyZaaMlpKTzR26KTdpsMjNhzhGOWZl61oaLtJYeeihh3Ds2DG1M7VpFJtYDpBW2dbWhqNHj8Ln8ymnm/tUjI+Po6WlBcFgEMlkEj09Pdi0aRM+/vGPA1ieTeiY2XA6nbh69aqqH2F9iH4dshBcLw6XQSw900sHg5lIfUM+ZjGsViu2bt2Kr3zlK9i5c+eq74C02uD1elFXV4fZ2Vncd999KC0tVQYJxyTpUrW1tQiHwwgGg/j5n/95Qzv2tU6BMfW8idUOi8WC+vp6NDQ0IBqN4t5770VNTY2qlWSNzPj4uMpI9vX14f7778fevXvVMT4Klky7cmOVjo4ODAwMqB7berEJU9rJZFLx2g8fPoz6+npD0dXdMIF5j4FAADt27MDExIQyXqXBKyk8zALlcjns2rXLsFnNWlbYN8KNxgFfr6iowNatW1VHqtHRUdUvWtZrAPNOBdvOcv8RaahwjJJyIXcQpuxJv5ibm0MgEEBXVxceeugh7N+/f8m57iZMfBA4751OJ1paWjA4OIhoNKqaS9DoLisrUy0mR0ZGkEgk8Ou//usIBAIGnXGnxi6v0+VyYevWraipqcHZs2eVHpPUSLl3EPfh8Hq9inIFLOxjw0WS96rTpuhkJBIJxGIxpFIp1UZ0+/bt+OQnP4nt27cXbUJi4sagPt2wYQOuXbuGmpoapSdlNj4QCMDj8WBqagr9/f34whe+gK1bt6rjrNc1y4SJ1Ybq6mpUVVUhmUyisbHR0MGUdk8gEIDNZsPU1BQCgQCeffbZJQvA3PJRbsSpZIFeVVUVWltbce7cOdVDmYV8ku8+OTmJwcFBZDIZPPzww4tSj2uRu/lh0OsN5P3V1NRg69atOH78uOKyAlCtVAuFAiKRCMbGxjAxMYH6+npD8ex6lNeHgfccCATg9/tRXl6OoaEhRCIRDAwMqA2DdE43nQ2Px2OYSKRT0VAhDUN2S/J6vQgEAtiyZQseeeQRdHR0GDao0p2+u+2ZmFg+yAxffX09vF6vYdNE6UCn02lEo1FMTk7iF37hF/Dkk08a9qBYahTrUEP6iMfjgdfrxfXr19HX14dkMmmovQDmA1fRaBTxeBxlZWUqtV8oLGziKJ0NfeNMzl3uGcL+8bW1tXjyySdx7NgxlJWV3XVZ9KVCoVBAe3s7Ll++jMHBQZUlkvtCMAMfiUTw1FNP4Ytf/OKiAn9TP5owcWdBvbpr1y61PQD1IfUpN46MxWKw2Wz41V/9VezcuXPJruGWHY0P4yFarVZ0dXUhGo3iwoULardV9usF5o3n3t5eDA8P4xOf+AT27NlzV3SU+aCiJpvNhs2bN2NiYgKnTp1SUXNG8QqFAiYmJjAwMIBIJIKvfOUraGxsVHIr1m9+vUOXocvlQnt7O/L5PNra2hCLxXD9+nW1lwN3NU2n05iZmVF7ubhcLvj9foRCIVy4cEFxkA8fPgyXywWHwwGPx4OOjg74/X4EAgFUV1cbutPo13S3PQsTKweLZX6DvL179+K73/0uEomE6rZGqiodjU9/+tP4xCc+scjBvhPXdKNjW61WVFZWoqysDPX19YhEIjh79iwSicSiDEsmk8Hk5CQymYyi5ug7fsuuUlww6WxQhwaDQezatQuPPPIItm3bptqGmrg9kB61Z88eDA0NKZkzGyX3azly5Ag+8YlPLNpl3dSRJkwsDwqFAurr67Ft2zacOHEC6XRaBWmYBY7FYggGg3jxxRdVnelSwVK4Q7nLbDaLV155Be+++y5GRkZUlM1qtWJychKXLl3CQw89hN/93d9FRUXFnbiENYlUKoVXX30Vx48fx9TUlFpUc7kcTp48iWw2i89+9rP4xje+AY/HY0bkPgSyMQGNEJk2ZA9zm82G119/HX/xF3+BfD6PhoYGfOMb30BjY6PK1snMhQkTqw1zc3N4+eWX8Wd/9meora2Fx+NRtUmtra34/Oc/j5aWlkWbYK00CoWC2mshFAphZGRE0RSnp6cRDofVfKWB6/P5kM/nEYlEFLVR1qs5nU6Ul5ejoqIC5eXl2LlzJ9ra2syC7yWCDHCdP38e3/zmN3H8+HG0tbXBbrcjFouhtLQUTzzxBI4ePQqXy2WuVSZMrDAymQx+8pOf4K//+q8xMzOD9vZ2ZLNZRKNRtLW1qQD2Uq8Pd8zRINVnenoa3/ve9/D++++rdovvv/8+Dhw4gP/8n/+z2rjHxAJSqRR6e3vxve99D93d3ZidncXg4CBOnTqFF198Eb/7u7+LqqoqAAstW8009IfjVuhMOvXDlK+JtYBEIoFPf/rTGBwcRENDA5LJJI4cOYJvfOMbqKysXHVd/PR5lcvlEAqFEAqFEIlEkEgkcPnyZUxOTqq0flNTE1pbW9HX14c/+qM/QiQSgdvtxr/9t/8W27Ztg8/ng81mU9lHs9B76aHr0m9+85v4lV/5FdTU1CAQCKC5uRm/8Ru/gS1btqhaTVOHmjCx8ojH4/j617+O7373u+jo6IDH48HTTz+Nz372s4tqpZcKd8zRMGHChAkTJkyYMGHCxN0LM5dpwoQJEyZMmDBhwoSJJYfpaJgwYcKECRMmTJgwYWLJYToaJkyYMGHChAkTJkyYWHKYjoYJEyZMmDBhwoQJEyaWHKajYcKECRMmTJgwYcKEiSWH6WiYMGHChAkTJkyYMGFiyWE6GiZMmDBhwoQJEyZMmFhymI6GCRMmTJgwYcKECRMmlhymo2HChAkTJkyYMGHChIklh+lomDBhwoQJEyZMmDBhYslhOhomTJgwYcKECRMmTJhYcpiOhgkTJkyYMGHChAkTJpYcpqNhYs2hUCgs+r+7uxs7d+6Ex+PBgw8+iJ/+9KeYnZ1Vn9W/Y8KIQqGgfvj/X/zFX6CtrQ333Xcfvve97yGTyaj3TNw56PJNp9P45je/iR07dsDlcqGrqwt/8Ad/gP7+fmQyGeTz+aLfM2FiKZDL5fDOO+/gC1/4Ao4ePYo/+ZM/QTqdNsebiQ/ERxkfN1q378Yx91H1u1zXVwqmo2FizcFisRgmjsViQSwWQzqdRiaTwRtvvIFf+7Vfw7e+9S1MT08bvrvSE261wmKxwGKxqP8jkQj6+/sxMzOD999/H3/6p3+KoaEhFAoFw+c+DLoDY+LDocvXYrEgkUgoGfb09OA3f/M38ZnPfAa///u/j97e3qLfM2FiKTA3N4d33nkHP/nJT3D8+HH8zu/8Dn71V38V//RP/4QrV66oAIQJExIfpI8+bF3gdy0WizK0ix3zblhXrFbrLa+7EnJtX6nAq+lomFiTkBMnm83C5/OhpaUFNpsN+XweZ8+exT/7Z/8Mf/RHf4RkMqk+e6uT9W5QZFLhWywW5HI5XLt2Dfl8HqWlpcjlcnj77bfxs5/9bIWv9O6BviDU1NTgvvvuQzAYhM1mQyqVwnvvvYfjx49jZGQEuVzO8HkTJpYKVqsVLpcLfr8fADA1NYW//Mu/xC//8i/jv/yX/4LLly8jm80CMMefiQVIHSZ/8vk88vk8stkscrkcstnsor+z2Szm5uYwNzeHfD6PXC6HQqGgfufz+Y9kfK818J6lfCivYnLTP8djMEi73HKzL+vZTJhYYlgsFrz77rs4c+YMRkZGAMwvjPl8HuFwGH//93+PJ554AgcOHFjhK10biEQiOHv2LHp7ezE5OYlIJAIAiEaj+Pa3v43HH38ctbW1N328u2UhWGrIiF4sFkM8HsfmzZsxOzuLd955B/39/cjlcvj+97+PSCSCX//1X8eDDz4Il8u1wlduYr3BZrNh3759eOyxx/Cd73wH4+PjmJubw+joKN5++23s27cPNTU1qKyshM1mW+nLNbEKoBuz169fRyaTQVVVFUZHR9HT04NkMonZ2VkA82s2AGSzWeWQMFPm8XjQ1NSELVu2YGRkBPX19SgvL4fT6Vz+G1tGzM7OYm5uDoVCAdFoFN3d3Yq5kU6nYbPZlK1DZwKYz0DmcjlYLBYEg0F0dnaipaUFwLwsV2KNMB2NVYy7yWO/XRQKBaRSKUSjUfj9fthsNuRyOTUBu7u78Zu/+Zv46le/imPHjiEQCKjFUEbx9WMC8xMWmFeCFotl3S6iMjs0NjaG7u5uJJNJhEIhtRAUCgW88cYb+Lu/+zv84i/+IkpKSgzH4FjN5/Nq0eDr+nlM3DySySQuXbqESCQCv9+Pzs5OJBIJxGIxTE1NIZvN4vjx4/jRj36EvXv3oqqqaqUv2cQ6QqFQwODgIK5evYqmpiY88sgjeOutt3Dt2jXkcjmcOnUKv/3bv42BgQF88pOfxObNm1f6kk3cQRSzSW70WiaTQTQaRTQaxcsvv4ypqSk4nU4kEgm1tjBDQXrQ7OysitzzuFarFV6vFz6fD7FYDMFgEMeOHcOmTZtgtVpRUVEBj8djoFSvtrXmw2w5mW0AgHA4jBMnTmBsbAyJRAKRSAQzMzOYm5tDJpNRjoXNZlNZDAAq08MMo81mg9/vV+v1/fffj+3btwMAKioq4PP5il4LsVRyNB2NVQgOutU2WVYL9Enrdrtx/fp1VY9htVoxNzenlNfFixfxW7/1W3jrrbfw+OOPY+fOnairqyt63FAohOnpaSQSCfT392N2dhalpaWw2+2oqqqCz+dDc3MzHA7HByoP3eBe7ZDKpVAoYGZmBoODgwCgnLeZmRn8/u//PlKpFD772c+isbFROXS81w/ik+qvm470jcHnMTk5ieHhYVgsFrhcLni9XjQ1NaGzsxPJZBLxeBxzc3O4dOkSTp8+jWPHjq3wld+dWK9jOZ1Oo6+vD4lEAmVlZejs7EQ6nUYikcD4+DhyuRwGBwfxk5/8BIcPH8amTZvWpRxMzEM35iU9ioEmi8WCq1evoqenB6dOnVI6irRcYH6dcLvdyjBmHQapz/K1XC6HdDqNeDyObDaLmZkZ/Omf/imA+bX/wIED2Lt3L/bu3auyHPo1rvSY/KDzU2b5fB7Xrl3D1NQULl26hIsXLypZEDabDW63GwAMsnQ6nYqSRtnRiYvH4wiFQshkMrh27ZoKnB46dAibNm3Cxo0b4Xa7UVNTY5DfUsrOdDSWGfqDy2QyyiMdGhpCU1MTHA6H8ujtdjtcLhfsdrsZHf7/od+7w+HA2NgYJiYmAEBFSPL5PGw2GwKBAFpaWjA4OIjvfve7ePvtt7Fx40a0trZiw4YNKC0tRT6fx8mTJzE4OIh4PK4iKVarFaOjowZOaGVlJdrb21WXKzqFUrmtJSeDsFgsmJubw+zsLMbGxhQ9R9ZwDAwM4A//8A/R3d2NF198Ebt370YgEEAmk8Hc3Bz6+vrQ29uLRCIBYF6JejweVFdXo6urCyUlJUpR3s1j+MNgsViQzWZx7do1ZDIZtUjT4aisrERFRQXi8bhykBnFMnFncLMO9HrC9PQ0xsbGlHHidDpRVVWFjo4OxONxRa0cGBjAyMhI0aymifWFYtmLfD6PRCKBEydOIBwOo7+/H7FYDHNzc7DZbHC5XIsMYY4p/s/1hzUHdDTsdruyf2ZnZ1WnvWw2i0QigR/96Ed48803sXXrVjQ0NOBjH/sYysvLYbevHvP2RlmfXC6Hubk5hMNhvPnmm+jr60MkElHrpqxr4THsdru6f6vVqo5B+VJudDb0ehbWvrz00kv46U9/isbGRpSXl+OXfumXUFtbC6fTueSB7tXzJNYx5EPmxGIkqK+vD8PDw4jH43C73Th16hQmJycxOjqKy5cvo6qqCl/60pdw8OBBNXHMgjsjEokEKisr4fF4kEqlDAqNNCqXywW3262M6MnJSZw+fVq9Z7Va4XA44PF4FI+Rxh6/l81mkU6ncfnyZVy4cAFvv/02Dh8+jL1796pns1YNDl63zWbD3NwcIpGIamEpu34AQCqVwiuvvIJr165h9+7d2Lt3L2ZnZzExMYFoNKqiVTLKcvbsWbz66qvYtm0b7rvvPtTV1a1rA20pYLFY4HA4VPaMC/Dc3BxcLhcCgQCcTiey2SycTqcq1jVxZ3AjasZqiZouNZjZpEHDuUxHNxgMIh6Pq887HA4AMJ2MuwSyluLkyZM4e/YsJicn1fN3OBzwer1Kd0nolCkZnZfGci6XM/xYrVZFF7Lb7cjlcpidnUUkEsGbb74JAHjttddw9OhRPPfccygrK1PXuZLzU8/kA/NB5vfffx9nz55FPB5XTWvcbvciCjjBYBMdjHw+D7vdDpvNtqjgnu+z1oUydzgcBkr0tWvXcO3aNQwNDeHee+/FCy+8gIqKiiW9f9PRWAZMT0/j8uXLCIfDcDqdatAzGknDLBwOY2BgQO3/cOXKFZw+fRr79+/Hvn37YLPZ1t1i9lEgO/Js374dr7zyCqampgzvWSwWjI+Po6amBm6327AIzs3NqUnHqEk+n1d8R3kcHstut8PhcCCRSKC3txcjIyPo6enBsWPHUFNTsxy3fUdABdXS0oKqqir4/X5lOOgyYDRlZGQEoVAIp0+fhtfrhd/vRyAQgN/vV9EqRqnm5uaQSqXw2muv4dSpU3j44Ydx3333mcXLHwCLxaKKJ9lJRBp7TU1NiEQiiEQi6OzsRFNT00pf8rpELpfD3/zN3+Cf/umfAAAf//jH8cADDyAQCACAitiuN+TzeUQiETidTmQyGVWcSke3vLwcY2NjqutfZWXlSl+yiWVEoVBAMpnE6dOnceLECcRiMbhcLoOdwvVWz3LJSDuZBwCU88D3aXDTSGZ2l6wPFkvLdaa/vx+Dg4MYHx/Hjh07sHv3btTX1y+/gDRwHWWQ+dq1azh9+jRSqZQKcrIWVFKm6IxJedFuBBZkyzU8m83CZrMp54OyZcBqdnYWDodDBVIZwBoaGsLAwAAikQi2bNmCHTt2oKWlZUkCB6ajsQz47ne/i4GBAVRVVSlvlQ8agMG49fv9KCsrg91ux4YNG9Df34/W1lZl9AFrN2p+J2CxWNDV1YXy8nJ8+9vfxtWrVxe1c7NYLEgmk4jFYkqBMVUr04l8jROSxjIwP0nz+bxSCoFAQHXNePvttzE0NITPfvazaG1tXSlRfGRYLBZ4vV7cc889uHDhgqEDiKSHsSDN6XRibm4OiUTC0HqPzojusDFy1d3djZ6eHgwMDOD5559fVFhuYh4Wi0Vl2FKplEqRMwsXDAZx7733IhAI4Nlnn0V1dfVKX/K6xODgIP7bf/tvePfdd5HNZvHtb38bra2t2L17N3w+H44ePYqf+7mfW1VUjaWCw+GA2+1GKpVStBYAcDqdaG5uVgGEw4cPY9euXep7Kx1BNnHnQGO3t7cXp0+fxuDgILLZLDweD6xWq4qwc73gvJBZDa4tehG4zWaD3W5XY41rMiP7NMSpB+VxuUbl83nE43H83//7f/Hqq6/is5/9LF544QV4vd7lF5aGQqGAvr4+vPbaa4rq7XK54HA4DPYGAxd6VkNmN1gUzuAng1G0FXX5yflLUF4MsiaTSXzzm9+Ey+XC4cOH8Y1vfAONjY0f+b7Xn2ZchaiursaVK1cQiUSQyWRUzYXb7YbdblecuLm5OZSXl6uJtGnTJjz//PO4//77DY6GiXnIhay6uhr19fUGXqfb7YbX60UwGFRFUbOzs8p4Y2SY9BQ+C5fLpehUnIgyskKOKJVBNpvFwMAA/uRP/gQvvvgiNm/eXDT7tJoXX3ld9fX1KlrLVC0/w2hLKpVSvFmHw6Hul84HAEOXLkZnnE4nSkpKEA6H8Z3vfAfpdBpf+MIXVN2GiQXQ0eDYozNMsEHB0aNH8dBDD5kyvEOoqanBAw88gCtXrqhamKtXr6K3txc2mw3vvvsuxsbG0NLSgoMHD6K6unpd6Gur1YqGhgaVJab+Y2bX4/Fgx44dqK+vxwsvvIBAIGA2Mlkn+KC1qlAoYGBgAK+88grC4bDS+8C8TiINWQapSHlikI+GLQD1fRnYksXhNJj5PteaTCajAoAE12WO1dHRUfzlX/4lbDYbPvnJT8Ltdt/xsXmjpifMZLz22muYnp5WzgXlxb8JOl0ySCfZBfyOvH/+z88Vq5fSKaCkV3HtttvtiMfjeOmll9DZ2YnPfe5z8Hg86l74vVuB6WgsA/bt24fR0VH09fUZJlqhUFAPkNFkh8OBSCSCyclJZDIZlJeXmwbETSAajaK3txdWqxU+nw9f/vKXsWHDBly/fh2XL1/GxMSEUljAQhs4vcAKgHI45CSWk5UOCCM1TFGOj4/jj//4j/FLv/RL2LNnT9HOF6vZ2ZBg9sdisahagGQyqe5pbm5O/c9FhI4z62FY56LLwev1qi4iP/jBD+D1etUiYGIxmNpOp9OLWi4Hg0EcOnTIlN0dhNfrxRe/+EV4PB786Ec/wpkzZ1Szg0KhgEuXLuG3fuu3UCgUsGXLFvybf/Nv8NRTT63wVX900ADkmsXGJcDCJn7V1dV47rnnsG/fvjWj2+4EbtcAW63gfch1i//39/fjpZdeQiQSURkMGsmkTsn1kgEqZsP1TfekU0HqDw1z2YyExyTlhw4FIc9JKtLc3BzGxsbw7//9v8fExAQ+85nPGDpO3onnpa/zNOaHhobw05/+FKFQSDEnKBun02nIAnFNBaCcLGmnyEwFZSWDoezypbfk52f5t8wC5fN5w3yPxWL4gz/4A4TDYXz6059GQ0PDbcvMdDSWAZWVlfjEJz6B73znO+jr61PpLcnZY1YjGo1idHQUo6OjSKfTGB4eNnAYTRTH1NSUKnC6//778Tu/8zvw+XxIp9OYmZlBd3c3fvjDH6qOSJlMRkUSZJs9uWCQ50jZy8iKnOiMPHi9XiQSCfzVX/0VEokEDh8+DAAGh2YtLERUiplMBvfffz+++MUvIpfL4Y033sDJkycRCoWQTqeRzWZVZkMW8LHehfVIfF0uFpRZJpPBt771LWzcuBEHDx4sej13swHD8SbHHrAgP5luv5vldCdRKBRQWlqK1tZWPPXUU6ipqVFRSWmI5XI5XLlyBefOnVsXjgZg7IwjqRe852AwiI6ODvXa3Yr1eu9604Ph4WH85Cc/QTgcVoayy+VShrJsisJ1U84PZr9lHQbXBFkUrq+Vcr8IZjVoXMusBoNjXLfdbrfqTvVnf/ZnqKmpwc/93M/d8XpXqZNZW3Lt2jVMT08rh8zpdCqamW5rSFo9ZSSb3OjdqHSZyWwRdRQLxPmadB7pHDocDpUpcjqdiMVi+MM//ENcvXoV/+7f/TsEg8HbkofpaCwD7HY7Kisr8clPfhInT57E6dOnFY0qmUwq42F2dhaxWAyjo6OYnp5GOBzGyZMnMTw8jObm5hW+i9WNqqoqPP/889i3bx++/OUvqw48Ho8HDQ0NaGxsxKFDh3Dq1Cn8+Mc/xpkzZ1SEmMVRnLhMI8ooTbH2cVJR0bDOZrOYmprCd77zHWzYsOEjRQFWClRCdXV1+MpXvoLnn38eDocDn/70p/HGG2/gr//6r3HmzBmV9WB2TkZY6IDJIrVMJqN+c5GwWCyIRCL48z//c2zYsEFFm9ZaBuhOQta/ELKzi4ycmbhzoF7o7OxEX1/fopbChUIBHR0deOaZZ1bwKpcW1Hfk0MuuN9LZNbE+IYOh4+PjuHbtGmKxmDJEmcGg0QwsOBnMPMiiZr7PY8taSAbv+Fm5lsjAHjO8vC5mVcgUYUE5jXheazwex3//7/8dR48eRWNjoyHwdSdAByGTyeDMmTM4d+6cuhan06nqdSkrmdGQWR7Kg3WPvG7ZeYry1LtSUf5cPyTNiseWBfayixXtnkgkgrfeeguhUAjl5eW3JQvT0VgmkObw4IMPoqOjA2+88QZOnTqFSCSiIrvJZBJTU1MYGhpSW8z39vbi9ddfx6c+9al12dlkqRAIBPC1r31NTeBi4OY+W7duxenTp/H3f//3GB8fx+zsLFwul4qYZDIZJX9gIZPBVnoy5SudDjk5R0ZG8Fd/9Vf42te+hrKyMgBrJ+LsdDrxwgsv4Dd+4zfQ0dGh+OYlJSV49NFH0dHRgf/9v/83/t//+39IJBJKscmsDaPwMj3Loj89I+R0OtHX14f/+T//J77+9a8b2rSuBXndSbDAD4AhgiU7jciiexN3BlevXlUb1RUKBZSVlSn9wFabzc3N+I3f+A10dnau8NUuHThnpdEiDUeZUbubQP0mo/gfBatxbZD1AENDQ3jzzTcRDodV8I0/AFSNowwwAQtdpHg86n4a2JIKCiwY56QKcY3QHXppaPOcsg24LJLmj9VqRU9PD/72b/8WX/va14ruir2Ucsvn5/cW4WaqzP54PJ4PzGbQ1iBk61reM7DQBVMGouTGuXpWhMchGDyl3NLptEGWmUxGje/JyUn8+Z//Of75P//nt9X6dlU6GsW47Xz9o0zGpTzWrUBGHO12O1pbW+FyuRAOh3H16lWkUilVlzE9PY10Oq08c+5ZcOzYMVRXV686ZbSawALmm/nckSNHUF9fj29961u4ePGiWkiZ3ZCREGB+YWERuOyWARj3oGB0Z25uDmfOnMFrr72GZ555Zk09N6/Xi6effrroexaLBRs3bsTXv/51eL1efPvb38bs7KxSSHa7Xd0rFwsqOMkflb3Riddffx0PPPAA7rvvPpMOhHkHNxwOK0OPfGUuvpT1+Pg4amtrV/py1x3k2JuamkI8HleGTUVFBZqbm1X/+6effhpf+9rX0NnZuWa7TxWba7IuQ9I0gMX0ltWIW13zadAx6BQKhRAOh1U2lvccCoUwOzuLkpISNDc3q/bptyqPubk5DA8Pq65yZD9UVFTcMKO7nDoxn88jFAqhv78foVBI1ZWyiQqbpkijWRY1y2i7pIFyvWWBOD8r9ZvsDCnXW502xA5UNK4Zmef56GTYbDbMzs7ipz/9KZ566il0dXUtubzk/JiZmcHx48dVMNPj8Rgaz9AR4tpZjPoEwCAzrqVSZnQwKDP5m84Lf0valZQtGRl0cqjnZODwH//xH7FlyxZ84hOfuOVOkcuuET+saEo+KP31251cUqjF/l6Kc9wqamtr8cwzz+DUqVN49dVXMTw8DLfbjcrKSmXQAvMD6dq1a/jRj36ET3/602ZWYwnR3t6OF198EX/xF3+B69evL6L1cBKTn8xovIQsGOf4oZOSy+Xw/e9/H1u3blU85rVsOMuoSllZGT772c8iHo/jjTfegNVqVX3A5Z4PwEKEhruHywiXRDwex/e+9z3s3r37juxOutZgsVjUeGSmTUazuNCa9Vt3FkNDQ4a9TNLpNNLpNEpKSuBwOPDQQw/hP/7H/6g6Bq5VFDNo0+m0cjZk1zM5N2+0Zq8G6E6GzARK3vrc3Byi0SguX76M2dlZJBIJJJNJJBIJpFIpQySeXfcoC4/HA7/fr/YRqq+vR3Nzs8Ho1mupZmdnceXKFczMzKgdtJkx8vv9aGtrw+bNm1WHymL3tBzI5/O4fPkyrl27pgKlZA3QUOZvmc2QlFneMx04Ohmy7oB6TdKneK/ScJb2m75JHbCQZaPj43Q6MTs7a6Bk9fT04Ic//OEdCQrIZ5xKpTA5OYl0Oq1oZgxe0kago0G56XOKATpZnyKdNmlPS/nIuheZCZH0Zln/ocuNv6WzMj09jX/4h3/Anj17sGXLlluSyx13NHQlRAP/RtDfL8Y/vlX+tlQw8ppW0oixWCxoampCXV0dPB6P6uLAbj6zs7Nqg6RcLoeXXnoJu3btwo4dO1bsmtcbCoUCamtr8cQTT+Db3/42IpGIympwEz8qOT2irEf3gAUlSSeD/Mbvf//7+OpXv6q6MK1lyPlYW1uLJ598Um3ywwI3RkPkfKOTIVsFEzSWs9ms2vzpwIEDahFYy87ZR0E+n8f4+LihPoPROgYjZmdnzf0z7hC4xoyPj6t6jEwmg3g8jnA4jEKhgP379+NXf/VXUVlZue4c41wuh6mpKYPuo8EiDb7Vfs9Sf0hjbGRkBDMzMyprMTMzo4w62YBBRoNl4Ik6LJvNKgq03AyNNBlmABg8ARYokbLtKzsFTU1NIRKJYGBgAI2Njdi8ebOhdbB+T3dadqQLO51OlcXg33Q8WNNIGRejAXH8yGBdsc5S/JHrhJ7RkAazdDz0fSLk9TgcDqRSKaRSKYRCIdXK9U5gbm4OV69eVe122XSGVGE6HDKTITfZkw6FlImkJEuZSltEZjzkfJVylNkimVWiM0l5sW7EarWqxjqxWOyW5XHHHA2piKRRNjs7q6IBxQRqt9tVZTuFoONWnIx8Po90Oo1wOIwrV64gFovBarWio6MDTU1NKkOwEgqTBtb999+P2dlZvPHGG0in03C5XEgkEkpxzc3NYXx8HN/5zndQV1eHqqqqZb3O9Qjp0G7fvh2RSAQ//vGPVecq1m3ITj/AQgZDpnkJvdCK/NTjx4+jq6sLjz766DLd3Z1BsUVu27Zt2L17N06cOGGIpMhsBmUlo/E8jvyM1WpFLBbDK6+8gj179igldyvzfT2A9xqNRg1FfHa7XUWxKOtsNotoNGo6G3cIU1NTOHfuHJLJJKzW+U2vJicnkc1mUVZWhs9//vPYtm3bLQe/1gIymQwmJycNEWhgYW4zmLKaMxq6cT43N4dYLIZLly5hZmYG0WhUZWykEQbAYGBJyicDUdJAlrswS0YCDTYGmaQRLpuNMCNAwzObzWJsbAyTk5MYGRlBe3s7qqur1dq/XGOMXTAlBUfWPcg6CN1ops6XWX9Z8Ezwf/msaPDK9wCjXSkhDWnanDyOzMRYLBbMzs7ipZdewsc+9jEcOHBgSeXF64hEIhgdHQUAAxVbdmSko8FrpoEvNxWWmSApG45XPeOjy0uHpGZJe0W+J503OkR8pmNjY+ju7lasg5vFHXM0LJb5bjITExOIx+NIJBLI5XKYnp7GxMSEim7SW6Yx5/F4sGHDBjidTkPRjNVqRSAQMNQpcGJ6vV5DpCKTySCRSGB0dBTRaBRTU1PKg6WiGBoaQnNzMzo6OtDS0rIiGyzxPhwOBw4cOICrV69ibGwMABZFjWZnZ3Hy5Em8/vrreP7555f9WtcjKH+73Y5du3bh+vXr6OvrMzjFNOaoJGQLV4vFYugJHo/H1aIBGKPPP/nJT7B79+417yTqhpTL5cK9996LwcFBFdUjV5mRF1LOZHpYpmq50DOrcenSJcRiMXi93lWRfVxucLEYGRlRxceSniCL7LkJVFtbm/quiaXD2bNnMTIyooyXeDyuqC6bNm1SGWa9o856wODgIJLJpIq0M1MLQK3d0qhejZDPI5vN4sKFC7h+/bqquwBunB3I5XJIp9OIxWKIxWLqO+w+Jvn1NMT1rAVpO6QayegyAwd0Nmw2m9pLSzocAwMDGBsbQ2VlJbZs2YKWlhbFkV9Kx7bYsc6ePbuoBo/2mKwxkFkIGSDWaVQ0cOVGdPJz8rvSBpKfky1aed10avQMibwfZpnS6TR6e3vxs5/9DFu3br3p2s6bkRuv6ezZs0in0wZqFGUnO03JTIbcHVzPUHCsytdktoMOin7PMijF9VU/jpQZgEUdqugEZTIZhEIh/J//839w33333VLTi9t2NG4Uwclmsyp7MDY2hkgkoqIBko/H9GMsFlPpJUbx3n//fWQyGcNDkRuBycgpFSA7DXESZDKZRR2CZNFMOp1Gd3c3+vv7UVtbi/3798Pv98Pn86ljy/u8k7BYLCgvL8fhw4fx3e9+F5lMRikSTiwarD/84Q+xceNG7Ny5c5Fnv56iacuN0tJSPPLII/jhD3+oIpayhZ6k3snCK/kMmDKXDgxrEwYHB3HixAk8/vjja7ZYFFjcV71QKGDz5s3Ytm0bLly4oOYj07GsK5ARFHJnbTYbEomEoqR4PB5YrVYMDw/jnXfeUW1C1+KYLqbwiXQ6rdpay0gWiwVpwE1NTanPUF6kbnCRz2azSCaTi865EjSLtQydG14oFNDb24tLly4ZAg+RSEQZXlu3boXf719Vsr3Rs6axIqOQN7puyS9nVyAaQTJgQLpPOp1W3/ug4y4HikXK8/n5zcd6enrQ19eHZDKpHCS9XoPHoP2QTCYVVY4ZRrfbDZ/Ph5KSEkOWRxbQAlCBKdmxK5PJIJVKGSgv/B73YZLtRWmIJhIJhMNhDA8Po7q6GkeOHEFtba3KHCyFzPXxT0dJGsnMXrjdbkMmQ2Y6ZNZGX0cZtJMbzMlxI+myfD6SDiWfkbxudrCS+wwVkwlfy2az+N73vof7778f99xzDwDjhn83g2LZFQbWuBeFlIue/aFcGUyXDpzumEl5yWCdXhwug3i6w6VnOmT2RzptxWqK+P25uTlcuHAB3/zmN/Erv/Ir8Pl8NzX2btnikcKVF5BKpTAxMYHR0VEMDAyodCPTPlwgyYGXlfTMNNCL5wMg7SmXy6miKMmX5ICVRTGywIZKVUYApQBzuRySySSmp6fR3d2Nuro6dHV1obGxETU1NYsG3p1csC0WCzo7O9HY2Ij+/n6D4qKyt9lsGB8fx7e//W2UlpZiw4YN6rpMfDRYLBbU1NRgz549ePvtt9WmfvTsGYUh9ELcQqGAkpISwwJGBUnj8eWXX8bhw4dve9Ob1Qq/349t27apTSZphMi5LykGnJ8yMigLTfP5PF577TU8/vjja3bHa11JU08ODw+jp6cHAwMDmJqaQiqVgtVqhd/vR319PSorK5HL5eB2uzE2NqaCIx6PR8lTFobPzs5iYmIC09PTqKys/MBrMbEYurHA35FIBO+++y5isZiKLCcSCdV5KhAIYPv27auujkhGQ+XfV65cwcDAADweD4LBIKqqqlBVVYVUKoXp6Wk0NDQYaBjcXIw1Cl6vd9FaDcxH7WdmZlBXV7dq7h9YMJTj8TgikQhOnjyp9q6SLbalkazTSex2uyr4LysrUzYL32MwhXJhm2Oen7/1mj9goVuQ7MTEYAs7OTGAwCCr1WpFPB7H1NQURkdHceDAAezcuRNer1ed63aewY2+19/fj/HxcUP7VelM6JlpFjxL/c/gm5SHdOolTedGz1PabHrmAFho/yrrQmSAmd+TdUaFQgHXrl3DP/zDP2Dnzp23tc7c6JqHhoYwOTlpsGUZKKJzIH8ka0e/R44R+T06pxx/0rbVa1QkbU1/XT5DguNZ0rZ4LbRFQ6EQ/u7v/g4HDx7E0aNH74yjoXtvc3NzSCQSuH79uuKy6h4UlXQoFFJUKrvdjoqKCrjdbkOHGVmBTyGyny89OnbC4CBmhIJeNr1ZHpfXI5UDr5+LdSgUwrVr19Dd3Y3q6mrU1NSgoqIC+/fvR2lp6aJ7vxMIBALYu3cvxsbGDAU/brdbDSCbzYbLly/jBz/4AT73uc8ZjNbVoOjXOjZv3oxMJoP33nvPwI1kpEROSk5SKjmmwvkdvs5Fr7+/H2fPnsXRo0dX6vaWHBxz27dvx/Xr11XXFqmg9BoXzm0qWe49Imlo165dw9WrVw3897UGqQdjsRj6+/vR29uLyclJ1TLy9OnTGBsbg8fjQW1tLaqqqtRGTn6/HxUVFQgGgygtLVUyY2SMbR1HRkZw6tQpHDhwwNAbfq3KbTlwo4AZqWjvvPMOhoeHVaQ0kUhgZmZGURjKy8uVcQ6sDt1bLMIai8Vw9epVvP/++4rvH4vF4Pf7UVVVBZ/PB6fTierqapSVlaGurg4OhwMjIyPKOPZ6vWqtTKfTyGazam3NZDLo7u5GW1sb3G63MkhW6v6B+WfBwOf58+cxOTmJqakpJJNJpFIpFby0Wq0oKSlBMBg0GH2S2kR9JB2UYvvWMJMLGDPglFkul1OF4XRq5F4RhUJBZYaAhWgzbR5+lkb96OgofvCDH8Dj8WDbtm2GtuK3Kzs9o5FMJpVBC8CQrdCNf91Zl9Fy2jKUJ2UvOzvq41aP6Mvz8G8AhgJwnkPvYsVzShpRLpdDIpHAK6+8gp6eHmzfvv2W5Xcj/SqdcavVashgyGuScuOPvH7aD5x7Uq7637wO6SAUO75eOC7tFl32utxkdmVsbAzvv/8+jhw5clOyumlHo1gqPp1O4/z58+jr68Pk5KSKEJAyIrvP2O12+Hw+VWBLL11OJOmdSf4ZB6NMN8noAgBDy0HSq8gtpWB5PP2+SN2YmZlBOBxGOBzGxMQEPB4PZmZmcOzYMZSXly/Lwt3V1YV3330Xo6Ojqq8xI5jSAz158iQ8Hg+ef/75dRchXwlwjDidTmzbtg3pdBrvv/8+gIWdM3VlRchFRkbyGQGgAkmlUnjzzTdx5MiRVWGYLBUYuTp8+DBCoZAqguO901GTCyUXUWAhCynb98XjcZw/fx5dXV1FG0KsFeTzeYTDYVy8eBHXr19XfO+RkREcP34cly5dUj36BwcHUVlZiUAggEQiAZvNhqamJmzatAktLS0IBoOGzmXUZ7FYDO+++y5KSkpw8ODBRRQW0+H4cBQKBUQiEfT19eH06dOIRqNqnWGnKRpeFosFfr9fbcTJ76+0jOXzzufzGB0dxblz5zA6OorJyUn09fXh5MmTGBgYgN1uR21trYF+4/P50NzcjIaGBgSDQZVtJEWPeo6Gms/nQzQaRXd3NyorK3Hfffep9X2lnA06GSdPnkR/fz9GRkaQTCYRCoWQSCSUTvJ4PMoxkpFuGemlPGk00qYpRvnh/cqIvYwIy2yRDMLQKeH/bEaib34n136yO6ampvDjH/8YwWAQLS0tSzb+qH+7u7sNhcryfZ1FwfvlvUtHRH6G35fQDWa9EFrPhshrkA4J1xSd+i5lLI+dyWQwMDCAH/3oR9i8efMtFTffDPRnXix7KseJzGhIfaI7E5SZbpNLR0DKRZ67mOx4Dh5Xh34thUIB0WgUJ06cwOjoKBobGz9UFjftaMiLjMfjGBgYwOnTp9Hf349EIgFgfqOvqqoqQ4EUjQoazDLtz5ukcKjEpTeaTCbVlvf6Ric8DiMTcgdTOfnl4JRKgANcRqvZ4jSbzaK0tBQXL17E7Owsnn32WZXZuJNwuVzYvn27Slt7vV5DvYnkP7755psYHR3Fxz72MWzatOmWN1ExsQA54V0uF+655x5YrVacOXNGjRVJk5JKQnInGRkjXUhvk3ju3Dl0d3dj8+bNq8I4+aiQi0ZZWRl2796tNnbie0yny8gW553T6VRjXI7zTCaD69evK074WoIcH6FQCOfPn8fIyIgyVqempnD58mVcvXrVQLXLZDIYHx9HLpdDdXW1em1wcBDpdFptDEZdmEqllJ6Lx+N4++234fV60dnZqegUK3Xvqx1yMc9ms7hy5Qr6+/sxPT0NYH4tI7c/n88rXj7bNHs8HoOMV8M9cxxls1mcOXMGQ0NDCIVCmJ6eVnVPly9fVropHA5jYGAAVVVVsFjmueX9/f1obGxEU1MTGhsbUV1drdpycj0lw4CtXGOxGE6cOIGKigps2bJlkRG0XKDt0Nvbi/feew89PT0IhUJIp9OK9sNia6/Xq3a2lvUmupGsG6qSuqLXBPDzPBZ1IIMoN6K16FQfqVMZjJVF1hyPTqcT165dwz/+4z/iC1/4wm3bJ/qzYpA2FAqhpKRE0X5kRF5+V6+D5Wekfccf6nlZbMxz8njFHIpiDhqfC2lnkqIvbUrdqJbHjUajOH/+PKLR6A2ppzcrNzov4+PjBrob7QNZAC6/z6CkzCrw/nlvvL9i7Xvl+NGfi36/smBe7o/DYJds7SxlLGXI6z9z5ozSFx+GW6JOFQoFhEIhvPzyy3j//fcRCoXUAOSA5M3KLinSW+LNADDQJWTbM30gsT0cP8N0FD8DwODcyFSaFA6PyweoRyKoPJkaZQvDvr4+nDp1CocPH77jhbx2ux11dXUIBoNIJBKwWCzKAJPXzPu8fv06/vZv/xb79u3Dww8/fFvbw5uYh1QaLpcLu3fvRjqdVs4mJ/Tc3BwcDofBoOSz0Y1ipov5vMLhME6cOIG2trYV6XS21NCjL11dXbhy5Qp6e3sNzRc4t/QICh0JyeVlBqm/vx+pVGrNbVLJ+wiFQrh48SLGxsaUkzE9PY2hoSFcvHgR8XhcfV4aE9FoFB6PB5WVlbBarYhGo0pvWa1WVFZWKn0ILBg5U1NTeOWVVzA3N4d9+/YZolDLee83i5V2SiwWC8LhMPr6+jA0NKSoQpzT6XQa+XxeRZBpGEqjYTWB6+vY2BhGRkYQCoUQi8UwPT2NS5cuoa+vT61tDP7Nzs4iFoupDeacTiei0Sj6+vrUbtV0biX9QgZWCoUCpqen8corryCXy6Grq2vJo8M3i6mpKZw6dQpnzpxBd3c3QqEQLBYLKisrUVVVhZKSEoMdoWceJHtCsiEISfmh3p+bmzPw52mskeJdLJrOgKg07Dgf+Iy4dlgsFrVPBdcRi2W+k1UymcSFCxdw7tw5HDp06LbG5BtvvIH9+/cvamYinSddDtJOk+ufHtSVUXbZBEjPRkj56xkM3dCV3yP1PZlMGmQrnRB5bnlNvE+u6beKkydPYufOnUpuwHw74KtXr8Lj8QBYaAhQLFgmx5fcH4P3IB1aWcNYTC7yucjnI9+TToMM+MtzyWPyPVlnyWNbLBaMj4/f9J4at2Q1z8zM4H/9r/+FV199FblcDnV1dfB6vSo6II0FCkMvfmJ0mIOAUQQZKZDpH5kqpLAkB5JKT3qAxVJDhJz0ABZdC7MoAAzK4+zZs2hvb78p7+2joFAooLW1FfX19ejr64PVOt/WN5VKqQiSdKo44N555x309fXhmWeeQX19vaEbykov6GsVbrcbBw4cQCQSwfDwsEprkx7A8cUFXo/QyHEtFdvFixeRTqcNi9lafT7SiQfmaVCHDh1SG2BxoeW9co7piwx1h2ziwJ1zA4HAilExbhXSWOjr68PY2JhqEcpatgsXLmByctIQlJGLeiaTwfT0NOx2O0pLS2G325FOpzE5OamCN9yFmucjTW9kZARnzpxBQ0MD6uvrDde0EnIA5gurU6kUgAWnyuPxGFp0EnIsLSUVpBhIz5uYmFDXSyOUxgcjk+l0Gl6vVxUFs+ZwJbPIUsb8e3JyEpcvX1ZUoZmZGQwMDKC7u1sxDyQlh3IYHx9HZWWlCuwVCvMbFQJQaz3lImUljd++vj7YbDZUV1ejrq5u2eURjUZx/Phx/OxnP8OPfvQjRCIRAAstZ71eL/x+PzwezyIqiBwjuiGqR9t576TWsd2xrPHQHQlpPMrib35OnkdSxmUgi8Fb6eTZ7XbMzMzg7bffRkdHB2pqam5Zbr/3e7+HkpIStLe3Y/fu3diyZQv8fv+idYvXoM9L2nYyeKQ7BJxP0qnSHRE9y0G7To/Y644GsNAqWBrN8hp4rGLtXc+cOYOBgYFbHrN/8Ad/AKvVik2bNmHbtm3YuHEjent7DdcnNwWUr3MuFaM2UabS0Jf3L1/XaVK8R5mVkDLkD4BFNrfMukkHTdo2/L5ul38YbtrRyGazeOutt/B3f/d36O/vR2trK6qqqgwUKb3QhMIlGEFgJJcb0qXTaaRSKYNRJh0OeYP6gJWf42CX39O9PTlxeF88Fv/OZDKIxWIGQY6NjeHixYt33NGg0cCiMVLFSkpKlIy52QvviUVk4+Pj+Ju/+Rts3LgRR44cwcaNG9Vn1rpBuxKwWCyKRpXNZjE+Pm5wSiW3VCo3OR8Y/ZQLVHd3NwYGBrB161Z1nrWIGxlwNTU16OjowPvvv69Sw3LssaC22H1TiRUK88WIV65cUd3V1gp47cPDw6p4lm0t2aJSRpalsUM55fN5tZdQOp1WUahwOKyckvLy8kX6LpfLob+/H6Ojo2rhXCknY25uDqdOncLp06fVJq0223zbTr/fr6gKdrsdHo8HLS0tqK6uXhRJLcZHvpV70iPT+XweiUQC77//vtrhWy7YfF6MGhcKBeUokXZDWtXtXM9SgufOZrMYHBzE1atXMTk5iVQqhXg8rpq00JkiZIQ1l8shHo8jGAyq7lLUcTMzM4pBEAgEVK0CIQ1DABgYGMCZM2eKdm28kygU5mucenp6cPz4cUxPTyvd63A4VO2mZE7I7/I3s7Aya1XMhqDcSb9iZD0Wi6kWuDR+GaCS0WRGlPkaZSVtIL4mef4M2rDWjX8PDAwgFArdlqMxOzuLcDiMoaEhnDlzBsFgUBX50s7QbTzpjOn2loy887c0WvmaPI5O1ZH/0zaTRrGUhx7pl58BFu8+rmdIJicnEY1Gb1lu/f39mJubw/Xr13Hq1Cm4XC40NzejqalJ7e2m14zIe5d7YxRbS2XAvZjjpjsV8jUpR/madFDkeaQOlMeRspUBILlu3Qxu2tGYmprC8ePHce7cOTgcDpSWlqqia0lBkhkMTlZCj4hwogBQLeAKhYIqeNS9XCpU0ptkJoM3LJ0d3QuW6SkpJD4AqRBSqRQSiYTK1KRSKfT19d2suG4bVDAej0dNbJ/Ph3Q6rXpss0hPDlbJn7x69SomJiZw9OhR7NixQy2WJm4NXADq6+vR1taGWCymeI0A1KIEQDmA0vlglEsa2jabDel0Gn19fcrRWOoI7nJBN/zk7/b2dkU5k4sT5yFRKBTgdDqRyWRUpoh6IJvNoru7e03tqM6UMjvwSR3mdDpRW1uLLVu24OLFi5iamgKwoH9oULDTUTgcVjqJ3HLuUM1gg8fjMezOXCgsFOq1t7cvS11ZMYyPj+Pll1/Gf/2v/xWzs7Oorq5W+wPV1NQooxVY2PwtHo/D7/fj8OHD2LlzJ2prazE3N2fIaN2uUc9xmc/n0dfXh6tXr6rWtZQ9j8/n5Xa7DdE7zmka25cuXUJ7e7sKnC23wyHPxQwaxwzXx7m5OSSTSTWmCBqJcl0gp1yug7lcDqFQCAMDA6ivr0dVVZWBAs3P8liJRAJnz57Fli1b0NzcvEySmA9esOZkZGTEoGMsFmPxt96GVqfEEdKOoLz07LXT6YTf74fT6UQymVRrNNduGeVnBoOBUhn5l+uGrN2Qdg0zCmwSA0AFJMPhMM6dO4fNmzffsux+4zd+A4lEAv39/SgpKcHAwADeeust7Nmzx3BthKxXpFyYqZbzTELODZkh0YPGMuCrOyHF/paGMZ8tZc1jcy5I1gprEiwWiwoG3Sr+5b/8l5ibm1O6uLe3FxcvXjTUFUrqsHRcKSs2+aGeodz0ZjPSoZO1KHqQXMpEl6OUp+6U8Bh0gnV5S/uZY5LJh5tZn2/a0UgkErh48aJqKysj6sU6DBQzbDmJ6E0xu1FSUqImPzeI4YRmBEB6ZpKzJhUAlYeMMMuMCAcao87SMOJD4YCQHDa+x6jWnQTlyEwRjYlAIIBcLqecDOm0Sc+d9xoOh/GDH/wAY2NjeOCBBxAMBg3GyFozalcCMpW9ceNGDA4OYmpqSikFqTg5ljluZYQ5lUoZHGabzYbh4eGVuaklRrFsmcViQXV1NaqqqjA6OmqY80z/AwvRO4/Ho4wWzlFSKq9du7YmxirnViQSUdxVvZOew+FARUUFNmzYoDYqpFGSzWbVJn7A/LiZmppSjS7sdrvSSclkEjMzM/B4PIaUt1z0R0dHMT4+viKORjabxV//9V/jT//0T3H16lW43W5s3rwZoVAIFRUVhj0J6FxaLBYkEgmcOHEC3/nOd7B9+3Y89thjaGtrw+HDhxXd5aOMhUgkgoGBAbXPE3Wn7HzIHxqKrNMg1UUu7FeuXEEikVBd/1Yyq8EMhtyk1uFwoLa2Fjt37gQAjIyMqOAHYNwLKJPJYGhoSM3PiooKZURxR2BG70kXY5GqNCrz+TyGh4cxODiIhoaGZWvkwDXvypUriMViyhlkoGdiYgIul0uxHqSxLu0I+UPoVCAdDCDJwnJJiWLgkm1u5bpNw03Wl8rz8BgMLPJ8ABSVmoFQBi5uFffffz8AqCDG5OQkTpw4YeDf64Fc6nM+3xtlieTr0ibT51uxyLx0IKS89AAzjyudCupFWQcsjWQey+l0Go53K3jqqacM97h//35MT09jenoa/f39Bjnwb3ndulMmHV09SyPHlHSadCdNd8Tkd/XMiHRWuFbRSWMrZ/lDB43jYG5uDoODgzclq5t2NF5//XWcP39eGQSjo6Nqd0wKW0ZxKTBObN3LlQOXHp/H41EcR94YIzLsHKE7IDT6ZGEtB5WsppevMZsiPWuZ3dBb9BYKC5vu3GnwmrgAshDe7/crxU+5Un76RnKUUTqdxptvvomxsTE899xzqK6uNjMbt4lgMIhdu3bh9ddfNygm/mZvdOkAciLzc9LB7enpAXBj+tFagb6QSOespaUFoVBIZSg4t8gz5hinAUDllkgkVObxdlLaywnes3SyGFGVRaOkHnDPgo6ODvj9fmXEzM7OYmpqCqFQSGXKZHEpd5tlB5hoNKrkxkgZjeF8Pq9atXZ2di6rPNi56JVXXjE4iW63G3v27EFlZaVynLhRldPpRCqVQkVFBXbu3ImrV69iYGAAP/3pT3H+/Hm8++67OHDgAHbt2oWKiopbDpSk02lMT0/j3LlzqrBezjsagKSgyrWLBb1ys1ka2DMzM2qcrgSkHK5evaqyh8CC8cuWtexQZrPZVJe3WCyGcDisjBU2H2H9jMvlUoZYoTBfZM5Al+TEy0gx53VPTw/27NmzbN3PwuEwLl++rNpF8175fMLhMLxeL0pKStR8lZlEQmYtdHqJNOKkIc15CkBlhPhsmK1LpVKKbiszQjyHHpSQxrHMdEq+Ps/F/cPYMe1WwXP6fD4UCgU0NzfD5/PhO9/5jsF24zVzreN3ed/SgZKZGd6jdAiKORrSAdEzFfx+McNZUn/4Nx0MnXIlM0i6/G8V+rgpKytDWVnZokwLsBAElt+RtuyN7ADdcdCdKemcSXnIZ1Hs2PK88tiSzqc7LJIJdKs676YdDe5kC8ynCzng2BlBKuliN1YslSMzG7IDhPwMJym9fknT0oVLAUonQxo50tiTSkRmOjhI5UPSMwfLAd4v6TjkBlNGnCzy8xwMMiqay+Vw4cIFpFIpPPvss2hubjak6m4GPC6wuFhTvlfs/bWePZHXz2is9Oq5qPGzwMLGQdII5d+M4A4NDd3SM1jN0J8v52hzczO6u7sNkb1CoaD0h5QbI3PkUROJRAJTU1O33HpwuSDvoVAoqKgx35O6TTob5eXlAIBUKqUypX6/39AKkdkw6jFp7OZyOVWvwQ4nMsWdTqdVMexy4uWXX8Yf//Ef4+WXX1YycDqd8Pl8hs1UacTSGZNFtK2traqZgMPhQDQaxcWLF9He3o6HH34Y+/fvV9FjYHGGlmtNf38/4vE4ZmZmMDk5aZirktJCB1dSF7joSkeD/3NTWu4SvpIoFApqA0hp7DLYR8ZAQ0MD7Ha7yspwR3rep9wEkk4XaXkMZCWTSUxOTsLj8cDn86kMnAzSUY7RaHRZ18urV69iZmbGUDdDJ5yBumAwqPby4rMmdUXfJ0LP0kiDTxrC0mDjeii/w3PIoKjM8PJ80o6R+pLv02GSdpI02knDuR3o6zcAQ/Md0gZl9k8GQvg5eT+S/sX7kXaYdCykcaxnj6QhfKMshnS+dKeIn9FtOCnLubk5nDhxAs8+++xtyU8H9bTcW0tnP0j5yNf1MSXvUwYv5b0Us4Pl63pGRHdQijlvMrMnHSHq61sNkN7SPhputxt+vx+BQEC1swWgujQBMLSPI+Rgkl6SbjAX88y4QMtJKmkovDZgISowNzenisw5yWUmgxOTwuJ3pJNCRa0PhuUCJ7Xk+slrl5EEubOjjMhQKWQyGZw6dQqjo6N48MEHcfjwYUPHl2KGshxIxQxJ+Vl9IvMaVqrF4VJC3rvf70dbW5uiT3ERk5kuKU8+G6a25WZXo6Oj6OnpQVdX1y1P2rWCqqoq1NbWKsNMtgTmfGaUjjRBSe2wWq1IpVKYnp5etY4GYbFYVPta6gt5b9KBcLlcCAQCql6HtQLAPOea85d1K/F43JDp5EJBPrjValX8cxnRY/R+uegrwHxtBikYdrtd7WzucrlUQTzvUfKWGVDh99xuN6amppS+m52dxalTp9Dd3Y3XX38de/fuxaZNm1BfXw+73Y54PK7oaDMzM+jv71fdvm60ADN6JxdTKV9J0eXnSYMsFApqA7iVAnXvxMQEZmdn1VpJmUpKD3e/Zh0B1zrZzpeZMHLW9Uw/35+amjLQLoAFx4xyjsfjy+pocK+tiooKRCIRdW6OJ5/Ph0AgoJxbGfHmWqUb8sDiPRvkOieNa35XHpvjh6/LOcxjy/PI8xX7W3b2lHYKa4iWEn6/H/v27cPZs2eL6hB9Tkl7gPcoDWX5HZ2uIyk/MtAsDWPd2eA5ikXf9YylHrzmdfK5OJ1O3HPPPUsqPz34IbvZAUamz43GHa9bjkHKTo7BYnLSMz7StpbZMl2OhKxrkc8TWMjKUL/cDG7a0Xj44Ydx8eJFvPTSS4jFYkgmk8qYp7J2u92G9KAUejGunD446XRI5W6z2RAIBAytt+TAkd+TmQwqQpnq5qLMz+qRA35H9zp53OWIPnPgFQoLGRzKl4aq9NgJObFtNpuK0tHRAoCJiQn8+Mc/xuDgII4cObJoL4dikQ1ek/5aPj/fBnhoaAgjIyOqywcHbSAQwO7du9HU1LTou2sZTU1NaoMfRkMkRUaPRHAccd8DKph8Po/e3l5s2rRpXWQ1dPB5s0aA41ZG9mVWg58BFnYKB+YzGpOTk9i0adMy38HtgYsAxwIXMwYJ2FedlMh8Po+SkhLVAEIaa9lsVo0bSfGgzNg/3uPxLDI0bDYbwuEwJiYmlrXV6Gc+8xlEIhFcuHABLpcL27ZtU9ejp+YJyoiZDWDhHicnJ5U+pl5/77338PrrryObzWLHjh3YtWsXHA6HyvToUWZpLDPwAixkjWU3HRlwksW7jPLLja241qwEeG/ZbFZlM3gP0uFge16fz6f+Z7SaO35LqpjValWOrcwYcfylUinMzMwsKm6Va4TVajXUGy0HmD1l0w7ZPjqXyylbRVJPaOzabDbVJUoGy+R9UQ66USaNV/m6dPrZVU1SaeX78lxSZvJ8gLGIms+GDiYzhEsFOl90urnW6YXu0lCWzp3uhEhjV68JkPO1mLGsy7vYcfTIvJ5hkZDOIu2lpdzTirLh+p/NZg3zTs5TQjfYpa2s37O0e6UDcaNAvp410p0O3YmTNq8ecNZZCKz/+jDctKOxf/9+fPazn8Xk5CRGR0dRUVGhhEkFls/nFYVKemkUHJWy9DjlANO9ZB3FJqQ+QPk/iyaZbaHy1R0gDkoOiHQ6rYwAOWEcDseytNlkZJQLBwClnIrx+3jfHARUoIlEArFYDPF4XEUL8/n5grkzZ86gr68PjY2N2LFjBzZu3IiGhoZFg6qYIwjMOyw9PT3o6elBNBpdFIHgoB0cHFSdr9aLo+H1etHU1IQrV64o55ORePnMpDHChYxzhRSSc+fO4bHHHluXjgYVaVtbGy5cuKCaSMhoPz8HGNtX0+ABoFps6op5tUBel1TU0tGQ0Xs6WPl8XhnOVqsVXq9XFd7KQAKLb9PptMrIyqLR2dlZJBIJAy0JgMqWLEcDCwmXy4X6+nrs2rULFosFJSUlahFnnR2wUJtHecnFk7IB5iOr1GPpdBpOp1O1EU2n03j55Zdx+vRptLW1oaamRlHTGJjh82EkFVhoQkLnRlKqpKMh+eOJRELVDslFemhoCBs2bFj2scnxxYAP75PrnNzQVupv1mgwgCeLx0mTKSkpwdzcnGEDN465dDqNaDSq6HDUfXoP/nQ6jYmJCUURvNNoa2vD9evXMT4+DqvVigsXLqh25BxbOtWI2Q2LZb7zEMcj7RYpN90oAxa39uWclTUaEhxvOnNDd4gJjtl8fqH5iHQK8/m8gfK1lI5GsbVfXnux2lDqPfl5aa9JvVbMOJY2XDHnQX5fNgPSI/XSidG7KPH6qEv5XJbK0SgUCmhqasL169cXtc7muOO5bqQz9HvX76+YXPTXeC18jnoth/ys1HMMzstMsNQhtDu5pt1sDeBNOxoOhwOtra24//77cfr0aZSUlKiuJ5wovEiCFwMsRBUoBFkUpRuo8qFxMWVkXk5Mvk6lymsgHSEajSrKClvxSu6cdFJ4jWwFyJoITvD6+nrs37//ZsX1kRCNRtVEAowOlu79y7QZB1Umk8HExAR6e3thsVgUfYELByM7qVQK169fR3l5OZqamlBTU4Pt27fD7/crRSIL1yYmJnDlyhUMDg4iFAoZojO8Tvn/2NgYfvCDH8Bms2Hr1q3rwqC22Wzo6urC6OgoQqGQko9UuozeSrobnxWjiB6PB2NjYyrTthqN6I8Cjln2r+cYZQBCZi3Ik6YMpPFSKBSW3Vi+FehZQEnL5DxggENutsWgBo1cGj1ynwLKj7qPBaVyEUilUmqfHZmaB7AoIrVcKC0tVZFlqUMZhJK7HMuizEJhYcda9vZPpVKqAJmyY/SWMpuZmcHExATcbrc6ttvtXqTD+COz5hJco2hk0mhk6910Om1wVmw2m8rYLjekIatHviUFjQE+rovs6sgIq3T4C4UC3G636gIpG1lICkcymVT7TLFYXF+v9LF4p+FyuVBbW4vGxkbV4YljLhgMorq6WjlYNJRlnYEMXnK8yqi9NFh1540OAY01fY2WRpxuNHKu63WjPDaPK+skmHnhs5UdKpcKFosFgUAAHo9H6V9537w+gtcun3uxqDpgzCjIyLluWPOzeqZCypHPjTpEPiOZvZL6mHOH9sjNbjp3s3JjIwWuazyndAzlswdgGId60Fx/jeNNp4vJ96WzpduJ8jvS0ZDOtH4N+j3qz//DcEs1Gtu3b1ep/MHBwUWGI41XXjyVPmAsBudEkULQvTO9WGVubg6RSESl72ZnZ9X/pA4wap9IJBAOh1VBmqQVMPMir0l6fS6XSyllGgcVFRV48MEH0dDQcNOCvV0UCgXU1NTA4/EYOtBQprqTwUnHh89nMDExgcnJScXrzOVyKC8vh9vtBoBFBY787Ouvv47S0lKUlpaipaUF5eXlyGaz6O3txcTEBBKJhEERyzQhFzd5fZOTk/j+97+PiooKtVPxWofP54Pf71dcYN1JKFYPJOcK6zZmZmbUjsPrDdLIDgQCqg6BcikUCio1T0eLBhCjzTpPfC2A1yoNCP7PiDLnCQugGdgoFArK+ZIUCrfbrToj8biUjcy6ch7qtIPlhtVqVYEoadBx4SJNRUaNiUgkgkgkopzTZDIJp9NpaBIgd5HP5XJqYY9GowgEAorCqxcu6jQ9zknZ3YuOHx0gZjLi8bgh82G1WlFZWYna2toVDRLoBhSvjXNJ8vi5hjCqKiPk/K5smZxIJJBMJg0GB50P3VDm8aV8lhNWqxU1NTVobGxU62JJSQmmpqbgdDpRWlqqup3J7A+zzNIQ08dmoVAwtPyUmUMZYdedETq1dAjo6HHOM/OjOz48rmSBSJ3B7CiDsIVCAQ0NDSgrK1tSmXLflGvXrqlrlk6DdMTkD6+fctZpOTqNXuoqaTvoRi+fK4+jG9qSKi+dD3lcQl+flmoN5j1zXMixotM4pZxklkyXqW4fy9oo3R68kcykXS3tbllqIH9054bXT+hZ/A/DLblyVqsVGzZswL333quKyvg6I0e8+Vwup1rq8TOEFJJ0JORDkBECLgCkQ6VSKbV5GgAVpeF3pFJg5kNGS7lAy2sFFna/9Hg8qKioQCAQQFVVFe69917s3bt3ST3fG4GDjFQbQvdu9UktB1Ymk4Hf70d1dTWi0ShmZmZUgSYpbzxPJBKBy+VSHFIWLk9OTuLq1asGpSbTjbxW6ajx/Lwe8mJHR0cxMzOzbhwNm82GYDCIkZERJQMuEJQro2kci5zkMvU4PT2taIjrDZLC09TUhLGxMcPCQ2OHMqGxrUe49cYSqxnSKJORPelc0Vggb55BEPk9jg853zlndToHDZh0Oq3aXBZLnS8naERx3wXqEK4TMvoujWO+znthlyBggYsuW80CC11xcrmcymBXVVUpg5HRXvkMKGteE88ts24A1N4UpG5xfQDmn1d9ff2yFtrrKBQKGB4eXmQAyLWNnaTYyIXjjd+hgyvHim5IErqRwr/1gBNlstxObnV1NbZt26aodTabDSUlJYYWsJJ+SEeLRiFlx3snaCPItY7yoLFPe0MafLRZ5HFon/D7knIrr43ZNOpHUnSpPxikABboiktd0AwsZCh0qhSvX6d86ca8NHr5vh5dl3NSvicdBbkmyP+lPmBGkkEZ+TrPz7VaBgCbm5uXrNkI5UW7gDpI3r+k1klHTAZGpBxl8IjyoXylkyEdNylfnldmeKRzwc6uut0t5SbnBMcD1+ubwS1bzizwm5ycxLlz59SmMfpiwgsqFnHRPTgpLGBBodFDpbJPJBKKP+ZyuVRkjMaJ9GaBBcoCF3Z9oeH5pVHkcDjg8XhQVlaG2tpaHDlyBE899ZTqMX2njR6eo6ysTPG59cFEGcnBKr1Oi2W+ML+srExlgjjoLRYLSktLDQtkNptVnGefz2eYGNIzp7woV31CSKWSyWQQjUYRiURgs9lw8eJFVRi61mGxWFBXV4fu7m7DwspJJ6kXlDtT+XL8MUq6XsExyUJUjmGZsmZXHEaL5TjPZDLwer2LKAWrFaRsAIs7t8kocz6fVxE0SRuQGUsZmeJ4knNWRreYASgtLVVZIs7blcho+P1+1NTUKJ6/jNbKCK8etWPkLZlMYnh4GGVlZaisrFSGFxc/PbghdWQ8Hsfo6KjKgHi9XtTW1qpWrfwO5SezsPpiTgeOlF+5qLrdbuzatWtZgk/FIJ0hPmM6TFwXZDE4x4KskwKKr79ynZMUZxn4C4fD8Pv9qtuZHNsrBZvNhra2NrWe8fmy5a3MwlP3yCwCYGxlK+XAdU+PGktOu4ye6wYbjyHtFD1azOCUdHz5HueS2+1WtEBgXocyGNrW1rbkMq2ursbQ0JC6fj1Aqz9vOac4j+S4kk4CITMAelaoGLWHTRrk2JXfY5ZIj+xLw1w++40bN6K6unpJ5VZVVYXh4WFDwEwG0/U5SzkAC46FLmfpOPAYlJkca1JuUuZ8NpJmJu01Xe7FbGUZnLnvvvtueif6W9KSnHi1tbXYv38/otEorl+/rjxxPZ0iBSQHlvQudSFy0HBA0UMtFAqLNhDiw6FRAkDRqngsWXyrOwnSEOBEdzgcKC0tRUNDA/bt24ePf/zjy9pak8ZWQ0MDzp8/b2jBCGDRpCXkZGJ7yEAgoDzqyclJ5bSxt7qeraCClu0npSHNa+M5pOMoByMLBicnJxGLxeDz+Qy7jK4HVFZWwu12q0wRYNy8jynJcDgMt9sNn8+n2mEWywCtlaj9zULeE40dOlvyXulMW63ze5IkEgl4PB61WBdbzFYzpDGqR5elUUs9BhiLoXm/NNq4WFB/MSIqI53M9HJDP55DdgVazvFVVVWFiooKtc8E9YcMRtHgksaxzWaD3+8HMF/fNTU1hUwmg5qaGkOkUG74SN1OA4PZB77HIvuqqir1Oa4xUs5ceOUizWwR6Uf8rMViQWVlJVpbWw3PdyXmsAySyXnCsSdpyjICrUcrqdPpUOn1lfyuzNSWl5ejtLR0UXaomGN8pyGDbo2NjaiqqjLU1egOO2vEdNul2JyUBpeUpTSCi9F4JBsjlUohkUgo2enGpXwOnDMcr6xL8ng88Hg8hsYiLpcL7e3taG1tXfIWtxaLBRs2bMD58+dVRk/uDcGxr2d/gIVidT24LLMY8n5ltF0GAoq9Lo3nYu9RT+rOM8cpx0KhME9TP3bs2JI2LaDczp07pwJo0l7TKZt8TQ++828pM915kpkL6QTL1+X71H0yIyTlIR0Q3T6WgVSXy4UDBw6gubn5pmRyS46GnBRtbW3IZDJ49dVXMTExAWBxZwI9siaFoHu38jWZYpQKUUZFOYlltIWflZELPd3D6+T9SP6cy+VCXV0d2tracOzYMRw+fFi15+T37uRiIpWl3W5HeXm5oVe7HGg0XPiavDe73a6KML1er+LqSgoa08p6FCyfzxt2kSVnngsNPXOZfpbKhTvORqNRjI+Pq+tZb4a01WqFz+dTaVq5MEuKGds8VlRUwOFwqIgVP0+5rjfozoSkBkjHVMoinU5jZmYGpaWlhqzoWoGM2nNO6tlcyoAdphhh5iIjU+n8nzLKZrMqS2ixWBTnHDAWk5JKxGzCco6vQqGA+vp61NTUGCKRwMI4sNvtSk9kMhl4PB6VibFYLGhoaIDVOt8iNRQKqSyzpAzohjQXSO5zQZ1D3cVaD5lppPxpsOgRUq5bPJaMhm7duhV1dXWG9WO5QTnIjKl+PboelwYPZUgaiQxo8VipVArhcNjg5HHvIG6ky6CAZDNQ1ssFeS6Px4OWlhbFgJC0Jm4yLOl0MtMGLBjJcuxKo45jRdocfE22zmW2g5ty8niy6xDHlfzh8+K4ZvCTjTWAhYL19vZ2HDlyBO3t7UsuU90ZoIw4FjiOqOv0gKi0+WSUXNoxOoVKOiTSIJa2I+e6rDOlrahfe7FAFZ+pw+HA/v378eCDD97WWP0ge9Bms6GsrEzRaaUzpjuw8ni6w0DbFsAiW1fKsVgmQtrVfK9YDQvHnLwG3Z6mY8vx29jYeEtdWG8r70vhdnR0IJ/P44033sDk5KRhsumKu5j3r9+s7miwg5UcePyhkyGjfNJ748ORxV9UNDymXIxsNhvq6+tx6NAhPP744+jq6lKTWr/vOwWp5J1OJxobGzEyMqIGKylMcoITXABp7LA4fm5uDoFAABs2bFC9xWWBuJSNdOhoBEtZ8z19DwT5nFm7E4vFkM1mVVSxo6PjjspuucFxI1OfMgLlcDgQCATgcrmUs6E7IzQe1zvIKeZ81qN5lBdpGIlEwhCdWyvOBscEu7ToqWcZXQMWxot0uiS4QBD5/Hy2MB6PK+eDc5kdZ6TxudxOBs9vtVpRWlqKiYkJpVckh5+fA4Br167BbrejqalJBTFIEwkEApiamsL4+Lja4JAGrIz4UV9KI5h0We6aPjExAZ/Pp2o+dONE0lRoOEsqG8GgwUMPPaSyL7yf5Za1zBhKPSQNRL4uueK8Z92Q4GvAglETi8UwMzODfD4Pv9+v5MxzMtuTy+VUPQ6dm+VqbasjEonA6XSioaFB7fcVj8eVPGT2hfpYp51IY0+3XXR6isyG0e7h2JJUbtkBTWZYpJEtMyw06kiLlJtyulwuVFZW4ujRo9i3b98dyR7xOdbV1Rk2ZZZBFN6DnjmQGQeOS52OI503+R1JoZLHkA4d5VssE6mfR3cYASgd1dnZaZjHtyofHdKJaW9vx/j4uCHwznPz/vmcOUaK3YOUl3QCABSVlT5+dedMOnEySKM7OLqdyXtzu93YuHHjLc3vj0QwdTgc2LZtG3w+H9555x1cv34dkUjEoOg40fSUIgXFAaNzd2VaR26cxP+pNCgAObBkioz/y41mAKiIvt/vR1lZGVpaWnDw4EEcOHAAdXV1N13kcifAB1pZWYmysjJVn8JWdjQq5ADk/8BCpIQLizR6mc24UcEeO24V46/KSCKwsNslsLBopdNpFUniwl9TU7Osm4YtFxgl1Ccio1AulwterxfJZFK9RlqVpCGsd5SVlSEYDCKZTKrAABdYOq0OhwN+v1/RN0i3Wu01LNLAdLvdhu53esRSpqhlhkNmXnlMGXyRC4EsMJXtSdlKkXqP428ljF+LxYKOjg4MDw/fMCKZy+Xg8XhQUlKCy5cvI5/Po7KyEqlUCsPDw+q+k8mkKu6WhiJgbAnJ+yS9hLJhFlE6r/K5cG2RzgQNJxkhpDHtdDpx8OBBdHR0rIpMZFlZmWqzTchxo0fLgcWUPr4GLG4nyn1a5HrLtYVZDJfLpXZl59rE11cCJSUlaGxsxMaNG1UXSWbqpZMho8N6BJ5jlfU5MugmP6czL/g+bRd+l5DBFWlI6u9zjHo8HtUVSXYKa2howKOPPooHH3zwjtUJUT+3t7djeHhYZe/5npx/eqaCMgCMFHUpO914poPPmly5P8yNaoWkgU1bk+fT6VuUK8fArl27cOzYsSXdrE8GQWQwl3NFZn0oD+lMkFqt27P6vJQMoHw+r4K7+j528hwy28ZxLRsnyePLIAWwkEGz2WxobW3Fl770JWzZsmVRtuZGWJIRyjaoFy5cwOXLlzE+Po54PK4Mi2IRAX2C6dECPfshvSs5cCgEmQKWBjAnrHzdYrEgGAxix44daG9vx44dO7Bp0yaUl5evmHIshkAggF27dmFsbAxzc3OYmpqCy+Va1MZOT8HJSJVMlzMiSCqW/L6Ul1SOMiLGxZYKhIpGj0Qkk0lDLUJjY6OBgrYeYLPZUFFRgcnJSfU/jWhG+qgAuOOz3CSMn19vtSvFIJWVzOjIdqH6YiBpIKsZ8vq9Xu+ijT4JPbvL/+U96hkQLqrkmcsIOxcLGsE0NiwWi4ro09lYTvB+Kioq0NjYiDNnzhgiknQwqYO4UWg4HMb09DSAeUMxEAhgenra0CZXykYavZQVIY1s/mYmhMEaUqbImQeMu/PqBeA8d0tLC44dO7aIGrTc9DSes7a2FjMzM4hGowanS443OdZkJFoeT8pPOrZ8P5udb5vO58CoOgAVdU+n08q5JXV3JcBuZ8A8xXtmZkZRRgAYZCIdeekoSINM0rv1zIU0knWHRR5Tn9u8Dn3tlRRTm82majKYLXK73airq8MTTzyBw4cP39FmBHzWVVVVaG1txdmzZ9V1cUzoGRmp42TEnvdL+QDFaToMdIbDYcRiMTV/vV6v0gMyOq/XaUg7UsqW10b5lpaW4oUXXsDu3buXfO7yntkNbHx83LCnBm0E+fx1p1SuAbrTIec1v5NOpxGJRNQmgQDU2GEwlM6fdJh1h0+eQ2bTKTePx4ODBw9i//79qKioWGSL3whLMkotlvnNXe677z50dnair68P58+fx+joKMLhMAAojqJU3ByI8n/dyeBNAgtdoXSeIq+BfzOqQueCxnE0GkU8HletEr/0pS9h165dhoLoYkp4pQwei2V+s72Ojg41iACoDlqSVyfvXy4G0hCRnHHd2SBkSo6KhI4cnxENRNKrZLqPk51R+0AggEOHDqGqquoOS2t5wdSrjAxy/JLqlslkUFtbi1gspoxC6fTZbDbDBpfrFVzkOb9kUMBqtaoFI5lMorKyUtEwibXicNjtdlRWVhpq1vQFg1FiGrJ6yl8aKVxMGVUmD586jXMMWKCfOZ1O1c3M5/Ot2LxzOBzYsGGD2n8HMGZgeX9cjD0eD6amppS+YgSQi2Qxh0x3NvieNGYIGsp0wIAFiijflzQGaTTyPD6fD5/+9KdVDclKQXdwysrKMD4+buhsR9B406nFepckjkGON3ZQkzRaRu451glSdaPRqDLifD7fisqIqKysxL59++DxeHD69GlMT08rRgSAReuXdCRk5Fz/nDRmqetlUJTZMq6HesYIMEaJuX6Tjsu9Y3w+H0pLSxUrYfPmzTh8+LCiSy2HfWK329Hc3IyBgQHVRVIGPKTzLx0NaSDLKLyUg5QjZU4bj06edORkpk2v4ZDyl4a1nNsMttJYXopshu7QEJWVlXjggQfwk5/8BKOjowAWOojJearbazKortM3dZlxXrIBkMvlMjgJnOuUhdyPScpTjm0+C851aVc3NTXhmWeeUV26bnbsfWRHQ1f43IW6o6Njkfekp9n0hZjH4/834sDpilYa2jRk5Pty0FGoLpcLHR0dKsJcLEK2ElFVfdA6nU7s2LEDU1NTSCaT6Ovrw/j4OCorK4vy2CV9ghEZ6WRQsemDmseQioKRVLmLs1ygdK+a2RAqcvJk9+zZs6IO21KD9yJ3+aQcBgYGkEwmUV1drahAgDFaSseNxtR6h9frhdfrNWxASXmNj49jamoKXq8XgUBAzVNpDMjIymoGFfH09DSuX7++KGokMxGyM16xyBLnEQ1yLhDsKiWNaVL0gAWHhxHnlczQ1tbWorW1FalUCqFQSGX82I2NkcpCoaBquUgzlItiNps1tE7leJAbq8luMpSD/C3rWfgdWcdCw5CgEyyj98eOHcOBAwdU3YeEXEOWA9JIqa+vx/Xr11UdQjFjRd/noViGTVJQUqmU2p+K7XG5dnL3cBbwS+cjl5svGq2url7Snao/Cqqrq5Xx1Nvbi7GxMSUrykGn48houeSv87PSgJPOs/ycNLCLQdaJyFbfbrdb0QpLSkpQWlqK+vp6bNu2DUeOHEFFRYUhM3wnoEeq2UkuGo0aDH9gcWbmg+TAOUp5yQCdtCM4x/i6tDtkTYJ0oIsVj8vMBp24xsZGPPvss2htbS0aXP4okA4l4XQ6i2Z/5BzVjX++LwORuhzl+LVa5zdJ1T+nd5jSZV2sjkZmM3lPDBrv27dPbVLK+7gZ2X1kR6OYcrXZbIuoMjJjIG/gRtAH+s0OhJv5nn4txe5Bvr+cBnKxdHwgEEB7eztCoRDy+TwmJycxNDSEqqoqlaLmoNOvVR/QUkFwgZbtMjl4mL6cnJxEOp1GQ0ODoe2oNKI4yQmep6SkBAcOHEBJScm6cTIAGCaZjMwzMpVMJg3RwGAwqBYoWQAsW+Oud+hOLTCv1K5du6YWzWAwiEAggFQqhenp6aJRotUOu92OsrIyjI6OGgwMme4GjJEmvq8XAXJBSKVSSvkzyi8/y/oz6jW2v1zJOUfDc8uWLYhEImqjVab54/E4LBbLIk4/qV90MhgBlBvLceGjUQtgkawJ2SaU56Ku0xd2qe+lkWSxWHDw4EF8/vOfL+pk8PqXE/LZstsTDX1p7HAsSYNCjzTLMUenhMYcMO/IssMUdR2DT3LdkRTR5e46dSPwGmpqavDggw+ipqYG586dQ39/v6LmyHFA44vzU1KnZICN403+zzkqxxKvQR8flCGdXbbul1kM7nS+efNmbN26FY2NjUtaT3AzcuNvu92OXbt2YXR0FLFYzOCEAws2FeUkKU5SJvzh+OIY5OsMwPDcHFsy863TpcgWkFlhyl9mLTlHXnjhBTz66KN3dM7y2E6nEzt37jTIjYETqbP4t8ymFXNG5FgkGLiiwyEzaJQv5Sozl7rzIYP0sqMo6yU/85nP4Otf/zpqamrU81m2jMbNQh+4N/v52z3PUlzLalCURHt7O+x2O1577bVF3qdelA1ApQndbrchWiMXTz26xeMxojM8PIxwOKxasjY3NxvSmTwGo888HjDPs968eTMOHjyoopHryaiWkVTZacXn82FwcFC9zkVIth+Vqd/lWjhWEjIzITu9FQoFBINBhMNhpSCp7DjGGdVfK5CRMxmskEYdndJiHVn4NxeBWCyGSCSiqFZcePUfSUldaQdNRrnKy8uxdetWzM7Oore3V40BFhBL+hcLjAEYMn7kp0vQwOD7lLee7ZCZXklzlFFBaYTzPDy/2+3G7t278ZWvfAUVFRV3Xni3CbY6pkFBupMebZZRXmCB0kfjg04g90ABFjoNyrWDOo/Gphzv+XzesHP1aoHdbsfWrVvR2tqKnp4enDx5EmNjY6pOjt3ipCEnO3VRl0vjWjdwASMlCoBBPvxNR5yFybLtrtPpxN69e7Fnzx5s374dwWBwxVvEM6K9YcMGnD59etH7uiwALMow8HN04qSDCxiNbJmh0B0I3eiWGSmZHQZgkJvf78ezzz6Ln//5n4ff779lm/SDZPNBKC0tRVdXF06ePGlwBqQ8pLOllw7IIICUme606TKUgQW+J500HksPNMg90hi42rFjB7785S+jtrZWXdOtyG1ltjU1cctwu93YvHkzkskk3n33XRX544ClIcvBpEer9MidHqEhuFhwR1y73Y6GhgbU19cXTbUVUyRerxfl5eV46KGH0NraCmD5I353EjKqqv+UlZXB6/UqI0UWlUqjkJFHpjvXM6iQuKjyf6fTifLycgwNDaG2thZOp1O1Amb0mQXNS5nevtOoqKiAz+dTBYB85npWQwYH9MhzIpFQBdKyvkXvkqQX98qgwY0oG3cSerbYZpvfeZfXeeXKFdhs8zt2s+0or533zs0HZdScTgfnEB11GmnSqKUM9KYgnIfSuZC1MsDCs2CE/siRI3j++edRW1u7Ihnum4HFYkFTUxMmJiZU0IeUCxpfsmuPjIZKJyOZTGJqaspQUKrvT6CD36djwTVF0kZXC2jcl5aWYs+ePaiqqsLMzIxqXCMpOTJjodNV9B9+To4PPdDAMcN18OrVqxgbG1NjO5VKqa5BFosFmzZtwkMPPfSh97ScetHpdKKtrQ2XL19W7W55j9IR07OpUk46bQdYkJ3eolVS/aRDIR0Y/bNSD3C82+12BAIBfOpTn8I3vvGNZd2AGZiX29atW5FOp3H+/Pkb1qromTC5XhTLePN7zPTILLnU/zolUL4vP88gFXUnMF9QvmvXLnz9619HU1MTgNvTf6tLE5j4UGzfvh02mw1vv/02JicnDYNQTnQ5mHSak4woELrydDqdCAaDql83KVZceIp53UyZl5eX44EHHsADDzxwR/p7rwZwMsouUsD8xOzq6kIkEsHc3JyhJ7osxrda5zdTvN0e3msNxaKdhUIBlZWVaG5uRjqdVrQUqcjcbjeCweCqM+4+CGybHYlEDClp2R1POvzSySC1KJFIIBKJIJFIqH1IZOtCSdeT3UxoeGQyGcTjcRWhWinwWltaWpTjcP78eSSTSXg8HpXVYIYiGo0ilUqpTfry+bza4VlSTUjx4eIo6wFoWEsjjHIHjJFWaUjzeTidTlRUVOC5557DU089hdLS0qJtvlcTGAmXEXI9Iir53LqxkUgkEAqFEAqFUCgUFP2OMtYNZo5fHpfOMOWs68XVBrbpbGlpUa9Jx0C+pqPY8y+WvSnmmFL+8XhcZVDkuszvlJWVGZz2G4235R6H1dXVOHz4MN566y1EIhFDYEPSfADjGJGOfDEqnzSEZSBU/khHREblJc1IBl7p7Pl8Puzfvx9f//rXVXOM5c62ud1u3HPPPRgdHcX169cN2QvKTF6TdK74vnQkpK0n6U8y6wPAIFfdyZCBZnlup9MJq9WKQCCArq4u/PIv/zKOHDmyKKBzKzAdjVWGGykXPmCHw4HOzk44HA6cPHkSAwMDivuczc53VmHkTveU5aTX05ZyALHDhc/nU/t2yB1WU6nUIm4m+aWBQADHjh3DZz7zGbU51nqExTLfXcXr9SIajRoMmZKSErVIswBVcn2lcl1PmZ4bgWNPp/fk8/Ntk+vq6jA5Oam6Z8ix63Q6F7VzXgtobW3F+Pi4oc0z57WMmsp5RIMtlUqpCCu/JzMhkgZE517upM73WeuwnPPwRnQEm82GxsZGBINBOJ1OvP/++xgdHUU6nTbMBb/fj5KSkkU8ec4tbsDG3cWBBXqL0+k0GDS8DovFoo5HB4yRTvlZYN4gYLHo008/bdi0dTU6GMBCkKe+vl4ZFHoEXRoU+t8cc6zDoKGhy1DSyiRVjfNY0jd4jNUO/XneCvX6dl4jSkpKbjgvdX3xYc7GnUKxc9psNnR2dgIAXn31VUSjUUNGEFjsaEjKKPWfdIL1aDvnvd75S9KpdLuGP8xa0dn2+XzYtm0bvvCFL6CystJAY+PfyyVLu92OHTt2YHp62hBgkTLjZ6X8AOPO9DK7IZ0z6UQwQCBrMWQWRNqAMvhJ2ZWUlODjH/84XnjhBWzdutVQA3g7MB2NVYZiURW+Tng8HnR2dqq+0oODg4jFYir9msvNb4bFySwjCjJlCSwuUmUkoKSkZFGUVRYJcuKwFZ/T6URlZaVyMtbbvhkSkgrE58UOLTKKzMks08vAvMwzmQw8Hs+K7Z673JBKjZtGclwB8wsv990BFih5rHtZjQbejUDaTXl5uWFnYMnxlulqjg1ZpJfNZhWNjNFpWQDJ83CxlK2uuahz35aVQLFoLqOLDz/8MFpbW3H69GlcuHAB09PTKmshQQOYMkokEoqy4fV61b1xIZVzTHKz6eTOzc3vRRQKhZQDy/oOdvq599578YlPfAKbNm1SlD39PlYbaFw1Nzer+go6btQ9kuKq89plpym93z/Hq6x3oWMha14I/u31ele1zFYKuiNezHjT54z+2nLggyLXVqsVHR0dyOfz+NnPfoaZmRn1HRnclFls+XoxxoX+WjEaFT8nMxic75JWabFY4HK5UFVVhaeeegovvvgiKisrDV0imX1bLvC62tvbUSgU8Oqrr2JmZmYRnZ3XJ+cqAMNaoc9lKVspJ8pOOhmStsXrkgEEUgvb2trwzDPPYOfOnepz0gG61fFoOhqrEDfzEJn6dbvd6O3txTvvvANgvgOBLOCWg1cOFjlIZbpRVwTsq85Bywgk20SyLSWjgMeOHVv3dCBpfJAvTgOIUVYqPjmx9QLx+vp61Y96vUOOxVwuh5mZGbjdbkxNTRloLrLFKLuEBAKBlbrs20KhUIDH48HmzZsRDocN96Rzt2UaW0bvgIVIPSP6dPKlo8HAgL6QA/P7PtyoS9KdxgdRPTweD7Zt24ZNmzbhypUrOH78OHp6ejA2NqYyFgxg6HKR2RzqKxrH3B9J6jE6q4VCAePj4wiFQkin0/D7/aqeih1+HnroITz++OPw+/3qHKvB6LsZUBfV19cjmUxicHDQ8D4dexoj1EFstiCdCNl+mU4IxxbHG/WYHsm2Wq1qozDK3sSNsRrHEnDj66Kettls6OrqQjabxeuvv67qehhYAxbvjSYDKtL20LO7EvIY0lbhdUhaMg1ll8uFXbt24emnn8bDDz9sKPz+oHu7k5DByc7OTmSzWbz66qsIh8PKCeC9SMdDp0npdbKyUYrU//wug8J6Zp3XwkAWgy1lZWV4+umnceTIEezcuXPJ9J/paKxhWCwW1NTUoLq6Ghs2bMDx48dx/vx5tWmX7NUPLERUpcEi0+hy9289bQlAfY+dXvx+P2pra3H//ferwu+7oYsSYKw5kBQDl8ulOulks1kkEgnD5oqkniWTSdVNZD1DRkFoxABAKBRSBeAck8zKSd43IyyrlbZyIzB67/P5kEgkDO/Je6HzLusUSLOjbLiBmoz2AVC7vtKQ1p2Y1U5ddDgc2Lx5MzZs2IDBwUG89957uHz5MiYmJlS/fm5OmkwmVZ0YQXkAxmJb1kZRzmybS1qW3W5HeXk5mpqaVPvQI0eOoKGhwVBAvhZRVlaG1tZWTExMKCoUYOzvL2kqzLgVCgXVoZD0KwaZZB0Ls9fAgvzlhnPAfDv2ioqKNUGdMnFr0Gt0Nm/eDKvVildffRUTExOLiuhp4HKM6XUCss6TwSi9jkDWKvAzDE6xjTI7bFZVVWH//v340pe+hKamJkOmdzVh06ZNKC8vx+nTp/HOO+8sssW4HshMrcxUSLlJfVWMlgssdPTj+kC7g2tIIBDAvffei0996lPo7OxESUmJCmAtxTxe31bOOgeNi0KhgPr6ejz77LPYsWMH3nvvPZw7dw4zMzOYmppSho5MrdHgoyfNv2XhlYxQcFd2v98Ph8OByspKHD16FI888gi6urruqsiV9OxJ0Zibm0MgEFAKlREW0hGk8RyLxRCNRrFhwwZVGL2WjZsbQVfuNITT6TTKyspURgxYcNJisZhyZlOpFMrLy1FZWbmm5ENlbrPZUFNTg3A4bCj81HnJNOjS6bSiKNLAk8aezI7pXYRkDQwXktVe28Jr9ng82LRpE9ra2jA4OIi+vj709PRgYmIC4+PjiMViygnlHjWs3dB1l6SaWa1WtR/Qz/3cz+Gxxx5Tc43NLjZs2LCo2cBanY+8br/fj9LSUtW3HzAWk9KZIHWRP9IolGOwWG0Qj0cng+uKzWZTlLS1KEMTHwyp00nPZM3G6dOn0dvbi2g0agjCSQqQnqGQxrDMUMjaAQmuGZL+5HK5UF1djT179uDYsWPYvHkzysvLi7b8XklI3W2xWFBXV4dkMolwOIwrV64gkUgoR01SnwAscrpkTYpsBy8DC1KGtFV4fmZ/qqqqsGvXLjQ3N+PJJ59EQ0OD4TksldxMR2MNQ09lkQPY3NyMBx54AGfPnsXx48cxMjKCwcFBDA8PG75/o4HEAnAWmXo8HjidTgQCAdTU1KCrqwv79u1De3u72pGYx5PXs1YX7JsB742ZI0Zd2VlHcsUZWZybm0M8Hkdvby9cLhd27ty55iOoHwSprCwWi9ptGFhwet1ut3IqGJlPp9NIJpOIRCLYvHnzmuDJ68jlchgdHUWhUEB5ebmiBEkeMbMZ0WhUGc6xWAzxeNwQfZIRPS4YsoMVDT4uwNlsFmVlZdi0adOqnoO6cW+327FhwwZs2LABhw8fVpH0s2fPoq+vD1NTU8ohoyEsmyxIuN1uTE5Oqo0fjx07hscee6zouXl+qUeXs1B0qcDrZ2SXDq7MNuRyOUOzgWQyqTp9cYyRTiUNGUlJk5FWnW5rs9lQW1u77jO1dyN0br902ru6urBx40a8/fbbOHHihBpXeh2azHADRvoO9xaikS0NYjolciy63W6Ul5fj3nvvxf79+7F79254vd5FtRiczytdryYDw8SGDRtQX1+PCxcuoLu7G1euXFHrgaRQyVoXSV8jvZjzsFgXK56TsmNXvZqaGjz22GN48MEH4XK5DMGBpV43TG2wRvFBg8DpdKKmpgaPPPIItmzZgsnJSZw9exb9/f3o6+tDJBJRtRbAvLd8/vx55PN5HD16FDt37kQymUQ+n4fL5UJ9fT06OztVWp6F3sWuQQ7U9QzeZzAYRDKZVPthkP5CJcHajUQigdnZWYyNjcFqtaKyshIbNmxYtUbgR4VU8hxLsttPLpdTv5n1odEYiUTUJnWHDx82GEprBXa7HU1NTSgUCqiurkY0GlV1U1wEuLDK3XAlb1kurNLo1V+T8uH3qqurV/UGczr0oAl3SgaAo0eP4siRIwZamIT+WrHx8mELp/7eWnMyJCwWCzZs2IBEIqH2ZkilUmrcyEwFjTq58zePAUDtYCzHml6jJot9y8vLsWnTpjU3X018OPT5J58xM5OHDx/Ghg0bEIlE8Oabb2JoaAjRaNRQV8bfcsduzvd0Oo1sNqv0m6Ri8zvBYBC1tbVobGzEsWPH0N7ejrKyMqUv9bkuz7US0LMD0kai3Pbu3YuOjg709fXh+PHjGBgYQCQSMTgpUufTCWNAmHW0Mpuuf5b7m3V2duLRRx9FWVkZGhsbDXV8ct1eSpiOxjqGxWJBQ0MDGhoasHXr1kXdHYD5gXX9+nX85V/+JSwWi6q3kPw8RuklbpTWLPb3ekZ5ebna5XhmZgbRaBQ9PT1oampCMBiE2+2G3W7H+Pg4LBYLJicnAQCPPvqo2sxwPUIuSm63G/X19Th37pyKWMXjcYTDYVy+fBnRaBQejwc2mw0ul0ulk7ds2YLOzs4lT+MuJywWi1oYI5GIij6RniILv4GFbj3JZBLxeFzVJOhpd7nQuFwu1YGO9Rs7d+5ESUnJmpQZUUyf3IqzcLPvrUcwY8qgEnf61qkqbOZBSmMikVBBEtmJUBZ2c01g/QznNNebxsbGFblnE3ceN5pHMkCwceNG5PN5bNq0CRcvXsTFixcxOTmJ/v5+w0ab1GX8vtfrhdfrRT6fx/T0tDqey+VCTU0N2tvb4ff70d7ejkOHDsFms8Hj8ahjFGvgsFpwo6CsNOxLS0uxc+dObN68GRcvXsSlS5cwOTmJwcFBQ7tzCYfDgdLSUkWrnZmZQS6Xg9vthsvlgtfrRUNDA5qamlBeXo5du3aho6PDILcPu86lgOlo3CUo5iwA8wZMWVkZfu/3fs/w+ocNuJsZkGvVOLwZ8N4aGhoUBYabq125cgWlpaWora2Fx+PB7OwsfD4fRkdHYbFYUFVVhWeffXZd17Xoka/Kykq43W4kEglYLBYMDg7C6/VicHAQMzMz2Lp1KwKBAPL5vBqnzzzzjNq4aq2jpaVFFegyy1UoFOByuZDP51VrV9IWWQgv6y8YqeLnaCT6/X44nU7VrKG6uhqNjY1Fo3vrEZKPvN7v9WZAOdjtdrS1tWFmZgaRSETRK9xuNwqFhZbc3CuEzgRpUXL8sMsgo89ut1t1nmKRr9frxY4dO+D1es1ncZfDYrHA7XZj37592Lt3L0KhEHp6elS2Nh6P4+TJkwiFQpidnUVjYyOam5tht9sxMDCA6elptLa24mMf+xicTicaGxvR0dGh1gaZvVjL0OeIxTJfq7h3717s2bMHoVAIV69eVXJLJpM4ceKEQW4bN26ExWLBwMAAZmZmUF9fj6eeekoFoJqbm1V2/WYCNncCpqNxl+NWKQYf5djrCbw3j8eDtrY2vPXWW9i0aRMikQgOHjyIjRs3GnYr5sLu9/tx9OhRNDc3r/vFWGY12Jt7YGAAU1NT6OjogMViwfj4OOrq6tRmY6lUCul0Gh0dHXjyySfXDde7pKQEHR0dqvA2k8ko5+JGNB1mePSNHdmK0Ov1qhatwLyh6HA4sG3bNtTW1gJY33NQoth9rsXanqWAvN/q6mo0NDSoiGgsFjPsV8NMBJ0IdvEhN1yCEWS/349AIAC32w2LxaKO0dbWhs2bN6/rAIqJm4M+58rKyrB//371Xi6Xw8GDB5FOp1UGo6ysDPF4HMFgEDabDY8//ji2bt2qxiePyeLu9dg+mfdJ3VVWVoZ9+/Ypxz+Xy2H//v2q5fnMzAzKy8sRj8dRWloKu92ORx99FFu2bFnUIGQlA0/rYxU3cduQA2+9G75LDU7euro6uFwuRCIR+Hw+dHV1qVoNUhLy+bxKZz733HMrtr/BckGPnFitVmzcuBGXL1/G6Ogo8vk8PB4POjo6kEgk1IZtLGB94YUXsHHjxkXHW6twOByKKpdMJpFIJOB2uw3RZEbp6DCwiw8j0YTL5YLP51PtWhlddrlc6OjowP3337/m9h65E1jrY2Yp4Ha70dDQgHg8jlQqhUQisahlJmlS3GiUkB1v7HY73G43AoEASkpKFG2KOrCxsREHDhxAU1PTSt2qiVUE2hI6VY9grQVfq62tVZ/fuHEjDh8+rOg98nuSarQeM7ZSbswYAjBkstmxEZiXG2nuLS0tOHTokAoA6E7LSja4MB2NuxR6kRFg5Ayutwm8lJBGn91ux+7duzEwMICzZ8+qjlOMWmcyGUSjUUxPTyObzeJf/It/gR07dhiOs97kfKOCwaamJrS3t6Ovrw/hcBjAvDHD9qXT09MYHR3Fgw8+iGeffXbR99cyeB8tLS2wWq04deqU6iwSj8fVwsmCPi4w+gZ9TqcTDodD7dHh9/vhdrtRV1eHvXv34t577131bW2XE3e7HiNVM5/Pw+/3q/o82b2HARHpcLCpAKlW7Lfv9/vh8XjgcDhQUlICv9+Prq4uPPLII2hublbnvdvlfjfgg54xdZis9SzWtIHHoSEt6Xn8v1hx93pdO6WTwf9v9Bl25OJr7M6lB/mKOWrLDdPRuEtxI67eSnH41hJ02TidTuzfvx+9vb2IxWKYnZ1VXYb4dzabxTe+8Q088MADH6hE1gNutDjYbDbs2LEDFy9exMTEBMLhMGZnZzE9Pa1akW7atAm/9mu/hvLy8hW8gzsHq9WK5uZmuN1uJJNJXLt2TVHqnE6n2uvA6/WqzAf3PrDZbHA6nYbIMoskDx06hI0bN941G2beLNbrHLsVeDwetLa2orGxEW63GydOnMD169cBQO2+zq5vHo9HtVeWWTbyveloBINBdHR0YO/evWhvb180X025r3982DOWXY+Kfb5Yh6ObLVBej+NLL2qXr+nQMxPFvnuj468ELIW1Xk1jwsQqwNzcHN599128/fbbePfdd9HT04PW1lZFO/iVX/kVHD16dN1xSm8VhUIBV65cwbe+9S0MDg7i/PnzmJiYgMvlQl1dHf7Tf/pP2LJly0pf5h2DVLczMzPo6enBu+++i9HRUbWTPIt1k8kkYrEYwuGw2inc5XKhtLQUVVVVaG1txZEjR9De3m5ukGbippDNZjE6OoozZ87g/PnziEQiSCQSsFqtqhtaLBZDKBRCIpFQND52BKqpqUFraysOHTqETZs2qW5nJkyYMHEjmI6GCRNLhEKhgNdeew2/8Au/gJGREdTV1aGzsxP/6l/9Kxw8eNCQ5rxbwSjWSy+9hN/+7d/GqVOn4HA48MQTT+Bf/+t/jW3btq2bAvAbQdITuW/IwMAAzp8/j6GhIbVrM/ceCYfDyGQysNlsqK+vR1dXF44cOYKKigpUVFSYNVYmbgmFwvzmoRMTExgaGsJ7772HmZkZRZVKpVIIh8OIRqPIZDJwuVwIBoPYvHkzjhw5goaGBtTU1Kz0bZgwYWKNwHQ0TJgwYcKECRMmTJgwseQwc54mTJgwYcKECRMmTJhYcpiOhgkTJkyYMGHChAkTJpYcpqNhwoQJEyZMmDBhwoSJJYfpaJgwYcKECRMmTJgwYWLJYToaJkyYMGHChAkTJkyYWHKYjoYJEyZMmDBhwoQJEyaWHKajYcKECRMmTJgwYcKEiSWH6WiYMGHChAkTJkyYMGFiyWE6GiZMmDBhwoQJEyZMmFhy/H+4pfaMV4pZMgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 1000x1000 with 100 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "abs_diff = np.abs(fruits - banana_mean)\n", + "abs_mean = np.mean(abs_diff, axis=(1,2))\n", + "\n", + "banana_index = np.argsort(abs_mean)[:100]\n", + "fig, axs = plt.subplots(10, 10, figsize=(10,10))\n", + "for i in range(10):\n", + " for j in range(10):\n", + " axs[i, j].imshow(fruits[banana_index[i*10 + j]], cmap='gray_r')\n", + " axs[i, j].axis('off')\n", + "plt.show()" + ] + } + ], + "metadata": { + "colab": { + "name": "6-1 군집 알고리즘.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/week5/6-2.ipynb b/week5/6-2.ipynb new file mode 100644 index 0000000..31863e3 --- /dev/null +++ b/week5/6-2.ipynb @@ -0,0 +1,519 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "mhy1RTVEnJax" + }, + "source": [ + "# k-평균" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zlxmchRAnJa4" + }, + "source": [ + "<table align=\"left\">\n", + " <td>\n", + " <a target=\"_blank\" href=\"https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/6-2.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />구글 코랩에서 실행하기</a>\n", + " </td>\n", + "</table>" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jC6ygN4MrOAL" + }, + "source": [ + "## KMeans 클래스" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "1MTrIQiqiHXP", + "outputId": "4e4e628c-257d-4340-e879-79efd9763635" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--2024-10-07 10:11:27-- https://bit.ly/fruits_300_data\n", + "Resolving bit.ly (bit.ly)... 67.199.248.10, 67.199.248.11\n", + "Connecting to bit.ly (bit.ly)|67.199.248.10|:443... connected.\n", + "HTTP request sent, awaiting response... 301 Moved Permanently\n", + "Location: https://github.com/rickiepark/hg-mldl/raw/master/fruits_300.npy [following]\n", + "--2024-10-07 10:11:27-- https://github.com/rickiepark/hg-mldl/raw/master/fruits_300.npy\n", + "Resolving github.com (github.com)... 140.82.113.4\n", + "Connecting to github.com (github.com)|140.82.113.4|:443... connected.\n", + "HTTP request sent, awaiting response... 302 Found\n", + "Location: https://raw.githubusercontent.com/rickiepark/hg-mldl/master/fruits_300.npy [following]\n", + "--2024-10-07 10:11:28-- https://raw.githubusercontent.com/rickiepark/hg-mldl/master/fruits_300.npy\n", + "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.110.133, 185.199.111.133, 185.199.109.133, ...\n", + "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.110.133|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 3000128 (2.9M) [application/octet-stream]\n", + "Saving to: ‘fruits_300.npy’\n", + "\n", + "fruits_300.npy 100%[===================>] 2.86M --.-KB/s in 0.05s \n", + "\n", + "2024-10-07 10:11:28 (53.5 MB/s) - ‘fruits_300.npy’ saved [3000128/3000128]\n", + "\n" + ] + } + ], + "source": [ + "!wget https://bit.ly/fruits_300_data -O fruits_300.npy" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "id": "OS3nLFQrkBpO" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "fruits = np.load('fruits_300.npy')\n", + "fruits_2d = fruits.reshape(-1, 100*100)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 80 + }, + "id": "_IygCpSqk_TS", + "outputId": "b8b9fa28-d184-4aec-ed23-96b37e647c63" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "KMeans(n_clusters=3, random_state=42)" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "\n", + "#n_clusters => 몇 개의 클러스터를 만들것인지\n", + "km = KMeans(n_clusters=3, random_state=42)\n", + "km.fit(fruits_2d)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "aRmNuAkLsHkv", + "outputId": "00a962d0-d3ad-42f0-8bb3-779f7214d4be" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2 2 2 2 2 0 2 2 2 2 2 2 2 2 2 2 2 2 0 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", + " 2 2 2 2 2 0 2 0 2 2 2 2 2 2 2 0 2 2 2 2 2 2 2 2 2 0 0 2 2 2 2 2 2 2 2 0 2\n", + " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 0 2 2 2 2 2 2 2 2 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", + " 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", + " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", + " 1 1 1 1]\n" + ] + } + ], + "source": [ + "print(km.labels_)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_DytYz46lJ5F", + "outputId": "e9bd4d5b-6413-4335-bd4b-335f1c2ab329" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(array([0, 1, 2]), array([111, 98, 91], dtype=int64))\n" + ] + } + ], + "source": [ + "#군집당 몇개씩 나누어졌는지 출력\n", + "print(np.unique(km.labels_, return_counts=True))" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "id": "lgA4Yvs2lZt7" + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "#실전에서는 양이 많기 때문에 클러스터가 어떻게 나뉘었는지 판단 어려움 => 샘플링 같은 기법 사용\n", + "#현재는 열어볼만한 양이라서 아래와 같이 확인해볼 수 있음\n", + "\n", + "def draw_fruits(arr, ratio=1):\n", + " n = len(arr) # n은 샘플 개수입니다\n", + " # 한 줄에 10개씩 이미지를 그립니다. 샘플 개수를 10으로 나누어 전체 행 개수를 계산합니다.\n", + " rows = int(np.ceil(n/10))\n", + " # 행이 1개 이면 열 개수는 샘플 개수입니다. 그렇지 않으면 10개입니다.\n", + " cols = n if rows < 2 else 10\n", + " fig, axs = plt.subplots(rows, cols,\n", + " figsize=(cols*ratio, rows*ratio), squeeze=False)\n", + " for i in range(rows):\n", + " for j in range(cols):\n", + " if i*10 + j < n: # n 개까지만 그립니다.\n", + " axs[i, j].imshow(arr[i*10 + j], cmap='gray_r')\n", + " axs[i, j].axis('off')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 961 + }, + "id": "WHK0oGUPnJpF", + "outputId": "2d2a2661-e817-4f05-891e-cace42245aba" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1000x1200 with 120 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "draw_fruits(fruits[km.labels_==0])" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 807 + }, + "id": "LuFUaspuof6U", + "outputId": "6c1ed6ba-6d50-47f1-b79f-5cb214bf5a92" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1000x1000 with 100 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "draw_fruits(fruits[km.labels_==1])" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 730 + }, + "id": "YKvXpsGSoBc6", + "outputId": "e25c0879-10d7-4efd-87ab-b79d07b49287" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1000x1000 with 100 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "draw_fruits(fruits[km.labels_==2])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "K3vxqJSX4icI" + }, + "source": [ + "## 클러스터 중심" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 242 + }, + "id": "3Tvd1KNNunV6", + "outputId": "e0068593-eb16-4cc2-c582-89218a976b98" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 900x300 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#km.cluster_centers_ => 클러스터의 중심, 센트로이드\n", + "# k means는 센트로이드 까지의 거리를 판단할 수 있어서 이를 특징으로 사용할 수도 있다\n", + "draw_fruits(km.cluster_centers_.reshape(-1, 100, 100), ratio=3)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "KpaCbBizo1aR", + "outputId": "9abe5e01-3ae3-4546-d270-61d72db608df" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[3393.8136117 8837.37750892 5267.70439881]]\n" + ] + } + ], + "source": [ + "#이 샘플은 0번째 클러스터에 제일 가까움 => 0번째 클러스터에 해당하는 과일일 확률이 높음\n", + "print(km.transform(fruits_2d[100:101]))" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "G34yvcvtmoqu", + "outputId": "ce271904-a173-48d5-e038-59f7126d943c" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0]\n" + ] + } + ], + "source": [ + "#이 샘플은 0번째 클러스터에 제일 가까움 => 0번째 클러스터에 해당할 확률이 높음\n", + "print(km.predict(fruits_2d[100:101]))" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 114 + }, + "id": "2jfRhmMOoOEs", + "outputId": "d2af1fa4-9ad3-42fe-b839-3aa53709bfa9" + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAGEAAABhCAYAAADGBs+jAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAlvUlEQVR4nO19SZMc13X1qcyqzMrMmufquYHG0EQDoMgQJQZkwhItWw5boYWHCO3Evf+Af4J3/gXe2F7Z9MLhoB22ZYtBm6JJkTAIGUADDaDHmiurKqfKrJy86LhX1RDFjwTREMIfXgQCIKNryHffu/fcc857nYjjOMaL8Wsdwq/7C7wYL4LwXIwXQXgOxosgPAfjRRCeg/EiCM/BeBGE52C8CMJzMF4E4TkYydN64ziOkUgk+O/HRxRFEAQBcRx/5s981mvefvtt3Lp1C4uLi/it3/otrK2tnfisz3oNjTAM+fPo/aMo4tfQd6V/f957Pe1xajth/uEeH/OTTg/8+H/Tz9HfcRzDsizk83nYto1ut/uLhxCEX3r/+dfFccwBmP88URQhCAIEQfil7/Es2ZxT2wmfN2hSaNCqnB80GePxGO+++y5SqRSiKMJLL72E0WiEfr+Po6MjWJaFarWKUqnEK5tW9cHBAVqtFjY2NlAqlfizx+Mx9vb2EIYh1tbWUC6Xn93Df8ZIPAsCb36bA79IRcBxmpjNZphMJpAkCfl8HkEQYDabQVEU3L59G3/+538OTdNQKpWwsLAAwzDgOA7Onz8PRVGQTqehKAqCIIDv+0gkEiiVSjg8PISqqkgkEhgMBmi1WjAMA57nAQAWFhaQzWahqirOnTuHzc1NKIryuWn0NMYz2Qnz+Rb4RfqYzWYYDoc4PDxEu91GHMfY3NxEu93Go0ePsLW1hbfffhuO4yAIAriuC9d1EUURlpaWIAgCHMfB7u4uEokEJpMJxuMxbNuGKIqo1WoolUowDAOiKOLg4ACO4/CukmUZ4/EYnudhZ2cHuq7j8uXLKBaLkGX5WUwNgF9jOkokEhiNRrh58yZs20a73eY04TgODMNAp9OBaZooFApIJBJwHAe6rqNUKiEMQ7iuC9u2ce/ePfi+D8Mw4LouTNMEAARBANu2MRwOUavVoGkaMpkMRFFEp9OBZVlQVRWu6yKZTCIMQ2xvb2Nra+v/ZhDmC2QQBNje3sbu7i5arRZUVUUul0Mcx3AcB/1+H2EYolgsolwuQxAEGIYBRVGwu7uLbreLfr+Pc+fOwfM83L9/n2tBEARIpVLodDqIoggXLlzAcDhEKpVCoVCAKIoAAEVRYFkWf79UKoWXXnoJ0+kUoij+Ugo9zXGqfQJNPP17f38fjuPgzp07uHHjBlqtFmazGTzPQyKRgCzLcBwHjx49wv7+PhRFQaFQgKIoyOVynLZGoxEsy4Jt23BdF+PxGIlEAoVCAbIs48yZM6hUKryjXNfFwcEBbt26hX6/D9d1kcvloCgKksnjdfjw4UN89NFHWFhYQCaT+b9TE+ZrQRzHvDqn0ynK5TJs24bv+5jNZjBNEzdu3ECn04Hv+2g0GpAkCbZt4+7du4iiCK1WC6IoolqtAgB6vR6KxSKWlpZQLBZ5lQdBgHq9DlmWkUgkMJvN+HM9z0O1WkWhUGBoGgQBWq0WfvzjH+PSpUs4d+7cL8He0xyn/knziMg0TWQyGQDHK8/zPIiiCM/zYFkWoihCMpnEwsICLl68iFQqBcuyMBgMsL29jTAMkUwmYds2oyLP87C8vAxJktDr9QAcI65UKgVBEDAej9HtdrG/v492u42HDx9ib28PlmXB8zy0221GXru7u7h9+zaiKPq/1SfQthYEAel0Grdv38Ynn3yCu3fv4qWXXoKmaXj48CG63S5UVUWtVkOj0cDS0hJGoxHiOEa5XMaDBw+QTqeRTCa5yQqCAOPxGGEYYjwewzAMFItF9Pt9AICu65hMJvA8D3EcQxRFJBIJNJtNFAoF9Ho9yLIM0zSRy+Wg6zocxwGAZwpTTz0I852wqqp4//33sb29DU3T4HkeBoMB/vu//xu9Xo+xei6Xg+d58H0fyWSSa8twOEQymUSxWIRlWdjb2+P8HUURJEmCYRhotVqoVCoIggDVahWqqkIQBEiShFwuh0KhgNlsBkEQ4Loubt68yd/n448/xm//9m+jVqs9fzXh8zigz2v351/XbDaRSqWws7ODK1euYDqdwrZt9Ho9BEGAYrHIKcZxHNi2zWmsUChgPB7DsizIsowwDOE4DhqNBjKZDPr9PjzPQxiGiOMYpmmi2WxicXGRu+UwDKHrOgaDAcrlMhRFQRiGSKfT6HQ6SCQSuHnzJvb29lCpVH7puf5fu+NJd84XDsIXefMoiuD7/gmM/ThCGgwGSKVSyGazKBaLiKII2WwWGxsbeOmll+A4DhKJBHzfx2AwgO/7jHosy0I6nebXLy4uIplMwvM8SJKEIAhQKBRQrVYxHo+xvLyMhYUFpFIpPHr0CP1+H2trazh//vyJBrBQKMD3fVSrVciyjHfeeQdXr16FJEn8vb9IAJ50PJV0NJ8uRqMRNjY2AJwMXLfbxb//+79jb28Pb775Jmq1GkRRxGg0gqqqqFarcF0Xo9EIQRAgmUxiPB6j1+shDEPk83m8+uqrUBQFsiwjCAJ+73Q6jWazidu3b2MymUAURQ5OEAQ4ODhAv99nyGsYBkzTRLVaheM4yGQyaLfbEEURhUIBg8EA9+7dw9LSEvL5PD/j542vkrq+chBoy0ZRhIODA/z1X/81rl+/jtdeew21Wg1xHOPf/u3fcOPGDbTbbWQyGaYbstksNE2DqqoYDAZwXRfD4ZBTThzHmM1mTC2sr68jn8/DcRwIgoDl5WVEUQRRFBFFEfb39zEcDhHHMSRJwnA4hOd56Ha7OHPmDMrlMtrtNlzXhaqq3KlPJhPMZjN0Oh2oqorJZALbtnHr1i2EYYivf/3r0DSNa8/Thq9PJQgA4LouPv30U7z33nswDAMffvghEokEXNeFYRiQJAn1eh2TyQSj0QiKomA8HqPf7+NrX/sadF3HnTt3oOs6MpkM8zvZbBaCIGBnZwebm5tcK/L5PFKpFKcR4pV0XYeiKJAkCbquI5vNYm1tDZIk4f79+2i321AUBdVqlWkLwzAAAO12G1EUYXFxEZqm4f79+9jd3cX6+jpUVWVy8GkH4Su/G6WiwWCAdruN1157jWnlo6Mj7O/vYzQaAQCniXq9josXL6JQKGAymeDDDz/E//zP/+D+/ftwXReSJEEURYRhiEwmg5WVFaTTaf4s3/dRqVQwHA5ZF5jNZnjllVdQq9UwnU4xnU7RbrfRbrfhOA6Ojo7QbrcBAIVCgYv0dDqF67oIggDpdBqiKMJ1XfzFX/wFtre3YVkW/vZv/xa6ruODDz7AP/3TP6HX6z3VXuKpBIGK1traGl555RX4vg/f9xGGIVMLpmmi3W6j2+1yCkulUojjGK1WC51OB5IkIZ1OAzhGMvS37/toNptQFAWapmFhYQGmaSKVSiGXyzHfFEURNjc3USqVMJvNEMcxer0edF1Hr9eDIAio1+sol8uIogiO42A4HJ54DlEUkU6n8fDhQ0wmE/i+j52dHYRhiJdffhk7Ozv48MMPMZvNPnMunmQ8lX0VhiGq1SrW19dx9+5dmKaJ6XSKfr/PE5XL5WAYBmsFQRBAkiTeNaIoIp/Pc/oRBAFRFKHT6WA6naJer8NxHO50E4kE8vk81wwi49bW1nD16lVUq1WmN8bjMVzXhSiKmE6n3PQRpUGwNpPJcC1KpVIQRRGyLMPzPEynU+zu7qLX66Hb7cJ13S8kyX6R8VRqgiAIUFUVS0tLkGUZoihCURTUajWoqgpJkqCqKsbjMYIgQBzH8DwPURTh/PnzGI/HuHPnDiRJYvTj+z5M02TFrdvtYjgcIp1Oo9FoMBpLpVKwbRuj0YgFIYLKpmkyWZdKpZDJZLCxsYH19XUAwKNHj2BZFiRJQjabRSaTQTKZZJhcrVbh+z6CIMCf/dmfYTwe49GjR9zY0fiqjOtXDgJt4yiKkEqlsLm5CU3TeDWnUilOMZVKBZqmIZ/Pw3VdWJYFXdextbUFTdPQ7XZh2zZmsxlEUYTv+3BdF/1+H0EQYDqdwrIsuK6LxcVF5pKm0ykzq6lUCoZhYDwe86pPp9MMc5eXl1Gv1yFJErrdLm7dusWBokXgeR6SyeSJXXbz5k0GAZcuXUIul3sqAXgqQQCOmzT6woQuLMviB6Dtr2kaarUaAGAymaDb7TITKssyNE2D4ziYTqfIZrPc9JVKJUiShNlsxuIOyZQ0WdPplNMEcIzWNE3D6uoqUqkUXNdFvV5n8UaWZdTrdWxvb8O2bQRBgEQigWQyiXQ6jWq1il6vB9M0+U86ncb169fxjW98g9MW8NV5pqeSjqgh+uijj9DpdAAck2dEoImiiHK5jFQqhclkwohkOp0ijmM8evSIg0ik3WQygSAIOHfuHGq1GkzTxGQyQT6fhyiKGI/HXByHwyF3v5ZlwXEcJJNJrK6uIpvNwjRNlMtlVuS63S6CIICmadA0DYZh8K4iopG+Zzqdhq7rSCQSWFtbw+/+7u+iXC7D933e6V+V6HsqO2EymeCdd97Bz3/+c4RhyPQ0AFazSGokjTeOYySTSYxGI+zv7/NriBNKJBLY2trCxYsXEUUR8vk8q2hBEDCLOpvNOHDzTGm1WmUiUJIkpj3o+/m+z6BhOBwyTSJJEgRBQBiGCMMQuVwO0+kUgiAw8/rTn/4U4/EYtVoNr732GgtDzzQIj0Ox2WyGo6Mj9Ho9Zi81TWOCTBCEE+LNbDZDuVzmSXRdlxsgeqDl5WVsbGwgn89jNBqhWCyiXq/j4cOHkGWZUwztJt/3IUkSE4qlUgm5XA69Xg9xHLPGQKQg7RByW4zHY+aKKNVQvYnjGJVKBe12G3/zN3+Der2OMAxx5coVfP3rXz8xH6dK4H3WcBwHcRxDVVVcuXIFlmVBFEXuLkk5IzhIAaMCS7XE930oigJRFNFut7GxsYGrV6+yUub7PhzHgaZpaDabME0TgiAgl8sx2Qccc0hUnB3HYfKPVm0cx+j3+6xbC4IATdMYOLiuy4slnU4jiiJW5Gq1GizLwr1792DbNrLZ7Amv1OOOklMJwnxTBoDlxiiKGDJ6ngdBECCKIkRRhGmaiOOYu13P8+B5HgstkiRxkaT/V6lUcOXKFSiKAl3X4XkexuMxjo6OUKlUuK4kEglkMhlOU0dHR6w1BEHAr1tfX0cul4OmaTg4OGA9IZVKHU9AMolms8mIijpmy7KQTCYhSRKjNPr+xWIRxWIRKysrHAja8acaBBoER6fTKcIwRKlUQiqVwtraGq5du4b79++j2+2iUChgOp0yR0Q5mUg1y7KQSCSgaRrK5TIkScJkMkGhUEAmk+HmS5IkVtOoEJMsSnk7n88zMqvX6wDAjCylHApyqVRiBDWbzWDbNmzb5rwvyzJPpu/78DwP2WwWs9mM01M6nUahUICu67h//z4uXrzIu/ZUg/B43jMMAx988AFP/tmzZzEajbgrpUaKVmoQBDBNE57ncRdKjRV1y4SioijidEWMqO/7LPo0m008ePCAiTfK36ZpotPpwHVdFItFSJLEq7ff7yORSGB3dxeyLDPi0nWd+SVZlvlPGIZMW8iyjNXVVabqZ7MZJEliR0e320Wj0Tj9nfC4ynR4eIj33nsPn376KYsp+/v7yOfzuHr1Kvr9PlRVheM4ODg4wNHREeI4ZrRBHWw2m0U2m2VTF6UhXdextLTEVDd14ZZlIY5jyLKM7e1tTKdT7h/CMOTPLRQK2NzcRLVaxSeffALf99kaQ+YBqg1UlIvFIlRV5cKv6zparRabE/L5PFRVRbFYRCqVQqPRgKZpaLfbkGUZpVLp2Spr5XIZm5ubsCwLP/7xj7nZKRaLqFQqzPsPh8MT3A25GorFImq1Gq92Ko7JZJI7WBL0B4MBqtUqc/mkN1QqFXS7Xa49xWKR6Qff99Hr9eC6LiMp27YxGAwQxzF35vMFnBrEUqmEfD6P9fV1LC4uYmlpCYuLi7h//z5arRZ2d3chSRL6/T7G4/EJQehJdsMTo6OFhQW88soruHHjBlsaKRBEVQRBgN3dXQ5CuVyGaZqwbRvFYpG76HmISjidmjfXdZl2sG0bnudxGtrb28NkMmHGVVEUXLp0CZqm4fDwEJPJBLu7uwjDkO00pVKJTWdkRE6n06hUKsxbUdFuNBpYX19n1GSaJsbjMQBgZ2cHf/VXf4XpdIpkMom33nrr2aKjRCIBRVHQaDTYhEusJ+XfbDYLx3HQarUQBAGnFMrX5XKZu21CK/1+H71eD4qiAACnLVmWuYDGccxifbfbZao7iiJcvXoVFy9eZP+paZpctKlRrNVqyGaz3DzOZjMUCgUsLS0BOC7oxKICYJmU6gbRF7Zt46OPPoIgCLh8+TJTIqcahHnrChUtTdNQrVZx48YN7lCJaBMEAaZpIgxDlMtlpoJVVUWlUkEURTAMA/V6HfV6HZ7nscgShiF7gQaDAXRdZ/4/n8/DNE10u122xUynU6ysrKDRaDCDSq6NMAy5boiiyK8jz6osy2wOEEWR6xFRK4TESJIdjUaoVCocsEqlgq2tLVQqldN3W8wPy7Lwr//6r7h27RpeffVV3L59m3sE0nZJGKEVRl7TVCrFsJY4eXJKkBBDOi9BW1VVEQQBOp0ODMPAbDaDYRgMIalnIBOY67oolUqcpzOZDHZ2dtitPZ1OEQQBF/t6vY5GowFd1yFJEgqFAnuVDMNAKpU6kQXo9b7vY3l5GdeuXeOd/STjS1cRWmn7+/sAgK997Wv45je/CU3TEEURS4TUI1y+fBmNRoPTF3mP5qnp0WjEBTKbzbJeTLATOG6GVFUFAGQyGWQyGXiex5if5MperwfbtiFJEhYWFlAqlbC5uYmXX34ZiqLAMIwTDSftAkpPcRxDURREUYTRaMTEHqVA0rapvly4cAHLy8vPpmMGflEXkskkMpkMDMNApVJBJpOBJEmI4xjT6RSqqqLf7yOfz6NerzM1TV0ydbP0wAcHB5AkCevr69B1HQ8fPuRcnk6nOSjpdBqCIHAxJI4nn88jDEMMh0Nks1kUCgUAYDZ1NBpx6iE7DTWBcRyzYGTbNqMxatroecMwPGEuI7NAMpnEwcEBFhYWnrhh+9LNGkXcdV1GJdRB006QZZkh52w2Q7PZhKqqTFmTgWs2m0GWZZY7q9UqMpkM+0FJ7w2CgGXPVqsFy7IQBAGjmfn0YVkWH3ki1pRkzIWFBcxmM7bXAGArZjqdxmg04kIchiETekdHR9wbUBCogVtdXcXdu3exsbHB3fqpBWF+2LbNLTtR0NVqlSkJWrUEFS9evAhJkljNAo4hLpm7AODMmTN8FqFUKmE8HvPkOo4DURRh2zZPqiRJnKtXV1d5cdDnkNJGhmLDMNBsNlGpVPCf//mfjHSoYFPxpQ45iiLWKIgvot0eRRE3hNlsFp1Oh8nMUy3M88dQb9++jU6ng/feew97e3twXReyLCOXy6HT6UDXdaTTaebzHcdhw9X6+jo3UQBYHSuVSigWiydUskQiwfow7SAS98k5oWka1tbWmI8idY5WNaGkeUf3ysoKbNtGv99nDZkOjARBAMMwmLqg9DUcDjGdThlgJJNJNjPPe5KeZDwRgdfpdFCr1digFQQBy5K+759QsBqNBobDITRNw2AwgKqqSKVSLMLLssycPXXLvV4Po9EI2WwWo9GIISehK03TeJUT8SfLMiOkKIrgui5WV1f5OxGra5omTxhZaDRN4wCRukccFz0zfQ9y+9E8UJ9BBxqfpC584SBQMwYA169fR7FYRLvdZoOvoiiYTqdYWlpCOp3GnTt30Ov1eNVSIXYch+kC0oqJt6HeguoNufUocBRwRVEwmUwYCjuOgzAM0Wg04Ps+m8JoR3meh0wmA9M00Wq1+ByCpmlYXFxEsVhkNU9RlBPIjAJGtYcUQ8MwOHiUJZ7JTqC8u7q6ikajgYcPH+Ltt99Gr9fjtEE+zslkwitS13XuCyi1UMqYzWZ4+eWX0Wg0OOcTIiLqmhwWyWQS5XIZ+XyeoTAJOfOrfDweQ1VVhrcUeF3X2dGRyWSwuLiIarXKVInrulheXuZdk0ql2BqZy+Wgqiq7+yhtEn1OHttTDQKhI6oLkiTh7Nmz+OY3v4l/+Id/QBzHqNfrKBQK7DWlxoxWOOm6pVKJhZczZ87g/PnzSKfTXHBfe+01eJ6HBw8eAAC7+SgQtCtIuybTLy0UmnRN0wAcn23zPI87eHJn+76Pg4MDdnPQESvSk9fW1vgGALLDZLNZ7urL5TI0TcP58+dhWRY/36kGgSJN2y6VSqFWq+Hs2bNcE0hCdByHD+hRX0CwkehqWZaxuLgIRVGYFqAueXl5GYeHh/xgpNjFccwGMnJTU74mPxFxO0dHR0gkEoz/6X0qlQqf1iEdgcQbgqzJZBLZbBZXr17FRx99BMuyIAgCB4LMAufOncPi4iJu376N9fX1JwrCF94/v6ojXF9fZ3my0+mg1WpBlmU0m02mlQuFAsrlMtPTxM1Q00f4v9frMeRtNBp48803MRgM2CNKxZImgxBKOp3G+fPnUavVUK/XsbS0BF3XuQYRtpckCZlMBtVqlWscnfCkyZtOp/wZtm1zt0+XmtABRNd1mVqZTqd4//338ad/+qdfOgDAlyTw5nVUEnkkSeJ83Gg04Loudnd3ecI1TWNsT2yrbdsAwO4I27ZxeHjIpitBEJhk+6M/+iNsb28zJ+R5HlKpFNtc1tfXcfbsWZY/RVGEZVlYWlpCp9OBKIrI5XJcXxqNBnK5HJ8kpcUliiKy2SxLtsPhkPUBQjzUC5A/yfd9vPPOO/i7v/s7eJ6HH/zgB6cbhHkEQB6feTRAMt9oNGKMHYYhUxuEkEhroB4AADOodFEI5X867U+uvVQqBc/zuIAvLS3h0qVLWFhYgO/7rFuTPk18FnmUisUiCoUCX2QyGo0wmUz4WaiGkNZMh9sJlhL8NQyDawft6NXVVXzve997NkEATqpsoihia2vrxF0UJNSUSiV2V8zfxELMJHXDZJ2n1U7Soq7rODo64smgfoQ+d3FxEcvLy8hms4zI6HQPLQCC1fT9i8UiPM+DpmmYTqdMYcxrG8VikYsvWSTnTWPUgNJOqtfreOutt/DGG2+cbhB+5Rskk9ja2sIHH3zA7CVBVqKoKT1pmoZ6vY4gCKDrOh8KJ2hLBmHSeQmZUM6m9GAYBqrVKpaXl3m1k7s6kUgwD0QQkpzjBB6azSam0ymrZCsrK8jn81yjbNtm7ms0GmEwGPAOne+a6c+FCxfwjW98g8WoUwvC40dk59NSsVjEG2+8Add1+TIn0zSRTCaZ+p3NZnxik1IKeXtM04RlWczTEzFYKBTgOA56vR7y+TwUReHDHsvLywwzLcviy6fS6TT7Vol2oMLuui5PaBzHWFlZge/7yOVynC7naQvSLBRFYQBBUiylrvX1dfzwhz9k/uqZBeHxD/N9H6PRCLlcDpubmxgMBmwXoVPzyWSS7YeUmkhvppP4tAMIBNBnEYNKtaJer3OqIy8T3QQQxzGy2SxqtRparRZb40nto91AzxBFEXRd58mmQyjEpJLmQLsEAFPjmUwG3/3ud3Ht2jU2uD0TZe3xa9MSiQQ8z0Or1cJgMMDKygoymQxGoxHu3r3LqINYSuBYkKfTk4ZhcCesaRpD2MlkgslkwoE3DIOJP0JYdAZt3mc0GAzY1UFHoeZrGcmk1OSFYQjLslCpVJDL5Zin6na7zE/RQcT5c2rT6RSbm5t4/fXXOQDPzIH3+LAsC7du3cLR0RHrvYqioNlsYjAYnHjAIAjYck4IhNjTpaUlfkhyQQwGgxMODsrVBH/pXqRcLsfNGe0uYj9JMSPISxIoNWjUxDmOg52dHWQyGXZXkMl43sZJ75FMJnHlyhVcunSJA/yk44ld2dSJ/td//Rc+/PDDEzby2WyGUqmEtbU1ZhqJTuj3+xiNRnyyZ2Fhga84IHKMjinFccydKvH85F+lFEN36B0eHvIqnT+7QIhq3mVNDm1CaL7vo9PpsCg0Lxil0+kTwSCqZGtrC2+++SZb8T8Ltp9qEGhb7+3t4Wc/+xlrA0SYkVWdEBE1UkSuZbNZDAYDzGYzVKtVpi0I05M8qaoqX5NGBgAyBc/7TqknIRf4vXv3kEql0Gw20el0OFWQw4IUMkJOZNWhn6Hmjc5TU1+ysLAAVVVx+fJlvPXWW7h8+fIJF8oz8R3NBwE4LmpE/VYqFb5biC74o5rR7/ext7eHwWCAUqkEy7LQarWwvLyMcrnMd1jQRNOZ4nQ6zagkk8lgPB6zc48aJTpFQzLo4eEhC/Z06FxVVbbMZ7NZSJKE6XTK6loQBNxg0i6mbp9uJisWi8jlclhYWMCZM2ewvLzMNeCrnvJ/InREhfLg4ACrq6tYWVlBHB8fKKe7hegkPz0cGXVJIAGO4R2pViTCz1+jQDB2eXmZczQdY6WegFJYIpFggwEhKUozAFiKpEMhxHVR2iKGFgDLtalUCuPxmJERCUudTge2bfPqn795+FSDMB8AEj+azSbS6TQWFxfheR7fqPXzn/+cVTJa1fV6ne+esCyLewZCHgQdCc6S4EO0s+M4UBSFEQ+dJSPdga5lo9RIi4Yk0dXVVZZPKdjFYhHAcRqlz6ejVXQujYJDyhm5ReYn/asE4EsHYd6ZLcvyiZyoaRoKhQIuXLiAf/mXf8E//uM/svWd7jElJx2tWlVVORjE46iqymmAnHWESshvRIfUKeeTr5RqByGgarWKjY0NdlJHUYTxeMxWmGKxyEiICi7xSpVKBbqus0msVqshn8+j2+1yXZqfk2e2Ex4fxC7OH9rTNA3f+c530Ol08NOf/pQ1Z2JQyYlB1+zM21XmHXnEIZGXifIuoTL6bF3X2ZVN4g/xOpubm6jX68z5TCYTmKbJC8AwDKYgNE3js3aFQgFHR0csecqyzLtQlmX83u/9HqfgeTT0zIT+zxrzOwQ4RjXXr1/nKziJ/Lp48SIURUG320Ucx+xNJa2XWFaCokQh0AST34fMXvM+VfII0Tk4OqBCdMRwOOQunA67T6dT/v50+QnRLYqiQFEU5PN5lEolqKrKGve8AeCr7gLgKd2V/Vn4OAxD3Lx5E3/5l3/J+ZxWfL/fR7/fh6ZpfEEVrXjTNPHxxx+f8H8S9CVRfTKZnAgukW0EMS3LwtmzZ9mhTXejqqrK59zS6TQePXqEg4ODE1Jop9NBLpdj+jwIAq4P5O4+f/48/uRP/gTf+ta3TqSlJx1PbSfQoIAIgoCtrS38wR/8Af7+7/8e/X4fw+EQmUyG9WHbtvHw4UM+aE5XY9ZqNcxmM/zkJz/BaDTCeDyGoihYWFiAIAgnNGxKgcTrOI4DVVWxtbWFTqfDhZzEHEEQkEwm2VntOA73InTBCF14Sw0eXYhLTdx4PEY+n+fdR8/9+Fx80fHUb4Oc/xKe57H9RJZlPvNFPlDyeZLOS7Q0HZG9evUqHjx4wHD1wYMHKJfLaDQafPc1HXmlXUAXl9D92XRDC0HfS5cusbNufX2dURjR2nQ3BnCc2jRNw2Qy4V6oWCziN37jN9BoNACc/AUa878U48uMU72Sczgc4t133z3Bu9AD0mFvSh/zrm4S7skhQfqwoih8uWA+n+dzzMPhkHsUslLSnReVSoXd1XQx1srKCiaTCdrtNsuq6XSaHRcEYZPJJFt4Xn/9dYiiiNdffx0/+tGP0Gw2AZy81+LXRuD9quG6Lj7++GP26TiOwz5R4Bib06oxTZNTDFEYQRDwL6qI4+O7iM6ePcvX8QPg06KEmMiKSUod8URE5M3rD7IsMwFIdUUURd6lRBwCwPe+9z1OhW+++SYWFxefCiqicWpBIKrh3LlzaLfbLCUSe0psKXCsR5BBjIR5OqJE/10ul/kIra7rGA6HfJOLIAg4PDxENptlRpUwPqEsQj9kOltfX8eVK1eg6zqLOe12G7qus7xJ9zSdOXMG3/rWt5i+eO4uIvxVQ5IkvP7662g0Gkyi0Z101ByRlZEOh9DvR6BGDQDq9foJ/odW+fwJGtpJ8xwOWdzpZ+h8AV2CRWcUCH0RgUdpkcSly5cv44//+I+xsrICwzC4FnzWeFIW9dR+ncv8b3OijzBNE++//z5+9rOf8Qo0TZObIcMwsLOzw1QEWRXJxkLcDon3FJyDgwO0223k83m22FDTRkisVCqxUZmY3GQyye484pzIL/Xtb38buVwO3/nOdxhG0wnQXzWeuyDMj3n4RjcB/OQnP8Hu7i6bu+jqNDpXoOs63xRDzm3SekkHoAMmrVaL6wPVHaKn6XAhAL5zj5pFavySySRarRby+Tx+//d/H2+88QauXbt2wuLDE/YZk/ykk8/v+SyCAJw8gmvbNvb39/Huu+/ik08+4WapVCohnU5jf38fd+7cQRwf3wAwGo0wHA65e11cXGQBiVIJnX8j4YZgKSEdMnuRNr2ysoKVlRVks1lcv34d+XwesixjY2ODf9vUPPKZf4bP+/eTjFMPwvwumM/ZpPUSFU1mKjoj8B//8R/Y2dlBEAS4d+8etre3+S5rgrfEP5FqR/DXNE0cHh6e8At5nsd34C0uLuK73/0ufud3fodPh86nmc+a0Pk+YD44X6VJ4/d+Vjvhiw56UMMwcP/+fb7iUxAEfPDBB/j000/RarXQbDbx8ssvs25AVnbbtrG7uwtd1zmosiwjm81iaWkJ3//+9/GHf/iHfCv8aVy7/GXHcxWEeb2CJoh6hW63i9u3b2N7exutVgt37txBoVDgC8VnsxlyuRy63S5bKiuVCpLJJAqFAnK5HC5cuMCN1uOp5tc5nqsgPD7mLYxkPdzd3cU///M/YzQaQRAEHBwcYGdnB7VaDZVKBb1ej48+ua6LlZUVbGxsIAgC/OZv/iZeffXVX+J8ft2BeK6D8P/LePGrgJ+D8SIIz8F4EYTnYLwIwnMwXgThORgvgvAcjBdBeA7GiyA8B+NFEJ6D8b+LEfRRhoJ1PgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 100x100 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "draw_fruits(fruits[100:101])" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "BK7urJ9N2Xqt", + "outputId": "109e9591-7f3c-4f20-fd0e-60f36dcf3459" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4\n" + ] + } + ], + "source": [ + "#영상 강의에선 3개인데 나는 4개 데이터셋이 다른가\n", + "print(km.n_iter_)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "atIPO-MPiCFo" + }, + "source": [ + "## 최적의 k 찾기" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 465 + }, + "id": "FwU_s1Tnu9lS", + "outputId": "f57a51a8-fe81-48de-f221-8ba0fce27f89" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#엘보우 메소드, k값을 작은값에서 큰 값으로 바꿔가면서 inertia 값이 꺾어지는 지점이 비교적 좋은 k임\n", + "#inertia_ => 클러스터의 중심에서 클러스터까지의 거리들을 평균한 값\n", + "#n_init이 'auto'로 되어있었는데 auto로 돌리면 오류나서 숫자로 임의 지정함\n", + "inertia = []\n", + "for k in range(2, 7):\n", + " km = KMeans(n_clusters=k, n_init=10, random_state=42)\n", + " km.fit(fruits_2d)\n", + " inertia.append(km.inertia_)\n", + "\n", + "plt.plot(range(2, 7), inertia)\n", + "plt.xlabel('k')\n", + "plt.ylabel('inertia')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "colab": { + "name": "6-2 K-평균.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/week5/6-3.ipynb b/week5/6-3.ipynb new file mode 100644 index 0000000..e2eafc8 --- /dev/null +++ b/week5/6-3.ipynb @@ -0,0 +1,1659 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "mmf7WR-VoGi5" + }, + "source": [ + "# 주성분 분석" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1x17ryFhoGjA" + }, + "source": [ + "<table align=\"left\">\n", + " <td>\n", + " <a target=\"_blank\" href=\"https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/6-3.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />구글 코랩에서 실행하기</a>\n", + " </td>\n", + "</table>" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "OYTpQQ5-1I0O" + }, + "source": [ + "## PCA 클래스" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fQECHWlS37-l", + "outputId": "43652295-dde6-4b70-d4e4-df6410cfe839" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--2024-10-07 08:53:57-- https://bit.ly/fruits_300_data\n", + "Resolving bit.ly (bit.ly)... 67.199.248.10, 67.199.248.11\n", + "Connecting to bit.ly (bit.ly)|67.199.248.10|:443... connected.\n", + "HTTP request sent, awaiting response... 301 Moved Permanently\n", + "Location: https://github.com/rickiepark/hg-mldl/raw/master/fruits_300.npy [following]\n", + "--2024-10-07 08:53:57-- https://github.com/rickiepark/hg-mldl/raw/master/fruits_300.npy\n", + "Resolving github.com (github.com)... 140.82.116.3\n", + "Connecting to github.com (github.com)|140.82.116.3|:443... connected.\n", + "HTTP request sent, awaiting response... 302 Found\n", + "Location: https://raw.githubusercontent.com/rickiepark/hg-mldl/master/fruits_300.npy [following]\n", + "--2024-10-07 08:53:57-- https://raw.githubusercontent.com/rickiepark/hg-mldl/master/fruits_300.npy\n", + "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n", + "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 3000128 (2.9M) [application/octet-stream]\n", + "Saving to: ‘fruits_300.npy’\n", + "\n", + "fruits_300.npy 100%[===================>] 2.86M --.-KB/s in 0.05s \n", + "\n", + "2024-10-07 08:53:58 (53.2 MB/s) - ‘fruits_300.npy’ saved [3000128/3000128]\n", + "\n" + ] + } + ], + "source": [ + "!wget https://bit.ly/fruits_300_data -O fruits_300.npy" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "-mGjJQ9d4Adm" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "fruits = np.load('fruits_300.npy')\n", + "fruits_2d = fruits.reshape(-1, 100*100)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 80 + }, + "id": "B1tKMFtC4CqL", + "outputId": "1ea927d6-b6ef-4ffe-b209-cc29c87aaf1c" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "PCA(n_components=50)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.decomposition import PCA\n", + "\n", + "#n_components => 우리가 찾을 주성분의 개수\n", + "pca = PCA(n_components=50)\n", + "pca.fit(fruits_2d)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "jbZoUZmU8GC2", + "outputId": "cfab57ee-800a-4ec6-f3d9-8efb49dacdc7" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(50, 10000)\n" + ] + } + ], + "source": [ + "#50개의 주성분 중에 원소의 개수는 10000개임\n", + "print(pca.components_.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "id": "6khgHQ_q8ag8" + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "def draw_fruits(arr, ratio=1):\n", + " n = len(arr) # n은 샘플 개수입니다\n", + " # 한 줄에 10개씩 이미지를 그립니다. 샘플 개수를 10으로 나누어 전체 행 개수를 계산합니다.\n", + " rows = int(np.ceil(n/10))\n", + " # 행이 1개 이면 열 개수는 샘플 개수입니다. 그렇지 않으면 10개입니다.\n", + " cols = n if rows < 2 else 10\n", + " fig, axs = plt.subplots(rows, cols,\n", + " figsize=(cols*ratio, rows*ratio), squeeze=False)\n", + " for i in range(rows):\n", + " for j in range(cols):\n", + " if i*10 + j < n: # n 개까지만 그립니다.\n", + " axs[i, j].imshow(arr[i*10 + j], cmap='gray_r')\n", + " axs[i, j].axis('off')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 421 + }, + "id": "Ju7xKMHk8jlN", + "outputId": "a77d6504-a6f6-4426-e19c-16e38ba58d0b" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1000x500 with 50 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "draw_fruits(pca.components_.reshape(-1, 100, 100))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "vZEw0JyNpa1X", + "outputId": "59a464b3-85e1-4dde-fa5d-46ab53d53117" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(300, 10000)\n" + ] + } + ], + "source": [ + "print(fruits_2d.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "id": "CH_x8Qom4yKI" + }, + "outputs": [], + "source": [ + "#transform => 10000개의 특성을 50개로 줄임\n", + "fruits_pca = pca.transform(fruits_2d)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fCd2bl-T6FC5", + "outputId": "d4a635e4-8249-4a0f-f00a-d5c00450d82a" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(300, 50)\n" + ] + } + ], + "source": [ + "print(fruits_pca.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "lwRn5UOEtiXE" + }, + "source": [ + "## 원본 데이터 재구성" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "MiegTreJ9AXw", + "outputId": "a4985edc-6645-429b-cb73-0650ed9bb388" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(300, 10000)\n" + ] + } + ], + "source": [ + "#inverse_transform으로 압축했던걸 복원할 수 있긴 한데 손실이 있음\n", + "fruits_inverse = pca.inverse_transform(fruits_pca)\n", + "print(fruits_inverse.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "id": "LcKji-ituy3f" + }, + "outputs": [], + "source": [ + "fruits_reconstruct = fruits_inverse.reshape(-1, 100, 100)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "jjzuc2az9C5e", + "outputId": "0f2d63d7-d1a9-484b-d616-ddf8fdbbc2e9" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1000x1000 with 100 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxoAAAMWCAYAAAB2gvApAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz913PjZ5bfj7+RCJLIAAHm0LnVSq0eaYJmd2dndr3l3XKo8pVv/e/5zleudbnK9nrtCR6NNC2NQqsDc0IGwQAifS/4ex0cQD27TZCarfoVnypVt9gk+Pk8z4nv8z7nCfT7/b5u1s26WTfrZt2sm3WzbtbNulk36xpX8F/6AW7WzbpZN+tm3aybdbNu1s26Wf//t24SjZt1s27WzbpZN+tm3aybdbNu1rWvm0TjZt2sm3WzbtbNulk362bdrJt17esm0bhZN+tm3aybdbNu1s26WTfrZl37ukk0btbNulk362bdrJt1s27WzbpZ175uEo2bdbNu1s26WTfrZt2sm3Wzbta1r5tE42bdrJt1s27WzbpZN+tm3aybde3rJtG4WTfrZt2sm3WzbtbNulk362Zd+7pJNG7WzbpZN+tm3aybdbNu1s26Wde+wm/6jS9evPjO1/r9vnq9nvr9vs7OziRJwWBQkUhEgUBAgUBA5+fn9vVQKKRgMKher2ef0Wq11Gw2NTExoU6no1arpZOTE5XLZZ2dnSmXy+nhw4eKRCLq9/s6Pj5Wp9NRr9dTKBRSNBpVMplUJBJRKBRSu93W+fm52u22Wq2W+v2+gsGLfKrX6ykYDNqz8DOBQMD+vd1uS5JCoZC9o1937tx5481l7e7ufudr3W5X3W5XwWBQU1NT9iz9fl+tVkvdbleBQMC+r9/vKxwOKxwO2/N2u13bf1Y4HFYkElEwGNTZ2ZkODw9VLBYVjUY1Pz+vycnJoWdgD0OhkL2/36dgMKhOp6Pz83P7fZxxMBi0Z0EWAoGAgsHgd/ZNkhYWFi69dy9fvvzO13q9nu2Lf+dAIGC/lzMPBAK2R7wP745s9vt9e7dOp2NnggxI0tTUlHq9nur1utrttkKhkFqtlur1uhqNhkKhkGKxmAqFgqampob2IBQK2dnyda8D/P5/at2+fftS+/bq1avvfM2fCWc/MTEhSTo/P1ev11M4HDZ9Pjs7M30ql8va29vT1NSU7ty5o0QioWg0ql6vZ7LQ6/V0cnJi74Iuh0IhTU5O2p/tdltnZ2dKJpP2/5JMvtkzv0/+PJE5/o48jL6jJN26detS+yZJv/zlL4f+PxAImJ3g2TudjgKBgKanpxWPx+13I//n5+eq1Wo6OjqyPTw+PlY4HFYoFFKn01G73dbR0ZHp9MTEhBKJhOLxuCYmJtTtdtVqtRQIBBSLxeyM+v2++v2+JiYmFIlEFIlENDExYfqHfPIfdsb/LHvr7TL7yvrJT35y6b17/vz5d76GXnp/IQ30QpKdH9/L/kpSu93WycmJjo+P1e12dXJyon6/r3q9rkgkomg0qunpaeXzeQUCAR0fH5ssT01NKRqN2u84Pz9Xq9WSdCFT7XZbmUxGExMTtg+Tk5NmT/BJyCjn65+bd/Pr7t27l967b7755jtf43ORD2x0p9OxPUQPQqGQzs/PVa/XzZ6dnJzo6OhI0WjUvjYxMaFWq6XJyUklk0klEglFIhHb616vZ9/He56fn5v8dbtdsxPT09Omq8fHxzo9PdXExIQmJiaG7HI4HB7yu7zH6/buwYMHl967/f3973wNver1emq1WhY3RCIRTU5ODtkRbDCxA88aDofV6XTU7/fNhnl/4f1gv99Xs9m0n+PdsF2c56jNQlYnJibsLPn8UZ2VNCR/o3s3Nzd36b376quvXvt1b1NHbQPLxwKcp48bRv0aexwMBhWPxxWNRi2+wNbjh5EbL0fYOGlgl7Gl6AV2hedgT0f3cXS99dZbl9q39fX1134d+8VejMZK/nl8HIguY/e9zfSxDnLImpycVLfb1dHRkcUvZ2dnqtVqqtfrCgaDmp6eVqFQUDweVzgcHvKro/KJzPnY7p/at7W1tX92r9440RhdPtDzD4FgoCQ4OAQEg4NDbDabKpfL5jhLpZI2Nzd1enqqSCSiZrOpyclJU0IMGoYwFoupWCyq3+9rampKp6enajQaqlarOjs70+TkpObn55XP5y0ARIi9EnDIbLpPTv7YBo+7RoNNn1SwCLj4d77fGzqee9TZeKE+Pj7Wzs6O+v2+8vm8/W7+3Suxfza/B15J2RMEmj3zASA/I33XEF7H3o0GLjgt/zy8I3+i7N1u1wwi70GwxtfZVwI+EuZ6vS5JSiaT9vtDoZCazaaq1ar6/b7m5+e1tLSkWCymyclJRaNRczqs0QALo/S69ccM/GXXqLEd/RoLPQ0EAjo6OtK3336rw8ND259isai9vT3duXNHuVzOknuCsrOzMzP+h4eH2tnZUbVaVTgc1tzcnPL5vMLhsCWuiURCZ2dnSiQSWlxctKAxGo0OyRSJMM8/Km/+Pa9b5vhcHyixVzhO9NXrz8TEhM7Pz1UqlSxBaTQa6nQ6mpiYMFABnT4/P1cqlZIkc5inp6eKRqNKp9Oq1+vmaJCpQCCgTCajubk5A2u63a7ZutE9GnW4Xqdf9/1XXd7O+d/pn8MDPazz83NznJLUaDS0vb2tVqtlQc35+bmi0aimpqY0NTWlcDisbrerZrOpYDCocDiseDyu6elpnZyc6OXLlyqXy5Y08HPJZFKFQkG5XE4TExPmfH0iR5CK3/Ny+bok6jrWqC1j8Sz8G6BBIBBQs9lUsVhUrVYzG316eqpms6lut6vT01MFAgFFo1HFYjElk0lFo1FFo1G1Wi3zrfx7NBpVu902gIWgeHJyUlNTU0okEkomkwa8jMoUdhl/TfDv3+2fC2TGWX5fpME5IeM+YMVnSjI7x79j4/EV/X5fJycn2traUq/XM6Ahm83q/Pxc29vbSiaTymaz5rfRV5b/LO/LCUr53diZfr+vdrv9z4JR17l3/u/eX4x+n4/tOGf8KPGIj/k86ME7ktDycz4e4nvQbewiAJkkSwb5fTwbyZoHZ/07fF+xCe/I56OHXs78zyAbPDOJU7fbNQBaGoAAJGkeJDw+PpYkpVIp+5x+v69araZarSZJWlxc1NrampLJpNm2UTvsEw/snbffrMv6ibESDZ+JsVkoo3/Y0Yz87OxMp6enho40m00dHx9rf39f5+fnhkaVy2WdnJwoHA6rUqmo2+0qk8lYwNdoNHR2dmZolkfji8WioaipVErNZlNffPGF7t+/r3fffVfpdNoCTp/xsjBIPvC+TgfiEwL2B4XyaAYGjoACJUTRotGoGSV+3huubrdrSUaxWFQsFtPJyYmmp6eH3hOjh7BPTk4OVVQQMpTVO1T25E8Z+Hkn9br39gmUl0WfRJJsEBjjlFFwnKsk+/vu7q5evnypyclJU1b2B0ceCATUaDQs8MRxsN9eaV+3X6P7dJ1Bnz8rPhsDCDgA6hcKhXR8fKxaraa9vT3t7+8rEokokUgoGAzq+PhYr169su8vFosWZPDzZ2dnOjo60snJie0Nn8mekGyAPO/v72thYUFLS0uamppSPB63SuZokuHf5/tILPzyvw9b5ytg6Cryw/9Ho1EFg0E1Gg1VKhUdHR1JkgVdBMuJRMLesdFomP7y7+l02oJIvr/b7arRaCgcDiuRSKjZbGpubs7QrU6no2g0OhTc+fcZdSo8l0fKrmONomOjZzcKRuFTut2uVYROTk5UqVQsYaUS1O12lcvlDAGMRCJqtVra3t5WvV7X+fm5YrGYVZyq1apOT091dnamk5MTtdtt5XI5JZNJzczMaGZmRplMRrOzs8pkMpqamrKAGlvLO/nEbDRwvS559Ain3yvkj71CBglOSOQrlYqOj4/VbDbtuU5PTy0ZTSQS9o7BYFC1Wk2VSkW9Xk+Tk5OanJxULBZTIBAwxsLk5KRSqZSmp6dVq9W0vr6udDqthYUFRSIRnZ2dqVgsampqSplMZqji4cEp1vcFSHlgzsu7l0f2EYSdvUU3eV4qt+j3b37zG3355ZeKxWI6Pj7W3NycfvzjH5t9ky5AhqmpKUmyKglJLLIyqhvenvgkiGcdlbPvc3k/5ZdnpPhksdfrWbXw9PTUqo/pdFpzc3OKRqMW45E0+D2lokFgjWzjj1n4rYmJCU1OTn7H/r4ukfAAhl/XGZv4+G20ejz6DB7Mxt6i59gWqnAk+N6mt1otAwPOzs60s7Oj9fV1TU1NaW1tTel02mzp2dmZjo+PFQwGdXR0ZBVH4j32y8egrwOcRhPOUfDjn1tjJxqj2c0oqh4IBGyDEI5ut6tisWiOACpBs9nU6enpELpLNoYAx+NxC0wQ4m63q1gspnw+b9lZt9u15INE5vj4WO12W5FIRHfu3DFk3zsKT0MadbbfhzH0n+nLhHyNvSPzJLD27+krInxOq9UyR0OQiEIfHh5a0OKVHJpMpVLR+++/r6mpqaHAHCSI3+VlgM/iWTwV7ftYo0HL6LPwjKOIGagJycXJyYnOzs5UrVZVLBZ1enpq/0lSIpHQ7OysKW2xWNTGxoYltxjVSqWig4MDVatVS9gCgYCVhSnp4mRGldRX0nzwwHv59xx3jTonHxyB+mH0QE0w9ul0WpVKxRKEQCCgUqmkg4MD7e/vm6xS/sZRNJtNdTodTU5OWjWoVqvp/PxcU1NTZgTr9bqmpqaUTqd1cHCg3d1ddbtdzc3NvbZa51GdP7au24FIg7MAIPAVFl+Rws41m001m01VKhW1Wi0dHR2pVqtZItBoNAwRJTmDVuX1zSez7XZbx8fHisVillifn5+r3+8bAs0z4KhSqZQ59jdZl3Ug46xRvUV2+Hq73bbKNlUgKkHYtuPjY6MDUREvl8sKhUIql8sGOJ2fnysUChn1UZJVyn1gEgwGVSwWNTk5qUePHpm8TU9PD4EZHmHEX/FO6PB1rFGqBcGcDwQ8Asr/I0cEb9VqVdVqVScnJyYjgUDAkovz83OdnJyo1Wqp0WhYNcjrbzgcVq1WswpItVo10MFXSRKJhPlrbMVoIuup1P79vg8fy5l5INSDUp4l4QE1AttRwJFk7PPPP1csFtPR0ZG2t7f19ddfa2dnRwsLC2o2m0qn03r06JFWVlaGGAjICp/lwQv2h+cdRZaxhXyPD/ave89G1+uSDZ6Ln8F3nZyc6KuvvtLBwYHy+bxVCQHyfKyCPFcqFb148ULpdFpLS0tGAQTIarVaBtqMVpRHkx6ex1fmXwcM+He7jv17HUjo7YZ/rtHfS2yCTyRurdVqKpfLOj09NRqydBGbFAoFZTIZ9Xo9HRwcaHNz06pDxDHlclkHBwdmO9k32BYAyl7e/B76VgdPgxvHR4ydaIz+IgyzR14wQnDGSqWSoUoE0j6r9yUwNgWEr1qtWnaHsQK9qdfrSiQSSiQSCgQCRr+o1+smmNPT01pcXDQalg9GoVOxXieU1424/FOOyTsPUHFQFo8c86y1Wk3NZlOJREKnp6cqlUra39+3ahDBZLlcVqVSUTwet9+xt7enYrGodrutnZ0ddTod/ehHP7LAmN/Lf39sjSLM30ewMlri88o6isaOognsF5QMKmtnZ2dDiDnBd71e1+npqSV/IIOBQEAvX75UtVq17wM5JEkh8c3lchbkYSx9xczL1CjSJY2HHPxTe+dRF9bo7yLpJ0gmqQdF5ntAoDydxFdwCFJAnggC0Wef8J2fn6vT6WhmZkb7+/va2NhQKpUy6iPIIPvF72J5o/59LJ9Qj/5enKxHkOr1uvb29lStVq3CMTk5qXQ6bbbv7OzMDD5oOc7YG3mCxUgkYkH18fGxUaMon3suvefZQ/3x1I1RPfLruqsa3tmOoo1+/6CQdTodSzhB4jj/UqlkfUPs+fHxser1uo6OjpROpxUOh3V2dmYV7qOjI/M/JApUONrttvkj9j0ej3+n8jk5OTnk16ThYMujlddl93wQ7lFkAlH2zqPBnU7HKj/4ikajYfI0OTlpz0uFQpLOzs7MR2SzWdubs7MzoyfTl1Qul63HRZLS6bRR0wAOY7GYVSLZI293fCV1NJm6ruUTiFEZ9wEfNvns7Mz2kZ/F7/rPKpVKWl5eVr/ft0ru5uamXr16pVu3bimbzSqXy6lQKCiRSCiVSg0xPLAj/f4FVXJ/f1/xeFzpdNqexS+ffEjDVL3vy969yfLxHral1WrZPh4cHCgQCBg4TPyAneSder2eyuWy/s//+T8KBAL6y7/8S927d+87CP/p6alVgqmSSTLmgE92Rqsxo1WF7wsM9cDgaOz4OqDPA779ft8qGFRdPRXRJ2i1Wk1nZ2fa29tTIBCwROTs7ExbW1s6OjpSq9VStVo1H35ycmI+NhqNKpfL2b5RNfLxhrfZ3gb5OM/v8T+3Lp1o/LFA0htg/x+BdLPZNIMWj8fV7/fVaDQkSUdHRyZEoPZUJqampgyFofnPC9Px8bGePXumaDRqTX00h2MowuGwGdxEIiFpwJMfpdaMOg2/2VdV7NcheZ7PhyFqNpuq1WrK5/PmfAnuSJBwGq1WS7u7u0ZvQQBpjgOBY+9B20EL2Jd+v687d+5oY2NDt27dUiaTsaY5kjUCaZ7ZZ7wegR0tvXkBveryTovfjRJi/KgAeSX1pdparaZSqWT9KQQyvmzpEZVOpzPUjEowCf+ehPr8/FzFYlFfffWVarWaksmk8vm8FhcXTbE9VQTnzu/0iY7fy6vs3ahDGm0i9HKHPNZqNR0eHqrfv+iH2trasmdNp9PK5/PmgKmK0QSOziEv/f5FNSmTyZjO9fuD4RFTU1OW/OXzeSWTSW1tbZnsAx68Dp1CzkZL4z5xvMoaDYz5E1BEkskJMgZlzAfCkixYg6LW6/WUSCQ0OTlp5W0AEp+AQfHhd0DBSqfTSqVSZieLxaKCwaA12PNZnqYGeOCD1ddV2a5rjdpO/ztGA0Hkcnd3V7VazXrtzs7OND09bfvG1zw1zVPNkA+qZt6B0/hN4gC1bHp62no/arWa9vf3tbKyIkmWEPOsAAde9jzSdx1rFAwYRcCRd29P6HUk8apWq1ad8MnaycmJPTe9VdhIqhL4C35Xr9dTKpWy4O/o6EilUsnO89WrVzo/P1cmk7HAGlnnbHy/gbc5r0vcr2uNBno+4PeAJXvZ7/e1ubmpcrmsqakp5fN5zc/PW6+VryxSxWbfms2mfv/73yuRSGh+ft4qZIlEwvo3fBUzGAyqVCqpXq9rZmZGjx490vz8vFU3eW7/Hl6XRmOV60Tl+dzRvge/V/SyYAt5Jj9MpdvtamdnR9Fo1JrvkQPO4vj4WC9fvtTGxobOzs707rvv6sGDBwoGg0bz9mcWCAQsaaF6R6yHXgNuv6k9uy65A6QZBQY4U/aKJBzABLYNulWpVKwKSyLn42mSCuzO6empTk5O1Ov1tLW1ZbH2/v6+xSaAKl9//bUajYbRRWdnZ63X0ssXNo738LERe3aZPR4r0WD5B+EhfcMLDWKU+HGqR0dHhpxCB4hGozo9PbUGQA7HT63IZrP2mb6shlOGH0mPRjqdtgCnVqvpt7/9rZLJpH2NPodRpN4b+tFk4zrWqIEYDZ6YCvLq1StFIhFls9khNAokFBoZZTLQLJB6EpFA4GJqTSaTUaVS0cTExBBfnObbaDSqubk5C2ROT09Vr9fVbDatmZeSu0d5vWH0SQBfGzWK465/av9RDs9lRUEJoOv1ukqlknZ3d7W3t2fBMT0C0qBvgAASh3h0dKSjoyNL1LzcYzzpRyiVSorH45qbm1M2m9XS0pI++ugjLS4u2rMSFI1WXvzXvAxe1xo1qhhCnsmXcRuNxlAVEWSeihjT4jxN0fekUBnpdDo6PT01Pn2tVjP0kwpJPB7X/Py8ZmZm9PXXX+vXv/61+v2L5nr6sUggQf58kvE6KtVVZW50nyQN0ZuowJ6cnKhardreIm8gvwS6xWLRkoepqSlDrfhMPg/ncHJyYsk9DnT0nZBXmoBTqZQWFxeNekZQQGI0mqh7gGAUCLmuxTn5/fFNwXwdCg8UOfa1XC5bMFev182+8w5TU1NDiW+n09H09LRyuZwCgYBarZb1BXJ2+BWaldPptNLptNbX1/X06VMVCgWtra1ZINDvX0xY8tQfb7vZt+vQVb8vr0uyqVAEg0ELME5OTgw0Yu/K5bKBeOh0KBQy0MMHkMgqeysNKGb4kunpaatQZjIZtdttJRIJdTodVatVHR0dKZfLaWlpySrtgFr0tLE/Hghi73j3qy7/md4nMaQGX0EC6ffyD3/4g169eqXV1VXF43EVi0ULDuv1ujY3N7WxsaHj42NVq1WrugFgsme///3vtbW1pWQyqYWFBUs0jo+PDQylSr65ualbt24NocYeGPC6Miojr3vvq+yZ9z9enr2dpY/FUzcBi6DGQ6P67LPPdHZ2prW1NYu3KpWK7f3z58/1ySefWN8FSQKVbP9OHmAGDKTq7cE5emp8Fen7rv78c3Lr4wViExJ3gORisWiUZFoJgsGgAe2+j5T4l2QNtoUHV73PBHh4+vSp1tfXNTc3p0QioXw+r48++kgLCwvmC4gHRtkOr5OL7yXRGEUKyWh8dQAFoORaqVRUKpW0t7en3d1dpdNpQ10IgAlW+Ozt7W0bYUhmTACOQYUK02w2dXJyMpQwgOyR+cFd3t7e1sbGhlqtlpV84bNKg/6D1wUt17FGAxevxL7BCbRtb29PZ2dnOjg4UCaTsea9qakpQ/eePXumr776yoJnStyegwoSwxhWmn+paIB+bmxs6Pbt24bC9no9Q69OTk70gx/8QA8ePFA0GjWH5sfeeqfIum6U1O+dT255Hxr7fCDiA+fDw0NLykqlkprNpiHpHrEiwCCxIMGlckFVDuMJPa/X65nTZVoN6FYwGNTMzIympqYs0fB7NKpfXrGvslf+d4wCAyBFJycnqtfrRi/kuUHF4W/jLI+Pj82ol8tlm6xEeZYkjwQNdFUaVFWgrIDOfPPNNzb04ejoyM7S095ArkaTtNF1Xcmt30cCPZ/k+IQRFJgBA7wXfQbdbtfkIBKJqFarDVEA+Az0lwBy1B4x9YeKE4BLLBYzJ7SxsaE7d+7o9u3bikajRgkieR4NNEcR9OtM0jwq6pMcHwAQCE5MTOibb74xbjIVA+hlBH3oarVatQoaXPBer2cJLrQ8fAG9CuFwWNPT07bnyNnZ2Zm+/vprzc7OWv8MzeAkuH6cp08ypO/2Q112sVejn4G8IfP4S8/djkajOjg40MHBgcrlsukrn0fw6se7IovolB+hzJ+AUqenp9Z7hrxS7Wi1WtbHViwW9ejRI83MzAz1C/nxsKOJ7evkZpw1Knd+v/zvJEhNJpOKx+NDtJ5ut6tSqaQvv/xS/X7fkluGzdCPh82nestIdJp2AWS++OILG5FMwt9oNKxnLRwOq1QqqVAoGIrvqwVMqENvR+3e6/bxsmtUjv3X/Zl5cEK6YKMw5Gdra0sbGxva3d215BSqI2De7u6unj59alXf7e1t88GRSESHh4dWUSSmBKwkUcaWMO6ZZwbUZqQ1ukjVaXS/rmO9LtnzsZ2vcFCFAeSgUtbpdFSv13VwcGDyVa1W1Wg0lMvl7B1JPqjo9Pt9xWIxq0ACnMZisSFbOTk5qenp6SFKOLH0+fm5lpeXFQwGlcvlbNywBwSQg6vEJpdKNP6YkI9WMZjLjcOkYQqlajQaKhaLikQimp+fN1oBQjIxMWH/j6MOBoPWBDjaPA4di+AGhF66QGj29/fVbDa1tLRkY/74WZQAw817jgrmdRpA///eENIERSmNYEQaTGGhmbvf72tjY0Nff/219vf3LZhpNpv2eewnQQXIHoE5AW+73TYjUCqVtLGxoefPnxt6HY/HrXEaFBt0C0qDn6H9OkW+qvNlr0ZRV793vlk4EBhMSolEIkZ92t3d1bfffqtSqWTUnlgsplgsZrJEwIwzAb0GhabaQZIhyeTIU7F8gFWtVocmfvmAiT2D6jEqJ+PK3utQBx9A0ngWj8dtwk82m7WgFQPtGySRA+mC9gTHndn5jBklaa5Wq8Y1xbAxTYrPA8UqFov61a9+pVqtpmw2a8mGdKHHm5ubunfvngXU7M8fW1cBDF73uTh7ZIsklL3xegDaR/Dq9QOd4edw5N6R+OomQATVTI+GYTNw7I1GQ+VyWd1uV9PT05qbm9Ps7KzZO2kwOvufqtKOq6+jleDRr/GfHyBA0F6tVvX8+XMbVw5FMZFI2B0jBK3Qcvr9C2qUHxdMlQyUvtfrGU0K/cSOEqjv7u7q6OhIW1tbqlQqKhaL9pmeBuRHQvL7/5htH2eNft4o4s87QvVqNBqmf5Ls37B9BL5U8KmC93o9Q4LRcYIVbJKXE2SWe2FAYQOBgPWytVotGxqxvLxs1fRsNjtURfKV5+vaN9Yf8z2cGcn2H/7wB1WrVf3gBz+wkaCSTM7on+j3Lyjee3t7KpVKQw3ziUTCwEqm5OF3o9Go2btisahGo2HJHWeE3k5MTOj3v/+9pqentbS0ZEEyU9PwG7zDH6OFjquzo7GI/5o0XAXlGdAb/MazZ8/07bffqtFoKBAImL+VpM3NTfPTlUrFbNTh4aG63a4mJyctSH769KmCwaDef/99ZTIZdbtdHRwcqFarKRgMKpVKGXBM320qlbIAvtlsmm8YnZQpDUCu72N5MI/9Iy7B1vFvHvCBCbGzs6MXL16oVqtZHIMPIdCnkkEcByDIHqKLJFvYKcB86KaeHlepVKziKMmobr1eb+j+kqvEJm+caGAYXmcEyXT5O0aPAA10LpVK2V0XUFbYSAwA9BQ2iYBkNMAkiItGo0okEsrlcpbgEAiCuEMBkqSDgwM9fvzYDEGlUtHU1JRyuZxxdf9YYnEVRX4dQugDUWlQskI4mDwABQBEtFQq6fz8XFtbWzo4ODDebaFQUKFQUK93cbHc2dmZoXATExOqVCqq1+vGESWg5DI2JgTt7Ozo/PzcSuz0yuBICEKnp6fN0BK0jxqry5bY/qk9HA1eRlFRkim+Tl9Ls9m0pvcXL15ob29PtVrN3gvUjp/zvHtklIAXp8u+gFpxXiB3kqyRF4NCQoz8g2DhgDBKXp/GXaMBn98nkDsa2Wn4h+cN+g3qxjsSEHqeKLQcKm0+yY/FYlaRBGWenp4eomKRDHMh3e7urlGxqDxJskBwbW3N3sdX0vw7f18LY8/z08RJIsDoQSg/0gXih1zQ14NcNRoNm5oHKgWogt3zvVgEf7FYzOQPOggJMIkKury3t2cBOg4nn89b9W3ULl11L5HdUT/hKxnoKTTaUqlk/watispMq9WyPh4cMF+nak4wBs1MGjTFJxIJZTIZo+1RvZ2cnFSz2bS929vbs/4Ppgk1Gg0tLCxYwkF1ydse79+uGigT9I9WRfyZ9Ho98wsTExNaX183O1ar1azaz15CRRvtRwTM4t1IHAiCsOuABp4CzX88Z6lUsuAEewo9JpFI2DQmfj/VYEkG9l117/x+jX4W+sbft7e3tb6+rvn5edXrdT179kyBQMDG6h8dHeng4MDsvAfZCHahBnEhGvexMOWNoA/ANBKJDDXlYtcmJyeVSCS0u7s7RLn092lIw8HrKOB21TVK2R39N5IEwBXvB4LBi76mb775xpLzaDRqrBVsGdPb/GRCABVPXW42m/rss8+0vr6ueDxu0/uq1apisZhmZ2e1sLBgNrBYLOr+/ftaXFy0r0HHx1YSf/nhA9exb6PrdQA8X/cVAm+vuR9of3/fYpNms2mJQrvdtl5mwHuYAEy/9CPV0VfkkVHDx8fHtvfEKujxs2fPhlhA/X5fuVzOgGbO63Ug8rUnGt7AjjoRFJkg6ejoyC77AYGbnp62hrJ+v2/NjDhtXxrzZX0yKoIXslUyuKmpKRUKBSWTSTOMVEhAFHywDOd0dnbWFB+jS+kTxfMZ/FWQZf+zow4EYQE9D4Uu7jA4ODjQl19+qXD44tIpuOBwaIvFotEDQAXYB6of/mZiPhv0xgdroVBI1WpVqVRK2WzWnAWl3U6no3Q6bUbTNxE2Gg0ztIFAwLJvr1zswVXX6Gf6IAs58qNEQTWr1aoODw9N4Thrbrdm/r4vTVOtgUYE8i4NGtlAAfv9vhk3kCqfKJycnFgwlUgkbLTuq1evtLCwoMXFRWv+ohTKu14l4Xjd/nP2yATVDNAluLY7Ozva3t4eKuHDB6WcTilYkiW10EoIbBmPy0Vp/EdAiZ1YW1vTxMSEms2m1tfXFQqFdHR0pK+//lq7u7va3t7WT37yE0PweTeCqlHE7ftaGGuoNCQefuQsqJLnMeMc0HnkDLvG/2PopcGNwT7JxWnz+6BOhUIhs3dcotZqtaxpl4Qul8uZE/MUPuTCl8rHWejGqL1EZggsCQj8FCloefTycc5QWglscLjoqK9uEIi3223F43ELPvx7cTeHBxXQ2Vu3bpmtPTg40P37942mxudQQeAzeZd/Cm1+04U9Hl2ebkiSgc+s1+tGpfXUUelCZqAs8by+VwUEnqCZ3+8bUUn8sUmcG/YxHA4rlUqZn6rX69rZ2dHMzIwluTMzMyajfuoUz4nfuMryoArLVyFJNkqlkp4/f65PP/3U7qIBFacZHmoeSYMHPQHqYBswiGZmZsa+h2oa1WDkHNniudCV4+NjNRoNsyssP8rV9wf5IPa6fOsoSOiDWvpA19bWbOoTuoTvoPrKtE8qD6enp/rmm2/svEla8MP5fF7xeFyBwMU9VPhSpieFQhfT0ABnCMQXFhZ069YtS/SxufglYkViyNe983X6Cw8IYKOImQjqGdUNLZSeUV+ZJEnAzwBMQg0lmSNuobdNGq5W83XYLvQEYkOJn6rVqr799lul02mzzxsbGyoUClpaWrL7dGDHeODoTQGpN040cBS+7IKyYOwIGnyp9enTp/rmm2/s+zE03K5McIYiIRw+aJFkRowMDcXFkbyuSU/SUDAuXXAjNzY2jEdOow0NqolEYoh/+jrjNc56HSJP5cc3u56enmpnZ0fPnz9XtVrV/Py8oUMgK6CVvFc0GlU2m9Xi4qImJiasgbvVatllTT6wkwZlRZyKR5bOz8+1ubmpbrerfD5vyOnW1pbOz881PT2tTCajTCajnZ0ddbtd/ehHPzIk3+8b737VRdDtn5ueCebEg5qTaCEjlGppxPUUPegmfHaz2VQkErGeDTjz0E7gO3J2BN5wKwnqSHwYcUuZudPp6Pj4WKVSyQL3fr9vNzv/saT0KnvmEStQUaqBtVrNEqE7d+6o2+3a1DLOGoTZT47DoNdqNQUCAQMNoGLROwXFgOoSqHQ2m7V+jGQyaZWQbndwW/g333yjL7/80pLg999/35wMwSXBKM7XV1avS+5w6tgYzliS6VkwGFSlUrGxthh4AiicBYkkz+ercP58+H6fzEiyZDSRSNh0IZITjzJ3OhcXKdIvEovFVCgUDHA4Pz+3z0LOWVcJ+Lzs+uCFPaNySP8DjrFcLmtjY0OdTseAIoJbkoJ+v2/BHxVoqhmBQMBotSRfoPSAOPTxEUShlyRdBJqFQsECcSrAUHOhvhAUQknwjvcqSRr776sQBE2tVsvezTdlE5wx/pe980wBqFJ+jCXJGVQMEHjs/cnJiQ3/IJADcfc9Cn4qGANdWq2WDg4OlMvllMvlNDc3p0KhYNUOT2cDiQUAuarc+f33E3+g13DWBGDYnkgkMjQkhX3iDEiy6NtJp9PmK6gCkzAT1OGjCbLxkSQuvPvZ2Zn+9//+32q32yZvS0tLBihwXiSSyPN1xSb8SdLpg+Dt7W2LV6CWJRIJra+v64svvrBpWn6QBVV6bwNB5gmm5+fnlc1mrS8A+SWmBESYmpqyy5ehVQKabG9vK5fLmQ9H3gHGoKhSlbvO5RMLkgvOhliDSpgHhfCjjN/mvUk+8G9UJPFvAOuAyYDkHsBCd73to/eDhe8i/un1Br2AZ2dnKpfLVoELBoOan58f6lGTBoDStSca0Hr4Bb7s3m639Y//+I86Pj7WW2+9pXw+r/Pzc3322Wc6PDy0z/BjCUFQmM3veyZo4IZTSwJzenpqiLAkCxZJPKB4gA5g9ECwQqGQSqWS3XgMUs/hMKHD95hg+K6KLrNnXigRSA6QhO3Zs2fa2NiwsjTogTfyNKFxg2swGFS9Xh/aD34vvTH8FwqFTJioRqTTaTNiHsUoFot23f3m5qZ+9atf2Zzwubk5c2Zzc3NaXl42BBJh9tnvuMsbe4wiRr1arWpjY8P4hBg9jA2JrCRLFiSZcec5UU7QVVAQv3foAA6LqUpUATCsyHIgcDGSmXP36D+OOpVKqVAoaH5+3qpCPM/r6IqXXQSwGAWCC57/d7/7nQ1YACV9+vSpJFnvDkadd4J7CyUPOa5UKqZzHi0GKUW3cRTpdFqhUMjG5UJ3JCCkWRojTbAFncsngCB/0E+uKnOe6iPJqF4TExN2kdL5+bmSyaQNVTg8PNTBwYENugBNJjD0PRJQUZBNUH76gHzFERn1hh1HRiIBmidd0LVwtNA9er2eVldXNTMzY5XlXq9nAyN8pXo08bjM4lm93PrG5a+++kr7+/t6+PCh9U49e/bM6FAMGWCROOA0CRwIwv1ty74SQHJMUCjJnDuJFnKK7EBVQF98k+vq6qqSyaRRMQnQsTOcFYDFOGuUCsoCJCDhRN5IKOmTAqjDz6JHnqoIQkzlgsTE6x6/k+WrNbwzz0RgSaLr+9sAoQKBgJ0jlGjOFjt3VVDKV+n5DOz5aJ/iycmJwuGwMQCo8B0eHhr9J5VK2WcQKEOtJiAc7bkAHPADMNhnZASGgiR7Lvz4ycmJ/v7v/17NZlOxWEwff/yx7t+/r0wmY/qZTCath3W0aXfc+MTbS/wfPSrr6+sqlUo26fIf/uEfFA6HlUgkdHBwYAMGkC2Sfp6LZAiqD0BuIpFQOp22yiuVJeSXi0ljsZiazaaNvSYhxG5Uq1WVSiW99dZbunPnjubm5kyeG42GVUx4rlEQ4KpVNPYPncd2oJeMhqd/BJtPnEVSB4glyf4N3WEhS+gbujw5OWlfw4ZAOYMKSmUcvcX++WeWBpRT2C8zMzOamZkZqgz7SuSb6usbW0QcHkgLwVMkEtHBwYFevHhhtAef6a2srFiJDdSFLK1YLOr4+Ng+U5KhJrxELBazbBblBhWUNJQFYrj8aEicJg6ZMZMvX760vpHFxUUrY4K4JZNJM8gYsasIpad34AT4XIxvpVLR8+fPtb29bTxObkT31AMQOJIBkChoExgiEEACGIJL9qRcLisYDCqfz9ue8zkYaaYJgfxx0yRc+pmZGa2urlpQiSB61JfgfJzlnQcy5wUepcZR8qySjBKBYWPygneIJFvw2/k5ypg4X5JjaVDmx0BAWWAP+v2+XcSG0eNSHRIhEtpQKGQI2MrKimZmZkxGcI7jyJ03UD5RZRwgaM/m5qa2t7etAZJpNel02t4Bal4ymTQ0crQkjA4SDHW7XUP7PY0RoIFLvQhs6KPivKlUIIvIgnQRoOC82UuCZoIWbzzHWT6oRy7oA+BuEfSr3b6Yq//q1St7Rp4Nek8ikTB0Uho0jnOrMtUL5ARjjk7hYDlD7tqB+oQs89m1Wm3o9mZJNj2OhEQaJJNUSXn3cfcOOfP2rt/vW/Cws7OjUqlkQVKtVjPZkWSOl+ofyQF2jZI/KChIO/qJ/sNxh76GXZNk9FTeFTocSXSlUlEqldL+/r7y+bxNT5qamtLh4aGOjo6UTCYtwUFWCWTGTXB9BdLbTuiLnIsHVLhXpdFoWAIgyUaFIkdUkEhCOBNkAJANwI7F7wRkweej5zQ5Q68CmGu329rc3FQul9PJyYmKxaKd88rKiskFnyt99yLOy6xR/4z/8Uk04MXm5qYlGv5CM3xmMpm0YQEAl9CBvD4hiwB0AAjeJmEnASkIytHbiYkJzc7OWiWPvTw+Ptann36qV69eaXJyUtlsVtlsVh9++KHZWS9rf4xy96YLffX0GJgSVOOnpqZM1s7PL64r8KOSSRQIvD0IRNUok8nY7/B760FdEmQoUa1WS4eHhzo5OVEqlbIqFZcSl0olbW1t6a233tLS0pJ2dnZULBYVCFwMIvjRj36k1dVV03Ff2biKj/DADM+E3efvxGhUpmEw+P6peDxuvYvYND4PWiZVR+wbsSkgKOAHtgxd5+4v/g2Qj4lXxWLR+m95NvQ0FAoZ02d1ddUqvcRd2IU3WW+caPAA/InBI7PKZrNmJHm4VCplmTpBG2NWQToRaF8O9CO5PFfN06pwFBzMKA+Xr8OH5ED6/b6+/fZbtVotxeNxC6AZ08kFYVRSOFBpfKH06CgosG+EQsnq9bq2t7fNoMPn9KgmZ+GDVxB0PhdD5scbkjj1+31rdPPoCCVzAp65uTnrbWCcXz6ft98bDoet9DsxMaFSqaS5ubmhZApjIV3PtAeCR48exONxzczMaHd316Z7+DIvd17QZCsN6E78x1mg/Hy2RwX97+e84KFykaSkIV6rr44QCCG3nsJBI/7x8bEeP35sCJYPNsddnuaIoZG+e2EaSAuGj5/FwEERkGSoIKgazZ0eVWSiCv9Bt4JmAC+XoIq+GninVDCQJxAiELTnz58bf5R9lwaVDao24yx01VNMoJ2QkFKl4bmLxaKOjo6suRNn6qtIJHzw2wlSCELQLY8I8n7oD4gfiRtIKY2a/j4JnHSlUjGkb3NzU5ubm5qYmNDa2pq9L44OW/OmDmR0ITOShuyb30dfvWo0GlZhISn11FjOlOoeyROy5JPoUceMHPiENRwOWwWIJvN2u210DvQFJ7u1tTVEP2o2m3r27JmWlpa0uLg4JPO+KjTO8j/LZ/mz4N3ou0H2SH5JpEi+aOSkeots4WtJSLFDvDf/eRtPUjKKYDP8AkoSQB9ULMC96elp1et1HR4emv57ShA+yyfBl13e1nEm2FD2cWtrS/V63YYBsG8kJSSmAKDQgXzlxlOgOBeYBp6Ghl77UeAEnASkvjEaRgIXnHJvDBTXYrGoW7duGf3Z2wlinHEXsQGf12g0LIgPBoN2y3QwGLReqnQ6bXZu9LNgWpDA+tu8SbLwESTM/j41JjER3/R6PaXTafMZ2FGG3uzv7+vVq1fWWzQ1NWX9prVaTfPz8xb/4cOxzezlZdcobY34jkVssrm5aSCPNKCtM1QH6jyVez4bWUIOvU320wj9v1G9RP+bzaYNFIG2zd7x/H7PpUHSSq8G1RgST+K7y7AtLtUM7pMNNrjT6RhavLOzo0AgYMIlyRBQDtlXRDAyjHjDMcXj8SFKEA4CBzUxMaF0Om1N52wuhyjJkFNfyoW+ALIWDoc1Pz+vhYUFexcCZy7WIbi4SubrAxeeDyODUYK/TtmW5IpAzTcESbI+DC44pP+CwNajRPAfSTiCwaAODw81MzNjBh8EgDJyPp/X8vKyvv32W7169cqQK4wuwthqXVws+OWXX+r+/fs2ZQj00SceV907H7j5y7xQGqaIoVg4VOSCxkVf8objjuHBWPgElr8TxBGUJxIJC574PmQGYwrq5CsmJIFHR0eq1+uGyDLK88MPP7TnI9i+7MLZIms++PJ7s7y8bGfLOxLMIpeMM/bJP8EdFUaCw3K5PBQgUW0LhUJ2dw1N+CD1NP5R1aD6hhOmAkpA1e9f3OAbiUS0uro6lIzwd1CXcWWOfQI1YqIOiT/Umt3dXZvmBrULGRid8+4dJIErFRE+l/0kcIBOh2PmnahSEnySJODACLqhWPlgptvt2gV1HkH31FUPbIwjex6dxiaB3NVqNU1PT+vw8ND2B1oKlRlsGXc0kHT4u4EARUj8QIX5Gd8o7nse4JiToHHRHbKOfB4fH+vZs2cqlUrK5/NKJBKqVCpWweAzeddRIGScfeNskUF8G7+LAJAgFL+HDFE563Q6Fgx7qoMHWNjvXq9nU6OofnhbCNDhEVHsGwkv1USP6p6fn+vVq1eam5uzRtNe74KrXygUrBfHV8OvA5BCpr2uoGt7e3tWeTg6OjLbBmgiyS7j80EucjnKqOBnoNBSKfJBIiAN/XrEP9hX4ikS36OjI4VCITtfKN+5XE6Hh4fKZDLWJ8jz+TMeZ3l9x0Zh27rdrl3+iG0lyDw/PzcuP3KHLPG5Xvd85csDCdJATpGTbrc7dNcI1WFPNYLyDrjHRblUPJlMR7JNTDIKgI7jY0dZKnwuNoXe0UAgYBdoAljxPiS3VBmw9+122/o7sOuANpw5ACHvye+nxQD/gZzgkwA52T9fScGOHB0dGQOEIS3xeFwfffSR+RVk803WpRINaZiDy0tDDcBR0hgVi8WGZuz3+33jPtL0hDKD9lLG4TC8EHqONwgVwguvjTId5WBQKlBlBIEEhbFs8XjcjAG8QBqDUaxxqVMoGgLpEy+U5sWLF/rqq69MAUOhkAqFgqrVqhlK9h0EiEADhJkEj4QAYeaSFn5nOHxxyzqzk6enp+19OdOdnR0VCgXdu3dP6XTabkjNZDJmXKampoz28+zZM0MKcboI6lWQPu+4UQQqY1tbWzbxgt4A3ww5PT1tt6qzd6ChvgROsIMs+klAJFU+GONzQJZBHwj+QEl94IA++Ck3kkxW2+22yuWy3YlydnYxcrPdbmt1dXWsveO9RnnVOM1A4GIk8vb29nc4ojwD1cjT01MLgBnZmkgklM1mDVUiifcNpchhJpOxChojID16TMLNGXJG6HsikdD+/r7+8R//0SZlxeNxLSwsDFE5JJlDugr9B73sdrs20Y7kJ5lMKp/Pq1KpWKDl+c3VatUoSR4BBSnF0RJseDmhDI68gDghh55Wx3nCffaVUGm4IZtExushNo1KAnpE4jnO8nQpPt9T2UBBkRfsOkEfNCUcMDJI1ZG9ARSSBv2DfoIV8j5KB+E8JA1RSb38ELQwSKNareo//+f/bHYwEolYgyS2mmAcysG4i+Qb2cce49wZ+4zdwbZAhSDIwxdjK6k++OqsNAjuRps9CV58NR1KCF/zFRT2gZ/H71arVb18+VLSha2bnZ0domh1Oh3rd8IujLs8pQP9LZVKNrGoWCzayFUPHIGqSxfU4VKpZBVK7BdxBUAdtmxiYsIaaQE0fQCNTKfTaWWz2aFJdK1Wy86SYBSbxWegk9JFdfPzzz9XsVjUe++9p0KhYDJzFXvHuORIJGKINVRGaGUe+Jmenrbqla/64luogHnqOc8HlYdnxbbBDqAyO9pf1O127dJTwFYAVXwV8Q17tby8rCdPnmhhYeE7FLPRRvpx9s5XkHl3npeBKugfLB8qZew1E8x8bMJz+ngTO+BH4VMFlGTJAvGcj03QTeS12x1MDuV3wrgAGPRFBWKTg4MD8+8HBwfq9Xq6devWG+3VpS/sY4O9cW61WioUCnrrrbdsUoXPZHH8jHljAymntttto0ogtJ5Di5D6zSR4QukRcD8ilOzZo5xsLs6pXC6rXC5rZWVFKysrdgEM7wVHf5S+dJnF7ycgQvn4j4YmJnKRULEfJBHwtNmD2dlZ5fN5BQIBvXz5UltbW9YjwHuC3nQ6nSE0kZGNrdbFzG44+qVSyTLhcDispaUlPXz4UJlMxm6GPTw8VCAQsAoB2ffm5qaVNnGY0gAZHnfhPFAqDCENSr5PhQCj0+lYQEzFASdBVk/iQPJJhu6TOfoPPMJPJQonQyMbYzmhGUDfgcIVi8VsjB8oM8EB07NevXql3/72t9bEFgwGxwr6vGH1XF7P6aeBebR8izH3DoGqQ7/ft3IscuR5pxhdArtwOGyTaSKRiFU10Efk3FNnzs7ObBIVe8zI5+PjY2UyGcViMR0eHho6yn579GzchZ2BbucTzOnpaeVyOR0dHalSqXwHxSY45OepavjLk6jaot/sARVbqk30V2Ev0SuCRr4myfTZOxECQ09z8X1KozfESrJK5LiJBjqKD+AZKcun02ndunVLT58+taozPweoQ4BB4Ms7ej4/50sVjOQCOhDyTJLhgSv8Bwkiso78kPACzgSDQf3hD39QsVhUJpPRD37wA+VyuSEuOZx1znucxbmzB162er2eTREDZKNC3263raLNfvszZyw670oQQfUZQIqL4ZA7bCGVdRKq0aZWKm0k1nwmARRNw2tra1paWrJKGueA7yboHGd5ZBmdOTg40PPnz200+9dff63f/e53Q1PJ8Kkk+Nh59h55ljQkzwBp3J0RiUTsNmd/bsHgxaCUVCplKDP21vssgD5pkABzXv6yyb29PZvyRaLuA89xFgksyRkTQUOhkFGYoH9BfSWhJtagEhEIBAz9htoUDAYtoEZPfEIIkABYIw0qDdgwaZAU48fxV7A90um0CoWCpqam7I6onZ0du+sIvUwkEjakA4BwXJnjnH1/G1PDkB/OGlCDCg39kqFQyCihfBbxLXbKAzee0jwKXhEfIltHR0dmBz3AiYwSM9OnJ8kSDeSLWOHVq1fmx+fn583/v8l640TDbyoPSqKBYebwMEJ+cg8JB1kTxt9fYEYyQrASiUSG+LokKWwS6D3OyN/SC4roqxKUdymrcVDhcFgzMzN6/PixlpaWFIlEzHkRLIxTWhtdHhknU/RGDYcAV48AgO8h4A2FLuZKFwoFu6gmlUopGo1qfX19yEgQqCLk7C3BG0hmLpczJ4uhYNoUE4KkixIxjVk0n8/PzyuXy2lzc9OMLo4Lwzru/nnlInmVBpQ9Rtvt7++bkfe0Pj9pxsuvb97G0COz/A5P5fDNexhKDAAJJD1HBAbQ/2KxmKHiHgFhpjYIJlSDYDCojz76SIVCwf5tHFnz6C0JJyOK4/G4dnZ2rL+EYIKfASEncAb5JsGid4pEyVNHSKAkmaMk4cAmgMAi3z6J5Hf5cjkOBUP91ltvKRQK6fPPP9cPf/hDQxh9cH0dOksChB69zgkgPyRc2DuqttBJ0AMCHxJS9oOfGa30eCoX++SpqARZnrKHnCM7vmKFY4FzjTwyOpHb4cddvsrMM9O8XC6XbUoS8kbyimyEw+Ehihpyh/5Fo1ELNlg4Wz+PngAIugLJGGfqwTCeG1CJpI5kA7rjwsKCfvrTn2pxcdF+P7RAgI9x+1uQfXjU6Azvx91IPKvv0/P9kughaDhBCEEFzw1bgD0FOBrtbfLyhNx7uh56yntjFwm6sMPSYFIkAVUkErEeHelqU6c8JYb9OTw81O9//3vVajUD49hXz3Nnr0ga0fdQKGSjjdk3aJTsGb6X/+hBxVZKAwozABngKAl5sVgcokfzHt3u4GLcXu+iT+HBgwean583O+crC+MsbtsG8AX09Ij39PS0/S7sIckPd1KRPGA7yuWyAcboFAACcQc9Wez5aHUkGo2aDfW9gHxev9830CubzSqVSlkCWKvV9MUXX1gjf693MfxnYWHBJh5KMmrVODKHHnighCSU0dMHBwcG0rF4d/QSu0cV1w9RwQf72AE9xGcQhxCb8DX0EvsL0DBKhWYoDv4AG00sV6vV9OrVK7VaLT158kS5XM5ivTdZl7oZnAeRBln98fGxnj9/rr29Pct+ffDc611MnBpFgFFwjCUTozzdBsEkIAEVkwZlSTYIJcfA+nIRlQmU2NNXGKM2MzOjyclJm4+OwSVpgsoxzmIvpEHprt+/aMrGwG5vb2t3d1eHh4cmMJ7DiQBAQ0mn05aZh0Ih5XI55fN5vXjxQsVi0ZI+FBu+MmU8z4ckIZAGFyF6ZCEQCGh1dVXpdFqff/657R3VIvpYNjY21G63tbCwoEQiYSiOR2XHWb4CxDtVq1Wtr69rY2PDbv32xpGkCifp0TMUFUUGTQJp8Oi0JCs58m/sOefDMxEE+/ImToXPkGSIkU86eS6aO+lTGHfvcFTsWyRyMSP++fPnNvQAHfGN6u122xJMEFLQLqpFOASPYuGoXlcFoNKDs2a8pK/e+WZW9ongkuQPWlq1WlUmk1E2m9Xz58/1zTff6KOPPjKd8fS2cZY/ay9zoNyHh4d2uzx2iRnxvvqKnhNMcA4krh4FBvTA9qFXgCJ+T6XBtCTACn4v9o3kxu8F30/Sy+SsW7du2bMwiGBcfSXgJdlm/9bX101HoQdyoRRyJ11UPLA/JJZ8BjIN8o1tBLUneaDylEqlLIHDHrJ3HgFnzwDFpEFgiP0HcADNpZ/KN8R6VHOchX3yiQrVTm79hs7j/Sd/R/5Bw/lMgiz8hzS4AM5XO/mTfi3kRRr4AehOBIboPhRQFoEOwU0ymTS7SbVJkubm5qw6iayOs3g+T4E6PDzU5uamqtWqXV7rhzWM9qP5pBt6C0mFr/D6vidJQ0MMaKplX2KxmF1O7D8LOwgQdXh4aBQpDyDwLlRBZ2ZmdP/+/SGfjX6Mu4h1CNKr1ap2dnZ0enpqFQz2CZvobTL3iUAvY7oiyZSXSfyIT1R9hY7PJPklxsEOUDVChsLhwVCbbrdr8RMyCR3r2bNnevHihaLRqO7evaulpSWzD0tLS8rn82PtHXbd+1smm21sbGh/f38oNuFnsLHEJuwHsZUfisEkPnxSIBAwWeHqBwATEg1sKHuLLvoK2NTUlFVe+DoDX/r9iymo2HH6++hVw0e/qZ+41IV9CKSnBjQaDeOjeWqJV0ICUgQGBwKKgMIhYNJgBjbBMYbeHyyUH8q7oEkYQkmGnLDpbJrnUgYCAX3xxReGWK2ururevXtDQTdKMM7CiYG6BAIBC0y63a729/dtzCizomOxmM0/hssHpYnLqkD12CduJy2Xy7ZnksywlUola9alHEuScHx8bMEKTqBardo5TU1NaXFxUd1u1ygsGA34nQh0v9+3sbec27jcW/+Z0uBm3FevXpkCU5XAORA8k+S2Wi0biwdKTwUC+fNnBDpBEMJoPgKPVCpljtgn1J6zjFH1CD9Ol+cj2Pd8ayp+nt8+jhPh5wk6SdZBrXCs6AHJPnqE3EiDRlOeB+6tdBGUtFotJZNJq2wSTIB2src++Cc4gq7gaQAeLcSQ8XMEV8Vi0RqGNzc39cEHH0gaNCLzWeMsZI0KBsEswTv7yXOjT7yXNEyz8JULj7h69NiDEcFg0Kh2oFK+muF7LUhCPFWFZ8HeEPgzkc1XYdrttpaXl5XL5SxgkMafEsc5++orvTsHBwdDs+P9PiLnIPb8f6fTMUSZBBx9oyoIFYZEg1HMoNbsDc9DoOiDYSpr3mb63g5Qv3A4rF//+tcql8v6wQ9+oEwmY5/vKyHjLM7YV4Q4QwAjEg9pUJWF/oNsgCiDAlORxFdgn/g6AT6BDj002A4u32RBm2Fv0VcSZm930Af20OsJFSz/XlehnXnbwh1d9EyVy2VNTU3ZvQAkGfhY/BeJqo8VfKM6QR62gH3CfiLf/hJAf674n4mJCascoNfILzQjfBH+IRQaDANA7jxdddzlqYnHx8fa3d3V+vq69vb2hkBW+jY8pdaDAFTj8F9UaHxFSxqeOsVzY1c9CyASiSiTyRioDA06ErkY70zFAxbMwcGBDg8P1W63h5I8mpmhoC8tLens7Mx6ZojFxtk3/A2UMS6E5uoGkipAIGmQyMOiSCaTtif8x91vyBe2HbCcOI19AgzhLjmvS3w2/t7rigdXqPxSHYLiTQwHGEjycZl2gktd2OdL2ygyxp/Ajl/Mw/AnQQ5Kh6FD6VKplJVamWpRqVQkDdA7FA+hRpjIbjEW/Iyk7yQgbI4vnZ+fn+vLL7/U5uam7t27p0QiYRk273yVheMlADo9PdX29raVWH/729/adC5pEJw0m01ls1lTNEpenk+Lkw4GL5pHV1ZW7DJEHCulL/aOcht/QofiDKiAkEQg3AhgNpu120I5dxyhD9q9ARuX802JEYPMPQ9cNkO5EYMOso6CE9SAHCMbXtm8o/E0P6afUSIkQcXgQlMYDUxZOBWW53TDIydoJDCGV+kd3DhOxFOZCACCwaAymYxdIoTzJDjzFwYS4JC8YQChFPA7aDgl8aWZm6oiBpIEC6DBgwzsI3SAcDhs1TB0gdG2/Oxvf/tbff7550okEvqzP/uzodng6Pi4QQsBGI7EU7lCodBQwzvJo9ctaRA00r8Tj8dN3/h3aTCulmcmeKOqhM3AVhDQMokL+ScwlgaXUeIEAYCoJBNUMsYYO+MD23EX++ETrkgkopmZGavWEdx6UAjb7CtBnnJG0MzQEZ7RU2r9VDnQaGQXWe52u0PJCfvJZ/mknnPl95LwFItFLS0t2XPyMySk4+4fezZ6rolEwsbQkpjhT0gw0BMPpkCbwAfzMwTR3gZKsmokaCq2DT+PXQQoIeCBEsmkLp6Dveh2u9Yvt729rVDo4v6lbDZrPVfcC3UV6pQko3PyvqenpzY6Fdorz4Xd5Z2QQ5In9pkEg3eWLqrSsVjM/F2z2dT+/r7ZVWQHm8XwDOTZA11QR5F/aIPIgjTofSqVSopEIsrlclYx8IDCOKvbHQxAOT+/mH65u7trTfr0//C+fD9UJfzB+fnFPUyg857+7f0iyQd6SUJBdYKYBwCHe8NgvPghNMg550zloFgsamdnx+IibIPv1ZqamlKhUFAmkxkLWMG2UpFFT+i18fEjSRQgD/vT6/WGYmd8DOAF8oks8exUMviThIQhDMRgHtiiuulj4Gq1av6ZpBUf7qlz2Fne0QNvb7IuBTMj7BiyWq02NMmCIBUHR6CB0SHoYxG0YbAw1DhYH/h5+oEvh4MwY0xxuB4lZXMJQjDYLBD9VqultbU1mw4EqsQmj+tAEBocLIr89OlTvXr1St1u10ry0FRwghgPDF0gELAm2FqtZoEeyVs4fNHAHQwGrYG3WCza78B5ePQeR9Dtdq1UKV1UD6heUIo8Pz+3ryG4oVBI1WrVgq9cLqfZ2VnNzMyYA8GQXXadnl7cTk5pHRQSGcMZwAWGxwg6iVJ5owS1CaXFwUoyxcdI4BgwtMgQ9Awv+zg5EjyeH+Pnp8kgq8gGaHKj0TC+P+c+jhHkjCl188wzMzMKh8M2ag8jzPnU63V7H09fBDGBLplKpUyPQLH9CEsCdHQQZ0z1iTPCyYKsIPMEOvDp0Qv2C9tz584da8zFMHvAY5zlkwzeEQoANAtJJjs8P47C20BkFl3xoIOnhOJE2HufEPgRzAQ67CGOGEdKUu97SWq1mo1aJCBExkEx+X4oIbzjOHuHjcX2RyIRzc3N6fnz50MVSM6evSXxJRjAdpDkSRrqbcGu+74VaDGAIvicarVqAJKvfPpqE7oiDS68AxDziD6jgUkevX55lHacvSMB8EEuTebsla9OomcEGnyGpyl6UIqkluSIfcWuSQNkHYCHsabw9NFpP6rTMxawAegwQdLXX3+tQODiLhTihk6nY9Unnn+chR+DnkVw6gEvvo8z9xRp7BzPhH2WZI2y9DYxphlGBXYdVJuKJOg8dsMntEwg8vRH5Ah5R5a5ZZw+nW73oqfy3/7bf2tn4qtHl12elpxMJrW8vKynT59aFQCqIvoAhcdXxHu9nra2toy9AhLuAV7+7uNI7Ca9ip7ag9yGQqEhv8Q7U62r1WpGfcZfoD+cHQF5IpFQPp83/U+n05qbmxuLccFFlIzp9klpt9u1BATaJkkHusq+QZfytG1P6ZQGEwQ9AIHtIWki5iW56vcHvW8TExNWJfGVNZILKorIPr8HCmAwGFSlUjEbwhlde6LB5mF0femZzIrslCCUP2luAblkKhT8ZUqFBFQoOwGMNDzvF8oPjtgHZT4Q9YG0NLjwyHOIEQwqIrOzs+p2u9Yky2eiWOMuAgeC+kajYf0BgUDAOOehUMhGh+Eo/L5RSWJfuB6ewyd4pVkHw0RzOwpHUuiRPgz91NSUZeZk50dHR3ZpD41rvnJBaZXJVvv7+7p//76Nwx1373C08XjcUG3OzPO4faOUR4NIKgh+PK0EmcPxYbxQeE+f8tUQeNGeksfn8b1eV6A3SLLeBwIk5DwUGlyq+LrxgZddBCA+WaUqVSgUDHk8Pj5WPp8fagg9OTmxKRXoL8E0SaifECUNKDz0Y/mKiS/Xnp6eDvFIeVZ6s6RBb4wP9Al+CAp4J6bFkVB6ysm4yzcI12o1HR4eGqJOwkRATt8ISQaywTuO2iien31F7zy1ApkjKPKTrHwyggPn9/A9BNL8PDoMWACnNxC4uDm31+tZYMQah67H3qHrPvjmGaggUHX1VRv2B7CI+1p4bxyyrzzgQ3C48LLpByQxJOjld/iglufEDiJzgFrsK+eDXlUqFU1PTyudTluAC2g1zvI0Uc6U5/MVsH6/b+/mKXQ+uSa48c3IVNPZN0C9fr8/1KMAFYMkmN4GD3hgmzxF8XVVOuR3enpaBwcHmpiYUC6XG7IBPAe2YpzlwU1foQD99/aNXhvO1gNAJMA+gSVO8DIGmACyHwqF7IbvZrNpMow99QNt+GwCTmSOZIFKjG/QJYnrdrva3d3VL3/5S8ViMT169EiFQmGoof6yC9/p6UzeRiFjNFBz5vRisP+7u7v2776yBx2WyVXIkq9MSrJpTZwNsaQHJ0DZfcVWGjAbfKLPvgFccdZUEtDVZDKpmZmZS+8blZ54PG5ALYtKFrJDPIAf88wAfo54zAfx+Jxer6dEImH21TN22H9+Lz4FeUZOAVKQMRJdgH78GUnIKAXTP5P/rDfaqzfdVIwf3LL9/X2VSiVTCCYjIEzcJOgRTo8OgTjg4DAOPpDjgixfCUHI4KOxERyY78bnZyj18JkoVas1GPfY6XSUzWa1tLSkbDar8/Nzu0GUg3nTDvvR5ctioHdkuCQzZJUkYSgVgQwK1mq1VCqV1Ol0NDs7a7Q1Gps6nY4qlYr9LOdVrVYtoIvFYspkMtbU0+/3rd/BB/GgB91u1xBBxhHjlDhbziAQCKher+tXv/qVgsGgfv7zn9vdKeMs5AMUA6MzihxiwKhgJZNJU3YfsKHoyAtVMYJUUC6Qfmng3JE9UAaSaV96xvghsyQrGGaPHmEs+Z0+0AO1HLe3xVfCyuWyvv32W7399tvWJIuOMsqZ82R6DgYLmaCXBzkGqRt9X8+NJpiQZPYBpMcbVZJez00GRSPhm56eHkpikI3FxcWhARJU7djrcRbJX6fT0f7+vn7/+98bnSuZTOrVq1eq1WqGaofDYbuDhiCFd4JOyB03AAK+UoUzCoVCymQyVm3gfQFLPNpHMoOcElhz5ugBATJOCnsTiURUKBRsyh4IIMjuuBUhP8AA9G5zc1Pr6+t2ZvwbJX+eCcCASx2TyaTRyQBZ+J7T09MhnjZgEMh7OBw2ug62Arvrhw/4RN5XeUd9Ec9IsAAiz34RyFKVHmeBHELjZCodNnx3d9cAI5w+7+arSIAzkgx5p5GXu614H5IB7GI6nTabg1zye/zkIW/XpIEPxhdAE/SVIhq0NzY2jB7DZZ++x2OcRUIVDl9MLPvyyy+1sbFhIA/2xTMjQNcJtPH13i7jU4ktQI+pAPqhNJIMICL2IFiDzsjv9rQUwDNJlhwB3PG8/C7s36tXr/Tf//t/1/b2tj744AN9+OGHV4pP8OPNZlOlUsnsGfvC3qGLVAdJqhl5zqCTaDQ6NGAFOcK2eQrP6empBcL8m68ydbsXTd4kgYDcjIrH7hMo8znECqenpzZWnST69PRUqVRK2WxWpVLJpmpeZvnqKYN8AB6lAe0N4JI9AASChkY8M0qDgwYuDRgTJCgkUOwRIDqxCkkUlHbAGewXeozfR+Z9zExlQ5LFN/wOb2/fZF2qGZwAlESj0+lYOQZ+nefsS7IXgj6C4qFIPCyceNBMXgRlK5fLQwgvSsUUCcqTOEwfFIGIcUgg2ARDcM/IdqlmELDQuzBu0OfL/+32xdSXxcVFVSoVQ+18CdwHrTQzgcwTNEAXQmHL5bI18oEiwrXzNDOPtEAvgF/PBXE4ZIKlWq2mcrlsgUG/37cpIiRkoPFcqoOzjEaj+vGPf6xsNjvW3kkDRWWSVaVSGeK1ehQ1EolYkzyGzica7AcJHUEXFTmfAEoyY4j8eJoE5wa9ir2jbOxLwBhQ75BBrU9OTlSr1Yzv2mw29eLFC83OzmpxcdGc6GUW8hQIXPBV19fX7aI5EDMWN9JjyKi6kVQFAgFrWPOjrKF64SwwmJIM9SO4IRFOJBI2Vx8dw+ESvPigzp+BR9wwvP3+xfQ2qA0gYuNWgljsA/0hTGqLx+MWcIAKYRuwSyCkoPXIMEEswRj2B4SP6ppHDFme0oF98HKPY6LSyO9kigjAg0fMp6amrOcK8AIbNY7MSbIz5Bmg2G5tbVmwy3SbYrFoZ4q+YXe8rhCsktwyEh39waYRMOFrqHa0Wi3FYjHTVyoc2CkqSCRIIN9MlyIoJRBjj6D/UTVZXl4esh2XXT5R6Ha7ajabWl9fNy71/v6+ARDePmND6JUi+UQW8VsAfJIsUWX/sYkk6vw8fpj3x64h8x7hxi4CZAQCg6En7D1yxfcDUkSjURvcMe5CZ7744gv9+te/NlvO2Hv+RAZqtZoFe+gddgUd97qN/jLljYSSCYEEeJ41gX/yQ0VqtZrpJUGbJAN08NO+8gK4gN9rt9sqFouWkK+trY09OclXbk5OTrSzs2MVwMnJSaXTaQuIkTdAEK9b7JXn7+MvSVqRTb5+eno6NNgGIMon9Ohrp9MxoBN5BCglbiJW8EkM+59KpSxJhFLY7V6MFuYupsssTzHCP1YqlaGqEDJE8gXANtrLBLDgqwfEJoAG6PxoZcInDPi80dgEgMX3Z/HZ/C5kDKCeSlC9Xlc6nbb4+Ntvv1U+n7eeyjdZbxw5g7r6TJ8bcEEzeWkQI4wSBs+XhD2Ci+Ml+CeARJhApuCnYgTZ7FqtNlQK8qVrnCcZOTw9BB+hODo60sHBgX73u9+pVCpZeff+/fuanZ21gGCchWEGzchkMnaz8fz8vAX2zEmHKhQIBJTP5w2ho6FTkjUnEsQdHx9bAA73GEEGnQCRIgNGCUKhkObn59XtdrW1tWXnyv5R9iVrBkEAWaQ/A648n3t6eqpPP/3USry5XO7Se4eRCgaDNhubr7Xb7aGE0/NA2XdPySFb5zw8NQ6HAOLiy8k4TT/v209Yo4cBA4jxQd5AOzl/kFBpMOgAGsbs7Kz1vJTLZRUKBRszO87yqNBXX32lZ8+e2U3gVIDo4SHw4JwxyH58HslmvV63+euNRsMQpF6vZ6gogbMHIEj0y+WyodMYT5BDdJK9JOH3iA+BClznarVq8uUTzXGWp0ksLCxoZWXFSvgkz5wd+kWARBWHMbh+NCFOhuCOfQYIwAlPTk5aINzv9y2IlmRyBwcXPZU0hGSxb1QOfG8RgVa5XNbW1paduSQLEuFHX3Z5pJaKKI4Q24X/wBli/3Fw0oDH7ivJJLLYJ/Qcnce29/sXYzA9WIBjR658gsEdBSCinpvPpXblctkaUNvttv7f//t/mpqaUqlUskZfnnVcuQNwowJBYLW9vW3/j0zg/zwQgk/1wJTXG0lDk4BIBvv9iymBgBDIOXvraWXIJyAhgSXyj20GuUVX+J2SDPmm6rG7u6tAIGAT98ZZVBOfP3+u//k//+cQWwFU3t+dQKXCPzs9QegM9gfAwdOO0RcCYfabKomnOwFi8ZwwHPCtnipKzyVywB4yhpSKAfZva2tLxWJRe3t7+ru/+zstLCxceu+o1J+dnalcLtuFvOl02gJNALNmsznEepAG9B3slK+CsaeAxgTRvorBHRO+6ugpp763wNO0sZ+cMYk29pcpVdls1hq+6/W6JRvNZlP1el2Li4tj0c7o7QwELvqOmA4mDXo9sQkE8B4AxO74BMFXu5Av9AYQzidx/Bs9xjwXsRGxCZ/v5Yo4JxIZXEjtYxN8cbVaVTKZtLvWuGB6ZmZGiUTijfbqjRMNj4YxWxmERZJNysHQ+j4C0HNoU5Is8UBQSqWSbYRH/o6Pj1Uul61S4VEaHJTnRnvHyuZCvyGDo4/B89hIcr799lt99dVXWltb0wcffGBz0j0ydNmF8EuygJQyKlUJxtZVKhUbv5dMJpVIJMzAgSSA2PlkDV7y4eGhjo6OlEgklM1mDbUh4PVlPQwGQsb3eFoCgi3JeiSgXMViMeOH7uzsGN2Ls6MR9Te/+Y2q1aoePnx46b3jXLxTOzg4sD4CytQ8J8EWsooR8o6DS5OkwXg+AkT2xDd/UiECuUOOfVKDgwkEAtbYj4FB3gKBgE3LIlimWYxnAS3rdDra3d3V4uLiWAku+wLCCNeThJ39xMkcHx/b8/IsGHecK3vjnS/JB0EhgRvABOi1NBjz7OkU0sDpe9oEARW/m1IuqBpBar1et9vsZ2dnjX6CU7rKYtoQz7W+vj5Ed/C8W1A8ZKVaraper1sy6pt5fVKC3HmqBPJFVRD5J9hkH0AZPf2PShQ/C/W00+mYPfG0jlKppFarpUKhoHw+b3Zk3OQWO4wuxuNxLSwsaGtrS5VKxewK30eC75MpSvnSYPITCRY2BZ1HdghiotGooazINjLH8Ab6EXwjPedKAoSDJpFkDDM6+umnn2p/f1/T09OamZnRL37xC3U6HeuDGWeR+JycnGhvb0+NRsNoKj7JJajFxmKfqXD5IBAZ8YG+vxDw6OhI6XRaCwsLNs2HKhATZjzVFLokwSUMB/TRV3Oxh9KgUR/A5fDw0ACZbrdrN4b7xPkya29vT5988ol+9atfaX9/33oUfdDk+x58gCrJqkSezoi+EoDxznwPMUyj0TAbEQwGjfdPFVSS2XVfPfATigBk+Tf/HNhVT73B5jSbTZXLZYVCIe3v74+1d5zJaOWffYFmjX0j2Pc2ylNBOftReeXv2DMqkeyxD4zRNeQLf+KDd56PZwXAIYnAN6VSKS0tLQ3RNomj6vX6WEmGNOhj88AqwAPBPHtA1cUn91Qc+Heq/9hCvgfggxgSMJnfS2zi+99I+NkXYjl/YSbPzrl56i174kca+wtpLxubXGq8racwJBIJZTIZmxdMOQ8lYKP4Gmi6b3CCKkTQwmYSQJ+fnxsqyKYjcAQ+bK5H4HHknj/qEwxJFrR7Z+K51alUSqurq4bcg/SMsyh5IWw7Ozva3Nw0hNzz6RCmSqVifSPeEMDbm5qasmlbGElP8WEPJiYmjHeP00HJCZoJ+rjlu9FomDH2Su3nt3u+6vLyslGvUCaqL/F43CYcjbNQPmh6BDA4TighyJSnrDAlA3TJ80CRDapsvsJAMogsgDJhTD23m+eIRgcz0wnyQS9waJ4e6KtcoNpU4qhoedrhOAsDVigUlMvltLe3N4SGeXoSVRcqhJKslwfjD6LJuYBI+uBCGlye5Xm46CuL5/BUKPaVSpM0GKvtOazwraFhQVth5KSnd4yzODd0KBKJKJvNWiXH08t8ssneIEvIHLJC2Zqknj0BAPGVMyoZBC4+AKOS4jnyoP3QeLh4lMpJPB63RAMZxhZls1ktLy9rdnbWJuqMG/DxbN1uVzs7OxYoQ8sBZafK6nsyeGf2yVcc6XOBskHAQIKGjcP+s78esQZU8BVdKnX8h//CN4DqAaIAbp2cnOjFixc2xQZ0zzfPXnZ5yiuIPLYEH8j0IYAz7uLB7qBjfjIXZ8258CdAArQIbAAJKlPhfODh+3fwHcgcPgMfQ5CEz43H4/a7sD/QYWdmZgzBHmf9wz/8g37961/b3Q9QHokXGHCCrvnJfwTPBPhUbT2NirtDfACLHhOreF8gyUb/ezop8U25XJY0PPkKe4p8IwuMyCbJBYxFr6ELX4VxgY/HpmGPJyYmrBqAfGCPPAIOoAJQgj3ydCH8L7JL9TsSiahUKlmi46mA2AEoPsj1H1vYXvp38ctQkjgPgvNYLKZW6+JepssuAGiqaZ5iB1AG4MHfqZDiM3u9wWQs9hf/AgDKZ0mDZm/kBlnmHLGL2C3O0CcrnhqFryM2IYkhJoJW6dkcPCO6/ybrUj0aPPyLFy8Ui8U0Ozurvb09M3wYD3+AnjLAf770g7MlAyZhwchR8pYG1Q4UAaQfR0JTmTTo5JdkgopRgF9J+RkEHj4qSP3q6qqVKn2Z6rILR1Gv1/X5559ra2vLEHnvGOPxuE5OThSPx+0mU5qs2JvJyUnNz8+bceh0OoZQEdQlk8khpINmbAywJMvqz87OjC4Ri8W0uLg4hL6AViGMoBnQauCTMtK22WyqWCxaGbPVamlxcVEff/zxWHtHNcwb+EgkYiVdmmdJBFBqFMHLEsEWyIk0oJvwH4EJCYuXWwJdAhUUGyPskT9pkJwjczSPgc6T+GE0vKNFjzj3yy6emcB8ZWXF+ig8dYX/B33GAPvKF6V/5GwUrUSuPF3Czy7nP/Ymk8koEAioVCrZM3haJWVnDKZH85FbwAPuVUkkEtra2tLa2prt27hIFe/dbreNzsjCEFPh5WywL7wjQZ83+sgnfxLIEMRIFzYMWUeu2B/k33OgcQj8Ds8PJ3ig8sTP+AQlnU5rZmbGbgSXrnbTsK+IvXz5Uul02qqe0CagmvEs/sI3L5uewsfz8/+chaShKgSBMY7U/x2nyj7i4HGcfrIKOs7Zs1/+d3W7Xc3MzOjBgwfKZrPGnx/3AjB8H71M0F3hfgMAsW/YLMA/Ejff5+H7Tvg+JgB1uxdjUj2CCiXaUzGQV5BaaYDq83s9fYW984g2FXp640B80+m0EomE6cO4rIFIJGJ2ZXd31/QUSh4BO5ONCLzwJ+122wJhXxGSBj2CBHXsMxUa3/eB/mEDCZR9nwIyz8ASdCEQCNhEO4Ay9JAAb7RvaX5+Xvl8Xh9++KHu3r071t7h37k4mOSTyobvL2GfqNyTjPsKG4ktILMHl6nics7QaZeWlnR+fnGHB2COB+rYC/TDU+tJJH2fgreXDOzgvfAX9MDA0Lnsgu7KhdP0YtK4zu8gHsC+YvfxfaenFzewp1Ipk1d0GFsM+Mme+v2TZLbfg2xUi4nN6cHgcz3F0d9Hx+eiA1SvJBkDh0rzm/rYSzeDh8Nh1Wo1C2DpN8DwscEoKwFbs9m0TfMb73nLoEHwqz0HkNK3L0dxGPRfkFmCOHW7XSv9gGBIGkJoCTQx0BMTE8rn83aBFc82LkolXQQelUpF33zzjf7whz9YeTqRSAxN8pidnVWv11Oj0bB355KrXC5nRg0nIslKgOwXio0Dqlar6nYvpomkUiml02lLfIrF4pCCdLsXd5LcvXtXvV5Pr169ssSEKhWNWyCToHCRSMRKabVazcr9L1++1Lvvvqt33nlnrL2Dx3p+fm79IDTyYZTop8Hg+9J9vV43JfH0H77XB0ZQ9QhgqEJgpDCkBPF8bZSCRrDOZ0oyZwvvm9K5R20wJicnJ6pUKtrZ2VE6ndbq6uql9w1jDgqRTCaVTqdtHjnOt91uW6M2zbbdbtcQcdAP0Dg/Ac7vIQ6JhATd8egLCA0Gz0+t8gmbX6BY7JMPFnFe8/PzunfvnhqNhr744gt9/PHHliyOK3PShd7WajUFAgGzL2dnZ0ONsqA+vLtHmpArHAR/x6awtzgjpqQcHR1Zwkby6au2OBECSU8zwPki6x4d9fuMk8zlckM3b+MEx7V3yBu0trOzM0MtqV4BQrHP6BuJhE+GGK5A8kZl1je8SwO+tK+U0b/jaXmenucbprGBXl/Zd5Ie9p5EJBQKaWVlRXNzc0ad8InQOHtHQB4OD25yJ7GEJobOENAB9iBD6Cr7IQ2onV5fCcQ8C4BA0SfHvKsPvn3VER/q6aPYYYaTeKo0dgcah6eVjAsO/PCHP9T8/LwODw/1+eefa29vz3pJfCWC2AQ9IJHz4zzRK4JBglAfJPsbmaH6cZ+DJAPoSGB5V86GnkiAVPwblSuCf+ynp7Lw90wmo1/84hd6/PixlpeXx65oICeMsPfT/6g2cs8JyS8US58YIY8kWlQRsJ98jiSTcZIsadBcDcOEpJ6zApzld/O5HmTBfvDcBNJ8D8Bsv98fug9nnEZ65JWzK5fLRvWvVqvWH0LcRvCOLhGbEEuQhPqKBs9ObAtYSKzqqbyjNpvkAj88Kk/YSg+4eACN5Bk7jN2pVqtaX1/X9PS01tbW3mivLnWPBgFCOBy2S9xwFgS5BGEIlkf8PI8Z5IhNGkXaCHJITDzaMGpE2VAcs08iCN74fI+YeOoI/09DriRtbm5qbm7OyvrjBi6UcU9OTlQoFIwTf3JyYmUtqgggQeyh51dj8BA8lAYj6atH0NV8gMKIUeniYjZuGwalAP1KpVJ68OCBgsGg/vCHP9iz0XdDwByNRs2AM5kCqhbPe3x8bM304yyc0PHxsQ4ODnR4eDg0eo2qDLQQyt44OtBT35CFMoMeYIwYQeorFwREXlk9hQIEAFljv32Z0Qd4BDatVsvOlv334w8xJoVCQYuLi5feN8/P9PQtkkQoeFRcYrGY6SNfH00WaP5uNpsWHBIc+997fHw8hJ5QAfPJmndO6CVnw7PxPfyJ/vG5nvZITwEXHmLQx1k8S6vV0vHx8dBscWnQoIceelTJgwGShlBm9gsb6YMVD3og7z4h9VUNj9J7BBnkFRACxNs7DYIrbAV2wnOe+exxFsk1TphK7v7+vsrlsrrdrlGpoO54fryn9aE/nt7p7Tg2gD3z/oHgkalQBNDoOk5z9JnRfb9/2FYq4yQlyWRSc3NzQxRN7PY4i6CB30WgxRlyVuwrz+l7HTwlDJnCD2BfkAeQZgJv9IyfY//RWb5GJdYDcJ4uwl4SJPmqLdQ3aFM0TOOHxtXZQqGgdDqtzc1Nlctlo58RtHPXiafjkXhAZSVZYP/YL3zF2dmZ4vG4MpmMTY3ChuHLkUUAQz9RDh9LwuJHh0NNAYji/iWP6uN3qII+ePBAT5480crKijX1jrOQB2TQ0+R9RQg742k/yISnGSI3JJEAL36oCPrCRbiNRsPOjeAXv0us46cxeaAV5gVnxR7ye0msaTo/OTmxfj6eiWr0ZRZyfnx8rP39fYtN2EuGR+A3JyYmvhOboNfS8Dhp3pN98n2nxAwerMHP81zEGuwfMo7+I0OcOT7KX/yHHFBV54x5h3w+/8Yg6KUqGigbmRVCB+rGnHmcHvP4yU4pJVJ2g5LBrZAoOEoGb9knMXB9KeVhjAmiPJ1Bkj0ngkkAhBMHVcAoUT6mjAey64OHyy4mlnzwwQcKh8P6zW9+o88//9zKgJKMztVut238Lg4AHiYHLQ2MA4F/MBi0xM5fIQ8nUBpu8PVUKJwm5cdwOKxsNquVlRUbsQilB0Uql8sWUM/OzqpQKJgsVKtVTUxMKJvNamZmRsViUdVqdawRtziwYrGojY0NG6fKc4PwUF71CJ40aHTzTts7G84bufCUIz6nUqnY2SOnnlbgaVCes4888QwgFJyDb7YkmCAowvEzdeOya9RIh8MXo06pCGE4fKmVAAnUiIDWB084Bi5tRAYwfMHgxaQhUDoSe8+FpmLjkU1PkwFpl2Sf4WWTCSwYva2tLb18+VKrq6uGBIPSj7OoVuDAnj17Zs7Kj0gmacdOYeiTyaQ5YgIPglRpUB3GufkqL/9O4CUNEhsCaRwoyDrJMf8mDY/NBLwhiAA5J4HkZmYfwPMul10EF8hYs9nUq1evVKlUTL4JBEgikJdgMKhcLjeUPKGH3t5JskSMffD3vxAYShd2tVqt2mf4ygTPyddAJ31D6dnZxe3YqVTKdHxyclIzMzOam5vT3Nyc0um02VT2b5yFXPD7e72eDVYhYaKywTn76glDT7D5foIPFBIuigV0QrcJbpGtyclJCyLxqb6S45N+Ahs/JMFXQwjisbGpVMqGRExMTFgzNfI9zsIuZzIZk4WzszPt7u5qbm7OAAD8LcEdbAgqR9h6QFQCY3Q3mUwqk8kM3cfV7/dtGAG+4eTkROl02gJEEG2CcAa0QAsFZOR+ET8AB7DCg27oPRRVkqJxhjhUKhXzOSSDJBoAI9IggOWd8GXEICTcyCaAJ5UFbAJ2k/+n4nR0dGSUcX4/QIKvKuOjPcDFAKBoNGoyQCWVz+IZofMhA7636TKLJPDw8FCvXr2y/haA8dH+PBa2Hpkg4EfHqHz4ioaveHAOVNzRUXR3tLKIPhKncIbSYFonv4PYpFarGZMAOSfuB+CG5vsm6409MYaFRsNqtWrcbMrMjFUEIfOlWWnA5+x0OtZoyoMiQJ4egXJRdqQpk4ZGj+CwIQgRFRRJhv74ki5ZmT84DF2xWLS+A9BNb9wvu2KxmO7du6fFxUWb8sH0F5wSaAqKwLtQPTo7O9PMzIw1nnGRE8E23FemzHi0hOzWN/gxXhSnRPCOAcO4koC0Wi2l02kLzAkyUdDz84vG/WKxqN3dXU1PT+vOnTv6D//hP+j+/ftjJ2mMUvv222+1t7c3FJBBocPgUcL01Qvkh0ARhIN/wxlyPwQIpjSgWiGzHpXp9/tWzfHJBcEIxtAjA+xTo9Ewihb/hpHGsHjHd3BwcOl98xSL0QpXrVazQJ/qIAEosoA+EYxC75IuDHMqlbILxdhHnAznQXDsEbNut2tVpna7bTLmg0j6lAqFgg4ODqzaAg3CJ3Wgrb///e9Vq9W0vLysBw8eSNLYQYvXBRJNn3ySNGIvoDx4gICgitXv9y1Y8UkBf4IGAw6QvPF7ARP4fp+M4FhAtn1vEUE4tpLzATzhwikqSB6AGXdhx/EZBDL+4k4vT1BsqIJ2OhdjXdEN7ORo0MadKVCfmCpDgs7PgtxD1SDp85Ux3plJQFTqfDUc38L9Q4x8XFpaMlR3FOi6zMLvYeP5TE+nQaY9z5r3AaHl3yUN6TEB4eTkpN0pgBzgt32C4C81BKjx/pjgjoCYxISAx++zp2FkMhlls1kLPg8PD61/zQePl5U5kFnGhno6DYuEEF0CZfbcePQcmhXxzOTkpDKZjKHT/qwBr+jdoL90VI85C+hJ+G8qjKenFxfJ9fsX1MNWq2Xf44Hder2uTz75RE+fPlU6nbYEdZzV7Xa1v7+vra0t8zkeSSdRZ9/8CGgPiLAn7KUPVEf7DcPhsFErp6enLS6hP8gDBYAS0gDU4Rw5U3wc54RNJj6Eukx/DEAQAPg4VchKpaJ6va719XUdHByYv8U/UbGWZBUM7xslWWII9Zjn8jEzIIOvwno6Mv6BPYIGR9LrK7R+GBD/jl09Ozsbik087dazM6DrlsvlN550dqnImcNHkECXeXgQK17Il/1QYjYI4fHj80ApEWgE13MtcaRkuxgwLmdDmTHEBFIsXxbypSOSE252JTsli8ThjLMWFxeHyv7SgCOPM+VSMAJ9hEGSoWg8N9QWkKBUKmWogeclewQRZ0W14/T01CZ+TE5O2kSXRCJhJe2pqSktLCyo3W4PBbuUCP2eoDxcLJXJZOxnPJp72UVZslQqWaIwNTWlmZkZQ59AY9vttlWPSD5BXqTB+Ehf4SDQ4H0IOkBKoatxLjTug74j7z5QZj/YExIgLv/yBgmDQmDog/pAIGD3u1x2+eTHoxHpdFqZTGaoqkF1Bb0kQSJAwLgTIKPfJJrsJ4EfOuf7GXgmTzsiaMN2+JuRmXkPKo5TxyCSDHEeJC/Q53zAcNlF8hIKhSzZISmDW8wZUVWRBn0CBKmeDuWT2l6vZ0GaL3djM7GH7L+n+3nnipyyT743hMoL9rbZbJqM4ZT8TckMVpBkwc04CzSPCXb9fl/FYtFG0iIXyCbJPFUO3gX9IhlHDpA3gheabn1zJTLGz+APqAwSWJOw+B4FzoTPIKiigTibzdro1Hw+b5RNejQIWsdZnAl+jd47ztIHFdLggjeSNPSUoISECSDBA3hQJwhOoI3xM/6+DewkvyuVShkY1mw2h+ih+CZ8nT9r6EY+gOH3EQT6wQuXWcQjyJofAepZALwTPhW9Ym9IdAlMYU9IsglqVIKokPH9PvHjPwI5kgBsMb4F/YxEIpYce1BD0lBiQgDf7Xa1u7ur//bf/ptmZmbemCv/upVOp/Xq1Su9ePFCtVrNfAdn7PfIg2bIuweFAWA4d+5LkWT3VgAOMlqW34PfgAKKTPiYBD9PhY49o5re7Xbt3hmqtSQT7Xbb4h30IRQKKZfLjTWSmourAVIAIrLZrAXk/g40Kvm+6umnQUmDm+GRA84bsAUgyifU/DvJimcYkCQAanFGvnJKJdPTgfnPJ/DE8sQm0NnfZL1x5IwSTU9P68GDB4pEItrb27NsUhpceIMA+gwbAUEAMKQ0l+JMCXooJ3qEPRgMWqMpxgrEgv/HwBLU4chwTCgBmTUHi8J7rqJPRPyfl10EBf7gWq3BPPhut2vlwkQioWq1at/nOXweHQcZOTg4sFulGREoaUgwoYB4NAylTiaT1oBKwJTL5awvxSPvBEe+rElCx42doFbs7W9/+1vVajX97Gc/09zc3KX3DspPNpu1QMUjnASs9FiAUFHRQaG63a7xD6XBba6ShpQSRQIFRalQQIJIAluPEiAfPqiUZBxcyr8EFBhIn8D7Ri/fq3DZhVHBuZbLZTtvAgz0CKOILhFo8d4gwcjd+fm5JabINOOufRCE3pL0ebSGr/ugPRK5mH5B0NRut5VOpy0p90EUe805TU1N6datW/rwww+VyWSGehUuu0YDq2w2a5ULAhCAE3jtkob2p16vW2BMsoEsjfLe0VP2xssR+u5lE3oZDpp9wMaBIvJMvneL9+Ms4vG4AQYkiQR+4yyPjjNJZmdnx5rqPeqGTPT7fQMLsGEgt2dnZzbS1Qd0JHEEuFBd+RkqxIwJ5+t+iAj7JmlIXtBl/Je3/366GDbUn5/f+8suPxQAsOvo6Ei7u7t20ZhPTEHbfe8XQb2n7iFjvsLm5c1z8T3oQlLq/fvc3Jz9TuxZvV43nw+S7NkFnBOfXyqVtL6+bj/vacFvOi5zdPX7fdVqNa2vr2t/f3+ILgyPniSm1+spmUzq7OzMBqL4IItzpumZ92A8KfLBe1Ft9IkGcRG+lrjIszp80CzJKqLokK/K0L+BzGHft7a29Jvf/Ebh8MUEqnFWvV5XpVIx8EaSjdFFPwEkkBvffMx+EZvRAN7v922cse8pYp84C2lAjeRPbDq9SjwDQAp6m0gkbErVycmJ9WJIw4AClWkAWSq56XTawMfLLhIZknLO01dXkRcAGHQExg9yF4lEzLd5MJ1Eg3ga4Jvfz1nwH9Q6X/GXhulhxCZ8rgeg2BtiAfxKJBKx2A5dAAh6k3WpZnA4gQ8ePDDO6ubm5ncCYRSB5huEhY2iV4MNRzF5cGhZGCmEvN/vWxUFY4gCe+qBJMt+OTAfDBBwwg/nEEDHC4WCstms5ubmDLH3zumyC8VCiRj5CNUM48G8asZ3EiTy/t4pSDKU3JfBPC2IPcHJ+D4YhBzjgJIiYCRqCDhoAbxoj85S4k2lUjo9PVUsFlM2m9Xk5KS++eYbtVoXI24fPXp06b3L5XLKZrPWkFsul62HBySI8/OTx0BUcN5UFthr+Jz8G7JC5YmfYxY6wbc0nDRLg0tvcCicG8Ek9ECPovK86XTa3pWEDieHgR7H+YJQhEIXN3k2Gg3Nzs7apYsEmFy6BIrN10iARrnBnjaGQQftJQgnuGVsMsACRtH3D+E4fDkcGcboodegNpKG0LZIJKIHDx7oo48+0uzsrNkUgq5xVjweV71eNzogNoTP9j0oJEUkor407nUI2g9BGpQwgkLokDh8wBNvn3h3Ekbk0lc7AFykAerNc1CNwyFil3HivNu4e4edAEmfm5vT3t6enj17NpS8eHoVSQR2g3fG3pF08HdsINWDWCxm1Ecm0tHrRNUXucLpY3ephmDL/N0R+C1+hsCH4BVwhh5E+hKvUg0i2GBEeK/Xs8/3wz04P84cTjh/5+t8P8AeZ419Y4wun4msoj/YAPyTH9nJv0mDCi46ij57vr50UaHe2dnRJ598orOzM83Oztr0SmlwF804e1epVLS5ualSqWS9KNKg2sG5c94E736fkBHfzwPggL76qo2vjGPz/fl72qgHClutlur1+pDvgjLnF/EPP4sP4Rybzab+x//4H0qn02P1QEqy/qn5+fmhBJtqgWdj+BiIM8f/IVfYHE9HhILHZyA7+GWqaSRqBOv4VWKcdDpt+hgKhWxcvU+UkCEGAHgKML00VL6povok/E1XLpdToVCwpAKwlQAdoBJGB0kDvgBb6X2FJLPTnnbHnrIP3W7Xqok+NiGm8bGOp/8TSwKuMoELvZAGdDUPpKDTvjUBVsSbrDdONMhmEYJsNqulpSUdHh4aIsqB0kjqx3d6fif/Ll0oYjKZHAqocLygqj5o8BwxnAkBDwcF6oSxIBgg2JdknfQe8YMvzq3aTK6AwzeuA8FA+KCBAFkajHVDaDw3FEOFgpOpRiIRzczMmNIRjEMz4R19+dsnKQgxjtjTjKanp4f4sgRG3OmBU0MJPNpKFo8Sc45fffWV/t2/+3eX3jvQs0KhYEEfZz05OWnn68v3PsiifMkiQfLj2jx3FKMDeg09yFcuCAZAbXwvh0d62A8U39NgkH9fJoc+0ul07GK/cQM+z7F9+fKlUWO4CZr9o2kSrij7QtKNseS5pQEFCqeAkyXwRiZJbnHGBHF8D44JeZY0lARKgwZe3of9xmGn02nNz89raWlJi4uLVpXEOY2zeE+SHBAxP5UHWxUIBOz+G94JuaJyiYEmcPXJvjR8CzEBEHeWsHxPBbaK0roko4/5zyUQ8E3/nE2r1RqqbEHPQGfG5XvjtLxzW1hY0NzcnN3DMCpHnCf6QwDHcxMA+3Ofnp425LxSqVhQCBWQPg1QbGwuSTJ2LhQavjdj1O75fkA/jhW7cXR0pHK5rHw+byO9x618QzUEUEPeCEArlcoQ1cn3aUAbZFw6SKNP3D1gwT7jn0GTfYAtDagdBH7YKl8d9/0H/k/0BDTXA0TValUvX740/zs/P29nMc5C36Dt7e/vG+BULpeHxrRKslgE/0VVapSC55NQTzvhWT0tjb0hgfb+yFcy2BPGF/Ms6AXnhCyg06Nyha8qFot69uyZ1tbW9O67715677a2tkxePJhITMB7nZ+fG+3SM0TYB4Jpn4B5H+ovAsWOAmr6+4mIMaD7TE1NWV8rQTt25OTkRLFYzGw+9oe4AH0+OTnR8vKyyQAVDShY4yyAmkKhoFKpZL0tJF3sEcmGB4Hxq8Slvk/CJ7M+NuH9qDZ5v4ve4pdH6Xf+d1O9kGT+Bv2nusHvQ4Y5ExJpP5HtTdal79GQLjKeXC6nfD5vl6kRpCIcvrRIsOVRPII3zwsHXeWQ/Dg0sjw4b6DKZN1ssq9q+MPlZwi6UQaqKiC2k5MX90CQaGxsbBh9YlwjiBBgLMhIUbJRNJjSoyTjqrMqlYqN82QCBu+KIQeF8EjW6empIQS+54Uz4v9xyOwN93QQCFE6SyaThnB7Jw81ThqU9xOJxFh3QfBekgz9pzcDJcYQoVhcIkSgRMWKc5dklRyPsOMQ2DveB2NOQIfjBhEgAKeqxnMRHHOOowj8aODtqVy+EhKPx8dCqvhdlUpFL168MFkolUo2XAADRkUDziwTUwAEfNUNJ0zQ4Xun+D5KryRKyBkojw/uJNndCFRDPTJKoEXS6p34xMSETReBCzxKrxtX5gBM5ubmVK/XLUGj2ggS7u2er44SVHiwBJtGwyiBi6emQcnDpkFDmpmZsSZxHLanQkGPxKaO9smReGEz+/2+XWKGfPLMHgS57IKGNT09rXw+r729PUkXFAcCT+giOHr2tNvtWq8QpXl8iTSoJHpd8UBSuVw2Z0p1HBuEs4cexjt7/jxBlddbafiyPoLD6elpdTodzczMKBi8uPfp/v37FuyOu3feN2xvb9t7h0IhlUolRSIRoygSZGD7SGKRJ6YJMkVGkgVZVE35nT5xAWDzz+SDTfYTHcfHg3ASRHpaJAANi+Co0+moUCgol8sNNQFfdkHBZgJiLBbT559/rs3NTdXrdQMvYFOwdwTEkuzSRSo6LGIFaXBRHgkW/hz7yNl5cE+S6SKABV+TZBPy/BCHyclJowWRMPHMfggE9K79/X399re/1d/+7d9eeu92dnbscl9YFul02mwDe8K7+Kq1Hz7gq6pUHrzf5b2azaaBCozKJXmgOk4lhGQLcJDYxMs6wDOJCueCTZmYuLgbzfsZQFb84tnZmfUQveki2GdIQDabVbVatVgC/4j+AOrhE4n5fKCPDwBoed1gmkBgcIeZB5KRN1gdLH8GyK6PT/yecWY+NiEmZxEXMur5TdalqFOgewQjKCloE5kPgZQvxUsyY8/Ls3mgq6lUagg152dAy7n4hlIlyjuKvnn0EIH06DcBIWUskoxAIGBB2GeffaaVlRVVKhWtrq6aYR13sT8EEpTCmXREpu2TA3jpjPSVZDQlguBcLmfVhnK5rFqtZsJJcEPgzR5QciQwIsOWZA6r3b64jbZcLptQg4Ank0n1er2hZm+PXmGQer2elpeX9fOf/1z3798fe++kC6WemZmxQIQyJYGBRzAIkpCZcDhsQYd30IxXxXn6QBbEBEOBrPjgleCNnwMhJtjy1QBpMJGq1+sZzcMnniDJVF1CoZAh9pddJBrT09NaXFy0ewyQBZItAoNIJKJ8Pm+BBb0RoBj8HSONHQAhBNGiYgklxg97kDSUuNE3BD0NI8d+YHx9AzlJCkiZJOXzeS0sLJh8Y2w9onPZvcN+3b1711Br3+dEIMvv404a73gZdoF+4Qgw3h6AIYDg90NXIcFmhCqJHD1d6D5JjTQYl8vn46xJXjmP9fV1k8fV1VXlcrmhKuk4i2Td606tVrOxylQ1oDCQeEuDiWSeUhcOh41XDdXEyx6XTSKXwWDQRqz7mfAgsYlEQpKsao3uev3vdrtGKSUB52uAX+gDCWi1WtXc3NwQ6j+O3BFIsD/7+/vWb+abl7FpBDXn5+cqlUrmQ6Bh+qqWR3y9feLMSLr82FHknf3F9waDQbuLCXbBqMzw+6F4ee53IBDQysqKbt++rVwuZ7o+bqIB+ElS1uv1bIIR9oDz85Qcgi3+zoQn/o6Mgaajg5yXrwRh63yc4EEqb5M4Uz9Ug4XtQA/7/b7du+UphwwsQdcKhcJYexcIXEzajMfjlmQxlQwQzd/zIclsGrYMsIl4JJ1O2xAaeiaZUBgOXwyn8HYQe+6TdOyBp4SSVJRKJUt+oNsTE7A3TAjjM0l80Wf6SQ4PD8cCVpCdaDSqfD5vsQnDCPx5Ez8hm5yZr7pTfWH6E7bLg/fEtXweyQb7xZ++Wk6SQ2WU8/JxB8kFfpmknwoun4stAUDmzrl/bl26R0MaBLCgmyQaPpOUZA7AlwtB3X2JyX99dD51u31xrwRJBokJyQEbgPHCELBJGAecE0EczjgcHlwihLEOhULWqL20tGS9E2/a+PK6BbJYKpV0eHg4NP3KB3ogQ81m0yaOpFIpM/LsN2Ph4Ad6FMoH3QS/GDvegVnT7IFvbIbbTD8E6AM3ny4vL0u6UAyEc3R/gsGLmeBPnjzR3bt3zUBddmE4+v2L3palpSWripEo8H2gZAQV/JznWmNs4Cc2Gg0Fg0GTCb6PbB36EEaCvZc0hIYR2EgDpywNnJH/Gc4cdAz58IkTaMnc3Jxu3bo11t5B67l7965OTk60sbFhuhCJRGySEvJHQrGysqJgMKhKpTJ0ORPP6ekQBLQEyyRlOAlfIufvyAuIMvbB92SgG9wj4qtNJB8Eo1NTU8pkMhZw+erJOMsHb7FYTLdu3bJgkmqOp+DB1Sfg8Pvp6QcgqgSJJFYE+8gRQQZBtg9ug8GgBTT8nAdaeHb0uN/vW/UE2QXY2dvbU6lU0tzcnFKplI6OjjQ7O2tnOc7inFi+etVoNIZoXdgp7DYJG3cy8b7IBXIYCl00jfsJQPV63eQBGhFUM0mWYKBzTJ/xiRFyhh1hz6HFIU+cHyBOt9vV2tqanjx5okwmM3ZFw9OUZmZmzL5sbGyo0+lYVYgAy/uxTudiJDB+C9kAIMHeUM0nQCHQo1qEHLPXBDf4CILjer2ucrls+0DVm+o5toHzBrGnJ40qN/01nO+4iUYkEtHs7Kzm5+fV6/VULpc1MTFhdEouY2XQClVJ7DOJhz9j4gWe3Vd2CLbYdy4K5d9JiPEFnt2BjvK5IO8k3NgQgCxiGc6epC2VSunWrVuKxWJaW1vTj370o7H27v79+9rZ2THZgINPchUOh4euNAAM8tQgdJQJUdgcT1eXhi+Q9RQjwBNsok/OSH7Pz88NTPWAia9cTkxMaHZ2VjMzM8ZCIbY7Pj62m7qp3DSbTe3s7AyN3n7TRczZ610MF/BgF5UoqE7Q/IlFABXZN34On+KBVPweSRNgL1R7Egb2CEAV/ZU0BNz4ym2v17MKG3LI2eBDfVWZ+Irq4Z07d95ory6VxhEASIO+Ay7vOj8/Hxpfx6bxvZ4HSSIQiUQMFWw2m6rVapY8+OkOXBI2iib7cixGCuX1hgHHSaUExAYB9Gi+v9tgZmZGH330kfL5/Hcc6GUWTpTPr1QqZvxJgCYnJw2RYS88pw7DH41GVSgU1Ol0jN4CLSoej5vAYYzYC4wETgnUAkE9Pz835ajVatrf31etVvsOnciX4CYnJ4doR6CMMzMzymQy+sEPfqCf/OQnljyOs6j+oByMVgwGgzo8PNTh4aEFq3Axe72eGUl/+yfy5Ju1SFAw7BjZTCZj96iQYEAZgOIhDbJ8z50ksPJoBk6Df8MReaXnT09pun37tmZmZsbaO1YqldKdO3dULpdVqVTszhVJZnD7/QvuOhPHKpXK0GhRgj5QXmgHgAM4QmSMxJjKEU6J4BedQKe8w+dP0HoMtafLSbLSMwkltsNPyhlnEWASWMXjcWv8Ozw8NDTHV3NJEHgv5JAqrqdDjAIx7Aflchw0AQYBraQhewdYwX4jV9jpbrdr9CT2lCSFqiUopOfgjmvnpGFbR3VhdnbWqKgE/z5R8gGUD6Lb7fZ3xoz75ATd8X0coJWeesd7EchxWSz6T5CM02W+P++BjOHHCMq73a7p03vvvTeEWo6zeJ9Q6KInjT6Uk5MT64VENgko8AnYcOwOOspZ4mfwpb7xE/lij6BSEkxDOYFewl5LMmYA1VH0Af/OCFdPa5RkF9Mhn96vjLPwMd72drtdG0VcLBZVr9dNL2mkHZUjAmf8wagN53wkfcfveBQaxNqDCaMAVK/XMyof+w6dyDdkj37m9PS0ksmk7t+/r48//ljLy8vK5XJDg0Uus+j3rNVqBhB5uiJgJJXF0QZggmcPkKBbvsLMOVerVQP1vI1EjtFfzpBeKIZG4BegS3HuiURC6XTafBiJHgAoE9HS6bTa7bYNRCmVSmNddIh+ULUiNsFW7e3tWcWq1WpZ4kEVlh4Pn+ACQEmDig7xGjS5TCZjsRtnBDDCvuD/iCnoL/VVdv4NmQd0gMrvk2ZpcJEs1dG7d+++cWzyxlqNchGYBYNBFQoFPXz4UIeHhxaYjHLNeVDPo/PcYgI+AlwuviLgoNQZDoctkMBoUZKDloChxJlB3fKHT4Dog3cfVASDFzdsr6ys6Cc/+YnefvttM7zjonyShuhftVpN29vbhhhHo1HjMt++fVvpdFqzs7NW3SBJ8hM/2u2LmdBzc3NDVJTDw0PrqxgdaYtQI7SgWp4767NqHwgShBcKBWUyGUsA/DQF6E1vvfWWfvrTn+rnP/+53Y46buCHYUEJ+PvExIShw8Vi0Up9vnKFQfZ0Jj7T96fgsFF4FI/39meI0SAw8Y1aNMmT7MJx5cInfpbfw3PQd+SHJ4RCIb399tt67733xprxLcmCBLjkt27dsqY7HC3PVavVrJLjRwTiiEksCGKodGBcuV+C8wIEIAAhAPAc01HUFEfL/iCHlO3ZX3SbhHBpacmQ1mAwaLI9LoWFRRIN8pZIJIYudeS5GceLU+Vn+P3IBsEV+yoNj7Dl+0mKJdmeeVoitstXiHCmvDfoYj6ftyoedpPfzTPhnGmqfNNJIn9sEaShOzMzM7p9+7bd/EtSio56WUAXPRCEzNCnB/rtg2SqwExMw05ivwh8faWT82OfQRmpYvT7fWUyGQvgfWWJaVOhUEjvv/++Hj9+bDdGj1tJ47O57wa/R4AMGu+DYp+8gtR7mhPJOH9PJpNGa5EG8kfvDygrn4McAiiQvJAYeuop/pffBRPAg3+gztgdhq94wGLcvUN2Go2Gdnd31el0jEYXDAaNmk2SSMCHzcHnEWwhXyD2JPH8Lt8rgX6FQiGTF1/1JfkBqJUG45GxnyS9VHElWeDIeUJH/o//8T/qnXfeMf/me0ouuwqFgpaXl81W+ypsJBKx4TTS4FI+n+gCknjwzveUSIN+qFAoZHJBoEyy6WUbf031GPtGldifu5cpHxQz2hq9ANjAD8diMWM2jAOuUNFAX4ixiFmDwaCKxaJVavz0MCZfAfjwzL7H1vsv9Mi/I3bM203khH1Efn1/czQaHYpNfGWUhNrbl3A4bHLJZz569EiPHz9+4wTtUvdokAGhjCBWq6urQ0gPxsqjlhg7EFuPZHl+rA8q4dROTk4aUkozpb/sDp6cpKFAE74lwSPBEe9CWY3vhbM3Ozurv/qrv9KPfvQjC35QrHEWJcl+v28HhvIQuDQaDUu2QMdBMHD88IqlQdMlVBWPStfrdQtgMQwYMdD+UChkzVAereZ9ESiCGkn2+8hqUQi+HgwGtbq6qn//7/+93n//fRuBTPltnOV5qigb8pVMJpVKpaz0h+HyyksghgKTMHvF9TQb0Jtu9+ISRZJVeipwIpJMJvhZbyA9suNROu+4+V0oNqji5OSklpeX9ed//ucqFApjIaRexrmPY3V1VeVy2eiBTN1B7qjUeJnwlDQScfYZh4JBkgbUFAwW6DWoMbLM/nid9jQQPp+zQj9xGhhMmj9B3nhGDO84i0CDYIFz5bmwIyB0IE7e8XqnixPzYAjBCo4Dm8fP+8CGs/C8Wk+z83qIrPgeiFQqNTRMg0BwdnZWa2trevjwoW7fvm1VY4/+X3Zhv/k7iUEqldLs7KwlFdDseGf0AfCJoIPhDsglfoTA1TtlKBbccE4lAz/kdV4a2AbsOokxt5JzTvgUgmNoG/F4XD/5yU/0b/7Nv9Hi4qJRccatCGEjT05OrGcxnU5rbm7OeoBarZbZdUmGDKOX6JSn27TbbZOHWCxm/Htvczzt2CfMPBN/Yg8ImJBvTw2KRqNKpVIW5BMIe5ofIAuUx1ardaUkjdXpdKxyCzDhx+iHQiGzRZJsJDt2zFN7eG+fOJMIIiuAEfQdYX+wl8gMyTPAHkNT9vb2rJoQiURsoAO0VhBtSRa8h8NhraysaH5+fqh6MK69I1mBantwcKCTkxOlUqmhAB1/5+mvklSr1Swx8uBup9PR/v6+0dSgL3HHkKcpY29JeHO5nNkID/B6AAmmCj4B2aGyxLtNTEzY0B0q8l5e8DuXXQBr2Bh0j2EfDGJAd/h+bDx7ScIiaShZgUbMZ6PfVIXwh/V63cC4Ud/J574uNuH3+YRX0hCV19tVwMbFxUX9/Oc/18LCwhv7iUslGjy4L+WTLORyOXtwyog0wiIAbByCipP2qACbhHBSqvPTLPjPG0L4dj4QAQnwhjgajQ7RfXxw6oOXubk5M5RXTTT8Wl5e1ttvv61ms2kKDlUqFotZhcbzZzHcMzMz1ohdr9etLN1sNrW7u6vd3V2jojFxhMCiUqmYoBKUeWSUJl6PJGIo2WN+nyQ741F0cHl5WQ8ePBga+TkulUAaGBYfOEuyexwwzB65RJFQaNAmvo/At1wuW5MdVSMCRB8cQt8BxfNoKY4IyhqVHv/efh65N2ooOI4+nU6r1bq4j+SnP/2pbt++PYSMX2UPI5GLaTWrq6s2tQu6DOdKn88oRQr6CEkezw6K0+lc3Ag/MTGhVCpleu/5qFBhPOcYZ0Ri4hF6gl2+HyfkR4D2+33jqxLoe4cz7vKARzAYtDGp0Bp8gzfJlKQhKuco1xgEDxnhzAn6eW8+ywMlfAbfR2mcfeJ50RUcBkGJ54LTIE1yeOfOHaPnMRHmKrQzSeYAqYJSfYSj70dqc7+B53xT/SYh8b4C+8awAuQK3QSRpbKOrI1W5AkoqYz7qki/3zcUFwoq4A9+iKlaT5480fLy8lBic5UFKMQI3na7rUwmY82mHmnkfbDJoJMELsiDlw/kGjooOucTBc6Q4Q4+UaCaA63SBzaABugjwTdgGN+PTDBR0cvcuPuHPp2enpofJHhGhuDDE0i1Wi2btkR/Dr08BF4kaNgcUGOSBWTT01hIcPAj2HhfhcSmEcgdHx9bEh0OX/QQAUzin/r9vt2lwvSzq+wZi/iCUav09WDD0E//u4gP8I/IAbJF3MalzgBafvDO9PS0MpnM0NUBAC+pVMoSOfwloCmBtx96g52Elj41NaXV1VX1+33roaOifHx8bLHR5OSkVQ4vu3xsQoxBbMFdPh6gQvfYQ3SOai1yyvAR7BLviEzxmbAgkA9iEz+JFZ0mPvEAqKfS8h7eHhAjw/IBiP/pT3+qe/fuXQqMutTusrG8wPHxsfb394cQdMozbK5HBgj+yPwJ+Ef5izhrbsr0yYlvNPWlSzaIaSygNRgMH4BiKD0FBkGLRqPfET6fKY6zvLGfnJzUhx9+qGq1ao7Dc0rJgDGGNHSfnp6qVCrZz/kRtxjYSCRiwYgka7RiTU1NmRNg3z2vvd1ua29vz5IdhDAUuph+lM/nlc1mjVZApQl0BtoQQut7IcY1hp5mh5JJF6jFy5cvzUF4xMmXX+HYk3Aga3Cxj4+Pbf99wx2Olv+HLoQ8+AobzgJ59vLUbreH7kTws/sJCFFgDOjc3Jzu3bundDp95aBPGiRf5+fndhnl+vq6/W7kJhgM2tlyYzyy66k30gDpoCxMUtrr9ayc6gcMkKDgiGmy53OlwYVlfI2EgSpot9u1nptO5+ISroODAzUaDfu6H3V8HfuGrfAVGKhgyLoPrD1NCXlEJr1z9kAJtoWz8OAMgTLItQ+ukWX2FLvKXsXjcZMxgihsa7/fV6FQ0OLiomZnZ40WA+3oKsvTCSYnJ63nAXvAGXmaIN/rK4Q+WEZeQAw9Mgzihuz4wA7nz35zHh6c8D4DYIffjbPlOXxFJZ/PK5fLWXA9Ks/jLPwVNopnhgaJ7wN0wZ746qjvk8AWIZsEk+wBus07TkxMWJCO3/TUHCp5ngYEKJBKpQxowIeSQHpAKJFIaH5+3oAV3u0qto7zggZKEsAzM8zBj6AmwGN/SCJgUiSTSUPbPXDlA0TsjAfvOH/kFXuRTqeNXk6QRzWXpnX8TK1WswmSvAf+VRpMvfP9duOuUOhiemUmkzH6IWCGr8hDf0LuOp2O3dviaXbED9hOD+4ha4lEYogqBzuG2AcAC3/T6/VsLDf/z95hDyqVioFP0LqJcagQHh0dmWyyOp2OjX++7EIWiJ+oNqyvr1tllGcGAMB+h0Ih62vGnpEQkBwRfzGVC/uMbyHugMaJrEsD9gRfw4eg68RuPKOvlHqqOpRaSZqdndXDhw81MzNzKbm7dBrnHfjLly/19ddfDymrRzJQMAwlRpgmN18lQbj85/sgnM2Atw0C5ZtLEUqcDjPDOSyMKlwzPtNv7tTUlI0plGTO7Cr0H185CYfDWlhY0A9/+EPVajV98cUXxvP2FQaekeCEZu2TkxMbqZhMJu1Zo9GoFhYWbF8INkBCGE1L8oER8IhBs9nU5ubmkEK3220b8Tc3N6fJycmhkYsgk3Dmj4+PVSwWDcm6KrosDbiIvlTpm+dBmRuNhhqNhiWkIFgEwTgXECmPhnpHChqAk+TvozQu//08H84Fo+CTD1BIHDGBqi/bRqNRzc/PG3/Yl/Evuzw6CS8TNJjpQx4hohkZncM5+uli0Bwoo+K0eW8GOoC2AATwmUyP87LB/vivETB7iqAk41RjW7a3t/W//tf/0v379/X48WNls9mhitG4i4CBygvyHY/Hh+bAIzvIATYO9AperpcbHDnBi28q5MxGK72eUiUN7BJ7gqwQRPr57T5B9lxrpk3R83J0dGT2e9xEzQdiOC98gafaeJ1iX8LhwQVyHkFF30HGeT4cOftOcOGHGCBH2H9Pz4MCRVDF2WGvfdUOfQA4iMViWl5eNlQ0mUyaflxl77BTIMuSDMEmYfODKTwSSyCP/ZMGIz35k+fzlUlpePQ8IAs+lf9nDwKBgMmUNJA/vo8Aiucrl8s2RSedTuvBgwd2r1Kz2TQZ8RWSyy70NRaL2dQhbDA+imCYQQAkB6NgI3tE8kL/Ifvhq9M+ceU5eBbvF6hO0adCJZRqG0ExPpWAn+fwzIHz83MDHEkGr5KkhUIh5fN5vfPOOzYSeHt72+Im9BYaE/pHoorudLtd82vEELFYzGg9gUDA6HGA0jApqF6z/wBjvD/+WtLQOVGxIl4iwTk7O9Pe3p6BsOFw2C7BJI7p9y96sObm5sZqBpcG+uPpulTr+v2+0bgANbH3xCbEUZyxv7ME2fK2i0TYV7fxUT7GlDTkT4iB8Ae+/42kje/z54BNw97Mz89rZmbGej/fVF8vRZ0igyfrotkGpeIgPbWELI5s3x8QyBeBDMEKaCGNVJSMUGCyNwI333vBz3tUnWDaU7O8gMADlqSVlRU9fvzYJjjA57zK5CRf4sTY37p1Sz/72c+UTCb1ySefaGtry5QZRJkyWrVaNapAIBDQ6urqUIUEJ0HAw3vz73wPKAhUtKOjIx0dHWliYkLlctkmU0mDWcwgO/RbbG1t6dWrV6rX6xcC9P9DN0CBOp2OSqWSVlZWhrjoV1koIX8PBALK5/NKJpMqFova3NxUv3/RAFupVMwpZ7NZU0iCWKhz4XDYxkV6mpRHOjFcyA6Ok6EFnCnnQtANxYav46RisZjN7vejYTmLqakpLS4uanl5eQjRHyfR8MgPDmpqakrb29s2AtOXSHEQoHroI3pHAksA4xM43gWHgPEiQSe5JXHxgSzBAMGnR0n8lA4Mua+S4LyLxaISiYQ+/PBDM8pXcb7YOYJSSvtQzTKZzNAoZ5I20HXeGbsFHQpj7hMvpiQxMW6UouDl0yc3nprnUbNAIGC/l/NH3+FGs9c4foYl9PvDtKtxF0EIz9tsNo36SfINxdAnNiRhBFzYL5IoH3QRWPDzJMoelfN9RQQkXi94NmnQVMp7kySiFwBaJOLvvvuu/vIv/1LpdNqGPXg6zDjL05s4P8/vB6lHrvFrPkGnEu5pmeguQI0fB4qv8JOOCFr4bFBQ/p93xI6RjKG/ABCtVkvFYtHuPGD63dramnK53BANhOe/iq/geR4+fGg+vVgsamtrSy9evDDZw6/F43GrHBEsY7NhR3gQhSQB/SX4Zcoje+4XtgEqKjaTOMVfeOarTLAIut2uSqWSJehU4vf29tRsNjUzM2O6cZUVjUZ169YtAx3+/u//3kAj3puKBCwILnXDx9O4DXjLvlHx8hS+yclJSzTYUw+qhEIhA0GohkFfBXzF1/qKOboDkMC9NtDzUqmUpqen7V4iwNhxB65gW4g3+/2+stmsYrGYEomE1tfX1ev1rA8SyjdUVW+jJiYmLPHwU1Y99clXEz1bCB2l19frk6+4EwN6OlogEBi6fI/vw6fxbPT0eSrlm65Lj7cFEaZhLZ/PKxAIWHe9L3ejkIxBJfPCqGHE+BnPpfXoE0EziBLCxfOQ6BAwcakfZUs+g++XZKVuDoosMZ/PK5/PWxBKFn0VpMovgoJIJKKHDx8qEoloe3tb29vblgR45JL9oF+l0+kMXZrHO7E3vC+Ok3IrikdyUavVLOHypWDOAyOKQtfrdbv0jcyc5yTJyGQy5tD91I7rSDSkwWWCyMbExIQymYzJnSS7JI73BmVn/9hLf9mND+ZwHAQsJNLT09OGNkD98frAWYCmEDghY0wB8sgdgRJOBKocY3X9+Y6zPNqE4c5kMup2u0aN8g3P6CHGV5IhFnCFJVkAxh56fY9Go0PNZJzb1NSUcWQJWPwIUQwiVRU+LxwODzVvEuDglHDM3KmAvFxF7thv3p0glv/3k3FwFrwHzwoVgMoUn+nBDuwoIACVDQJ+qjf8fq9PnjrlUSlkjgCT/87OzlSpVIyrDMUF2gFBFU7/qjrLmZ6cnKhSqWhyclL37t0borfyvgAhvd5F7xmyAJgE6IJdAwyBYoCe05DqExOSHvQOJ8o5IVd8tgcFPM2GzwmFLu62WVtbUzab1ezs7FAT/XXYO2lAP/MXe+JHPaXV21pJlkigz766EQgEbIQ5/0/lh6AR/fIUjdGgwwfW0MywXcg5oCPjxyORiFFC6U1k4phH/69ShWT/Y7GY5ufn1e12VSgUtLS0pGQyqe3tbe3t7dkzMXmIwImBA/h9dL7Vag1RyZBd9tkHhL4/hj1m+cpxp9MZojZT+SZBpxLqK3nYBXp4kN2rJhoesS4UCvrggw/0zTff6LPPPtPZ2ZnpAbrg6TbQt6RBf4XXM2IIZMRTyzxzg5/Hr2P3T09P7e4M4kbsoI8RR8FcAmvAH/4dMDKTyejBgwdGUxzHx/ozpgrDWfhhDsiDb6j2/RyAU1SAvL9gnwDu6N3yVVf2n1jbg04epALg8cmHdEHnZugS8TX2hT46JnjOz8+bD/d78M+tsYZWkz0lEgnNzc3ZxARukvZ9Eyiiz7IQEF/u4cVIRMhACTa8M2dTfQZMORQEjHIam+ZLob5Zy6Mw2WxWi4uL1nBFwHAdAbP/WdAMGgqXlpZ0cHCg7e1tCzx8YIFRzuVydsDMtEaZfaBMtSGZTJqikVyg2NFo1NBleIyeY87etNttVatVC9hRCpBs7u+A40lw4JHZq5R1/c9i7DxfcWpqSrdv37ZpFuzb/v6+nTG0DBTP90hAO4P3zCWIJCO+PIhjiEQixin2FaBRKh8GhyTDl2cx1L1ez1CI1dVVGx9MAnKV5fceasDc3Jzu37+vs7MzFYtFcwSeboIjkwYBMcEHl+PxXr5qiIEnwPPNsewz8s0sc363/3nshackUFEiYOTz33nnHaP24cRehyxeZnnKGUEkk5P29/clyUrjOA6P4PtEgecgMfONqIxkRlcILpEvHDIOnJt7savsPfLsEUS4uzh+7EQwGNTs7KyWl5e1tramXq9nDZtX7c2QNOT0/dlinx89eqRoNKr9/X01Gg3rsaJBHEfqK4R8JvqGPna7g5uD8QUEyD7Y8/aeBIzzRYaxB+w/jfj8HA6cc/Q8a8AVjxyOs7yP4lkBPjh/9pOz9vYJH+ArN9438D2jNGT+HcqjD1x5DpIsQBl0FXsKrQj59IMkAKK4Xwlb6KliBNJXBVUkWaWAQDYYDOrJkyd677339I//+I/a39+3JN/TfqVBPxgJG99HbELFDyCT86Iywjmyz4Aq0KAA7thbXzXH3rMfvJOPk6ampvTee+/pr//6rzU/P2+/6yrL01XRu8XFRe3t7VkVmn3l+wj4sXNQlv00UA+e+Mo6+kIcRIyCvQqFQpYQ0jwOKJdOpw2MYs8AGjwdlXPlQsl8Pq/5+XnTW4Bv2DTlcvnS++Zl1ccYyMb09LSNlG82m5awFYvFIVDIgwSAbTAxGNAhyai77DlJLXaJn+VzeVdPEffJPHeykGTwDB54hfJ1584dLS4uKp/Pm12/TDw8VkUjFAppYWHBsi9uMaX0gzEk6PeIin8RjBdGz5e1JZkTgi4lyfh9HC6BLaMccSTe+XinA0JGssQc8nA4rNXVVb399tuanp62Z0YgrgOl8o6EYD6fz+tf/+t/rZWVFf2X//Jf9PLlSxNYhBdE8vj42DjzBCigAIyYOzg4ULFYHOLZUf4nSGbiAt9Tq9VUr9fNASOQIK2VSsWCTZ4dRSbLXVxcVL/f19LSkhYWFsyY+nceZ3nUAAXygQh0My7rIfPm0jlfreG5cSQYLxIjLw80aWG8pMEoPKgwlHExhMiMN6o+6EHOSZ5BB3d2dhSNRrWysqK33nrLgmYC9qskah5tA5m7c+eO6SiTpki2SOBAM/hZglQoBxg2PxXDgwEe2UN/aHDDXvhEBMTH7x1ok3fYfmLcvXv39O6772p5edmodDjL60CWCZ44cy7tK5fLZstIuAk+kctoNDp0MRr7j07TO+YrSiTtVICkQfM88gI1jL1ieWSVZ0dHOVPpIkG6d++efvjDH+rWrVum4wSrV9FVaXg6oZ/QxHNks1lzbi9fvlQgcEHfOjg4GKoMetqeb2BHl+Eq0zwL4scee9pTLBazISWg6+y7py0gk9gunpu9YSrf3Nyc3XfkJ4Z5OttV9s5XmT29jMoqvHl0C7SX5/DBMYEXPwP1k0WwTZDDnnM5GEGu7/kBKUbPCUoIKgk6vZ8jWQ4EAkNTnOjp8AjtVfbPyy4VcH5nv9+3e52YJOenYRFrUCVFv0m0qDBIg+TfJ/f82Wg0bG/4XklGMYVuhB4TeANUAQhSecPvTk9Pa3V1VX/2Z3+mBw8e2H6yxtVb9txTRd99910DF0mISHDpq/BV7Gw2a3EK9gZfiy2i+jXqw6mWYS9arZb1NlBVQ4ehKfokBqRfGu4xYITu/Py87t69q1QqpUajYWACADU053GW93GjABcxGv1C3GHz8uVLlcvlIfoyMbGn1aLrvA+As7/viP1Dfpk8R5LN0CT0VZLJOZ8LWM/PsefNZlNbW1s2weutt94aal7n/d9kXXrqFItpSGwygSsUC18JoNTiy/qUs1A4SVbm9wmHR+gwHBwGSBO8Qo9UgXxLso3zgs1/UH4ikYjefvttra6uDn3O60qgV10+6CRpS6fTymazevr0qf7hH/5BlUpFlUpF9XrdAhfK2zS7cT9CqVTSwcGBDg4OrBwsyVAUHDiUGZIsFA2DAm0BIysNJiVAR8B50Az57rvv6i/+4i+0srJiXOyFhQU7Z49yj7P8z/mk0RutZrNpyBXcy6mpKRWLRXPCfrKMJPsZ+JBcOMe78vt8NQuUjuYu7kTxjZGj74oRwIgjw/1+3xr7w+Gwnjx5oo8//liFQmGoJ+m6lkeVaJh89eqV8TIxbnB/Cdh9oIzh9D1OnjJGcsrv884b1IkgkOSNIJ1g0pfZQXFxDgQS/X5f+XzekoyVlRWbcIPcXTXJ4OcBRPr9i16R1dVVBYMXt9Lze0Dkut2LXgucAXuFDhFQ+T4AP5KUZIQEh2Cm1+sZrQMn7JNQTyNAbkALfUCdy+W0tram999/Xz/84Q8NIfcUtKsCAyx+vtu96Afxja1MHYJ73mq1LODk/AmMCVgJJrzDBCQgGCMpi8fjSiaTymazVgWFP16tVof6CZhmBdWNqUwE+STDPGe/39fDhw919+5dk3WCluuQOxZy56spyD52H3vI/SSnp6eqVqtGo+N5fMWDc8Ge+RGanAH75WlF+HDe01+g5imYyJJfHuDxVahsNmsJt//eqy50DLCCvrxGo2F9pUxp45I631iPrcKe8PyMBcc2US0MhUJDFyDSB4L9RC6RM0+dkWT2AzYC9F/A2qWlJbOl7733nt5///0hioyPZ66ykDUuYU0kEvr888/1/PlztdvtoRG8fA8N7Zw71L5arWb+Aroxo4N9JYg9RhZJVPDDADn8R+8bcjM9PW13QEmyKjITMrPZrJaWlgwQWFlZMdo8CR9A81UWwbo/3+npaesvkS7ubFlZWdHk5KQODw8NHCbuAizi/EOhkNFvvWxKg2RB0pCthI0AMA1TY5RtgI7QK0dMQqWkXq/r4OBA4XBYH330kT7++GPNzMwMVfQuI3NvvLujjscjFaFQyMazSReZ8cbGhiUAvqTqecC+3Ezpi4VTZvMwQGT/cCgpb/t+EIIZSUMoDJ/DAUEDYcwe1AScvN/E6wz6+DyPYCUSCb311luKxWKq1Wr6wx/+YFm/NKCwQINCcdrttvb3981Y+v4U7xiCwaA1nFL2wpmwd4zIRYDYCxIdvh6LxfTee+/pb//2b/XRRx9pYWHBAmeMg0c2r2IE/b77dwGVAFUCHcLgRKNRu4yJvfFJBiOCkcVcLmcGUxrw8zFITLUiGPTlXvbIJ9IEMjhq7/BYBE1PnjzRL37xCz169MiMiqcvXEfQ52UtFLqYMhKPx7W5uWkOk4CDG4I9rYTxuzgFnAfICPsCJRD9BkX11AacEcgoVVASSJ/oSAMk2e/nkydP9P7771uS7ns9rmP5PedMCZKXlpZ0cnJitw+HQqGhy7uwR+wnYIpH7AimffKJkyHx4vsikYhVm3q9niFwBFPIG/0WvlHPAwoPHjzQ48ePtba2pm73YhykNHDOV6Xqje4bFADv6DhrZOrg4GCoOsk++AQJPSOhJ8jDlnu6J3ReqrYEhl7/ORMm4HjKLVUSglTPx6/Varp7965WV1eHEFn2+6oy6JMAFn8HzSUQpeeOoBndyefzVp1GDpFLLxu+z4X9oJobCAQsyeBnSAIBx5i+5u0ln+mDIG+zqcRDmfPION9z1cq3/39fYQoEAqpUKtrd3VUkErGxtVTCkL1RpJeeCN4DMJTkl+/nElwAGCoQVIKIjZAr32MFT98DVwSn8/Pz+vGPf2wsgZmZGeXz+dfKyFUWoN3ExIQlERMTEzo+PtbGxoaq1apOT0+HKDYk6fTc1Ot1Yxf43h0AKC4O9X0foVDIgAKPkgMsAZiQZLDfgFVUMvBT+KUPP/xQP/rRjwxIZV9PT0+1tLRkei7JJiGOuzw462NibAR9VlTP2CMuZSS4p2ej2WwahVSSMpmM6SJ7L13oLLEIuuib4z2N2wOmni3j6W/E24BZkvTRRx/p5z//uR48eGAy7u3o91LRYFNHqSAoZKFQkHSBpO/t7RnthPI1G+WdjueEg8Zg8D3/FGdIoASaRTBEZkomDAJACRlUzQsxXyuXyzo9PVU+n9fa2pry+fxQs/l1r9EgAIGanJzU/Py8Hjx4oK+++kr9fn+o2dDz71DgTqejRCIxlKF62opvMPcUKi7NaTQaKpVKKpfLlpx4dErS0IjKbrer//Sf/pN+9rOfaWFhwW7wpCGbdxpFlq/DGHp0nH30VIler2djAY+Ojmw6BoE+VD0COibw4DylweQPSYZCQS3w74fB87xVn/ggpxhwvgcnRiB/+/Zt/exnP9O7775rTtcjj9eBLrO8843FYnr48KE2Nzd1cHCgXq9nDZwEz1zCCert6RceQfKBriSrJtKcGw6HbX48OkoiK8lujWXqGZS0fn/Q60CQE4lEtLS0pL/+67/W/fv37dIvjPyovFx1EWB5Sky/37fLoDY2NsxheQOOPEDjJIgADUZHCALp8/Bjar0DQ/cIjEZBBP4fmUOmCU7S6bRyuZzdpcGNvVTy+Jzr1FfkzOteJBJRuVy2fcGGoYvexkmDpJT95d3ZSxJb/ANBA07Y6zW20ANNgFwkdOFwWNVqVdPT0xbQ7+7uqtFoWIDDmNlcLmdyPIouX2Xhdwi8SSCwRbu7u3bJq59AFo1GrSrDvno7RIBNRbLf7w8FWOgRCTDUFWmAQmM/sUtQM/AVcOZ9ApxKpbS2tqYHDx5Y36C/jFcaXF56HbbO21wPAtVqNRvxjY4QP5BsQI8iqGUUP1RIAsV2u22yjQz6uETSUPKBzSTW6XQ6NlTl9PRUx8fH9h/9adlsVqurq7p9+7YeP35sZ8FnXWds4kEtdDASiejOnTtqNBr69NNP9e2332p9fd2GmjSbTWWzWaPXATAiQ9DASCLq9boBluwZSQcVMx/seqYLPpyzJPaLxWKWNGLTVlZW9Jd/+Zf6yU9+omazqYODA5Pbo6Mjq+JzfnzuZZcH8HwAz/97oIg4GcCStoBwOGztBcgkciDJ9jIYDA7FL5yRj5GxPR5c9zR8D955ffPUL2xyOp3W48eP9bOf/UyPHj2y4Tej073edI1VL/IBuG/6xtDPzMxoYWFBz58/V6VSGeKp83IYSFAlP2sdXiwjwjway6YgeByiDyYJUMio4R32+30rs4VCFw0th4eHKpfLmp2dtazXU0PY1OteBBEEEuzP1NSU3nrrLe3s7OhXv/qVisWiQqGQNWTBv/UTQchkj46OtLe3Z41NBGmJRMKCQDj23W5X5XJZ33zzjfFBWRhc9g0jKkmrq6t6/PixjcKTZJk6XE6qUdeJMLM4T1BPH5DTqwPa0mw2VSqVLEjwyDKJLLInyRJcacBbJbnBuVIRohrhEwuCAs+7JFnheflsJny8//77evTokQqFwlCA5Z/hOvaMPfKo0eLion74wx/q6dOndvEdySqGH0oS1BdKun78HigVDhAUyu8JKJ4ve6OflJB9Mz1yA6ee88rlcvrFL36h+/fvD91my1n5P6+6vFHmrJGVXC5nlcD19XXTFZwgaB+JE1OdsE+UyZGvYDBoeoZDQI6gffB5vsfIB4AkHJwx4AJVW37/+fm59SVB0WHfrmvvPCAFwkcVtd/va319Xfv7+6pWq5IGyDdBnR/bTRIBwurv+8DZd7tdQ0lZ+AePuvvKD/vsKQMEeUzl416B8/Nz5XI5+/0e5Lruapr/LE/FyGazkmTyhO/A/+E/oe2hS3wvlUuvL55iTKBDMisN6FSeP04/AZx9Akb0l8q2dOFvlpeX9Ytf/EJvv/22nQH9L7yjT+SvY/nKAnpRLpdNZ2h8x95xozTBGZf1gfhKg0oaVSKqIOg6ATe9i9g/gAWqGK1WS81mU8Vi0aoX6CGVcmiVCwsL1n/GeyBznOH3EZ+gs8vLy8rlchYzPH36VIeHh4bKM8CBKhcxVqPRMNoO+4rOsa/0LEBf8/27NOJDiffNzyRzJBnEH+zj7OysyViv19Pc3JwFylCK2u22UVyvskYZFwDcxJDYF08dgw58cHCgWq1mdoo4wds3fw8c7+MBT2lQ4UAuSdI83Zh98/RxfLRP7NDb1dVVvf/++3rrrbc0Ozs7VBEZBxAYO9HwC6HHifEglPwrlYo5aQIDkCUCNvoH2Jherzc02xg0wHPGfYCO82UDQWtACzCeNMIRnFMJuX37tlZWVpRIJAxt9BnrdS3ezwfivtTc7XY1MzOjn/3sZ5qcnNTnn3+uUqk0hAKBFtCk3Ww2tb29bT0JJGs0Xc7OzhptByd6dHSkSqViXHPPb0fIJVkTVqt1cUHgX/zFX2hpaWloihDBpH+P7yPJkAZcSPbR74cka3bv9XrKZDLK5/Mql8va3d21JKXdbls5kmAMo+ODNB/soti+mRyl9431JB2eZxqLxWzCF8YxEokom83aLZs42+t2uKOL96DK+ODBA+VyOf3hD3/QycmJcdhBvuljwdDxfCB91Wr1O86XPUXX0VtoavRwESxzgR1n64NTjGkkEtHa2preffddq/5Ah/E0s+veK2yRfy6Cl+PjYxUKBXO2JGHoD/xkX/4nCZYGPVQ+oQThImij8kbwgV5RKueZpMFkLmxtoVCwMaxUKWmEZZAHzu37tHXSIPBjchtJD42vcK/ZWxyudJHIEvBD75E01Cjte0yo/njbxN4xcYb9goIK1YCgh4Tu/PzcqkHpdFrRaFQzMzOanZ0dOo/rXtg2/pNkdsNPdCoWi6bTBKlMh/N9i57CSOWIe318FZEkotlsGhVltHmZfeT9CRI9/Va6SPQymYzu37+vd999V1NTU6rVakYDG21m/j4WsQUVvlu3blnl5+DgQKVSySpUxANQhOgnkWSxiSQDTPz/E4sgw8gx+k+CSiUDBgeyKsm49YHARd/NgwcP9P777xst3QNGvNv3tX/8LnTkyZMnisViymQy+uqrryzOqNfrQ/eN+F5IQDwAAPwfwT2Agr+4jqqsR/ABkBuNhgEQJCr47cnJSd26dUvSRaXy/Pxc+/v7pgfe/vhq21WX1310i3f3sQlnRa8YNqVUKtnUP+LYbDZr4ALVI+4o43fi99A7wD4/Lpi9QE9HK4jEh9C1p6amzMal02nduXPHJon66sc4a+wOGJ/ZEFyx6X4CAM4VnjsbLWkou2KzfJDvkVHvhKTBLag+GKCsyfgzJhf4BppWq6VqtWrO7uHDh1pbW9Pjx4/1+PFjG7vH+r6qGf7QMIa+ElAoFPSv/tW/0rvvvqtvv/1WOzs7qlQqhvxSoaHUirOYnp7W4uKiGScCIH4W3jy0Nd9kxGeiIEx4gF+ZyWSGxgiTCY/Sg3in72vhWP2+SYNklIoB7wLFgAAb+g49HSgz+++dBCgyyuZL43yfH505ijSFQiFlMhmtra0NjXSkWW1hYcEoHNdVwRhdXs4ImllQZ8LhsDmJw8NDGyMLwitdGK14PC5JRr0jeYDWgr6yqIYQzIFYEyyDeFFJRG6oxlEhi8fjdvv32tqaBazeqH4fy8uxr2yQOIB2Ij8E8v7iUp8EIzvILFQTgjVojgRt7B32zyfV8OfR10AgYDqaTCb18OFDzc3NGdjCVC6SGY9MfV/66u0zf6eaB2UObjf2mWCV/Tg6OrL+KCbCIWfsI3JNwg+owr8RSJLc8SzVatX8jm9Y9tWxVqullZUV6017/PjxUDPuda9Rn+MrQlBqoJCFQiEbKe+ThXa7rUQiYdUYEgMSOoJAmumbzaYl/+wXiQbBCvKPrHrwjgQEjj+9k6urq7p7965VAqF2+f7D78vH8icoM0k3QdzGxoY+/fRTBQIBu8Ha08Ko7gCYeL+C3PnJg41GYygRlAaXKjIkB99LsiENkGVio8nJSf385z/X3/zN32h5edkuy5UGI3HZt+tONkYDZxZUmnw+r1QqpU8//dSqrOgp8QiLoQ/oFtRhGAmAdNFoVEdHR1blosrp40MqaKFQSLOzs7p165adz9zcnHK5nPl0KiDYYN+f5c/uuhd2ZTThkAY9TKFQyPpoJRlYjC5TJSJZT6fTVgHinEn4JQ1N5KP66ZMc9Axg3dNkI5GIDQiBWRSNRpXL5ZRMJm2yLPH9VdaVWu1H0Xlf4qXxh1n90KV8QyQCgPGShpEcEClQQL6fr3l+mjTIVgkeqU5QVtva2rJy6fT0tAqFgn70ox/p1q1bhuz6kqt/x+te3hB6AfX0sHg8rrt372plZUV7e3v65S9/qadPn6pYLOrs7Ezz8/N2IRi8vmq1qmq1qsnJSbt90vPq/PhhDKo3+ARM6XTaKBcYhnQ6rffff1/ZbHZo3DDPf10c2zdZPrHl/3EOIOwko5JUKBSM54y8YewIaLm5k59FbkFEPe2IaRugMD44CQQC1mg+Ozurhw8f6smTJ1YloOxL74t//u9r/zwVwyf6vN/MzIz+/M//XKurq/ryyy+1tbWlSqVilEYoET6xS6VSWlxctCCP72OiHMg0yS1/8nVf+qWcTSBMQyEJXyqV0qNHj/TkyRNlMhnT8z/VGnXqoD7NZtPAFPjq6AsOAyTP97PQ09RoNAwRJdFCl7F/INnSADXDYUuDqXqJREJ37tzR0tKSMpmMVldXLamr1+sW/GWzWeOP/ymWtw08fy6X04MHD4yeRPAViUSMwkeSj2/gLhPsPw2TfjgBCbMfY3l2dma0Fip5fja//904dOxmIBBQNpvVgwcPtLS0pCdPnlgv4p9q+aoQgQC6A8/86OhIExMTRpOCMkXlCyCJAQ4kCvSzIXujeirJwAGSXW9LqHhwxlScMpmM7ty5o/fff19vv/32UMXX0yq/z+X9QygU0vz8vObm5izRKRQKhio3Gg2j8jEFSBpUGAEWfCzjKcb9fl+VSkXd7sUER5B6qrxex0loCIi9X4nFYrpz545+/OMf6969e5KGm39H3+u69vB1FU3P6sDmzM7O6u2331ar1dLnn39ulYjl5WUDJNvttra3t4fYLfQkAJpwDxGfG4/HDfz0U9DYL3zD3Nyc/vqv/1oLCwtW4QyHwyoUCkqlUhbfEGRLGkrS8LHXEde9DmgY/UxiOg9UelkIBoMWm1ApBADFb0iy2ITmb8+YIIGDYtzrDcZR02vV6/XMn5IMzs7Omk9NJBIG8GAnGKZxHTJ25USDzSZoCQQCKhQKWlxctNtVnz9/bi+PI+XhSRZA49kwNpys1Wdj/Pk6YcHZcAhUUkBdQqGQVldXNTc3p3feeUd/9Vd/pVgsppmZGUP3/Wd+n8bQB6Z+P0FxSZJ6vYtxcrdu3dLOzo4ODw9VKpUUCAR09+5dK+vifPv9vnGzRytACB4IFxxTjzROT08bLy8SidiUmA8//FB3795Vv98fmnFNIvN9IfKjaxQJ8/SW0cA/HA4rn89rYWHBAkLPY/fc43Q6rcPDQ+OXUrIl8SPom5ubG7rPwU8EI1CGnvXxxx/rnXfescbRZDKpXC431CBGUP59ytqoTHsHAsoyOzurZDKpZDJpAaA3ytCjMGCTk5PKZrNDfTPINJUQeMncigrlg99LcMR+k3wxBajfvxiIsLKyog8++MCQq1EK3Z9icU6eM5vJZDQ3N2f2ih4wLkPCsdK7M0qJIZEDjUeOqBQyepBkmJI3Moeto2KEjKbTabPDnU5H29vbxrf3SY9HLf8Uyzvdt956yy5u3Nra0ldffaVKpWJBAk6agI1AFpsOVYAqEBVabCABLXsEZabXu7iBnCQPueRcQQO5nOrevXv6i7/4C6XTabsZ90+5OKfRfopEIqF6vW53BtXrdWuqh+cOqEeCQfJKQuyDSWyZt6PBYND2miQPwIGbj6l8SBdJbyaT0VtvvaUnT55obW1NyWTSbA7o6J9CZ71/8ImDJLNft27d0tramiSpWCzqiy++0C9/+cuhHjLAUHpVSDJe1y/FCF2CPo8y++pKMBi06WjQgvwNzEz+Y8/8AJTvo5LmQePX7SP2fWJiQrdv37Y+oa2tLT1+/Fg//elPh3qDfve73+k3v/mNjbCmYk3CyZ4tLS3pzp076vV6+uSTT/Tq1SudnZ0pkUiYn+SG+X6/r/v37+vhw4cWxwHeQe+FUsVZvU4eRv9+3WtU7nws4n0l8Rbjd/0US1+96HQ6RvUjmfWULHzD1NSUksmk2UOAV0k2aASgPZvN6qc//anef/99Ay6QPSrzvMO/eKLhF0oEGvTOO++o0Wjo/v37Wl5e1q9//WsdHBxIGtySy/IlJQwcAjZKpfINvdJFeQ6+uCRDplFoZs5jYPP5vD788EP9+Mc/1v379+2GZy72+VMFLaPLB3+jlCCMwOrqqnq9nhYXF7WxsWGBH5SAcDis2dlZQ6dAFJrNpur1ugV7rF6vp/n5eX388cdWOpudnbXyMsETfF4oKxhPkB3O6E+VaIwun/DyDCg2qCUyhyL7YAYH6xtJT09PFY1GrQkOCsfk5KRu376teDyuarWqg4MDqySR5DI97J133tGdO3csOPbUqdc9859yvwh4faBOEDg7O6v79+/bbfI4WQ8KIBvcu4HzBEn1pWpv8EkQ4L7H43FDW9LptFKplCQZgri2tqZ33nlHH3zwgRYWFuzMPG3yT7m8nlJFmJ2dNV1Lp9PWK8VtsFA50T0/3pZky5+JT+Apq5OUsH+ACgQhTESiGX1xcVH37t3T7OysNjY2hibg/Cnoja9b7BkONxaL2WhsqIRPnz5VvV43VB1gBAoPew66DKIKvaXT6RidjaQqkUiYDh8eHqrb7Wp3d1fHx8dDk+XYZ5BZdPjx48e6e/euJJnd+5fYO/QQFJfAIJlM2r1Ae3t7dskaFFuqtL6hEx1Enkk4Pf2KpIyLT5m8RIU3nU4rEAgolUqpVqspErmYanXnzh3du3dPq6urxv9mv/5UVbTR5cE8EnaffEBnnZ+ft2AYehy0PZI9JsR5miR9ZsgS/QsAeSQPUEKh4d2/f98mJv3f//t/VSwWLfZhIhPJxvcNDIxWSkYrQtjxVCqld999V6FQSNVqVYlEwhJMQBUoOf/1v/5XffLJJwoGgwa2HR8fq1QqWaXw7bffViAQ0MLCgu7evavPPvtM29vbisfj1oz89ddfq1Qq6d69e+r3+waS+kZ7fL0fAPEvFZP8sYW+YQNpL0DWSEKgBqOnvAe0KUC5RCJhVZ/p6WndvXvXJuOVSiWdnp5aczlMiqWlJb377rvWg+F7+5CzUTD3quvaEg1pMLaWIA70dnZ2VvPz8/rss8+0sbFhL+4zPV8e4wCYOIWC42hpVMNo0I/B54E2SBfGYnZ21m6O/uijj6wBVxpcHf+ndhx++QTDU054b99c+ujRI927d0+bm5s2lvbg4MAC/aWlJUu+isWitre3VS6XlU6n7SZbHPLExIT+7u/+Tn/zN39jjb4gyr66Av0CCgIldBBr6V9eoUlGCU4IIHwyBgLgKVF+tB2BIMgC6IinYoXDYUOLQZbPz88Vj8etFF4oFHTnzh09fPjQOMmJRMLQWIwJcv4vkeAiaxhlgvdIJKLZ2Vl99NFHikajevHixdBUqEajYQMV0DFPj0Jm2C/vGP0ln8fHx/Z3DCAOi5uD0+m0Hj16pLfffluFQsGM8/eF6r3poqoBmsSgBWzdvXv3tLW1pe3tbSt3o59M56FBlODEJ+w4H/aO+4JwKh6lp2IXiUQ0Nzenjz76SG+//baWlpaMxsAdJb7U/i+1fx44wleAdJKUv3r1SgcHB0brYXU6HVUqFauU4xR9Pw/nAlebefnn5xfjk0l2SFxoLJ+amlI2m7ULsn74wx9qaWlJq6urSqfTtm//EkkGi0SI8wPVpLk6ELhoMt3Z2TE6FLx/9gbADuqYr7KxnyQRTARikg12D/TTj9ElKM7n81paWjLqLYMPfODyLwHmobPYDvpe/DAAguEPPvjA/OPx8bHd5CzJ7JynUrGP2D1fYcQnEBhDxaN35Z133tHS0pLRQz/77DM9fPjQmnA5b+n7q2ZIr6eKj1YAvP1NJBL64IMP7D4kplDxM/F4XI8ePVI0GtXCwoLW19e/M+UJajY6eOvWLS0tLenhw4d6+vSp9vf3NT8/r9nZWU1MTOjg4EDLy8tmT6H60OMGDYuqHHHUn5LSPbo8oEcV2idDxFDIkU/+qWRTgZRkYDETNqUBKyMavbg7jIsw+/2+Dg8PreoD9e3OnTu6e/eu4vG4UfShmHoZu859u7ZEw5d6pAE6iiPgoqO9vT3t7e0Zr7Pb7apYLGpra8tGvYE0scmekwY6TxY7OoMZ1LhQKGhhYUErKyu6ffu2MpmM9WZwoRjIvA/y/yVQUvbPPwdOTRooP6NBQYCTyaQhfvV6/f9j781+G0+v9P6Hm0hJJMVVonbVXr263W7b421sz2QSDHIRYIDc5yr/XZCLJEAukgyCjJOZge321lt1dy3axZ0UxUXcfhfK5/CQXT1TYqlj/wC9QKG6VRL1/b7vWZ/znPOq3+/rO9/5jh4+fKhOp6P//J//s1U6fv7zn+vdd9/V/v6+PvzwQytPvvnmm9b0g3ATWPP7MZo4FwwpScZsA/AfY/nAWZrcaTAeT2bFw2/EgPtzJtlgDB2XFsViMVUqFaOqgUBHo1EVCgUbH+z3qFAoGE+ezyCRY/6/rwL9MfaOZwBV94jZwsKC8vm8fvCDH2h9fV1ffPGFJRvFYlGj0cga9uiv8PdBQAviThMfDBIc4fgZBUmfyIMHD3Tv3j0VCgWbJgKtEdvy/5ruM7u8bIVCV/dU+Ck/nU7HKoDPnz+3sjU2S9IUzQXKFRc4XV5eGp3TJx407xE837t3T7FYTNlsVoVCwQIX7gE6Pz/X+fn5VDM6z/3H3EPvyKjCAGRsb2/bTdc02NbrdZXLZZ2dnen4+Ngq1jRC+rHUVCb9fRxcYBcMBpXJZKwqwhlB+cBX0AyJPZm1xX8sH+Er3d53+T7FTCajWCymcrlstET6JAFawuHwlB2UZO+YyWSUzWa1ubmpRCJhVKCLiwsbE8r3kiRC7YUujT1jstRsj8Efa/lGahJ2T10dj8dKp9P69re/bb7u4ODAKkLj8dh6S6GNQu/m8smDgwOjjRLsJRIJra6uGoCyvr6u7e1tFQoFA1fG47F+8pOf6M033zTqo6eBkyR908vLtZdzD4JyjiT8viIuyZ41GAzq3r17Wl9ft0mDJE7IMSAJ8cRoNNLa2po++OAD63Wh34UKGfsACOsrpT5u8evrqGHfpB7PxpRUytgrdMhXwWCMAA5g+3lXplWRuHI9A/9OjAiNKp1OWx9VPB7X+vr6VG8vd5EEAgGLydnPm4xLbrSi4cuwZHIsGtnu3r2rhw8fTk0+arVaOjg40P7+vk5PT9VsNm3iCgE25UoqGIyCmx0fGovF9ODBA33nO9/R3bt3beoBqDZZHJvpBeGPlfWyZpMNviZN93PQ0Li+vq6lpSU9ePDA6Gdra2uKx+P67W9/awEfTuntt9/WO++8o2QyqV/+8pd666239OjRo6neF4Qf3q0P4D2Fjd4RFOVPYfE8OGBpcgkVBsgHWh6NgcpHFSmVStllRJ4WJE03t+ZyOZta5VEojAoIEEHmrCL/MWVuNuHxFJ5A4GoiyN27dyVdTZIj4YIeBt0EKhCyVygUJEm//OUvrVpx9+5dK+vyu3AwVJaWlpZMpmn89Umsp5v9KegqgUo4HDb+OrIE3eLhw4dm+zzyXi6XbQrNwcGBPvvsM7NPfP7q6qrS6bSNb+12u8rlclpfX9fi4qKy2ay2t7eVTCYNTQyHwzZJibI5CSBJ+B+zGsTvR8Y8DZP/T6fTRouAEjscXt1kfnR0pN/85jdGC0Cv6/W6arXaFJ0KSgAJ2ubmpo2ljUajWl9f1927dy2JhX62vLw81aMgTVNJ/piyN9vT5e8K4d+QMU/9oc8Cut3u7q5RsI6Pj3V0dGTVtbfeektvv/22jW5mX9Fdmsjb7bbJOayFaDRqjfjS5O4SzvePuXfYf2+TpenENx6Pmz3HNwQCAQM3sZUEcn6QAGOBqQ7T9I29hEbJQAZJ5nP5vNXVVdszQKA/dgWXNZtgY495PnqDeH6CfxqdSb4AmbCLksyPkAjG43FD2sfjsdH4WMi6p9HOxiJed1l/LOYAv5t4gvMkNmF//HQ5SVbtYAHM+Qsv/Tsja4B7MClWVlamZNfH6T7J+yaSDOmGEw1JZogoL/rDxhH7MiKBGQFKpVJRq9XS06dPdXBwoHq9blxHNpxbW9mwVCqlQqGgdDptqNTOzo4KhcJUQOmb0jy68scOWlizSYU3Lhie2Qw5k8lYQx5ocjB41Wj57/7dv1O9Xlev1zNEJRgM6oc//KEePnxoVAEfGIMskqT4RjhpMkKWr/2p7B1rtl8E5QZJ9+9BaZLpDrwPVTJQBb5G0AcVCmSBPcBIsG+gOIFAwCoZfypJBgvjPUvh8pW1nZ0dlctlRSIR/fznPzcuuJ/qBfUEpJ7pWrFYTB988IF+8IMf2GhEKCA4WZ7Bj2r1KPUsXepPYd+kCULrHSDBQTabnWo8lSZ3SEiyMYbNZlMXFxfW0EuTLaAMFCqC5rt37xoVFN2nmkaTriSdn59boIOMv8yu/LHWLE0UGpoks/OhUMiaE6lS7+7u2lCMg4MDHR0daX9/X7VaTfV63ZJlbrXnczc2NvTw4UPt7e0ZiACVlCBnttL5p6Kjs4szRr4AQbDJnU7HpjRGo1G7X6Df76tarU7dEVIqlSwRwXcUCgU9evRIqVRK7XZbmUxmajgJY0NBT6FIEyAR1EhftSt/7PV1oIW34fgL6Wq86DvvvDOVnAQCAZvMQwKH3yHBA0QBIJCmqeVcvoZ+AohxhpzF/4sk4+vO5p+qDMwCodKE+TBLCSYW5JJXhl/4BBnZ8kwX3y8A0MkesrAV/plelmD8MZc/P2weXydm8AkDlX7kguQMupin7gYCAQPa+Zl4PK50Oj0F9PvYhDPgayTHfN83sW83nmhIEwNNduvH2aFQVCd80J/P55VOp9VqtZTNZrWzs6Pnz5/bzZPPnj1Tv9+3OcoXFxcaDod2e2Y2m9XW1paVhhBeFN8ryZ+Cs33Z8oEeSuXRPqgVcGv5GuU1DGgikdD9+/cNxZJk6FMoFDJqii/NwhekidIj977hypdP/9SW3zff9DpLDyLhhWtL4EtgQ8WGMcDf+ta3tL29LWky1hHn4qe3MK6QAMdPuOKZ/pQcrzSdbPg982MBc7mcDV2Ao+tvCQf9K5VK2t/ft/n9NK6trq5aIgxdwCM1/l6HWV7ynwqi97KFXPn+AM6ZCoY04dFyvwM6RE8AjhRUfXt7W3fu3DFqEfP4FxYWLImDMkn1Ef4unHo46P+vApbrrlkuMLZrOJxclEbAjN6kUiktLS3ZJLn9/X3du3dP+XxeR0dHarfbajQaVvWBuri9vW20FOiOUCoJ/LBz3u765/xTWr6/0U+z8ZRIhqsQwFDF4Xvoi/TjW/2ENPwu/ht5ojIGL59blz2tS9LUf/8pLR+fzE7+837Cswu8nQeY8/LrK9lUN9nnVqtl4BzyKGlqFDZ/exv8p6iz0nTC5BkC+AuPyHtgFIBJko3+xj56SjE9f77iPjsFyfeZ/XNVjD+FNQsaexkjlvNgAX+oWAaDQbuBntgD+iOxCXENvsI3nIdCIUt+/VAln6h9kzFdYPynKMm363bdrtt1u27X7bpdt+t23a7/X68/Pbjhdt2u23W7btftul2363bdrtv1//t1m2jcrtt1u27X7bpdt+t23a7bdbtufN0mGrfrdt2u23W7btftul2363bdrhtft4nG7bpdt+t23a7bdbtu1+26XbfrxtdtonG7btftul2363bdrtt1u27X7brxdZto3K7bdbtu1+26Xbfrdt2u23W7bnzdJhq363bdrtt1u27X7bpdt+t23a4bX7eJxu26Xbfrdt2u23W7btftul2368bXbaJxu27X7bpdt+t23a7bdbtu1+268XWbaNyu23W7btftul2363bdrtt1u2583SYat+t23a7bdbtu1+26Xbfrdt2uG1+3icbtul2363bdrtt1u27X7bpdt+vGV/hVv7FYLH7la4FAQJI0Ho/tv0ejkYbDoYLBoILB4NT38j3dblej0UjhcFiRSESS7HtDoZAkqd/v2/f0+30NBgP7/PF4rFAopFAopGAwqNFoNPVvwWBw6tlCoZDG47H6/b4ikYhCoZD9DGs8Hms0GikQCEw9+3g8nvq+1dXVV90yWwcHBy/dO/9nOByq3+8rEAjYngwGA/v94XBY0WhUgUBAl5eXqlarOjk50enpqS4vLxUMBrWxsaFcLidJ6nQ6WlhYUDweV7PZVCwW09LSkkKhkAKBwNQezr7nYDBQs9nUcDhUvV5XNBrV5uamEomEJOny8nJq/9g7v3+8o1/b29vX3rtnz5595Wu8w3A41HA41Hg8tmfg7ILBoH2dd+t2u/bz0WjU5MSfOZ8RCoXUbrd1eXmp4XBo7xcMBhWJRBSNRu1r/DufhxyGw1fq1e/3FQ6HFQ6HvyKf0kRueY5ZmZOkO3fuXGvf/u7v/u4rX0O+otGoYrGYycFwOLQzHQ6HtkfozcLCgsbjsXq9ni4vL+05+Xc+ezgcmvyGQiEtLi7ae0WjUQ0GA/V6PfX7ffsZLys8D/8diURsr9APFr93VsZm149//ONr7Zsk/eEPf/jK17yN47l5Pv6dvUMmB4OBwuGwvQNnL8l0PJFImCy2222dnp6q0+nYz0WjUcXjcUlXOs0eo/PehqDTgUBA/X7fft/X2bN/bu/efvvta+/d3/7t337la97GeBsdi8Wm7PtwODQZu7y8NB3qdrvq9XqKxWKKRqP27MhEu91WKBRSJpOx9/Q/Hw6HtbCwYHvEHvC9nJt/Xv6g25zvcDjUYDBQMBi0z37ZPv785z+/9t59+eWXX/kadpbnCQQCUz4SP8n+8m6Li4sKhUIaDAZTvlOS6Sfvhl6Ox2MlEgmTl4WFBQWDQfV6vSn7PhgMpmxmMBi0z2I/R6PRS31LKBRSOBy2z3vZunfv3rX37ujo6KV7h07gO7Fx+FavF/w/z833z/q2aDSqcDhsstpqtdTpdBSJRLS4uGgygX2c9S/osI9fsBdeP/Af6Lffs6/T3c3NzWvv3cvsHbJ2eXmpdrstSWaTeG6ewetRp9NRIBAwfbu8vNTCwoKkK53sdDpqNBoqlUqKRCJaX1/XysqKlpaW7Gd5P/TXx0j8O/YiEAiYHvIsyJ6PAfE7oVDInmd2XdfevXjx4itfw+4uLCxoaWnJvuZjBJ7T7xtn63009tL/O3sSiUQUiURsH7wN498Hg4EikYjZQvbR27Zer6dIJDIVt3ifwpnP+l+/dnd3/9m9euVE42XLK4B/UP72QRXK5o0RB4BySjLDd3p6ql6vp0wmI0lqt9vmnBGkpaUlE5rRaKRut/uVQGn2uRBmDtorjU9evGK/LPB73fUyQ40B5zn4/f65cMyj0UgvXrxQvV63fazX6xoMBrq4uNDCwoIymYwymYy9+8rKigqFgsLhsDmf5eVlc/iDwUD9fl/n5+c6OTlRt9s1geaMeT4U3zsL/z0YCt71pvfOGyCUDUXASfqkimchcRgOh1peXrbPQX5KpZJGo5Gy2awGg4HJC46Azyb45ndLmtqPYDA45eBxShgBH6DMJmc+4L/JhSEbj8eKRCKmPzzfYDBQt9u1wI+94n34m/0k2EVu0Cd0ptfr2X6xV7wrwTjGdzgcmg0YDocWkOCwfIDt9dEnAN/kItDk/XlX9JL9YL8uLy/V7XanEi8feACi9Ho9AwTQH5a3Bd7IEzxGIhF7LoIj9skngzy//1xpcqZfF/Dd1EJfeVbkazweKxaLaWFhwWzawsKC2u22BoOBWq2Wer2e2u22Wq2W4vG4YrGYBcaNRsN8Cj+3vLxsZyFJCwsLSiQSOj8/nwK1cNj+XMLhsJ2x30/0ejaY5rO8/t708gEosoT94NmRB3QYeQGc8raRd/WJsX8PPhfZ88ALz+ITNS9r/DsLHfff623xN72wL9KVjLNv7CW6MhvAzwJB6DvPjg1ln9rttorFomKxmDY2NqaSWu8zPMDp7VYkEjEf7pO0fwrw/KbXLECBjHm7xzOiK5Kmnrvf76vb7dq7AiCMRiOz49gw/I4/i/F4rOXlZYs/kEViRJ+ES/qKT5U09XOze3rTds8DrryLT+rRDe/7AC2Hw6Ha7bbJJnvmgWZiDcA+Vr/f1+Xlpfl0EodZe8vvjcViisfjptP4KeTZ67XXH68j1/W5r5VosLmzWShf9xkYB82GjcdjdTodXV5eKhqN6vLyUr1eT91uV+fn5zo7OzMHIk0QeoTOIwH896wweoPJIWMs/EEQ5CAUHn3wB3QTy6Ps/rBmEQyP0ksyQUXQzs7ODHWv1+uG1vtg/+TkRAsLC/ZuiURCX375pWKxmGKxmFZWVrS7u6ulpSX7Xd1uVxcXFzo6OlKn01GhUNDGxoaWl5en3sEHnl6YMcizAnuTazZQ4r15Np7HGxdpgjYQWBN4YBDr9brOzs4UDAa1tLQ0hRz7gGYWSX5ZoEEg6RMRn8Di+DmbWeXGEd6k3CHP0gSx4jnRLX4ve8i58o4+0EdefUIZCARMr0H/SGguLi5MxnAUVD5AHHFoL0OeQRLZPx98e+N80wuZ8jbGOy8Mtgc0QqGQIpHIlI3j+zwCTJB9cXGhcDisVCplv3d5eVlLS0taXFy0hBcEn/0j6Q0EAlNACwEpe+Od6qxu+iDqm0g6vHzMBqwvq35LV4FNo9FQrVYzpPT09NSC4dFopFarNSUP6XRa4/HYHHan01E8Hlc6nVan09Hy8rLi8bhV2sbjsZaWlpTNZhWLxexMZ2XI2xsSDmTN27yX/ezr7puXO5YP9Pz5SRNGAcELlTcSPf/ZXn+RWQJpn0B75gEJjJdx7Arv7gN4D8IQB8zaNI8839R6mT32SZA0sYH8O7+fd+LZCWC93fMJQLvdtorK+vq67TWfTdzDz/iEw1dP/B4g0x4E/X8BqLD8u2Jf/PkOh0NFIhEtLCxYbEJii43HRrfbbYXDYYsr2u32VFJBhV2SVc/a7bZisZjpprd9Z2dn6na7ymazSqVSWl1dNR/qExDOja/PxgPs800t9IHf5YE9XymYBeEBihKJhCKRiNrttgKBwBSo0uv1rHJDwobOETuPRiMlEgnFYjHzOwB+rVZL1WpV5+fnWlpa0u7urrLZrKLRqDqdju0F9iYQCFjs6BMoaaJb15HHuRONlyUXXhj9RnoFD4fDisVilvH2ej3VajUtLCxoMBio3W6rWq1qMBiYgJGpITjdbteQFwxjo9FQo9HQwsKC0um0FhcXTTjZHK/sHsmezdRwfP5dbqqyMXs43rh5KhDPS+DlHQvIM+9HkIxjSSaTWlxc1GAwUK1Wk3SF7FHmjUajikajOjs7M2QmHo/beZTLZTNyGFv23AfVs47L/zd/PIp7E4szmzW8PhngGbrd7lQA7atflIQ98kTgEo/HtbCwoMXFRauosTfRaHQKZWm32zo/P1c4HFYikdDy8rJ9r0cE2bdZ2sKsvM3u701VNngO/ts7B2+gCV5BWy4vL1UqlSTJ9LHX62l5eXnq+Qmk2etut6tWq2VoXTgc1vn5uZ0hCJ7fIxJAnhEDiK57GXjZefu/b0rePKLsE+hZwAKd5c/i4qIkqVarmQPgazjFhYUFozRS9fGIfCwWsyDRy/BslYi94XcTxM/Kl98fv2b16JtA+mYBKWQAXfbJI8kv+1ev19Vqtew94vG4ASLxeNzOA6ojut3pdMwG9Xo9NZtNra6uqlarqdlsmuPOZrPa2tpSMplUMHhFFaLK7qu3fo9mATX/Xje1Zs9hVm85fxKLYDCoVqtlSHG/31e5XFa73VY0GlUul5uqLOBbQEQBrtBHbBWJBfvF/0uaCqzwXb1ez/bLn7uXyW8yaPaJNDbN026kCarM+/k4xQdayKan6Pp36fV6Ojo6UrlcViKRsIRWmsgJss2ZxWIxQ/b5vSR0nI0HLdDJm05kv275SgyJPbGFNJ0c8b3NZtN+BlYEsUmj0TDdLhaLajQa9nMHBwdaW1tTOp02v9HpdAw49QBNs9m0KmcymVSxWFQwGNS9e/f0zjvv2HP6vZpN4F4GatyUvcOXcnaDwcB8qaSvVMT92fufJ07xeg3NCVvkK0b1el2lUkmhUEhvvvmmJR8+niTmu7i4UL1et0pSKpUyPeD3oLucr2fXsK6bbMyVaPjD87/IK6HP5vl7lvpE+abdbuvi4kLtdluVSkXlclmSlEwmVa1WlU6nzaB6J0sScX5+rv39fTWbTRUKBXMYnlrAM0Sj0a9wzfgsUJdoNGpZPFmwNzKvs2YF3wfkKArZKc7OVxACgYDq9bo6nY7K5bIFJ+xfIBDQ0tKSPTeCAz0Kuka1WlW329XZ2ZmePHmiZDJpKFin01G/39fS0pKazaaePXumSqWiO3fuGF98lqLh0apZY3zTxvFlCIFXBOTM7zf/trCwoOXlZeOL9no9dTodVatVVSoVS2zJ/ElYQA9IUkKhkM7Pz3VwcKBWq6X19XUFg0GrFmFwfHL2MgSeigHcUU/v8DSkm1jsBYglaBV7B2rOHhCI1Ot1Q+W9bqBX/D8ICLo9Go2MV08AA/cU6o93CD6o5xk8ZdAbPG/UZzmqN7n8/s8ivy/j3bLHvmIjySqI2EEoBThVjHyj0bC9arfbWlpaMmfD+7LXoGW+lI6dhKOPnswmt74i800Ffl9XGeD3gXxiN7DBtVpNZ2dnBjiBZHqKAYkYC1s/Ho8tGZNkQQ+V4EQiYY4YezkYDLS4uDiViC8vL2tlZcUAMJY/A5+8+QD6JvZyVueRt1lf5CkZ0In5/mfPnun3v/+9YrGYHj9+rFQqZXZwNrgNBoOq1Wo6ODhQNpu1fjrkstvtmv+kiub7gPDNBNWze8H3+K/P7pUHLW9izdqVWQCR5yeYRg7RWewfto6qSL/ft/cvFosW5I1GIxWLReuT5PuRtYuLC1WrVb3//vtWMffP6BFu7BzPMosozwbLN7VmAUP8krd1PCegAOfdarVUr9fVaDRUrVZNTpvNpgFI0JHZ21arpWazaUAyMkIfL3RJ7AN+gc8MBAI6ODhQNBrVzs6Oksmk2Tvv+30V0svHTQEr3gcg6/g4dJb35/s8KMe7ACy1222zjVQv2u22Go2Gzs/PLZHr9Xqq1+s6Pj62ClMoFDJQUNJUFYT4RZKd7WyCwfN5IIj9Qi78119l3Qh1ik305ZxZtA+j5jO5drutUqmkcrmser2ui4sLXVxcWJnI88SXlpbMwRCM8W/dblcnJyf2OxOJhFZWVgx5AWXxB+43jMDFGyTfAzCbHb/O+rrETJoIKyjevXv3jFJCU+TJyYn29/d1enqqer2ucrls1BPpqvJQqVSMXsEegfwhVK1Wy5qyzs7OjCsNUt/r9ZROp7W8vKxGo6GVlRXFYjHt7u6aUZ2ljPD8nvIzi2bexPJIjyTrf/D769Ekv78Y8nq9rmKxaGhpu922ioU0qQAsLS3p/Px8KijBGA4GA52cnEi6CiSppPF7oALOolGze4YR9ciCR6JfN4j2KL9PXgheCPhJMvk63Hh0l4RLmgx0IGCUJr0VgcAVferi4kLdbldLS0umpzhpAINoNGoGEntBJcOjaLPIqNfN2UST9boy9zJb4QNzfy6zwTvPEovFLAAMh8OW1LbbbXNy3W7X9iaRSFhiR3Ozf3f2C6dMmZwEhYQQquTsnvhemG8Kifd7wkJWvCz6wI1qa6PR0OHhoQ4ODqyRFPm5uLiwZMTLDJ/P50Cxi0QiqlQqJkPNZtP6ODzwBfrfbDZNFzqdjiXML3sfSS/1Jzdt62Y/y9sO9hN7RHAB7bHVauk3v/mNFhcXtb6+ro2NDdt3H8hi81utlv7xH/9R4/FYP/vZz/TWW28ZEu+BKwI3X52FvjFLkWJ/vN3xFat/7n3nXd5G+K/xt6dE++oiwRsBGT9TrVbVarWUTCbV6/VULBZ1dnamWq02VbWoVCqqVCpKJBKG4h8eHqpYLOry8lJHR0caj8f64Q9/aMj14uKixU4e4X7ZO/H3TcvZ7O+QNGXvPFLvfzeACPFbvV5XpVLR+fn5FIgVi8XMXmazWeuxqtVquri4MN9HtY7AN5lMKp1OT/kJ7CjPFg6Hlc/npxKM2QT3Ze/HuqlkA1nyFT9fEaC/loA/HA4b8wRZ8T1VgH/n5+fWi3txcaFWq6VKpaKzszNL4CSZrK2trWl1ddXiuE6no1qtpnK5rFqtZoNZ2ItZMM2DYdJ0P5r3R9cBBa6daHhUyicRkowHlkgktLS0ZI2O3kiRxdXrdX322Wd6/vy5bR5ZPxNG6vW6EomEDg8PtbKyosvLS5XLZQsqPTUGp9BoNHR6eqpgMGh8NS94s5vjkYqpjQlPpgTdFCrvg6NZJZY0FTg3m80pxJGA5Pnz53r69KmWlpbU7/cNQSiXyzo/PzdqFNQxKEAoALxxmsbPz8+1uLioVCpl6Gmv19P5+bm63a4ymYzxl5kAlcvlLBFj72ff8WUO+CaXd7jn5+cql8tKJpOKxWKWMKAwBLSgpc+fP9eLFy8MGaBcS6B3cXGhZDKps7MzpVIpS4hRPE+hisVi1mxarVbN4WMQPc3C6wwG2AcLo9FoCgF5mbOcd81WDJAnacLnp4+i3W6rVqsZEtxqtXR+fm7J+srKimq1mlVoEomEMpmMycN4PLYkeDwem1yBvIPuEyhSrcCZYAg9WuYpLJ4n7hMmX/K9CU4z58R/e3vjz9HLOzQdSVZpvLi4MAoViJ5vfl5aWlK5XDYZYO+pAPGu/HwymbTeFuxUu92eAmyOjo6USqWUSqUMkZwFAF5mE28K5fN+QppuBmaf2AuSrFarZb0qi4uLOj8/t//nezh/knqSeXpZCHgBH0ajkdE6arWaOp2OUqmU8aGlyYSqy8tLLS4uGi+cfSD44Rywy/iHbyro88EcvwOklOSfRBZ9Rm6wG1Rnz87OtL29bRUaAEH0pN1u6+TkRM1mU81mU2dnZ3r06JHJAXINaLe0tGRTDEFnPd3WVx15Ft8z6VFS5OImqrf+87xd9YCEdJV01ut1ra2tWbB3cXFhe8veIaOHh4c6OTkx/3h8fGz9fNgEPicQCBi9Dx/NevjwoQ4ODlStVg1I8L7ZB3f82yzYwHv6qsZN+lh+lwe8XjaZiO8lAG42m1YtRyYJoon/xuOxGo2GVUQ8i4LkD/s5Ho91enqq/f19Y7/gNxh2A+V8aWnpK6DAy6hms0E13/s6a1bmPAvGA4okXuwD7zoeX1VhK5WKSqWSJWDxeFzJZNJ8Q6FQ0NLSkgaDgZaWlpRKpVStVq2y2+l0VK/X9cUXX6hSqVjsXa1WVavVdHR0pIuLC0WjUZ2fn6vT6ejBgwdGg/btCF+XVMwm7q+6d3NXNGYPywsc3DGCfVB5UM3xeKxqtapnz57pxYsXKpVK6nQ6hsjhgC8uLq4e8v/SmS4vL1UsFs35DAYD48tvbm5qYWFBvV7PPjOZTCqXy2ljY8MUhYAKBIFgabYsiCDwbzelxN7wzgaRKEcymdQvf/lLbWxsaG1tzYw4aAlBbjweVyaTUalUssoFe+P3jZGFoNWgNVCAQPHG47EFmewNVBeevVaraXNzU/l8XoPBQCsrK1pbW7N//6bXLErG+8DdXFxcVCQSUS6Xs//GqA0GA52dnemjjz4yqh1oMkHw4uKiVlZWzCHGYjGrElFNGw6HlsTu7e1peXlZw+FQT58+1dHRkVZWVrS6uqp8Pm9KTNByeXlpqJlPQjy6wLopuZut6BBUIQ84yWDwqtcC9INJPXBw6/W6gsGgKpWKJSfRaNT2D6fRarUMqRoMBkqlUorH4/Y9JCkrKyuW1IbDYSWTScXjccXjcWsYxGnheKmkeBoBxnvWCd5EokGA7v/gQEnccCx+8oevspGk4HyhUtTrdS0sLCiXy1kV6OjoSKVSyRK1fr+vQqFgzsSDO35aXyKR0N7ensbjsSqVivb3942qwSQSEpebTvq/br1s/2cDJPaBBm0COw+GEKyRaMRisSlqAYuKGskyvgb6gd87AnZsw8XFhZaXl1UoFAwk8MGy7yWSJn1DXl9vumrrgQZkG5sNfxtf1mw2Td5ovD0/P9fGxoYqlYp++9vfajAY6P79+0qlUgoGgwYEDIdDPXnyRL///e8NcT08PFSz2VQ8HjdQy/9uP1VNukLl4/G4PTc8fJIhkjXsqvRyCtBNUCBfBnJ5YIegr9vt6osvvlA0GlU+n1c8Hrf9pm/q8vLSEt5SqaRqtap6vW5oMX8HAgEtLy8rlUqpVCpZMMe5xeNx89ubm5tqNpsGnmJbx+OxNjY2zBbPVhBmZeJl1a7X3beXVU1eRkOSroBlevE8hc9XZtgb4kP6owBaoe/6KgDyhfxQ6by8vFStVlMsFrPKErYNij02hCDbI/e+Av6yd36dNctCIGliv6A0LS4u2vsR647HV/Sy/f19lUolkwcqO41GQ7FYTF9++aXpIRVxeoKgxjcaDX3yySeSZPrZbrctqcFuVatVHR8fq9Fo6PHjx1MMIN9XwnlIkzaIedaNUKf4m8NF0eDCExSDMrdaLZ2dnenzzz/X4eGhdchDH4G+QnWDl0RwmYmMsWi321b6lK42OBaLWYUlHA4rnU4rHo9b4OSf25d5X4YUSK/fMARy64Mgjx5iBKFFNBoN/ff//t/113/911pZWdFgMNCzZ890cnJilJ7FxUVrGA2FrkYa8v/sh58fjgOXJpMj4OXjQDyaXqvVFIlEtLKyouFwqLOzMytRErCcnJxodXV1iuIym/2+rjK/DH31tA+UGLlLpVKmeOx7MBhUvV7X6empPvroIyths284buhBOFUSWgLHpaUla/judDqKxWJTiBioVLfbtaAZ2gzce48Y+KDZ95bclNzNBkJUpzh/Stgg7LVaTY1GwxwHTbdQSzDuvlm21WoZ2oeh96ACaDAJFqNICQCRz4uLC2WzWSUSCY3HVxQqyu6eJ/yyd5xFql43ScMZ+M/x58UeMl0LqhJJRbPZtP4dJkk1Gg2bynJ2dqbDw0ND46RJ0M19GqVSSa1WS3t7e0Z76Xa71gQ5Hk8aS7PZrDY2NpRIJBSPx7W5uWnoP4lLOBy2pMYHDzeNxs/aUGmaOkWiBl0RkIR+PeSRn6OSVq1W7WyoagEOSDKaH84YoIoAiMomnG9PkYFmNh6PVS6X9eDBA21vbyscDhty2mg0JE2a+Wf37mXV3HmWlznsl/9Mfg/6e3FxoWAwqOXlZfV6PZVKJR0cHOiLL74wGSRYDoVCWl9fV7Va1YcffmhVy4ODA/V6Pe3s7Bjl7NmzZ7p3756h7bN9CgQu0oTvDXDBUAP2B0qVp7bMyshsEDjPmv352SoyaDjc/5OTEwPx8vm8gSKS7L6qzz77TJ9++qmOj491cnJiICW2jbO4uLgwtB4AD7tJIra/v6+7d++arOI3Tk9P1Wg09L3vfU9vvPHGV+4uAgXHd3xdEn9Te8ezcWYk25yzdKVXpVJJh4eHRkkEFKD668HdQCCgs7MzA/ji8bgFt9AjfQWFaUkEuAsLCzbSmt4rnpOKO9VmRsnjxzyt9ybXbFznk0J8Kv4LauHFxYUlH0wKpM9nZWXFmrU7nY5KpZIqlYrRYwHfiCuGw6HK5bKxAXxFiClTkqwCSYWbKX71el3NZlP37t3T3bt3LcklQcQ3vwwUuM5eXivR+DojgBJ7o8IkqGKxqJWVlakyV61W08cff6xKpaJms2mHIsmy1UAgMDXWC+EjGPM0BklTqBTfiyCXy2WjAaE80GUIVBFwgsuXlYvmNYKzqDWf6RMbjxiwJ0+fPtV/+S//Rd/73vckSfv7+6pUKspkMlZiXVpasv8H0SIIRkAwnAg1/HueB9SG5lPfH+ONc71eV6/XswlVGFFvIHwCcFNr1gD6vzHqXtlBQHK53BRaXCqV9Omnn6rZbE7dj4HxJGCBtoPRgmMfCAQsccb4nZ+fq1KpGD2IkXzLy8sWmC8vLxuVDSOIrLEon78sUHkd5zsrxyBIoBzNZlPLy8saDAaqVqt2niShBCi+N4oKB/uGUefsPf8aJ4CMg7J0Oh3rAaJxmcpRq9UypHllZcXOgXeQJujKLCXI79m8SZpHQAn6PP2C6gpBl6dZgDadn58bMjUajZTL5WzYBX+DkA6HQ0vWqc7hMI6Pjw3VGo/HVrHc3t5WMpm0oBoQIZ1OW2BYKBTMcfhKkx85/LIq5E0ELD7IlCYVY94PB4y9wx6R3HInBPqHI5VkiCXyLMkSVi8HnB3yAbWSSgRT1fzUHGwf4FQulzN/RmL3dQmFR5vnWbMg1Cx67YOYbrdriT3n2Ov19PTpU3388cc6Ozszm0dlslar6Xe/+50ODg6s4oEcjkZXDfBMmKtUKvr7v/97NZtN7e3taWFhQcfHxzZimOCJqsqDBw+Uz+cNuAmHw0atItDz7/l1cvc6svcyQMr/G8ESZw5g0m637S6MRqOhbDZrZ/7ll1/qk08+sXu9oEKyoPlhv4lZsAkkXO12W/F43CqWT58+1SeffGLxDj610WiYjjP9EJ49KP/LEo2bDqCl6cuXJU1NQyLGOD4+ttG+DG2o1Wrq9XoqFAqmswT53uYAGBPMwqDgvKCQ826xWEypVEorKytKp9MKBoNqNBr68ssvtb6+PuXveRY+y6+bqGDwOdgXL7ue5ippyncSZ+Er0KFUKqVut6vj42N9/vnn5tfoe6nValP9Z6PRyIAa7KGfhEmigr/1tM/l5WV73pOTE/MFyWRSb731lj2nNH2R9qzOztr4f2q9cqLhkVh+iV+eUwgKOhhczUJ/9uyZ8vm8HT7ZKAEZWTscT7L8arVqykr5VpIlCaD3oFGM06RyUiqVzElD81leXtba2pqy2awFl+fn5zYSFm7uy1D4m0w0/CH5WeQYQfoAXrx4oadPn+rk5ETtdlsbGxtKpVI2MQkh3tzcVDKZNPpZtVqdCvxJREgQGo2G8Zt5DlBjeIAofaPRsMQNwxwKhewZPCo/6yxfd/ny8eyeEkBQnqdMCN/7+PhYhUJBnU5HlUrFLv9aW1tTMpm054f+QiWi3W4bYs8dBvw7028k2VSqSqVi1J9wOGwDDqAzIKcELr7xkP/2inzThtGfg3eIOAsqLaenp5ZYNptNG40JGoSRazQaRisBRaIa5BtS+UPiBp2AXqtms6lMJmOBL/xn9qLf7yuVStkkOSqW9Hrx3z4JeFlSet1FYvGyCgrvBuhBkyMBnZ8jT2AC5x2uPIEN1TMSLf4GCRsOJ5dw1ut1BQIBS/rq9bry+bxVLRlMkM/nlUwmjbK3urqqVCqlxcVFQ00BDNLptJXJffDyutXHr9t/UHAojtBqa7WaVlZWJF3ZGlBjP3yASix2kzNIpVJTfHAPdvlmVBBm34/EtDf8CbbA03QzmYxVgyVpZ2fH9naW5vO6Ns+DTl+HzDN+fGlpSSsrKzZFq1qt6ujoSL/+9a91cnJigxhIbFOplFXgQJxJZhnrHQ6HDUShWt1qtfT5558bOHBwcGDBMYE68v/gwQOtra1Z31oikVA4HDbkmYDS927M6uy8+zcLdvrPm536w/dRda3Vaspms2ZDTk5O7MLaFy9e6PT01MCUQqEgSaabnU5nahJXuVxWo9GwKvdgMFAikVC1Wp3q8Tg6OtLl5aXy+bxRVqFc1ut1o3EBXlERn+2z+iYXALAH8aA2sn8AU8lkUgsLC1ZZ8BUYvhe/SgJKrAPrAj/pqUVQyfk5JopKMqCg2Wzqyy+/VCaTMdoz8dPs1Ce/XocKJE2mlkHPZvmEA3lbXFzU4uKigSzIk29of/Lkif7X//pfqtfr9mytVsviXvwvn4/fnu0x85OnPJhCnAnogu5Soex2uzo8PDRaGj+3sLBg+8pZosevuq5NnZo9MB9ksjEnJycajUbW5R4IBGz8FsE81Qbf/ISh5eUxRmwYmwaKKskcM7dhQ2/h8jUCG0lmGPP5vL71rW/pzp07FmCtr68besp7+WD2dakYX/ezoPHQd2gc9dOP4IWCuEOFkKZvCaaxFHQQBfa9M0x4ACEdj6+adX3Qwjnwh1Jfp9PR6uqqYrGYzs7OrGkaVEKalL/9Z3wTSJVHWzAsp6en1hDF3P2Dg4MpKtnKyooWFxdVLBat6uMDYoI8DAjIKXJH8IPTJ0AhKAYhBNXxCp9IJPTtb39bDx8+VCAQUKlUUjab1erq6leM3iyi/rqLs/aNe6BPgUDAEiuSfGg7OA3oPV7ffTKBQyIwJNim1Msi2AAACIfDNmkJ7i6TRkKhkIrF4pTuk7AQ4CNnLwtW5pU5v/fsHX97qk0ulzOqE8g8QW+lUlGxWLSpNM1mUxcXFza6W9LUBC7K3ySvBIDxeHyqAofN/OKLL1StVpXNZhUIBGyowdramu7du6dCoWB6WSgUtLy8bHJGAIkTn+Xk3sR6WUUDaiEBAFWYeDyu5eVlm1QG8tlqtSzAx5kiS+PxeOpeEio7PrBkrCMLykE2m5Uk48XHYjELzEmAOp2OisXi1Nmn02mjkwKQ+X3zzzbP+rrGX3xQq9XSwcGBfvOb3+j73/++2arLy0udnp7q+fPnVoFEdwHXoFlAvQV173a7lrDRIE8QSNWVxtGFhQXl83lJshHpw+FQe3t72tnZselAVN7YJ4AK3hF/NesXXgYovep6WRVNmlBrfbAF7//s7Ex/+MMfFIlElEwmDTQCSDs9PTWbRAVuZWXFfF6tVjN6ir9QmLsJ/PsGAgGbRpXL5axCjp8YjUY2VIQKEPauVqtZEkisMGubbmK9DCTA/yATJOXD4dDe2wMVCwsLU/Qz+qg8fYlKDXfdRKNRm4pJIMs7A5T4PgSfvEAdBTBjVC7JCLaZRNDLxesuD2LMJhq+asdZ+T5NEvdarWYA55dffml2ngo5/hIAC3aFB8m9vyMmQr9oK+DrMBpI6EhgX7x4YX6LxnpYDvV6XVtbW9rc3DTw4GWsjH9qzZVoeGPuA/Jisajnz5+rWq2q3+/bXQ3QcWi0XVxctFI1M/bJnHhJ5lSzwWxYIBCwciQbCPWHQ8BZUXIC/SKQHI/HOjo6muL2EyjSOO0FCUP/uiVxL5S+HI4TBbGkrMtNyq1WS9LEoRaLxavD+7/IEOiJv/QmGAzaBCqMApf6IRzJZNL6Gfy8ajJjDDKVIcp8jx490qNHj/TZZ59ZhYMM2Y8E5N2/jlN6neUdPs/IHjJJiolkyB8lbfpMmCgF7YByLckAht5z6eklwECChmHAQK5x3sFgUM1mU6VSydBq7tbo9/s2yYpzZBJMKpWaQvhAQqTXa7LH+IBQQOmBb8zIxnw+b/Qaf5cDUzGazaYloqDBGC2e0zdusy9U3Dx9wgfsOFYu6iRpoa+Lao8kM8g8g2/M9aDArKGfR9Z8MjU7ohg0ORAIWBIgyZJ5wIuTkxNVKpUp54LDHo/HdrEXe+ARpMXFRbMXBG6DwcD2hGAStJ1JVpFIRHfv3lWn01EikTDUEZpSOHx1+zjVlkAgYPd73ITznf0MAmcCfoCPSCRiiUQwGLT7CKhm8L3j8djAIihhnAtJnacvsB9cMMq/YSexeQQmPlDiWXu9nlUFSqWSMpmMDRbhvLwz9qAXujvP8sGpl+Nms6lPP/1U//AP/2BDFra2tgwNf/r0qX73u9/p+PjYxnZT5SIRRYZDoZDRMEKhkJLJpNbX17W8vGwVWwZfMEzDXxwZDoftgjBJ1sh7enqqbDZr8jsajezcfLAPlYrhCC9LOF5n+X3j92KnsRutVkuHh4f67LPPVCqVtLW1pWq1aoF0uVw2e43/j0ajymaz2tnZMRox+g7NBOCAQJd4Bf9CRQ/AZ39/36oaMCmgIS0tLSmdTiuTyej58+fq9/v64Q9/qHg8buDOTS8PAnnfU61WbR8BnlqtlgXGIPfej47HY5vUCEAHm4LPpYoLwMvvBjTw9LtYLGZT/GC+8Hn0inz22WfqdDq6d++eXZBKb5Vnbvj4Dp2bp7oBsAYozh6S1ASDQaNKUfE/Pj42HSbWwNdTeWQapqdsYhM8SwVbjr1jPz3FlHiF6hh3MnU6HbVaLdNFmsNpqGfP8V3Hx8e6d++e9vb2lM/nLa551UT3lRMNbwx82ZMNKJVK+vLLL22aDygkDhVOZ6PRsDFoOGg2RZrmAeLkaWLz1Ak2lo0i+yeg4XdTJaDSAZr14sULu+Y+FAoZD5XAiCD0JgI+/3MvK3uyn6BQZODQe5LJpCGCoAlUQsgwyVDZD5rSoCrQWE8Qh4KnUimrNNEkRCBE8MdnpdNpHR0d6bPPPtNPfvKTqaZ6UEqfVXuZmRcxxVB7apZHNmu1mj766CN9/PHHdp4Ybd6Tki6VGZqUCQpmS4I+uMa58h4gsBhDglKmU1GR85OFFhcXtba2ZpU9Hxzt7OyYY5qtrLC3Hol51eURKT4LfaFR+fT01HQqGAzaeGmqBSCAkUjEgjJpMhMfpMUbQQwhTpVn8D0oyDqThZhmRXJMb1e/39f6+ro1aw6HQ6OyXVxcmENDLryevU7wwl7h+ECASIg4L+wOzgLDfXFxoUqlYvJGUgaCRDLGv/kmRhw5NgBwgbPg+UhM4SGT/LVaLbNhFxcXOjw8NOpUNptVJpMxQKBcLpssco7o17zBskfXPBcbYKhWq9lEQO4AabVaarVaRu1CVnxwwd4hi8gYTpM9QOaoQlLZ4Hk4B5LWZrNpDphA2/s5EiKmEuHIAdAAqzxwRJX+usv3pHjb/eLFCz179sxQ3mw2q1/+8pdGaf3oo48MkKLPYHNz0yiwng7sASPGUkNHOT09NdtIYCjJkHQPOtFcOh6Ptb+/r0ajoU8//VQPHz7Uo0ePlEwmjVo0GAxUKBSUz+dtbwKBya3IXmbmRehfpu9+CAW0ExLvJ0+e6Pnz5woGr4bX+F5P9JrhMQAs9ASAxlMVCoVCpsPBYNDoo1S/+FoymbRki+Cw2+2qVCrp+fPnikaj2t/f1z/8wz8on88rm81qbW3NdHF9fV17e3tTFQK/XgeQYg9ZJM2dTke/+tWv1Ol0TAdarZZVz3yfrKfPo9eeLgloQHxFTJFIJOz5mYQI1c/HgVRumeaFjSa2OTg4UC6X09nZmQ4ODrS9va3NzU3lcjmz0V5XZwPx6y7O1icDyByof7/f19HRkSWVDD8CTPfMDC6TRlexzcgKfnQ0umqe9zLlKxnEEpIsWWCqHz6WigR0cpLHVqulcrlsbQjr6+tKp9NWLCBO4rxfdb1yogF67jfAZ4Tn5+d69uzZ1Av4Rm7KWiAeOEX6NnAkZFDweEkoEDiQEn4/gTWKh6H2U0tAKhBMkBbKTru7uzYhaHbK1U0gpJ5779Ezng+hr1arNtISdNc7CFA4nAGcbrJ39hG0EwMIlYqAlSk4oFEEbCA/TGyhTwaeuHQlXP/7f/9vRaNR42fS9FWpVKyywh56pZ5n8RmchefkBwJX3ORPPvlkatwbyjocDqf2kaCNwIUpDkz4IMCHFoEc8W9+YhfPwrlCRQNZhfoCJQ7Zgqs6GAy0sbGhZDJpjt5PF0G35jWCPgn0FQEm0CBD8ORpDIVCgM74C+L4Gr0oOFl0gz/0/vDzID7YBvaQs6KpnACoUqlMoX8gtMwVZywu1AzOYBYJnneRxBPsepQPWgRUung8PlWROD8/1/HxsSqViiQZ6uOTZegH0BgBYUhekCFJ5ng99QC5QzZB0aLRqI03bLfb5sCZprOwsKC1tTWFQlcjYNfW1uzSJ4Ip6fUraD7oxpkvLS2p0+mo2Wzq8PBQ6XTa6HCVSkUHBwf2LlRokSdGWEIpmB3mQfCMQ+YMPc2Ovh+oKM1mU5KsAsI7g8D7wBPefLfbNeAAh839Q/ib16l8z1KG8W+NRkPpdFpbW1s6OjqyZk6asxnxTkWRiT3oqB/7TWDop+WBnvrblqnogtiSmNbrdRu4AkhDlTQQCOjp06c6Pj7Wzs6OPv/8cxt4sLm5qb/5m7/R9va2VdpnG4Vfl76Hz8Yu+Wld6HG9XtezZ890cHBgPgAdRq+63a6NL/f+FPsN3RDdRA5JPEH5od8Fg0Hlcjl7P/oI2V98FDaFaUDPnj1TKBRSPp/X3bt3zQdxxsREr4PKv2wPfbxzfHxsSe6HH35o5w8FEd8ZCoWMzs0gFMApAmo4/fhE9ms0Gk0NWOH341NJ/hiFThyETvszgI5LzBMMBrWxsaF4PG7PB+Vylnlx3QXwAYDH53CWMGyGw6HZD3QT/0ByArBEkrq4uGg2hefFpgK40e8DRRZdxXehoz6GxHexP4BYJGurq6vqdDrGDul0Otrb21MkEjFaGjQ33xP3z+7VdTaWB/aOj5tuQb09twwEAaVCcHAW0WjUSkg4IoSWgJfvI2hmLBybBCrPLcZsrC97EjRidH1JGqflKUXwSz2azbvPu2YPxCM6BPZ+8kWxWFSxWDSHCkKPUjGVYmVlRYVCYWqUmzS5vAVhQSlx7vAouQCH5A4Bgr9PsIzhZPrIf/tv/03Ly8tKp9M2faJYLGpjY0P5fN4CZZ9kzbs8uoxxxvlXq9WpCgdyx3vjSHGwBLVM9/By55F8KiOS7DJJnmUwGNiEFSpQ7DFOmQQPfYC/z2f4oA458yVxPzbyOk1XLPYLuev1elO3g4Kss2eS7KJN9IHPISnhojhJNroaNBxnwHtIk/sjMJ5QyXgujDKoI7YBFBlZJMDf3t62AAlnQrXU36kwy4297kKG2BcSVp6NBAlEF0re+fm5XcbFdDJ+HnuCDNOAm0gkjALK90ADxWFBMwBVxqZ6m8T3RCKRKUpcJHJ1Ydv6+rr1X9HED3UGGgyB6OvunU9USORxpugCE1RqtZrq9bqNdIQa5mmNXEDqqVAsxiXTL+UX1UxP3fQXg1FFwj4gf3wvNEz63o6OjjQajRSPx3Xnzh0De5LJpDl5/syz0Flp0q9B83a9XlcymdTh4aGNbMcGepod74u9983EfK50pZvww/Hj6Do6yVnhb/r9q/HpuVzOGkZ5V3S/3+/r7//+7/WLX/zCzp6kp1QqaXt723w3thF/PhqNLPmYZyF76AEINv6A9zk8PLS98H7Csxc8Bc/35VH5oqLdaDQsuE2n06bfXOYHCAjFCipzLBbTxsaGarWazs7ObKT46uqq+v2+yuXyVMJ0cnKiarWqQqFgMY7v7ZReP9FA7jkDP/wE+el2ry6FzGQyNsUTX8a+1f/v7eBUB0mgSMaIDUh+0W3/e9F/zoEKLgkHA198T9F4PNYf/vAHbWxsWGwpSSsrK1MAlwfIJE3Z+uvul6/U8148N1OyVldXNRgMrB/HX7vAc2CrxuOxVSvwnVC2kcFIJGK+B3DSU9bZc0kGnkoyOp8/S/4mkQYoJMYqlUpTQ19I2gBt/Nn/U+taU6dA3yll1Wo1KwWFw2Ht7e3p9PRU1WrVFBYeMc2iZF8gcGTmlMNopqJSQRMtwkQmTPk6GAwaquQb9HAi5XL5K4EqiUy9XjekgY3zQSqoBoZw3uXLcwin38dyuTxFOeEiFZBnBJKAmhFvNHGDMPO7yGZJuHDQlNCSyaRVMdgvAkXOWZo2PCQpZL9PnjyRdBWcfvjhh0omk1bZwMH4bHrewMU7X6oR1WrVxg0Gg0E9ePDAUCDpSqGg5xFQkUj6Bm8SKr6PPaQfiMoPiQjUCapy/DvjTHlvaCueu4kMkbRsb29P/RtoJO8MouirX9dZyDw8VmhwVAvYB98ngc7wLP4uEo94t9tt2yuqDiT0IE0E5f5zfWCMk/FVHM6AwI7KJWtpaUlra2tmO2b5sZKmhijMq7PsOe/lHQeyDB0TfWg2m6pWq3aJFU7DV/OgJeIcpQk1kGeWZGDCcHh1MSRIJhQMnDKAD46Fih7nDjqPnlDJ4Hcx2MFT06hozauv7DnPRqKAQyXAl2TjlJmrz/mTPBAoS5OKOs4R+oWvjFPhQm/gEQcCgSkEGWcN9x6+PZNtfAWPCgi2ejgcKpfLaXV11X4W20wV/3VoZx4gAJw7Pj62gA9aA8EFnGrObGHh6gLIaDRqfUQkT+wlckvPHv6IZmcAD093IWGgsZyqDvIWjUatYtVsNhUMBi0g8dzxUChkIIWkKZqHt4Hz7J33rz5x8ckEdCYqfL5/AKYDCTl9jdhHgAEmGnkwptfrqVgsKhwOW2BbLBaVz+e1vr5uzAqCxKWlJa2urmpvb0+fffaZnj17ZvdteJtDYvPs2TN98sknevjwoflYemfYx5uoaPA5VN6hBnK2xFzIpr80lOCYPopZ1gufxXMC5nkwgCpyt3t1z0a1WrVKBp8Jos/n+Erv+fm59ZSsrq4acEgFlWQSmcSuEIxfZ2HfvL1ttVp2+zbAZaVS0dnZmY6Pj81HVqtVA96IcdEPEgJ0jvjR+wB6mJFfFrEMtFSoqFRYiCV5Vl8hJyGG1YEfOjw81Hg8VqFQsGrwYDAwkO9V1rUSDV+ZYLIOzoJfSAXC0yUI0qgikJGOx2O7TRPkABTUNwkx8YaDQXD5TI8moByLi4s6Pj42oeMZuBXVB6blcllHR0fK5XJKp9P2rr40j3OaZ/mfJ2gnADk7O9NwOFQ2mzVHCVoUDoetcY+AgosQcQokTT7A8oKaSCSmyogERj6hYk8JjhktN+ukeH4CGxBWDMru7q7xnjc2NizBwWHPu3cY3vPzc52enqpWq01N+vCBMEgvgQ3TL/y7QeVIp9NWDpdk+0gSgHz5fqJAIGBySR9Nr3d1twiKfHBwYGcBegWdrFarWXUkFovp2bNndpM4zdXSJFCbN9Hg94NK1et1qzqyP/6WaMqyoCigtJ62hoHGYIN6YgzRd0lTgTTINIMWqB5hOJFL5A5klt4inpGzo2mOsrufRsLevW6iwV6A9oJcAYAQWDB95vj4WGdnZxoMBoY2YTtI4iVNgS0k8j6Z5h3RPwJj3+SHPWPPvXyio1Rq0VUoUiCtPMvq6qqWl5etd441r60DqKAkXdERyAABAABJREFU72e2h0IhZTIZ5fN5u/wONI8gneDXD17AOTKmmr0i2SOYYJgD9o+9kmQy6Ks5nhuNHSAQ4axBUYfDoQWS8PXZdz8ZC9s6z2q1Wqr/39viqVLwO4rFoj2fTwq40Zfz5NI0QDXkl4CI4IpBALFYzPaOABIqKAE0OsceMknNo9D8PhI+AqPxeKwHDx7ogw8+UDabtWAbv8A5eObCPMsH2uiNB++Y6vPkyRMLpsLhsNbX161yT+LpbR49kCD5tVpNyWTS3jcSiRhlEfnAb+bzeUv2AEIZ8AILIJ/P69GjR3ajOEkQF1f6wTmffvqpfvaznymbzVr8RB/J61BFeVdfOZVkNpmKazQatXHk3HXG3gJMSbKkHZADWwDgIWlKbkjukAV8FhRcSVZRpqGfyjYDR6QJ7YtgnF4SWBsbGxuSZLQlbCoAxHUXABDPUKlUbJhFPB7X5eXk1vdSqWQ6RQVBmoBavjLlBxf4oTd8L5Ruz2IhUWK/ADWpRFBFnwXBOAM/sGZhYcEAKfaY5PHk5MQSvfv3779ybHKtREOSNbiEw2FrcK3Vatrf37fvRQnIYCXZ6DvpSmigJ5Hh8tL9fn9qxjrGLhgMGtpG0MjPE/QNBgO7MZFeBpzG8vKycrmcEomEUYc4pFKppN/97neqVqu6e/eu1tbWrGGy3W5PGfN5lueO8/+DwUCVSkXn5+c2mx1u6OLiok2Q6vf7RjljL3FsGD+MAJQAEgjP32OKCIKB8vf7fUOeyLb5G6dD4IdygxYGAgFDsKWrsbubm5tTCJnveZlnYQRB+ZhHXa1W9fTpU5VKJUM6cWwkYuPx2C6KPDk5sdIlskNA5+lS7D+odSQyuRmdRBiZ8w2GNJ4zRxz5h8uaSqUsiETpGVVZr9f1+PHjqfFxGATQ0nn2zSe0GGMMB/KIbIH8Ip9UbqANEPTxNYYrSNPT2XDsyLgPiPkMgj+CSD6D5yXhpicExKrdbuvLL780OdvY2LAEgKqe7895nSqaD/L4THis2K+PPvrILuSDN4xMIIv+PHy5m/cnEQEdA0Xy01okWVXXAzmcDXqPs0Q3WZVKRY1GQ7VazeQrn8+r1WpZok5QAGoN7eu6C2AA5BPdJRBJJpPKZDJGW0QX2T/shU9kSQToQSMYRK4Jej1qx/5Ik+kwvo8D24ov8zLMc4Muss9UhPAtntpHcuCD7+suwDamwECrW1xcVLlctsoCwR4ywTviB5l0xr0NsAq4h4AknuDOJ2C+MilN+h7QTY+wLi8vW3VRkgUkCwtXc/dbrZY+++wztVotu0srEAhYxYVADZ33fUzzLM4M3fc2qFKpGJ0H3YbCx957yjRJ1dramlZXVzUajfTFF1/o2bNnU/YT+4OvjcfjqtVqRn+Rrvw1CcRweHWTM5ShYDCo7e1tvfnmmyoWi2q1WkokEjo5OTEqIX1rZ2dnev78udlGfCzLUwqvs3xiBcCFP221WlpeXtbGxobFFugMgFOv1zNKlCQD/aA2odv+kmBPt2VSFzas1+sZtXk8HtuZISOwObCVfB8xCjILsMb+U2nyF/lhj5GD6yySeN6r0WjY2QIiezuBDyQRgmZFIkc8hv4zAhn74gfuYLM8vY5YhkSEhV0HcKR3hAlmxNdcFE2/TCKRsEFEgIjlctmGitAD+Crr2hf2ocwrKyt2QBhoAjECpGAwqJWVFQv+pQlvGwPN9+MkPJrI4ZMhYtgIpCORiBlODGEgcDUi9vT01G4YhvfrMzieB7ShUqmoVqvps88+U6FQ0MOHD+2iMDLieRFS3+chyUasPn36VIeHh4ae7+/v6+zszMr/oHMEsH6CA++JsEIFwFHBYUTQ2T8/NhQjQmCGkWb6AEEChpe+ENBjHAMB+9nZmQV8lIG98M+z2Dd/qdn5+blKpZIZRY+qgOhyYRRJAwkqe4MDQpEJXKC3QAsggSgUCjo+PrY+IIwWRo3E5PT0VBcXF5YY+xvBJdn+SVcGmebdzz//XBsbG3rvvfe0t7encDhslaZ50BbvuC8vry4NhJ6IfmGM2AMCVo8serRrloeOweP96U3x9Baf3HrqD59PdYAABqNHgytyTqAEskxFTboCLtbX15XJZOz38vvmWbPVG86WaiwTkk5OTiwwJ8gbj8fWG0VC5dE8nziiX/45+V7f7wKCjrMhCeTfCTqwA9gC3oOvh0IhVatV5XI57e7uKhQKmZ7zcwsLC1pfX5/b1vnlA1P2kXcjqIXugMz4yjlJkOeic0Gdd76eGotcUu3yuuP7Mzydajgc2tn5fj4QPoAzQLBYLKZyuaxUKmWJJYMKmIo2z8JXcscD1AbsQLfbVTqdtrG6VKCg0yYSCbs3wwNNBG74EO62AHTA7nl6m0dZAXioyvp39I378Xhca2trJudcjHtwcKBKpaJ//Md/VCQS0dramh48eGAyQhVG0itTMb5ucZ4+iGRQSCQymZ5HAEulxk9vYx9SqZTW19dtgtfKyoqi0aiePXtm/o99oK+IoEyS9W1BQ8nlctZbhu8lpllaWjIqbrPZtKSDXq/19XVls1k9e/bMqk+wG7yPm2dh56RJxZWFnUmn0+p2ry6A7HQ6Fk9he2CTkJBLMrsIPUmSxXTYNHSXZmn8CDQ2T3XyftRTh4iHAAoDgYDtHUN+sIUk21RDqTDMs2B6EH+Gw1cT4WKxmF2KStWb98CnIae+l4K42Mskdpub5dlD9hMb5y9zJBH2sSD2lp8j1ua5fUULwJ7LraERjkZXTfsPHz60Ppgbr2hAueHhuI3xt7/9rZUdQXZxWPA5ubmbwA0h8ZkSwR7Nbxygp5N4xJVAjCYagvnBYGD3APgmGDYWpAKnRaUlFAqp2WzazbmUt7a3t6f4c/MsqgooCw73xYsXNssblH5paUm5XE4rKyuKxWLKZrPq9Xp2WymVB5AFX1rDuDJViRWLxUzBQBXJrqkEcX4YDT4PTm0ikbBRZwQAKDNjDHE0ZPf02PBc8yzkDu70xcWFPvvsM/3mN7+Z4vD7Ox4SiYSWl5e1srJi1QMSFYwhVQMMI3tMCRED6SkuyKKXhVl+KCVGvt8H+wQzqVTKqD/B4NX0Gu7e4H1w2Mj+dRf6BtoLcgEf3ZdG+Z04K6hgnhOLEwVFxnD5aVq++oWOIivSpFLiuajD4XBq9DJ6QoUJQ0ZfiKeUMI5zOLyamLO7u2uJKfozz/IoMeff7XZVLBatF4MbvuFKk4AQ2PrmZ8/lJtEg4aQXgz0heJh1rP5nsa8gV3C2SepBsAmO+/2+UR1I2p4+fWp6gm6EQqGvgDLXXb6nB3vOO8C1hvooaWpcJdxjT/shqJZkuoesUFUkGSdJ8OgmCSnoI35HkgU06JmvviC3VNVx2lQRDg4O1Ov19PDhQwtiQVPn7dEgsUH3uFvk/Pzcfi82HIAFHaMnAxnifirG9+Ib0X9sHvJNMMjPExgxYjidTtvNxs1m0yoE9CRwPxbvUK/XTTfu3bun1dVVVSoVffzxx/r973+vX/7yl4bYc5P948ePtbe3Z0nIdRdnjx0ajyc9msFgUPv7+zo6OrJLQGepN9gsEjdG/6If+Xxeq6urevLkiUqlkvVpUC3jLDxy7CveBPOAfFTvOIOdnR0lk0n99re/teeCYkMF4MWLF+r3r8Z+Q58j4Ju3GoTNxPaiA6FQyPpU2u22yuWyAcD8Oz4C3cE+YX+oIPqkgd/lg2J0E7nmb0AD38/h6aycGe8OsIFvR9+hju7s7EiaVH98dXme5auCXj/ZQ9+35GNPkgXPEvDxkjRh9/B57BNAErYGQBkfjd3FNwIWQxfHJqL3HpQkPo1EIkqn05Yc8zn4B37mVfftlRMNJnCcn58rHo/rxYsX+t3vfqcnT54YRYRfiqGGAgUCMptZeeGLRCLW6AZHjRFeGEU2MxgMGprkG1Zx0L7By3fQ+wUCQw+Id27D4VDPnz+3i4soM80buHjkHCEKBoPK5/N2gcvJyYlCocm0LUqPPpBgDF8wGDTaAUEXyCcoCs5icXHREgUuv6Ga0+/3p6gAjHut1+smmDiQTCZjTfcE6b1ezy5/45bwi4sL+3k/BnHesi7Tkg4PD5VMJrW/v69f/epX+uijj6ypjuAMZ0/DOxUVEjtK9Pw/AQklTnqD4CwygQnEg6QLo4ZCe9oE+wliwnnD3cdg4sCHw6Eh4MPhUE+fPlWr1dI777yju3fvvvTW8FdZoBwkgsVi0W7fJihBL3ySgMPiedAL9Mejxn70KkGPr0p6JMvTaNAJPp/fj2OB40vFgt9JaZfkmklFS0tLNlAhk8lYsDMvMMAi4cbQQmPkIipomQS+7AFlfY/2YFuwAwQljBumEuidL+eIDCN/UEf9vrOn0D/QewCB4XBo9uzy8lLPnj3T4uKi7ty5YxOq1tbWjC42r63D2fnGSz9NEKCE6rdHLEnQ2R+SUJ+UsqfoMvLgBw4AQAUCASv9cz5+b2cBAdBG/BjfF4lEzDb6JL3b7erBgwdmc3zQPs9C9/BxxWLRRsRKUi6Xs0CF9yX4whbhU2naBNlkb6jyQyEBRPMVOewffgN/Sz8llTyCOABEzuv4+FhffvmlJNl0IhJckqhqtap0Om1UoXD4airVaDTSj3/842vvHbbWo99+5PjJyYmeP3+ug4MDAzKpHkUiEWUyGQOzAPuo/lP9IgHJ5/NTNCwS0nA4rHK5rEqlMnU2JAmemgWIQlMwFMHNzU3jwjM+Hh+ITvFOmUzGEhLfHH3dhW4Sf1ClodJQLBYtYCapJn7DFoXDYZN79IekFHkmbgE8wxYQH2HPkGP2Cv9OMucpdjyPv/wTfzUajfT8+fMpe/jee+/pjTfesN/Ne8+TaPAzPDsJV7lc1ueff66TkxPbG08zo7cTHebZ+TyoiICn0P194kQ8Q0JF8kKs6Ku52HLu7qC6jv0jJmIfAOl8uwN7dXZ2pv39/akBRK+yXvk74XhxV0axWNTh4aFRcyhT+Wk50JwIFKgSkJgQmOGEMfazGbLnLkPbAt0kwGSjqaKwCaCvnm5FqRsUGsdIMEVwWavVtLm5OZX8zLNwQGTxHOq7776rs7Mz/e3f/q2VpRKJxFRjD+gVHOdKpWJICoEPwS4lc6+glNNzuZzG47HS6bT1h+DcaVoiOCazBqEjofNOHplAaCORiEqlkv7jf/yP2tjY0MOHD/VXf/VXlrXPu3q9q7GVz549M1Tl6OhoqkLgkXNQTt/kDTIEMkcyIE1Gj5LcEfx4rjaBFwka+0oCTTWH8jlcZc91JZmFm4mT8gYPZL7T6Whzc1Obm5tT+33dfaOaw8AG35+C4aeCxUIPfWLu0XXPZ+dsMPz+swlsPGWQZILghEqGNKHM8PsY8ToajexchsOhXbxEUL6ysqJkMml34qysrNhnzBvwoZ/Q6Ah6z8/PdXZ2ZlNFMpnM1OWjFxcXdiEe78jnSZMbzHlXT0HDuXraI8Ef5wKVhsZtAhwokwTlvo+BfQC0oPrCyNRWq6V4PK5EImE28fj4WJlMRoVC4dp7B+hBAsCzEcRDywSs4Pk4U5908HMEewQk/M2++0oEAST2y9MY8DP03FDRXVxcNH/kJyJBKQIhxWYMBgO7YRx7zC3sr5Pc+upoIHDV/3Z6eqpyuWxVCuhf6CT7g+3hDPz9R9gjP+QDmSbJIJnD5nvk0gNkTCtkWIufgEXSzCTKYDBol6cBrBEUtlotC6QWFxeVy+WMojTPIoHHhvR6Pbs8eDgc6pe//KVNw0QHiUe4D4KKA1VXb6uJSeLxuLa3tw3pp9dlcXHRqji+v8g34haLRbsglyQEIIiqCBdrZrNZHR4eWiLjKb6e3su5QI+dV+6w7SRokiwxPDs7M53hD4kXoBQyif1HJkDTx+OxJQzRaNTk0E/vop+Dz6ZCl0wmjTZEYiDJ+qd4f18hwtcUi0X1ej0lk0ltbGxYQI/+e8DiussnKB5g3N/fV7lctgQaH0mVl9iC/QNg8/aDyg2+E0ob70U1neTCN8QjqyRn/LxnGgBES5M4jviA6XvSFY2PvtNEIqFcLqfHjx8bgHPjFQ0u9Priiy/scGlM87cO4jgHg4GNJoMv6nljTEWKx+NGV/K0CyoUfqwmqDnIgy/x+gtI+v2+SqWSOVICOgwJqKFvzgWRQYlBCilNdrvduRskPUrGGo+vJlrcuXNHH374oTmxfr9vVQvGvIGG12q1KXqL51NSYaACRDI1GyAHg1e3m3IuoN7QzVh8Ds9B0BOLxVQqldRsNq2sK8kSol/96leqVCrKZDLGofT0meuuer2ucrmsJ0+emJGIxWJaXV219/LOcDQaWbOuN4AEYshVKpWySUwgHhhFxthSkfGJF4gpis0kCRyXn4oFMitN+gXQFWSNwAbjDuefWfXXUWa/AAag0SG7IOSzgbin0FFyxdh5dB5kxjfioqMEgD7B8L0C/H5QF5JBglNpUumApolx9s7DO4pqtWrnw+8iWJo30fDVFpA6koFyuWxoYjabtQSA/eb76e2CQsj+QC0AnQoGr2btk2DAI8aGSrIkGGTaV0/4vbNBPdU5zgwqDRXSdrttF3B95zvfMWR5MBjYOM/Hjx9fe+88moaMcC4EpR7d8xQAj1aen59bsEaCRYDiaXz4FhwofxN0kRj6Sgb7yL6g79A00BkAGGwj8k2/AlRO6JKAC7PV81ddviKB7Pf7V1PNeD4AsHQ6bZPqQMwBnY6OjtRoNIwOjNzx/oB3BDe8qw9WAN5A+NElfD9+kQEb0oQGh+2jUh4KhYw7n0qlLOiBZhIKXfVz7O7uzh0se+o0e3Z4eKjf/e53evHihflb+uLYY8804PzH47FVgKvVqlHweM9wOKytrS2rvrbbbZ2cnEjS1HhlbBYyS9KTTCaVy+XMBxSLRaPH4Q/4Gs8ZiUTs5yORiLLZrDY2NqzyAlg6z/K0K8AJAkyvb9hd7A+xGnEfwCjv7WNBX932PZK+ukEijW6SbPjhLpyPrxR4gFTS1F4Qh0qyAFma9BkxGGKeRAM/eXFxocPDQ5VKJaPCAtr454StArjOs5KEoG+ABiRB6KmnfbJIVEjY0G2fNAOoYDOpvtFAjj+WrmQbSjpFhG63a1UOfL7v9XiV9cqeGGNM8INDJBj1FJV+v2/ILKgT490IFHyGTnmRCock49vTgEZgLWnqM3DGBOEkCRcXF1PNfziw0WhyZX0ymbTRcaFQyCgsCBHjbj2iOu/y1QwOiolRu7u7KpVKJigIMA7R8w9prvXKSiDtEw0CZZILfj/jckHMGCdJdgw9Ixa7umwmnU6bsuPoyMZptKvX61NfY299gyFBz3UXpX2SLqor/pIl9spPq8DJMTkBGZilrlCOJcni6zTmYSgIhkFn+G9GPSJXlEH5HvZMklUx8vm8oeLS1bQuf9MpFSjG6M6DknreKvIgTYwjCK9HRXwJW5o0goNE+cqENBlN6LmeBMDoKsEmDsxTLggKZvml/I5ZYzzLfeezOp2Ostns1BSMWYN8ncXv8cgZAZHvkfIVPsAKnMRwODQdpBkVhAqjzxQRAhMcE3a20+mYs/d9ZlBE2TucHUgUSRYy4OlUVPa63a4ODg7UbrftIkZ0i6BhnkVyMB6Pbaa9vzPFo7E0ErOwdyQKPvmVJvc/sE+ey00AEolMZtL7BAzKAt8DOoj+e5ob+k41Eh0A/Yc3vbm5aVUQ71/m7dGQJlO7kAn+Rs5BmUmw2u229QvR7H14eGjy6pFz7OVoNLJqj0eIfaIOJZXkj8qoB+E8wAMgRuLjfRn2odPp6PT01IIaqNEXFxf6wx/+oHw+P3dPmjSxE8Qf9BZw+Sf+LBAI6PT01IIm6OAEiNydIV3pdi6X09LSksUmvHs+n1cmk7GKBBUNAD6AUwJ0n1wTtPmx0vQvVSoVnZ6eWtCK32KkeywWU61W0+npqR4+fGiJ5rxgHmfY6XSs0umndjJqGnsrySo9yCX/vbKyYnrpbTl7hq30lVwCadgBxIQe1PIjpAETiPEYJkFVGz9DtY9nwJ82m02zAVRP5vGxJycn6navxvkTV/FZnDvgA89A1QD9wLah89KkakP1kBgCO+YpVIz49yC6B9WpklGh99R54mVJxhACACS5kGRVNpL0UqmkXC53rQTtlRMNmokJ/JnzTHYJIufRYTJLjBcG21MEGEEmTW5w7Ha7SqVSUzxRJh54FIwxehwC5UOf4bLpGCFP6UDAQa58H0ggELB3JYBGyeZZCJYkow18/vnnevr0qdEv2Fd/CRLv1Ov1DFGfTdR8pk/Zm4ZjjJ5vDuJ9CEhIUNgjGvj9lAOeDwfsEVifKS8vL6tQKGh1ddXee17EQJI1C3IWGDzKxsgDioJhwtCD5Htn2+l0jPcsaapykclkbOLCysqKXa6DkpNwJZNJS26g18DjhgqF4kKH8GiQdOXEuAQJRx2LxWzffaP2dZdPBnyvA2iH5xeDQhEQYtQJ9jFkBK4e2fOBCwgXKBzG2zsn/h2kmkqQ75EhaMMIE3D5IMw3amN3VldXp5qk5w34eG4CJB+48/8EqtgU9hVQgoQbGwW4gTx6Z4CO+GSKBBNb4Ku93uaScGMDSGJIiEl8cbrIAL0kjUZDz58/t4CWO2TmBVV41l7v6s6ODz/8UCsrK8bxZwJRLpezu2eodPD+6BcIJ/9OQOYrZgQqkowmGovFLMnAKRPk4AtIqujz4tlnqSqcg++LCAQCymQy2tjYsKCAihrB4byLhAfQAooo9o1z5Z3oocDmQEmCopNKpaaoFugQ4ymRIwIY6BaAVAS42Db6KHwFj+oOe4QOgOLS98eQCXwMNrHT6dg0J5/wXWfxXi+j7WC7SKbpE8CP+J4ufCP3lhQKBeutI1Dt9XqqVCpTFVcukqVigc/iZ4bDoUqlktEGsVvsBX01JDqzNFTv46WrSvo//MM/SJL+8i//UqlU6rV8BTa5VCrp+fPnUzQ7evqY2ijJfACUL96Hr/kEyTdzo3+M1MfeATJA4aHPliAbO4uuQ8Mk+UKGPWUNXeE9sJ/NZtN8oq9mXXdRlaJlgGEh+DT8pW8fQDZ5LvadagegKWAJOuuBM69Po9HIADbOkfdh0AfN5IuLi3ZbO5+Nr/UgPgkQn0+vKlOwAByuAwpca+oUwRMOELSH5juQcWky+guEmECBmxOlSQDvxxhyfwac2WAwaDQE0FFQWEnGNSXg4VI3SuV8FsrKIWO02VgCA8YAJhIJu/AlnU7b/RDzLE+1QSGZGX92dqZSqWRO1gscQefS0pIFqSRH3iESyHuKkzQJ8BYWFqbumEAxafbm3Ql8Op2OBe0EztL0RWY+wSCoh+u8urqqQCBgBh0qyDwLJ05FjYuOCJRwWJwjBhmHJ8mCWn8rMvQ9EGYCbcr5kUjEHAb749EVFJW94MIm9pzpXsglgcDsGE2QSW4Mp4fkxYsXKhQKyufzc1GAMCa8H5Q8DPps0EoSABrpe1zgGHtkjv3yJVd+niCNgNY7IuQYB/Ey6pRPIqQrkMNXKgmKpatmU5BbUFOmqqFz8yz2DfvigxRkn2ZHEloSFPaThj1pwucl8CIYh3qAg5QmyD3JGiVuAgm+jrxjOz1NCRnw5xmNRpVKpSx52djYsEbS0Wiko6MjRaNRra+vz23rPK0NtP3w8NAq2h58og+HPSYYJAkjgUP+PRiC/cJmQVdjOpO3t+wT9tMnYiTTfpITSZ8fuIFD9lQWKq1crCbJguZ5FraO869WqxbMc3cAfGnACJIbqGb9ft8qW+gbQRfL31PF9xCkUwFHfvv9vo005ffgfz1Six0m0Caxw/fgQzjPlZUVVSoVu3eDEfNra2tz7R0yjuxls1nt7u4a/Ql5JvDz6Ho6nbZAGPllYiG0seHw6v4Lzxog+CLAhd6GD8ZeZLNZG197eHhoQTx2gImT9OIA9Hi6Sr1eN7sGMHl6emoXFP/oRz9SNpudW+7wRdVqVaenp4pGo6pWq0aPJmBFb9gnKri+wujptiT16CqAs7fv/A4qk/xbKBSypmP2AZ8LXdXTMbHNgGcrKytTCdqTJ09ssA3UZGLEeewdn4svGA6vegj95Y+DwWRcrd83ZAe7ja1GXwGXkVf+EOuS8AHGe1o/wKePDfFN7L+vBmNz0V/812AwMHsK3X5lZUVHR0d6/PixUqnUzVOnwuGrW2Qph+OIm82mKRHBExuBU8WBeFQOqhXKAQ2HF6akT+CC8ID8np+f22EwMQmkkUpLNBpVOp22gI8gXppkstBHOHhffocaU6/Xtbu7a8b9usvTWKQr3vCvf/1r/eY3v9Hz588t4wQBgvPOpCdKjJIsSVlYWDAOJwvh9vQelBjknf8msGPkmSRzoiCsnlvtkTqycoI+UCMqIfl83qgGnq40z1pcXNTu7q6hachCo9Gw2fE4ycFgYJxpEmOejWSI9ygUCiZnfC8lYBw1znl5ednQ90ajYdStTqejRqOhcDg8lchQaqSMDK8aB80f0DwqbzRYLiwsqFwuq16va21tba4GSZJ238RKkkgwz/cFAgFr3sRRkACQUGHkSBhwBOwvciHJ9NSjMT548dU1gjhfLvfoE8/Is9H3BaqN8RsMBoYoXV5eKp1Oz40sYweCwaAlycg8z9TpdFSr1XRxcWHNpCR0ACK8M5O+EomE8fk9LYJKpUfWcNJ8jb2j6uQTGE/Tm63AeCePrPmqbS6XUzAYVKVSsTNptVrK5/Nz7Z2v8ORyORUKBX366adqNBpWacWxSZqyLZz/5eXVhEMCLpwzgBD745NcgAjGLYOGkkShuyCwBEcEiZ4C5PfU01TZ2263q3K5rKdPn2p1ddWqefiMeXv5vMPn2TxYh+/DBhJoeSqFJKVSKaMlARRh40j4/GVdgDbn5+c2j5/9o9oPRQRElKqHNLmFWJpQFj04dnl5NSgmn88baED1slarWWywvb09N8WWJA25zmazqtVqSqVS2t7enqqs1Go1RaNRC9xXV1cN2CSol2S0W+S22WyqXC4bzdVTAeG1U4X2NhIZXl9f12Aw0LNnz1StVqeSPOIhKF3IEYka+unH8VOl/93vfqd0Oq233nrLmATXWdgKgLZAIGATkzi/rwM9fBXb9xjh80kikWF8D/pEr6inkBHzYbPQaQBCKivIKPbNyzk+HD2v1+v69NNPdXl5qXfffdemh/nK+3UXtNRyuayDgwOdnp7aKFtAFKpdVLOxJfhbQE32MhKJTN1tBiBHss4e+OmVVAlZsxNbeUdvJ3wV3lfo2XviOyqWxMGj0UhPnjzR48eP7YxeScZedVMpNTNpBTQPp4kT9A17bB4vDiqE0USIlpeXTeB8aQ7nwiYsLi7aradsPkLLBpLsEFgyDxujHAqFjMuHI/GC4ysyg8HVdKbf/va3pux//dd//apbZotAj8+s1+s6OTmxy/pAzoLBoI0whAYATxmHQWYPAk6y5KkyZKn0yMDf5Tx8dYdKB5mubwjEWPI1ngNHyO/DQeNwPeJMlUjSXGgVScLq6qr1X0ApQAZwCL7PwTd6ElRDqWCs4+Lion2epzj5fQTVoqoB55dkDkMGUksPTTqdtglfjAWkn8MnuwSM/DzycnJyol//+tcql8taXV299shHAnhQZBrheWacC3pCoMqeh0IhCyo85Ymgjf+frY7wuSCtlLGROQJnPw3Do4u+kuDlVJq+JZ7EfDAYGIq0uLhoDZKgu/MsqqEEWZ1ORy9evNCzZ8+mGg49guorjLwvFRZkhGB6Fl3HoKOD0qR6CBpNIAfggu1ilC7nBiCEXUQXsD3YA4IFENTLy0sVCgXt7e29Nk+ePpPt7W29++67CgaDOjo6MiQd+iABFnLFXjYaDaOh+N4fdN73GCBDUD2pXnL+7Jefbuj54cg9QRvBC9VxEkP6bzgbqtHtdlv37t2zi8F4lnn3jn3A53l9IqjAJ6DTUE3QW88gwG+AmEKnIAkBaEgkEjadqt/vW/LLMAP2HgCJHkr2jADU7zG2lL1ZW1uzSWYMLTg+Pla/37d7DvyAkessbLSkr/goqo0MtKlUKsrn81pcXFQqlbJKGHtCcEeiwLlTYSCgjMfjSqfTdo8UAKFHrwk2qYYjz1SHsAn4KLj+3Aofj8dVKBSmqiHSZCgHSe8vfvELFYvFuQY4IO8k5ozRBwih+ohd4JyROxYVB+IR78/YB2ky8KTb7Vo/DHvI/pB8kmzha/hM/sZmAEYRVFNxxGdIVxOUjo6OtLW1ZdU7bNE8No9qw9nZmZ48eaJKpWLJI1UAzon4gqQDmiLvyTvRD8ReUg0BQKMySN8sCSLVEKhbkqbebTye9NTgk6E4+r4Y/AYUNs61VqsZkIVvAkx4lXWtigaBlEew/QVlcBF9uTuXyxlvGh4dGSeHxddWV1cNrfcBPyUmRtmyeQgS/DM2AYPN5odCIZvnDSrhG4wwzrwfAQRKTDY3b6KB4vX7fbuJl3st2EuQJJAl0CvfkEdvhzRpUgaVotHn8vLSkj2UCaSevcCw4AgwyDwPe08A6rNpHAslTsYuSpNeB6Y5MaIT+ZlnQSvB4IFegoLy/ig4cuJHFrI/PK/nSno6CQgdDoI9I6ih8kCJ3dM3SOpI2kBwoF8hu6A+OCKSH86BxOzs7EydTkf7+/va3NycK9FA5mq1mlqtliX8GAwMP3sSDAYNPUJWQALRM4/EM5UKh4jhxLCDkKP/GDhJlpD5xIJzIUniPQj+kFGP8vOMBM0EQjimeVY8HrfK2MnJiQ4ODlQul6fKzCS5kuzrHmGnkoQBH42uZtKzjyRvPCPBNvKHrAMYIJPspQ84qHJAW6FvjSocZw7dwFP+qIoWCgUbDU51YJ6FLSFgzmQy2traMh3BrhL4ow8kxOwH/QP+e2arY1RwAQ2YgtTv96cCYZ9wYv9IuEkaCAQJBEikAXfi8bhNWuJ5uMcln8+rUChMUUnm3TtQ9/39feu3IFFkQIU0acb11EySEmw0wSOJlQ/2SGwDgaseDOzYycmJJaLIDOdCrwKfyXQuv3+ATdgGZA89X1passoGPuv4+Fi93tUFtvMmudgvEveTkxO9ePFiavqgr3RLMtCSGIXzpsoP/QbkHfABHeRrCwtX0zf93URUE6Xpm5ypsOAb8WG+sozMQtFdWlrS3t6eJRvIKDZlcXFRx8fHc9OT0TGeO5fLqVarWUxCFZrqqCSLZQA7vCx6qg5n4+mxfD9JBuOOASmw5cjCrB2Yjf2kyR1XHpFHv4k7oY7v7OxYMkViNM+0M3wa+8NZhUJXg4XQE2nCHPA9ETwrZ8DneUDPM4EAOfkdtCzgf3lvft7HOcg+YBhgBr4AWjoyDjAtXfmjdDqtUOjq0sp+v6/PP/9cq6urr1z5fuXoD6VAEGKxmN1ejJCgWGw4aDSChoPhUEHwyEAx0peXlzYaEmMGd56xqUxzkSZBt0cQPW0CxIUpMBwoARiLRl+PCmEModvMs3iedrttF7LFYjHl83m7Wh46E+Vfmsek6RumeR/PVUdwMYDsLz+DcPlKB+iUR/tRXqhtlNChIkiactrIAfvqL8ciKOf5X2fRjAiffGNjw1BeFBwlQk48WsEEDT+QgIDGc2tJ9LhTBNQBWe/3+9YgzlnQB+HHKHuHj3Em4IRGhVyx9yCryKafhpbJZK69Z6Bd1WpVJycn9t7cNM85Q4+Ci+lHRrNPyBhBNvLkn5fEJBqNGnDgERt0iGTDc3QBBPg9oPXoAnI5Go1sTKavkEiTUdsEl3zuPItg7/T0VIeHhzo6OrJkE90gyZAmeiBdBRWAAgRXkuwuHh9Y8Nyge+fn51M8ZhISH3zx355O6pNG0CuqeVSJCdJxtpxbu922xHw8HhsVkIkj113IwWh0NXqYz4tEIlbZJDEikCFJIKn0PQUeRPAVI34P3HHsGtQn/xl8bXFx0ewSdCnQfl+dxBGzrzw/KCB2jbsfkEnOZd7eIAKDUqmk4+PjqQTBJ6fYKsAPfi/3qHgWAIAQPWPoKIlGKpXSaDQylsLGxoaN5/bJna8+YR/wKVSOaBoGhfZ7FwxOLtllPLAHKEmY5wn4pEniVa/X9Zvf/Mbu+PKTdOhJvLi40MrKil1qCA3bB7KFQsHeCR9C8DcajZRMJm30eigUsr2lj4xnIoYhUFteXtbW1pba7bZVc6Bd4cexM+gn+pzP57W2tqZms2kTj2jwXV1d1U9+8pO59s4DiKenp2Z7+TfsNcAm4B36gD30QAxn7oFffDBxFXEMySCy4AFFD0AxCc1Tb6UJGElTtqdSe7YLfZfYGw/UzqOzyAsT6NiTYrEo6Sr+osJAJdcPTcKGkbwTY/tYmviYd+JuESpP7Ce2gcv9sJtUJqh+ksBR2fBVVOwKQB4xBPIMWHRxcaHPPvtMmUzm5qlTXB7EeDqyKxAE6SogJKtE4JirTabe6/Wsn0OSlWwjkYjN315aWrJRjBhLysDpdFrxeNzuCEAIyZgvLi5sUhXPAdKJsaM0RwDLbaa+1MpIVGg1b7zxxlwBnzSh4dRqNR0fH+vk5MRGTmazWYVCIRUKhakbV/2lch7xpUkHpI2gBgEiaEZYcOYYdShrOFM4gQSINIGDUEB/4cwxiF7x4fwSYIJyEDwQdM+zms2mBXsEBqCwPBvPRRAGLx6543tTqZQ5DJrgFxau5uaPx2NrvKeZi6C10+lYr0+j0dCzZ88kTS4MwoCkUimtrKzYxAj+G5nKZrMaDK76i5iJXiwWTdnhSg+HQ+P/7+zs2Ozv6yym9fiAGGNC8g7liSTI0w181QUkFGM++3kEliSm/twJHDCkPvmFhwoCilPi+z21kYAFnaaSynMmEgmlUilDmtPp9NyXf1FR9Amnp/CAXKMTjBjEYaCPXlegqXhqqXcQvtmRpM6j7lQY2HMaTnEsvk+DNdvwB/2VM2C6zdbWlu7evWvPBkVwnsX5QRElyPXImSSTQQIXT9PwSShBBEEDjo3kzo/dBmUlwQDJQ068rBLEA0KRIJC44twJkDxSiM1kBPVgcNU7xD0N8y7enwAK2+R1yv/xzxkIBMym8I5+qlYymTQ9Y+JPKBQyQBCEt1Qq2R4wrhX9p0LOXvmLFD1YQlLCYJBUKmVgBLzz8XisZ8+eqVar2R5GIpG5egykK3krFov67LPP9Pvf/16NRsPe3fdZ0ZvHXkmye5dyudwUt533oXcFWSJIpKrA5MxsNmvTCokdisWiySkBXj6f1/379zUcDvXll19O0cUJSkn0qa4BYGxtbSkajapSqWh5eVn1el2ffPKJ3n33Xb377rtz7R2ADfHawsLCVFUDn45sSVfUHQYUACbw/CTx/AyfT1DN1wHkoGxJE9quZzJQtfR6TjWT+A+Z43nxZSTcBOn0W9Lj6e3wdRdsCJIN+jRho2DziEGohBN3EAN7GyjJfAWJvjRh3dBzxl74wTdUerFtxEa+osNe8XuwtZwfbBfOYDweW0wdCoVUq9UUDF4NaDo5Obn5ika5XDYkYDgc6smTJ8b5omoBr3Zpack2EUNNKYaMk4PF+HtkhpFwBI4etQuFJuNbLy8vdXp6qmQyqYuLC9Xr9Sm0xvd4UBYEmVxYuBo7mc1mdXJyYtUNgnlKo2zs2dmZjo6OXnW7ppbnryeTSZXLZSttb21t2a2i/M1FgwQ4vAPOlufDcIGceoeA8CJ4XjhJUqCc0FSPcEFDIxv2KKEXWgJxKDWguNlsVnfv3rUZ+vSgzLNqtZq63a5WV1fVbDa1v79ve4dywmtl8hklQB8wIaM+kIXKBPJCcgoqDCrHGZI4IHfh8NVI20ajYfQNypqeooajQR8SiYSy2ayq1erUJCierdPpqNlsKpFI6Pnz53ZD+HUWxo5qBZU7ZIiqGgECMubRDU/f8dxTj46TpJAk+EBptnQMgoScYSihOxHM4cT5fGly8RA6jBzye5BXdI3JafMsnCnTc6LRqE3dIoCgUsVlUASJ/H5PTwMZ8vvLPmCvQElJkgeDyU3Bfk9J2ElaCPw83ZHnp9zuUUK+DkqJs8SuSprq6ZpnkXCSgIE2U0UBCfTVq+FwaDd6EyjjW6jWAgjA1SbQxXnijzydl6lAkqZ0H3knmCR45PM9Ggi1y9OCsHXoEGecTqfnruB69BIwiedFH3gP5N3bVXwWP4NeQ9vk2X0vB4kbFe3Ly6tLKQnE2X8fPPoADvuPX6KBnaZlQDsSz0ajMeVToSYhB/MOXGm32wbOQMGmjxF6SaPRMFvvq56ACdh3gk/eC8ohPhKfDDBE4irJUGZklLu5qG5zLul0Wm+88YYk6aOPPrKEl2CVhHBxcdFAMwZcxGIxpdNpAwjr9brW19fnruAiO8gZPpH392g3/Y0rKytm+6UJqIGOzQbNPDd+Ajo2eupZGb5C6wEq36eFLqADJBkAU5wzPpjgGary06dPzb7zfddd0H/9/SeAEEw/BIgncSJW9YwR9or+KfwpQCGJCn7SV2Txz55h4IEW9og4HL/I9/A5fpIo30+iREzvfS70bvzfP7euRZ3KZDIKhyeX6tFYy4v6AIDyOEYKfilOh8RCkpV/fMYGggCvmZugoU3xmfAsyXADgYBN7OHzuMxqbW3NbhbHIVUqFUlXjcoLCwt20ykOiib2Xq+nw8PDV92uqYUDgZ9Jn0iz2VS1WjUUncZkAhBJ5hykScIC8kgygXIRBOFAQOa94ZQ05bRAe1ACHAk3lGJ4MApQHTA2BNeglv1+X4VCQZFIRF9++aV2dnamuMXXXQsLC8rn8wqFQlP3LjSbTVOsaDRqcodBI0D0VDSqRBhDeOCU88fjyc31fH42m7XxxMFg0G4Vp8+HhCQUClk/D9zei4sLxeNx5XI5a1ZlcgvOlgldkqYuiiLh6fV6Ojg4mEvmpEnjnkdmCXhJcHwDP47A9yp5VAhZwRDN8r8xVDgFkGT2yvNDvVNCxjhDKh04c4JUZNtTBkFuQV+ops3bowEIEQwGrbKHTLAILtA9ztADJzivy8vLqeDTJ5UeuSOAGY/HFtx4g+8Bl1mOMs4c+4ETZLoQwbKnNoRCV0Mn0um0ut2uSqWSUqmU6fg8KxqNmu1sNps6PT21d/bJlkctkQ8cGkEN9gS5lDSl455OKk2ooiDWnoc8S71iX6GNEBhKkyQdWfDJNF/nOeBJ873IxjwLnj2Nscg7egFYxP6RDPH7Q6GQBYDos5c13o8paDwrF5+Nx2P73Xz2y2gdUFU9aoys0+eTSCSUyWRMdyVZsMJnZTIZozaB8nLO113lclmNRkMffPCBwuGwfvGLX+j3v//9VxIxfhesCoC4bDZrVX0fJGP3qHLE43GzBTAD2CPABqrIxDTEJlQAkOdsNqt79+7p4uJCz549s0SaCn25XDa7uLa2prW1NXW7XRuJD0Mjn8+rVCqpWq3OBUrh4/EP7XbbkmdpcrVBPB63io7v8SGh9IMBsE/IBskRFEf2l9+JTmO7Pb0JvZ0FcajyoCssQABf0ZVkgBGVOmjr2KLrLmx1p9MxyhmxGbYFP+L3ejgcWjWZvSPJh9HQaDQsGSPY9/2NxLDYu16vNwVU4Xf5ec6DrxNfoLd+CAZyC+DnATYGAMwmdv/ceuVEgw9/8eKFzs7OzOjiEBBEH9hgxCgt8eAYchw1wsiLg6gxZ5sN9JxneGz5fF7VatU4ktJktjjGk6CTCkEoFLIqRq1WM4NJVhcKTZotCfSXlpaUy+VedbumFoeJIygUCoZ0nJ+fq1gsqlKp2FheDLk0jWDyNZBlj/74RnFp4iz9WXBOnudNIojjJgDBaHJDMYay2+1OjXHkjhIa5kHvaUbl8+ZdlASfPn2qs7MzCyZ4HwJRjBVG3DfTE1T7S7wI6jwqAx+RHgooSyCXOCD6a2q1mpV0eUd+D2cH3YZks1wum1NASTk3kmwMCnz9eUaNgo7VarUp+hoyhLHxFZtZegoVMCoVHn3yfzBofAYyJckMMXoFAsj7ofM4BRAT0FGeA2fikxJK7p6yRhP95eXlXJQzSTaoAdnggieP+pBQkQBQ8eAWXX/TPM7FV4P8OWEb0XsqjNyZ4KtM6CyOmECSs0GG/NAGEjYSRJI4FudcLBaNxzxvBdKj8ThUAhM/NMGDIZIsUEHX0BdPV2J/fMVtlm6Eo/e2j8AWFJok0XORfQIHNQjwxe+FR1rZV5wvDcXz7l2r1bK+oIuLC0ts0SGqU+yDB/IAUEhYsSlUR2OxmPVhed78cDi0UaucD/x5KKcEfj6hAfjhd/E1Kk3pdFrBYNDAF95jPB5brwaAI2dK4DrPSiQSevTokba2ttRsNo1i7WWDKUftdtsSLYLZdrutw8NDra6umgw1Gg2LM/B1gUDAQEGmxfk7Jvh6u91WsVg00M4DfgSIIPj+ckpsFv/vAYt+v69isajj42MdHh5aY/O/+Tf/Rg8ePHhlvvzsAiSiAR27Q5UfOhD+iD2DncJ7kJxAsSWR4+cIpqlCQOuWZFckcPkjsR4+Ev8A2Od7L/3AB2wb78PnEyh/8cUXGgwGunPnjlUo513Evug8dssnaOikNA36eRon/8/78j5UbwAGiPvoZ8Jus6+SzG/QYA8Q6GNsX72Vpkep43exOcTd7XZblUrFQH+YCK9q61450SCrOTo6MtqIb94mwMPRscm89MLCgt2Z4QNvHBOK7xt0oJlAEfKoHg4kl8tZQIICg5KwcWweFYPxeKzPP/9cpVLJEGyckEdLOdhsNqt33nlH3//+9191u6YWict4PNbKyopWV1ctCPj888+/cjEODhRh8JQSFBzh9YEHPF2Uk5FklBbZa4+ustf8Lk/J8orB78K48G842X6/r3K5rFarpf/0n/6T/uzP/kzFYlEPHz40NGLeNRqNzLhiRDxVhZKoN+YoGr0SGBxPT6DM75NcjCA0jtnRb+z/2traVFAsTRAa78ShDYJWPX36VCcnJ4ZWoPgYawxTIHB1+/C3vvUt/fCHP7z2nhFcwYUnwOfcfE+B56UjK55egjFHDjzlxSP7BL1+EABBG9Q2kG1JX0GsMHbShOKFs/AVS5wXv5NGVxwHnzUvlYD3o1JH4ya2hCoB6J0ko0bQLEcQBorK+fpKDwEjQV6v17NyuUft2Gs+DwSMPfLO1OsveoJTIOhin0AEQ6GrfjUS+c3NzbkvTpMm3F9AIChUUAn4vdL0yGLOGsSRc8RuIZuAB1BM2DucvNdHzyuHJoWd5+zYf58Q+eodUw+9HSSx8AkdQNq81Kl8Pq+DgwN9+umnqlarU/bNB3pUnpELbDqA2Hg8uQwRG0VlhKAEGYMaxLuSqPC+fCb9PVQsuIwRsMBTaJn+dXR0pMFgYMNCkMdQKGR3N/mAchb9vc7a2toy2857jEZXfUj4hWq1asAi0y2h9tEs7qk+IMv9ft9uUvfJhEfMsRfj8VUDOEEwNO/FxcUpmi33VcRiMa2vr6vX65n+SdLJyYkNO0Ge8CuNRkOnp6c2GYu4a96xyjwH+lOpVKzygvxIsqlxPpiXNNVL4BuuiWEAKdF1ZHY0mvQRIdvQevj5UGjSj+cr4MQs9ERhH9B//hB7INOwBkiQfJA9z+JniUcAWEgSiVPxVeiDB0qkyYAM3g3gmwljkqZ6cqkyEVcgh+1224Zu4I89Y4FExdtJnp3nr9frpodQ4peXl41NQx/vYDDQp59++kr7dK1EA/oU9A+PfmNweRmoF6D2ZLmUbDBkbIZPTqhAIHQEtBcXF/Z1foYgnWCckq8kEyYODypWrVYzpZdkAkFggpEaj6+aTN966y198MEH2traetXtmlpkfRzw4uKidnZ2VCwWjTMH7Qx0lAABoSLxkiaBLUGG72chcycQwomTzM1ytfnd0IxwCNLkJt7l5WVDaThTH3B5hz0YDPTrX/9azWZTGxsbKhaL2tnZmZtOgGKk02mVSiVTLPaF8+bzQUZBAkiO2CPvyDzdh+ABY0eATBO/ryAFg0GVSiW72AnZJYACXeAzqNCBpnk6jqcseTQvn8/ru9/9rn70ox9pb29vrn0jEAGpwgjCffe/D9SDAA8j7RFB5I6f4/NwPvwMwIMfbAByyfeBHGMvcAagwjh6SVOJiTRpDJc0lVwi41D6XgetIqAHqfLl/Gg0agMJPILtqzUkGFRiPBURrmwkMrnNlqQFZA7HxPt5+hn7yvv6QNoDPiRx/Duf8zI0C90+OTlRv9/XvXv35t473ouqkgcnoCtKmhq5iNMFScYGUp2UJskcoAIyzs/zuaDGgE0edcOeYdukCTWERNvLu6/iYWv43el02vaTakG32517CAGXQNLHgGxAS/WBMXYD/wgAB7WHqTQEqjRkk+T6yq40GTLgk7R+v29yz6AMKiPQ8LhLq9FoWADnb0dOJBJTCSCBzO7urtGqAoHA1CS0eZZPSjlLfhfvRd9JIpFQpVKZ+j7vP31vwmg00tnZmZrNppLJpHK5nNl3bxuRWw+i8lzJZNKohNCGMpnMFNWFaruvzuNbOWMunISuLl3ZRvztX/zFX8xFnQLQYDgNz0kcRIJKHIJcoJf9/uTuEW9rpMnN1clkcqoKQSAOUORpOx689lS04XBog1SIz5AXqineHnu6ke+ricViNtIYeZknPuGZpcmlvgBJ2BQP9mGzpUnTu28xIAYFjKP6i47O0pyognu6H3vvKchUP4l/vI8FJMEvedBekvl0YlNkllj6VW3dtS7skzRlDODHk+kiGGwMisz38TWMGZNWPDKMc/DOlWANri1NPCgh/DPf8Mvn8NlMjoCaxUVEGBqybF82j0ajKhQK2t7efi20hcNihCCjJGkqZQ9TqdTU+DMCB4IGsnqcDIvKkTRpwGWCF9m1Dxzhb3sjhhP3NAIElTIv54IQs88Ir6fRhMNhux3bO+zrLoyBNCk9Epz6JAvEz9NyeD9QFE+vmKU48Hy+SRXZJKuHDw1CTOWMQACl9pUDJhcFAoGpMb0Exr6ZDrQ5Fotpa2tLjx49UqFQmGuSjUcmScQwYAQmyDz7g5FE9qVJBQi9QEfYI/4b+eGsQUrZR48YYTDZR9BUKhu+isHnEVDzLCSayCMz3ZmYksvl5m4spXqCIw2HJxfCIX80axIoeNohyBlca2TVU/c8ok6CL8mmWBGEe7tKYANwg9x7pBjn4W0viBpfJ4ikcsXPjEYjc27zrkAgYMHSycmJNUhiy7it/mVcbqrN7DEODv+CDI1GI7u3xdskTzfFaXq6LWfpb8ZGNn1VxVdxeQ7OjUtmmUIH4s9eY5vmWTSNrq+vT9lxKrPQRNkzAmHOH5kAIOOZsNOefkiVkgBfkvUmQj2EBkWfGsBXJHJ1d8jq6qr1RjABiQqA99+g44Ar6Ph4PDbKl2/6n2dxhtjWdDqttbU1q1xg+2nWR2exjeyTD/CRP/jywWDQ+hTwf97eYTe8HRgMBnau9MIQsNN/iqwCijJ1s9lsmq/Fb6TTaeuhoKLxySefqNvtamtrS2+//fa19w4ZX15e1oMHDzQajfTFF19YJS8ajX6FIuTpSkw47Pf7VhViCAksjlAoZLSsWq2mUqk0RQWEludtk49dkFniI2niR5BJT6vns/FX6Onm5qbS6bS2t7eN1uz1/br7RqWWJJD+HV9d9gmpT0D5Ay0R4BSZYMgNv8v3Q/sEic8H+GTPsFfYOewjMQE6QyLnK2gwg3jHbrdrMTAU+YWFhVeexPrKiQaBLQ8Hvw5UDQdD5YPmLnonENhZVBTD7HmCIC5sGspP2RYKBoYQBJuSHgZfmnTcIwRs+mz2xvg5jAVOLBwO22f7MuJ1F/QfHGSlUlGr1TKk06O3GGaQTl/54b1ReDJ0hGVhYcH6PzwnnHdfWFgwKsNsDwufSyDugx4/JpL9xQGTVWOIlpaWdO/ePf30pz/V3t6eycw8iwAFZaKUSPDpR3aCzPgGRhTFO2ZfRQMZwHByxh59XlhYsLGFJLS+SRNakOfIQk1g76EgwbXGwPlGMPoN+H0EmujCdRfVw0ajYQaORNJXEH0Z1VNNfE+ATzBmKyE4d08lQL9IyNgPfgYHw9ny/9Lkoj8CB2kCWniEmUSTIJrflUwmjfo2z/KVWi9HHpTwifdswkDQgYz5ZkX2kwQCe8Q4S+biS5Oqhudp+7NgAeT4hMQDOgRNOB+P/JOc89zY8XnpPzwfZ0KVsFwu2/sid+Px2C7LlDSV3BKkQoskGMTX8H7oqR9a0Wg0LGkgQYVihYx4ylEgMLmYzlfi2FvOzNPkqIpIsiCR5/Lo4nUWdz9gX5AtT1klucduYYdDoZBRnHyA5WnA7C2yix8nCMEPURUkocK+kqCxh9Bd0um09W1GIhGrYI7HY7OT2IB6va6NjQ3bN5Ju7rgg4b7uAvkl+PJUMHwHsihNLpclfuCs0TdAoHw+bzJN8zrjedl/b0O9X8GnkCR42ioTpQieCXobjYYldeydt7HIBd8Du6Pb7erjjz/W3/zN38y1d9hg/BwsBklT9CRPXedrVEPxwVCaqLDxbtJkGhU6zt7xnr5P4fJyctGcT+awH4Ao6AO/nwXQjM/O5/PWu8MUVSZVenv6qov94CJFwGz2DKCJ5ybZZ4/wz9gnwCjATc/ewL57ijKAgzRN4fLFAPSAc/bJNEky5wlozBnh87AL2Nlut6vd3V0bbvQq65W9yWAwsNGrvCTj1qRJ+Q1HDzLmmxYJ8Hk5kAFetFQqGXVlNqj3CBMGwc+2JvOHb+hv08UogLaDVM4iq5LsvWho7nQ6Ojs70+Hh4dzNpfzuYrGo58+fq9Pp6Pj42J4BR18ulyVNo9HSxBB458cYPZwlBgdHwWVdGHOqHpTN/NQRX/bnrMiGSdT4bPbIUy84P1DKb3/72/rpT3+qb3/728ZpnRep6navLp2Da4vSUT4FKYrFYspms1aaBX1DxpA7jBgJzGAw0OnpqZaXl6caUnk3DCIBhyT7HcgdsgYKJU2X1aleEUD7KgKfG4vF7HZZkLSTkxMdHR3NxZcngMW4+KoGe0BJfHl52eSEwIaAmufn3L0sYOA9VcUbeihH0iSo6Ha7FqR5TjyOxMsnwQ97iTPibPiDw/BoOcHuPIspY9gOkkOPePMcBGH+4k9JtqeeXoCMeDoTZ8U7U9GSJqPBCWT5urdrnqKK3JD44/AJODlXn0xiU3DYkizInGd5CkAikZga1c0e+eo2MoS+Eigiq3wNX0Kw66ku2EYoH74vYXFx0aYlDodDq0IR4PqmS4+C+jMGWOF7uXPi9PTU+owIanjeeValUrHL8hhAwEVfS0tLNiCFkbCs8fjq1m5AC6/vAH3QejxCin7hq0GWmayH7e50Osrn84rH47Zv2F4C5mj0atwz90Zw4R+JHoFhJpOxCv5oNLK+Bi+j8yxsO0mZ90kE7wR2g8HAeiSkKxqTt++AgPRXZLNZ8z0AXdhwX5kBJEylUqbHBG4kvb7SvrCwYLRaKgL4DOhq9LeyRwR7vm8Dlsc8FFtpcqElwM329rZV3z07gXgLm+erHOint8uwMXzyDvhD4kwls9frmawS3KKD0G99ZZzmcvaS5yfYjsfjRo3H/3O+xF+7u7va3t6eql5fZxGTcl/K8fGx9ahI0vPnz81nkShAoaOPBZqvB4ewP9BMSZDxp9CVsP18D9UkH3swSQ2AhooF/rrX61lzPfqDrLLXTOsi5qGv6Bu5GVy6mp1bLpfV6XQskwuHw3rx4oVlbysrK2Zk4B7itFAST7kgk4bzxdQBJmXQeOYRRlAY5mR7ihT8VBAUMjsE3nPgOFCySRAv3z+CAGYymbkoLH4NBgM9efJEn376qX0WpTYCEMZLEjDN0ro8MifJqh8oLcJEpUG6agr3DY7SBFX2iQLIFn9wWBgJ9mpWscmwo9GodnZ29K1vfUu7u7tmTEAe5lmj0RVHFu748vKyMpmM4vG4jo6OLOtfWVmx0l+9Xjejzzv4KhlOgoS0Xq8rn88rFovZfSb+5nkQCIIYf9syaCyXVTJDm5/1xpDE1ScmvjfBT+YAYU0kEnMFzJRa0Q/vmAhsOZfxePyVJn8MFoGCR41AidARj9L76oxHqKGZYZz5WZ/IeVmTJmVmgv1er2d75BvZkTECps3NTZPNeRZJDWdLRdMniyCvgUDAghY/jhtd4fz4g63xQZGvwpJIewqgD8Ylma0jIGfPQQBBE73NJHnyVBE/KYmLVTOZjNbX1+cGVTjTpaUl7e3t6fz8XPv7+6rX61/p5cIHUFkF3eS9X+YnQFwBtth3aQJ6YOOgb/ix3YlEYqpKTr8UznpWLklQQF2R0/39fbt0dTweK5PJKJvNvlYF0le3u92rC0BzuZzpJgg37+Ztsj/PcDhsF5ISFAJekRRTKSL5Ap2lko+cs/AV0uQOF/pJ8Mee582ZwkOPx+M2wchTXEajkSqVik212dnZmWvvpMnAGvQUxgPJEkg9+0bgLMmej4WND4WuhsEEAgEbS889WJIMgQeIwOZhF2hq9skUP3d5ealKpaJSqWQBKZUdKpzlctnOWJoANp6+vLW1pX/xL/6F3ctx3YUuYJ8Cgaux7h7I5N8Zv8q7YpuoAlPhAbDzgI+vyrBH6BQVTElTPZV8DrENtt6zGXgH9pd73PznQmE7PT3V8fGx3nvvPRsDy7Nfd3nqMbTDUChklMpMJmNgHt+ztLSkZrP5lUulPasF8I0eMJIUkhimn1FpI1b0fZCzjA5iDOwH/t/TLTknKG+eek5likJCLpdToVB45QEE12oG91Qe0IjFxasbvAkECfxwlCgr6K2f8+2DfbIlRrz60iwC1+/3bWoABm22tI5x8Sgyz4JgI3goBf+Go+p0OlZdgG9NyWueRcADwkYpFcXh/UiCeBYMtkfAGc1HIJjP5y0wIlCk8dg39GHsSFRw3OPxVWMP+8DPsCdUonwJj+SGnhdK4/F43IwkCSOfNS+6jJGBIwvKxxz04+Nja0YjYIW2wfuhKMillwlksFKpWCKKIVtZWbFSJogsSBxVMI/cpFIpC3yQV4yHpxWhCzh+jAhVPSa3cDvrPM2lPmlBn3g3f/kc503SQ5CGE/NJLZ/l6QK8vw/wpMnEC4wx++05417mer2eNc1hDD3v3qNVoC5eNtk3qEetVmvuYNnT55ggJclQZRpg0QPfD+Ev9yJgJLjnDDy1yleQQNrg+BIUvUyH2XNkBx6t7zvCyZGEgeqx7zxfvV63oRqpVErxeHzuioa3/YVCQf1+337/aDSy3gjsDgEpgQQDRZBPPosAjOCYIIi9lSZBH46WyhmgiE9O0E3OyVMc0F1vKwmmoYNUq1VVq1Vtb2+rXq+r2WxqbW1NoVBo7lvVHz16pGq1avuUzWatz+3y8uruB9BvAmT693wwG41GlUwmrf+i1WrZ2GeSJqqP0KDYv1gsplqtNkWJIRnmXDi358+f24VdgFWetrSysqJMJqNMJmMBH//uk5rxeGx3rswLDnjQgUow+oAPAokl6KR/jgTbMwcI3LioEUYHvgP7jd+DUYAMS1IqlVIqlZqqRnhqab1eN+AW/9BoNHRxcaGdnR2jq0EfgluPXgSDV/dofOc739H9+/fnvvsGm+wTVnwZMRh+LBAI2CALX5X3dFtpMgAHkIiAngSBYNn3/nDXmZ+S5Bvovf+ZBZmQKR+Ac4caOk0P2MLCgt1p4imn1134n+XlZe3u7qrT6ejFixfGasD+UgVEThiqMDsOF7s1W+mFykrS7gEiZJuEg54nAHMP1lEVB8zjTIlBsQlf1y9F3JlOp1UoFLS6uvrKfuKVI2cm+EQiEbvzgR4MNoPgjsOTZLfO+n4CaDkoLcaTRAHOpuecIrAEFNIE8fT8Ul/WxIh6LqA0Qb5QXmnSqc9/4wAzmYw56HlReQKk+/fvq9/va39/38YXsgfM7ifgQnlxDhgiSVMzqklKfGZNgx4LhB7DFYlEbL8DgYCN4vSogiTr5ZCuHD0ILc7bT4uAwhYOh7W2tqZEImFOjWB0ngWFIBwOWzAUjV7dZgxieX5+bkgGnOFsNms/B4WEpmHQI3pPkE1vBAkoSHKYeOWRAoIqAkscKZ+DzHkOqJchPoN982MRV1ZWVC6Xv0JHetVFr0w0GjUDjXHG8GFcfXUCufNUK8+N9Z/P95N4eMqLNAEnZpNNX9XwFyh6w0m1iAAUJ+4rjfx8r9ez4OjOnTtTTdjzLJ6Td8Z5gTT5wNknl94ugeqxvwSzGHffN+CTL3SYYISggt6d2aqmTxglWfmcfaXJkADeJzjd7tXdGc1m05yjT4jmWZ4jHAxeXUpWqVSUzWatWZGkn2AZ54r8sLeegw1IQ4UQW0XgJU0QU86LzwTsmqXD8f1Qevk3zsk7a2wFn8de4/zh/L9OJe3y8moqF5d5tlotJRIJs1ck/r6PhwSKfyfx9LRHX+mGgkrlJRwO2z0P2PSlpSWTGV81Qs/9UAtsHyANYBOILdOqAoGAjc2EJuj7bbzdmHdhf9vttsrlslWrqOowbSgYDNo7+OouZ7e4uKj19XXTu3g8bjdiJ5NJ5fN560EhcGw2m6rVaqazJMNcVov8cUkvI2q5q4NKM2fmg3xsHfZhaWlJ+XxeqVRKH3zwgX70ox/NnWRIE0qsn8oI0MaYeHwkCTc2xJ+b1x9iPCq4TK1E74jB8LOSrH+VhAqbxp7gJ/h9nFswGLT+XQJofBjfj17E43FtbW1pe3tbW1tbRnF9HdmDEgjAihxBPQuFQnZ3DKwR7I23Zfg/5IfkFPYFMZxP7PCF9XrdYjBJtrezFbWFhQUDQvHnJOS+N5FrJaTJXW4UCQqFgjY3Nw34eZX1yhEMU1Ty+bxOTk704sULnZ+fWwYKhy8SuRqBSyDIpCUE1xs7EoPxeKxsNmtoEAExWS/C6/sKfJUARBZjwiVqZLOgM2RuvjyOktOEJ8kMYaFQ0N27d/Xo0SNtb2/Prcw4vs3NTUMfP/zwQ5sqgNBhfH1gR7kLhfLVmIWFBeM/+3dh9CZIFHQjHDXBCY7RB4A+IeB7eS6cB5+JMTg9PTUe73e/+129+eabZiwwxvMmGlSTCoWCyuWy9vf3dX5+btOYkLNgMKhcLqdMJqNIJGK0IeSu2+2qXC7buZMY5HI547STSIEk4+Bny7M4++FwaAkVSbckS2ZwxAxGYK85J35HJBIxulUgcHX/wJ07d/Tuu+9qbW1tbspeLBYzZ0EDo5+yg4Ph7HHUBOkk8MicL9WCRpGsUnny1TCct6+UgBBCPcIJ+CqJpCnqoKewEFBR7u10OqpUKhoOh8pmsyoUCtZj5Sss112BQMD48ZwjwAXnCyoajUbtGfidXm9BrgioQNt94uIrZuyBR52gVYBmsb+SLOAmoCT4AwnzSC3IFhSTs7MzVSoVSdLa2po2NzeVSqXm1lfsMnLje94IMjyFxPfp+D4qaVLFIkDw5+mbQ5FZ7JenbvD+7CnBEfYVeSYgBaFNJpNT3H0qWx593dra0tramgqFgk1k8dXh6y4AkqdPn0qSUZHwD8gKgdlshcpTTiQZOwAfAUDDOXAZIfYFO428Qy3FF4dCITsjvoczxB/5OzcAohh+IU0onVAwYB0sLy8rn8/PLXcEa+xPpVLR8+fPbbrk8vKyjo6OJEkPHz5UNpvVxsaGBcRU3gDiiE/i8bjW1tYsCCRBoOG93W7bCF2AVHw5iajv1eIcqSbye9hHUH0ATirnxAmRyNUI2sePH+tHP/qR/uIv/sLo1vPaO/++BOSZTEZbW1s6OjoyXZ4FrmarC+gjNntlZcVsUa1WMzmgL8hXIXw8Ik0uVyRgp4fFo/2JRMKSPyZ2ci5UJLGh9P4So+zt7Rk4TgXzuotEYTS6mnL23nvvaXd3V8ViUaenp3YRMxRNf/knLAUPmPhKg6/m8v2A8CQnw+HQEmYAaZgw2FhsxWylCRsI+Aqww/dxtthIfE0ikVAsFjOq4av23r5yosGFOM+ePbOyFDSdVCpllY3RaGTzdhFgqAwoNcYYA0WmNtu1z5hErjoHRcCpECDSZEQDIhNUfKIBggjC7Tl/OF9JFhy8+eabeuutt/S9731Pu7u7hljNs0DISMjW1taUSqUsQULpms2mORNQJRy3D0p8QoIBQ2F8cAw3mQQBJ4IT8E4aA0BSRhWAoAil9o2qBK9Q6AqFgt555x0VCoUpGsS8pUlJ1uD24sULjcdXN5WDkMDZpkqQTCbtRlroDowIbLVaajabU1UsEi+oCLwz42r5GsgYckf5GPqgVzx0AoPhEzVQepSYfYTfOR6P9cYbb+jtt9/Wj370I929e9cM2XUXwwD43bwzQao3ZJ5mRR8JxpckSZqgo7y7NBkFSwLG94RCkwlRvlLJ7wZN5awwkuFw2IIPHzzjzKTJQAjvHFZWVnT//n3du3fPbi59HRoGco+OrqysWBMryCVOAioOiTXVQt4bPSLI9uglDsEnsOgWVTb0GZmBuoCjw8kQYHvKFOM9fRDCXpNYoge5XE5bW1sWVM6zsMskT9hr3o9KNjpLIsE+IBPS5H4jT3GlwsD384ckTprIhzSpvIHmedoUTtQHaZ56BE1zOByaDFA53djY0MOHD/XgwQPt7u4aV9kDN9ddJHgk8TSO0gvJ8/rkwoNRnn4M2EJAe3JyYp/LpCWqXiDA+BjpKpFj4AhyCHqKTnJWyBH2DToXY3lpII3FYqpUKlNJOtN/tra27EK8eRY+HLsPPZT7HaBdt9ttu6ncV+yRk2QyaRcLY188/QXbT6WdKVycPUEb8RCgBHKBTcC+Inc+yIdK7XsjfXPu3t6e/u2//bd67733rL/GB4nXXfg0bLE/Y2IwdBc0HPAEvSZoxW5LmtJb/Ar0MBJZP+xillGCvBNcc86SLNabvQEe2+2rxIDPiURCm5ubunPnjpaWloyhIGmuvfM0Vip6KysrBnjiP1kAcVwui6zgO7BL0LEAlPGd/C72AH3DlsFCIE6mpYAYz4PYvC+yxfKABo36fuASvghQ9FX37ZW1mtn+7XbbZiAT8CFkZPE4WwwlD0WZkG56smQyT6449w1/OCWoLyCE8JY5cM8T54BpSud72EgCaoIkhDkYvJre8NZbb+mv/uqv9PjxY21ubk41Fs2zcAy+DCZd0YLg2jGxCcfKgWLwURwqCxgCkBZf0UDooe+AHntON4rmpy0grPw8wQ2VHH9rMTzuhYUF+9qDBw/04MEDa6rGuc9m59dZi4uL2tvbU7fbtQCPhIk+FKgLyB0N9rxbtVrVYDAwhJrAgaoEt8XyzlQ8UDqqbBhdvgcD7ekY/X7fOPwgE3CfPb8XZAjZSKVSevz4sX72s5/pzTff1Obm5hTl6bqL581kMoZ4YGwwTDzLLIKC/KFTPhEFjRoMBobmwxsFTSFY8XvjnYAvq4NiYWB9CRl5RjaheWB4MfSFQkGFQkFvvfWWNjY2jPo2b9CC8wwGr24rZjKJn+wkTZynL1eDUuLgvE7ymRjwcDg8NXUHR+vL4gQnfg99IufRMNAqkDMvO5wzYMtwOLRqAyAFIEg+n5/70jkWoNPFxYVqtZoFKaC06ICnsHoqn6fNkZwid+wJ78C5YMuRfXwG9CLfq+Gpp36/kV2oISSs+DbswsLCwlQ1I5lMqlarza2v0nR1h2CL3jSGKUiT0az4MpBimAPoBlTMWq2m09NTk0F0G5tH1cL7BxJlAC/ovFRX2MuX7V+/31exWDQ5oEl+9l4ZKNiJREKrq6tGsZp3ISt37tzR+++/r7/7u7+zqT7c4cAkJ56TIJlG21wuZ30V9Xp9CgQ9ODiw3g+ATWhi4/FYtVrNbKqnYmHLCHaxo1D52HcQaOIA+kc89SUSiWhvb0/vvPOOVYRex9axPHDEnVywAogH8JfECNgbbA//BpDs5QWbTuDKO11cXFjChiyhs/y/79kgDmOPvB7jS6nEe7CPfcY2epswb2ziQSISbajb6+vrFsfSC8TwIp/UA1j5ChEJ0Ox9Z/hokl0qPd1ud+qSZqo5nKc0udUdSi57Ah2K3mpkgd8F8Mz9OKFQSPl83mTxVQGpazWDR6NR3blzx/jI9ALUajWtrKwY9QS0mQkNUCX4myYdaCUId7/ft2ZiEHcOwHPKfPbNQUN9QgE4CII+UCYcNE6EzyFYLRQK+tnPfqbvfve7xovGec2LkBKUEkQxf/jzzz+3REySlUB9wOX5eDiBTqczlXAxEcA7Cm+8eE/fPwNSCjrNf3u0u9fr2dQOaEJwIWd7W9bX1/XjH/9Yq6urU/0a7N/roMuLi4u6f/++2u22/s//+T/GR2TKFAkQRrlUKqlSqRh/dmFhwSoOjBNkf5k8kUwmp6o+yCWojA++Zw2MNAmsSHL4XPj0/Ax0Ixw9cre1taW//Mu/1A9+8ANDUUGS5tk7zphE4+TkxByk529LVxQLvobhRu4IanwPgpcRTwPzz+qREY+4ed2VZEE5v5vgGQNLEAmqigxT9h4Mrm7d3t7e1p07dyxI4M+8C6MK0i/JnBc3BZNoEJwCanjjS8BKIO2dJO8P4gT/mQTT76OvSmBPfHJBIOCpgT5w5VlAlkF6qQqvrKxobW3NArPXQZZxYr6Cx57i5AgscLL4F2QDmcJ2EAySlHo6GM6UQATdxAYyrIKzwBmD5PtGZ0+x8lQi+rV41nQ6bY3OVKc9QjrPInlZXV3Vs2fPpuboAzyhm1DD6OEguAIpBjkmSKAHB9nzI2mhxGCv0+m0BYnSJJBEJwEZeVcfDA0GV+PCR6OR0aGxoYBC0WhUjUZD9XpdvV5PDx8+tElxvrfwunJHcBuPx/Vnf/ZnqlarNgadcwUcJaDFfgAElctlG8ncbDZtbLAkm7bJVB5p0qfjq4NQSjybQ5IlxQcHBza8xDdKM2UMGjqf7+lzDMdBJzxI+jr2zlNrYJ9AW0avkD90UZrw+0mmpAlQBSiCnvLZgNLIED6SypHvSfG6jp5LsgD7/Px8qqGcxNtX5r2NQ3eoovhK+XWX9zM+3pKu9IyG/hcvXqjRaOjFixc2kRHwPBKJTMl8IpEwthCfzbtJk/iVd5MmfsdT7ql0Alp4n+TjEPSZC2+pinvbTBWa6hlyTqX+Vda1Eg0yzwcPHuj4+NgCAygpjOfDCOJUfPBLgAudhSxrMBhYGRJkiooE309miHCjqHAw2cxGo2E0LB8E4QAJWFBOjGg8Hte9e/e0trZm/Q2SpmgL8yyfrUIJe/vtt/Xpp5/q6dOnuri4UCqVMkU4Pz9XqVSyKgf7D7rOwugQEFPm9pkvDpNqCKgE/091idtGpQn3kLnNBImghBiOQOCK7lWv1/Xmm2/q7bffNtSPBAeBndcBc0bLy8u6f/++cUY5e/YBR++RToI0j1BTApQmzb5c1ogj4MJDfgcld1/KRiEp30YiEZs+w3PhgNlPKnjIKee2vLysnZ0dra2t2bPgnObdOxxDKpXS2tqaarWaTS/hc5Fvzx/G6PJ7CewlGd0JJ+GdCAGZR3RJIPgagIE0mRDkjSO/1++dL21zhiRp0pXzXllZsaoGgxL8z1538dzokCRDIvP5vHZ2diyZxClCO8O5QiGCiuC587wLiSqy6xMMAjf2CYTb0+7QeU+TIjCA9uKnBHKW3W5XpVLJAimqhm+88cZU78y8C8cL/YdKoaeYACKhrz6Il2TVWBpP2RN00CcynJVP3ki0sHXsNxUnnLEHDAhWfZO9n3iDPU0kEtY7Ba10f39/KtCYZ0WjUaOKjsdj/e3f/q0qlYoFTcgBTa/9ft+q277aBaJJBVaS0aVItqBQAcBQnfbUNXwLZ8PXkXVpcknlaDQytJqAXLqyKfV63c4LH9ftdnV6eqqVlRWtrq5qZ2dHuVzulTnfs8tXmMPhsLa3t/XjH/9Y9Xpdv/vd7+zcQLDpryD2IOA7Pz/XxcWFKpWKOp2rW+ALhYIlY+l02t6f/fSDF/CRkqyKR2JG4oHPR+bwQalUShsbG1pcXLQpYQTGMDiWlpbU6XR0enp6bVT5n1o+0Wi32/ryyy/19OlTs13IFIncrM32NFzOAxuGXOJzSPwJVLENxHkkzZ4Kim8iafQ9GHw2CR/7hQ2A7oiMI8eciQffrrs4Q97dPyc9KiTe+H9PVQYU92Po2UtiZwZh8G8kY9h2b8/wXXzN0/P8efG7e72e3bHD4vmxz37yFUkbE9hIOP+5dS3YCkFJJpPa2tpStVqd4kmTfUGnwcGAguNsQWv9JpJckKgwohUH0uv1VCwWDXEloOb3c3jw8j2liIAcdJvgCKND5WJzc1Pf//73tbe3Z7QHaeL0fEZ9nYUD9VSUra0t/fCHP9TZ2Znd3EwJ+2VKA30Jg+OdNQqFc0TwvYBS1vbc9eFwaPeUELzRACjJOHkExxhKaYLu4kQYCjBbTvfB0+vsHQ5tbW1NpVJJl5eTccAEEiABOBWSB2mCJhFsIxPJZHKqwZFLsTwlpVgsWmIL6gLSyudcXFyoXC6bgfSIvkcLoSvA441EItrc3NRPfvITPXr0yFAZ6CSvE7hgYNPptNLptI2G9jTA0WhknGACZByHT0YkmRwNh0O70NIbWumrs9G/7kw9VxmnSzLi0WyvNzwXDo+xguvr69rb21M2m51KlF5H7nhOggoAEJIaZt9Lssos70sQwmeAAkkyyp53pFAUQNRxWJ7/zt+g2B5kQB69beR3k1wD9gwGA9VqNaOFQKP89re/rTfeeMP6uuZN0rxT411IZpBH/2zsA44TmhJBO1UaP+EOG4d/wDYSrJBAIEu+eRKZ4lmRexyyt/X4D6hD9Gyhk8y0pw+MxPJ1qBjLy8t6/Pix0df+63/9r5bQci7YOBqdsV/sMawBnglwyff5MSKcJIMAyX8OfzKZjN1jw754hB1ABrSaz5Fkk8XW19ctuKxWqyqXy1pcXNTdu3cNoKTy+Tpy5xPOu3fv6q/+6q+UTqf1q1/9Svv7+1PB1srKip1tvV63i/lCoZDu3LkzBWag/+iQR36RcaplgFLdbteSl3A4bBcyeqArEAjYWWQyGY3HYx0eHurZs2dGP4bChv0ZDAYqFotaX1+fSjRe196xf8Ph0MbuktxSHaPSDbKO3Ub2fdWV6imygpwxWhYAWJqAm/6/CawBli8uLoxq6ntqffMz5+cTauJMj+z7KjQVm+su9hs94aywNewLIBWVMnQRQESajHin5wKZY0Q3to04BcAdffN2EZsFlQ8gFtvo7x3Ct5BQ+Ao7Z0Bs6as2UFtfVeaunWigGO+88445WLiw0pUjTafThgRTSkQIQACg4/gyPegmhhXHA6UAZ+y53aARzLRnOoGnH4HKe/oCCso0gmQyqfv37081MvO7vGOaZ/mfxwH2+33du3dP+Xx+qnnPl3mliSIhFCQZHDiNVaAMUH48l7Hdbpti81lQjyjDoQAEJp6qQKDluegIe6vVUjqdVqPRULFYVD6fN4Psjf68e+f5l8lk0uQO+WBPMdY06kEJADHAOUIhoPqDUvb7fVWr1Sl0gYoaBneWmofs9vt9qxjwewiYUFTff0NlCSP0xhtv6O7du4pEIvZ8BNevE/Sx71CLarWayuXy1Gx4jIikqeB4ltqEU8BAk2ihZ77Xh3f3DoMAic/GyFICfpnM8zzeGaXTaWuOpbkvm80qn89bUgQy+zpIH/pFQMyftbU1jcdX93ZgvyqVilEcQCGlSaUIGSUB8UH2xcWFTQfieyir+ySQgBoueTQatT3yv4fKGeeADMEPh2YoyUCNQqGgR48eWRP9vKiyX17WcXQeFZUmtDAW1Wl6V0Agvb2mqoFcAoDg2JE9AkKeAScKFYBgxMuYD5h88khS0+v1tLq6qmQyqaWlJWWzWQv6/Hu/bsAXDodVKBT085//XJ9//rl+85vf2DvxPIBI9KnhG6TJhBqAABZ+E/0IBAJm6zgPqt/4gkBgMrr59PTUZBz/gH+GKipNqtBQork4FZ/N7efcLFwoFOzSy3nHKvuFH1xYWNCbb76pWCym4+NjHR0dGajme0xIHEm8YVdAZcZn+oo4QBCVf3wilCsq/YAu+CKAJ4I1qq9UxE9PT1WtVnV+fm5BPIEm05V4JvyLryjMuzxtplarWRxHhYf99DRi3gcQzVcY2Bc+V5rYJ94X/cImsrfoHskMVSHiAHyLNEksPZUPO8lzesCVCh6yS5w0r856xgaxhL/UMJFI2H1cNHhLsnfwPhHQwwNOnA3JPLEP30vSSwxNAiPJ4mDeldjQA9F+yiGALTbMU6MoGPhepm+EOuU3NhgManV1Ve+//75xDrk1vF6vG48RIcR4sTn+Uj+P/kmTsZag72RaxWLRgi8/AQPFpXGOP/7QcDY4HJwOWWM8HrexqKVSaYoyxAF5GsV112zDEckE1QHupggEAjaJwPP34PURjOCgoZOh4PS9kDETQGMY4WRHo1HjaPvExCPIngPo6VheOVnn5+f66KOPtLu7q3feeUdra2v2vNLNIC3Sleytrq7q29/+tk1SocGMfcCIYJAwZJQIfQnbN2wT9IbDYSvvLyws6OTkxJIdUGZK4ePxVQMgjoGAGUOL4+YPAQHI3uLiol16Uy6Xp9AWnN+8cufRJUk2hcwPBiCwwpARYHm+tW/0470wrMgoSSrPSnCCgUMWPPpElRIqDLLmnSbIGU5rZWVF2WxW6XTaHGEikdD6+rqhid65+WrrdZbn7gJmeK55IpHQ/fv3tb6+rnK5rI8//liNRkONRkOLi4vKZDLGIcZmgUJDgUKnMOhUdEkOSPIJJghW+DpoNpNGPOIvyTi4BOhUmujDouKXTCb19ttvK5/PW2X5VcvhX7cIRrifAfvKxELeg++D6uUn0HD2gUDAwCrkgwCWn/X75iuwnCWovq8sSROKnO/Vw/EPh8OvjBGORqNaXV3VxsaG3n33XS0vL+vw8FD9fv9aTvef2jfsL+f98OFD63PEzqN36ChBYCKRsJ6/ZrNpt71TjSGxBOxD/6gWs9d+vHepVLKKLvIYiUQMncbf+EoozzMeTyYS+olC9GJubm4alcSj6Dex8IHxeNyoWScnJzo8PJyaxof9g5aUz+ctgaW6B9CJnNH/goyCuNOven5+biAEtFoadvFL+FyCaS5q9Jf5AjgsLS1ZkkEQ60Gf14lNWN5uEFQ+ePBAlUrFLsWFmultITYMH0fM5IdOgHz7wBbbCIBJpV3SFFWvXq9rMBjYZ0OR9wAh7+7BOUkWfHPWq6urltTy+cQI88Qo2AzsBbERySWxFfYFG4SPRHc4S5Ivvt5sNqdYMJwR78w7YEfj8bidCbJP4k4M6intxNKAjpyVrxIjx7lcTvF4XJubm3r//ff16NGja11bcK1Ew9MSQqGQCoWCvv/972tzc1Mffvih3TDb6XSUzWYVj8eVTCbN0NRqNbvYhskGIAcYP0nmeAka/Ixgsj2cEll2tVq1YMUfOgfoDTg/4/sPaGLjENfW1syp+XefZ/lKBp8VDAZVq9Vs0hYGjXcC9eD3IwzSBG2FbyzJyvd+X0DhQ6GQjo+PzWFjmOAgoxAIKIGdD7QIODEyNHl7etGTJ0+Uy+WUTqfN0aAQN5lsrK2t6Qc/+IGOj4/10UcfWbNztVq1KTB+FG+xWFS9Xreqg3QlI/l83gJeUF8SUS93HvXA2OIsKpXKFPIpyShb/I08Y/hQUD6PSSZ37twx+pRHSV5ncYaBQEC5XG5qCpyvJGKoPGUHGqOnnXgetzfwHlkHSfU/55Eult9beMB8HsEmgWo+n1c2m7ULtOgv2tzc1NramjV9oveeInPdxc/x7PRGcE9KMpm0KUPYqOPjY2v6k2QJL8EMVTF/rthRUFZsIb8bPfNOcTgc2iQnT5XyPSA4bH4eWWOIwmg0Uj6fVyaT0f379/Xee+8ZfdRXcuZZPsElAGV+/erqqs7OzqYaR0lufNAPZQD5IXglwPAUVhItAh1QuVkkk2dDpthLvs7z8LdHHr3jfvjwof7sz/5Md+/etXfk+znbedds5TudTuvHP/6xer2ezs7OvhKgEYB62wylCnocVdzxeEKdJQAkUCUpplpEcgLVEr0n2MV/4j+YJCbpK3el8JkLC1c318Ny4LMIohYWFuxCv9dZs/SdcDis1dVV/et//a+1s7Oj//Af/oOePn1qMk6MwN5ySzhUKI+KE7+cnZ2pVCpZkCppavIecke/nXQ1+ZDzCAQmTdJUJpmM6J+/37+6hdn3oF1eXmp9fV3r6+uvnVy8bIXDYe3t7dnAHuxyqVSyPaJKDpBEkAogy4AZT0EkTvA0bYJtkitJFlfgkyRZcjHrE7GR0mRYka9iUxGOx+PK5XJ65513dP/+fasMkGS+DtVRmqbGA6hh9y8vr0bVUgm9uLhQtVpVqVSydyL5xsbAbOHeHoAkbB9JK/vtB/zwc/F4XOl02qhmxNs+QfPjr4n//MAYPp/4pVAo6IMPPtD777+vXC53LcbAKycaswoMKp9IJHTnzh0zYl9++aXxEhGW0Wiker2u58+f2+ZRTueFaAwnc5VkpXYyUqZ6IBhwAPle3zjly/88L4eJ88K5U/rD2K6vr0+N2rtpheb9QA9ACTzy5psgQb/Jdvv9/tQFVkzs4r9pUvblXhY0KLh6oPq+wd7TJ0CgEUQv0F6pqCodHR1pY2PDhPWf4uq/6iLQ8nIXj8d1//59y86Z5EEigaGrVqt6/vy5NbtzcZgvdZOQgRASAENx4iJKFjeYkqDyt1d6z2VleRTCjz6t1WpmjBYXJzfZvw5tyv8uAlEMLvQZHAEBq6ed+MZjT4Fjb/1nM3XHjyT11TeCCfZY0pRMIiseocMghsNhm8TD6Enkk2BFmlTdCKBeR+6848Cu8X6ZTEaSpm7qJolitCNnji6BQHsZBtmj6gWqB53NgyO+WinJKIvYDYICAm4CIJ4fUALHm0gktLW1pa2tLb377rtaXV2dctKvC6ogS+jqcHjVC7a1tWV9XR4sYQ+h9HluN/QAklgCNGTaU+78c3NugUDAwBdfRfb0GWlCBeQzfHKysHA1opX94v6CSqVidAgfJL6u3KFvBH3/8l/+S/3P//k/9emnn9o0xaWlJaNlZLNZm6h3dHRkeu3BI4IU6Jqck7+HyO/X+fm5UXJBPhnjS9AjyWT+4uJCZ2dnU0nxeDxWLpfTysqK+v2+DcqIx+PKZrPa2dlRMpm0SjvJ+esub7eokG1tbSmTySiXy+nDDz/U//gf/8OAPkas0mvXbre1sbGhfD5vQN35+blOTk6sN4uL0PA3yPloNOn55FmgATJtS5ok4fz3LKgAkry9va23335bf/7nf27011QqpZ2dnSlE/aYWlNRYLKZarWZTkCRZP6YHgTzYRIzlg3h8Kv7R2wYAYX7GJy3EKbBaPAXXU+ZnqU+eNgrNJ5VK6eHDh3r06JGi0ajRBXn+eXV2dt+hUfs+TenqjqdMJmOJa61W09OnT61aVCqVlEqlbBQ1QJnvqQJQIcnAF0gTsAZ7n0qlLNHls8bjsZrNpvl76JDoCD4Je0jiuLS0ZJcbPn78WG+99ZbRHK8jd9eaOsXmIlCgmMPhUGtra/rud7+rRCKhjz/+2Er0BLPlclnS9AQnNs4jSyQnZGBc3Y4BZtM88kaAROA768ilybhPDFq/f3VxChdxMfXhnXfe0c7Ojhldzy+8CbSKZw8EAspkMnr77bf1y1/+Ur1ez4Im9gyniFEaDofm2HAg+XzeHDKIgS9lg2aBGksylIJKBvuIsWUvPaUNo+AVv9/va2lpSbu7u9rd3ZWkKQWYfffX3Tef/fN7oPAlEgk9f/7ckA3K0ZVKxZwF5UMMFYmlR0VoFqdREmVn77z8DofDKaQBeWYvKYsjn6BXBFTBYNAaSt97770p53ETckewSfmUZj7en72CFoARp0FucXHRpl/5xntoQOwN70/iTNJO4sx5EEAFApOpF1RQfILAwklvbW3ZdJpMJmOJZqFQUCgUUrPZtGAe58Hnzrtv/O0pjdw0j5GlAkGvF1QTHKpHJr2Txd5hzyiVo7+8H02EOGnvjNlLnodEAh2GygOiGAgEtLm5aVWgSCRiyYZvwuQZbyLZ8CsSiViS9vnnn6tSqRi4Al0WmgF6w8+RkABKoYvYUr7Hj+vFRiCLUKJ8H5wPkpjGhSyC/JNIP378WA8fPtT6+rpNXaE/8aaqj17PPX0wn8/r/v37evbsmd0lFI1G1Ww2FQhMbldmnCwygj6GQiG7b4HZ/vhKTx9B1tBlfAa9MqDrVI4IYjqdjs7OzqYALyYw7e3taXNzU6enpxYnYBt3d3ftRufxeGyN6Te5OBMq1u+8846Wl5dVrVb1hz/8wShQkixA5nwBz5iQRVXNj5FGD6mO+MuCpQkoBRgB0CpNJxv4XT5raWlJ7777rv76r/9a3/nOd1QoFDQej7W6ujo1wc3L3U0kHNjMUCikXC6ncDhsFDL6dJAlf58UcZdnjPDffiy6f1YfswAk8HVpMsWJhd57e8W/E/cAIi4tLSmXy2ljY8PeBT2Z9Q2vC+bxNwmGT3AZQsR5YQdTqZSKxaL29vasn6dWq+mLL76wG9E9fRnf5ntAfZLkmTlUYQFp+BlkGfmepSn6xnT2aHt7W5ubm0qn0+Y38OHfSKIhTc+q9qgfArO8vKxcLqd8Pq/T01ML2sg+MW4gSzx0q9UyLicH1uv1jI9Ig26z2bRSOMESWa40TdnAseAwKCXROL67u6uHDx/q3r17puSU2TCkGBNPeXjd5Xns0lUilUqlzIHgjCuVin0vjtePg5ttoJKuhJhbTT3n3QcqgUDAOKf+831DFyi+74cB1UABaOb/1re+pe9///tKpVKG4GJ0/X7dRFXD9zCgROPxWOl0Wvl8XqVSydA1jBEGhaSKy5qkye23vszJPkNlg3rgG795T96J5JjGXfaIBj7m0i8sLGhvb89usPbUGmhbOHovc6+zdz4Qg6KI3HhEjQoGRob/5l0pfRPEwBEn4Z8tP3u99FQX3ouflyblcvQVJAxEBaoFlY1AIGCjMJnMQv8Dv/cmKml8rkfroJ21Wi1LRBkdmkqltL6+rpOTE6NBgtZjq9gDqpbc60IgQkKPo2IvSaA85cNPnpptIlxeXrbPzufzSiQS2tjY0Pb2trLZrH0dW+eXP6/X2TvOmfOlz+LevXsKBAI6PDyc8iG++gblBvtG5YPKqyRDJoPB4NREKF+ZpLEUW47dw3+w1/gzEnGSZBqWU6mUYrGYXVwlTZqueV/W6wZ86JikqaD8rbfe0mAw0NOnT1UsFk0O0XHkv1AoaGFhwcbBA4DQkNzr9ZROpyVpqu+MqhYgFs+CT8A/+EEP2KpEImFU1NHo6pJYRuE/fvxYz549U6FQMDoRIBmBOzILQ+F19w894v/R41js6uLhN998U5988onG47EKhYJSqZQFaQAeyAGAGjIDawBb48dKgyyHw2Fr6I5Gozo7OzP6G/LHXgWDQbNzyPe///f/Xj/96U+1trZmaHez2ZxC8H31kPe8qYUNQBfv37+vUCikP/zhD/r444/V7XatAkWllAqaH5GN3QKgIi5Bp6WJnfXfD3Wes+Bvr+P8XnSdM8BvDIdDnZ2daWlpSdVqVa1Wy4Ah/PdN+Aj/rr7PddYvYbsBMujNTSQSU/1ALPaUqYS+AoO9BEzCdvkeO84Onx4IBKZGLtNLhRwR28fjcaPrcWl1Pp/X3bt3LWG77rp2MzgP5DMpAsDRaKTNzU3bpBcvXlipByNPDwcOAkPD7ZqgW3CXS6WSNaRBLfDINJ/js2AO2E85ARVrt9t68OCBfvazn2ltbU3pdNqEnJ8DqcEIvC5vlIVQYmAI9rrdq4uChsOhSqWSOWSCEbJ03tk/L04SA+Xve+B7fWXGo6kIK/+PAvtEwVeEhsOh9dgsLi7qz//8z62kC0p4cXFhxpZ3vokEzcsdSZEPvPb29jQajfTFF1+oWCyaUYMexb0kPEskEpm61RVDjpyUSiWdnJzo+PjYGilJlgl4QOpBAHu9no2S9AMFQAofPXqkn/3sZ8rlcka9osSLIUKOebebWLwzxpfElCZu3ovpIsFg0GQI3QGNkyZNcMgf58PfBL7oKX9mJ/yga+yDLxXzzNFo1HozlpeXbeJPPB7/isOftUc3sXhX7iTwjrNWqykQCFjCkUwmlc1mrV/MVwZp9qTCReWIoQw+4EUHe72eobycEQmJR5w5s2g0avuUTqdtfDJ2jhn9IPHYFtC2m0gwWN524GjRDcYQDwYDHRwcmAyi18lk0hIpHKPv4cE28/58r/9/7J1vNPU2Fyqcd9KSDFShqb9QKNjdCXCfCUhJ7L4JCgsywp+VlRV973vfk3RV8T45OTF9qtfrCofDOj09taEYw+FQxWJR5XLZgBf+kJRy/wXVM6YkQV3xg0RyudzU4AhkhqRhYWHBEgXGeI5GV32Xa2trNiKXxnPoIL3e1UVqJD43uZAxz5SgUvv222/r6OhIv/jFL1Sr1QykQ1+ROWlC10OWjo6OVKlULEGAEcG+c7Ftv9/X6empPvroI6O7eFo4gSnUaORye3tb7733nu7cuWOfCWhLbIJdvmm5Y/GcPp7a3d2128qPjo6m4jj8Cgg6+0IsQPUMf8gQHj9xENvmKZ7IWjgctoojto/PQSa9vDKNbWFhQY8fPza75/t9b3Lhr9k33+tIgA9FFrYNNgwAQJLFAd6ueLoj9gdghf1hj2gIx0fx+2fv3QiFQnZLOnrB4IG1tTW9+eabevjwoXK5nHZ2dqya6ROm68R1c13/6gNwlJHS83g81v37943nxw2noMWVSsXKifAZs9msjcDzM/XL5bKVZAkoXtbwjSKAjNDcRiANWrK7u6vl5WV98MEH2trasowZRSXgmXU+N7l8yYlgN5VKWaMY/S2BQMBoJ0zSokGPAA3kgL1g3/hsT13hzKhseKNAczI8XASawAruIIleoVDQ9773Pb3//vt64403bFIHjV5UN2568Q4ekeD8uKsF6t7+/r4pw2BwNRGEsv9gMFA2m7UL8iRZwCdJp6enOjw8VKPRsAlpoCYoPqVM6AhUcpA7gutYLKadnR3FYjG9//772tjYMBmgMsC5EOjdtBHkM9EFZra3Wi3VarUp7qs0zXP1yRnP5acTeR64p1KSbIFagZZQnfOBD87SV3BA6wk8sSeAEkxcIznms29a7jyoQsXKI23NZlONRkPhcFjpdNqQSpwD9D1JViX0E3iQZZ+4+SojAS6JbqvVsuorPQpwkeG+M8pWkiUZoFLFYtESNZzRTSYYswtbxztKE9Bib29PwWBQ1Wp1ajwyewy90yekVJ3ZB6pvJDPIHJQMLpHzn0EvEXYeEAdwgKSM+yyazaaKxaLS6bTRRpLJpKH+sxWhm1geKeX/V1ZW9O677yoajeq3v/2tDg8P7d9o/qapmIrYeDzpu4IOygQ3ghaCcewbFAuALoJh9hv7AEiIjyDppqeJC8sCgSuaMNVUzoLBJDfRlzG7fPDN+3FeJE5/8Rd/ocXFRf3+9783xJt7CwCcoN2dn5/r4OBAxWLRphcy6COVStl4bYJIfx5c2Oabx7F9JCkAVSsrK/rZz36mzc1NG85Rq9UsqfHB7DeRZCDLnh5MkhWJXN35VCwWrYrDs6GDXnaQPfSSBaBEAuepRiRbkuwckFGfaNGDiv1ioh6gWLPZVCQS0YMHD/Tmm28aHd73dN3U8v7R+wrAJGmS9Hp6KjErbImtrS3rg+l0OqpWq3YG+NzV1VW12+2pCW3sM3EcQD1+mXgF3afhfDZx5YqAd955R++8847eeustDYdDSwp93/N111yJBi/HJhPEwEGPRqNaW1uzmcwIFcgwgUY2m1Umk7GSEY4B5eYCNA4QJSNLQ1GlqykvoI6UdKGmRKNRbW1t6cc//rHS6bRdHgTvkAb0m0SR/6mFMC4uXt3I22g0DHH31QyP0DEyD8QF5JJAmbswfHMpjob3IzjB4IM8Q2PzY1ehpTSbTcvCLy4ulMlk9Oabb+rx48f6zne+YwYWREvSN5KgsXyS60upBJzb29s2xYNAqt1uG9+dGdC5XM6aaGmwpAGSKVC+f4Ogmv9mHxcXFy0pexnCv729rZ///OfWtIkhZK42e+WrTt/E8pQbjBtNXVTCMpmMJaAXFxfWPOablklWpMlUJtAlmsukCY/Wl4txCv1+30rjvDuOzFcyuDMDSgboDYAE+uF/7ptaOETee2FhQalUSsHgVT9Zt9vV4uKitra2tLu7a4Hy6empwuGru2zoIeKdl5aWTGf43GazaWMwcRa9Xs8SL2nCocW24agAbaiYkYBDB+XnPE11lvJz0/vI5/G8nlMN6gmV6/z83KbzACRQPeCPNKHlgRDjNEmWceokvVAhSdyQW2hd2I/V1VXbwzfeeEM7Ozs2FWdra2uKXuttwze1OA9Pw+Cuk52dHf3iF7+wCUqSDJAiCAR82djYUDabtf1Dlvhs7D1JA38AGqCjUHEjYYZOe3JyokajoXw+r729PUvCYrGYNjY2piiRPpD1uvBN7iF/Q1/EHq2urupf/at/pffff1+fffaZDg4OVKlUzOd5W0N8wqh5+psikYj5kHK5bA3v2Hgq36D09DXgj7nzAeAwn8+bTWAoB76I5RONb3J5+hxVCXoMyuWyAY8kpP8fe2/WG3eaZHef3JO5b9xJSSS1117V1bunx9MG3L4YwIYvfGXf+LP50oCvxoY9NsZje9qenump6aVKpV0U10wyd5LJXN8L4hcZmaXqFlOqrn4BPoAgiUvmP58l4sSJE/GAuwiiWFd+BkWJNK4HwC6A5XgfyDj8PGedINXXE0DssU8JRK5fv667d+/q5s2bWl9ft0DmmxieJPMZVvYA/s+3IfcKErrIUdtEdgb7zvcXFxd1fn6up0+fam9vz3Au64Sknb3BvBFA1+t1DQYDO6NeUr++vq6lpSV9//vf1927d62WmfP7JuONAg02gm+ryCTGYjEVCgWtrKzo8PDQQMZgMNCLFy9Ur9eVzWYtZU6R32AwsDZyGDaCGEnWc7vX65lGEGcai8Umile9AQ2FQjo+PrYUELdwIkuSxsbvm0pH+uGN/NrampaWltRsNlUsFlWr1SaA2MnJiTEnbM5CoWCggYI8X/zOQcdQpVIpC1J8OpkN32g0zNnCrviMFfcwbGxs6Mc//rHdlwGTjLP7Q8wdz+ydpXSxfvl8XmtrayqXy9rb27PMQr/f1/7+vur1unVOkcbdFVqtliqVitrtts0jwSDRPoffs+tIW1qt1oT8juYCwWBQh4eHEylor4ecluZNM5lve8BuYsBLpZLJpOjIRTE8tx4DMgD2zBudkNgrPuOEEfOMDmvEmaQ7BvOMoSSYoa4AZ0xLPVLAXtb3TQ6e3WdNYNAhOFqtltkygAJsLZmeYDBoUiHS1zBbALd0Oq39/X1jsZgv3yq8VCrZWnB532Bw0dmpUCgYGKVF52Aw0MHBgb0GHfWm99g3Bfg8oCRblclkjOBAgugzEWdnZ0aMcJMwQSV1CcgwWA8KUtF/e0Z1OlvNvwlSi8Wibt26pevXr6tQKOj69esmfYNxlmTZIgLoP8TwIIbi7FAopGvXrqnZbOrZs2f2Wd977z0rBB8Oh6pUKgoEAmaLCLQODg6MqQToUsPli5bpUMiasAb5fF6ffPKJgcNCoaBMJqPvfve7evfddzU3N2f+AWANwSV982dWmrSh2FxkM7w/ZB0F6//n//wfffbZZyqXyzo5OdHy8rKy2ayi0aiRoMfHxyqXy4pGo9axzdcb0NXH36PjBwF3qVSyeQPQFYtFffLJJyoUCgYKydojc/mmSRXpq1k6bDDgF5yCPNlnutgjqFiQK1Gz4ll9TwRgD16VWZfGc+s7LOE/IHbOzs60uLioUqmkH/zgB7p9+7ZWVla+cs/QNzE4o0gPWXcIEwg1zjFfB4+B5xYXFw1jQIxiA2OxmBEyo9FFfSoZXlQx2D78Kb5qOByaBJIAj3tKIpGI3nnnHV27dk0bGxtKp9MTfu9Nz+vMgQbDs2A4RX/AAaTNZtPS/7DlsOAwbtvb21a8x2BjIFkBxCQSCTMA6XTa+hQ3Gg2VSiVjEDAw9KHe2NjQ4uKidduBbZAmWzN+04PINxC4KGz97ne/axFtu922ucDw+yJJL3WhBzWGiteGGWAOm83mxKbGiSMv8ywgjDZFfbClhUJBP/zhD/X973/fpG8+XfiHcrx8Jh/cYNC5rCsWi+nly5eqVCoWhMIseyMlyXpSYwQwmjhv32aPFrGAP1jQarVqNy/7lqa0ZJ2fn1c2m7VU8HSfds9CsIZve3h2Wbo4r3SqmZubU6vVsgJbQByGq9VqqdFoGGPnU9bsPVLG0pg19bKobDZrBj+Xy9nFiKwbGadUKqV4PK5SqaRisWjAHeDnh2fOvqkx/fp+34XDYctWMRfsIwKo69evm9ymVCoZOKZ+DRkPjoQMGVKtSCSipaUlpdNp9ft9ZbNZtVotA9wQFtyrgFae/ba9va3hcGjOCtDHM/4hhmfmCR56vZ7dik7mANYZ2+QlXpxNggwAGMEv8w+D6AMcvz8JtHw2HhKAeZybm7NGIfv7+wYSfHezP4S984y8z9zGYjFtbW2ZvLjf7+tP//RPdfv2bdNqt9tt/epXv9Kvf/3rCUkGWUt8BNpsmqV4tto3HiET1O12tbGxoffee8/aXpLB4I4H6j7Ozy/uz4LR5XN8G8OTODDvkJaj0UjZbFYbGxva3d3VwcGBDg8PFQgEdOvWLQsG6NgDOw3hB4nH5/Rt9iEf+OwLCwtKp9NaWloyTHN6eqpoNKof/OAH2traMjviGyP8oRQXDI+9IN+wzclkUsvLy0ZWhsPjNrb4l0ajYfsNvOUlRWAP//teHQMhRqDCuaSulSwZeCUcvmiEsLW1pfv37+uTTz4xm+izad/U8NhxWo6InyJTRvE6nz0Wi6lUKuns7EylUsnmgA5Vfq8GAgHdvXtXg8FAa2trGg6HVsN8cnKi3d1dVSoVU5qcnZ1ZC13kgtzfVqlU1Gw2tbm5qQ8//FCJRMLeD6LfS5JnxXlvJdDwAJfDAIjits3T01MdHBxocXFRKysrKpfLprGWZB9qYWFB4XBYL1++tMt/iPR8AdrCwoLW1tYMmCBDQZJF1A2Dt7CwoBs3biibzVpxJs5F+sMwLK8aweDFDbo3b95UMpm0DkfvvPOOaUGbzaYePXqkly9fTnRb8kVoo9HILvUj8vfpb1rm+jaYSDfQmi4sLNgty9TPxONxSxuvrq7qO9/5jmVHmD8ClT9UkMbwYMnrROksUiqVVKvVtLOzY3sPaQYyEvbdysqKksmknj17Zqw+AI6+/hx82q0CiGB70CFT/JhIJLS8vKxr166ZLhJ5my9g9rKcP+To9/smAYrFYqZTJiiDeSejgeYYnbLvCletVq0IMJVK2ZnEGeCkYOm99ISflyZvd+ViPF8I7AuMAZ5/6OHXajQaqd1u2x7xGl0ypslkUouLi4pGo9ra2rKgCmdbqVTUaDSs5oI6gOXlZQvm6GAGw+nlbb5eJp/Pq1gsGkA8OjoyyQ1BpWeW/5CDfQDIy2QyWl5eNudbKBS0v7+v3d1dnZycGBnCnSFkPyACAIie4IKU8QGf7ySEZAWigsACRpSAbGtrS7dv39bx8bFdjgjZ8Ie2c4xpm7u4uKgf/vCHJuXa3Nw0KSe1TD/+8Y917do1/d//+3/161//eqJVZrVa1e7urtLptK5du6b19XWbHzolcYltsVhUsVjUixcvdHp6an4aeRRnnfNNQDJ9Vv7QYJkxLRH02Q0v09na2lIwGNTq6qoeP35s5wwfGo1G7eI8smeh0EX74EajYVkP9kev19Pq6qp+/OMfG8BcW1uzjm8QOdSi3bhxw3wDzL2/l+HbmDsCDQjKmzdvWvvYxcVFffHFF9ZIgOBK0kSdFX7W14qS1WV9OJdI1PL5vGXUANn+LrHRaDThn+mS9MEHHxiOgXQE9P+h5w1766Xe7AMCfeogCEIhiPGLkPMEWKPRSFtbW5aJ6Pf7E/eqUcIwGo2sPe3Z2ZmWl5d17949a2JC44J4PK73339ft27dsmwmZA3P/aZE8hsHGn4AbH2KHMAmSYVCwcAWwAJjdf36dW1tbSmXy+n4+Fj/83/+T33xxRfWbSGdTmtxcdHYq9XVVX300UfK5/MGhil07Ha7Wl1d1d27d80I+vQRm9Sntr7pbMbvWiikIuvr66Zh9CnnYDCoTz75RE+ePNFnn32m/f19a9MKKJRkciAKeGEUAIGSbGOj5V5bW9PW1paWl5e1tbVl2R7f7pQ2mXTV8RmEab3oH4ohZXinwf7jMjwyFkjLKNyFlURqcufOHbs1+3/8j/+h3/72t8Y2FAoFzc/PmyG4fv26Pv74Y2Nkj46OVKvVzLiurKzo/v37WlpaMiDupRvh8LhjFgcYI/6HHjDJGPlisWgghHWFYUbKx54hTRsOh9VsNrW3t2cdbxKJhGUi+D0vOWE/QSJQ7I3Tx4D6phEw2AAYmOw/9H5jIMmTZHU3AF4+B0QAzHA+n58ovmYPrK+v29co8ONsEQzymnTz8cyZZ2rJviGRhGjJZDLGJn5bZ1Ua2zW/r/r9vhVg3759W48ePdLDhw9Vq9VsXglosf+0sYZJ9hldvzYQARQekwnHVi4sLJhs6OOPP9bdu3e1tLRkmaejo6MJ2SDP8m2cV2kyEx4OX1xm+f3vf99AA2QcNXvD4VALCwv6yU9+olKppGfPnpnUZ3t7W9Vq1c4oAdm9e/e0tbWlcrmsX/3qV9re3razj4To2rVr6nQ6Jv/h94fDoclPvR/Bxn1bhJ701bpSX5xO1iwajeqdd97RzZs3dfPmTR0eHqparWp/f9/YdoijRCKhcrmsnZ0dVatVa7pQqVTMH8ViMf35n/+5fvazn1kxONkeSWYPmDskg6+6B+fbJEN9tiKZTGplZUXSBeZbXFzUb3/7Wz19+tTuEZLGd07RBYpBBg3SgL2D5MjvF2SQ4ECkutQBb25uanl52QjA5eVlqz30wdo3UQT++wb4jUCHNfT4M5FI2M9SI4pqxXfykjRBbPr6yPPzcyMCyuWy2u22yuWy2QRqVLANg8HAGtRQHI4smfoiVEUeu/hxWd/xVgMNDqv/A9PMYVpeXjZ2SZKxw0wmaZ2nT5/q2bNnCgQuLpra2NgwTRlFyevr61pYWDCpwbVr14zJyuVypmWmI4avsveSnz+EZOp3vTYbENDlv8Yzc/HR/fv39eDBA/3qV7/Sy5cvraiYArZEImEBhiSrYZHGjGI2m9W7776r+/fv65133tGNGzes1z4bl9oODjn6TGQ/npV/FUP6bQQc0+l59mAmk9Hm5qYxkpLsVlqi9kwmY51lmPPNzU3dvHlTgUDAWE00lBR2z8/Pm/Z0MBioUChocXHRADXOwadJvVyDZ/42hs+mcFY5S8wpHWSQseAUcACRSESVSkWFQkHlclmhUMhu8cbQplIp0zpzHrndOhgMWntYGkZEIhHNz89PtMH1QByQ+m1kM/xgz/t9R4tjL3WJRqNaXFy07AeMHfIyAidYcxwK7wG47Xa7SqfTdva8ZI3aBuQWXCbI60Oy+CDn2xgAZYJHAlLqws7Pz01X/fjxYwsmmIdIJGLSlVgsZoW4ECkwqtTv+Ro9AF44HNbGxoZ1YlpeXtaNGzf04YcfamFhQScnJ2o0GtrZ2bELTzm3Poj5Qw/2GzaFOaSwkwDEy8Y4g8ViUe+9957u37+vZDJpYIQL6/ClBG7BYFA3btzQ/fv3ja0Oh8Mql8tKpVJaW1uzhhK+yJ+MEqAFgOqbeHxbwwMmnsP7fsgL6u/u3r2rXC6nhw8f6vz83Oz8p59+qtu3b+vk5ET/6T/9J+sS+dOf/lQffPCBnj17ZpfwZrNZuwSYegIvW+Z9IVBo1IFf9Zncb/vMYqeQ2vL127dvm2RpZ2fHMjDUXiHrabfbltEnsOLzEWT5uj9wGr6CrlsrKyu6efOmvvOd7+j27dtG3AHQWWMImm/Lx4JJvC3H3+LbPO6kUQDnhUwaZ4ggw9dV8TnBLd1ud+JOMbK4/pLH+fl5ra6uKplMqlKpWFdOLvXzRJ4n4/2z4nded7z1QIOF9QWPOAg26Pz8vO7cuWObET2YJGNIJVlabH19Xffu3bNgpVqtThQpo92bBtRIYwAm0tg4e0MjffMdHH7f8PIfrx3mudlktMO9ceOGfvvb32p7e1u1Ws3kTY1Gw+7S4N4BSbbRstmsSqWS1tfXtbW1pTt37lg7WpgT3o8OOL5jhu8OwfN+28MfAtKLHtBjvEulku7du2dMuiSrRSETRou8cPjiQqlbt27Zz3ipHzpVelHzHAQQXtblGRrm99sGLQy//z0Dw7N7Q8Pao6fllmU0yRSQ0RffO6VCoWDtXwF/ZHyQfiCT8YDYt75kX3O+v+0xDVL4P51mqMMAuDFvHuwjZZTGt9uSHfM1Zt1u19ozA9Snm0DgvMgm+zni5/8Yzqu3a5Isu03zDvbk+++/bwEGewngQmr/+fPnNodom8/Pz5XL5ewuEc71/Py8FYbmcjm7mRqCJRKJqFarWecm9iK+64/hvL4q2CC48D/DHoAsoIEIRbrhcFh37961/QiQYV0AJ7du3bLi8Xa7bRJAggkCYLLEnnjidQl8vs0gw4/pjJ6X/vKsgcBFfRWKiNu3b5vfWFpa0tzcnP7+7//egn4Ihffee0/vvvuuEomEfvGLX+jDDz/U3bt3Jxo/8PqQdz77xhwxd9+mZMoPb7+kceATCFx0z0OC+73vfc+CBj5DuVxWtVrV3t6ejo6O1G63rT0rWVYwWj6ft1b6tGoG383NzZn85+7du7p9+/ZE21z8PT5smlz5NgZ21wcWPKuv9QJ3oMLwNS+S7ByhAJo+t9j2XC6nSOTi7iQCL98N1O9Xf48Qa+bfx/t+//dlgwzpLQca0mStg0/v8AfggSP2C4GBunHjhv7tv/23+lf/6l9pNBpZmo2JJy07Pz9vXagIaohifXcl38LQs8newHyT43UXxdcZePAiTRY/I4PIZrNaXl427fzx8bE6nY7K5bJdlshlZ5L0ve99TysrK1ZET30GAYZntwnQMH6slwc03ul+W2wLw88dTIln0OgjzeEmW8MhDQQC2tjY0L//9/9e/+bf/BtJ+grTSqczivm81pT5oRYG8IeDkTSRBfo25RfTYzrY5nzwPa/RZK4wRNS7oNGWxpd4cXGcdAEiYUskfSWlzXzQ69wDPC7K8t3A/ljGdKDGPCFR9K2QKQLH0FNsL4275GHHYAyr1arJFbjVlv0FGKJveiKRmAh8OAvYR/+83/aYDoIAzBTXLywsTOjTo9GoNQrh/gcuQfP3DhUKBXW7XW1ubhrzhyRhfX3dbvmmuYUkWwMCQoIMwM+3LZeaHuwzD/Y8oPKNLXxARxDmz1cymbS7WpDp+d+ZzhT7rkD422w2a9IXngn5hQfufwzjVWDJ22fvBwlu2S+Qbezd999/37pDdbtdy9qORiP9yZ/8ie7fv2++wvtN5FD4Ax9Q8H2wy3THqm9z8CxkIfCt4APmiACUuj6C3Ewmo2azaS2/Dw4OJjLbiUTCJMf5fF5HR0fWAZGW9NeuXTN1B3sRjEIwxB7+NuRSrxqeNJsOGCGbyG6xT7A7KFBGo5FhGpqH8JnxHcPh0OTG3gdAfiEBRVruCTD+7/Hy153ZWc7yN7KL/UPiFCVNREkYJc9YMSH9/sWFOsvLy/YzfnPz8wQZTBCaQEnmkP2z+EBD+sO0Yr3MmGZYvOGWNOE8aPfY7XatPV8gEFA+n9eDBw/0H/7Df1Cj0bB2rPPz8/r444+N9SOIIFXOYfCRNCCJOfTMyrfN7L1qeNYMPac/uJ6xgimPRCITxfK5XE7r6+vGtBD1ezBEpow5oFCL14Vh9RpgL/X5YwItjGnAzNd4VkA/ncm8PBJj74uckUQR5HJbLuf7/PzcOi5RuEZNB7e4DgYD62GP7OyPBbD44Z/Jryu2D3bNZ1EhDnAYNBRA9kgQS7vfcDhs8+UvRZRkzlWazJRB4vyxBRkMD0oBW3ydDlDpdNpsvLfzo9HI2i/v7u7aBV2wntevX7eaBWQbBCgwqdQTAViYW+oKvK/6Yzuv2BvAiA8omUeflfSZWIgWCBR+ljn3wT7F4xR5e0CCbAu/i58miyd9e01Wft/wRJk/l3wOfKBXF1DDwtzTWpSufJKsc1ogELDuW9MBBLgEKZDPfPuLJP8YsrbTw5Mk2HkCTmRnnBdvlySpVCopnU4rn89PZLOz2ay1179x44bi8bgODg5Ur9etTTJdurhnBHDMvsXP835/LEEGwxNpZG290sHjYb/vvNrHq10CgYDVfpCd8DbfYzd8Nn4af8C+9h3AXhUMvY0RGP2xWdCrcTWuxtW4GlfjalyNq3E1rsb/78cfJ91wNa7G1bgaV+NqXI2rcTWuxtX4//W4CjSuxtW4GlfjalyNq3E1rsbVuBpvfVwFGlfjalyNq3E1rsbVuBpX42pcjbc+rgKNq3E1rsbVuBpX42pcjatxNa7GWx9XgcbVuBpX42pcjatxNa7G1bgaV+Otj6tA42pcjatxNa7G1bgaV+NqXI2r8dbHVaBxNa7G1bgaV+NqXI2rcTWuxtV46+Mq0LgaV+NqXI2rcTWuxtW4Glfjarz1cRVoXI2rcTWuxtW4GlfjalyNq3E13vq4CjSuxtW4GlfjalyNq3E1rsbVuBpvfVwFGlfjalyNq3E1rsbVuBpX42pcjbc+rgKNq3E1rsbVuBpX42pcjatxNa7GWx/h1/3BSqXyla+FQiEFg0EFg0FFIhENh0P1+30NBgONRiP7Of/vQCAw8bV+v69gMKhwOGxfH41GGgwG6na76vV6ajabOj4+ViwW08LCghKJhP3scDhUJBLR3NycAoGAvXcoFFIoFFIgEFAoFFKv11O329VgMNBgMFAoFFI4HFYgELA/kjQcDjUcDr92Hubn5193ymw8e/Zs4v+j0Uj9ft+ePR6PKxKJSJLOzs50cnIy8Syj0Ui9Xk+NRkOnp6cKBAI2Z+fn52o0GpKkSCSi0WikeDxu6yJJqVRKc3Nzikajisfjymazikaj6nQ66vV6X3m28/NzDQYD+/vo6Einp6dKp9Oam5tTMplULpebmD/W7evWXZI2NjYuPXfPnz//ytdYK+bIv28wGLRn6nQ6Gg6HqtfrOjg4ULfbVTAY1NzcnOLxuIrFoubm5mzuR6ORgsGgzUuv19NwOLT57HQ66nQ6mpubUzAYVCgUsvdn/vkeZ2E4HNrPcl54P//s/X5/4rP5zyhJN27cuNS87e/vT/yf92Fv+zMyHA7V7XbtZ3lG9hPPEwgE7Of819kzoVBIiURCwWDQ5o7zNxqN1O12bT6YE57L25JgMKh+v69er6d+v282gvPMz/gzO73XGMvLy5eaN0l69OjRV74Wi8Vs3Xi2wWCgYDCoaDQ6MReDwcD2ynA4VDQaVSgUsp/hXDIn4XBY8Xhc8XhckjQYDNTr9ez7zDl7sNlsql6vazgc2lkslUqam5uz8x+LxWxuT05O1Gq1bD+ORiMFAgFFIhHbA9NnV5Ju3bp16bl78ODBK7/ubcRgMPjK97Elw+HQ1j0QCOjk5ESnp6d68eKF2u225ufntbi4qLOzM0lSs9mc+Ay9Xk/RaFTn5+f2+fj3/Py8rVUymdRwOFQoFLLn8eeX9WEtXjX8Hpw+r3fv3r303P3N3/zNK9/D2zS+FgqFFI1G7dnZK+12W71eT+FwWOFw2M58t9tVKBSyPcz38Yucef95OK+8F8/BXvb+Hr8bCAQ0NzencDhsa+nxAPaH13rVuf3hD3946bnb3t62f/OafHb2HXMYDoftM3i75z876352dmZ7rd1umz/pdruKRCIqFAra2tpSMBjUycnJxDxHo9EJW89rMuepVMp+xuMWnoHn9/bS+xb/WRnXrl17o7ljYLuDwaDZEs4lfpK9EI1GFYvF7Cxhs7GP/X5f5+fn9rzRaNT2K58DrBMMBhWPxzU3N2f7qtPpqNvt6uzszM55IpFQMplUKpVSKBQyrMia9nq9Cazp5296vWeduy+//PIrX+OZef1IJGLnsNPpSJJ9Br+2Hm90Oh0dHh5qb2/PbFA8HtfZ2Zntu/X1dRUKBVubs7MzZTIZpdNpO3f+czcaDfX7fYXDYUWjUfvjh8fE02eHzzM9Z5J0586d3ztXrx1oTA/v8Nl0LOI0+PQGxQOJaePnPxB/93o91Wo17ezsKBAIKJvN2mH0DpNnYMNOBxNsbja/NDZ6Hgy97uS+yWAOvONlQ+AA2ISAg263az/bbDYNSJ+enmo0Gpnxk8ZOOxaLKZPJ2KFMJpOan5+3z48RDYfDSqfTNgf9ft8CnrOzM+3v72tubk6xWMyem+dh7ryB9Gv5dQBw1uEDQw4S6+ZBNICr0+moXq+r1WqZE45Go0qn0xN7JBwO6/T0VOfn5zo/P1etVlO9Xtfp6antUe80E4mEVlZWlEqlJgDdYDDQ+vq6lpeXNRgMNBwOFYvFJuaF9fZA2T/39OecZUyfJf917/Q9wPfPgTPjXGO4fJDrzxy/z1nDeQ4GA/sZH/iz13C+GD7WlTPQ7/cngA1/e7DwdYDlbQ1vjwAqgUDgK8Eh8+BtH06PfebXPxwOazAYWCAAQCNwA9jwntiBo6MjvXz5Uufn54rFYlpcXFQwGNTq6qoFNew9SRZce7DjbY4PNH5X0Dbr3E0TOZImADJOmECLfXd0dKSDgwMdHR3p5OREtVpNL168UDqdNmKK8+qBF3sMHzMcDpVKpXTr1i3lcjkDQb1eT/l8XktLSzo5OVE4HNbKyoqi0eiEH2ENps8Se9q/79se/jX5NzYoGo0qHA7bfEnjIMQHdB7g8HOdTseCZ4Kx8/NzAyL8PDaWfQ2AJkhptVpm96LRqFKplO1hT2bwPNMk3ts6u9M4w6+df32IFU9aTNu5s7MzOwtHR0fa29szm8M+JKDqdrvKZrNm//FH8XhcmUxGp6enevLkiY6OjsxmYCcSiYQWFxe1srKieDxuzzZtW/0Z4jmnz+zbHLy+NInlvD337+sxE1iM/UGgEo/HDVvgH9rttgVn/rX4HcB3r9fT+fm5BRynp6eKRCJ2ViFYvK8h4GHNmdPpvfY2z6wnBDh7PMu0b/dEMLaq1+vp8PBQR0dHevjwobrdrk5OTjQajSzwqlarGo1G2t7e1uLiojKZjNl7fEA6nbaAcDgc6vz8XJVKRdFoVNlsVvF4XLlczs4M593Pj58n789mnbeZAg0MuQdP3snytVcdfibZM2psQP83m/rk5EQvX77U4eGhMpmMTk5OJl7DR9AsXCKRmHhvb4gBMz7z4hks/+zTn/ltDjaHB8kewAGwEomEzs/PFY1G7ZmbzaZqtZpFsd4QAFhCoZBqtZrOz8+VTqfVarUUCoXU6XTUbrctYwTjigGAbTk+Pla1WtX5+blOTk4Ui8XU6XSUyWSUzWYN6PmAied4Fbj9psY0o4gTAazV63Wbr1arpdPTU0kXDHW1WlW327X9VK1W1el0bP4JTFKplJLJpAV39Xpdo9FIjx49siA5EokoFospl8vp/Pxcp6enisfjSqVStt88y+jZQ57/VfvOf7ZZ5kUa7+evWwcf+PJZfDAOEKzVaup0Okqn01pZWbHgizMEkyLJAlFJEywJ4Hs6K+TBE3YC4zl9Lr2T+ybA3auGzwR4R+HZK+aJ58XBcW47nY4Gg4FOT0/VbrfV7/d1enqqs7MzcwLJZFLRaFTNZlMHBwd29rLZrObm5tTr9XR0dKRKpWLs1tzcnCqVijKZjJaWliy7jJPxGWcPYKbX3u+Rt3Vmf1ew7G0FjpaAs91u6+DgQE+ePFGz2VQqlZJ0kcE4OzszBpUsL78L0CVoOzk5Ub1eV7lc1vHxsZLJpK1bIBCwIE2Ser2eIpGIlpaWXglMpm0b3/+m9uC0PfVrA/giAD07O7MzVKlUtLe3p3g8rrW1NaVSKTtLg8HACCNJExk3QBxf6/V66nQ6Zue9z8Q/hcNhdTodC3oJFqf3F3PlM0jf1FxNB8zTthACA1ssyTBEt9tVtVo1ou34+FgHBwcGxmq1mk5PT5VIJJTNZjUcDvXy5Uv1+33t7u7a/gyHw8pkMopGoxaMnZ2dqdlsqtfrqVAoKJPJ6MWLFyoWi1pYWNDS0pIymYzNI3vcr7u3ez4QeZs+FnvtwbIHxj7Y8FjNk1bYfzBeIHCRIQNP4EuxiWTjarWa0um07ty5o3g8bgEszxEIBNRut3V6empBCutIYOEJHR988Puv2jtvOvAJfr7wa9I4yGfO+EwEUoPBQPV6XQ8fPtT+/v5E8ME8eVVFPB5XIpEwlQ7vd3Z2pnQ6bTYRVQJEyunpqZHNkUjEMiAE2Z405rn9eZrV3s0caPjBgzDZPoLjZ71MY5p1AHx0u111Oh2dnZ0ZiDk8PFS5XDYjeHBwoJs3b0qSOW8ON6z1xx9/bBEb78nBxOFKY9mWP6jTgOxNorhXDQ9WfPSNYyN1yOaLxWKKxWImIWi32xqNRgaYT05ODOwyCByQVeEsQqGQms2mybU4yMlkUq1Wyw4/G5c5R0I1GAxMguXnwh9oL1mbnr+3Pb7OwHoDHI/Hlc/nVa/XdXx8rFarZYe22Wwag8RcDodDzc3NGcPX6XQUCFxkh/i54XCo09NTk1EB5mC2ms2mqtWqbt68qVQqZSxWPB43I85zSvoKoGHe3haA+V1rwPtwLqadcygU0tnZmb788ks9evRImUxGH374oUKhkO0NfgdDNRgMdHx8rAcPHqhQKOj69etmF3DmMKfsdy+dZC9hT3guD16mgb+f07e55zyjNx1Q86ySTF7H93CwwWDQbNPR0ZHtKW+zcAgwzIBhbF80GtX8/Lzi8bgajYaazaZarZYF+6lUSvPz8wY+mSufuYhEIhNSGJwJjsTvxW8KCPq/X/U9gjAyqru7u/rss88UiUS0ubmpVCo1ETwBTNrttiQpnU5P2J1MJqOFhQX1+32Vy2UjTgKBgJE3ABSkVPV6XcFgUMVi0b4PmPfZcGyMl2J8U0HH9L4DKMN0stZIUer1uo6OjhQMBpXP55VOpyXJJFVeDkNgL8l8DZ8NKYdXIHC2IAnwFxA7jUbDfEQ4HDagAxnh5SseNHuyctbxqrn39szbCY85+Hq/31elUtHjx48to3hycmLAeDQaqdVqGRFzdHQkSapWq4pEIpYFb7fbarfbikQiJjEGiON7ANadTkflclkvXrzQ/fv3tbm5qVKp9BUSijFNvHjw/zaGZ+Wxs/hSv3ZeKsdAUZFMJu1ceVldq9UyYqDZbKrdbqtSqdherlarajQaJodaXl62wBfQTcCWSCQUi8VMBs1eZY/6fcozDIdDkzK97fF1+4yvITHzgYG3vdVqVc+fP9eTJ0/sOQeDgRKJhPnJarU6QSCdnJzYHOM7wNA8D/JdSUYCjkYjHR8fm2RXuvADBLb8jPd9X/dZX3e8tRn3QIBDDICRZGy9nyBkBf1+3xjneDyu09NT23RnZ2cGKpBR1et1JZNJYx12d3d1fHyss7MzHR8fq9/v60c/+pEZVa9F8+nUacPzhxq/axEDgYBF5Kenp2bky+WyKpWKaeGR/qDbo64D3S6HHscKyAN0zM3NqVQqWYbEy0Fgp9jsGNpMJjOhQeR5feA4Pa9vG/hNz+H03PE32Z3t7W1tb28bg8w84KDZVwCJXC6neDxugQaSMa+7Z55ho2GWz8/PVa1WVSqVJqQyXtbxKsbYG3X/PQ8uZp2j6X9PG4np5+D/GB1vwJ89e6ZsNqutrS2dnZ0ZuJE0EWgGAgHV63X9zd/8jbrdrn7605/q3r17ki7kegRevHav11M6nTYWlWfx5MQ0G/Wqc/NNMcusG0DoVew/wWggELAglDqndrutZrNpjJ7PugUCAQtGCT4IHsgWnZ2dqd1uG5Dj/4A7gDaMF9kPsmbTzCOOFmfnNfTf5DwyXvX6OE8vjyBYkPQVwNrtdg249Pt9ZbNZy9wiRYM5Zl34nCcnJzo/P7csyenpqfkibxewlawDe5zhmb8/1Jjed4Cwfr+vTqdjn31/f98CM595RvrkWV7OY7PZ1OnpqXK5nMkv2B9e7ul/l/oOH0Twsz4o43n5/3TA/jbnx7/ntP30Zxfgip2uVCra2dkxCVQsFtNwODT5Cv4D8gWMQlB6dnam8/NzO5/sU/au188HAgFjn1ETkAF5Vab0dwWxX4clZhm8DuvnySfWk73EeYI06nQ6tg/ZM61Wa+LftVpN3W5XtVpNtVpN5XLZAjbsUqfT0d7e3oQaAFKGOQdbouggS/eqM8pnYD/7gPZtkgP+rHlSzJN2YDD/TJ1Ox2Sio9HIapADgYDS6bRisZjZRrCdx9CxWMxUFz57iJw+HA5bPRDPQkZoOByqWCwqn89/hQDg2b3Pm3VcOtCYBuf+3xgtwOvJyYkWFxcNqAHKiLoAtefn59re3tbBwYGkCzBSqVR0cnJihdIYfRxuKpUyRuD4+NiM27Vr17S/v69arWbRK/pHGCoOybRk5HeNt7Ehpx0EzJw/DMilyERwyKrVqg4PD60oP51OW5DG55+bm9Pc3JwkWVQMuEGTzMYLBC400DCvXroyGFwUgPO87XbbJAkEkGdnZwoEAsZe8Lmmmak3BctfN4fekfBvHzjAiL548UKHh4eW1VlaWrJ0ZD6ftyJ7HOfR0ZHVqyAXIzgGBBO8khUJBAI2bwSI+XzeslDFYvErMr3ftTemHeMs++5VQQZOjqCf+eKcsL6cCw8qotGoyfh2d3ctxe8DY4xsq9XSs2fPtLe3p1arpePj44l5m5ZmSTKnz9d97Qx71xvt3zUn3wR54IMoP58+CCJQOj09tWDDn3UYZfYKGm8ChlarZYEI2QgAd7lc1tzc3ERh99nZmTqdjqrVqprNpnZ3d3Xjxg1tbGxodXXVbK/Xc/M809k0vsbZfVsMKfvXrzd7BvvFGZTGsgfm7vr16zo/PzfmDT32cDhUq9WyzxAMBo0IgYlGzxwIBFQqlcyxSheBtGcD8VHo6tvttjHzkiaAH5/HnxE+6zdBqnhmGdLCS4YJKDudjiqVirHABwcH2t7eVjKZVCwWs5rIer1uvoL1OD8/1+Hhofb395XP57W1tTXBcHqJDvZDGjeEQZ7Mc7AeBHjYPx/UTssx2H9va854P8a0jfU1nDs7O2o2m3b+ms2mBRVkwTnDuVzOsITP/vR6PVMJeAAJkYKf9QXNPGur1VKz2dTGxoY9H3PKnLMHpgOAt+VjX4XtprPH3gZL4/MKgdTtdnVwcGBnqNlsWhMayJZEIjFha8iqIfkeDofa2dmRdJEp5vvlclkHBwdmK05OTlSpVLS6uqqbN28qkUiYjfZSLt/MYdoevU1Shb37qj3scSb4IxgM6vz8XA8fPtRvf/tbxWIx/eQnP1EoFNKXX35ppBNnivnk909PT9VoNJROpw1XI5PEZ4CXk8mkZXghpnK5nJGrnNXpIMP7jjcZbxRoSK9Oo7CYjUbDagOy2axisZiksS5UkhW4HB8fa3t7W81mU81mc+K9mDiChe3tbcXjcXMcyH8ocikUCjo+Pp7QJePk19bWlEwm7YCQbvYH9evA3dtwIjhJBsbDgxCCDYIzAjJqBkg91ut10zNnMhkD2T6ogolnztHiEqR5qQbPAjvPOsRiMdvggMZbt26ZdOhV8+a/9rbH1wUb3uhXq1UdHByYwRkOLwpCOZAwLGSI4vG4OQcyPATEg8FAjUZDg8FAqVTKQAmsarFYVCQSMac/Go20s7OjcrmsTz/9VGtra8b+AWw8U8W8ezDoP+ssxnD69f378D1fA+ELuAk2KBI9Pj7W4eGhFdf/8pe/1Pn5uTY3N02nXKlUjPl99OiRfvGLX9i5qtVqtv8AN9KYIfPAA+Dts5DsSZ9ReNXn/V0Zj1nGtOP1AbR/L/Yd55SsKc6A4ADGUxoDV+RMnHOcNecWWRXBM/aO+SNrcnBwoHa7rUajoWq1qkqlort371otDc/pWarpOiH/md+GA37V60yDFxhgusIVi0Vb43A4bJlVgrNMJmMZ8G63a36g1WqpUqmYdp4gnw42vBYZD/aiJPvbd0DERkIoSONOTf6zeeKAc/U2wPL0XvZEHiwv2cREImGSKQqXg8GLLkgPHz5UOBxWPp83W3JycqJQKKR8Pm+2sdlsam9vT7u7u1pZWVGxWDQgDCmBL+Y8AhJZk9PTU8uYkQknM+dlG54Y8nPlsyBvY/48gefPrw+yJVlmGtvdbrd1dHRkgKzRaFg20XfDC4fDKhQKE0QLtRXShZqAfQQYRO6I0qBQKCiRSOgf//Ef9dd//dcqFotaW1ub8J/YPv+ZprPfb2vOXiWd8jbQN94B8HqpdbPZNOVFq9UyiScMO8C10WhY/RSBFAx+IBDQ/v6+yuWyyWr5HYK9eDyu/f19dTody16ur68rmUwqEolYwfi0DHc6WHpbpNTX4R0vN5Mu9ly5XFYikVChUDAyiazD/Py8BWfgU+a43W6bdA8M4TMoPpAnCKnX6xOZcKS1dHAtFosqFApGII9GI6VSKZNb+uDjTTDxpQKN3+XM2SwcBNI0e3t76vf7isViKpVKyufzdhApOv7888/129/+VsfHx6rX6xOO1DNhflK9sTo9PVUymVQ2m1W9Xtfy8vKExp6fwchtbm7aYmGQf1+Q8abDGzw/X17KBePkNa9nZ2f2jGQkOMR0x4AR8e1bee1wOKyzszOr6SAIISsxGl2kdAEeDH4XxwwbQcRcLBa1tLRkWZlXOV6/N97mnHpgykGAReKwUYRbrVbNyaFdPjs7s8AiHA5rYWHBADAHMh6PG+DzQSjvw1ogQ1tcXNSDBw80Go2sE0SlUtHCwoJu3bqlhYUFY6ko/vWsm2eo/OeclU3g93y9lDRpOKSxpBHmkgJanOnLly+1vb2tp0+fGltK0XwsFtPZ2Zn29vb0y1/+0oKx7e1tnZ6eanV1VeFwWIeHh9re3tbGxoax2bw3sg2vHcexAGwI4AA8fA7Gq/bWmzJ8rwLJvgMWn4PPgAPgDI5GI2PVa7WaGo2GBbm9Xs/YYmQ77AH+jUOGSUVCxM/Pzc0plUoZe83v1ut1ew6cdDKZtALWQqHwFVvt5+mbCDI8+GZPAkwDgYB1pCmXy9rf37fWyjDCXh6BQ2QuYJ6Hw6F2d3ethW2hULBsIwXL9XrdWpWSZer3+9Y1iezwvXv3tLy8bGQZAYuXu/nPN70X3yazzJz5r/nsNIC+1Wrpyy+/NBnK0dGRwuGwarWafv3rX+vOnTtKp9M6ODhQuVy2PQCLTBv5ly9fql6vK5/Pa21tTaFQyAA49h2mFaaZM0uAQfbY+xN/bj2p5efKB/JvYwQCAQObHqj7Ojl8x2g00ueff24ElCc8kFDNzc0ZecD/adTAuUd+xh/8CYCbTpAQEcwDdXBra2uSpMXFRfsM2GfP1rMv/N9vOlevavDjMysE/F5pwYBxp9aTfQL2qFarqtfrlrmeJm3AOI1GwwgtL3dmnchwEPBUq1WrranVatra2lI+n7fX9VjSz+Hv8x+XGdN72L8v38emRyIRVatVVatVRaPRCWz1xRdfKBC46Kyay+WsqQDF7z744AxBHkNEkfGkfhKf5bsYQiJHo1HdvXtXg8FFp8xisah+v2/ycezi1xF7lxmXCjS+Dgjxxrw5kS7/Jw1+eHioer2uTCZjfYGfPHmiJ0+eWGTrASNaxlgsZgfeF7sEAgFLl9ERiXaI+/v7evLkiaSLFNH8/LwikYiazaYajYYikYgVHcFQs0hvMqFfN2/ToJHn5yDzfzZTs9k0oIzMolgsGpPgpS5IKHK5nNrttskSeH0cEu/jGRdpXKjvu1ABALweEAZrbm7OujKhCQc4/z5p0Cxz93XzyaA+BeCHUysWixbMNhoN6xjCIZOkUqlkRhEQ6Fs9Asx9MTjrw2GmA5DvCCFdnINKpaJms2nMVygU0uPHj7W8vDzRMexVn+tNxzTA83tOGneX8kyfD3AfP36szz//3Lpz0bmH1Pbf/u3fWiOBVqtlqW2yR4DAJ0+eKBQKqVqtanl5WcFg0Nr4SeN7XkKhkJLJpDY2NixLJMmYfLTM/nNNM1R+vC3AzMDZ+doHL2XKZDLG4HIuG42G6ZA5W9g2Ag0At+/wwfdxuuxH0u2SrEsV9oBMJNkN7GYwGNTx8bE2NzcNaNG44FUB7tuYu+nXxPESwEr6ShYQ0IwUFHvd7XbNfkPERCIRZbNZy/qSfYUkiMViSiaTposGzA0GA5NuQDbgUOlmRbEpNYVPnjxRMpk0Lb4PNt/2vnsVWcNeA3Ahq+NMUoBMNzKARLFYVKlUUiqVUqVSUaVSsSCl0Wio3W6rVCqZXYMoKJfL+sd//EcNh0MVCgVVq1Xb4/l83phQL68ARPFcsM7xeNyemTGdyWC8aTbo6zJo7BkAIAoH1AEHBwf6/PPPdXBwoEwmY9JtdO25XM5+h/2ERIrgisAEfAEhCBFFt0aUHSgSyIo/fvzY6hYgQD34977oVX7iTfyGz/hMf521wl/i43zRNX4wEAgYYbe3t6dnz55ZYMG84KspcgbPcEbxn9gCCAkk8NMZACSCjUZDo9FIpVJJkUjEiD2ybGCT6QzDNzG8TWVOsbvsqS+//NI+K/N5cnKiv//7v1epVNLKyooRUhBX6XTaapSRjWKnyPh66e3c3Jx9fuwH5xDyvV6vG7FAV0MvjXwVcTKLfXvtQGM6en7Vm+OI6QxARqFarSqXy9mdBGyK09NTbW9vmwY3HA6bE+h2u1angdOgah92gPfMZDJqNBo6PDw0luXg4EDn5+cG8Mh4oIVEH00gQxaADc9nfBtsvHfo02BP0gRDRLcOnMXh4aH1e8/lchM9p8PhsOr1uuLxuL0mUTCGlYCAr0maKG6kngaHQOYD9oC0fLFYVCwWUyKRsPZoHjxNM/Rfl92YZe6+LtjgOdkPtN0FrNRqNVtX5qbZbKrT6djPE3QRtPJ5cawUWpGqhMkhG+Jf38s+6EKEdAb2pVwu68GDB5qfn7d97h0Iz+L/fpOMxvQeZp/w/2azqUwmY4w5Bubw8FC//OUvdXh4aI7aO0I0uMgDAMFk5YLBiz7xALwHDx6Y/pszfHR0ZCz7/Py8ksmkBoOB9vb2dP/+fa2vr9slkawzbUzZy7zv79orbzqmGSuyZUh+Wq2WkSD8OTw81JMnT7Szs6PDw0PLYiHTkcaFirwHAa63N+xPf8a4C4JsIrUb1WpVwWDQAPTDhw/VarUUjUYtWCSoXFlZUaFQ+ErdyZsOgMmrzj5s2mg01qfTCQqyhMCdAu9Op6NkMmktuQk+aTs9GAxsP8C4ejkgheX8DeBAajscDo1hPT091c7OjrXBjkQiBnao0yKI/l22bVZ/4YNm7ycITI+Pjw3Qd7td7ezs6NGjR2b/vGzCz1UgEFClUjG2uVarTbCcZJB8y9z9/X2NRiMVCgVrlzsajZTL5bS0tKTNzU2tra2ZztvXe9CoBckHUhZsC8/5Kvs26z70JNf0axAIkfnHJlG7x/OQWfMZEICtzzzw+txP5bPeYB7aJAcCASvURcZH23megYxno9HQy5cvFQhc1BTFYjGrN/Jd7KYDzzcdfj38672KZMEn+sDN2/5Op6OHDx/qs88+m5CaEeSHQqGJS20JNPhMZGZ9MxpPJI1GI8NHSJnx3RRULy0tWRE6viYQCCifz08URONzv46oep3xdQEfZ5Z9A+lD63s6U5K55c4u5qPZbCqbzdp+i8ViSqfTunbtmuLxuCkz/PqxBsjLksmkBb2sAaQUBBWXA/Ke4XBYy8vLSiQSRqgRvLAnXpVc+H1j5kCDwZvBnOOAG42GXrx4oV/96le2uEwiQLdcLk9IemKxmPL5vBWdplIpHR8fW5cQ5AawhoBzfh8JFDckhsNhqy3wIKhQKBhDDxjM5XJaWFiYkMz4z/gm41XZDB9hYuApsPXpqlgsZinHZDJpch0+s9cQk9Ikcgdckz7D+WKgCGpGo5E5cvS66HB5H4rB6ffNvPV6PbXbbdNGvoqdv8yGnB6vAuAM1ojCTtimarWq/f19bW9vWyE9DpQMGAWgnmGmxSUZDp+Vw5H7AIO/YcEI+gAiHNIXL14on8/r2bNn+s1vfmOpeB+AvspRTks0Ljte5cDJDPR6PdXrdT1//lzvv//+REvCRqNhgTqsPVIp2jWen5/r0aNH1iYTiR4GcWFhwV6zVqsZa1Uul60QDsPPzc/B4MWFQ9ls1vYSWTh/Z4CkiTbV3gZ5Od3bGj5II+BE1kOmrN1uq9vtGuN9eHhoBaYER9PZKxgtQB4Ok88LEcDwTR2ki/Q4tQrIFJLJpO3xwWCgR48emd1D+oFefDAYWIcqP2dvErD5fT09SOWTHfzNb35jnx+tNXNIQJfNZiXJ2vrCEGOr0HnjD5DfjUYjI7WodfH1ZJxnWEBsR6vV0tOnT7W2tmb1b7CHuVzO1sw3FnkbZBTDzzuBITZte3tb+XxexWJR29vbevjwobGXPiPrM4GQI+VyeaKmh7Wq1WpmqzwjmkwmraELQR2/Ty0ItR7UKuC/4/G47SvkL9JkYO0zz28j0MV+Tgdo/vU5N2RI8bVkelhfMqe+FSot4T0o56yTeSAoTafTtq8TiYSBYbpR8UyeMLx+/bqWlpZUr9e1v7+v27dvG7kA4POgmz/TxOgs4+uyJNL4vi/kOgS5dMjjfikCpVarpRcvXhhRxx98J2oWv+foqkSmyEvr8NX4ImwdpEIikdDc3JySyaT6/b5evHihaDSqfD6vTqcz0Q1sf39fS0tLWlxctGDH2+Y3GdM2YNoPgcmwQwSOEBwEugTmKEx8d0eyOzQjgAwhs03miNbdyNY47wTAksyOMg/lclmDwUBbW1tWA0dG0n+eadLydcdrBxr+8PqNjvFBzkRR2vPnz/Xw4UMdHh5qbW1N9XrdDA4ZDd/KkvsOVlZWFIvFVKvVJi52kcY3xsKGoZtl0qRxL+fRaGQSAjYhur+zszPNzc0pnU5rfn5eOzs7Gg6H+if/5J9ofX3dmGY2+9t2Ij4FPhqNJoqWAGQnJycTHbYIBijGxkmygUmvkulBPiWNtfDe0ZBuk2RMsW+9RuF5JBKx1mcA9XA4bOCa9GWlUlEwGNT8/LxJq5g7DPEsY9oJ+S4oMAYEtxxK/6wEGcPh+B4Lfh8QhyHCiEoyQOkLvzEMGF0KTxOJhLVaDofDlukJhS7aIP7H//gf9d//+3+3LNHKyoqBbZhAAiXW6E0dr3fi/rPSr/vx48d2ntBmJhIJPXv2TP/wD/9genZS3QAs9O7soVqtJknGkty4cUOFQsEkPtzqDPDDeROQNJtNlctlcyirq6va2dnRwsKCnX8kRolEYsLZ0+WJufbBGvP4JgP75s8UGULYM1o0kq1lzrjTBxbPa2Wlca2PdBEwkLWFQeUzsnZeLopdIiDs9/vGmqZSKaVSKTsLOPDBYKBnz57p5OREGxsbxlgNBoOJOyOkt5MZmmasvWTKZx3n5ua0vr4+0Q4Ye+2LvSGamBPYePaXvxeCi6xqtdoEWIYUGI1G1rmGeUbKcX5+rv/8n/+zyuWySqWS2ZZisahcLmetqwOB8d0z08HVrHPHnDEP29vbViMH8KjVajo6OtKzZ8/sjFWrVTuX3ld6CTJ+hgwGQBBSCdCB3Aw7jw/hfJKxOD4+1v7+vmUzb9y4YTUdkC2lUsk6JfJ6gChAo5+3N8mCTwcV06APCbLfJ2CE3/zmN5a98RfaIqkjGyaNZZ7JZNIAIxJi/AwkAjbS19MAfgHVBIPhcFirq6tKJBIWPKO0wI6RGfd2yeOxWfcdwcR0DRpEpM9mgA0ODw+NlKzX64bXmItkMmlZG7K0rL2XBPnPA7HnVQEQnvgByBZqbNk/7Ju9vT3t7OyoUChYIEYmaTQaWZH/ysqKUqmUBYRvg5jytoA9ztqhHCFgACtj7yFY8AGQI+w/8M1gMLBmRolEQvl8XvPz85Ztw0+Asb1NhSCMRCKan59XsVhUPB63+hZJ+uCDD74SqEzPtfTVRi6/b1wq0OCF/eYmUwAzf3Z2plqtpqdPn2p3d1fhcHji0jhAtDTWlyH9GQwGxoDwmj6KxljyvkiCiG594EF6CifF66A/zefzymazWlpaMkZ2e3vbNh+LNJ0qmnUwX35Dc0BgQ+jSwcKSjaAQCGMPe+olUMytL3LnYHpNOUaPg40RGQ6Hlm70YNx/5sFgoP39fTvECwsLloo+PT1VJpOZKAD0KclZ585vaAwQB5VnrFarevToka5du6ZUKmXAgnVlv2JUYOlh9nEQrVbLXh9WDybLd/5gvllTjF8oFNLR0ZH9G8aEoJXCrnA4bHrgxcVFMwBedjLNys06ANzsl52dHb18+dJuSQ6FQvrLv/xLJRIJ5XI5ywJRqNZut40xwej7ziu+/3s6nVYul7P2zARtsK2dTsfkBicnJ3ry5IlarZbJo7rdrh4/fqzDw0PLtNy7d0+Li4t2OVun01EqlbJ6JdbKs49vOme8Bmvh2SnkDnt7e1YcPy1VQW/L5XPsQQCyPxMEYd7GEGABJAGPPshAzoNTQ5ohaYL943nIYAHiCZhPT0/NCc9KBvgBMPGZSE9iYK+Q8hweHurBgwd6+vSpySUInJCAeUJFkmmaAQ2AEPYpLDJEyPHxsUaj0UQ3Q+rNfDML1qFer+uzzz6zoITLEpGl+kvtsE8Eu2+aDRoOhyY3DoUu2nE/ffpUL168MJvlSTruFODiUGw/r4UGPJlM2mfHhpFFk2TBBcXKmUxmYt96ief5+bnK5bKd6+HwQr7MXTnIzNgLSNDQqHNOfUtwPv+sA0DnAxXW4/z8XH/7t3+rnZ0dvfPOOyqVSur1evrFL34xIbHxNYtkKsmu4YMJSH1jGgA5QRb2wF/gylz7BjUe77TbbeVyOZNBgpmWlpZsTqktxZ97TAa+mWUgfQIHgKHYJ3x+so7U4qEK4ExjVzi32GeeE9KDIAbijUDX+/ZpSaeXBmLvwE08M2T2cHhRIwJREY/Htbi4qIWFBbMhvA/7+21lwHlN1uP8/FxPnz7VtWvXVCwWLfPjcTNnahrTSRcYmaYCzAM1yclk0iR2EFsEDMjFyFYnEgnbgxABvhUzmTZqodPptJLJpA4PD42U9piY9fG1V79zj11mEjnEPsjwm6PT6ZjOkFQMxXm+FS0s/bRGlraktFvlQGIAYOFIZfd6PZtYdMukKKc15DxjIpGwzhuwAisrK7pz5456vZ7K5bIZWp/efZPBXLFAGHlkT/Q/H43GN71SOEVqG7AMqwqA4TCjVcYIUujr02ZkdTC+zC2ggNTu3NycsdJsJg4QQWQqlbJAgyyL794kjS9x80zzLINMgo+ovXEsl8uq1Wp69uyZ1tbWLCBC4pDJZCz9PxqNrKc58wD76w88c5xOp20uYRi85Az9Lt1I6vW6JJk8xO/rhYUFO+jcnD03N6dsNmuHHlYHAzvrvPnAjgAVg7y4uGha+Gg0qnq9rpcvX1rWIJfLTby3D3R9XRNGvFgsmqMA0HILNj/Pvgck0wPdA/RIJKLj42Nr5rC9vW13Qzx//tyCuMXFRf30pz/VjRs3bF/4YE56M1beZ0IIvAnaYZU4TwTanFECS2lsr7B7ZEol2V7ycihvR2H/YAQhUmC3CDSoU4BZ5pZcghMufOIPhcBPnz5Vs9m0lpDIMD2AmWUQEODAcPxIbPjc5XJZOzs7SiQSFghQA8bcwuiGQiFjSrmocDrLg0wF6QXvl0gkVCwWTf6H7wgExhclRiIRswE+w8x6UvuysbFhn1GSkWfsOcab7DuAVLFYVK/X09HRkTHG1Wp1IhiDJPGtualtIcAAELMmAByyqdg2Mvx+DoPBoM0bv8+t14FAwLrhdLtd/eY3v1GpVNL8/Lx1+kOhkMlkDGRSJO7PhA92Zh3TJA1rRDOQFy9eGDGAJG44HFrQQStQiuSp54MN5xmp+2GfcJ+Xrx3lc2Hn+FmwDqSg76BGzVosFtPu7q6ePHmiUqlkNZG7u7s6Pz8338U+89mbWc8texiVBCDSg0rALTd6k42m6xPz7S+JxJdhj9iL2BmvGCHjQwAybYvwozyrJ6N9bYPfZ8jMkXkDmKkBQdHhicvLjOnf8QoOSUZ4P3jwQMlk0i5n5Bz6WjsaMYCFCcyz2azZJXyAJJMnD4cX8sfj42NVKhUjHrxt9CQ1mW/wDxlT6cLPP3v2TOvr6+aXaSOMisUTrtLr77mZ2tt6fR0GA0eJJp4Nhe4WgIHjAdSRYmThSEUC3qiKBygRlVWrVUvj+i5IbJ5YLKbFxUXV63W7uv3w8NDSTL51Vzwe1+HhoXXq4EIjtIE+tTvr8MaB1+MwEZy9ePHCNtwXX3yhvb09BYNBK8SmWJQMkD8gbCSckCSrIZDGV9EDEvldn471AAs9vk8DY4DopJPP5y11TzqSOfVaUq+tv+zgNTgYfFbYIZ7v+PjYGHFkPul02rp9oIMkPYzsBuPk2yD79oz8LJkiafJiQJwFrANpd5gv9nEwGDSnxX0eAOpIJKJSqWTGl6DnVVmwy84dwAWg3Gg0zKEhjwoEAsYOI30DODMAI4lEwsA16VgAN8Yf5pVuOBh3WEMCP4wXzDEBg2fPuHiTGhqaQhwdHWl9fd3Wwe/fabb5sgMg6wNkwPxwOLSWluVyeQI8McfseV8sitPFVhGQAqyR5nmmlPf1a8majEYjA8rcmMu59yABFh67cHJyov39ffX7fatVi0QiWl1dnWCbZ507f+4l2evzXDgq5HBkH+mfTyAmjYE8zGQoFDJ/wmcF2JCFBngwd4AQAh/kMz5LGQqFJurS8FEAdNaVZhE8F2slTcomZj2v2Cf+fXJyogcPHli9FBlEn4FiP9E45VXkkAd/ZGOYb98dyterSeP2wdg3isi9zJOgrF6v63/9r/9lZzkajWp1dVX37t3TnTt3bD9y95K/gZ39gk+bZYBDpPHFoGAOOlKSvYJQo9W+9wEUX3slAPMViURMnki9qAfi2D/Aoz/H0WhUjUbD/An7BJsASRiLxXR8fKznz59Lkubn57W4uKher6cHDx5obW1NKysrE4z/dMBx2eExnd/PXkUwNzdnASjnCGwFpggGg5YJ63a7RhL4Toy+Vo05YL/5vcC8sX5eXeKlWJIs8KOBDs+HRJ7z6zuF5XK5iezfLNkgTwgypmtoqOX7+c9/rocPH9rXyEiAm9PptDVRgjDADqFyoTkPXVQhQU5OTnR4eKjDw0PDOdSq8ZzsUzK+o9HI7ls6Pj425cx//a//Vaenp/rxj39sl0I/ffrU7gSj3uiyWchLSad8FIPjxZj7S0Xm5uY0Pz9v7dwkWbQGYPVFRYBrwAybEeOK8alUKpYiD4fDKpfLyuVydhBPT08tYotELq6n73a7ev78+cRtlUTusIAs2M7OjjY2NoyVXVhYmEjvzspU+c2HnAcwIsmM4t7ensrlss7PLy5J8y3cMAAehALyJFlA5LMlyFl8Cz5vSJhzH/XiRHhODzhgjPv9vgF6WiwiPUL+JY3bp/K7s4xphhXADxOMoWZdmR/mhINF8RRZL2795pkJ4gCT/B7GFYdEdsUXYAIKeN1IJGLsIClw//zlctnYeAwjgSgaVow+wfwswwd9GOKdnR1Lw9KuFkNPMO+LRelGhTzKP4uXxpG2hrEGyPm6DtaETGMoFJqQyPgAmVqHfr9vGTb2pG9dynrjtHyGZJppft3BfAHOeG4ACfaO90biCXMH8PXtWKVxAAMIYX0Aa5Ls37y212JjY2G2CODZk7w288OehkUFbCHX4NwGg0ELMnC8SG0uO3gengm7Auhjf/T7fa2srEwU0vugjr1FIAU54oMGZCT4jV6vZ4ELmWKyjD7LA7BOJpPWGej4+NjOP1kk9NCSLDAGiAPQAeuvAh2z7Ds+c6/Xs25PADXOGntPGheMQ3pwzwEgg8zQ2dmZ3d+AzZz2aewXmE8Kfn2XOewoto7AG4kQki/aAePnqZvBbvJ8HiC/qYTFA272CBnsdDptbYrL5bLNHbYf30bgBkBmv3o7SuYQ6Q4gluwGGW+yA3xWiuQ9/uE5pXHL136/r6dPn+ro6EjZbFbLy8vmZ3ygMt3pb1bplCcz2M/UaGLXTk9P1Wq1JjI+FB+zt9LptHVJYo8gj/dZRmybzxT7Gi4vK4Ik4YwRRHDpJvueIALy0fsDbM/BwYECgYCBdPAAPnuW4YMzbCd2nr0eDAbtImrsd6vVsowGvpPPRhCFv8H3JhIJLS0tqVQqKR6PT1yGiD2AQIdoxRbgk5Bq12o1wz68jiQdHx/rv/yX/6Jf//rXmp+ft/27sLCgGzduTATwfNbXGZf2xN7QAl6JxOidDFCBgSTtzeFggTACTBAOnGCDSDqVShlrx+YMBi+61gBqAeSebWq1WorH43aJS6PRMCfdbDYn2lI2m009f/5cH3zwgX0/FouZFvxNjKDfjD5N6Rl/7sAg2vV6ZhwobB8L7Vkl33LVBwesE+ysTy+jhfYAEpYP+Zkvssc4wFj85je/sbRpKpWyDJRnDGFAZnXCOEaeGZDAwYSJZF69JIqe8qT8SPMTxAJEeDZAIgW1dJbygBoZIGysNxAAa0AbwQoyPNq9np6e6uXLl1aEC1tG2126A00Hh5cZzWZTx8fHisViKhQKVsc0HA51fHw80V+cTAsBuq9LYP1wAv6ZyPQgZwH4p9NpO+s4HwAzbB/yIHTzyAipocEJsG9xJisrK/re976nxcVFW3fPBHs9/5swfD51TyYGkF4ul62dNpkJv1+ZT0kTGlYPtKRx61oYtemsJ3PtHbAnCHyRJM0ZsH90Y+l0OhMXBsLEIpXc3d3V8vKytUskOLh27drMc8ffBOhkmQFL+A9JBuQpLvUsnDQG1cxZr9ezrAaBPwxdOp2esNGcZ5wi4Bh2FlkKNpL2jtL4VmeaQfh1YU+wT7DTvh5slsHv0163XC7bPPlzCQHnbZk07orFWQO8+YAPPwkYY8+hG+fZycLhq5By8N7+9wFGnDsyBul02sBgvV6388ScYi+mFRKzDN4bHzUcDo1IxAYC4nkGMjXxeFxLS0vm47DxfN5AIGAYB/DLGcRXMi/tdtvmFKzBHuGsUo/ms1c8uyeejo6OVK1W9Vd/9VeqVCqKRCImT0bCCWhHBjfLmCYd6/W6dQfEb1YqFZPDetmn74rkA15wDBgFH8k8kPH1EkVfn8F78Hw+sCa4wz/7TChdsHq9nhGQZFfILrTbbZOASdLq6qoRapcZ/qwwPF6r1+uKRqNaXFzU48eP7fue8PTkFDYE2wlpIF1IpVKplHWcgghJp9M2FwQuBBc+CwQ+4n4lzjaXuUpjpUi327WLO9PptN5//33l83kLQKUxrsRe/75xqUDDS0b8JgC8cCU8wLzValmECbgANHGYSqWSNjc3LfOws7Njm4oo3esHKS4nzUiKjA5AgUBArVbLDA8Sgc3NTeuuRLRIYSnp+RcvXujhw4emxeVnScu/SUqczQOQkmRpNKJzDrI0yW4hXeIPaXFJxo6SecG5Y/iZN5w1c4JRZ36JhHkdNpUvvqceAeaF9YVZxOi22+2JGhf/vJcdHBQPOjng/gZWL51hzsi4AFL5GilTOp1J485b0oXDTiaTBspgnzxbC9tAgIfxpMUjQLXX61ngFQ6P2y0/e/ZMuVzO9sA0O46Rns7ovO5AyoVUYH5+3pg49Mjtdtu0orRk9FIAWL1QKKRarWZBA+eLYBIm1aezCeokWWDia10AVQBspBy+fWy/f3FLabFY1Gg00s7OjnW042s4aM+GAwDfRDoFc4gjxRESTBNk1Gq1CbtIBzxkLDyDD57oRoNT4fvYUsAsDSJ8xkuSgQxAPKwczDMgmRvqCUAajcZE4InscW9vzxz/5uamXSQ5y2BdyVhNO06AAuw34IqWlbDtfB4kBpwR5pt1lmT2jEYLfI3MGeeQbCjyF2R4vCfMImceUA7jd3h4qPX1dSsMx7b68/ommW/sCkEEZIY09kU+WOd9YNcBal6u6TOjzIX/Nz9PdxnPxHvwJ40lifwff8Ee90A3Eolob29Pc3NzWlpaMokzchGy7swZPmLWM8sz+/oPaex7l5aWdP/+fT19+tQCIGyRJ2EgRTyAIuPhZT0w+viBXq830ZyA2kDsGz6HOQe/+CxbKBSybCN++Msvv9T//t//W4VCQT/84Q+1trZmdz1hTwgyZpWdeduDnYLAGwwG2t3d1dHRkWVgWCsvecInQACAVXg+SRa4E3z5IAH7RqACPpnGMEjbwETUI/EsZM/7/b5ldSUpn88rn89rOByaemV5eVnLy8vWVXOWPYft8dlzsnuDwUVHP3ApAVggEDB8MRwOlcvlJjLm0viSa1+WIMnqophfzjq+naYgkIOBQMAyiNxR5ztY+T0JIcHnwV9nMhmrB2k0Gpb1Y75fZ1z6Hg0WnU3IwvN9GD42LBMG++KBK5f/5PN5kzpFo1Ftb28b4AFIwwJ4XSwMHAeb22ORhxQKBVtQDBByGS7uQx5CJPzFF18YmG61WmYofY3AZYePKjk4ADmAW6PRMD23r2lho+EgvCPDWSDP8AYSQ86/ASZe+wcwZk29NKXRaJihoLBZkhkBnC17ghSpPxgY71lBizRmcTk0/E1RIgaePUlAi6MFLHvwSMBIcRiOF2kBWQmYT+Yalgx2izQ5YJeBw8MQ+bmTxncoEEh8+eWXOjk5MUPoASrPd9mRy+XsvplGo6FKpTLBGpIt9Cwka0bXHgAn8zocXrQxBnzzXASbBHZk3wCbkiackpcQADzYy7CQc3NzWlhYsKAvGr24obdSqejhw4fWTjYQuLjcKpPJWNccMjNvktEYDofm0FjHVquler1uzRsODg4MqPg9wj71emT2JeeDOfcgB+fNucNO8EyBQOCVrDtBAuAJ+8p5prif3wNYAqJ3d3c1HA61ublpZxeHd9nBvsCe+LMBM767u2uda5gLbJeXWnD+OBf1et2yllxw5X+Hz93pdKyYFyKKbAm1Z+wpn/WAOKAGifln/R88eKDV1VXLrPqbdLFTBFqzzh32JxgMamFhQYeHh0a0TN90jj2BhCEL4S+H9LaPdfGAFEDB6wAMIZ58tx9pjAM8gKbdPKQDpMr5+fiWemQfy8vLlgUFgAHY30T+4/X9HmcQoFar1Ym7RvgdAiyfnaVuzWfDyERwjxDvQ9MWslDsQfYz9VzYdWRxXt1Blg2yCjDIup+dnalQKOhf/It/odu3b09ILinilzSTn5DG2SDsJXeh0OGy2WxaxhP/wb7wc+8JPv4NgAVnkMH2Ph2/4TNl2EN8CfPmAS5rRpDlyUgyeig2yFqQyeh0OtrY2NDa2pqRpJcd4DTmnmCyXq9rMLhoWoIyBOIpnU6b+oHnLJVKarfbE/JjzitZdGR5nEmwNUQq+4/1gbDj/hsCEUn2HgSXBP5eOcIaUfeytLRk+wG/dZl5u3TXKTY5hq5cLtuho2c2zDmRFQ9DJI9jzGazBuikC3BElT3sm5elAOq4RAlW1Ue/bD7P2sCsra2tqd1u242VyAf8ePHihbrdrlZWVqzvejabVSaTeaOD7NleDzb6/b5JcQiIACbMGQwXh8uzCTAh/JHGN39Lk/cpoKXFWVPY44vlPEtGCpDD6zWRMG1sYDopYTDZuF6CM8vg+X2Gh2cul8t6/vy5dnd31Wq1TEIxLWngWTD8AAnABMYRI+dlCUgTAIC0PSStTBbAg5WTkxNj8BgAHubP6+ubzab+8R//UZubm3bxld/XswBmPivP+OLFC+3u7qparRpoZ8CSYjzozw1giEQi1nIxlUrZZ/QXgknjzmZ+3diXXqIFAQArc3h4aAWv/Ax9vtHWSrLe/DjWzz//XA8fPlQ0GjVmCgbp7t27Wltb0/r6+qXnzgNynBsB7aNHj/Ty5Uu7v4G9TYYUW+WbV3gnyWf29VAAS7IM2BkcA0EpgJnzj22Txoyuv8yOYkhIHN+WFTYU9m1tbc0KeQHcswyCLX9uORtkVggaACz4BMgeLxvzWn4cK0EIDDytlyXZXvXduQDaMOqAOc46ATiSFN6r0+mY/GU4HOqzzz7TzZs3JzIINJzwrKrPPl1meL8AOPBZTxw8PtF3m/J7zWvG8ZvMIQ0dyGbSxQhgRiaShiwEU9yq7rvN+eCW7C+BJjWCZGbo6PTy5UstLy8rlUppdXXVLlZjTWZVDUwHeJCbT548Mbt3cHBge5BAiMCLxifdblf1en2iwJjghLoWzj3tvwFf3W7X8AzZRrJiPKOXD9FqmvfF/yCvAcOEw2EtLS2pWCyaD2EdIWfehMyTZLYkEAgYYYO94KJgSGWwlm9igc9HikwQ6glMAjl/bwT4kH3Dv33ggk9hryGZghSFzMOfolghgPKBJANJ86uIwtcdPivmSZVWq6Vnz57p8PBQg8FABwcH6na7dtaQmuNrpQu7RUMVn4XElrBnpTHZT3bES+j4PcgQZMzJZNIuwvUBjSfSOMMEmcVi0fC2JM3NzVmHQBQFr5tFe+1AA+DrdaFHR0e2yFxchfwHh+e1YB74+LSiT/nCGtTr9YmLvtgotVrNnBSMK4cMA0ddh5cESTIAtb6+rr29PUljmQ1M/Wh0cYnPaHRxwzjGhM09y+AAcKhY2E6nY109pDGj5R0sz8gc4VyoTfEpY8A4Rs+z8KFQaKLLDPUzXm7k15dskpc1YEgwvsw1GYbd3V27lwQtIFH+rM7XM2heC42z83IqjBAGzuvjMQq8HvODpAwdp5ez+JQtzAJshU9VchMzWl2MCXsekOBlDWdnZ3r69Knu37+vXC6nZ8+e6eXLl8pms5ZV4NlmSYkDpDDe5XJZX375pV68eKF2uz1RrMw8TwersPVewkFqHyDLmfEMHE4FAAnowLjOz8/beaZryWg0smwozzEYDPTixQu9fPlSvV5PuVxOmUzGusXgnGncQBaBzi2S9OGHH15+02nMuLEPzs7OrBDSExjIANhj/DxneFoSxb4jWCCbwf7kPLI2vA6/51k0nhOnPxqNLPvIWoxGIyu45xyHw2FrS41d4jPxuWeVYUjj7lLB4EURZKfTsYvI/E3d2A/2C2CFguR6vW77j9oM6sb8RWbUJnj5BCCS80hmhEwd60QgJMmKoD3Z0Gw27f+VSkV/8Rd/oe9+97uSLupK3nvvPcvOAThmBX2cV2zp9va2+v3xbcn4Q86iPyfYbWwRQHea2afbDqAI2dhgMLCCeH83DISet7GeOCAI42/AKQ07qIOjwQn68pWVFTUaDV2/ft1APgHPrHMnjX3lcDi0eipuqvYgmWeTLnwBHbXYf94fDIdDsznsFWo8kcMgkfWyP2yDlyxjP1hr1hNw7RtI9Hq9ia6af/mXf6mNjQ3dvHlTGxsbE1I2TzrMMnfTdgqJ6M7OjnZ3d41AgQzxch3INl/Dgn/xWR5wB5liyAdp8iZtwDM/A67zdQf8jPTVYnYCX9aCTCCSsEwmY+QWBMwsJDLngGfGpvf7fVWrVT1+/NiCVM4H+KvX61k9KxiJOgxkYeVyWdls1hqh+AYp+AbOE8QEWQzOeTKZtDs1JBmhwHvgT3yQQfMEAlmwPXuToPAy2dtLSacAmtJF8fbz589NovLrX//autkwobAZaIU5CAQcOGJAyvn5RV/45eXlicgX9gQWzkt1AI8cjGw2O5FOJ10Pe7awsGCLR9cVGHAcD2wWun4AH+D+sgMAhHFhU+Dcw+Gw6eZYeNKs0lhygxHw2QHYAlgH7yCZHz4Lrw9zCJD2QRYH2cu2YO8lGSMEM48jBNgdHBwoHL7o/0zHqzfJaPAZpXFNCwEp3cdg6jCEpBM9u8bv82zSuMuKl5GRUZLGDBSyOfYfADqVSllmLhaLmQEF8Hm5IQ4KxoybamHhfVu66XUFWFxm8LlZx2azqb29PQMTsN0wlkgmCoWC3RgKs8blXF6W5gNZgmc+L4FFLpczeRR1K3xGginWjtoR3ke6uMX88PDQnNH+/r6ePn2qUChkhpTzC7hJpVJaWlrS4uLiREbpMgOwwU2u7CX2B1lX33hiWtPuQSygDLbO7znOHz/rwUwgEFA2m7XLmHDgOAvYOp8CJ5DgTPM6OKZer2ckDxnK8/Nz6/6EjePMXHYAYNn/3CKMw6pUKpKkYrGo4+PjifMFGGu1WhZgE6yQPeMz4hQ9Y++zJv5sA6K4QwG/BLBFW04QhF1m3XyG4dmzZ3bJ5N27dy14JFPyJtIpL0U5PDzU/v6+YrGY3RXF3gLEk+Gq1+t2pvCtPmPJAGB7WR9zTiCHDcO2EwRjM1kTyEZALkEyZ5l1ZT/g+xcWFlQqlbS6umrsLWcY4D/LmPaxzFUikbDaMvT72GP++CyjrxXhjHIXC4BR0kRtXjqdnpB80q2QucAnABQhSDjn+Gwvk+T+Meb97OxMDx48UCQS0dbWluEln+mfNdDgNYbDsVyUNujURJE5YJ95WfD0nHhfz77gHPJ/z6hLsn1GdsRjI3/OfRDmM/A+IwJu4ixgD9n7wWBQhUJBpVLJ7MEsZ5a9DcbxknSCHZ8d5rnxvdQb8/y9Xk/NZtNIEp4T2ZQP5KTxxazD4dCIWDq9+jbMBDKcj2734m4ZzgJZM1pO+wwl56Jer+vmzZvKZDLa39832/G6uO61Aw0APQtKZwIuwhkOh6a3ZkJ4CL/RONheeoLmzDM1y8vL1h2H7xEQcPuwd9TRaNRSnrD1ROawarB9ZGNw3hwyQJR0Ucy6tbVlbBXPP8vwkhwAUTAYNHDJbZF0nOAQ+jQrn91nB2CL2WgcXA4VHTX4Hd4fZ+j1yVxo44vbAJCSJlKc/IFpZINWKhXt7u7qww8/1NbWlu7evTuhm5x18PsYKh8Y0V0HIMghhCGSxjcJc3hCoZCxSBglDJg0NlAEqWRsGo2G7QO+z97wRX2kmWFD2cPsu1qtptPTUx0eHuqv/uqvtLGxoevXr5sBJjgAgM2651jbePziUj0Ch5OTEzOCdFcjaPKF771eT8+fP7d7cXx20DOHHiwDOuhEhRPCAKONj0ajNp+RSMS6u+G00dJiE8gswtBTrIsNWV5etvUtFApaXl6euUXrycmJqtWqAWHeg254odBFp6PpzIbPgHBGMMYwXjhO0t6cZeqCsBME0wQBzDt94X0Q4zOe2F2cld/T7AcuASXDSUaj1+tZfQ7ytMsOmEuIiXA4rEqlYp26YNW5bZse7jDDdJTB4fLHy0bZT5IsgALINRoNC1Q8UUUnoVgsZsErF8OitUdSgGwIDXwqlVI+n7fLBQ8PDxWLXdzTRB1Uq9WaAH+zDMibYDCo1dVVJRIJ1Wo17e7uGigggMM/8Bk5t7CYXiaLnpu9cnp6asE/zDFni7oV9iDAcJpkYV2wuR4A4U+RiAC2CCZevHiher2utbU1hUIhrays2N70WejLDM6cP3uj0cWt7i9evDD2lj/YbPYdWSBfEH9+fm5kCf4O0k4aE2ChUEj5fN4Cf1/TWavVDIvQ9CUUCpl819cYcF48oGw0GiZtBQwWCgUjCsEGfPZZBjjg5ORE5XJZzWbTAiKCRC+/4318AwSkOrlcbuI5vAzVZ0sJjHwgSmMemkQQ6BPAg4Hw/77AXrrYd2SZgsGgKpWKYQPq9ubn55XJZOwceMnRZQc2mM/Ba3JP1RdffGE2BdwlyYJIX9QPqPe1FwQKZ2dnqtVqOjo6MuxBwBCLxayRSjgctqJ31BadTkf5fN7m6Pj42LoQYvMhGQnEOSu8ByTLwsKC+T0IwteVnL12oIFzA2ABjGHikRqhQ8OBoFkjpYrmy7NNZDzQqHHoqdnggrhGo6HRaGQSCiYAh8oEcJjR1OM4uGkbZwFr4w8rhpT2oD5qnFU/6mURSE7oS+07KOComE/mmqiUA+eZCzYYc4Ch9alK0ohsUH4fFgV2ng0njQ03IICAASfkWVgc3/HxsQKBgKWVYadJ588yWGMc5osXL9Tr9VQoFOzzRqNR66Tj1wkGFwNHGtxrGgHAGEyCT5oP8B44BvamXwevq+ec0HCAoAE26+joyEBDMpm0fXb79m1tbm4am8N5mTXQAJQRMDAHMLAAWoobpfElYbDOSJfYI4A2znE0GrUaHn/JH84DJsx3+AmHwxaEsT8IhGHEAAlkEDgPOBWCuWq1OtE1LhAI2L0DFMPPOpDzEHhLY0aZPZdMJicKR73WnfmDiQPkeekTzBcAhQAhFLroxifJ2tL6Pcy5hPUiHQ8g8mvtWVLvXKPRqIFn33kJ5nJWW8d55TwBFCRNZM+kC8lTMBi0S6f893B6ADxew1/aSOYam+kDc+YDRhow4Du8YWNbrZY5d/wHBAoZdrKnBI8bGxu6ceOGBWQ0FiEYnWWwRuil6SDDxZqsJ2QFgSjgGDsM0cS+8xkc5q3XG3cVpEGKz24ji2R/jEYj60yH3WdtPAsNUOJc09UPtQLnlsBnOBzq2rVrymQyFszMMrx/AfjyOdgHACeUF2T4IWPwMwAoAm5ei6AOYI6NhjyUxgE9RCL7GhIJ34PN8LIXL3fk9cAM+O5MJmPr5i/RA//MMpDA0wiBPS6Nu4Pi13hGT1JCmvjhM0vxeNzW1hPQ0hi/kAXidZkTahiQAXpfRWbFvxff84Qtv0MglEgkVC6Xtb+/r6WlpQlJ9WWGt5HIrw4PD/X06VOdnJzYPVoEBJ4E9jIost2SLIuO4odsAvdekDlDwobflWT7lv0BGYDM6ezsTJVKRbVazeosfaY+FAoZkcVltIPBwOqTsZmQBwRBrzNeO9DgTSVN6Np5ABweUShMO5PCRqBvb6VS0WAwsPQVWQxJZgy8BhqQxqLSbQGg1Ol0dHh4aCk1Dh66R1gy2GwOsz/kGAmClMePHyudTltaHCbjssNH3v3+xUVZz549s0Oyu7trTo92bQBcL5fA6GPYcQw4doAbv+edqQ9WMI6+AMwDUgClr/E4Pz83Bw/bzsGG/SC1TKcNabL97iwD1mY4HGp3d1c///nPlUgktLW1pVAopMPDQ9VqNYv+CTay2axGo5EBAGks6YMxArSyrsiUprMWrB0MKEGbn0fPVPO5mT+MMa9NMIfjg0mmIwWggvebBfSxNrA8lUrFOg1N61ej0Yu7PNCCtlotSbJWdmioAXUAaLJAvjuXTw/jHNh7vl7l/Pxc+/v7BlbYQ3SiIfjFwfJZMNAnJyfWUxxGELYxlUppb29PhUJhpj1HEBEMBnV4eGitHSmIJbDBKLNHACVIJTxg53xJmrgsjRon7CNAECPuP7skY/wlGbD2khuyRdg5yAzq2cja0m3Hd+PzBeKzgpZpnTm2YHt72zq1McfIFMmC+aytr12TZAAFuwazGwwG7Q4Rsko4csgWhpcDQJpQzMtZ51mQUlLXQdFyMBjU5uamPvroIws0ANsAG19fd5lB4AnhMzc3p0qlYrfQ+/oBzpkks0cAQs4JthtZCvvUAz/sGEw/sgm+5gEtgQpBhQfKEIW8Nlko9ilZToiaWq2maDSqGzduWAE1rzHL8E1IIIaeP39utZiQDp4I4jNBuLFf+DzpdNouAwaEnZ2dqVqtqt/vm4YdDIQv6Xa7E504vfzaX1oMiGefY5sJdCFtyOgz/+wTJGeQA7OeWXAXkp69vT1TWXS7XZO4clalcf0iQQ57j+wLz4Itx477rBc20mc9/M/i9z3JypyApfzrEGQjNecZaVxC0ELAuLm5qa2tra/cv3OZwbpAFqHWoUaVMgA+D6QG/+92uxOyPmz40tKStZTF93gJrCf98Rv4LSTT0oXNa7fbFkxi/32mCn8Dee+l3rxGMBjU0dGRHj9+bFjLy6V/37hUMbjXvedyOa2srEwYapwLjB+sJpfleAkSqV0OjiRbBCaNAlzYGX9Ltgd3MGPc+kkGw4NJWFSMcDAYtCp8mBicTLPZnNAwR6NR/fCHP5xZ883Gx4kcHh7qs88+U7PZtFRgIBCYuMCG5+cw42CRiXkWCxmal6YEAgGrp8HA++yAZ/SZA2nyplYcJgaR9+BzUBDG8+ZyOV2/fl3Xr1+3ziYAmVnlBAB55HqkDylwevHihQW4gFPmNBgM2o20SAKYT4wZjhVpTCqVMoBHsAEo8elqL4vBSfJ9+u5jDNnvsGW8FwFRMpnU3t6eHjx4oHfffddeh3WdJRsEKJIuQFq5XLb9kEgkrHc3PbaHw6Gx3efn5wbakKwQfLKfJBngg+nEOZ6cnFjHNs8Gev0957Hf79vdIswt+462mN4YUhCMU8tmsyoWiwaos9ms+v2Lwt1ZQQsAzjsRbATAHlvHmQPQwejy+5IswOP8YOSxYZ7pQ0pBe1bABPvRM36SJjI92FKe2WeuYHb5TNxlkUwm7TwdHBxodXXVwNIsw8v+8AWFQkGJREIHBwfGouEMsVNIjwiesDPMMcQRwRyfn7PBOUUO5LOZ2ETAppdF8jPsSZ9lksYX13k9+dzcnIrF4oQMAz/jA4DLDuyQJyhYe38vjd832BZPZpHZ8LI4z1bi//h5ghJpnJGijo81wMYzL/gOr0zA3xIIYbu8zFkay4MikYh1i8MvzbrvWDPWE/tCgOaDRmR22PdoNGqBN37OB8zMKVkXpGPUrmA3/TmMxy9ubub9sA000+Dz8v74MJoV1Go1mwvOJ8wy55nbpm/cuDGxZ2fZd6w1mftWq6W9vb0JH4LtlWTYCHuEv8DGeMmpl1mDYdhTgGRsG2AZ5YG3ieASiEvOOFkpyAGIUebEqyqGw6FJYre3t3V0dGTdNy87OFf8bjwe19ramvlaAktkWwS3zBvzQ1CAfInygFgsZj4H/ACGATtLMhsH9uHMIZ2i6Uaz2TS84+tu2fv8H9uDjcAvn56e6uDgQP1+X9evX1c2m31tTPzagQYbEcdWLBat3SXfR57k+8MHAgEVi0WL/kkXkVaHXeUQ0x8dh+MvZZNk0TUsBKAvHA6rUCjo7OxMR0dH1pmKDeq17wQVZEvC4bCl72FvcTiBQEBPnjzR2tqaFhYWXne6JgZFSLw/6TGAEBvRs7cYcJwmhp2oH5DFulAEiVGLRCLGkEsyB8Oh8HItD3x8oRpzxAFFXgGzw0Ykk8CN2shdPJsUCAReWaD4+wbGMxq9uCdlbW1N29vbqlQqBkB5DhwYaUECssFgYAErxo5iZPYpbeC8LIDXBYwzdxgG38XHS698ChqHD/jDCeXzedtnGN7j42O1221tbm6aM2POZxnI3LhhFvYXp0GgQIaHTjMEvqwd888ZJ2uEU0in08ZYYhAx5kjpGMxNtVq1M83r8x6+5mAwGNjrkw2Zm5tTqVSym9WbzaZp8KULHerNmzdnZpapiSBwSiQSprX14I8sI0EAQAuG0TtdnCb/xzFiG/g+rSUpAEd+x+tLY90z4BHb4VlOiIvpn/fyOc4EQLVSqejp06fmZGYZvDdnCGZ4bW1NR0dHlpXGPqdSKeuARRc8L+MhqGJ/4BNg3ZAfApjr9bp9JnzE3Nyc8vm8BVUEdj57STCIk4XU4twSHCGnww4jIz4+PrYMzaxyx3A4bA00Tk5O9OzZMx0cHFh7ZwpfATh+T3kyiyAEPwdoJjPO74VCIQuMsaNks8jiI+2AzPOZcF9r6VsJk/HwmSqf4ZBkGnIkRoBpbxMuMwCkfv0gexqNhgUN7At8K2cVP4evA3RhQ4PBoO0tAk8vwcOX+KYeBLNkeKY7LBH4hUIXzS14hnQ6bdLdcrlsrYE7nY7++q//2mxgrVYzQMrnmmXgo05OTswHeRCPfyIwz2QyJgMis4scz5NFkGnUybJHOJe0mE2n0xY8IQX0AZu/F4nAedq3+tol1h37C6bhTEOmPXjwQNeuXTOS+vr165eeN2mcKR0Oh1pbWzPFzvHxseEPiuqZS86vNM5Wg4Op3/D1EIlEwohdWl5Tc8Z+kWSSrX6/b+vo5Wn+vJB140yzBvgngunRaGR1fQsLC2q321pfX1c6nZ7IGP+u8dqBBul+3hjp1Gg0MvaDYrzj42Nr00mRKQcxEokYg8kEYyCoJwCE8Duk/GE3pUnmnQWUxi3/SBEBRllYjBkbc25uTouLi0omkxNdtHD+g8FAlUpFf/u3f6vz83O9++67rztlNsjO8Jqk1CSpXC7r5OTEdG9E5b4VnzTW7sHOsGk8++2lDxQTZbNZu9gOto/591pyr3X0Peoxumw+GHzmj3XjQAwGA+3t7VnmJpPJaHFxcWbtrTTuipFIJFQqlSwgDQQCKhQKxlhwUJDiENwSVOEgYMM9G+FT1ThInCkGEpDJvHnZB8MXfk8Hc8iI6MjlWRSMZyh0URQHA+QZ/ssMGByY+GazadKfTqdjd9jgIAisACc+cwiw5jMRWCJtpD0m8+r3O9kzH8gQbPhAkcAe5wFzI40vmPMSs+XlZV2/ft0uJZMuulRRcM+zzjIwsjDtFAp7oz0YDCYaWQCsOL8eVPmsF8AFB8m5gzzg80JE8BlwwjhQ9q+XSvnsBmeXOeX1AUAE1rwXa06r4FlZeV8rAEu5v79vXemYB+Ql/A3pQuMOnt8HLuwJbFOlUplooME+B9CxP9m/kowQgWkkoOT9mCMvF2KOIBKCwaBevHihxcVFZTIZNRoNOwesySyD9ydggf0kIPOZbn6OeWbdIWZgeZE+wfJDYAEQpjMBfg0BH7S8hGHlvAJ0CCR8lt1nXWDxCQboegZrnkqlVCwWzRbNMgjwyBJkMhmVSiUdHByoWq2q0WhY5gLsgm31Ngg7BnDj0sd+/6Jlqc8qEfDxGoFAwEAfCgH2EnuU+YVUQS7tySTkqWQd8d+np6f6+c9/rl/+8pdKp9NaXV3Vz372s4m9MsuApNzb29OXX36pVqs1ATI9EcVnZ43xaR6LkZnBDzB8sEKGCek8ndNYE37O73Hshg9oWW9kd5CjfE8aZwrBqN7mgllmIQd8K2lftwJmHQ6HKpVKVpfpbZA0bliDLY/H43bxLIRGNHpxRxS1h/wcmSDwK4SNx42sGRlL7Knv6MrA5uKf+TzIkrHf2BHUBvjk3zdeO9DwLEi32zWmhcMWDAZtU7HAx8fHJp2CUSca52ukVTF0TC46bNgs5FcYfd+/GS1pKBSyS768rk0ad4jwARI6ekm6du2aYrGYXr58OZFR4eLA3d3dmRlSH52fnJyoVCoZi4ckgMPD3BF88Z4wVzg/SXZTpAcqBEk4LYAw4AmZgE9j+m5bvrgIhtQXYfV6PStShBHjM/Z6PT1+/Ng2+q1bt4x1fpNBForuSfv7+xOth2GVSKey1oBTnBxfRwfLAWEf8Zw4BFgvD8imJRuSLFPkDTB7cDC4KPouFApWUErADciBXe73+9blzAPGWRyIb4PqHT1SlFKpNFF3VK1Wba5h/JCc8fkJunyKl6yktw20sqVmiiCKbGa/359oUOCDLAZOjPmORC5adnImcB40AYCZxRjv7+/ryZMn+uCDD2aaO9h/HAZBEvYE6QBSCzpcUTOF8wWkEFQABnHCkB1kAwEwXl7g2VNPmkzrvHleDzpzudxX5EywvqwNYCgajdo9JbNm0RjYV+49omOZL5bGvmAD8SE4bOQAzANn29cAAMKYLwomfX0QZx1f420XtsMHcPwsErLz83MjNk5PT3V8fGyXz3366adaWlqyG3h5j1mGXxP8VCQSscuxDg4OjHCCCYZVppaw3W4be+obDHCGARHIfvAR7E1kGgzOqAeBnFdksZxrzoQkAyg+i45d49/9ft8K3X1GZdbB3i6Xy4pGo1pYWDBcANin+QoyVtYLWRKyb56fph6Ab4J91ot5BzwScOKD2Zuv6uTFADxCAvJeXs8PSGQvStLS0pJdtMmazDLYI/6em1js4sI2SBtsEKoLgLCXIbO+nGv+8DN+/X0wj1SP30XaKWkiUPEZYOwcc8yzoxBgD/uMLQEQ9jeZTKrRaOj09NRqSi8zwEXsCwJr5ozvs6+4E6Ver1uQwH4n64r6x7cKHgwGExflcveUJMO/BKfSGPeQTSOD5LON09JyAm32K39D1H755Zd2J8fNmzcND/h9/LvGpbpO0WbrV7/6lXZ2dqxYFCeRTqeNxc3lctaikGIXAg0Aio86eQ1/2Dl0oVDIDCvGUroAvXSQIIMSiVy0lzs7O7PKed/Ngk3vWTIWfmFhQYVCwdhENgtFqt///vdfd7omBs7VF7nD4PhACUAwrU/0bDEOgU3tJU44Qt9+z3fyIuL3qTKAqCQL3ngGgjx072xWIm4PLtnQ5XJZoVBIN27cULFYNEM8awcgAAbglAt20Nh2Oh3rdEawxjr7VCDAFYYPxwBgxvFgHJkXfs8zId6oAn7o/uGDOt+Ng4MsjWWIzDNAaHFxUaVSaSIgYk/MMkKhkF22w/0SZHswtLCUGBwAJmwHgQEBm9eHMm8YcgrwSaGvr6+r3W4bo8i8AL49iPY1XpIM9HIGcCoAe38XRKlUUrVatWdHnzpre1vkgAD/Xq9nnwFiRdIrQRGOB6PuGxRwpv35I+vjHbbPnjFXkixTgmOAbZdk7+XPKO/F2fRgEYCNTIbffVMZhtdJ4/x5xn6/bwCez+OlnWQrsLkwjoATan4AOV4KSyCIveBzkgkli+ilMgQn1AJ6kIRtob2112N7oHl+fm77jjP1unKC6dFut3V8fGyZGhQC0tiHQLDg62B8IZp8TZonO3huPq//DJxFwBl7gfclYIPlJDihDs8XKHuGk3PAs2EzgsGgZTQzmYy1RH2TrDdgfDgc6ssvv9Ti4qIWFhZULBZ1eHioSCRixBSZJz6Xr5UAREvjrnGxWMwCvNFoZFk3CDfAL1IS9juv4zMZvKYPhCmG92eSfcc6kXHDBs7Pz+v999/X4uKiPdesZ5bB3VRkwnzBP1JgMlkETvg07JG3LQS7PlhCrlsqlUwVAYGKzaTmg9+BcGYuPYaBgfeyUmytD3x4LewbJN/h4aEqlYrm5+cvPV/YiKOjI5Ml1+t1PX782AhqbD7KHvaKNL4I1pcRIO/yWRbwBsQC2V+C/nK5PCGhY//QeGC6zhOJJg0UIBW9tMv7aUn67LPPVKvVtLKyonfeeUeRSMQuuXydcamMBq27Hj58aJpv2E02GswA4JWUY61WM/2Zb5EnybRksOpsbj40LCppb6/7o3uF7wBRKBS0vr6ubrerly9fGmDEqWUymYkFxbFRzMON4OFwWPv7+3r48KHeffdd3bt373Wna2IAPjmcsdhFD/alpSW79RjmzV/ugoPwwAxw4aUlPiPkQSwOF+CH8+YAEoTxcwAdNjgHEyMIE8l6M9DO83pLS0taWVnR8vKyrdmsffm9BOD8/KJF4vXr19VsNs0J+xTocDi0m4IxeCcnJ8YuMD90e8C5IP8CTDCXBHjT8jFpLJ3iD0Vevk0rARvsH8AAQwITWCwWTU7nL/7jdy472DcUINK+uNe7uMcA4AJbBQDEKCMZwPGFQiErqqUdNelvAApdogBCBNAE0/V63fYeEkd+JpPJGAhhv/l6gkQioXw+r0wmY87Jnymel8sT4/G4zedlh2eDmUMIDlLI01kLMmIE3ZxzSAEvy/NsFM8KKcCcsJfJdpFmBzwy15ABOBn2FM4FsMd8s8+9xIkCV9Lv9Xp95vOKvng4HNoZPT4+1snJiTGJAE+c4tramjm3arU6Ud+EM+ccsX+QHjLXBBo+YwbIYI58i29Y1FqtZvYO8OHbnnoGludPJBK6d++efvCDH2hjY0PFYtGkvT4Ld9lBm1kkgOwpz+BSKOrnm6wV+wnQ2Wg07DXYO7wG5xRbSHCALfTSYuqQ2FeAcWrUqB3Bx3A2/fllTjwQTCQS1qacn5lV7ohv83r4YrFoZAH23wdC2OlAIGBkozRuFoDdo04ATOJ9JJ+R84a8DqBGcCONJUfUhkLi+axxOBye6ArEfscH4QNv3rypxcVF2zez7jk+L/4gn89PZFOlMUkGS06RM3jP1+Z5mSL2zuMX7umZn5830oQsNGcMqQ+gHJXLtByVz062FBtJkOEDC/wa9pXXRB77um1a/YCQfPnypX3t8PBQx8fHZpMjkYhWVlYsGJFkcl+eF19HbRqyXLK3gH32CH6SfcSc+6BPGgf6BISQsWTgWXN8D5iS+htvU5jncDis+fl5DQaDS/mJ1w402u226vW6Op2OCoWCXTp2dnZmb4ZEw3cCiEQilgYjJe3Tal4DOA3cPGuOoaVYkkWiMwuL4DXIm5ubGo1GevjwoRkyMidMNqkhSRNZFkDVycmJ3SL5Jg6EwwmTA6PmC6B4fV+sxuDg83xe2uIPIJ8HfZ1nVKVxlxpS7vwfI4kcBI2mZ7FwYBxagkAcM3O4tLRkfyjKe93Id3rg2NAW4jxhz4LBoEXvkgwIAPJwAjwvjgFDxmf1hYR8DaYT0A9ohtHH+OKYfEE+AQqvCRAmoAVI8BwwtLAEBCkUZV52eCkEe8pnfNgj7CE0sTyHNGY7YWW8dA8JCg7Ws/xkE6rVqur1uqX6kRT4lHc2m51g8yEpvCYYMI7D5/l9VqvRaFgjBxzj62hHXzUI7JBMYedYJ/aND+w9+4SzYN48Q+WlnBh6HCHnfvreEEkTdtHPN/PogajPTnjQ5wESz0BWGKeEY5x17ti3gKWzszPt7+9/5S4l3t+z8swpZ4mz7UkM1sZL0Pr9i7bp1MBAIDAPBDYe9ACaqBOBBWRNeX4Aob9vJBgMamVlRZubmyqVSqbV9mTGLAPJA3IS7AznANtLG24AItkGSSZP8/vEn3vmzheyQoJgMyj45TMxJxAk2DXUC5Js//p9jCbf1xTio1mLp0+fWhc8QM4sgzNAwEFHpqOjI8vqp9Npa4bBHvQ+1mf9sPXMPwEVoA0gSODvzxq+law2vskHtPhjiATmBZKH38VmIMmam5vT+vq6SqWS3SvmfdIsgwwLa8fzAsg5o5wLbBPZBi+j8mSCNMYj+FWyJvgOyAIAL/uWdWA+PUhmr7M32efgQLCgD3o9mQw+ZU18XddlBpipUqno4ODAXpM9TJ0K80L2bzgc2p7kTIFv+Lq/QI95BCfzehB0XvkSDAatTtX/Ln6XzCVED5JPCD78a7VatWA7Fhu3wacpBEHg62ZvXxvBNBoNnZ2d6f79+7p9+7YGg4G++OILM1g4dwC1Z8f7/b51VWBypck0GE4oEomYpte3TvOpM39QSU+FQiFbWJx9KpXSysqKWq2Wdnd3J1KBo9HICjxHo5Fp6ElF1et1A4ylUsluVJxlePaIDE8sFrObj5GWATy8tpNDDrMsTXaPYc6YS+YdB8KmwqmzUb1GEMDs07PSWAZCLY2PsH0XIs+U0fZ4fX1dq6urdislWZvLDsA5hn57e1vVatXuYSEK9+AwGLy49TgWi9nfvkgbg48kwgezsNfIIvgdH/AQvAEq+AO4xUj6Yk5pfJEQEkS/P9gLh4eHZoS9sb7sOD4+tveDJeLs+MI0zhcgmmwVBcb8jg/6YVHR0jInyM1w9pATMNpePsTfBNzYCu8AkKTQpYs2usy1l8Cg98U2TKeLLzMAQbDxOFyCdw+WfTDHvOE0vBySQIOmDXw+DxQ5pxTb4SiQ/Pg1g8HDpvD+vtAUhw17RnbL62vZnwS+pVJpIsi77PD1SrSpBDT5DBq2xgdS3l8A1nDEdLJD6sXn8gGUt10Ezfyuz5D5+eN84Dyxh3ydgA1Sir3u204SIODsZ63l8xI3/MFgMDCpBKQdJAuSR84354cggHPlCRQf6HpAyBzyutTGIA1Deus7VEE8TrcnDgQCVv8hyQCwryPgRvVKpaLnz58rk8mYGmKWAT7wbUWfPHmiarVqnwkJL+ebouNut2skBb7GN1gAv3jpLAEn7WhZL9aOzApzKI2lj/gZwDrnHNuFNIsgzfur+fl5ra+vG1jn+XywednBeev1eqrVal+R+IbDFzdOQ5JytjiPr5Ieg9l8wASwTafTFrxjs/EJSNt4fb7HWfVz4QkqSIHpuk2IhfPzc8s4IuNFYUMG9bID8pDMLGvZaDTMLqOeoRYIgi+TyZg83xMuZDWwXdNryjx5qZ+XhvkgENtLJiwYDNp+oi6KPe7tMlkg6cL30KygUChoeXnZzg3P8TrjtQONZDJpG7zRaCibzRqo4kMCNADOTKAkYykBKDBKpLfQKWK4fJccwA8MFwCQm7sxyH6ymfBoNGoAZTgcWgQnjSUqXmpULpd1fHyscrlsBVH/9J/+U21tbc3sQFg8mBGflsIIk67m0JNGBbCyaQARHEgOoTSOsAk4+Fl0l9Q2sAlhAT3YBiwD1AgAyVwAUPwc48RyuZzW1tY0Pz+vdDo9oVmd1YF4IAF48sbEp2UB8WRgOGBeiuKzDbAN/qDB7GMAPMjmefhdgC4/i3GNRqPmeJk/adwUwAMez954w7O8vKyVlZWZGVJqlJ49e2YFZMxTp9MxaSPP69OwZKhgp6g1QRZEcIdD9YCPNrDcmn16empd5Dzw4EwizfNAh30FqGef0x6VfUBwwRkCWMGazcrKUxvGDcYAzGmZBMNLD9nnEAYYZGoQ2I+cVc6dJxb8XgbYso983Q9/+2Jxz1wDAHgO7K2v7UC+wNrSpII2tJcdEBM+fe/lRwApfIMP3tl3AGsvW5HGdzfw2T1pxLz6phash2drscX9ft+68iElI7BmXnwmFoaa8/j5558rlUrp9u3bikQiWl9fN530rAEuFw9Sx0dmwkuKmEsAfb1et88EgPB7FraUOZu2pcgifEv6bvei2Qt+UdKEtAOfSUbDM8XSmCGXxuDZZ3rxo4lEQktLSwbifabhsoPPyPN0u13t7u7q7OzM7jrBx0NgBAIBa7EKkUbbb2wymS4vX6EFMQFooVAwkM0awZAjNYV4oFMP4Be7SpDjsyH4Wd/QgEYNiURC8/PzE/5/1mJwz6z7zCzzg//0dlYaN/2ZlkxxLsExPnvv63SYK2R4PAPErO/ayO/AonsJnv9dLxdqt9tG3no1CtK6TCZjvoVmKJcZBPCrq6uqVqt28TKtybmTi/bu2D+vJPEYGd/llQTSOMOODUB+RiAHyQFm9AEHz+nPFdkQzgxZUs53KpVSLpczwgH87RVAEL+vi01eO9BYWlqyIEKSsbqkqQFKABiMnY+AAdneCOFUMGAUj8PAAiz5EwwGLdUFS06aCb0tOmEY08XFRWMYWNSXL18aWwnThhHioh+KD6PRiza9s940zKYBuAHe+v2+ycl8yz+cBI4V4CtdbArPsjPXPn3oU93MOU7bs5mAHBwuTsFL0zD+HGjPmhH8wRLxDOl0+ivdpmZ1IF5+hJwCaRsHz+8nzwRHIhFjG5k7rwXltTiYPtOG8wSw8DPTqV/YG14fw0/xO8YPY9vr9awzDsw88314eGjPUywWbS1nkexls1m9ePFCn3/+uWXnAEoMDwj4fBguNKwAbDIUOFocC11uMDj0rOd1MWr8YT6z2axdVjgajSwzQpAG8CBL+sUXX1hK2d9m3uv1LKBlPpH/zNJJRJI5B2yQTzMTQHrHCmjAcXjHh5NmTqZlLATKOG8CGQAgoITABaDIfHom32fXJJktgbXFAXvnwN4i60L6vlKpzDR3PlswHI4vdOS92WOnp6dGEHkCyddJIXfxxZsAPmwYtonPAjPtazIAkR5I815IAHgO7AkTW6gAAQAASURBVAD2kj/YYb53dHSkBw8e2LqFQiEtLS1NzP9lB5kDadwmm32Ajc9msxP3vJA942c9g8w8sF/Za/gdXzOEfWJNms2m+Vb2IVk9Agb2N3NFsOwlGtJY1uRl09Slzc/PK5/Pf8VWzzJY81KppOFwaLdbk/kDu0CEYgthm5knaYxfyGoyR15JQWMSfpf9fXZ2ZjJySV/JBLEvPUvP2YbEwQ9zznO5nN0dRMMB5Hxe9jfL8FI2zgc2jLMyTbIEAgFrwoLP4+zzN+eSPQOjz3r0ej1rtc/nBuewF7wk0QfJzC2ZGP89JJtkHLingwANcgr82mq19Pnnn1963lB8FItF3b17V4PBQLu7u1YPyXNgX8C2ZBvBcEglsdHefnhysNe76PgJ/gAT+fMHueczsgQg2DI6W9K0A9+Gb4DQhujCbr58+VLZbFbvv/++nZvXxXWXurCPPzCgsBqAI5iqVCo1IQ3BUWKsYEqYUBhPgAgf2DNjSBk8MESyMzc3Z3IDjAFpMUlWGwHQ8kwMz+CZNBaJ4Ofx48eKxWIzF5eyWbrdrrGktVrNOhN4Zs5LWTAAGCSeB9aDtJ0Hdr6rAnMHA8+zwGBwuH0KHSfB/AJg6DyBkwDcwbRgXEaj0cRlM7BHs2Y0PKOHXAGQPx0EcKAo+BoMBhMXQHJvhJ8nggPPFLNeHE4ftFH/geTl5ORE+XzejIpPK0uaMC4MgCZMEE6xUqkomUxqZWVFCwsLxgTO0j0JeRkGjf0Hk877+/X2jBy6as4lN+AGAgHl83mTa/jsnK8d8M7HM+3sDZo3wNZ56VsqlZqQTyL58XYHcNpsNnX9+nVzyLRApjh1loFDQgLK1/x5Yh+R3uff2DZArJ9bzhmEAw6boETSBNvlM4e8BucBR8m6+owu64gTApBL4+JV5JIAA1/TAgky6wBkUJAP2Ds5OTGyymd6OK/TgRCEEaAVsghb6AE22QwCfECRl4uSca/X6xZQedIKUEMwi/8BwMO0NptNlUol65zjGWVfR3LZgT2Kx+M2T6ybb27hJUj4QM4JP4Mv9i00ASa+Js3XVfrOP7y3Dwx9UOYlzD7zgcyWSzaRe6En57U5q74ZAlhilsF5SqfTunPnjsLhsI6OjqzrmSflfFBPVnZpaWnCz0oXuIEaDy9BhNAg+KQxDufJqy24twtSizPK2fc1B8yfz0qBnQDbHsD715pV6sh7Qr6BpTy5K43rRtkL2GDm3dcCsSfZb9OBv5eMvSpokMa+yUv9eH3PpGPP8DVe5optxS6zTyDKzs/P1Wg01G63tbq6eul5AyeGwxft4u/fv69e76LmbX5+fuICXAhmbDUBELVQZCeYC2+3+/2+2UuCYrKznDN8A/6YZ8NvEcxQYwm+weZ4ySe2AP/uMbdfQ48Zft947VPNRgRQksbjQTi8sI3o1Di8AGoYQoAJk3h2dmaT4IEJv4O2mE3G73OwffqcvznYGFecspcV8Xye1RoMBuZs4vG4Xrx4oVgsps3NTb333nuX2ozSGLhWq1U9ffrUuov4aJcAyBsdQLVn7CXZz+IUvJYShoWNyyCoIhKGZcXhePkVTAa/wxzRvYs1hnn1NSM4LRi5Xq83M7PMwBEdHh7q8PBw4n4VDgQtW2HHPPuJBAowA8vH87Pu7EXmUxqDbgw9zpG9l0gkNDc3Z07eGy/mZFquwHN5Fotz1el0LBvE3Pt1fN1Btm51dVWhUEiHh4fm5HkugJWX3MHU83VvWGDVcTqceUkT2Rlv8JkH7orgjg2CX/S/4XDY5pACeJ9lwhjDIrK/2fcY4EgkYh2ZZmX46KTFelCgR7BAcMTeIp3M/mdtOQv8XqvVsn00LS+JRqMGnrFffI99w3v52iuYaGwbAQ52DubKZ/A8k40zAZD6epE3Gel02liy/f196xCHbeE5kDcB4nxQhp3B7hM8kqHBxkyDXewa5xoJJQXC1WrVMijMG5+d8wyZ4c86meh4PK47d+7oRz/6kYEsWqp7qdhlhw8gCZimMz0AJ8A7n286M8U8kGFgrgFgSGgBjATH7A3sFJkjsrD4XwgVwLIkkxLBupIFRe7CnpVk2VDmlXMx677zPiiTyeju3buq1Wp69uyZzQ/nBLuA+oKzTnDc7/eN3AAbeNkwv5/L5SaCdQLffr9vhKKXliEDJCBiLqeDuWlJCnsRHwbewb4QtM2aScPO+7bvSOU8gUTtkveNXvqLvUGmSDDR7XZNpsR5wwdjfyA9mWuIEAIRT9rgG9lDPgtPoEYRszRuOw0o5xwdHx9PdNy77AgGgxPZsNXVVSMM8QfSuIvZNJHBuvF97z+QQo5Go4kmEWQzuO8kHo9b4ORJRewlWI/1ZY5RAUljcguCGx+MjBO78KMf/Ug//OEPtby8bHvwdcm81z7VABN/YKVxEZmkCf0lmkXYHa9Jw6HMzc1pYWHB6hdgmel6IGnCifoiR69tpACMRWIDeG0rrBlZEZwuDh1A5zWBsDN0Ynj06NHrTtfEIOLkEHCDI0CM+aKYnQ3a7XZtEwE0OLgYe1Ks/I0+HqaEDYuBwBjhhBgYWp++RJtKREtGCAMHuOSg4dSGw6F2dnbMuQA4ZhkALeQL6IkbjcZEMMn7YnAxhkT0PCuf3QNsWEOYZj4jnxlGwNcySJOZIqRlAB8vnZHGReo4RA/05ubm7Ab18/NzPXnyRNeuXbMU5yydWJ4/f24ZCJwXMgxpDJBhezm3ABfP2qPJ5P/xeNwAC0GYB9Zk7tgvOBmIBOnCkOZyOcsQwYKS3WH+SOljpNGKIq9cX1+3TBWGm3sT3kTCIsl0qrRvpEjR7xmvc2UfeuYSB4gThFGTxoyYNG6tiozKB3MEwdgBScZg4Th8NoqA2QdE0ljGhoOA0fWvzfdnHbw/zmppaUmLi4va29szUOtT+cwhoBTH78kmir8hEMgS+roKbNzJyYldbsXr0xgBm8E59XaColQytP6+DwI6JEeFQkHvvfeelpeXJ6QHXrI6ywCAtlotI1A8wOezAgbJ1EJUsYcABqwHf8NieuIFwIe/w4bOzc3ZHLOe7EfsKAEhdo01Zc8B8Or1up0BSXaeYXd91mjWQIM9RdAUj8e1tbWlR48e2TzxWQgYvc3ifEJiwCDjC/k3cptQKGRSbHwptqLT6VitGnsCUM1e8RmKUOii7bRn85GUsvaehOV5KpWKFhcXTQUyqzwZNpsW46wJ9SSeLfdriK2DrWdfeVkig7Pv19dnK1gLz+pj2/AF1Klx3nm/fn/c5pw5AkiD4QDz1BienZ2pWq0a0z8LGeozCZFIZOLySeS/XjVBcE9WPhaL2ftSw8z+xPbhs5PJpPlRZIj4G97fy3ORtVGb6VUb7DWfPQ8EAjo+Pra5qdfrFmQEAgGTh62vr5uCgzl4nfHap9qzs3wgQBBFNzAWRFAsBK1hATcwUsFg0Lo98TUiXDYRkgA2OfUMaEelcVoNZgTDxyKxudiwPF82m7XnYML4OSaRiC0ajWptbe11p2ti8J7FYlEbGxv6u7/7OzWbTdNY0qIXtpT342BRi+LTahg8nDJtzjD8ZDyQ8HgDgWHlUPvgAceF1pf55W/SktOF8Z4Jr1QqarVaymaz1uOdTguzzB0Oki5i5XLZLgMjop+bmzOA6oEgDJI/GBQ4SWPpAQaDz0/g4BkwvsfB5HX9BUZkith7OCGcP2ATsEDwnkwmtbCwYLcOEzAirbrs2N/fV61WUzB4UdMUCoWstePc3JwFu762gfmZ7nqFM+Q2cd+OWrowhhhKX3SMLIJe8Z3OxeVGOFocN2vM5yXYY4+y53wGBiDo99RoNL6gEpsxywCUJBIJlUolY8Oz2aztCbIS/mwQTHpJn9fMe62yT12zD5k/WD0vofABvQ88/Pp4Ta40DoS9HZl2MGSPfIDp98Nlhw/uYNxWVlb08OFDO68wwZKsM5VnlD1rCYAEyPOzBGR8fp+9xA8BJmGWfYEpa4WtwP4nk0nlcjkLgiHEvJ4eCaJn8jnfBCyzDEBdv3/R5ppOdNL4tnrWNJvNGijwQMJLqrBXo9HIskHsOZ9tIwMBeMOneHkGfgo/TJDGPiJw9X3/CSRo7tLtXlx8i+0gAMH+YntmnTvsbjqdtuLrQqGgUChkqgkIAwIdgjdqhriVmf3AGad+hfPFuUqn08Y4exzhpcrSZP0NMnLWiN+VxnaEMwj7TEFxLpdTuVzW+vq6Dg4OVK1W9d5775mtnWWwfwgEsDncD0NjAAIgyOBOp2NMOfseqRpYKxS6qCui4J59jP+ENCWrASHrJd6sAz4Fu8B55N98j+wEQTnfk2SBO3K4bDarUqmkpaWlS88bvovnJOPFvz05CzbyX5ubu7gN3AdK/AFPUYNDMCeN69M8mQ5pkM/nTZoP9oVA8fVEXkmRSqWsEYgP+KQLe57JZPT9739fn3zyidVSsdfeekaDw0YaldRUNptVuVxWt9ud6BwFawQzhwwJtoDozmuDuScBNpTFQSZBCpLnATDiXKYlL+fn56rX62bkMBak9SWpUqnYRuR3cMZkZZaXl/XjH/94JtmUND7I6XRaN2/e1NnZmX71q1/p8PBwQiLDfPkAgaIcnIMvmOOzEwETcEljI+9ZUYwFDJ1nodrttoEMaQyAOfg+6GCTesYiFAqpXq/bYTo9PdXBwYFpEGcFfT6btby8bI6w0+nY5ybtTNEd68l+8xkwadylB0MlaWJf+kCYgMMX9cJG4Bxhs6ZTwOxFzz6jUybLA/Pz4MEDMzKbm5vK5XK2vrMwVZFIREdHR3Ye6VUPeKrX65YahwXBgeJQANP5fF6j0chaBddqNTNa3JGB5MB3ygFE+kwc88Peg405Pz/XwcGBBTEwTpxfzi7yDJw1+w2p5snJiRKJxMy3vUpjgI6EpVAoTGROYXoA9Egv/H7iNSBckEUQNGG/OGNeCoGT8bUb2EL2KvYYCQYg0mdI2HvsRYClJMuacP7JBCEVmoUU4Dk9wMVJ5nI5u5AwEAjYvvGMrc/OkOFFmgBI4TkBLJx35hYbx57CyXoW32fhPdgkK5ZKpeyyt0wmo9PTU7uV10vjzs/P9fTpUxUKBc3Pz5sPmjXQODk5sfoRT3BR2ErDEGyQzxCR/ZPGmVlALGsCm+nBBlkHvw9Zf4AMxApBBPaMiwNZbwgV/Avf81I5L3vO5/NWxOr37qwD+Yd0ke1pNBpqtVomUw4Gg2YDyfozP9wM77tHgUtOTk4mgFUoFLLX8ax5Mpm029Lj8bgRiIFAwJhryDcCFvYec+O7QmJnUHt4ednLly91dHSkfr+v9fV1842zzpskA+M8B01wuDuB7/NsZ2dnE12JCDpRCnAWs9msYS5sGDbOZwDZgwBtX//Bnse/YL98dgPMgvqBNUNqyrNDNEciEaXTaa2urtrlh5cZZPSpFQSnoUoh+8Le4lyStc3lcra+SCT5PPhGggXOMvWwHn9A7oMl8C9k2MAh+EtJ9gzYK//83o8lk0mtrq7qo48+0u3bt60AHH/yukqVmWirarWqcrlsGwL2CykURVCwpq1WS7lcztgFNuXJyYl1JGk0GtY/GqeJYczlchNAlSAknU5bGshHaDgVLgsDFMCunJycaHFx0TYzaVJeA/kL0dy7776rmzdvznxbLocuFotpbW3NnBTFiMwfgMqzGgB6z2DCoOEE2LwUDXMAAcf8Po6ag0ugFwpdFErznBhg0ufTAQWABdkXm7fVaqnRaKhYLNqm/eCDDyz7MsvwsqZ4PK6bN28qkUio1WqZ5pNe6cPh0JoQcKhgP+igEAqFzBmyVwgqAN+AEy8VxCnA1mDcYEcACDDvrDs/71PbkUjE7pvg/NRqNX322We6d++e1tfXDdR7QHuZcf/+fe3t7dk+QZ5ULBY1Go1ULBYtPcrzvcoJAOxpV4x217Mv/nzhDAEwdKQiGMOI+Yuejo6OdHBwYG0HCd6Y53A4rIWFBa2srGh+fn6iqK7RaFhvdvb9ycmJXr58OTPDh13gjBSLRdv3ZK0ILNmb7E9sGyAXO8Z84hhI2XsmF1AGKPKXnEmaeCZeC6fu64ykcdMHbAQgflo6SUYQexoOh1UsFnXjxo2Z5g5niu0ql8s6OjqygANG0YMizgDMM0EWwJUAAjkRLJ3PbPhaQEmW8ucPMlXYRkAA55qMWrFYtDtbOA9IZciM9/t9/epXv1Kz2dTOzo5+8pOf6MaNGxakzVqY6xlxbE8kMr7w1rPmPvvttd2+boL9QBaDn4tExoXZ7CN8JySDJAs2QqGLGi9kvNh2zgWZt+laM1+PIV34Je5pSCQS6nQ6Ojw81GAwUKFQMOnwLAPA5MlJyDu6UbLnaXnKPkUaPV2T6O0AAQZ7I5vNmn1G8klwiI1gPofDcSc52noTnOELvOQQQpFaRC+/rVQq5qvOzs509+5dA9mzBmr4skwmo7W1NWtEAAgGtPv3gOxjjTmvPljFhwLqmXcvsU4mk1a/5RUD2D8CLJ9Bky5sYbvdtgCNzAX21jfJ8XaZwIczNT8/r42NDS0sLMw0d5LMZlND6skNvo+N5mwhi4S4Pzw8lDTuxIq/9uvDvgZXdLvjyx7xEV4axn5kL+JfWCOPw9lj2GEvPUulUhMBH2eD13ydcalAgwc/Pz9XrVab6EIEg7m0tGTOnhQcG5VNkEqlbOPCmpyfnyuTyVgbN9g8Wq/S7QNmHSOQTCbtgKLzRb5BsY8H735gsKmXYNLI1KRSKb333nv67ne/O3H/xmWHT4vG43HrWALjOq1FBEDwXDhVGDPAgq/fwHj7giAkGBg+nCvv6bMFFA6xJt65eRaPPxiPcDhsmQBAASxfKpUytmzWgYHh8yNnWVpa0qNHj4yVh6ln0D4VwEVGDfDgDx7Gkpa5/BzPjeGCuYbtQarAPRW+MJc1k2TzBPsDywEooI6mUCjo1q1bunXrljkvnN9lx2g0Ui6X0/HxsXq9nur1urFBPgtINykMjQcfGGr+ALZ9YSIOtF6vG1OEU0amAONCkAHYI73rZX6wNxi1ZDKpfD6vUqlkLCJyGIJd5tYbQJ5nloHDwimy1wHPx8fHRhZwZqi9oKCOcxmPxy0TwnzgGP3eAJDgsNkTXjNNgMEegxjhGXAi7BcCTB+MeAaK7K6XZAUCAd28eXNmx4vjR/rWbrftZnDWmf3pg3BpLFv1c8Ac06mIQNff5ot9Q4tNgAVIJujzYIV5kcb3jeCjpHFt2MHBgQ4ODkyKCJv4+PFjq6UIh8PW5ABgNsvgEjtkMqFQyHTToVDIMoT8G9uDzfYdIPEJfD7mm59FSuX9syTzN+wp2GEvX5PGdUzTNoxAERvgpWqeyKJeErt5cnKilZUVe93LDuwKaxqPxzU/P282kM+Nf+QMeZsEIPQSRgaf2wennEUvkST75KXKBDTMu6+TARDSBQ2cgw3ivTnnnjDNZrPa2toyAD9roIF9gGXn0l3fIY7ug1xO6PEKZ2naT+EDfD0k8+ilnvyel86TuSTb6dULnsknG+/XyNcJMTdI4Pz7IodfWVl5owwuz0+WnUABbORr0UajkeFbbDvnh4Af4gegPxqNDPeQAfPkEp8LLO6VBdQE0QUUgo4Oqz6Qwy/TcIU6t5WVFUkykgC77WvBft+4VDE4Efjc3JyOjo60t7dnrGMqlVK5XFYkcnF5EQ/3/PlzcwgABz4YE4Gsg449VO13u13rhez1zKTGMW5MIIvDQfagmvePx+MGgL32jYWLx+NaWlrSrVu39MEHH+if/JN/omKxaAs3ywAUYFhCoZCWl5e1uLg4sfCBQMAAvjdysFvS5OVgfH7mxQcqOG0vK2AumCfmhSjbGww6unjQKGkCFJbLZZsXDli9Xlcul9PHH3+se/fuKZ/Pm659lsFGxonCbBYKBQMI7A9Y7Vjs4kbweDxuB53P6oMGgKlnUfzhZ735GTpSeQ1pp9OZCLS8PM0XwzO//mZ1JAPM+8bGhn7wgx9oY2PD2HnPQl9mkAEAzLNP6vW6AQjm13dQ4pzDakAIANZ8vQmB2WAw0Pz8vIGefr9voJvX5HOQWvbyGgIqQLJnqXgGznS1WjWHAtD2+vBZGVE/eF7YMAqr+YxkHglmAFB0LMLJoAP28hOfRSTIIOhA38vgtb3Uh5/he9K4lszLF+bm5ix45Oc4S15uw1oTWG9sbOi9996b+bJDAC7yGYghwAnAxHdRAjiwz3le1oHsHw6OonEP9Mi64XCRThKMwtjW6/WJji8AUAqgCSrr9bqGw+HE2SZzQo3E+++/r2vXrun69etmY7hnZZYBWZTL5ews+EwXGQ2+HolELGOIdl6SESG+5sHXHLxKtoI9ZC9BEgISOcvUBUYi4y5gAHdJFmjwOh48el/barWsXouAHqnzrGNa3768vKy7d+/avVjYCWrDPHCXZLJGVA34TwI/L9f0GSJ+j2wdz0Img/nzmU+eER8A8YQCg3owXkPSRJARCAT0/e9/X3/2Z39mXQrfxMcyd+l0WhsbG0qn0xZk12o11Wo1O3sEvJC90ljO6TEInx37wr+9GsB3kGOfMNdgO/CHZ+g5D+xf7ACfx8tLmW/8sySrG1xbW9Py8vJMAa7HsKlUyoKEhYUFswUQZ/gxzoFfM8h3bIdXPvjAaloGif32gSv7C5wrjdu1gwnBoJAEZCUhXT2ZkMlktLS0pNFopHK5rGw2a1l1iMbXGa8daLBZ6PhBxN9oNMwgYZCPjo4sFTjtsHh4vxlYNJ+qRlqB7tFLELrd7leKvHzKGEnGNEgDVAEmfRcF2K9IJKIbN27oX/7Lf6lbt26pWCxa5DwrY+CNCgGQD3hI7cKMYei9dtvLAGDfeN5YLGYRpgduMCwepEhjh+YLGAOBcbEbTCrgnvkFWEvjugPP0MP0rq2t6eOPP9bdu3dN0z9rkMYYjUbGvJNOxjgDLgBxvhiX92V+zs7OlM1mjWmntoBDyJ7wMiLPlkvjy5w46L7mAKOAZhdmxq+d73hCU4J0Oq333ntPKysrBshYN5itywxukJUuJBC1Wk3Hx8fWSAHHwrqy1wCIjUbDjCSgBZZ6Z2fHwA3AFzaOPYS+dzgcqtVqWfYNAE/W04NMALmXexFcogkOBAJm7I6Ojgy0e4COU5t1z3knhYPj/zguMjesDc/OXErjoj1+zmeI+D/2LBwOmwwPo+/rrPwZ9tIM9iWv7bNwvvsPc4z+H2eDnhiC6JNPPtHS0tLMARtsG4DOs/MAebTEaNg5z9gv9iEyHeoosIu+MyAkVz6ft7uTfKBBjQ9gne+zjtLYJzF3XprFXGF7ACcfffSRPv30U5PSADY9E33ZgT3KZDJGYLDfkWXi31h7z8BL45bZPpD0/8au8drsTTrJVavViQAD/4Gt8LJT39mLdaOwlPMIY0+g6Js/4KPwRx7kXHZ4Ig5FAOTA1tbWV+ydPz+AY9YN+ZiX6XmSi6YVkER8jmazOVE3I8nmCJsBKJTGQBXpGcXxBP34Zd6DNcvlcvqzP/sz/et//a+1trZ26cLc6cF5w0b4bqBePu0JAAr7I5GISZ/Yjz5zCPFCnYQnXQnq+IO9Yx/4DB0+2hOdkMsQqeA0CEP+hjAgCEZqiw+b1dZx1iDEkJsnk0m7G479QHMPAiJwMUAfWT52kL3iZcJcLwDxxs96chpfGAwGrfMi+xQsx15hvQismUvWEOkkpDdnzEs1X3dc6sI+DNL6+rru3LmjX/ziFwawiEgpXoMx8NGsdwiS7OeYsL29Pe3v7xsQp+UagQkRH68njTtOsXipVMpaegFYvKMljQk4pqgYIBWLxXTz5k29++67ymazZrTeBLh4+Q8OaTgcKp/Pq1Kp6Pj42IwfhggDgwHA0fIzOG2eCweH0WBTE4R4BoLPKo1v3vbFRd4Q8rwwerCV/C6AkRT/ysqKPvjgA929e1e5XM429ptkg5ibfv+iGwssc7PZVLvdtt7SvjiRPUFA7FPjPlvBexAEMggs0bATxBCIIAvwwSDOGkkfa+e1oxgkXhtDVCgUdPfu3QlpjS8MvuzwemBpfOES8h/em4ExRMONUfaANRAIqNlsand3V9K47Sd7JBAI2K3wZGT4nBjjZrNpzpuzPC3r4T0B8+yteDyu69evTwBOwCVBM7eNAwZmHd6pcnZ9G23WjcCcOfYyDIIser0D7Ml8sCek8e3izAFz74sgPeDjD/VTzC9A0mc7fJCIzfMyiW63q8XFRb3//vva3Nx8o6yQZzX5A0uJLcZRogHv9XomoQEs+S49ABufAWPe0Fyn02kL7n2mw0sQvDyQv/kDMPZyGp69Wq1axjmZTOr999/Xp59+qjt37kyA1k6nY3tilkF2hdqCRqOhdDptGVZfE4R8jGdlH0BykIHFtnt57mg0siwPYMZnsQkKeT8kn6wBNglyBzuCTNADTu9TACj4WcA0AQFZ6lmH952SDPhFIhEtLy9PtPqkoQ02CFBPIEJWhtfxe04ayyslmT0ikGVO2UMEdARd7DmAMwFNMBg02wmeYe97QnRlZUWffPKJrl27NoFnZs1oMNjH7GEk3pAYvoYWKRVBGQEAPgsy5VXyTfYg54t6FGwftoqgxMtUaSjB/5Gx8Sy+zol1odCammEaPLz77rvW0ncWX8HzgQ/Z59g4Gh2Q7fQBP2UH+D/WlnMKLoNkAWcToIOZ8UmeqCdrzB/2LnsdX4rPma7pRSVCM4zFxUWtra2pVCrZXsa3v64s/lLUCxuoWCzqo48+UqVSUa1WM8abiaEYDqecTCaNRcXRTfdMR4fLAjFpaIgx6HyfSPX8/NxYOgDmwcGBFSpzuIPBoBWPw7oQSXpdID/j2T6/ed9kTEfWAA1aobLwGDl/UH3hGoGLNK4rIG0uyZg3SRb9c/A5lBQTkuL0qU6ADetNwZpn2YmapbHEo1AoWJBRLBYnUvBvAvp8kPb8+XPF4xcX1hCNc5AjkYsbrP0+BLiwNwaDgbHjzAWsEvpqbygIGngOr83FOcFg+SDYp7u9phRH55mKVqtlRh3D6oO9WVi+cDis+fl5zc/P64svvjBgzjngmZCxsBcJJnECAAwcCZeeYTR997JMJjMh4YAVIbiCrCDoJ7vjwZrvrsJZHgwGpm8GNNFiL5/PG6Dy53s4HDcGuOzwUiVp3Fyh3W6r2Wxa7ZTPNEqyOQb08TMAB2ncxnZaDjkcjhsWeKkVjozfZ53YF14OxddYO+wIttm3Ho7HL9oOQ85cu3ZNt27dslvf32TwHAAGyAic4mg0eTkec+alSdgrBjbIZ9iwTx5seUIBwoWvwyoCUNAc+zot/g8zCKjh7C8sLOjOnTva3NxUoVCwOUU+5CWplx2sJ/4PwArAgNhgviginrbd2CX8Kl8HSHNu+Z4kA0XYt17v4oZjutZBmGAjhsOhBb/suWQyOQGKpXH9jCTba3zGpaUllUolU0Zwceese86DLZj2w8ND60hHXQufHb8CoQcIg0QaDAb2+T1ZxBzSnMCDZJ8d9sErwBlFQCgUsm6Y+DbvT3ymXBrfGh8MBq2+EzLGy5VmGdg7wD+ZcNZ9fn5enU5He3t71g0QuRDPSrBLwEUTEepxPVnKvPisLd9j3zP4GsQ1w2eSvXybQNOrO7yixNf0pdNpu5x1FnzicRgBQCwW0/Hx8US2lr3jJWDgUvylb/rjpdX4aC+h9M0vqAfyWXgfFPuMmCR7rbOzM2uhzR/OD7iHRMDq6qquXbtm8jDs1GX8xKXb23Jgb9y4oU8//VTNZlOPHj1Sr9cz+RGGnYOEUTo/P1elUtHp6amq1ar1uqZgBxaWjYGR8hXxGASiKgIX3qfT6Wh3d9eAESk3JFilUsk2A2lKCmOi0ajVitRqNaXT6YlimVkZA34XY48xx4HgHGDDpQuQ4ou/vSMBlLEenu3iME0X98IoMIccEAKJabbGf521xYnDevvniMfjunfvnn74wx/q1q1bxlh61nDWufPPK0lPnjyxzQ6Q8vIBaXwBjge26JBJQ0pjgwWgCwaDE80KPEvGs0jjIiqvTfUFXv6yK/YN2TtJ9jes/M2bN02CBIuJxGgW4BIOh7W6uqqPP/5Y5+fn+vnPf679/X0zdpwVdKMwbWQo2C+AfxwjenjfQAHNeyqVsj8E676onv8DaiRZkD9tvCAjcELIa8rlsrGB6XTaMlvo8yORiFZWVrS+vj4RfF9meFuHccdZoJ2uVqsaDC4628HQekfh2WO/xwB5/kzg5JGb4bhxUuwxf3b9MwKy2VMe6PgiSM+qYRMikYu7Bra2trS8vGxB6GVT49ODIKBQKGhnZ0cHBwcTwNbf3u4dJ7bEZ609yPVFjAT2HvxKsnPvZWe8PvPk7aw0Lv5mfiGjvCyDVsfIQbxkF+LiTTLfPId0sf9rtZoODg6s8B07Qmaf4JS58MEX9slL67zMhDPJXvS+SRrLYPDjfI9MHHUtqBnwAz4rgG2WZJlH2j3n83ltbGxofX1d4XDYMjSQOpcdPL/XqY9GF7pyuvtwzlAE8BnBFD6DCHCnycjZ2Zl9diRszJ8nIgH94A58jmfxuXHcy9CYK353OiMAQE+lUlpbW5uoV52WV1528Hv8TbYTbEX9kw+ifa0tmTBkipwlAlH8ope0eYkOgTLnz+Mlnou5kcZyI585Zs14T+YLWwkWhJhABYHvmyVI83is1+tpZWVFvV7PrnugcUi73bZshSQLbCFE8C+cI16TYJd7bKalaayVJJPQ8z3+TTDjM4VkQ9g3nrBi7sEwzWZTo9HIyFwvp/5GAg0fISGDunPnjobDobGmtVptQsJDcS7sCy1Uw+Gwbty4YYsBYMGRckgxkmjdOfAsQKfTUaPRsAJX2nXiJGEWKbDL5/OSpMPDQ+3t7ZnT4j34OVJ0sNBvoh2VNBFVe4DO9zCOtA+lyIbPLI21pxwKNhoRJkAMLTFzJ40DNA4y//bOFccOWAIQwe5hJDzw9nUG8/Pz+pM/+RP92Z/9mV2EyAbl37MMsgW8/+rqqtrttl68eGFGHmcPMA0Gx8XwHFKfIUDv6kEhcj4As5dDsD8JtiRNsF5k4/wexqgAkmA7PHMBs3zjxg0NBgO9ePFCm5ubpq2cZtYvO+bm5nT79m3r2PQXf/EXVrAI8ARocBY4XziGbDY7Ia8DiBKIAGKRBGHUADWsH/uQ1sfTF+vBXLE+/hIs5ptAslQq2dqgD04kEpqfn7cudATqswz/nsyj34ej0cgyKr42jRoVSRPAi7PiMwzsZ5/65+c4L2QFJE1omHEO0+SF/z1pzGYR/EqToOL8/NyCjPX19Yn2k286eKbl5WW9fPnSJLEQQBTk+vMIoPfNQphvD+w8UGQOyZKQRWEdvb0DSOLUvbadn2FdOKesFcXPc3NzKpfL+tWvfqW5uTnrlOTX+U0He6DRaFhHOw+S/Np7QApAQJbhPxd+l/3C3Hgm25MCnvX3WQ9qXAB6PAtryD0z2LZ8Pm9zw+VoiUTC7ubZ3NxUMBjU7u6uPdssg33N3GFj6Fp5dHRkRInvhERGg8JrAkXqQwGyZM3AFKy5lyTT5bDRaCgcDpssbDgcTrD4yKUgCLxvAjAi+SIoxrd997vf1T//5//calRZY9bwTQbvz+ehkQvKE0hgfJ73kZxrMjHIerBfZDXwe7wGWI0z5ueKr7PXCRYIPAi+p7O6XtLmA3dsKGcZ8M8cXnZ4/5xOp5XJZIwolMZ3mUkyCTmkFLaHuy68HA38AmaQxo0KfB0b9g8iEOyMnI1MEAEyd43R0p7BWnhSDB+D1JmidM6nDwJfZ1wq0OADsiELhYLu37+vRCJhIJ8OLTwoYNZLUpBCUHBFERSbzGv1YCdgSih+abfbqtfrVsSCgSDS8ulHjGq9XrcuChwMwHAikbAbLHkvFmp6U73JYGNw7wLpcT4bn4WNI8lS5QAP30qQw4oci03hM0FsXrJNAEcicc8iYwRh/H1AxNrzf9Z0bW1Nm5ub+s53vqPl5WU7JLBBbzp37B+cwtrammq1mnZ2duzr3uF5toj9wLx5xgCDyHsEg0G7TAkwjtRkmk2VZIfXZx285IM1g42BWfMShUKhYLUsBBjsEw8aZ523aDSqpaUl/ehHP9KDBw/0D//wD5JkQSzspySTPHopHpktJHB8FgCPD1Q9Ow07T9AFSMJxVatVk7Dx8zhOn56VJhmteDxuQIr54aZzSbp+/brdPvwmEiAPepgL70CQ7rE+vvAP8Mz3medpW0Kgyvv5rAMOn3nHFgKssZPMiwfm7B0PQn39h88QZrNZ64DHmrJ3ZhneRgBeNzc3VavVdHh4aLYsGAxaMAkLCjnFXsAn8LqQJ7BzMOSsD+uNvQPIYTf5zNh63+KVAXnC+rEOyPZGo5GePn2q4+Nj3b171+QjaJ4B57MMgllPLmUyGWvM4FlbL7H1GXKAIPYb34ndQU7mgQ9zxPtDfLH/ACrSOGPOWmBb8RkQFYCf9fV1I54SiYRWV1etI+VwOFQ2m7W1pmnGLMMHGvgBWsAip0VmQkYeuzUajaxhAOeLNfeZL98prd1u23mBiYZEBCvhIzmbBK4ekDPv04y/zwj3+32rQdzY2FChUNDCwoL5c95v1jE958gskdB0uxfNd6hrIejCL3s7C6nhM2Oe1KI7F41ZmCN/Zgju+VzI2Xg2/K1XIBBcehJHkskiWWeAN1kaVDiz7Dsf3LFv5ubmtLm5qUqloqOjI5OfsT8IIH07ae7vAqeiGmB+2XtgXUkTLZTxO96+TxOr1AlWq1Vr0EHgwu/4TBpzUq/X9eTJE2sVjez+6/bO142ZBJE4NNJpp6enWltbU71et9a0RPMcBv6PJtMfZICy146SoqGzDYaCgh40jRh63+nCd1LhwNdqNYsaAZFMGpcCIpViQwKe3kaAwbwxH+12W9vb29YujohVGrfpky4OFpsEh8aGZO4A1xw+jAMbhuH/j/OBieLAIAHiPWASvKyFeSTIuHPnjj799FPdvHnzK9Iqv+FnGf73KRDt9/u6du2aBoOBHj58aEypdOFYvd7QpwYpjOd7sCLn5+eWasSIsjd8cEZ9DIfXs8w4MECeJDN8AEqcjHcq3Neyublp54l1xxnNMncYbs9mbmxsWEtiOtvweWB+0d7GYjHLfnjtLSDFg9Jp1gjw4RnhUCik7e1t7e7uTrQ9DYVCVgTqHQXP5Z8RNhVQwNwRwMFWRqNRy5jcu3dvpn3H4AyQjvagtlQqqdFoaG9vT+VyeaJjTyKRMPkchh+dNc6SDK133IA25hQHwFnivLN3vawUBwCIYi8Bfn0tFu+1vLysa9eu2c3FEDCzDr9XvZTNd9Zh74RCoYnGANgY5ikUGrddJGjHngNoYP283MufR2pDvOSDrBuvgc/xXcJYL29/mFPIL35uWlo7KznggyoyApwHPgs+j5oVgg2YcA98PPDg87E3PcHipcgAG+w/NtH7UG/LIBN85oeufjSjAKRkMhmT59HN5vz83CRpsxblMneepCEQW11dtTmIRqN2iSk2Gf/HPUP4BTIeBM7YK4IY7lRhzXw3Rt6PvUx2w9sysnrYZmwLP4sNHo1Gdjkt2VrWwAca/JllTAcq7Gt8PFIqXzSM3wP8kmUkoPLZSFrYhsNhk3Wz9px5MI8nlgl0fAaF9fWNcKalSNhV39wEm1EsFrW2tqYbN25oY2NDxWLxK9Lx1x3TdpJnzOfzevfdd1WpVAxbeQKcPeRbyrLXsHPUC3tciFSRDo9ebUOmBoyGzcN2jkajibtavJzPZ4OZBy8tfPnypRKJhN59910tLy9PBDKvOy5Vo8EAMONI1tbW9Cd/8idaXFzUf/tv/037+/sTKUYejJaGXAjiNaWDwcBuuyTqgq3C6fiDj5zKG1Gcmd+4gO5qtWq/6yeUNO7KyoqKxaIkaWVlRcvLyxaxvskh9vPH4a1UKqrX6xZRwl7AMhNkwf5RbEhRD3Pq041E/jgISdaPHRaMeSEAAzxy+GGOYVgwFqw37wPgYXNubGzou9/9riKRiA4PD21d/Ny9CXjBmUqyA1gsFtXvX3ShevHihT03xg6ZjWcmfVcFr8Xl0MHWoM31sgtkZD5AAxB6PTJdMaRxMTA/74tMCTiWl5d148YNraysqFQq2WfmkM86b36/jkYXbQY//fRTSTI2nrQtQT9dTjg3sJS+dSZSMv4P8GbPcMbQeKKjRcpAehhWBzkKThmmlW4hOH3WstlsWq3V/Py8GddSqWSAiGYBPj182eHZYkAc80gmMZVK2XMcHBzo0aNHqlarNv+cNy9b8nIsacz6+6yiZ6qYZ4JbL1XgD3PP2eZ8e5kCjtvXJGQyGd29e1fXrl0zsM76vQ17R8G3dJEVajab+vWvf21nwQNOWE36zXuGnTPsU/yBQOArXQvxC4DwbrdrjtUX/PriUZ4Vf8F+JQNFli8cDqtQKOidd96xxg2FQsG68nig+6aDc0MQLckCI/YkRJ9nxfksrLUk2xMAVWwxgfDZ2dmELBDgiryIOxuwldPyCR8gYzeR3aysrNiN6f3+RVOYUqmkjY0NLS4umt3m88wCYPzwticSiahYLFoWkuxXIpHQ9va2BoOBzS9qAM4Kw9dMcIYI1gDNZGA9uYrvoDMk/tpnfPw6Yl+8XDWZTJq9oONTsVjU9evXzeb6bMCb7r1pH81r4ldZu1AopKWlJXW7Xe3s7OjFixcTmS32jldkECh5zMF8QxCzZwkuCPjAIfhS5h/C1Uu88R3D4UW3P14XWXkymdT8/Lxu3bqld955x+4LeVvYDowbDAa1sLCgu3fv2jOzngQNkBoE+VzSx+dE8keQgB/krNJsh+9LMvKp3++bbcC2YevIkoDPR6OR2Qr2JVJhXzP49OlTra+va21tzebLZ69/37i0dMoPovdEIqGNjQ2VSiXl83l9/vnn+n//7/+p0WjYHRE4U9o9LiwsqFAo2EGr1Wo6OjqyC3s8u4D+HeaJgwsoggXAwTLBLBCHxR9uSXY5zd27d/X973/ftN+rq6taW1uzjezn4E0GqXyfCvesHgeKYKlYLNrBwuER9eOciU4BPzhUNjVrhgPxKTYifxgGNrlvbeiL0InEpQvHm0qltLW1pXfeeccuw0KK45n5tzF3ni2cm5vT4uKiBV77+/sql8vKZDJ2oACnPkjy2RZYE69h9oEYwQEH1Rd+eoYmFBrfbu/bn5Jl8Swhf8MQXbt2Tffv39fKyspEq1GMr5d7zDr4jHNzc7px44ZSqZR++ctfWgMHL8lIp9Oam5uzLCFsMM6YS8xw5jRPYF2YS/YMnwU5XzgcttteKbjHOaOJhuEk7cxr9vt9raysWBvMQqFgTOPm5qaBZXTB3GA7617jMxIAsNa9Xk+Li4vq9XpWEO7ngEDEy1W8FAYH7ptM+LNMMIu9IjAG5OG4YOgkTTh575R9NiYSGV/+RK3NO++8o2vXrpnt9Nmzt5HFBTyEw2GTKg2HQ33++efWKjOZTJq0BjDKPmDe/V1M1PtxJglaGo2GscacM/YfQSNgW5osAmdemF8f5LDfb926pe985zv68MMPbf8uLCzYfMOuvul5lS6CsmKxaOvYbDZNmoXtICtONoHLMiGsYMklTRA/MPn5fN5eA7ks5ADPwP8Bu0hdPFGHnfIKBrqY3bx5c6LVNZkOGjX4rJ+vVZh1TAfIZLBZL57P+1IAK2vnn4X5ovYE38v5bTQadj7pAJXNZlUsFi3oRSWBksKDOQJqSFMG5AaqDDJX9+7d0927dyeewQPNWYcHjJyVaRk7qo9CoWA/t7y8rFwup3K5bBndUqlkMh9k63wW/DDzivyH+cMWeLKU98I2enJQ0kRdKhkjfDV7otvtmmpgbW1N9+7d09bW1syNB/xz8R58Lr9/qI08ODgwXwZ4b7fb1jGM56Per9frGRnCXiCL5UlRyBTIeOaVZwLrMS8EXJIm9jy+2jdrGAwGymazWlhYsGdh/3sJ8OuOS7e3nZ5kHpRCwvv372tubk7ValUPHjwwsCXJmNFoNKpGo2HBQ6vVskp9HKNn1aWx9hJJBgeMFC1aeWpE+B0mkwIrjHEymdS7776rn/70p7p//75yuZwZUFqeTbPKb8P5cqCIsIfDoQEWAKx0YQT39vYmjBssIZ/P31pLUMGBBvCxwblrAEBN9I28hQ0Ma4Ox8RIMjK904bwWFxf14x//WDdu3LB2xdIY+LyNuZvec6wnmlVufqWLGawtIJFgFcNDIRbsO8Zh+uABEDnUvjjSBzM+aPHsKwabr0syw5vL5bS1taWf/exn2traMtbLfz5vxN4kJc7f3EmxvLysmzdv6unTp2aoMpmMBVbJZNJYtWw2a12ecJiAsU6no0QiYcHd6empGSlArc8IwsYAxKLRqOnxeT4MGPdmYA8o7P7444/1gx/8QOFweKJdajB4caM1t59Ksla7bzJvPD/rRtBGb3FS0WTK4vG41Z15va001gp7TbOXZ/r3AVQyT5IMkOEEvLSH3+ff0vgMspf4mUwmo7W1Nb377rv67ne/O5EVepMM2qvmzoN33vt73/uedfUjuEJnLY0Durm5ObPfXsriszc4UsAGzDLvzxn259R/Rs4Er8GeY73IBNy7d08/+9nP9NFHHykUuqjbQuboizP953+TgcQY8iKZTOrg4GAiUwEbim3GTsMGw5Kj95dkcmOIEOYQpr9arVpTh2DwoiA1l8tZ9oTsN+9FgCZdkHZIpQjCCoWC1tfXbT5ZZ2oAvG/Av80qO/MDG+4JR/bS8vKylpaWdHBwIElmfzyRxTNh53zRMfYLHIF9TiaTKhQKZncAiQTX7Ecyt5KMGIScYz2wwYD9Wq2mfD6v69ev21y+6nPOOryf8FkdPgNnI51O2/oNBgMtLS3ZuV5cXLRC42azqYODAyN4pfFt3sybD3q9nNu/J/Zy2sZ5+Rj1ul4KBEmBn89ms9rc3LTOesil/L57k3nj357MJms4Pz+vnZ0dC+B9Y5GTkxPLYAPkURdMqwd8oTwEAJgPksAHOycnJ3aGX3W2kIZ7gglygiDj7t27unPnjtkhyN2vm4PfNS5N+XngxAfwWnLar92+fVsPHz409qRQKGgwGEz0LAbgIjcBoMAEwsK0220DcV6X1mw2bVNVq1W7+A7j4jcRDAob+9/9u3+nP/3TP7V+1ABuokPPRL7JZpyeu1QqpdXVVWP4Tk9PdXx8rKdPnxprTGAkjaU/OG2kAoA+DjDMFrpKpBk4WIA1TtuDX5965zUJiEiFewCNU/nJT36i+/fvm0QBsOVlHtKbB2jT889zwKh/9NFHGg6H+vLLL3VwcKCTkxMr6kZSwQEFoPlUpAe/sHakFHFEMBXc9YIj94VkPBOG2jMNfl1SqZQ+/PBDra6uWpDhZSHSpCxhVvDinSesZCgU0o0bN/TRRx/p7/7u71Sv1/Xy5UuTtnQ6HS0tLdlnp7c9LFW321W9XjeHQGtZADJ959kHGE9/M6ok62wFAwu49FI9SbYX19fX9c/+2T/Tn/zJn6hSqWhvb8/AdK/X08LCgqSLtqmwhbN2nfJz59PTnD/kWQsLCwqHw3ZxGkCPuQYcY7uwcT7lz/dw5h7ASOMsKPuEjIR3wLyGl1yxbxKJhNnPYrGo1dVV/eAHP9CHH36o5eXliS5GXhbzNrK3OEvWkgYemUxGS0tLliHDfvnOgtgO7BbMO3sJsIW/gNgAxGAjIRp8YwJpXMOAD/KSDuxkIBDQRx99pD//8z/XrVu3TOIKa+/3ydsMNAhmA4GAqtWqbty4YWDCd6tB4y7JshqAGNo9p1IpFYtF+z1sHWeZbAOZH+wde5w9jBQJX+D3CjKpQqFgNg+ZGrU/rVbLZG21Ws2e00ty+XvW4W2nv2sL/w7YI9tJ7SMBHPUIo9HIiAxel/khwIMo8YoKCot9tpszgDIBGQ1fh4SJRC4uSfX3QHG79OnpqTHj8/PzJrF9G9mMr5tH8BN2FNk7QZUkO9vYemzecDi0+40gb5EVQ4p6qSI+mGwic8pa4AOwC6hc+Bv8yfcI5mKxmBYWFnT9+nVtbGxoeXlZCwsLKhaLEw0O3sbwgQaAnax3oVBQtVo1W+3tC/aEvcYe9BklXxvK3OTzeavtxe5j+8j0EyB7/MJ7+nIG9iq25Pr16/rTP/1Tffrpp8rlctb5jkzdLLZu5pnG0GAgAPzSRSeTd999V/v7+/rss8+s4JkUudd8e5acjATyqnA4bMwRYIRgBT3jwcGBvvjii4kib/9cXipDNHz9+nV98sknxrYQIbNJvLbvbR9k2CE21GAw0LVr1/T/sffnv3Ge2Zk/fNXKIou1L9xJiVosW7Lctrs73Z1eMkHPIElngAEGA8x/NX/FYH6ZwQCDGQSZJJMOEnTS7s2rbMnaSHGthawqFousYi3fHwqfw1Nl2RFLUifvC96AYVsiq57nXs65znWuc+7p6WnV63XV63VzyBxqDivGm40Co0lETxDlC5p9ez0MgQfeMKc+kuZzmEs2L6ngWCym1dVV3blzx5w0Tgpw97Isy9cNv9E5IPPz8/r2t7+tfD6vL774Qr/97W8lycCZTzd6ORkGkgOGc4WV5xCPSwy63a6y2awFBswln83ncci9M+E7mcdisTjCUrIeHiy+7Fz5fwKBgLUiJmj9/PPPzYkQdNKrn/RutVq1i4gYHiykUiljj9LptGUs+/2+6vW6OaputzvSXQb2RxraDeYJmSWtMpFZ0oYYGQwZLLKB3Gb6KoZngXwnN+xILBZTLpcbAXR0DiuVSvYu3mGSFvcFjz4gxgFLsmwkpAe2wGubyZz5IJVMJKQO9nNhYUHvv/++3n33Xa2trZk+mc952f02PrAd2HlqqrzEko49SErZ94DDer0+krkhSwOg5R/kVpHI8F4kr9cGGALMmVPsnCcaWN9oNKq3335b//7f/3utrq6O7HX01l6e4f/9ssOz5mtrayaxYQ6om8Iu+Q5oXvoJQGZdybRJss6LZMx8XQrg0cv8yHyk02k7xzxjPp/Xu+++q2w2azYunU5rZmZGiUTCLhYE2JXLZftebM6ryGQwfGbYr00kElGtVjN59unpqXXnOj4+trtB8M2w98gh9/f3FYlETE/P544HV76wG5tBwOMzHNg+74tLpZJCoZARM4D1TCZj2WUyTp7Ie1V7j72CXcF+BQIBNRoNVSoVy3xjY8AKzEulUrFAgSABP8v9HNJ5N01UBh7fkHGAQMG+4YO9UsarJ7ArkKHvv/++rl27pmKxaE0vCAhf9WB/c36QQ1Mn5LNFXvUQiURGAorBYGCBAfZp/IzgS8Aj4zgGBQb2nzXyBDN/RkAeDg8v+f3P//k/6w/+4A/sOWdnZ00e7PfJhebm4tP5VQAjaSTN1ev1tLy8rJ/+9KdKJBJ69OiRgQbp/KZnpD9snP39fZMi8FmAC64/h4XAwFLbIX21noA/4xZIScrlcvrjP/5jLS0tKRqNmnaeQzOuDXyVY9w4ZbNZMzjhcNhuqi2VStrc3LQolwjcG2s2D+wIjI1nwb1e2EuyvFaczwMkewPt2cZ8Pq+5uTkDR9SwVCoV9Xq9kbqZ12UA/WCdWfP5+Xklk0lls1mdnZ1pY2PDjDtgxDP7/C4BBal89rbXXZPtYl+S8QJowAr68+CNIwwj97i0Wi2rKYEZZX0kjazbqxqsC8ByampK7777roGHhw8fWrDB7d8EaNRZsa50iMEJeZkSThYNM6CYTIdfT0BmLDa8pTqTyZiELJVK6ebNm1pbW1O/39fs7KxOTk60t7dn9934oBAm7VWyVNK5Q/CAmf3BHikUCnb2AHnT09Oq1Wo2R8FgcIQ9pe6ADIXvvjceSEjn97aQMUNCBLky/t90DyMIpBX5e++9p6WlJWOX2c+v8qz6ueMd+fxcLqeDgwMdHh5am1ZIFl/8T/Dk5xWShHVn78C4Qnb5mjZaIeNUObs+a0x2A9ATDA5vQ37vvfe0srJi9pSMFeBRejlp49cN1gQABsGGje12u9rd3dW9e/e0s7MzUkeAH6PO7uTkRJubm0a0TU9PW0t5LzNhrWjA4v8ByGHvfJYsnU5by9pcLmfnb35+3tZXGmr8ydz6DN+rHt5n+0wzskwaXNRqNeuihQ9mTwH4yCocHx8rEomYvBqgz/sQRHsyC9Ds5w5pFM+DJIX7Pc7OzkzRQIDDvE1NTdk9JF7K/KqHD8zwQ5AsBKucRzqvUVdHBoz6Cy8983s4EhneNs0daMyLJ1R9FslfVsmZ57s5t9K5eiOXyymfz+vWrVu6ceOG1tbWjOgGR72uefP+AmmUJ2wljXQs8+CfvUcGDJKE/QKJwDuDm/3w0lMITF/zA97lZzKZjEKhkA4PD7W6uqqf/exn+tnPfqZer6dqtWrv5VUwk4yJvfJ4CsUHGvwZl0DdvXtXGxsbevLkiXZ3d01bDcAG/FJvgPPO5/PGSJPlqNVqBvxIxXl9r9dBY6hxRrTX4xIyQKZ0XjDng6jXMcbnzEf6N27csLQXBX8wwZKMXcZZejkVrB2bAccKa4IRgNXy0TP/xkD6jkteikLKmRQmkpuFhQUDAZ6h5n1fZbAx/tneaCMtuXPnjra3t0cATjgcNu2rBxk+nYkRxYAhgxm/vRpDz2fgaMYDFVgDDF8oFFK5XLagF7CJxv9VG8DxueJ9cRqJRELvvPOO5ubm9Ld/+7f6+OOPrd0qBACOGUeQyWQ0Nzdn+4U9Rtp7ZmbGGBAMfyQSsa5vpLmRESALWFlZMZ0vWb75+XnTxNMR7Pj42NqTEgzDAL2uQYAGY+yZIknG5gH04vG4FfyRcSkUCsYyURCIhjYcDptDppMS8yudO1CvAWbOpfPuOIHAsNYln8+rWCxa4BYIDCWbt27d0pUrV+xWXDIo0qtj4583WPfBYKhbnpubkzS8OFUassnRaHREc8y7UAPEXPOunHlfJ+G15b7zDTaec9dqtWyf+vPAnuJm+1arpcPDQ62trZlD9nKE1zlv2BppKAe8cuWKESTUIVLzsLGxYR2NCDTxb9xbwB4GEFOr4TPPAEP2GP7Hk0/Ix7B3hUJBb7zxhhV2A47xrYBIslJek/8qx7hvGB98J/WRx8fHOj4+Noka/8+8SsO7CgDCyIg9GPaZ61gsNtLIA3sICPbthD2Zg03g2dHf40Nu3bqlRCKhu3fv6rvf/a7Vf7zugS/3/2Yg0UaOCDkEA+8zHcwTyhR8RCqV0uHhoZ48eaJyuWykDQQO59JLQ6XzLqYw+ZAq+IBEIqGVlRUtLCzo7t271hWQAON1BBnj8+afGd8J+TEYDOxOEpoJSLKujJLML5Apxy4R9IOZsZlkd8BenU7H9qqvQYtEIkomk2YjyPz3ej3lcjm98cYbevPNN83fgiX57JcZL+Wdx4MNojP/72Qyac5ldXVVH3zwgd0ifnJyolwup2KxaBtnf3/fWr9iyJB4wPT41qLIA8iSSOcazbm5ORWLRbvNmHai7777rrHzHITXIZP6urmSvloAFw6HtbKyYkwxAAU2odFoGLOCg8Xg0yJS0ghLzObkzyk48zpIDiDF4jCg/Iwk0+idnJwYk7y/v6+pqSnrZOSZ23/O6E86/F7j/0mXEqDBEJOyJ/XMYU8mk+awCVa9Tpt35nACApkvAioK2TAoACCMRK837EY0Nzdn6dp2u63FxUUlk0nr1OUzd+Pv9rLjeevgGVgYknw+r5s3b6rZbOqLL76wDjY3b960rFm73dbW1pbOzs6+Uqx2dHSkqakpZTIZM7IAaRwIgT8ZFQqp0dH+2Z/9mZaWllQqlWw/rq2tqVAoWKEvLAzr7YHli7z7ywyAGsbcszsAN5hHwC1B5ni3FIAXzLJvdQjz6uUzBPk4CJhi384aZwthcefOHa2srFjQQktozq+XNb3O4c8stmtxcdG6yyAPIfNMqp7gAKIJaSLAF9sN++lJE+8gOdfNZnME+MDuAYopdkayh72gmJr1w+a8LrAHm+0BEYGDB0rsBZhaLsCkhbR03iyE+0v4LM6XdH4ruiRrE9put414o6YMf4r2HhlPr9czf00dJn/GZ/r547tex777Oh/ryUMuvWs2m5qfn7eOesFgUIeHh0b6EAhg72DiCRIikYiq1aq90/T0tAWm0jnpCeBGVuq7CnH+kPVxDgg88vm83n77bc3Nzemdd97RwsLCiBzsdQ3mjLX09o79QxDFXgJXwJJTh4of9DURSAGTyaRKpZL5IewBnRD53rOzs5E6OHw+re7J1iUSCRWLRa2vr1umjU6K3u+9Sh/7vMFcEViRfU6lUpaxls4vFuV3aM7CPqMDXywW+0otim+eAoGABNc3UUKJwdxDynt5Wi6X0+rqqq5evarj42Ntbm7a1QicoX/RQEP66gVNOFnfUouggx7GR0dHevDggV1wdfXqVZNGcI8GIJmNhEPG6RB44Awo9EZ2kUwmVSwWLbJrt9tKJpP6zne+oytXrpjhY7JhtV5nNuN5hlA6Z6/i8bgV1S0uLioUCunJkydmjJ4nS0JOhlPxXVPYjH7j4YhZK1Lzg8FghLmmCK3RaJiDo+sEHYjeeOMNLS4u2nN5R+gd/6ucv/GBVhEZHMEZrC2OFoaEbJpvOkBRpCQLNPhvWHcCGBg5QK7vOuMdNqw1NQOrq6vq9/sqFotKp9NaW1szQ/R1QPllhwdgz/t8nEkkEtH169d1cnKier2u/f19/eEf/qG+//3vG8hoNpv67W9/qw8++MB0utRFcM6Z/2KxqOvXr9tZffLkibrdrpLJ5Ej9BQ0L3njjDb3//vuKx+O6deuWpqam7O4D9ifMDvuMsz7OUI2TH69q8FmwvdJoNoz7PXAMSMWazabVfPlzAhiLx+MG1AB32E7AIB1t2Fe+oBw2FbJkbW1N3//+97W+vq7Z2VkDeul0egR0sfavk1zx8wZAkM4zs1euXDEgATjG7gcCAQPP7C+CBN/EAf9CYEegz970jUVw4IAU7B62QJLJ1a5cuaJbt26NtPoez9i/zuGDDf4bu02LaCR33ONy//59JZNJq4EsFova2NjQ4eGh1a/wmb6tdTweVyaTMUkfIJJ5ePvtt01ieXp6amCaC3QPDg60vr4+orVnnzHv3he8zuB2fF38erG33nzzTduD29vb+uyzz3R4eGhZWGwaWRkUEeyz09NTu6cHP+r9L4Ser1EgwPd1ggSPsNL82erqquLxuK5fv66f/OQnmpmZscYNv49shsdA/LfPfJLpJ+uKqgCZF3V6yCKRcPKezAHyWLBKs9nU/v6+kUqNRmOE3CyVSjo6OlImk9Ht27etnTWBTiwW061bt3T9+nX1esPOSRCtrL+fv9c1l+x9ssvb29vK5/OKxWLa2dlRtVrVycnJSFtjMjPczUJHMkkj3fDwDdREsmd8nS5ZT0h56s7m5ubM/yYSCb311ltGvi4tLZmUD5kvmaxXkQV6ZXoDJhdHjJaVlD+b8ebNm5qdndXCwoI+//xz0+LR5QGGk0MM2KNIHGbfdyaguBtd3NzcnPL5vOnGB4OBGdPV1VVz5t6Q+4P1Osd4NO2Bkc8w3LhxwzITW1tbIzIKUuKwyej6GPREprDN6+nZmD5d67XaAHKYPli+2dlZCyzi8bjefPNNra6ujmgkfdTr5/N1HmiY9cFgYAeoUChYdH56ejpyPwvMKM8NsGAOffAHkAFs+K5VOBjkPIDAfr9v9QYrKyu6ceOGrl27ZlmiRCKhdDqt2dnZkaDGj1cJZr5pP/ssYDqd1vvvv2/vUygUFA4Pe/ZzWVM+n9f6+rr+7//9v/rVr36lYDCoXC5nmtxms6mrV69qfX1d3/72txUIBDQ3N6eVlRXdu3dPT58+lSTdunVL8/Pz+vTTT1WtVnXz5k17V9gp5hKg6TtSAVR88Pz7kLNIowG+/7OzszPV63Ur+Mzn8yZlIWPpLyuEmZ+dnbVsFw4FR12r1dRoNFQoFOysEcwRpMEMMs9vvPGGgT4yU5A/ABXPVv4+hp8rbC626e7du5qbm9Pu7q4qlYoqlYpd1orDY34JCAC02CiIA9hQf5s4dhHyCZY1FAqNtORGHlMsFvXGG2/YvJGxZO+9rmwtYxyEe/22JKthQZLoibVYLKbj42PT/EejUS0uLurq1ava3NxUo9GwwBSpE1k3Ws7H43Gtr68rFoupXC6PSCWZdwJB9jUXL3qpLa2mx/3q6yLy/Pl/HsECNoH5vn79uvr9vq5evapisahf//rXKpfLJu3hsxqNhmVkfctlzjWZRC/dw3/6zmQ0xDg4ONDBwYEFxY1GwyRXtDV+88039d577+n27dtaWVkxe/j7yGaMD74Pcg2lAwSmxwy8P9lt5D1cHoe9g9CCGMG3kuXxzD1EydLSkm7cuKF2u61isaiVlRXV63UdHBxYxiwej+vKlStaWVkZkbmy9uOA+XVjk6mpKa2trVlmjIzL06dPVa/XVa1WDQtMTU0pnU4rn89b7fHp6anZJyR9ZDy4h4M9Rn0f7wMmIbBIJpN6++23defOHStLoMAb4j4YHNZDo7Rgr/+rCjTGAdp4vQQpRjTMxWJRhULBHItnVyk2DYfDKpfL2tjYsEh2cXHRir/R+v3Jn/yJfvjDH1pRbzg8vMUVgwro9syZN+g+5f66nMg4eBw3ipLsMOBU8/m87t69q1gspu3tbStM84P7Q7xunPmjvSMyAAIZCnXp/iCdp3rJrBCRU1wFiKE9L9ppUqavQ3f7IsMHG7xnPp9XMplUvV63NqjU+PA7GEgOM7pY6lAIyAgqfGcH5tnXZfAcsBjvvPOO3njjDS0vL2t2dtYOMtIXfv51ZTO+bq4YPLevrUomk/r2t7+t09NTkyjhdDm/V69e1Z/92Z+pWCzqyZMnJpGq1+tWW0RwEgqF7HKkd999V7/73e+0sbGha9eu2U3eu7u7Wlpasjok31IYYzkzM2Ng83mBxusmB543j/67PfggEBivFYPxY//42oxer6dCoaBgcHijbDQaVaVS0d7enlqtlhYXF60oGXCM7j4cDptO/tq1a1peXrbWiminATWst6QRouH3PXfILQjw0+m0FhcXTZbSaDRM697vD2/5ffTokTY2NozV5LOSyaS9J0EB8hN/3gnskHJgC2FCV1dXdevWLWUyGR0dHenp06e2PkhlXmcdEGNcOuWdvA82yOYTcKZSKc3NzVmwQFA2Ozurmzdv6vj4WM+ePbNuaIlEwuoOgsGgZd7wz2TXacSCvpw6LQAM3099QzKZVDqdtrUdlxm+zj33PJmonzvOHucAcPvmm28qn8/r/v372t3dNSYeAE22nw5CEH1gFPygJAtwvXQFFnp6etoUAsheuGsBydEf//Ef69q1a1pcXLR7v8aJjd/34MyS2fD/JuDAPiOLBT8gQ4PIY159tggpFbLKWCymw8NDdbvDtsuJREJLS0vK5/PWsZO9vbKyokwmY36BLoBe/fF1AdrrnlMCq/fee89UJ41GQ1evXlUoFFKpVFIikVAqlbJMYbfbtVqySqWiZrNpjYN8ZhCiAXIhk8loMBhYJjcYDBpJkEwmtb6+ru985zuW6WbvUgNJx0bf9IR1fxXz9MotJ4cd4InRBxCTLozFYrpy5YrS6bR2d3c1MzOjcrmsRqOh27dva35+XtVqVX/9139tkdYf/dEf6dq1a3ry5Inu379vzOGdO3e+cpO3L4gLBs/bP8LGeK3t65ZMSfrG7/B/FggErP0aem9SW4eHh9rd3bXUIvdFEJHCNFDw5i9JKhaLWlhYUCKRsFZ9aORhpXFSsITSsHvIjRs3ND8/b3pggAzfCePzLzm8hjSZTNqeoZtUv9/Xw4cPLRBFjuL18uVy2brX1Ot1ez/AL87B13wAbOiyksvldP36dd2+fVtLS0tmHAgiPTP1vOwW43WwLeP7jP/3cjcPPnAufq0laWFhQX/0R3+kH/zgB3bOfM3AwsKCdQVhzy8vLxtLD/BOJBK6c+eO3bDsO7/AOtMGk0Dvm+Zm/P1e5/AA0AegvpUl2TCcMQ6ZTG8mk1G5XNbBwYEKhYKKxaIB2idPnmgwGOjo6EiFQkGFQsHqp7wkKxgMam5uTleuXNHc3JzVXxAAAvY4o4FAwFLsv6/xdQAQ1g9WjpaUKysrRhrhVH/84x/ryy+/1IMHD0xLT+YWxrhWq1kGjHXwGmn8zt27d7WwsGDzkc1mTY6Ek71z545isZhlB77uXV7HGGcQx7McAD3WEL+azWatKQEqAGkIZtfX1/Xmm29agEr2zMs3Yc6z2ayxrMiSubcDhQKtTAmayWoA8ry2/3VnMxjepo0rBgCi2F66vPGMq6urWlhYMD9IG+ZaraZSqaStrS3T15NVg7RDkeHfvd/vWyE5ZEAsFrMC6tXVVSuQXllZ0fr6ul2AyjOOS5H/JQc2Tjq/eHa87gayMhAImGQZ6SLKC0g8XwPEu7KnCNZoBsG5JIuJT8jlctbxEPkp8jaCcUkj8/j7njNJFkzlcjmTMZIl9PWLkLf7+/u6f/++PvvsM9VqNSNMIIC91BMb5uWj1K6sra3p5s2b1oELDAcm9zVC+I3xyyBf1by90kBj3NFzyNGVenaDNGE6ndb8/Lz9XSgUUjab1enpqX75y19aK8tgMKh8Pq9vfetbevPNN5XL5fTo0SPdunVLS0tL9p1ob73+kQXnEPCz/rl/Hw5kXOIxDph88MMdEHSBymazVjhJdOzlUnT1IfI9ODjQl19+aV25EomE1tfXVSwWjV04OTnR7OysgRdSlXTDSKfTxrDCXgwGAytoA+h802b8fRpI9hosWzgc1vXr17W5uWnyn3GJ08zMjF1Kh0b00aNHevTo0cilScViUXfu3LGuIK1Wy2QH1Kyw51Kp1Ei7V87CNx3e8Xl61fP2PCmB34/8N+DMA1EKavk56q34HX93CoYOQEuTh0gkYo0fYJYpHudzCGb8u/u2puPkwDe96+segUDAAk+fmSLDhzP2RYvovL1NSiaTVjMmyTqVcP4DgWFLWBh/7kXwGUofCGMD0YN7wALh8nWSvdc5V9KovfN1TrCcHriyZwCHqVRKb731lpEiBwcH2tjYUK1Ws06G0WhU8/PzVnwaiURULpfVbDZN+re8vKylpSUL6iQZO8izXr161fYv2Y/xzjuvY3yTHSUA5xm9z/LZD3+xI1I7LzmkyxLZQQI6fhf5Bt2NWAuCF99ikwwIciqUDNgLH2S8TrXAN41xf8tZ5Qz5v+cunGw2q4WFBdPK1+t1bW9v6+OPP9be3p69fzAYtK58SPf4fy66TafTWl5e1uLiohEOV69e1dtvv22t6Rm+qYM0mjn9lw40eAbIJ+YSBYZvskDQAG5otVrWlQuZlO8aSOMHmkFIw0sgU6mU3nnnHWs2Q9ALuUCbdtaQM+o7fP1LyM3G58z/dy6Xs7nDDhNEcQcTF5reuHFDOzs7un//vnWW41wh8fPNKoLBoO7evWsk6+Lioq5cuWJF8cw3NTb4Kum8MyAY2WfBX8V4bRmNcUCAzp/iWv6OzhmkgWFFKPK5ffu2dfXB4QJSarWaMpmMFRv5rkfjl1CNg5PfF8sifXWzPe+/+f9xMAXDjLaYiJOULD/vu00hYyGgYIMROJDa5PN9pwtfqwDrQ4qTdDOAcJyZ/7p3/n0Mvg+wC6gvFAomhyCr5ruMwaqSnpyfn9fc3JzC4bD29vZ0dHRkt2X/7Gc/UzKZtCAN549xw8DBvHjAzQF+kSDjVc7Hi3zP82R97Cu6b/maFc4XDBY6erKH7CPflYt5wrl7uR3s53jAw5nmGT0o+NfgeL0Egq5j0jmoAoAhM+H84HRh/GizShFqtzu8CZzL2shoEFT4zIRPcUNKUAPCGWWeWYd/qTFu+ygolUbrhcYzpNRqxGIxra+vWyHpzMyMPvnkE9t7MKBXrlzR/Py82u223UjNXQ/IAdm7npGVRrMFOOV/LrB93ePrZFTPy4QipwsEzi9q5OzF4/GRrjWSTBZGdggp0PHxscleAIK+sF6SMbHYObIj7OvfZ5DxonbBKy6wKd4m0d0HgiMcHt4htbKyorW1Ne3t7Wl/f1+bm5va2dlRuVxWvV63ol5aSnPjcjwe19zcnLVIXlxc1Pz8vLXYJ5DDlozjkX9N9k46lyFhe6inoB7DS+roggT28zUpDPacJGvXGolEVCgU7KyyFswLdZZ+r/L93q//SwcZXzc4K75Bhr8sNBAIKJ1Oj0gRl5aWrKaxVquZ0oW25UtLS2o2m3rrrbc0OztrRKgnpbCpfu0Y3g57Qv5VjdciOvWZC16QPwMIAmBx1NL5hXvUCfgIEAkMBoyiFQ9u2PBIVb6Ohfp9BhmTDs+8SOfFQAB9DiFRcTablXQOtGHYATWAPy+5IJBgM/ruF7ATtJ0kC0Atw79UOvKbBoeUPcL6R6NR5fN5y9gAuEjRsg8JOA4PD43hk87ZV/TKR0dHikQiI8V/vpDf1ydRBPev1ehJo7eU+iDMnyfpvP5qPBPiHaQH1L5TSb/fHzF+zIm/+BBG3ktdvC35lwZ8zxs+2PBEgAf4vItPeROss084X6S/ATfc34DNxAlAKvjUOQEgsgHOKJ/7LxlkPG+MM81+MHfj5BA2CRnoYDCwuoPBYKD5+XmtrKwon89bfRVZNzJEkmxvkWXyd0owd7+PLMakg3Xl3I0H6vwMP+ffSToP9JDBsi+pVwMoErhw50+j0TAA7VvLe9/gn+tf256TztlbT2SwB1AKIHXk+WdmZnTt2jXNzc2pUqlYa9zPP/9ce3t7GgwG2traMjkU2YlMJqO33npLqVRKs7OzJm9j/5Hl8HKz8eDiX9seBCj7AvDBYGDSWfaFLw6XZPfjoHChbtbbNdQSkox5Z47IrGFjCXzxOzzHNxGg/9Jj/LwyX+FweIScw2dQJE698tOnT1WpVLS0tGRk1N27d03VQyYXwh6ZGfPqsygMn01+HUGGJAUG/1qR9uW4HJfjclyOy3E5LsfluByX4/9nx78uSvpyXI7LcTkux+W4HJfjclyOy/H/F+My0Lgcl+NyXI7LcTkux+W4HJfjcrzycRloXI7LcTkux+W4HJfjclyOy3E5Xvm4DDQux+W4HJfjclyOy3E5LsfluByvfFwGGpfjclyOy3E5LsfluByX43Jcjlc+LgONy3E5LsfluByX43JcjstxOS7HKx+XgcbluByX43JcjstxOS7H5bgcl+OVj8tA43JcjstxOS7H5bgcl+NyXI7L8crHZaBxOS7H5bgcl+NyXI7LcTkux+V45eMy0Lgcl+NyXI7LcTkux+W4HJfjcrzycRloXI7LcTkux+W4HJfjclyOy3E5Xvm4DDQux+W4HJfjclyOy3E5LsfluByvfIRf9Ad3dna+8mfBYND+CQQC6na76nQ66vf7CoVCkqRer2c/y58NBgNJUigUUiwWUzAYtN89OztTJBJRt9vVYDDQYDBQMpnUzMyMAoGAjo+PVavVdHJyopmZGU1PTysUCmkwGKjX69n3RyIRhUIh+/7BYKBQKGTPK0n9ft/+4bv88wYCAfuHsbi4eOFJ/uijj77yZ4PBQIFAQMFgUJFIRJLU7XbV7/ftZ/r9vs7OztRut9VqtXR0dDTy+81m096L9z0+PlY4HFY0GlU0GlUsFlO329Xx8bFCoZCmpqbsO/nvYDCoXq+nYDCofr+vTqejaDSqQCBgnxWLxRQOh+05e72eut3uyD7w68s/frzzzjsXnrv79+8/989ZE9aUf4fDYZtbnvXk5ERnZ2e2zt1u197Ff1Y0GlUoFFK73Va73VYkEtH09LT6/b7NT6/X+8oeiUajikQi9s5+7/R6PfX7fYXDYduPp6en6vV6I8/JcwSDwefO3RtvvHGhedve3v7Kn/EeoVDI3jUQCNif82/WdjAYqN/vj6xvMBi0vcHZYT6Oj49tfkulkiqVihqNhqampjQ/P6+pqSnFYjEVCgUFAgGdnp6qUqkon88rEonYHg4EAopEIrYfg8Ggzs7ObL78mWWeOdPjY2lp6ULzJknPnj37yp+xfqzPuK3juaRzW+fXkTPqzxj78OzszM5+Op1WPB5XOBzW6emp6vW6Wq2WotGopqambH/3ej2bk3A4bHuT7+N5eQ7my9u859k6P1ZWVi48d8/bdzwHz3x2dmb7MBwOj9hZ5rbb7drZ4l38mQgEAmq325qampI0POftdtvmYHp62uZKks7OztTpdL6yv3q9nk5OTnRycqJgMKjp6WnFYrGRPcaa8b3Mmf//8bmbZN9tbm5+5c9Y636/r263a7Ybn9Hv9+27/X47OztTo9HQ9va2Hj58qH6/r5mZGTuD7MGZmRnF43ENBgNFIhGlUinNzMwonU6bP+l2u7Yn+S7m7+DgQM1mU2dnZ2o2mwqFQpqfnzd/7e3c83wqz+vXdnV19cJzt7W19RWbyf7CfrXbbR0fH0uS4Q7OcDAY1NTUlCKRiJ29SqWi3/zmNzo8PNTp6anNQ7fbVavVUiQSUSaTUaFQsH2bSCTM1nG+pqenbT+yT+v1uvb29gzvpNNpLS8vK5FIKBAIqNPpjJxX5ohzga99FWd2Y2Pja/9uHC+xluy1arWqer2u/f197e/v6/T0VJFIRAsLCyoUCpqfn1cymRyxn+wV8J4kxeNxBYNBVSoVHR4eKp/PK5VKaWpqasRHSRrZh8xLr9cb2VvMD3/P8/P/4/MmSWtraxeat+edV28PPKb0uM5/N/M7bm/43XA4rHA4bOe11+uN4N6zszPVajXb5+Nrxr8Hg4E6nY7a7bY9SzgctnPg58XjN+Z9/Pz68SLn9YUDDT/8AfAABGA6Pqn8rAd//CzOEuMJWJyamrKNyD8YW4BuLBYzIMjfS8Pgho2NgZCGm5nn59lYFD6Tz+B5/bu96jFuZP1zYaQxlp1OR61WSwcHB2b8A4GAOcmzszObN2noaKLRqFKplHq9nlqtljlRNi+binngz9m0sVhMs7OzNsexWExTU1MGmpgnDABOnHdhPscdwMsM1svPlaSvAHr/vRxI77CPj48ViURGHCiHnDli3SORiKLRqBl65or3f14A2263bf9Eo9ERsBKNRkf2qnfG4wb0VQ1AHuvFmWPNeAe+NxAIqFQqaWNjQ71eT5FIRMlkUgsLC5qZmdHh4aG+/PJLDQYDzc/Pa3Z21ua3Xq+bwwAk41zi8bgFFmdnZ0okEur3+6pUKjo+PlaxWFQqlRoxvqwnzza+9q97eAKC72UPYCf8GfYBmneAzD37iT0WjUbV6XR0enqq09NTs6ndbtf2rScGmGdshDQ8F9gBziff6YMxb+u8Q/F//6rnbvw7PAjwdpafZ44JyrE5knR6emqfxRzxOx6AYzcl6eTkRK1WS91u10iBQCCgqakpHR8f6+HDh9ra2tL09LRWVla0uLhoc/11z+fH69yHz/MR2DBvL9iD2D320vHxsfr9vhqNhmq1mo6Pj21PTU9PK5VKKRaLmT/O5XJKp9M6PDzU9PS02u22+Q1v57BhjUZDjx49UjgcVjab1fz8vPkLzsDzAovn/dnLjvFzOP4M3m7z3R7Ie3zRbre1t7cnSWo0GqrX6+p0OkaoMnZ2diyICIVCisfjevTokWKxmOLxuFKplFZWVhSLxcwGN5tNHR8fa2dnR51OR4uLi4rH45qamhqZC//ckD8QXs8L3l7HeB7p5fFJJpNRr9fTo0eP7Cyenp5qc3NTx8fHSqVSI59RrVZ1eHiocrmsarWqWq0mScpms7bfarWaZmdntbq6qtXVVUWjUUlDTPPs2TNVKhUtLCzojTfe0Ozs7FeIJm9v/J89731e5bw973sljeCC8e/2+3CcmPL/Pj4+1ubmpgaDgRKJhLLZrDKZjJrNpjY3NxWPx40cIGjGx0jn/n8wGFhwB0kNZhwnfPAzHrvzPhfdcxMFGjykj4B40HFG1v+9D0A8ICRag02QZOwDURxBCA6ZiYAJBETB+ASDQTUaDVUqFTOig8FAqVTKjGSn0/nKBHOoeUfPYL3KTTkOyD3Y9eCl2+0aAy5JR0dHFmwwdycnJ6rVasaQplIpTU9PKxKJqNVq6ezsTJVKxTYg88vPE7Bh7NLptAVysVhMmUxG2WxWMzMzxqzG4/ERcM7z+Y3K8CDtZYdfB78HOajsI/YEe2R3d1fPnj0zdp13Yc+xPzzrHw6HLUjj/09PT42Fikaj5nQ8mGRNBoOBotGopqenvwJWOSfjbOnrDDT853oD4uePM9Rut7WxsaFqtaqZmRmdnp5qa2tLDx48UC6XU6/X0+HhoQaDYWYtkUjY3iK4x4jhIILBoI6OjowJikajWlpaUqlUUqlUUrVa1dzcnJaXl3X9+nWlUikD8z7zxlw9b7xq8MJnjTt4wOfzyIFxp8be8SAQG8V8NZtNnZ6emnOYmpqyQMNnILzDwNYFAgEdHR2pUqnYvAYCAbN1/ne8nfPO7XkA8FXN3Tjg9Dbiedk/6dw/8Ox+3ZkTwFwkErGgBCDXarXU7/c1Oztrc81Z591PT0/tc87OzlQul9XpdJTL5YxY8Gze+Bifq3G79yrmbvy7PMPos1XYMEkjPlGSksmkAbxWqzXC8sOG9no9RaNRHR8fq9FoKJlMmt2CLJmdnbUgFrsIIIeQSSQSOjk5sT3Md/kz4ffA65qr8b+DWCGQgMDApnO++V2IPR981Ot1s/eJRELT09PqdDo6ODiQNAx0T05ONDU1penpaU1NTWlvb0+dTkfXrl1TIpEw/FIqldRutw1EBwLDDN14hs+D0+f9m/V53YGGP7PeXx0fH6tSqVgGW5LtRdjzdrttmaOdnR3VajXbE2dnZ5qdnbVsT7/f1+HhoT7//HN9+umnisfjtjcTiYRisZiWl5fVarX05ZdfKhgMqlAoaG5uboTV9zbn697LE62vaq6Yl/ExPn/eT/mzzJn1WLrdbuvXv/617t+/r5mZGbVaLS0tLek73/mOarWaDg4ODPcQ2I0Tos/bO2Ajf0Y9cSGd4xT/3Mzt173r88ZEgcY40OMBxqNKjBkPy2RywInQ2+22pGHGAXYF8B0Oh5VMJhWPx1WpVFStVu3vWq2WBQtTU1Pq94eSqZmZGZO/wOr0ej1dv3595Jn9xiASxJDg2MY3xcuOcSA57uj9s7Gg09PT6vV6Ojo6UrPZVK1Ws/fGCaTTaXtPQHCn07GABOcKW3NwcGABWzQaVTKZNGdycnJiz3B2dqb5+XnduXPH2MJYLDYC8JFG8G7eOY/P9ascfCbgblyOBFA7OzvT0dGRDg8PLb2dTqeNBYa9jEajlokAmHknzsFk3oLBoE5PT03C4fcRo9VqGXvoz8PzJIXjQfurBC5+D/vz6s+tB8nRaFQ3btxQPB7X/v6+pqendXJyom63q729PUWjUeVyOTNkp6enOjo6Urvd1tHRkTqdjhqNhhnOdrutk5MTy6KQ5SETt7e3p52dHW1ubmpnZ0fdbld3795VMpkcSdl7soL3Gbc7r4MQ4LPHGTH+3zOl47aO9+TsDQYDxeNx2xOA3Wg0qng8rmQyqVqtplqtZue50+mYnGJ6etochLd1/rzPzMx8hSVj+CwtNph3+ecc9CTzN05Esf/HgRLfz7sRRDF3ZBoBhZxLAoVWq6Vms6l79+7pyy+/1MnJibLZrObm5lQoFJRMJpVOp+28YxsgIhqNhgqFgvkS//zjIOJ1ATvG+Lp5YO6JOzIb3rZIMh8wNTWlSqWig4MDAyQQS7Ozs5qZmTEy7+TkRJKMEMA3B4NBbW5uGvNOcOfPeKvV0qNHj1QqlbSwsKDFxUWTZYzjBZ859XP5qmydJ2/893rcAfD1EjtvRyDzIOji8bhOT091cHCgXq9nRFs4HFaz2VS329XU1JT90+12dXR0pJOTE5VKJT18+NACfy/nnZmZUa1W08bGhg4ODrS2tqaZmRlJsn3OO/lzMo4XXnXgxmfz73E7yHPEYjGtrKwoFArpgw8+MPmUJJNt41MbjYb29vYUCoWUyWRUr9d1dHRkcm+fQWw0GqpWqyOk4eLioubm5pTP53VycqKnT58ql8spn8+PPO/4cz4vaHvee73KefN273lEzrh/xyaOZ6t6vZ5qtZo+/fRTzc7O6ujoSHt7e9ra2lK5XFYmk1Gj0VAikVAwGLQAGGILUgaf6+Wl4+8+vsb+7HppF//vM9P/3Jg4o+EZMf9w/t88JAwbxolDhiFKpVKSZM42EAiY04XR2t/f19OnT9VsNo0xaDabajabpukrFApKJBL2DDjhUqlkwNIz0OMbAsMxDo5ftfP1w8+Zl4vwnP1+X0dHRyqVStrf37dDm0wmFYvFdHh4+JV6CQIsQEogEDDNrCSTEMAUMi+sTa1WMwYI514qlTQ7O2tZJVLBnU7HmGwf5Y6Di1eV1fgmRsyDZoIM/n16eqpnz54pHA7rjTfeGJF+wXR6YwQIw0kDWKhZ8cwOrI1n3vkMPpssyPP0pTz7+HiVgQZ7a5zJHh/IFTFamUzGAk/mElDLXvOB8fHxsQ4PD22foItHCnlycqJer6dsNmvAkHkgbQ4IQGLls32np6cGQsef/3Wxyx4Ef5O0KBAIWMCJrfOa8EAgYLaOjFowOJTqJZNJAyDlcllbW1sj7Giv11O9Xle1WlWhUFA+nzc9N5+3s7OjSqWidDptgMo72XHnNl6/8XV74lWMryNssFE4RmzXuF7+5OTEZDwnJyc2n2QmCJgAg5VKxQBcJBLR3Nycbty4obfeesvqk8LhsI6Pj3VwcKD9/X2dnJzo4OBAT5480cLCwojECiLDn9/xPTbuT1718E5fGgb3yEzIYPf7fbVaLWOYS6WSdnZ2VK/XLRtBwMr8E9hNTU0pkUgoHA7r5ORE9XpdtVpNoVBI5XJZu7u7CoVCphH3clIyQq1WS8FgUMViceTZ8TGvc4/5OfJMrP9O9vzh4aHq9bquXbtm/gup9e7urjY2NlQul21/8L6QS9VqVUdHRyPSbqTZSPparZYB5nK5bACQYLndbiubzRqxQCCyurr6FWWIB6Ss2ziQfZ3Br/dT42Te06dP9fTpUyPdOp2OMpmMBRqs+8nJiUKhkEnJCPb5uVarpdPTUzUaDcvsDgYDk/u1Wi3VajXdv39fyWTS1AmJRMLUMeNAftz2ve7zOb5ez8PHnoQliwu+hIjzWQYCUP5bGtYkPXnyxNQZ6XRamUxG8Xhc2Wx2ZP54bwhh9iJ+YjzwZ/Dn47W34+/zIuOlAg0mjfG8/2bSMEinp6df2QBIU4jw+VkKXo6Pj/X06VN9+OGHarfbymQyVntweHio3d1dAy9vvfWWlpaWLE33xRdfqNVqKR6Pq16vm/MaLx7imVkQr4MeP1wvM8ad7bjz8IBuMBioXq9rZ2dHrVZLx8fHqtfrCgQCyuVyCgQCqlar2t7e1sHBgTnFVCplvw/7BOMKkOQd2+22FQmyoSKRiE5PT9XpdDQ7OytpWCCbSqVUKBRG9M8w/ozngZfxvfEyg3nym3987vg+HAeSgVarpcPDQ62urmpubs4MHUZwenpakgxoN5tNbW1t6eHDhyoWi4rFYhbI+tQ7rL3XR+LMAZSkhf1+wwD77IZ/H8armLvx4mTmjowCAQjyHGRlyCe2t7dN8iPJnAYSRM41znV6elqZTMa+i+YNs7OzBvR6vZ729vZ0eHhogcPZ2ZlJpra2tjQ3N2cEhCR7NuaL+RlnfF+lM/FBGp8/HnD4gBXATIExzx0Khb7R1gUCQ/nE06dP9fHHH6vb7SqbzSqVSplEY3t7W/1+X9lsVrdv39bi4qL6/b62t7d1//59nZ6eGvPlM404t3Fb54NPvy9eZUaDOfSfCflAit8DK5j4wWAohazX63r06NFIBjuVSmlxcVE3btwYqXkKBoOWRUTi02w2DfA1Gg1dv35dhUJB6XRa29vbunfvnknXPvroI21tbem73/2ubty4obOzM+Xzecvi+vUfn7dXOcZB5PNY7MFgoFqtpmw2a2eYOWq329ra2tLGxoZ2d3ftbLEnyTqSbSWbjdSMYB922oPCaDSqZrNpz+AlfJFIRNvb25qamrLmH/1+f4ScwTa/yuF9tD+nBIbjtoIM7PjPI8nZ3NxULpczeVm9Xle5XFaz2dTR0dGIDA9b6TNtEDCQoQRxSKra7baazaZlI2dmZnR2dmZZTkAgpCv2++sA86u2ec8Lcvz3QzJhq7a2tqzmjiAd6Zk0rM3Y2dkxoml+ft4yucilqtWqut2uSYAgmPEPrVZL2WxWvV5P1WpVV69eNSIimUxKGiWFva173l7x7/qqsN03rYHHRL5Rx+7urqrVqqamppTP55XNZi2r2m631Wg01G63rY6RM3d0dKT9/X1Fo1HL6uzv72tmZsb+v9VqKRAIWC2LL7a/c+fOSHMjj9Wet8/G8dxF5u2lpFNee8kCM4kYHQ6S7wACiMfwPXv2zABwIpEwxoSivKOjI21tbenx48c6PT1VLBZTKpWy4pdAIKBms6mdnZ2RrlRPnz7V7u6uut2ums2mKpWKbt++bSwGRg8DQ0rdT/arHM8LxMaBJZuRIu9qtWrsMaBwMBio0WhYOpW5xHEDmPn/UChkxlGSGbl6vW460cFgWL+CjpXPmJ6eNu3z1taWgsGgZYr6/b4ymcyIHpDN6MH/65g/v/kJDAg02IsEoo8fP7aOXcfHx3r06JGSyaR1wzg6OtLR0ZGxqHxPtVrVl19+qcePH6vT6ejGjRvGSKH79gAdp4M0gW5h3kHzbGRbfCE9Qcd4Lcc3segXmTf2ii/SJ+Am6EEbHwgEbP9VKpWRc1ev1036Ew6HVa/XrfgUwD0YDEwrjyyv0WhYgSSZDOQL7DkY/unpaVWrVTWbza9o0sezQs8jDJ4XsE06bx6MSKMGGcBEw4bT09MRUMDPMj9bW1vWcYq6lunpaS0tLSkajVoNy8OHD9XpdKxgN5VKmXNqNBpGPly/fl2tVktPnjzR3t6eMdoHBwe6deuWrl27NgLEsS2ws897V/+Or2L+xv/MBxUE+hQv+jULBALmTEulknZ3d7W3t2fZtmw2q0ePHlkQR/b36dOnZh+xbe12W9VqVb/97W9NxhKLxfTs2TNtbm4aAOr3+7bfT05OtLi4aHPFvh4P2F41mfJNoJF9DXhvNBpmuwjMGGSdIV8AbOxVzpov8qYuslarmaTZ72eCGWm0zg8pEZ/74MEDRSIR3bhxQ8fHx5qamjLi4Xk1BS/LNI+DcJ9VHg9wQ6GQksmkfve732lubs4y1WRlyuWyKSparZby+bzK5bJ1LqOpBfNGowzwDkHHycnJSKCGr4CZl2SSK+xyKBRStVrVwsKCstmsBoOB0um0isXiV+wQ8/b7HBCLwWBQe3t7+vzzzxWJRIzc4JnJgoPxIKkI8LyPo96HTl4UhtNRqVwua25uTpJUr9c1Ozurfr+vra0tNZtNff/739eVK1csg868jNvs15XJ8OPr9jVnljWWZGTmZ599pkePHmllZcWUJuyrWq2mBw8eaHNzU+12W4eHh3buqKkl6Pvoo4/0+PFjJZNJLS0tWTYIaXc8HtfJyYmOjo4UDoe1sLCghYWFkbpdzvrX+buve89/blw40Bj/Mg8sAQG+OI/iM7IIALRWq2XdQJCnHB4eWiFZoVDQtWvX1G639fDhQ3355ZfGwmDo0QcmEglLFX3xxRfWKYcC6UAgoO3tbX322WeqVCpWTEOggo6V1pLj9Ruvajzvs/wmxPGiawSkEvGXy2UDohyo09NTJRIJ+3k2CFkGNo6fN+aK4jU6MAE4fXeig4ODEfCXy+UUCoVMb0+HIM9SjwcZrxK0jINIH+jCACDbKZfLevjwoQGHarWqcDisSqWiDz/8ULdu3VI6ndbe3p4FpL1ez4oYaXG4sbGhZrOp1dVVra+vj3TfAqwjIYOhjsViNr9It4LB4FdkDr4A8HnG0EtOXmbOJNk6SefZFAAZLaTJINbrdQvSOJfIgnzdBEET68HcNBoN7e/vW0BBgwJkBsiAAHRIMgAs09PTFtB2u11z9HNzcwoEAiN1QOPsy9cxWS8zd+O2TjrP1pL2bzabVjeBrYPVxJF6vTy2EVvX6XT04MEDPXz4UEdHR0YSENwvLy8b44yte/z4sfr9YfefTqdjMsf79++blGVxcVHZbNacV7lcViqV0uzs7HPP5qsgWcZ/n+8B6GHH+H9YdZoHcFZnZ2eVyWTU6XS0sbFhWuSjoyMLHPb39xUIBOzvyCpJssYWnEWKlwE3jUbjK8ENNhCtPSOfzz8XvL7q8bw18ZJOQCsE2z/90z/pRz/6kZ2vo6Mj7ezsGMAg4KDLVqvVGmlXjj9AnkKg6muK+D5AELaPQCObzVpgSNau2WyaFGR3d9cC668jTl422CDw5/M9acgaQ4BCkPz85z/Xv/23/1apVErtdltPnjxRqVRSKBRSOp0eaSsNhsG20+jDqwGwV95eUPsC1uBne72eGo2GBoOBrly5om63q/39fRUKBUky0q9UKlmgwf54lVnHb5pPvx4+gOMdO52OSqWSEQbIN2HRmTvIJmnY0Ib39hlfn+EgaCCwmZ6e1q1bt/Tb3/5WsVhM6XRatVpNjx8/VjQa1VtvvWVkDPvY1988LzP4uodfL9QjyD+9EgKb1Wg0jEwvl8tW80i9ED8ryYKDTCajQCBgZxpi+PPPP1cgcN5ggECDVs2DwUB7e3sqFArK5XJGOPhAx2O58X3g//0i44UDjfH0mf8zz5gC8gDM/LzXgqIhhVlvNBojbBWtL3d2dlStVrW1tTXSktEzz/SiplaBVDktTHHYMPe/+93vdHBwoLt37+qtt94yLSm/C2C96ES+yNyN65Q9cAGMHh8f2/0YAJRGo2EHE1Abi8VGiq4ADT4jgo6ZlKyXRvE8GD86iqCp9M/S7XZVKBS0uLhoAVy1WtXa2ppOT0+teI3nex6b/KoZUh+Y+UzGycmJDg8PdXBwoK2tLdNro2f2DQc2Nzf17NkzDQYDM36+JV+327WC3N3dXf3iF79Qv9/X4uKiDg8Pjf1DF1koFKy1I8YDtp6+4ZJG5AketPi95+dt0vqW57F5DPYR8/TWW2+ZRIQ/f/z4sWq1mra3t0fADTIS5t03F0Dj3el0bN4BtRAQGxsb2tvbMyLg7OxM6XR6pKaAOo/PPvtMmUxG9+7dU7vd1p/+6Z9acDseZIzvkZc5vz7b6Qf2jOwCEkMA2Xj3ELpB0UWv2Wxqb2/POvWEQsN7W3DQ29vbZjsJuAjwdnZ2lMlkVK1WjQjwNUicVVhSSSqVSrp7965u376t+fn5kffzBMfz3nHS8XVAnD/3UkFJxsx5eQ02Ctnhw4cP9fDhQ9O093o9lUol029Ho1GrQ/MZI7Js2LRarWY1HcwbNote/thP5FoAZ28nn0cAvIog5JvAkM/qMYd0h4vH47p9+7aCwaD29/etaDmRSFhhMv4N8I+PoHYD9pnAjDmjpo8AEcLEZ0QJsLvdrra2tqzgFxa10Wi8sjq9b5q78X/7DAfrgg/r9/t69uyZ/s//+T96//33JQ3vRjg8PFQ2mzWZCp0YfZtkahoBy5A0viNmq9WyZ6G2kjkHJ/EZZMJ9tzQKd1k77yde9/B7eDAYjJwBwPzZ2ZlyuZyRxp1OR7u7uyMs+vz8vNURHB4eKhAYFnqTqSZoCwaDymQylq2AjGLvkamkhpe9Fo1Gtbe3p2azqUwmY/bjk08+0a1bt6yO7ZsyhK+DTB63dd1uV59++ql2dnb0rW99S2tra+ZDZmZmlMvljAwFH29ubppcD/sEURkOh5VIJJRIJGwPcmY5b2Q9kUgWCoURyeC9e/dMUjUzM2O4iM9inX090KRz9cKBhq9UH/+yUChk4IMshqSR9DwGvNFo6OHDh3r69Kml1KikL5fLVmzLIsBCAdJwjgQsOG8MGV2nAJ204INxPjw8tO87OjrS1atXR5hDb5CeB2QmGTzzuE6ZxQMw0MVjf39fu7u7Ojw8tHaBlUrFihGJjmFUfeoaBo6e8jgnSSPghQMOEMaxI/EgbUkxYCqVMslGKpUyR8530pqTeeO9X3Y8L7D1xhttI+B2c3NTjx49MkfCQTk+PjZjhgTi2bNnJimr1+s2FwRwHsyFQiG72Gh+fl7lctlAYTqdNlb65s2bZjRYk2AwaAEI+xnGAGP0vODsZcb4XvaG1ksXWq2Wfve73+nx48ean5/X0tKSut2uHjx4YHOIHluSBZXI+PiHuh/AG8EtWU6fidrf3zcw4mtquJwOwPib3/zGgE84HLYe/aTh+W7/bt4gThrcfpOtCwaDlrniEk2fBeP3BoOBMW6kvTudjo6OjrS7u2usH0EEhcl09vJ7AU085xHZBTVD2F2cPUC7Xq/bxWD1el3Xr18faRDha6u+Lli76GC/P+/PsYEE4QTbtKSlXShZwEajofv37+vv//7vjaHDv+BLBoOBdVACsHB+qecZDAYj7dKbzaa9I1mLUChkjhww3m63VS6Xde/ePcsKLC0tma/J5/MmI3kVYGWcdfV72H8HIA/bkUql9Omnn1qxNuQL7CSgBGLJy2zr9boFyGRIkP+02237HuwVAQYSQaSWyKwikYjW19ftd2KxmCSNdLzy9U7sjZdlmj1pN042DAaDke5FAC+yzBTWbm9vq9lsanFxUZlMxu6rQuc+NzenmZkZO6PVatW+hyCDz+/3+yZNpn6NNSEoY20A351Ox5h/MsiQGF5SOy7vfp6Nv+j4us9g/jhri4uLCoVCOjw81C9/+UttbGxodnbWMrrY8HA4rHw+r/n5eas3kYZZQUhm5nd2dtbuT5LOScR+v6+lpSXzI5HI8GJDAmKy3pAB09PTajQa+uSTT/QP//APunLlitLptJFA4zbuZXGdnzfGOEbhjG5tbenp06dKJpNqNpt6+vSpSdopgi+Xy0ZS1Wq1kfbU+DvaT6MmSaVSisfjmpmZsToz9idkNf+P3SPDsb29bT4H+4I95f/BQMzVpOf0QhmN530BcgwMPMEDD4iRh3Hb3d3VBx98oGfPno2kGYnaADZEaYAy5CZMIMaw2+3q8PDQ0mUweRgWmFscCenOdrutx48fKxKJaG9vz/T6pN8xhgQ8z9tULzq+KUvC3xEAABSq1aoFHKTAut2uZmZmFIlEVK1WlUqlTC4VDAaNGcQ4SefdlzBSMNY4Dt8JjNaYvv3fYDAw50ChkS8gzGQytvYYAw82fAHUJGM8Tcy79Ho9kzXREerZs2f64osv7FD0++fFjATCBJ5TU1MqlUqShrpPamI8e+MZdjS7/Gy73bZ7Rig4R65Auj2Xyykej2tubk6zs7PWKQP9LmlNX+vk54l9Mcm++6bf8/cwIMfb3d3V559/btkZ5oPM1mAwGJHotdttq9MYDIb1PaR66UyVSqWMgcYRk9mBRaV2hf/nRntpWNgGEKXRw/z8vBX3S7KfZe5eJeAbD1ZgeqTze35gIMft3fHxsXZ3d/XrX//aCiUhSyhWxtHAEiOxQNbCdwOIYGKZX5+R7PV69ufMC0RCv9/XkydPrI0wbYmTyaR97niGaNLB5zwvS+Kls4DQo6OjEQfL3O/t7enZs2f68ssvtbGxYcQI5y0QCGh+ft7mHIIJ0IzdI4vGvqQmiMwHzRokWQMDspvI4nq9njY3N42gINi7fv26isWiFfl6Z/0qhgcrZByw7V6mB9lSKpUUCASsYYXPpPb7fZNPcGEcwQY3e/uzDUFFByHqGuhCh7wCLf7x8bHZiUAgoJs3b2p5eVmPHj3S7u6u+VRkbT6AkvS1/vGic8V/+88hsIXUwF5zlsEQjUbDGPtyuaxGo2FzgBojHB5eaggBQiAFbkFJgZyRPR2LxZTL5awmy2MLAmgClXw+r1AoZMFZJpOxzxkPol4VGernbdzm9ft9yyBgL7a2trS7u6vPPvvMfDJZReYEu87vSNLc3JxJwj0pSpYQOxqNRpXNZrW4uGiY5+nTp6rX60omk/ad/X5fe3t7+od/+AdFIhE9evRIf/mXf2kBM/vY+7zx8aozGuBY7MrJyYn29vb08OFDww/hcNh8n7+sEB/ha6hQRvDsZEGQPdFkxGedyIR5DAOuSyaTGgwGFrRArLBO+APp/E4s9gK2/aK+9oUDDR7Cg0aiIxbSt2f0XSlgd3u9nj799FPdv3/f+ilPTU0ZeIXFotUjbAopHQyov8cAIIIhxUH7W8Wj0agKhYJ1sykWiwoGg6aJQ0PKxS9cckVwIr1cMdE4W+CNAhsOh8bBJJPhGfWTkxM1m82ROgyiTVg9AB3MPLrASCQyUnvAgSaggiUgQCO4Y55rtZp1Pzg5OdHVq1ctOMlkMpZhIiP1Kg+vJHsfCrv5LmRztVpNz549M4cFgKNAV5LN3+zsrBki0tWSjKlk3yWTSSUSCWMu0+m0ZSUY7N/p6Wmrozk7G15CdO3aNV2/ft3mc3Z21oBSvV6XdA5eWUvS8i+b3Xgesz8YDEaK5fkOuqR0Oh1ls1nlcjltbGxYCp+zGAwGjY3yvfTJZtBhhSwGwAZ9PADHz0Uul7MLAaUh4zU7O2uOl4zn1NSUFagCEJAdICfxYOVlzitzM65PhX1ELtVsNq0tKnuNNpf9fl/37t3TgwcPVC6XbZ29rTs6OlI8Hh9hQZGFYus8wADwYD8AvkgXYKZyuZyxYIVCwRoePH78WJLUbDZNCgkoxw4xd6+C6fN2jn2NLQsEAjo4ONCDBw/0+PFjy1Lw54CETqejQqGgYrFod7TwGcwFdgjmzkt0CLywrb5N6cnJidku9igZDvarNLQb9+7ds4wBNSLPnj3TjRs3tLCwoOvXr5ukYdK5+7ogBfuAw/ct3UOhkPb29ox8IrAiy+ALujlX/iZ6skmSzFdD7tHBcGZmxmqs2Mf4GPzJwcGBsd6ZTEanp6fK5/M6ODgwcOgvOx0/n18HAl90AIB8tsR/HucIP4qs7NmzZ5a14J3JVnDGpPM7IQi6qIeiscLZ2ZkBN/Yl30EremoWAH0Qg9za3u/3LVu5tramW7du6cmTJ5bFRYmAf2LPvIpMpD/z7EPsIOfp+PhYyWTSvhO8RKtfsJr3J2TMsF2sOzdZS8M6g0QiYXNN4EuXQmqPmB/YeOzd7u6u/st/+S/6r//1v5rP4cZyzgJrNr7HXhUpwLxJsvVhndlHYIeDgwMjafGbBP7MvSfeAP4Qe1NTU3a3HPaPmj9v+5A6elyM75GGGOmf/umf1O/3lU6nlU6ntbKyYrgqEAiYbyJgw75hw18Up1wo0GDi2IS+ZSpfyCHd2dmxqOnw8NDYl/39fc3OztqlK0wMETzdZ6LRqObn5zUYDKxjEGwDYBemzwMpJod02fT0tJLJpBYWFixd2Wg0lE6nFYlEdHR0pHQ6raOjI/3ud79Ts9nU8vKydQAANPkCw4sOvyie7YeJk4aHuFqtWmAkyVKosN5IIzDWAGQiTRwBm4l5YC7YaIBN3onPl2RFRV7S4esfyuWy4vG4crmc3RrNGnjWkA05nu696GDe+O5IJGJM2ePHjy1Y8oXzvkYC1gkGCYNN/3kfnZNa5yDRKQUtJN1BAJp0yZBk3V98Ien8/Ly1SCTjNhgMrNVhvV63tWSvednWyziQcRkBa+/Za9aFACuVSimTyRjDPBgMVCqVLGuJ9pa9yRwSPKBLDgQCdturN0rsp8FgYC34qIfhoiuvI8fIMe8ffPCBJOnOnTuan5+3M4G+/1U5EW/rmEPPTvGMvd6wWcLu7q76/b4x4Wi2y+WysUdeMhcKhVSpVOz8h8Nhzc3NWaYLh80cY+tYSy+dIIvMnksmk5ZBIwVP0wv+u16v64MPPlCr1dLKyoqWlpZsXXDKk9o6fs/L8zz4h/k9Ojqyjm67u7uWXaABAHruUCikYrFoXfAAith2OiSRLUcuOxgMDKTQ6IA5QWqaSqVMBoffqNVqppf3clYffMDe93o93b17V8Vi0TIy/mxNMsaBI87dB9F0Q2Ivsa+w+dJ5FzTejQAX+3RwcGD+gQCNAZOaSqU0NzdnZArfxbuSkfV1L4FAQJlMxrLLZIyoVaKQ12edvZ2adO68T+XcQ3RiYwOBgNXWwTinUikdHx8bicR5IvtGgEahLL6V+x5QXRDoo97Ah8bjcbvRGmbeM9cEz41GQ5KM2Pzyyy915cqVESYeEsIrLvx+m/TMjttJ7zNYn2fPnukv/uIv9OMf/1g3b95Uq9VSNBrVlStXRmTAgGoCWQg/3gPCkv3L/LAnONuQgEjEwXrRaFTlctl8sCTz++zvo6MjLS0t2f1j1B4Gg6P3qD3v3SeZN09sQbj7oBwJK3JzGjT4i1m5YsD7Fmm4HzhX7GMUJNQgk6FDGjqOM1FYSOcJA/Z/s9nU//t//0/NZlPpdFo/+clPtL6+bhebenIGDOH9z4vO3wsHGgQVLBbOGLCFvCidTmtxcdE2FRE/qcRut2vdog4ODmwjovnk4bkrgw2NDECS/TxpZAq0cPBMJp0jMpmMstmsRdC7u7va3983bRsdTL788kvt7e3pBz/4gTKZjKanp62ImuhwksHcAfQ8W4oT5p24WRPgFI1GvyJJwzH44h0OI45WGrIwHFyCFNK4kuxQ4Mw4zHwe2ap+v28HlWwSGxB2S5ISiYTJZ8ZlP5OyLcxVLBbT4uKizs7OrJ80BppLvHy07t8pEAhYNgvjhuSFwIL9Qy/5YDBoUgFaGXLQ+G4i/0ajoYODA0sv44Q++ugjLS4uamFhQYPBUOcai8VMVkCnCdbBy6g4X/z7ooNnHXfosIkU0uXz+REZlC/eRFLnnTitKmE+YdS93rherxszyD6gmxCdaNgvOF6fKcKo8d4UlheLRaXTaT1+/FgzMzPWShEpFr/Hs07qRDiv7AuvX/eOPZ1OW4CArYNR5jKvqakpLS8v2wVhyHgIgnu9ntLptJLJpBU2+6JjLjD00hZfL+MzcLT85h+kcXt7exaMNZtNHRwc6NGjR9rb29OPf/xjcyq+Zeektu55shhJBvS8ZILz47sRAdhqtZparZadxWKxaIQPQagk2+PYPy4b5XvIwtO0gWdMJpMWDDO37FnON0EubSaxe8iLPv/8cz18+FB37twxdvEizvd5gzPvbQA3J/u5JLB49uyZBfuAXPYhpMDU1JSy2azZsOPjY/s5GGeCW7TfSOuYW4qY8S2QIgRckBXoyLvdrv7mb/5GP/3pTy1AAxShMR+vIRyvr7jI8J/hAaDPdvZ6wwYCdEmihsKDToA/fm56eloLCwtmH/GnyCbZdwQv+ExqYsAuvtEAmR1/t1O9Xlen01Eul1O329WvfvUrk6oGAgEVi0VFo1ELELlHy5M4k45xopa5Yw+enQ1b21erVf2P//E/9O6775otweZwJsZrVaRzIpo5J1Dnfcn0UOcBccVeYW+hZCDAw0aRKW632yYzKxQKGgwG+vTTT40MwD/5Iv5XQeYx2GPe7iEr3N3dNdkd8inOLIqURCLxlYwD0ld+DnsEqcCe9WSpJw4IMBqNxsi7IveknCAYDKper+sXv/iFPvvsM8XjcRUKBS0vL+u99957bg3z+Pt/03jhQMMbUQwdkTlpHlLj2WxW3W5Xz549Mx08KTUcrCQrvuUzpPPMBocIzTapcoCyZ889WK/VagakYbPoaIPEIxaLWeEMn1mtVs3BzM7Oam1tTfPz8yORoGd9Ljr85qO4CyOIc2XzHB0dGTDsdruWlUCe4dPDZ2dnVn/g2Wp+nzS5NGpQYDA5fM1m08A5G53PAsDNzs4qnU4bk8iG7Xa7lg6Mx+MjWZdXkdbl90kz3rt3z2p8fFE8l04ByA4ODow99/MDKPO99pGO4AA9E0UQEwwO+8xT10BqmCCUzwKw1Go1/eVf/qVdPiQNpUF8L6CUs8MZ89kGXzB90eGZPZwgQIp0Ko603W4b2C2VSiqXy5JGL+ajQw1ZRvaA14MCoiUZYMZYIm+RZB3VMIydTkfRaNRa5yJngIyYnp7Whx9+qN3dXeXzeWs1jP2A1fUSipeRn7Hf2C8E+uwR7A0Ozds65pZ9QEZkZmZmpNMYDCvfQTDA57N3OU/sYV/rwVwjzUB2ik3FriJDk4Y1SUdHR9aT/sqVK8rn8yOSx5fZc37feSIE8M85wY77LCuyIO4PAnTMzMx8rSyTujvuxvDFo/F43AINiBl8AYDc17DBKvIeNMooFArGwgIIarWafvGLX+jWrVv6gz/4A7OpL5O9BTCQ/YNckmSBGH5qb2/PACAB6WAw7GBEkDE7O6tcLmeNO5D8kN3nPLP/IFqoPyObC/gel3Zyflnz6elpuxi32+3q448/1snJ8E4r5EXsuWw2a+/NmrJfJxmeEOH/faCJtHNnZ8dkj/v7+4ZjAHxkryDTEomEisWiYQF8N8AZcsmTO3TgA4PQTAASEXtSq9XMlpIlp5PSX/3VX1mdQqvV0ubmpnZ3dzU/P69isWhBFfbjVcmAWA9fN8F56vf7+vzzzxWNRrWwsKBEImGyQcgWgihwmW8UxD/9fl+pVEr5fN7ks2SMqEelGQPzTfYYUpr1xkeiQCBbKQ3BerPZ1Nzc3Eh20GeKXmbusBP4HL9/sdXb29tqNBrWSIBWtWRAJVmgCnGL7cRmkynyqhQCXPYOfgF5HfsX7EoQ7O0o+Ims79HRkZEKZGJYX+aa+boIMfDCgQaOxx9ivogvJaVYr9etNdeDBw/UbDa1vr6uRCJhKXEAKk7cpxOJZtGc8p2w6tLQIcAwAmRIR/Fsvlc4bCqTi+6Py8Y4GCcnJ/rkk0+0tLSk5eVlS3diYCcZHFTmyDtgn9mAacLgEJmyaQjSfFEiC48TwqnjxDGOBCie+WEDYmDpKASzDoBmjfl7Ooe99dZbxtzyOalUylKmnrWadPh5GgwGOjg4sIsZYd8I1gisYIYxeoBsitrPzoYdkY6Ojmy/oK2XRi+URDpB0IsWmcuyYO9hHWBnkWRUq1Xt7e1JkrWxSyQSdnkd+5ECOOaevebTqJMMLw2ThgXWkiyrs7W1ZTeS4uAwdARNvnUqTCk1PzD+MJuw4hQ9UhzIGvA7g8HAuqrxnAS5nu2TznX2XmoJcGeNObvM+0XYlvHBd3hb588+jDmZn2fPnllGtNls6urVq2brkF54AMI7ch47nY4ODw9HpHnxeHwkYMMhEuwxvz4I5Oe8rQNgE/h63X6z2dSHH36opaUluxzVN9GYdEA8kPUDRNBd5fj4WPv7+/rtb3+rTz/91AIsAvJ6vW4ZNTJh7FMcIkweAFE6787CP77OxTPdvo4Pp8/ATsDeI8PK5XK29mTNT06Gl81+8MEHunLlirHOkw7PxEvndghbjJ9sNpt68uSJPvvsM9PHY/t9Ybsn2gAZBHhkIsnCMthb/uJcgB7MspdgerkMgS377vj4WL/5zW8s0/H48WNtbW3pxo0bymaztsd9VmrSQMOfdZ8NJitLhyjsQqlUMnbdA1eeg4wXd0elUikjAdgDyB4J6gHW8XjcOpixz7y0zZ8viBF8MOqPVqulhw8fKhqN6vHjxyaZg5kn88navAyxMu6fvb8gcF1YWDAyiOCyVCopEhleVpjL5exMkt2QhpfeerIDQiiRSGhlZUXLy8vmd9lD4XDYmhhQ2yGdN9GIx+PK5/NGatJBFH+VTqd1//59Xbt2zbADZ8kT5oDvlxk+0GCw3swHHQaRdeEXUUP0ej0jWDzpwj7z2Ax5cr/ft8AOmZonGsLhsFKplNlAPo+MCfPsm9NIssAlGo1ae/pSqaRkMjnib7xa4kXGC8/yycmJad56vZ5d0ENwQIRVqVSsR365XLYe8qVSyYpWaCFHsEAqjQOOFpQoUJKBDwqiJBmoYMJmZmaswMZLXXq9nn0OLXEBPhTXIDmiwOuzzz5ToVDQm2++qYWFBcuqTDK8NpYoliwBm4NnA7gxp9L5jc6eoWOh0UN2Oh1FIhFjo9B0clBh7jx7JZ0bZV8X4rNOBC0EeAQRp6en+qu/+ittbGyoUCiYQ+M5MRq+OGySwbMgz0HbzrOx2QFQpBE57DQhYH6Q+OBwATleIkSWh8K88SAxkUjYWnJQSVvy/Z41oBaIYmvqg0i9e2bGZzX4zEnGOEMDA3f//n1zvqVSSR999JEkmawwkUioUCiYA5Nkjhgwj2yPzCbABLlZr9czJpB95cETxX4YYJ8Rwg5gGPkH0BmLxay+y7O9kkbqsl4mm4HUA4lFOp224AL5D0RIqVSye1uwdRhoWj0+z9YFg0Fj3bB19DSHzeMCQ2/jJFnwxgVV7DPsBY4beQfZMzK7XOQH+P/oo49UKBR069Ytuwl7Ugd8cHCgp0+f6rPPPlOj0VA2mzVwBCgmc+HbKwLg6vW6ddYKh8MmnYKZpq6JP6MGkKCUeid/GSFSPQ/GkBlBwOA8fRBCUOQlWKwHcrdaraYnT57YHSf4pkmGB9swuzDC/X7fCCj8BwDEnxPA78zMjJ0/7wexYfgF7BrrDWmDveD9mSeka9h53hdwArHEP2TKyXwit/VyZ3zSyxTSQ17wDN6H7u/vq9frWYce5gapMF0rwTKcNYJf5MueXA0Gg+Y/aFnqx+npqeETT2JBlsDsw6qPd+Dz4JXzkEwmtbKyYtkZWltL58XukwyvOuC/8Ul0TOp0OhawEuDTFXBxcdECKQhSrzQB2LL30um0VldXVSgU7F4rMhL4PbJP1Pxh+wqFgvL5vGENadjJCoyTTqfNNv/iF7/Q7Oys3n77bZOy8SwoPTj7k2Qh/Rp5HFIqlSybhQQUwg5i089Nq9VStVq1+0V8EACmxfZAGIBhsWFeKhWLxZTJZEYymSgEjo+PLYvWbrct+yhpxB6A1+LxuD766CNVKhXduXNHhULB9ie/9yLjhb3J5uam7t+/r+3tbQ0GA83PzyubzdrL4gD4x+vw0BLDDJMGS6fTZtB7vWGPbvShSJsAPLyUj0iZDAppkLr4lJCXHhFEcDGbP+DIYAg+PvnkE1UqFf2bf/NvdPv2bV29elX5fP6FJ9YPH2ScnZ1Zlwoi03g8rna7bfc6IHEBYPiibWQBAAUYUaQ5DA4RGxEwLGnknZEl+JQdQQYGBedL5gfg+eDBA5VKJX3rW9+yArGTkxNjg/wBnjQbBHvD96LTRIrDhvdgQNIII4yTIOsinbPSDIy/zyjQQhJH6YM1QAmAGGftC0LJUkgy6cezZ8+UTqftlmdfqIUD57+9lv2ig3nwAQMShocPH+pv//ZvFQgMCzcxHjzn1atXFYvF7HZmz8LBqntnLskCfJyxZyv5h+ciQ8J8YFipKwBowWAB7mlQ0Gw2tbW1pVQqNfLsODffnGKS8ezZM7N1vV5Pc3NzSiaTkoZnAsfvGTykY3TpwmGEQiFVq1WTk0IsIM0LBoOWFSRbiWbWO37sAUANxhlbRzbEtw9Gb05ACwAHoON0P/roI5XLZf30pz/V22+/rWvXrk1s63Z2dvTFF1/o4cOHZn+Ojo50fHysvb09A8fU69Eem7X10jDsupcT+swvWSXqJ2CwOav+39K57/CBM3+OkyXwgTSgloGGJAsLC+Z/eHbqaSSN2NmLDs4BtoOsIpJRb/PZA8hMOKO+DoD9AqBnf6AN9yCXTAZBVqvVsrkkMMF/EhAQ7PvsBvOAbSQg4c+8XRvXe/v6p4sO3puBzaCeb3V1VbOzs5JkWWfIFZhlfK0k8zEe23i7AgtMlkka7k1fq8O8sZ+Qm0OakQUmeIGYQ6aCz4CtJ0O+vLxsdtLX4ryMZM/PIeft6OhIjx49Mpmg7+CIzRsMhpJqnxmjA6a3xQRm/X5fuVzOgoxoNGqZBQrAqYchqymdZxJp60oXOppn+EJ7Mrcffvih3n//fbMLfo/g033geNHhs6Sc2f39fT148MCagNy/f1+ffPKJZXN6vd5I5hj7TCmANPTTnkDwQRskE/VlBB1gPD6b+0sgrzwepsMeQS84hTPOOSV4fPTo0cgzc8bHMznfNF4YwWxvb9uhBZDSbYLoilZ4gBI6/CQSCTNadJ3wBpkDQ0QPQ8dm9exmrze8PwHtHUYfcAJz7S8L82y0/1nADsVYFA7jpPv9vh4+fKilpaURxvCiwzPUGIzj42M9ffrUGJHPPvvMLoAj+saB+OyCjyZhAKiZYE6JXjF0vmgKpt1nLnDGOBAAlC9AJRUOE0Pk7Ltf+UwCzDYGf1KGFEdKVgUmkfVBww7wB5BRI4KsxnfTog4GZhCnjINgjqTzdC9F0uMHCwPj96/v0oJemoPbarW0sbGher1uKWluTiVbghMDgE06fLqUs7G/v69SqaTB4PzGW2oCJBl7RJvnbnd4dwtnjmAXiYmkkXoAbACZJM4UxhQnihNinZjHVCplhpBMHYARJxyNRrW7u6t2u61vfetbWlxctLXwdVyTMnzb29sql8uWuaOQGOAOyCSYJpuLg2U/onH3QQ9GnICBd/cSVK81Z979haTYxXa7bcw2QNEHM9J58EoRPnYTSRAdgTqdju7fv6+VlRWzj5OMYrGou3fvamVlxYB6vV7X1taWDg4OLCPgAbyvTQGoEfSTnWKOAKqQNtQNjANt6Zzd4/4abD92jb2CjcLWYa8B4awNsi5vP4rFoq5fv65UKmXn7WVYeYAPwTq+aHt727ImgFTObbfbNaDgtd6efANsYb+xCX7OfacZ7LiX6SAfBjgTXBMcA5RZJ840mUBGKBSyWj9UEZyjSVUD+C5+n4vKHj16pP39fU1NTaler+vLL7+0+6D4OX928BcAXCQlYAhJI5p4vkeS2Scwz/T0tJrNphXVexaYi4bx79hPFAn4S3wYvnx/f9+yLEdHR9Ya3BNKkwz2HAEM8rJyuaypqSl9+umn1sIW++9JQPAErb19bQH7QJLVq7DPIf/Yu0dHR8a4E8DiU33Gi/3G2R0MBiO2Dbudy+U0PT2tzz//3K444Ll4z0nPqw9QvFSvVCrp008/VaPR0MbGhu0/8BrAnqwlQawP+Dm3EA++Vhk/C1Yh+4P9ADPwuVxmCs6G0KnVaiOZEWk0m4csMBwOa3l5WYVCwewv0rMXHS+M/m7duqW1tTWVSiV99tlnKpfLxopQvO3lHrDf0rk0IJPJ2KbBMEajUeVyuRHNIpuKaB9GOhQKjXSb8tpH6dwA0EHFszgYX3S3Pvjgu/leSdZznHs9ALGTDhgbnDi6Y4pw9/b27HkAtzBRMEk4Bt6XxcaxYqwxlH5OMRAwhJK+Aii8XlY6z0IwR6wHGQ60pEhNDg8P7YIdgoFms2nOZ5LB+2FEQ6GQFSiyDziMkszwUnCNIQEY+w5mPkCQZLIE37JXkkX/zWbTAKRnXslM8FwEgzAOvk0fTBGscqVS0aNHj0yzfPXqVQs6SLNOApjHGRrmgUwDjAmdZ2AsmHNJpoEF1HAOfJ1EMBg08ALg8I4S0EImEa00kjMCC4gEfh/Dh/PzwXYwOLzNd2dnRzdu3LB6K0Cn/71Jxs2bN7WysqK9vT199tlnKpVK5hCR0/ksCu+P0/Pts3kfz+7yjOxDH0z65gYwxoByHK903jEOeRHaaV9L8zwZA8EY3yHJuunQ6hsnOMmYm5tTsVi081EqlbS5ual6vW5sOjICWp7CuPmmHzhG/+x+/rCh0rndxsmy55BPQXTAKCJR4M4XPgsgA8kAcOK/Adlc7AaYr9fr+vTTT0ec9CSDZ5HOM5E8d71e1+eff24EGnNBJzZuZfaBBAEbflKS2W9AB51nBoOBSYsA3AQM0ii4JujF1xIQEtQR2BAEIbckC5VOp1UoFAwz8CwezF90+Gy1z+o8efJEjx8/tmYlpVJJU1NTKhQKJi3LZrOm9ed+L7IO+D3mkXXy9zRxDpGsQDCwfwlyeUYAsve/BCdIg3wmC/wEPigWiwoEAtY162UCjPHhCd1ms6mPP/5YDx48UKVS0dTUlFZWViyz0O/3rbjZEyfSuQwcO87cSecgH/yHwuPw8FB7e3sqlUqqVCpGMPpW6ZCgkFYE4mRYkARhjyWZxPHhw4e6efOmkV2+ZnCS4X0AJOL29raePHkyku2CfCNIIGhkbnxNEQQZkjLsns8y0vHLk78oKWgIkk6n7Q4rT077/QdWZF69eoP5m52dVaFQ0Nramv39uMLhRcYLBxpzc3OWtRgMBrb5eHDkPOgwMdyABlJa6D/ZXGxOWEgcMsYJAwSQIWqTzjtZ0WKNIIfuR6FQyNg65Ayk2nEunjVOJBLKZrNWsMThCQaHF9YRDV90kIbHQRAIpdNp7ezsWOciCnR9ITMgmrni3VnwcWkSkhMcLMDMO0YP7JgzzxJiQDkoGB4ibRwOhpo7LsLhsK5evSrpvK6BTMOkGQ0MdLPZ1LNnz+wQI/WiOxIsrncGpPlI0QICKKgFdPgbu30GBbBHZxHYdYIbWAUCmOnpaevZTdBydnZmGSdqEA4ODuxSMnrLLywsaGFhQWdnZ1pcXFQmkxkxxJMMAkL+mZ2dtUugxmurAAWsNQax0Wjo8PDQWFM+i+Cf9WfPMDewfewB/g65QCQSUSaTMafK2rEHw+HwiLNgjQlUqL8Z38/SOTs3aXBLy1rfsOLw8NDWgv3I2nI2p6amjAChhWEoFBr5mXFbJ8kcDgwvto5ggsAAu4atw3kQaODccUDsXeaf7+W58/m8vQfzGAgML8yb1NYx/zisbDarcDiscrlsIA/bT7EyDRN8xsqDCLKXnAe/H2DnIAs86EXaxJk9Ozuz+hT2J20jO52OZTwBNRSx+9oczhQF44FAQNVq1TT/L5O95Vlx4JxRAPzc3Jy2trZ0fHxsQBQWFV/AmcEfe/ktAUAwGLS9mUqlTPrlu6J5YIjOnKwke4lAJZFIWLtV5D7+ssNKpWL/T/BERoT9APCcVPLoCQlPSuTzee3s7Fh3KQI3AjXfUpozj1QJMoq17/f7FpSTCSFAZo0gcnwtJaQrAQNYiOwxRee0pQZYExi3Wi2VSiXLKEPqYVvYM5MOH4RKMvtM1gnp5ezsrBKJhPk9iFDYb2SZ+D7P1sPYsz7sP/wIbX79De3ZbFaZTMbID+YbEsVn1bF9XpFyenqqvb091et15XI5ffHFFwqHw7p165bhKvzcJPvO+xcUPgcHBzo9Hd5r0el0lEqlFI/HTXp7dnY2Isn2pLGvmwLj8D3+zHkpH4Ty2dmZ1bN5goW5xpfs7++PlDV4ORfv4bPr+AsCG84Cz/yi40IX9nW7XQMdy8vL6na7evLkier1ulZWVmzDElAAwACk/sABAon+cSxeV8+GBRB6do4Uk5cucAAwgMFg0MCOL5Zhwb20RDrvuOELfEnLHRwcTOxAiFZZGBjl9fV1k1AxF0giCDaQkXlZBT/HP9K5TIbggIPDYSDYYS3ozc47EoThtNi8sKAEXqRNaXXLRViNRkO5XM5YawI+WNZJ2WVvAPb29rS9vW2GBvDBelP82ukML/HyfaIjkYhlKqTzO01YFx+UDQYDNZtNNRoNuwmb/cFAHsbPA3CYc4JC/jsUCpkcykv4+v2+MpmMFhcXdfv2bZO38e6+IcIkg7WDybx+/bpWV1e1vb1t+4fglvcAvLDvSf/DwmDcOMMEZkhLyGT6Al0YbQxkJpOxOi+v+aaffCKRUDgcVqVSMYKBeQEQovUlUGEPMO+TBho4AAiJpaUl9ft9q6GCUZRknWtg0klTU3iHnfGSOpwjexGDjzSPGjLsGnsFJr/VallhJnUX4XDYiB7W0mvu+V1Aia/1QPaF06lUKi91XvlO2Fb/PHQLI7DBR3Q6HQsyYMUDgYBJKWD0Dg8PbX0hMTzB5FlybBbrwM8xH/6ZpXM5Bo7XFw3zfTh0NOmtVktvvfWW3n//fWuQMum+k86DZK/PhszwfhAfEIvFrHMWAaok83uQgAQXfDYyVGw4Z4zACntFG1gYfPYiNpX5Y38ieSO7iA0FWG5tbemXv/ylXQqazWb1gx/8wNjel6kz8LYOe/fOO+9ob29Pf//3f69AIGC1Tdh09h2+dXp62sgf9gqyOv4MXMLPc/s3l7Pm83n1+33LAnAukfbAwJPJ8dkl5tSrHyB+otGo6vW6/tf/+l/6+OOPdePGDf3oRz+y/TapVNSTUV7hsbCwoFu3bqlSqWh/f98CeDomQYqAoSKRiNVexONxbW9va39/3/wAGQRwG3ewYSt8ZjybzSqXy6lYLFrNZ7c7vAy6Xq+rUqkY8dDpdEzmyvOQsfzoo4/0j//4j5qamtKDBw8UCoX05ptv2pyRwfSB9YsOr5YgSCZI4PJppHAEuQSHYE3qxTh3+FjUAmCuXq830hjDt0eWZASYNCQPvcwNn8HN9ZBQBCD8DvsOso+uehDhqVRKV69eNWxzEbXFCyNnL4GIRoe3M3pZDHUH4XB4pPWoJNM47+zsWAoQSRAsSCaTGZFleCaM4jW+36dsmRjALAuIIcaQ+GfHIXlNP20T+RnYDRirlZUVbW5u6nvf+96LTtnIgIkD3CEbIfrEucViMdOBe3Yd4AU7ijPw2RLpvB2dZ9ZgZ5Bp8P3Hx8fGTADSvfyE6BomleJTzzwGAgHTNcOIebCBjGnSWgOCxGAwqPX1daVSKe3s7GhjY8MAsmfpMOI4PIwBIIf5QQ/qjR5rQN1RrVYzh+UzYDAzHkhTV3B6emoMIcaM9aG2ifoVgFi73dbTp08ViUR07do1RaNRFQoFC+4n6dgFiwlAwolks1ktLCyMpJgB1BSO4ey47Rxgz8/zXDAeBGAADc9Mkv4/ODgYqYPiwj32ha9dYO+wv5Gs9fvDmhzuMrl165YVVPf7fWNpxvXQFx2wcbTLxQaFw2FrFwhwwtb5wtLp6Wnt7OxYkbcHntSoYWNg/bk0lD1E9gf2iw5TMPEEpN1ud+Q+IjLIOGycu2/tzF0JtKDmuaRhML++vq6NjQ394Ac/uPDckRllX+3u7loXLuYOkOodLzpvTw4QEPje854gwEni+LATnC2K0CFMAKPMfTA4bLMJewg77GsNsHdnZ8MmHmSTQqGQ6vW60um0bt68qfn5ebO3kwI+T+5I5wAeUoNCek8y1Wo1s1kUxXu5VK/XG5ERs0bJZNI6POIDkOixB/0FaVzsh/TWy0JhpunGR83C/v6+EQeAn36/r42NDXW7XeXzef3whz/Uj370I5OKTAL4pHNChTXDBiQSCV25ckW//e1vR7L12CF8gTSUilarVbOV2DrsL+cSPwJhiELBz0e9Xh+RVXoSBv/o67O84mBqaspueiYTBGgcDAb6/PPP1e12NT8/b6oPT1BNMnxGWJIB4zt37uj4+FiffvqpdboKh8MmU0IOybuS0ZmamrLABGKYfeZJB+qNAMHsI7CRP1NeRkTHP57ZSym9Dd3Y2NB/+2//zVpPX7lyxUg0L1maRH4GgQK287UUPluCLYZIB4txVr2NwnaCR5lDCCywKvuDNv3YJvYhmTQK6plfiFjm0dtScB3y836/b5LNbrerVCql//Af/oOVOrCeLzJeeGey0Bik3d1dlUolhUIh5XI5W1yfOcB4IzXAEFFMzMHK5/N2SzATTvoRCYJfSNKSvoiZ74BxQY4AiwwrwedwEAaD8/socL4ASljIL774wgDuJMPXSvCOMBu8j+/ywUGlwJAONRQTwVKRKpyamjK2CqBIIMY/vo0ch5D7IDC4GBcvp+HvJVn2gOfwe8PXUXgJjm/xN8nwWSXf2WJnZ8e+p9/vG+sGMwdL59eSdCtBCdIC2EIKySQZk+pT0jgnjLrXxyOp6Ha7qlQqNude1tBoNDQYDAysAPq63a52d3cNrDLH9O6fJC3u9fw+WEHCk8lkVKvVTG8Nq9ftdu25G42GPY8kA4qAbthViqIJelkXGGIcEsDJy9lwQJAHrB9AH9AE018ulzU7O6u5uTnt7u5qc3NTkUhE5XJZv/zlLzU3N6eFhYULz5cf7Cls1f7+vq1pJpOxgJaAHfBFdz1JxoYDUPmHloOAXaSUSEk8EAFgEuwC7sh0SUM7i90g+GH+AJak02HEye6RYeJzIpGIvvjiC6XTabt88KJjb2/PWMdqtWqsLhkYgJ53yIVCwWwSWRoyQV7u6bO5zAmfg3yKAAGfgTNnrXDmngTALvMP34cf4WwDZgHTkFIAeQDupPIfHDdBQjgctu41R0dHSiQS5vsqlYrtT97Pg1fsLuwyg7NONpY9SAYNMAIj7GuEANh0BoJpTqVSRirCnFI/4Akn1liSkQZkjmjSMencIQPmv/k3rWuvXLlimXaf3cG28LuQCzQ68XgEqQo2jHkguCAopCsd3+M7cvL+SHPJhqDjR+Y3jhW4fwwfC3lLkOQl4BcdXnHR6XT0+PFj1et1ra+vW53Z3NycMpmMIpGIBfEw4qwb1w/wfHRqy2QyhrV4F5oQYGsBvdR3Mq/4FbIeEBlIlSCXIBXxYRBsZEECgYC+9a1v6Z133hmRmrEfJslC+uwP9gKiaX5+3vAGJC1kga+/Yn94uTvnH7+LRAylDXLZo6MjLSwsmG0jSIBsZ37wBT7TzJ73ARYSQi/JBaeUSiX9+te/1vz8vN5++21lMhkj+V5kvHCggWMLhULa3d21oh100pKM5WZzepB6cnJil9+Q5qEQC+0oLw/Q9UXgMBQYe1Kg1HIwkTCv/r4FsgMwsV4vDeMKww9YbzabFnmWSiW7PHCSgTHzTNnp6am2trYscvRFOb6uAmdLIITOX5Ixd76gygNbgDBaY++AyVTgODk0HByCHUmWtQAYEwwBHABbBGkUwrF21FNMMjhcAFqkEMlkUtvb2wY4cAgcSOaP/SKd38jOP17vTQoXgMyh5DNZG+YKFgugIWnkokD2HIXW0lDOAIMGKAG0T09Pa39/X91uV2tra5Zy9Wt20cEz+0JGwCwBEzepe0lhpVIx4wfL4TXrOBhArZfwcf5g38/OziyLSSaI9SBAJchmL/N7nGm62+Dkz87OrE96v9/X9773PdMuI8eYFLBIo7YOO1cul01/zt7h/31Qz1nxXccw4BSKelDqa6EAztgEBuwef87+A5xVKhX7WfYdgAWg7DMHfo9Kw30LSN/d3VW5XJ64wPTBgwfa3d3V2dmZAVb6wKfTadMKA1wBEzhEQD3BvAcCAGocpc/uArCRJRD0n52dWZ2eB3oAHOk8I+kDBc4ya8KzEIBjKwaDgfb39+0CMf+5Fx3eZvL/SFq3trb04MEDa8JC1hbg3+12R7INBLhkMnwGknnHxnhiCQaZ88xeYn/Mzs4qm83afUBIh2KxmLUapVaEYIzvxsdMTU1ZzckPf/hDe25fg3jR4cEjc9Dr9fTw4UM9ffrUfDvgH9sOsTE9Pa3T09OvNC7BXkHGjRMJ2WxWs7Oz5qd8lg1ZDGcRXCSdX6iILBZpFrIzgki/z3j+RCJh5CzzKmniuSNI7XaHF21++OGHlsFaXV21rpyQkH4vgdeYU7Jq42oISBckngRt2EB8IHWgYEmIFV9DAzHs8aCXmZJp4nk5C/42ek/UTorrsDmoeO7du2cNfsjOEoyCbwl+OOPIR8n6EbRi17zsDPvnpYtnZ2dGRjEnzAOYhrOMfUPVgq31pA1n0ZcRkHXa39/XBx98oGazqVu3bunOnTsv7CdeONDY2dlRoVCwYiiyEr7YhOgtm81a5MaLBoNBc760gcQBlctl02UDEL0Ojc3CZJG2AYTjMH1qDp25T40CWvg970iQJBDB9Xo9Y7RTqZTK5bLu3r37otM1MgCuLB4BAvo3zyxyaGEePfPJZvJBF0aMIM2DOK9X9Q4aADczM2Og0xdRY1T5fD6Lw4/DBvhxWNl0gB1qIihsm3TAFjFvyGzIdHAnimdAYKQwVIB1DxgAYDC9PsiD8QJA9vt9Y/19DQXGSpLtd+qQAN2kMWEeeC7Whzns9/uan5/XlStXrPaAtbro8AwGoCkSiRjoB7ifnZ2ZdJGggGxPOBw2HTf7GKZlb2/PAA0Am8JdQCKBFEEJexww5S/RZF+iteUzAEY4E4JEAtef//zn+t3vfqd4PK433nhDf/iHf2ja30nB8s7OjorFooEn1hL5B3uQYkV/KSQGHgkBto5L/6rVqjqdjrW8RPZCBsfXRfn9j83iTOJUAFXMme9ORbaKoA9HgixGkrFdvFcymVS5XNa777470dwBoKiRa7Va1qKXzFcoFLLz1m63jb0EOHEO6SSDbfJ7DFkBztszvUgFA4FhEb9nrzm/kFKcPc65B3VIqjxAwKmzj/Ebvr5r0oGdx2aenJzoyZMn6vV6+vDDD+0Wdc4t64k02O9Tgn3ej/1UKBRMZw8Yq9Vq9v/MPX8+Dlp4Rx/IAYj4t7/bwINfMsuc/bW1NRWLRXs21mGSQcAEmIJ06/f7lmHDlzFX2ETacUO6+doI78MAeZBnZHCpu0IuBXnDe/r7wiBZIV7ZV2QuyJp/HTEaj8ft/iBJRv7w/JMMn9lCKletVvWrX/1KDx480NOnT42p99k7j2nY9+wD7BV3YhCQ8t7IktlL2HuwEvtLkp1B7Bu+hcBekvlzsCZSo0AgoMXFRWWzWe3t7ekf/uEf9MMf/tB+F/88yfA48969e/rlL39pwSVF/tgpSSbl5JxCUHLmIaTwc5KMFMI+jV9gyDtIMszj8TKBDHWEYBjfaMUTwtgUfgcykSCYTPX+/r6WlpYMG/xz44VPNZ0jqtWq2u22stms6WojkYiq1apF63Qgwsi1Wi0zWoBoNgRRvW/b56VDvV7PomsmklQrRgyg7DMYOB8W0EfNFFCipY9Go3bJC06KTQ0ADAQCunbt2otO18gYlxmFQiHLyFBgShYCw060j3YaRwmQ5f1wPARQOBWf7QAoA8z9BTE4DyJZ1gDH7VPIrA1Fa/6isn6/r4ODA4VCIWNYkcMcHBzo8PBworkjwxAIDAtDNzc37RZm1j6RSBjL6DWdyOa89GscsOEw+HNAWygUskvWANTcRsp8IWtg7ZAeIOGC5WFdPIvAHuXv+FxYENLEMIIXHYDxdrutw8NDVatVdbtda6NcrVbNuZG+B+weHx8rHo8rk8lobm5uJK1O4A2I47x4Bth3QcJo4fxhD5GqcTaQJjD3PlsCkGcdpPNaJ+zCysqKbt++rRs3blgamQu6Ljqq1aq1Hj47O7P6MWwFtRDS8CZsAl1Yd7JB2Dr2B46aewsALuwlAl6CURwDAScOAaKF//YMGWebII31oMB6amrKdPNIiLw2nm44dI+76AgGg+aMkLMCIB89eqSjoyMlk0kLarkRfWVlxerVvGMGsLHOaNVpi8xekc6bMEgayWCwryTZ+QoEAkomk+aYvcwXv4FtBFDC0MJcU0AfDA4LgLHFLwP4PGjb29vT3/zN32hnZ0e9Xs/kZ8h7YG65uK/RaJiN5vywl6RzwMYzY3fwexA4BFiehQbE4U/wMZx7bx8IzgEzAE3ODcz1/Py8teXlcycFfQTjjIODA3366af66KOP9OzZM8MmZFUBeplMxrqT+dpE5hjsgZ2WzmuMJBk45zx3u92RDC0BLb4DnAL+4RzzOwTI4ySRVzmkUinl83mbR/zjpHPHeyDVvHLliiSNFBuDFyRZtgX1An4EMo9zyGWw1AIhz8a2QbDiF3kfAi3wSSqVMrLYd0zyslP2QKczbGtdLBaVSqWMvCmXyyoUCnry5IkKhYK+853vjOCaSbIakBFffPGF/uZv/uYrNcvgTGoeqJ8jOIcswNfzPKwl9Z6cDS/3JKvjbR/njPkEX/Bd2BVIMWwbwb+X5xLIsB5gTpICDx480Keffqp/9+/+nVZWVv7ZuXrhQGNhYUGPHj3SkydPTKvMBFAsx6ErlUoGmDOZjCRZS0/YNkAQ6W9YFg6rLzZBqpBKpeyiLDYVRh8m1AcfMDswpjh0r2UDSHMAAOx0lpiamlKj0bA2ZZMMOkwACmgTB+vHnOAUCRbYtLyjB9Ke3WdTMx+SRoI4b4Ta7bZJxXA8BITSeScFr1WWZM7Drwtr2O12tb29rX/6p39St9vV0tKSYrGYlpaWtLKyYlHyJIODhCHs9/sWqCLpgTlnvTwrzN/zuxxurxllP/pggIuHmGMaA+A8otGo/RkOHieGU/BFYNJ5gTZGEsM9OztrMqyTkxOVSiXFYjHNzc0ZC3TRQSBzeHioTz75RFtbWxZIUUjGz7GWrDtMVD6ft4DSs8IQAXNzc1a0DDvF3AJMIAUokARIekDT6/UsYOW52d/+HPq9QDYNSdL3vvc9/eAHP1A+nx+5jG6SsbCwoCdPnliBvr/1nDoMHAHEiyRLy1erVR0cHJgt8iw8UjwctM+IQST44MC3WAXwAEpwSqFQyAJS39SA4MK33PSyGsABZ4fPeRlbB6CgjbPv1iPJMmbxeNw6oOCEKXyHCCDwBTxDDgGIvGTSSzoA2cwFwJh9y8V0rKt03oUQ+weBQHbMZ74BgbB+W1tbIzc2e+nNRQYBFgFSuVzW06dPtb+/r8XFRbNP+D/mCuYWWS2sqa974TzwDpAJSPd85tdnwZk7SSPEHGCc7/FSFoDo+FxKQ7/EhXMEoJxnaXL5D/ZMkqkRSqWS9vb2LJjGB6bTaZMi+9bmYA0fROGPpVGVAAEYASh7lYwvQQuBF0CSAFY6b2LAevN3PnDjWcAAAD9vD7wGf25u7sJz5+ecomJI3pOTk5FOeb5zVr/ft0yYV12AtZA6gz94N/7xHUHZo+BGT3biU/n78bpdCBRIqXw+r2KxqFAoNFJQ/5vf/Ea5XE5379617Kn35xcde3t7+tWvfqUPPvhAe3t71rADW+qbDniJMfOERJN9hU8BH0jnEkZwGIGVr8ODKIpEIvau0nnXR9aV78PH8N6eZGZf83nYmMFgYB0WwaKDwWBEtvtN44UDDTTCHLpqtarT01PbZBhqDKQvyAFkdjrD/vKk0brdrsrlsrXroz1cMDi81AxA5CUtsVhMxWLRUrmnp6eWHkcXCcvKhsbQkPbDMHtQDSuEzpB385pZovtJBhuaVo1sINg5/h6gBRjjeWFcCACkc8DltbWAM+9QAYMcVMAKzhMDDPuMM8H5kFajKwRrDfvK9z548MDaPa6srJjjBaBNOnBcOFAMCkXAMCNeAnR8fGwpcTpjADSYSwwa6cl+v28pVZglfp6AFIaBd/a6fCQUOBpfU4Ah9i34vJaYdOfp6akqlYqWlpYMKFIzcJHhA0f01bB0XtbCfqN7kmc/6vW6BXWcKQJyHDdnutPpKJ1OKxaLjexjmGTABUaVzyLV7qWROHecLefWN0MAsEejUd28eVM//OEP7aI45hqHftGRSCTMSAeDQbupFqDOniHQwCnwTKx5rVazWg5v66anh3dYsFdOTk5MB42Bl4bZxPn5eQMkZC4J9mFNfWAGs4XtgvlmwLIR5DQaDdvnfG8gMLwMbJLBDeqNRkM7OzsGRrzUh8wn+wMpFfaN+fVgFhAHSUNWCCfpnSgMsHResAljSuEtmSWyZZxfL6/FmTN/BB4E53RSCwaD+ou/+AtlMhlls1mtrKxobW3twnPHucA25XI5LSwsqN/v26VjyBl8PQY2CV92ejq8P8CfQ4IF3yEQ1hi5HZ/nzy5BnZdfSefZJsATgRzPgG1lTxGAkYHx2RgkW5ATkwwALoXK+FDIUIICHyDihzkjXvfOPiSowlZx7gBjnG/qUQgA+TkwBj7A1w74QMsz3QR/rDF2TpIF7Xt7e7Y/wGCT1hr4QGBqaniZ4c7OjpEQgE0arKCq4LkJFMASBCsEcpLMJxaLRZOIhcNhI5jAEewzAgvpvKEPNg5Mh/IknU7bfRuJRMIyo+Vy2e61YJ8WCgUtLy9ramrKbDxY56Lj5z//uX71q1+pUqnYPR7YYLACWIVMLz6CgIO5o9sov0vdHP4BH44tSyQStofZ04FAwDoSejIEAmN/f9/8A3PrfTF7lGwzZDyYpdlsamZmxnD6eD3TN40XDjR8qnN7e9vkPqVSycAMrCMLB7vpmXrpXHfGoQH4+wv/pPPABEYLQHR4eGgO3Xe4kM574LMAnt2jsxUG2E+U38gYHzZst9s1+ckkwxvxer2uo6MjZTIZu8HRb3qYg3EnARDg3TxQBgTyewQjSDa8QwCU8PvMPSDABx4EeNJ5UMOG7Ha7Frx458Ra45zInkya1qWwf3t7W6VSSYeHh1Y7QzAGS+7lBDBxZK3G2TXmhvVBogGo8MAGZ+6bHiCxYJ+RcaPg1teEeEPgC9YwzjDW7OuZmRkVCgVzQpNIMcjkcNvszs7OSOE58izOBBIXGGaAIMEm5xTnwpzRaz8cDpuchaCBoBaN6fgaeKYHZpR9jxHm/HHekbjAuIdCw653pKXZh97eXHREIsMbl4+OjqybWavVstaX2DnOGfYJB8LewIHzbpLsdwls6eTVbrct0GDukZx6h0PNAuvrNecEgaTrcUxk/6TzM41thASA3e73hy0NJyVVuJiPC57S6bR1ATs9PVUul1O32zVbCuAlQMD++b3o7RcgrtfrWW0He4KGCgAjwCdzj9PlzDHPgGTmahwIEriSqUF+CrDb3t42+53JZPSTn/xEP/nJTy48d5ANMMnhcFhXrlwZYRp5J9YwEAiMaLi9JJH9z5x5O+/tOj4EUO0BBxIz/Ig/lz4ry7wxTwR/vmUw2UEkqYBnwCWB4ySDOTo+Ptbjx4+NeMxkMpa9webzfIPBwPahl42QuSZTyzx5QIrEDdzAOwAEfZ0b8+L9Fdk4JL5klZl/7JikkVoHusdxFwLPM2mQIWkEDxBo5HI5bW9v25rzvqFQSOl02mTwYAp8p8/eQywhjWcukc7y3WAEyA0kn/hwL1vzCgwIBZobQEBg//HDBMzY9fn5efMzsPaTDDBxPB7Xo0ePLFNLUMV3p1KpkXfysmBkZexfSGVsFCSNlyUTiECOE2RCMNHog/ciU8Yc+cydJFNkgPHYC8hDpdHOZPPz85qbm9N3vvMd3bhx44Xm6kL3aPCCe3t7ZigwUIPBsJUcxU9nZ2fGOpFxGAwGNlE4ZXRtgFFSr5JG5FCkOk9OTrS9vT0iNcHgecCNYYXFZpL5LgpfQqGQBSk4HJw17BxsmU9FXWR48ERBEMYXdoo5RMbgZRVsTp+W9rcu+6wLB5vuUL4VJ6wMa+GLufkeDrZn1iQZ4zKeMvdyo5mZGeXzed24cUPr6+sjfbAn7ZxEqnRra2ukkF8aHnTfzo29SOtFvtO3uvWdxQhKAYqwXny+/2yYVOaJWg7PXNEoASMLqwx7gQNhHnkOdJrh8LCdZT6fHzH+k0qnCLJouuDXNB6PG/PnZVSwWGRcYATHgTPtMHE2NIAg6IMJYU4bjYYZe+lcU8q59wECQR9zK8meAwMcDAZtrk9PT41tZL9h8CcZfM/p6allZ6empuxGZs4xDS0I2EKhkHZ2dkzulUqlzDlIspo21iIUCllRNraOOaALzu7urnX2w0GQth6XmSDTo3MLAbYnEZhPHDQZrng8bgWaL2PrOJ/T09NaWFhQsVi0omCKZKPRqNWuILPzTCABAMwuzwyhIZ23fMYu+vcH+LGneFffNtNr2wHiBOHIFyDE+A6fAYdg4O8gxFqtlr744ouJ5g42HwY0FotZoFapVExeAxHg67cIxH2WCHCGn4MdJwiAtAKA+9/lXck4YEtgUalH8cSez9KyXhBknFkIjlAoZC3bAdcAxkn3Xbc7bC2+ublp3bnC4bByuZw9y87Ojtl8fDGkI4APO+lrHAmCIBTYX+Fw2GwhawEBI8n8DFLpTqdj5wGfyt6CXGA+PGnGGUVORXYIH4P8e5LhFQ1Ib9bW1rSxsaG9vT1TIzAPNAhBr09GjLNGppSAnAAA4hYfEY/HVSgUTHXB50jnlyezt7B1gO7xzBfzfHR0ZDgJaSgS3mKxqCtXrpgtZ97AOxcdf/AHf6C1tTWVy2XFYjFVKpURSbxvf83cQcqDxWgQ4IMmAqBgMGgY2gfIBA1k0Sgux25BwiKbD4eHTV2Q1fkaIjKk2AoIBoIK/DRnNZFI6Cc/+Ynef/99ra2tvbCPfeFAg4hnb2/P0jPBYNAiut3dXUUiw0v6eGk0owA8InMmH5AM+4ChJP0JIOYg1ut1c7ZcasdnETD4jcjGx2khSyDCZjEAKZLsd2FMAQTo5ScdgLRIJGIdMAgYYJioV/E6PjS4kkYCKd/qUjqvZfDvy8BweYbXg0YOAL/v9YpkmTjISJiQEGAwotGo8vm8bt68qWvXrmlhYcHAF+s2yTg8PByRaAHcALHMEWBlnK30hgsHQ5BFIMc/49/BYQPUeRkKToI0MAEEB99/D4wC64Wj9fpqn8rc39/X3Nyc5ufnR9jwiwyCAxioTCaj3d1d08NnMhmTCRKkA+TGjS77wzOavCssNEElpAD7mbT+eHrcZx0xkLDyPgjjWZhHWB80+GdnZ8aqIDeAVJh08J2VSsVsUzQa1cLCgmZnZ7W9vW3SRB+cciYBhNyXEY/Hba+xbwHHdIDiPDE3/swA+mE0+Ry+i4wAz47mG4CDRIgLNUn1S+fSOmxGOBzW3NycSR4uOtbW1qwWB6Z/enra6le4CNOz62SFfOaOPSPJ9o4P7pmn4+NjIxh8zR4XcnqNM5kb9msikbBzmU6nbe9hSyHCsDHcFQEbTedF5n0wGN71srm5OdHc8V60A6XoE1B0eno6IvVCs8+Zw77zMwTIEADYcECtz2qTRQEcwW4TgPB8PiMnnWe6sQs+GONzwQMEMnRNWlxcVDQaValUsgB+EgmLdC4BgZDkkk1JWllZsYYhMzMzlrHDr2BnfD0Eg7X2hJ+fR++b2cP4AMgKgn2IEU8uesm5zyj55gPYZ+xKKBQyQq9Wq1mb4klVAz4Lwd1E+Xx+RB7GGhOUUX/RaDRM4u73BNgNnMj88HcoUXz9it8DAGsk2j7TByjn+bCH9XrdyBUa1RAEUiReKBS0v79v7ZkJECep0SA79+zZM21tbdmFtLwLF7OS+SZrRXaHhilHR0cWCIPD/B7z9XbsF/ylx4woSDxhjk0gWACHgynoRuWle5JG/C5ZuJmZGb333nt6//337WLhcbLr68YLBxpscAKCw8NDBYNBLS0tqVarqdVq2cT7tm1MKJ/hK/ExPH5yu92uyYvY2Bg9UtqAFCbUS4IweIAXIkmibK8vJxIkC+OL8Yg60UdyGCYZvs3f0tKS9vb29OzZMzuAMJ0+cGCjwWq1Wi1zLp49wTl7gOidipddwVZ5gM7P42AxpBhE77iZd1K8yWTSGJ9UKqW5uTkDyNyXAqsxaXoSEMZa015ye3vbgllkDDA6HDBSsn7OSDXibL1j8xIsH4B0Oh273BCAy9px+y2MHawwqWW0lbCDODVfmIshTKVSpu3f3t4eSQVfdHjGLZlM6p133lGj0VClUjHnz8WBrClGEmkY+4Z9CUPMPvCMIbUtsC6cIWQS/iI61gnmBGabLi90e8O4eckUASOOB5BJMAeo5rknHZyTcHhYPM/+5kKzZDKpTCZjkoJer2cXUUnnHYR8ISVBgXTOztPeGluJJAjg5JlCD0wIKPzaSTK7Re0AQQ4Ohno0bkEmG8ntsqzHpOc1l8tZACadXxaJPBSnSqCL3I595UkhnCQkADaYeWo0GiPNPJBrwRYCzPxnMo+QXsyDJOXz+ZH96ckYABJrB9mFb/MBJA1QLjo4r6w3mVSCQ4rnfREoqgL2CvNB1txnECWN+En+nL3m/du4rImmBEjZJFkQxpzhX9j7nvThc1g/JCxnZ2d6/PixcrmcFhcXJyakCBgymYxWVlbsYrhWq2VNaMjmU0uH3NKTeT4LhJ8DLPM9gDOyGfheHxz74J9glHoX5oAsPL/nSUZIBU8UkBE5PT1VsVjU9PS0tre3tby8bB0QJxmevc7lcvrrv/5rffbZZ9rc3FSnM7yFu9FomF8A3CL/Zl6o4eTcEbhi36nDAkuQcWCf+lbCzC+2wds79hL2lcYsYD2yLBAqkFOAbew078PzX3RARtLmnDqLUqlkmRreg73POcMuT09Pq1qtjqhaQqHzC20lWU0ZtouMRbfbNYWQJ+18MxQIp3g8bkQcQS/Yh2enRg18yN6AcIEcwt+DsV9kvLA3AUxygUutVlO1WtXs7KwqlcpIJM7EAgQprsRwAuR8DQcbkkDDy5kAjj7ahY2BTZbOW9wRWAAqiQTJeng9GtIF3zkDlh9mGzBDIHLR4fV50WhUa2trpuHEkcCQ4UTJ9gDcJI0EXjDGnrHnu/w/pMs5bIA0r4X1jgHWCgcNe9VsNk3eIcmKroLBoBmqTqdjt2sDGjgIkzAG0hC4wGhIQ+BC0Mue4bsJPgFQBG/ILwiSMeaexfLdWQgAYAyCwWFzAp+Wxaiw973OG6Pt2/oRcHuGBxmC14mSGUomkxaATAKYPTjt9XoqFotaWFiw4AuHwLqwrzD6GCIYIt/GkudBkkadB+CcIAEHjuPwNUMekNAIIhqN2oVx0jBgzGazBlS4DRW2TJLdTowsgzPsNeoXHWQCVlZWzM5Vq1XFYjGVSiXba9TxeIZ3dnbWJFa+lzuOlLMOSCMjxr5hH3ibhizFs/meSMB2MGdeZ+8lBwQfyFS8dBXwT1AwqYQFOcTMzIxSqZSREUh1yDSkUim1Wi1rlewlmex7ZI44ZAIwrzn25431Zm0gipAEwqQSCLNHIaZ4RtoTs18Jun0dBHIWZKqQKblcTjdv3pxo7ti3MOjehpfLZSM1WB+ksQxsOvuS84DkGMadPTEupSO44bPwBWT/GXyG38906QuHwyoUCnbTNT/v67C8bI8zwD6YdGAjpqamlM1mNT8/bw0JCDpouACOwHfiW3z2hvnw91OQ0R9XP/isN9iBn8FX884ez+CPaViCLfX+GLmfNMzuHxwc2N4gK7C+vj5xJohn5N/T09Oam5vTvXv3TMZFIITtxu+y946Pj0cuscTW8X7en3JzPP8/vscIvsg8Ir2CYEFKRJaAbI6XwXtFjCSzRRB5u7u7VrfD2kwyxuWJXkniMQY+STqX5eIDfd0Z/pZ9wBnxHQC9n8b3kPEgyICQ4vt4RgI5JIoEckdHR3a+2c/gc3y/NGyG9Otf/1o/+MEP7B4XvuefGxeirWKxmK5fv24OkdQ0TorDhiOlcBEWC/YbQ+q7HAF8PGMH80vkChMbCASscJLAwQMM+hYT/XqnDfPI/7O4GJmpqSnlcjlVKhVLlweDQV25ckWLi4sXmS4b6Ck5SMvLy1Yw6Q8GXQdwhCw+ARNGCvkLm9NLcHzrXuYRJ8r68N44DJ5LOk+FSzJWHiPiZTLMG0YPR9FsNrW7u2vMDeB9UikL7DSMU61WM6BBADgzM6NqtTqSXuZwoGsFwLAeBEeencehEDSQdgWscD9GMBi0tZPOpR04EtbEyyq8DhyAwM8AlgBpuVxO2WzWUpqTaG9ZX89Wksol60IQwz4AYPM+PuvjZQUYerTuzImXT+BE2C+ARwI69hxOhi4lDIgBnMBgMLA5Zx+jJ+b5yBzS7WlSVp7nvnLlioEysg7IKCErut2uZXTPzobdOjDgHtRjA9hTBBf+XFKvgNTFSwAJCnBuECrT09MjrT2ZDwAxEhH2At8B8ZPNZlUuly0wjsViunr1qpaWliaau1AoZI693W5bUwh/9w/nl+wUv3N2dmZAxEsvkOv4DjZ0PcJWsh7oj3GuAApJVkzP+SPQRnrR7XZNkst+R+fMPia48Xsc+0RtXz6fn2juyCyzb8iczc/P6ze/+Y0RH5xj7ALPQ8AGqeGfDXDImfDgCm08ZIEk8z/8P/OLH8J/s09RFvhMoLet2FcCvKdPn+rLL7/U9PS0dnd3rZPkpINzAStPRisWi2lzc1OlUmnkjhpsMjYaW+gz+jDM0vndGYFAwM6TJOvaxjtiy33mzcsSkQp5GQw2QDpXfUDUQqLhJ6rVqmq1mv73//7fqtVqdkszWGCSwbyRVVxdXTXZ6OHhoakffM0UtgjywANlgga/J5BqcmbAdxRKZzIZwwt0hwOI062J/c05Azhjh30tKsE2ZDHSyHv37un4+FjLy8t68803R/bNRQcqmd3dXdXrdSNzWUe/3/F/7D0vFUWlQXCGdBKf4a8oYD7xS+xjjwEJCMHZBAsEzn6tyPQxbwQO2F1wgr9H4+/+7u+0tLSk+fn5F85AvrAn5iBMT09reXlZ8XhclUpFlUpF+XzeXoiHY/G8QySo4FD7aNDXVQSDQdMiY1TT6fRIegvGzvdi9qlaNhlGEQPc6XQs0PBRIf+gjaWAyNcnTJrWJTjygRAAgTkCeMAyeYmF37xsEB9JYgR9kSPv6uspfHrWs6cwETCHkuyZeA7YAx+08EweoGN8jo6O7A4I1mKSgfNLp9Oq1WqmXcfRYtgJOCUZ68QBwgDjaHwtARkPmACv+8QpMZ+Hh4e2TwB+yFZwJhhLpGcYTlLhGBxJtpYccpggWCwA0ST7zgff7F+cFfUppK2Zn2QyaW00/dywlzhDgJD5+XkrEiNlzb70AT7tKz1Ii8fjymazxqwgoalUKiMyDyRXnBPP7jM3FHiSqXny5IkVak8ycASxWEwLCwuKRqM6ODhQuVw2Bwgp4c+CZ4rJCrIveSfOrt8HpMH5bEgb9ogkA98EPOwxPhcHxllgX5GFY/hgg2DA/zw/8zISFkA8wIWscLvdNilgo9EwQBCLxUZqmKRzJg4pUjgcNnkEQTmad39pKPuCOfZgh7mhriOXy1mwGokM74uBwPJZRIIZ7Ci2zJNHAO/19fUX7sQyPjww5TkgaHq9nt1d5YkLL38la+P9CZkp7hNgnT37S4Yb24VN8PvYEyi+VoR/k1E7OTnRwcGBdaLzhc8+k7S9va1f/OIXZhuw636vXmTgp8nUxeNxXblyRdVq1SQjPmOH7wUzeOkewwf5kkYCMV9zgk0kIIDF9iQefhm2Gt/AmSXrBGEBuPZnRzpnnD/++GP1+32trKyoVCpZG+RJh5dqJhIJ5fN57e/vK5VKmT+EhfdB5MnJiWVK0+n0iMzLZ++ROPNdBC90WfRnCMzHPLKPsYEAX3wcgRkDv88asrebzaYePnyoYDCoN9980/YeePGio9sdtrje3t5WpVKxcwmWIuMEXkClQMabvcZcsE/IapDRJGgFC3oZMxjF10PhO5B8sz+9HB4cQ4MOFBqcY/AvmAhJbjAY1NbWlj755BMjeV9kvDD641D6l87lcgZeOHgM2DtJZuQBq/1+f4RdAMyxoQFlfB+Al2iPTU8xHoEGYESSfR/PTvRJlMnG5mcp0gkEAtbGMhqNWktQWP1JBxkegBZZFAAHUgC0g95hegPydWDAS1p8UEU6zYPncRYFoAuw9Z1gcLp8Fgytb1cHePWFST7SJricZABQifAB/D6FK8mcLI73eSlRn66GUeAfAMnx8bEZSUm2V3CyzB8yDC+z81Invt/3ikeGhSSEtWYtcHS+/SyG8KKDtWHtMEqANJhbHEYikbDba5GMMFeARt8FZDAY2H0zfh4l2Z8hN8G4YaiQRHEjLwQFe8nv1/GaLByiD/IePXqkp0+fKp/PW9enl6kzkM5BBewwl7sBmtjjkuy8QiSw/tyfARkCCeJtJmlsn60EDCGjAOxAxDD/XtNNsSFrQGtY7CCOaTAYFiwjG+BSPeStwWDQtNaTDL5DGtqVzc1NFYtFZTIZpVIpA/vUrvCz1FgAlHkXmHnOCcEHZxEyBf+DPMP/HAA6GAyazfAZTQA1XWAACpx1QDYt3X2hPFLEdDqtN954Q9///vcnznwzDg4OrCFEo9FQvV5XoVCwzAtKAYZ/T/6c5+YdWQ8Ced4HX4QNwpaxT2nywBmUzkkEgIov1iWThpwPQIiNZe7J6OdyOS0vL1uAMKl8CnvXaDTUbDat+QDBKNKSdDpthAh7iIwV3Y/wj5xlfCvBCX9O1g3ShgCu2+1aMMHakJnAR2Lb+GzP2POPP+dI4bzfmpmZscYNPMekg/NBhuL09NRapUIeQhpA1FF4zHPyGf7ckBVjfvEnBAj4drK4PhMknWe2IYyxH9R7kJUik8J8sj/xAQQ5BB0LCwu2Vz3BcZFBhokLO+m05WsGJRmuG/eBPCvZMzCBV6n4bKF03v1Vku0T5hIC1mM2yBECPfCsJ9hZP58Z5az6YALS9OTkRH/3d3+nRCKh27dvv9j+etFJ5aEAS9Vq1YCr76zgwQGbjTaPbBJANBMOy0S0ykKhfQUkAYBx5AQZXu/G7/saBD6Pgw2bw6T6ww4b49nfdrtt7QUnGWR3eBdAWDwetw5UOH42PPPMIffAwhfDAuIAGIASjBnzzmYCoI+zzWxGgkIYvPEaCJ6NoAy2gYOBsW61WlpeXrYioxfV8j1vxONxMxSh0HlthjeO7KNxyYU32gz2EIed9cCBENCQymTPUNDGPLOu40wGxgADAqjieaenp+3iRr//vLPw+nq/l190sGbSEAxVKpWvZJnS6bRpWdlP6FrRx3p2l3kCuPK8vgsdmQ3mmbOGXGt2dlZzc3PWApu9L51fgMjvYPxarZbtS9YOo93pdPTll1/qf/7P/6mrV6+qXq/rvffeGylou+jgHOAkKSYlIMc5sE6AfWzWeKaMtDXOgADJ17MB9D1LBevlpXgEtgSP2EH2EDU3vDukDOeYgeSLYlZ/viuVysTnlQLt+fl5q+Wr1+uan59XKpUaYe8IKpBCsOfxHd5+IZlgfQDLgGMCBc4k9giAwxyy53ytGmvBnvakCnPLMzOfgCykf4uLi7p165bW1tYmlokCYvGFdOja39+3m9QBgF5C4SXEzCEyCuaJoA3yzxcrk9kk8MNu4VfYr56YwxeN21aeywfHZK04M5FIRIeHhzo9PTV7UCgULOCedPR6Pe3s7FgBdaVSMeKIwFEagk4IS3wi+wKbA57w5J/P7iPd89IyL0EDoHupKf/4AIOsADduM5/eJ7H3vfw3k8nozTff1B/90R+ZxHNSe+elPPg+VAm8h5ebEfB4aTSZEH+pKb4DsMzv+tpSvpPzBSZk/0GicD5PT08tG4pd4KwixyT7TuB9enqqRCKhTCaj1dVVdbtd/fznP9e1a9dGMoYXHcwZzyvJArWDgwMjGZknSaZq8P6dLCK23/uU5wWQ/Oz4GvqsFP4BTANRTzDE+kHqICPFVnAWwZ88J2u0t7enL774QplMRm+99dY/O1cXCjTY9Dz46empSqWSXe7E3ROAFiajWCwqHA6r2WyqVqvZAfatv6iEx3EwaT7tzYYkkqULA5PPZONgiASZcLRubEzPWniHJp133WCTPHny5IWvWx8fsHywi81m0wq9fNE70TugDeMGSPBGgDnxkif+3sutaI1IVgZgIZ13vmGePAAYB1BeDuQ7cdEdgfRbOp1WMpm0ArFsNvsVDflFhmcqd3d3rZYFIDgYDEz2RGE9UbyfKxwCgTAgBkOGVA9Hx7t4CRBFaTB5odCw+5rvaMPvYww6nY5duoZsAZDHXQzURUjDLlv1et2AuHS+Fy8yAAV7e3va3d3V7u6uMY2kpZEw0RYQttsH8RQq+iDbM3rsFQCaL7L1MjscyvT0tEmDyOJJMk11ODzs+Y38Bo0tTFk4HB7pnkZA/MUXX2h/f19//ud/rvfee2+k09tFB/vcZ1OazaYV40qyvvAAPNaqWCwqFBredM3Fkt7WeXDhGWTp/NIz1g/9MKADh4Ad9raO5+Ucs9+95IfhHYxnIvmcp0+fTnw5KfsdbTdEA3NHu1vf4cRLgeiuJ2nEZhKoQTaxd7rdrslOpHM5IqCGuQdoYzf9/LBn2adIijgj2Awv0aCeiLbB6XRaS0tLymazLywnGB8EMoeHh/roo4+MCGD9/P02KAOw9+xZahM9myxpJLvnZZ6+W5lnjZkT9rDP+krn9gX/im3BjwEAeUa61kiyjOCVK1d09+5d/eQnPzFZ2CSAjxEIBFSpVLSzs6NOp6OtrS07P8i8kLh4eTXgjACUAI2aJf5uXJbCvvMZTjpbcpY5Z2TkfaYQktZnMbAjXpbJ+feE63e+8x394R/+od566y0Fg8N7XCatcWF/gz1WVlZsLvDx7C3fKQr7Q5tobByEMz6C/cj+ILMhnUubotGo1eNKGlGTSOd1RNj0VCple4U9CJnV6/VM9jM9Pa1cLqder6dCoaDvf//72tvb0z/+4z/q8ePHevfdd82fXXRAxNKFKZFI6PHjx9rf3zcVgJfze/JXGto3/x6cYXAY9nicVPHYBZvEmQWbs3fIcPiMhSQjP71tg3xgTxI0kZ3k/IK9Hj9+rHA4rJ/+9Kf/7FxdKNBg0piEg4MDi3wlWbcYD7xwashBPFOChIqNwkEBpJF2BURL5zIfDxYx/nyf10X6QIS/952ckLEgY5DOZUknJyfWJatSqejp06cvOl1fGSyaJLvxl8wM0aekEZYAg0iE7rM5zKPX24XDYWMUeH42GJ8Ne4wUDsYG9s6z0hhof0ioIeDvB4OBGVs2Jc/IezOnk4xGo6GDgwNLTRP4YMDQhdJeksYBHHSeAeAhnRekJZNJ08H6Q04nGc9aBwIBu8UdQA1Tz1oNBoORDkycA9aO4Ayw7JkcApvFxUUrYPcSj0nH8fGxvvjiCwPLnEtkTZ5Zk2SSg4ODA2NQSdXT1nG8+xqgnr0A6PNOk0CQugykioAh1oszjXSPYNIXzWODAA+JREJLS0v63ve+pz/7sz8z0DQpK88+4EzBUJ6dnVlGq1wuG8PmpQ1nZ2eWCaPwHmBMsMbZYeAIAObS+QVkAGHWgLkCJAG82VucV4C1zwQg4WJesA1kssg8Hx4eTnwXBBf/PXz40OSmoVDIusiQyTs7OzM2EbBMhzFktYeHhwbwvGQFUIbTZY54byR5yWTSftfbf2wU8+BtFD9H1sDLCFgj5g45xGAwsAJWAOUkgzWGaNre3jYwSjc/ghgyu2T7fJ0Lth1GfTAYGAtNFoTAfnp62gAiA6IQIMKZkzRSoMwz4acAPUhwve/xzVnC4WHzmOvXr2tlZWUk4/sytg7QdP/+fd27d88Cg06nM9JZJ51OWyYDwtQTd/hBz7B7SQ/+0DcjwP94Zpm965UCEGfIqCUZOebvlPD1DdJ5jWwsFtP6+rreeecdra6u2n72kppJBvvGg1t8W7vdtvusONPMDzaSs+KJWvbKuLqC7AhzR4ad4AQCgYwEuBG/gF/GB+BP8RmZTMa6ZyERbDab+uUvf2kSInAdOGUSeXIkMrx53svgyLaAayFWqEPBVrO2zDk+bXp6WqlUynAN59WfJdYLnwkpDN7ARmGf8APMpb/vRNIItvTZEk/2SeeZF7/fXrQO8kIX9uGQdnd3tbGxYeznwsKCGe9yuWyXp5CeOTk5USaTMRbGvwyMId1aZmZmlM1mNTc3p8FgoIODAwMlbMpWq2WgyUduRLA4en/QAVNsdgAMGwLnAKOFthNN2tTUlF3YdNHhs0AEGbB7sAO9Xs82PqCOInmACAGFzzaw4DgGNgxMJoCcKNXLX8jweImOl1/wXIAajACf7eVo0lBy8fHHH6vRaGhxcdF0/y+jlScAkIaSLQqWMCxsegIJWFFYJfbsOJOAzIXBocHI+syXJHPUBFoEcnTboraF7B2BF4WnoVDIOv2wHwHDtVrNNL3tdlv7+/va2dmxDjOTtFUGMCUSiRFnxbt58JVIJKygFg0rn+EZduZcGhrmXC5n+8H35cYRewIBB5FKpSwYw2HBYhNwAwBI5wJEmHMPrrm75w/+4A/0p3/6p8pmswYAJpU6YlNOT0+1s7Ojzc1N6y6zsLBg569arZqtw6CzJ2gk4dlhzgpySbq1zc3N6ezszOQk7DWCNggXnArBD0QBYJo9JZ1ftATIkWQdrzwQ7naHdUl8J85qUlsXCAy78pTLZZXLZUUiERUKBWMrr127ZmtDNpJOUBBKyWRSZ2dn1kIRB+dBC4EbfgDbRn0fzQaYL/Y7dVXMpW8pDmDinAAOmCf2BfM8MzNjoMYTPpNq5bHntJEnK0yzAx+sEhxEIhFrkw1wwUf4gIoCaAgFggnpXDpDcMIggMOPA6jJiPg7EPC/rBHgxoMvaUhkkPWhwx72ASndJIMgAcDmMzHebxHI+zn3sjMAIL53MBgon8/bOzOfZO1QHDAHsMNkiAGK/q4b1kY6LzhnT0JYUCeIXUX6Mjs7azaUTC+YahKwzADoI+Mkk4zUlhpTMAU22GcQPQEAsGUPQMD4BjNgMc7g8fGxZZF4JuzD/v6+zTdkILhH0kjAJQ3t0P7+vvn6TmfYBOi///f/rnw+rx//+MfK5XKGcSYNNAqFgrLZrAaDgRHtxWLRMgT9fv8rXVfBS2Sj2f/gMhQW4DP8KGecAAalAeuPj8H3+rWVzutdkOWzb7H7/A7zCu7zErhgMKjFxUVlMhktLy/r/ffff6G5emEE2OsNOzxtbGxof39ftVrNJCHFYtFSVTMzM3ZbpS+ekmQgka46AHiAtJefeICBHpID6qUd/B1BAbcge4OHY4VFwCkjgwAMsahEcouLi/b9XHg1yYDNIA3L/8Ms8T6AXB+lU6BI1Mkc+FSnJHPSBBVIcOr1+kimAaYWlhlDRbYDw+ADEy+JYZOzTp7NJ5WIEVhfXx9hMCYZpBZhxDKZjPb399VoNJROpy0wlM7lDKenp/Y+HCb2GPPlGwVgwP3leDh9Pt8HN75zC/3jAQgcTL4rGo0ak4xTIbNFZoZCVy85obPL8vLySED0ooM9n81m9fbbb2tvb8+AvU+LY3BgG2FdYrGY8vm8EomEdZDxFwFls9kR+QYAiz3FBYfSKEPKXPoiURgnarcODg5GZCIAaQwhe3cwGF7od+vWLf3oRz9SoVCw5/PSzYsOpB5bW1sql8vWfz8ajVrrUooYDw4OND09bfUBBGLYOtr2ksHCaaDvBiDgYKln4vkpEmT/AbQhPtLptCQZA8j6UuyPTfDF/6wLtXEUqUajUWMtJ5HrSeftOWFCW62WBTGSTDqXzWZNDkHAwHv4VrJ+n47Lvfh9PgMfgJSJTBuAiGcgYMDOeYkUe9LbSP4cZ84elM7BuJcBTrrv8G1cHIhUFN9IEArBwj5BVeCDqmAwaLap2+0aUASocd7J/iMFJDhmv5KtJquCP4RhhQTxAa103mIZ9QHZhW63a10fZ2dntb6+bjZ+PNN30RGJRHTt2jV1Oh1tbGyMtDwfDAZm49lvgCz+3jc/8bJsT7RJMtAK48+8z8zM2L8JElgPb/O91ApCUZKdQe6egTgl+GG/T01NKZ/Pj0hxPSF30cGeJtgCD8zOzqper2t/f9+eH9/G3gHTsJ74V2wVAYckIz09QezBMc/gJc0ex2BLPJHspVI00aBJCWQLa0lAMz8/r9u3b6tYLH6FeLnI8NlngPrJyYld5tpsNs2vgSMgrgmATk5ORog03hubgt0jwACbcp79BZ7YJ09Eg/t8wOfvd0J5QcDMd/nPJLBLpVK6du2afvzjH2t9fd3UBC8yLkQ1n5ycaH9/34ATE3ZycmJfiAxkdXXVWAGMOfIk2C2MJG01uXWXAILMQyQSGdGJA5aZSAwZTAAH17MsbDwWwrel8w6dyG1mZka5XM4A1MzMjMkmLjpgNmCtd3Z2DJwhqfKdYdBDsqEAtb6Aj4CEg8I8S+c6/6OjI9VqNXMupEUJUDwwwbgQzMB+etkAn++dLxsVeRJMG7eD44AmzWrQfQe5Vr/ft8JIH71j7D3jjhP18woD4xkgL5GSZAcOVsIfcgwjBp+sDnIFnI0vXmdufPoTp+W7ZRweHurJkyd2uzIpdRzzRYavNbl9+7YB5MePHxso9QEU2T7SqrAanAkvy+H2XUlm6Ly8zoNCnoNMWqvV0ubmps3f8fGxqtXqSLaStYTxD4fD1qbVt8U9ODiwPeB10QCzSZllsjd7e3vWKpHMFHcbMEdIGWDUMNBkIwDMrH08Hjdbh/P2to7UNkCPoAknDRAHUHuGlu/x7Kh03hKTf+NwpPPLrLLZrNmURCJhdXcXHbB8S0tLtr/I4sD4JZNJFYtFJRIJy/wR3JAhYB3ZTz6I8+ceh+zPJLUZPljA1vPuFFz7+zQAOdgxbISXRvjMPvsNv0SGa5w1f9HB+9BCHpt3cHAwInekoJRgHFs3XpRNpoj/5yxDxBAU5nI5u+WeNQN8k7ng9wC2ECnMEVk2npMzhBqBy+aQtuTzeb311lvmY31NzCQDP7O8vGxyaurgsC3sT+qdeC/em2fHRnsbBRjn/JBJw2eixACveBIBIAq49tgHrMI+pYCYYJv5rlQq1lTh/fff1/r6upGA/P7LBhqcDcDywsKCSR6xVZxZfCtZXOlcMu8Lx/kzAkmwAnsdn8D+pFUumAbQ6+vyWGuCHfyCZ/qxO5CfnMmFhQX9+Z//uX7yk5+YvePsX3SAo9rttg4ODrS1tWVkOZkK6lXxRWQ/wQfYEWpcJVk2nP2CbeO/8Q/gWencdmDX+XnpHM/w/9gEyH6kXv5CYv/z/X5f6+vr+k//6T/pzp07yufzRpq+aJB2IfQ3MzOjhYUFHR4e2ksjHcB4wZJJstS1T+n7DjOkNNHSptNpk1HgDDD6RHkcWl+E5WsvOOR+M2JMZmdnjf1hcX2tAQy1JLvddGtrS6FQSG+//fbE/dElWcQKs+LTxARDtVptJErkgALgYDJxgr6lJkBROgexHviP/9tfhIcD8mwSDh6AhKH0mQx+HqcVi8Usnfbuu+9akdjLaG9JKZLC5XKxVCpl+086zxqhPWYOfJAJaOMwcshxjOiffWDW6XS0u7troEc6z0QATLwOns8D1PDsPBfrg8HEIGNADg4ONDU1ZfIC1ueiw6dnZ2ZmVCwWtbS0pN3dXVUqFdv3MO8YQM4Fhh5JE0YMpoufj0SGl6cBJABigBTmnda5R0dHBpgAmATwrBvnNZVKWQADE+PBVq/X0+bmpp49e6YnT56YXlbShYzg88bMzIwWFxdVr9dH5E/IQMjEUuOVzWZHsjtIEHgvMjrYulQqZRp3mH/S5l72gq0j0JDO79bxTtcH84FAQJlMxsgHPsc7IQifYDCoXC6nmZkZPXv2TOFwWG+//fbEt1tPTU3p5s2b6nQ6KhaLqtfr2t3d1dOnT60DV6VSUalUUqFQGAnycZbtdtsAImec80gmm6JUwCznCHuB7R+3l5KMZfUsKnub+fPPBcOKjwA0eDnb8fGxnjx5ojfffHPiQMNLVQOBgPL5vHVk6na72tvbs4wdsi7OKKCNZ2QeIULYK/hj7jpIp9MqFouWEefdALj4LA+IxiWV+GfuUPAylsFgMKIkCAQCSiQSWlxctOAWP8czTjLwU2Qd8/m82Rz2jSS7dBUwyPrB3pKRZd8QyHp5E1ka1kHSyCVrPAeBP0QUvgh1CGuJ70wmk9YGnc+hJT+Av1gs6vbt25qfnzdSgTmbNJPGs2GzyWBDdE1NDS8xRvKNT/EBFBkDlBtIvLjmgCYuZC7Zp54QOzs7sz3qs0v4A99Bzl+BwKV2R0dHqlar1uUPopb9GQ6H9b3vfU/f/e53be19MfUk88bz1ut167hHcMme81kzSdZkhmCD9yVw4v+xI97OoXDh2SHkPGGCTfBBCmc3GAxqd3dXs7OzKpVKJlnz96EQmJGVk4YB0htvvGF+geDpReftQoHG1NSUVldXLY16dHRkModcLmcbFQbA38BNCoYNHAgMi2tJqxNN+Qp9HA6dmmD5mDg2ty9qjcViprVnYXBAXs9K5O41zwQsFAPD1qbTad29e1fFYvEi02XDS1J6vZ511aFjk5eNYex5l06nYy1oYUAIWgiKPNiA2cXIUfjm59YXzONkyUx4g8phgGXmELHJedZAYNgFZWVlRW+//bbeffddzc3N2UGSNBFYZu/QTero6Ogr3aB84FCv10duj/aMLoaHw8b8eLaetp4eyJEdCoVCdohx6kieWEPWEeeFU/VngnVkDSWNrD3vEo1GNT8/b7LESQZACKbuypUr+uKLL4xNZz7C4fMmArDxyC0wKJ51BnBTAIuBhwXn98azGz4zMDU1ZQXWABMM57hkCGfDvGEv6F2+t7enarVqkj4CjJcJNMjKtlotu8uA1te5XM7mlwuRkGHCKrJ/WONUKjUCkqVzFpLOILCkPqOBk+LPALo4MgqfsZcwtt4p+c9GBoLUIplMWu1TpzNsrvDOO+9obm5uonmjCPvNN9/U7OysHj9+bLIBng8bhWNOJBIqFotGAPksJWAqEAhYx0KAL0wnxaTsX+aHz/JZIQJrLz1i3TgrnH8+c7yBCb9LIMz55exOOnzG08t0KRIncPR3ilAXAHtOtpazw97BrgOgqdGDPef9fIDOe2Kz8LuSRgIND8xZM841ARG3H2cyGWUyGV29etXuMuAMcWYmGbyzlz5JMmmSz8h7Uo2zQLtb/C4yWk+2MScE/F4xEY/HLXCA0EN6Ri0LAJTsiS8Mxh95QoqC4JmZGfvO69eva319XVNTU9YsAVs5KZmHLyXoq1QqCgaHLUzBd8lkUnNzc+r3h3W4lUrFnp3zyjNg3/3c+oJi/C7ZalQoEE0EYd7Hs4+Yp0hk2O2K+R4ns/ksn7lbXl7Wz372M7vcEMyEX55kYI/39/cNF4RCoREiEv/W6XSMlPdEMR0ssd0EVN5uYs9R/LCPIVh8Ux86jXIWsVsU6GMXqYtmnjij+GifhfHrOt72/kXGhWo0kELgGND+U68BkGWTcMB4yUwmY+ktDqJneb2j9KCD1I5nPYiGMXQ46Hq9rng8blfbY8iazaZFnWj4YHq8kWy323YAtre3dXZ2pmw2q3w+P7ERZJEA+IlEYoQZ8B2IvFHzLDtzhOaTQ+IZATr4ICXA2PMzgBrfWQLjzHcT+cLcEnT4YM3rQfndVCqlhYUFra6uanZ2dkSuNOm8MXfjcif2ALeeA2J9eh8j6LtVEAD4z/ByAEAZTpxD5WUngCOvg/TpRhwOv8N54O+l88I7HA3OCu1tLpezBgm0S51k3ngG3jUej2t+ft4kDPw9RWcYkl6vZ+wTAJXABOCH5JE0MMYQA8bnAq7ZAxT38T0Eq8w7RhEGn/Xn+UhTt9ttA55e6ufffdLB2obDw4u+CoWC2ToCDpwBto7mCDibdDpt4BbnA8ECCGYf8g9giI50XoLh6wNg6g4PDy3wZp+TJSGYrNfrFjhyHgAmvGMgMGwL2uv1jA2eVIbBvk4mk1pcXNT09LSWlpa0urqqzz//3LK2vV5Pz549sywYTRW8np79SVBO9ghgTwDNmlObQaEs58sTVxATnozwRJiXenqbGgqFbO9iA3wgjATwog54fLCf+M65uTlro0xAgY32kuRutzuil8b3AWB89zhvbwiGvWzM/yxA22u92efsEYgACAJkXNgK5oO1+da3vqVvf/vbdlM3waAnCSaZN+bi7OzMilWfPHkyIgWjbsVnDZkjzhcSUkCwB4ycSS+tk85bE+PTsfsE1awb6+o183RNbDabmp2dtVoSvgsbOzc3p+9///vKZrNGDHhycdJ9x54DS33xxRd2NrGrYIFoNKpUKqWDgwOVy2XDdmRisNvlctnOEnPsSTSArQ98AeNe6sb8+qCY9/ZkJ75dGs3GsQ69Xk9vvPGG3nrrLatRwg+/TIDG+uDzpPPLAfFjFO2z7tg0np9gkXXn7HoFBcPbZa/E4TnwI5AE7C0kfbVazQgUAi5/Zw8ZfD4XKThBqFeMeJXHPzdeGAFiWOjqAvAPBoPa2Ngwo9Lr9eyiPTZYOBxWIpFQLpczEIisgomVRtsvcsgkjbBJbB5JI4DZg41ut2utSAeDgXX/wQlzSGFiaLMJ2x0MDm8ubTQamp+f1507d6zAfJLhpReRyPBWylAopN3dXUkaSbMBcJlvjAh6WJwLf8f8cHhxfMFg0H4Xx+DT6t7AeskAaU5amxKIEbx5nZ/XwXe7XdP6jmuqAe6Tzp3PrpBhQFMI8CBFSsDAu3rGEpAFiw+wwOlQj+Lb8vk1x5hj+AHmgDx/YRGFiOxPWBzPipLRk2QM6ZUrV7S0tGSBeqvVsoLfi84b30uWZTAY6Pr163r69Km1GR2XGCFRoXAU0CrJAiw/v17rzw3BpP4BLswZlwXx9wRlvnYK0ILkyjt7MpzS+U226L3n5uZGmFlp8owGtoGCZTrf+UAGpzg7O2u3QzN/XA6FE8ZRIzmTRhtTcFZZI5+Sl87rW8hOIr3g/DWbTSMkYJvIQFGjxZxRTMnexdY1m00tLy/r9u3bE+03BmcfuQU2Y2VlRcvLy9rf31coNLx/BjkFThggwfuyhoPBYOTW8PGMB+QUg6AQ0IsdAMRQF+JJLtbKyygIFCORyIjt4e85zzCP29vbRhpNMgAd0rnkk6woxBEsLnKN8Vo6ftdnSSFqOIvMlZc4+SyGZ/JRDXjZFDYLNjWTyVjgjXwaQhHwAw5499139R//43/UjRs3jEwhY+99+0UH4IhAKpPJ6Fvf+pYePXqkjY0NHR8fK5FIGInou/YwL5Ls76TzO1mYH2qiAIzMdzAYNMkLwak09BfI0+iYxDn1PhICUtIIHuLzafF+48YNra+v21pjN7zM+WUGgVI2m9W9e/dMAk/AjsyV7lMQxvxD4EoWh0yalxPRDpXmA9g7D1w9SUi2B5UJ5w3SCYwDyUwbXvyTNDzHuVxOP/rRj5TNZo3wedlsBvOeTCa1urpqawxhyTlC2oV/Y69Ts+zJDmw+tsn7cWm07bmXWfrsDHPHvOIPB4OB2Q/sJvXBXM7IGWfd2VfI1qvV6ghB86LB7QsHGoDGaDSqubm5ER0ioBPAAOPIA7MJfeaAiNVPJFoz6fyQSTJNM63V+MxEImEgGuMA0wQ4wjF5nRoLRPoYJ48DK5fLqtfrKhaLunPnjtUbvMzw6edYLKa5uTmtrq5awSnzx3PBkJCtYWBcOES+PS7dA9gIvJdnUQn0JH2lsBxnioQBwED61rcY9rpv2NeFhQVlMhnbKz79/zIyFm8MkJAcHh7aXiCKJyXtgyeeD6YZmYV03qnH7w+fHeGzASpemwu4SSQSmpmZMYMIW8o8+cJ8gnA6hsBiwAil02k1m01dvXpVU1PDu1teBrTwb4wR2bpr165pf3/f3pn2exRJ9vt9azFKGlY6v9RrPFVORovOSxgyD/iZ/1QqZQ4GTXMsFlOj0bDAyrM/kkY6UlF4Sa3I1NSU1tbWtLa2NrJf/L8vOtg72DoYXl/8j7PiwkYGwIEU/2AwMJmBX8tYLDai0WWNsKe8L4QAWQZAMow088Pcs5cBiNhkzgRnE5nGycmJarWaFhYW9M4777y0rfP7zgcASChWV1dVrVbVbre1srIycrbYV9i3cVbPyySZYwrocYaBQMDOGnV5dKQZl0153TRBKucdQgCwDFlFAIxNZC7xG+OXI1507vCFvmVtoVD4SuMOfC7NQvBl41lUbjD30mDmkzklKPGZb55lXIroQSUEnc8kcz68VI1Oem+++ab+5E/+RLdv31YgELBnG8+eTDo84AoEAlpbW9P3v/99lUol0597hhkpCRkPXxRMDRZBCLIzfCW2CQzks0f8HHZhZmbGfCv7knOKf6ZeCoaZ3+/3+zZ/vnYT+8qZf9l54/eDwaDeeOMNdTod/epXv7JLZXlfAg18LS2eyRT5OjB/lwpZJl9jAV6RzmW+4fB5cwWfIQa7UQeEJBB2nWYTEAicfd7te9/7nq5du2ZKEs4T7zXp6PeHLe/v3r2rQqGgdnvYnn5zc1MbGxsjEk3k6r6OGezCvuIyYuaSP2cOvfSJOcLH+2wG54m9xFySSSKjFo1GzcaFQiGl02nzPXw3ge329rYWFxeNxL8INrlQoMEBnp6e1vz8vEWZ6+vr2t7e1ubmptUU8JC8HNGTZ+q63a52dnZGeiczyThyjKV39nQawIACWoje2IQwfhx4NjYOnUjbd2uihV+xWNTbb7+t7373u3YxzsuAZekcMPP+S0tL1o6vXC7b85Fa41AC5JkTmAM2MEbJM1n8nndM0rksBJDu04e+QB1Q4jWDGHIOKP9P5EsBl2cw+N5J07qe4UN+kkqlVK1WzWhggJgDWi0D0qTzS5H4e9gFH8zRWhRHjeP0zsfLpXzWhr7tHHT2LoFGp9Ox9OW1a9eUTqeNieQuBX6Xi+08qzPp3LH+vK8kra2tqVKp6MMPPzQwQzaMtQwGg9ZmE1nD+L8ByrA2xWLRGh34wknmCeOPnMqzMXw/e4WgFpkQQQ0OGaM4Oztr4Jjz5ZnhSYa3ddgCnn19fV27u7va2toyeZh0rmdHn+3vmWH/YevItHrJHT9DXQVA3d+hwjmkEJPfx2YAGtlHzCfEBWeUs354eKhgMKilpSW99957ZuvGg6KLDB/ksY8AwpxRQBxrDkgHYIxnw3B8zA2SKbT/gGffxpL18Gy8l0+RxeC7PPDG8ZJV8FJUgKLvSNjtDuvl3nvvPStwfpmBj/AsPRllbD3AArIHgIYskYzo/8fen/ZIel73/fi3lq7qrfal92UWTnM4Q3IoktooKZZsK7CVZwGcBMiTAHkXeSF5AUkexAiM5EES2IAtQ5DkmBZpkSNxma1neq/u6tp7qa7t/6D/n1OnikNpuqYp6Qf0BQxmpruW+77us37P95wLEEGSBW3YPE+jo7qI7+V+h1FOAiD2C4otCZin5EIDBGC5e/eubt26Zef2YBM8NellaGfIjk+0bt26pZmZGfMV+ABvJ0ChJRmQRIDlE1d8gaex8X1HR0c2+YjnAyhA8kAvCs8CRJ5eNd9rAaWNyuTk5KQODg60s7Njh7p6xsBFaCxftm/sC5MKe72e/vZv/9aSWeSAGGJs7Pzsqbm5OUmyCpXXLU+zI26B2UIM4vsXJQ34I35PBZnYiGcGpQvGCkAiFC8G3ywsLFgFwaP/L7v4jHg8bjqYTqc1NzenTCajUqlkYHIikbCJq/RU+J4LRi5LMlDN05a4X5IE7JWvrEr9fjMfw0GJJBnBtmEjYSJ4+42tBKgBgKfifRGmygsnGqAN3GA0GrXshgyXwArUdm9vb6BU5JUVZ9ztdgeoBxhDj9BTXk+lUjbJwJfZCEJBJzCSVAlYJEkgqTgjAh6cRiAQ0MLCgjWs+VLxKMsbNY86jo2NKZ/Pm2HirAOMFa/ziD2Ch8H3DhRBQQB8EE1Fg/dh2KV+AkaQQqJAIsf+kFljCDF0yIanm+FwfEXgZZbPrj0CR3ACt5Vk1ldTpH7jHnuAYQW1YuCAb96ChsZ3eyoGKOrh4eFAIE+QTIAVCvVPRQZdBaHmMD4OviMoJUFKp9MjJ7jD70FXeMb5fN5oLTwbX+nCgfpDHZF/PqdcLlsCTIVxamrKePegXFCq4B0zUQPkFhSK4Mkj/egAqDyBPUH4O++8o5WVlQEUmvt9mWoQ8kESBR2qWq2azh0fH2tpaUmZTGbA1iELgCA0Z0MfI9Eg0UQ34coGAgFLojya6KlhACnDgbBHx0D8cfaeToO+J5NJXbt2Taurq2brXsYBe+fj91E6d4CcEVAul/WrX/1qgPuOTZT6FJ5QKDRAR/DIMs9F6p/U7Z87Thn7SMJCIud50uwR++f7C9lPf0/+DI+pqSm9++67+tGPfmTTx0ZZPgAGwGm1zg9y3NnZMb3h/rBbBC4EGz4Y9Drmq1nIgJ+8xIQhgDruHZnhPB8SEKb7UC0heKJ5GftJ1XF+ft6eRTAYNHAQ/X4Ziu0wjQM/B/WNPqZer2fARTQaNUDHJz38H5ot+0KF17Mi8NXcK027k5OTRs3ygAtJFUEptlaSVYeIZ/D7nU5HpVJJv/71r3Xt2jUFg0EtLi4O9JXwXF9m8ax5jm+88YYmJyf14x//WPv7+5Y0plIplUolq+J7MBRqDp+HnnimBmAR5wuRqEkyWZRkcQuvoRLieySp/AFEkCjCEuDQYFgIPGcPeI+6fHIEhYp4UpLu3bsnSfrpT3+q/f19u16fqGP7fS+s/723jbzOg0z4EKnP9qhWqwaKsrAP7DF2mf324LGnVgaD57TAGzdu6O233zYgxdv1F1kvnGh4ZBnUjgc/Ozurqakpa4Akg61Wq0okEsZd8405vNfzI+Hcs9FkqxhP0DxQPs95A6XDYfMdBJcePZVkTgWlAHXjdOdr167ZVJGXLemyb97hS/2+genpaS0sLOj4+Nim17APGBOu19NKPDriqzUoE/QIPg9h5X1w7EGtQLd9CVjq0+Y8R91n1Vw/56GgxMjMqIg83xUI9E/0nZiYsOlGNHzCfYWa5+kD/IGfjhOmWuR7WOjTYRY+CSbBCr0FGDQCPhSVvcNIoCM0VKVSKc3Ozmp5edmcSiKR0OLiojKZjJ0PQnDINb6M7HHvcFmhSj18+NCSmWKxaJQk5IdgA+dKcgoqDVLnnYpH+4LBoCFhBCmhUMgQUE5Y95/vAy1vQFutlqH5UIQ4tXZxcdFsik8uX5ZKwGfgHKXzQCCXy2l6elqbm5umU9yX52IPN5fivNkbj5KCfhIAEwTjVNkD9BbUmQCGayDRlfojs7Ed/AwHEQ6HTRZv3LgxYOtedv98suPtgEcb6/W6dnZ2BuibcOCxZdwfjYokGwRq2HLQX0+b4T58wEwCD/WJHqBhkIprwtayvz7hI2GXpGw2q29+85uW8L7sYv9A+P3hcPyOICSfz1uwQmDq0V32gOcAesk+Aa5wX75KTtUQPjl+EJYB8sb44bOzM6sseg46Cd3p6amePXumbrdrIAvyfxn0Hw+GYncYVINPo2rNsyeBQNeoRiNLvrkf2+WpVjynUOi855JJfLVazWSO8aGecklAz7PzukysQqLD95XLZT158kRzc3NWAefeLwOd57OorAQCAb3yyiva3t7W1taW3TPVAmIUf74YwS8JCL4E3fH0SA6O84AyOk71ktHNflADf9APr7OAyV630+m0ksmk+bBh4Oxlq0F8BvEo+4M++olQlUrFqiweqAUs8n1KgM34WBJg7tlXjQ8PDyVpII4jhpBkfod/e9tKzzWy7lsi4vG4stms3nrrLa2urg5UWS6yXjjRGM6ccaQozLVr15RMJlUsFrW+vm6NQggFhpHslPK/FyzftyHJslyMSL1eNyFiwgEZnkdfcA4ItTQ4y5gH5AWg1+tPLbl165b+xb/4F7px48bAKZSXsXDAGCAEEa4/U6hA1CjrD/OrSSQwjjhUgggEjsUzoIxGQIPgdDqdASck9UuYKIxH7lGAaDSq2dnZgSZmUEfv4Ec1hOz7+Pi4crmcVak4xErSwGnw/rT3Wq1m8klwARqCISRB7Xa79vkoHWgJFTeUFloMVRBPA+K5UiLF4E1OTmppaUnXr19XJpOxveEE49XVVY2Pj+vg4MCeLwHiKLLnjSf/7vV6Ojg40P379+0eCCAIVAkOeWbcG3tNooqhI6DAsXvuLIktsg3qhSNjPzlYDCePg8Ug+uoZ6GK329XOzo7+9m//VsvLy/rTP/1TG1F5WbrK3nmkMxqN6saNG0qn0yqVSnry5MnAFD1sladkcl3ol29E5rlA6eC9jUbD5AcaGcEtqCiOfJjO4RMRn/Si561Wy85EWltb03e+8x0tLy+brbusfZP6Do7yP/Kxt7dnDfPICsEEcs/Jt0zOgvNNoIssYQOxS3w3QwvYaxxpOBw2kAJ7KfUrep5Cyu9BC7EfJJbXrl3T7du3jYrAZ7zs3qF/9BTMzMxYQIc8ev4698J1+kZn9BCdJXFi4Q/8732vFDrInqAHBCvYPGQZaqp/bavV0sbGhoE2VAKRS977stT9ecc8AAEAAElEQVQpf0+SzMfX63UL7uhl8X06HIDpWRDEL8Qe6HO1WlW73bYKjwfe2EcAL8Aa9pR4BL/qwThPTyIJoeoeiURsGEShUFC1WrVEbZTA7zct7BA9ON/+9rf15MkTO5CO7wRpp2pEoueBaOIKdMfHEiT+yDKnf5NcAQQDSkUiEbMD2A1sBzZDkrFhpPPz0JaWlgbiLL7vMvfMV+a4/06nY9NOvR+lskxcgv5iryVZJY1Rw97/8DqAT2JYn/hK/clz3if62JOWBP5mpVIpXb9+3Z7T4uKibt++bX4Me36RBO3CFQ1u2js9qT9FoFAoWKMuyp5MJrW/v2+JBM6Qf3PhJCL+1ERvuI+OjnRwcGDlakkD/QjhcHjg0DACeR9wSbIHRKANh5Qm7bffflt37tyxQ+F4+JchmN7wtttt4xU3Gg2joYHAeEqTTyIIbDw1h8QDw+lL/lQdcMae24vg4YgkGbLqnYv/TIRcOkfz3nnnHa2urioWiw0YPZJRFPBlFlx56TwAicVi2t/fHyg3IpO+PwOFpho2NTVliS5ISCTSP5hJkqE1ExMTOjg4GOBUtlotmwJDogViiF6Ew2E7UIhzCqBIpdNpvfLKK0anCYXOT9qGIjNMAZBG62/xssp14RwXFhYUiUS0ubmpYrGoXq9n9ESCKknWqC71D52Lx+NKp9N2jk673bYqA84T3SOg8XQFGgJpDMcJVSqVgSCRZ+NpN56ahDNKJBIWJF9G5dHvHcYUvSF4pxxfKpWsiR3jzs+94WbxGqqFBCE+SCVAY7oWFDTkmspZOBy2c4p8osLyiBbB0sTEhPF0p6amND8/r3v37unVV1+1AxAvM1EjafRo88HBgQXpHFCG42MS0P7+vr0eyhmVbd9sy++h0fmqL7JDIux1iATb0wk8JYmkkM8nIGX6TaPRUC6X0/e//3299tprkmT0x8vaP76b4DQejw88O2hLJBEE0BMTEzYmlSCPIEU6D8CRLfZG6tMuSPjxmySzJDQkglAgPWWFZ0JyTk8aCfOjR49UrVatIgm18rKSW7/vVGwymYzu3r2r999/35I2qDrQY9Fx/CG+AT1Lp9MDFS8o3+xrvV43uSOpHabf+mAR30ocNBwIAiJg86ampnTr1i3dunXLbISvnA/f+8vsm7chfP7Kyor+7b/9t+p2u/rlL39p8ZKvUtBzxX3Rk8G98VpYFJIGqPMwXnz8AIvF+278C1OSfMLA3o6Pj5tP/eEPf6h0Oq1er2eTCf0EwZfR1+G4kvvzlYpms2n2jBgCWSA5IEZhb5BHYj9kE3mBBkYsh16S5FMAGK5gE3NCNfOABPczPj6ulZUVff3rX9fi4qLJeTKZHKBmDsvNb1sXTjRYHiEBBW632zo8PFQ4HFY2mzUjMz4+ruvXrxtCVSwW7RAsKhlwnv2kB5SIcl04HLZAh4YgHma327XzMsjQ+CwcLg6JII8SH6WseDyuN954Q9///veNazucEY66fNmb+6FsiANJJBLWLOnPJkFgPA3Ho9SUCwlWPErHv32mTMmMoA1B9s7CN7tBEeJ55/N5NRoNpVIpvfXWW3bSpkfHCTAR1JcNANkfSSqVSoa8gwD5E6ZRQhrTcKw0IsfjcWUyGVN4FLtUKpmzkc6bswKBgDnEbrdrwQmBC1Qx31QdjZ4fpLawsKB0Om2cUNDpfD6vQOC8yZBEhEBe0gC6+LJ7h36CrDSbTav+VCoVra+vW/UMuo7vLaCCQTM7xp7RvMVicSAZ9iin1D/fBdobn00vAPfs0VhkDuPJ3kPPZK/b7fORytevX7fPRR8uI9jjM7x++HG/lUpF0WhUuVxugD+MAcfWefTIByvYL0+9o+JIQOltnadMMriCMdS+xwVbR4INgoZtmJ6eVjKZ1Ouvv67vfve7RnkleLmsRIPgC1sUDocNjKAhlPv1FcHd3V2Vy2UdHx/r8ePHev/997W5ual2u21TZwiqfYUNmUOHQZEJpgmE2Bca80FnSYhJLggGqC6RtGWzWf3RH/2R/tW/+lean59Xr3c+jAQ9f9nlATCvH8g9AAcN9HDe/YAPgAVJJjugw/Q5tdttG1ThJ5Qhj4AMVPRBNPlsTz3hWVJhoheSgI8AnuvDVkj6QrD9sssH9MHg+ZjqXC6nQqGg09NTpdNphUIhAy3xrcQDyCwBMZUGrp1DB/GRvJbkMBAIDBxq5ikuoNj4a/YZIAHAKhAI2Cjlr3/96/r+979vtg85pyp1mci81I9VfMB68+ZN/Yf/8B90//59/dM//ZMODg6UzWbVarW0u7trVR5iND/e2+8nwCoyNTY2ptnZWcViMUusmaLH3vhBQSQf+EsCdapHyWRS4XBY1WpVf/EXf6F79+6ZrALGIheXsXf+/dgxYiB8LCwL4juet6cgAkxKfWAQefEVD+xfMBg0qjMACHEgtssDEQy4ALiBpg8giByn02ljXrz++uvq9XoWbw3f71eSaAxvrg8EMBxwk1dXV7WysjLQTIJTIME4ODjQBx98oN3dXeN7E6B6Z0swHg6Hlc/nLXhrtVo6ODgYOJ4dyoYkK+uBnjCSi7Izhg/nFo/Hdf36db399tvK5XJfCFouC6Vi/0g4MCxeWTw1wvezcN0IHQbJl4m5Z5wvDrRer1vAhPHzdA5f6vaOpt1uq1QqWcLiefx37tzR3bt37XsJcLjXYY72yy4QzRs3btjMfek8Idje3jaqXaPRsCZtTxljT+CKkyBzfaVSyaZmgexRBkWhfTWu1+tZMAj3l+ewsLCgb3zjG8rn8woG+1NjqHJ4rmogcD4m1feVEFy/7EJmMNCeJgKK8vHHHw+UsqPRqCHMXCeOkPsnWacJ3BswnhWVHapfOAWpj4JB1fNNetCO0BN0AISMw+Cy2axeeeUVO7vlMpMMqV/R8M6DPeUU8uvXr2tlZcUCG9+siJNhwlehULAzfFhwjX2/UTgc1szMjBYWFpTJZNRqtXR4eDhg43g+ksyJ4+Sxdb75laRxYmJC6XRaN27csClJnhJz2UELOoce0scFsASije0YGzsflby7u6udnR3dunVLjx49UqFQMPokDhnqnQ8CWchfOBy2gBnaLeAXyLXvBQIsYNQ6FRNGZTLy/Ec/+pFeeeWVgWEZl5Fk+EWQRwOtJKN1xmIxTUxM6Pj4WJVKxWQHffeJl6cPQxmS+sMWCNp49h5R9xQ93xPj6TXIrE9yqVgxmpeK7uTkpLLZ7ACV5LJ1lnv1lBqGVxwfH6tQKAycSUNlZmxsbOBgYJ4B9g/qHsMtSMx4/j5x8t/vATvYBPhT7DK2l+b/YrGoiYkJ/fCHP9QPf/hDLS8vWwWKAyMvW1f9/nlwi3hkeXlZ+Xxey8vL+u///b/r+PjYaH3hcNgOrKQ6DeUJOfa+GJt6fHxs9MhyuWwIO1QxfCJMjeGGZWwLviaRSKjZbKparWp5edn8FjJLsv5V7JmPFaHCMeAHu8LeUpEnlsJ2Q4cjKWfvPP0xEAgMJBkMYGDqGXJC/AUzhkNefaWUWMPv4dzcnLLZrCWFflDNKNUMaYREwxtU36eBwYWacnp6aggIBhDOWDwe18LCgpLJpH7+858b75AmcJppKAM1Gg1T+O3tbWt84TAqeGs8GBQ4kUgMNOBeu3ZNvV5PT58+VaFQsKrBxMSElpeX9fWvf123bt0aoAldpjITRHqHBF+YEi4KSNDMlCOpH+A0Gg0zkgiqpyj5gI7EwT8/SRZ08juCOT9FgmAcWgYOOhwO6969e3rjjTc0MzMz0NzFffry+2XuHyV5jBVB7O3bt/Xs2TN99tlnRtPDaKGMBA809UEDAIUGqfbVIpQPh+9Hf/rmPhoAg8Gg8vm8bt26pVdeeUX5fN5G3yUSCaN10fQNRY7PuSz6Dwt9YiIIMgjK/a1vfUs3b97U/fv3bTz1ycmJ6RgJO0gw1RaABVArGvuYRoOMJhIJJRIJxWIxQ0JDoZChr6CFHp3CVrDgAdfrdeXzeX3nO9/RzZs3FY/Htbq6OtBDddnO19s6j8xT1WF6HrLvy/mpVGrA1v2///f/1OudT2ejcomdgkIEktfpdLS7u6tSqSRJlqD43h1f2WSCztzcnJaXl7WysqJer6etrS3t7++rWCyqXC4rFovp+vXr+uY3v6lXXnllAHT4KpYHHLBvyAr2hcTLAyazs7N6+PChNjY2ND4+boE2VXNfYcNWeTsYCoXsgESc7bC9w+bSzIu9xzZSeSOAzmaz+ou/+At997vf1ezsrCXdPji7zH0MhUJKJBJaWVlRt9tVOp3W1taWXffJycnASF8PdiCvJJtSP9EHFcd3+qmKgFHYCJ/sQ59gT7gOdJg9xKfl83n1eufN6devX9fdu3ft9QBFl+1jpcFRrYB0/AGhZTqhZzgQgFUqFUPbiUEA9ohRpD6CjX/xfoPJdCQkHqwigKbSg96Xy2UbJjE3N6fvfve7eu+99/Taa68NJOf4lK9KZ4c/11e5EomE7t69q08//VQffPCBJRTss6fM+uQCgIRngi1AjiuVioGs+HieF6/1U+S4LoBT/Hu73baq5IMHD3Tr1i3bK+TVP6fL3jPsHHI+NjZm52LFYjFtb2+rUCjYPuFLvS3h3/Q6AeT7BnAqHlSM2A/0ll5Avuf09HTgjDQ+1/etZbNZA4/T6bSBspKMZTTqnr1URYOAnOVnYlOOlPp8Rc+nOzk5UTqdtiDEz/umcddvNJ9JABOJRIzjm8vltLOzo729PePL53I53bhxQ6+//rpWV1dN+RuNhmZnZxWPx/XJJ5+Y4717965u3rxpgSD3edkLAffIEwYvlUrZCDkCCqhTnkpG4O95mggigs734DR8QOGDRipNCDgOimDQJwx8ZywWs4yXcjMlZ19O/yoWckBzNXtwdHRklIgnT54oEokYD9cnn/QP1Ot1CzDYn0QiMdDHgiKzZ1Q52GsWr4EusLa2pnfeeUepVGogYSG48tMlhj/L799lyB966D+X4CqXy6ndbiubzWpxcVE/+9nP9Pd///dm8KE3kUyQ3PkGR19FAAWl+kAwc3h4aECBR5Bp0mQ8Nkig1w0cdTB4Pg5zaWlJ7777rl577bWBChv3+lUsT+tBFnxzO2N7CUwlWSIrnfc85XI5GwtJIAPKNTU1ZQEx+wjaRwLGqFvGhjObvdvtKpvN6tatW7pz544FpQwzmJmZsYpTIpHQ2tqaXnvttQG62Ve5d9IgwosukLR7OSK4JzGenZ3V1taWVlZWNDc3p16vp93dXe3v7w8MwAAIgApEHw0UVEmG+NOLhF2l2gGvO5fLDUzOYVLR0tKS3nvvPX3jG9/QzMyMTRAblUrwIgtZy2Qymp6e1tLSkiTp2bNnllzHYjGjAHnePz1QsVjMkHWPYBL0YrP5OYGP9xm+OgR9DAog4IwHz9ibRqOhSCSitbU13blzR9lsVpKsr5DE5KtY2N1IJKL5+Xm98sor2t3d1fHxsZ0D4Bubp6am1Gg0BmiZVNioZkFBPT091eTkpFURobSA1nt7S8WEnhoCaNDrSqVi0/moWCaTSb311lt644039NZbbxk9F0bGMFj5Ve3f8OKexsbG9Oqrr+of/uEfDGRLJBLK5/NGoadHl2DWNx1jn1ieAk1FGP3FJjyvCgdlNxaL2SGwoPahUEi//OUv9aMf/UiSDOH/Ku2cvx98+vXr15XNZi3pWl9f1/379weqP1Q2SHSh1nkmBlVDr5dMlmOIAckcdEgAP97vJ0ICKBNnxuNx/eAHP9Cf/umfanFx0RrvsXEvy64YKdGQBpvDyXjJenzQQMZOUMcDoDIRjUa1vLysmzdvKp1Om8BUq1Xt7+9bcyDIwtzcnBYXF3Xnzh3Nz88bpWh7e1t/9Vd/pQ8//FDj4+O6d++e/viP/9gOtyFgIasulUqKRCJaWFjQ0tKSffdlbOpv2zNfriLYbDabymQyppDj4+NWJu/1egNUEt9sRGCCUDGJhOAaB+O/Txocd+ZpFgg2wR/lPhqXKdlDacNhcR/PQ0NeVrk9+sBn+WlYBHiU5tPptGZnZ7W3t6dKpWJVGel8YgiNzKAxTKPioD/QftB8KiCeIwp3nr9Bo1KplMbGxqwHJh6Pq1QqmVxjHOl1eB7tw9/nZS320NMjcAS9Xs/K9LOzs/rggw/08ccfD6At8Dw5vAekwzc9+8ZQjxzRLEn1iQSQsXq+T8Yneh5YmJ+f13vvvac/+7M/0+uvv2468FUgol+2f56WAXrmRzdi86CPUMHZ2dkxezM/P2/2BjS+Xq9rb2/PbB37NDc3p6WlJd25c0cLCwtmA3d2dvQ//+f/NFv35ptv6gc/+IGWlpYGhhzgzJlQ420dpfnLphEML/QWWwXixp5Cm+L5k4xGIhGb+sepzuVy2cAA9J/JT/F4XO+//75arZYWFxe1vLysUChk1c39/X1tbW0ZTbfX6xm1g31ZXV1VLpdTMBhUoVDQP/zDP9jI6aWlJd2+fVuZTGYgQeM+vipgxaPyoVBIt27dsv18+vSp0dGovIJi+kAf/fXBnTSIvvoK+fT0tPlAkHmuA7vo/QEIKskyZ8W88cYbmpubMzqypAEw4qte6OzExITm5+eVTqdVLpeVy+Wsv4qAjilmvunV7ytyiz0c9qVU2AiE2Vvin2AwaKc+z8zM2HAWD8gSC12/fl3f/va39eabb5rf4Jqk/gF9v4uFbPiAv1qtGs2Y++UwSd93BapeLpetP5d+Mu7bg2wkUvRYHh8fW/yBbT07O1O9XletVlOvd95vRo8cyQjVZUZYc53DfuKrApLZN551Pp83oG5ubk4LCws2FGNra0uFQsHOJcEeQzf0A2f8yG900k/mQyYZp4yf5RkBCAMk8xn0UH/ta1/TjRs3jEHgJ3m9LCA1cqIx/KUoIAom9Ueqghzw+kgkonv37lnztqQBJIAg5J/+6Z8suAuFQlpeXta9e/dslC7Cz/hR37T2+uuv6+bNm4ZKkQQh/NFo1E4yJrMjWP5dLPYDQwj6wlSTWq2mw8NDVSoVa8YheKjX64bek6T4kbiBQGCAhsIfMlmeEUESlQkqPn5aF88ymUxqfn5eMzMzymazSiQSxpe+rIb5F1lf5uCpGMRiMSUSCc3NzWl9fV0PHjwwtJNqwueff65PP/1UUp8j3+12bcZ1s9lUPB7X4uKiJVYnJyc6ODjQ6emprl27pnfffdeaHcvlsnZ3d7W9va1Op6NisahYLGboMqMKMRYE97435nexPPLvq3ZUuJiZvba2prW1NX388cd69OiRGamTkxPTFUl2aBzyR9+A59uzoCZ4uWNsKU3C9I2QyPDZ09PTeu+99/Tv//2/t36I3+W+sXwV19sJX95Hb5CraDSqt956y/o1CK7RTWwdVA6qxcvLy3rrrbd0/fp167kIBAJGqfRU1Xv37unmzZuWKHsK0cnJiWKxmGZmZgx19Q2UX/Uatgs+2aVaDTqMDfQUtdnZWSUSCR0eHmpzc1PBYFDXrl3T2NiY5ubmNDc3p1wuZ/1BgUBA77zzjvL5vOny06dP9Ytf/MLQvmKxaDTGXC6nH/3oR7p9+7Yhj0dHR7p//74NTXjrrbf02muv6Y033rDDXoeDva/S9vE9kUhE169fVyQSsclShULBqEqbm5uWrPO+g4MDk0dfsWYiku8/oKIRi8WsaR+/CIiAXtPwTbATi8UUCoUMMHvvvff03e9+16jLVN2llztX6SILXQoEAspms/rGN75hwNLJyYk2NjYsaKOCJfXPe8EvUOnwQAiVEKoakmxsNUAr+o+cAxhSqQSsAXRiSMk3vvENvf3225qamrJ+Be7nd5lkSH1QFHtL/HR4eKh4PG5+rFAo2HuIwxjRSuILgASV0vcH8Zz8NFOeH+DN+Pi4VXEJkJPJpJLJpHK5nJaXl+26zs7O9K1vfctAjN/VGgbg6UPCJk9OTlpfX693TqO9f/++fvrTn9oeIRskSOwV+untNj6BCYRePobj8Fgspvn5eYsxDw4OLOZhMIYf+sO6jP17qURDGszg2CiEgw0mq/doAE1E8McYE9loNFQsFhUInHOXk8mk1tbWbMQbZTLfLO1RUE5FzOVyxoV8ngBzWCB/CFq/CqTqy5yQD1DgOYIM8Yf7pSRIksB4NxwCPG/fuzAxMaFqtWp/qEAgeL6khrEl6APlh9qRSCQGpq7Mz89rfn7+C7SVrwLd+7LPG35WnkpGE5p//vz85s2bunfvnn7961+rUCgYVW1qasoanBcXF5XL5XR0dGSTjQKBgJ48eaJ4PK6VlRVFIhGbaAKNj2CZ5yn1T/Dl+aALwwr9u1yewkey4Zu3Z2ZmdPfuXf3N3/yNnj59askEiROlXt/0yCQlnPZwBa9SqdjZJqDzPtGB942RJei5ceOG/t2/+3eGUnP9/u/f9b55x0li73nrPhiJx+Oam5szSkGlUtHx8bHq9br1YDDJBsrorVu3jPrCd0iyIDISidi5Qpwyj030FRb6rvwQB3T/9yV7Plnz/QAkUySSnu4TCoWUz+dt2tTU1JSdz8Jo8vn5eQNTCOrgfkuy0a/1el2vvfaa3nvvPd29e1df+9rXrJotnQcJMzMz+s53vqNer6dsNqtsNvsFqtHvWvYkmW06OzvTjRs3bJhHtVrV48eP9bOf/cyoVQTC3vYQPEMhOzk5sf4dApvDw0PbV/osSRLGx8eNApVMJg3YA0wJBoO6d++e/vzP/9z0lWcs/e4qkCy+b3p62uII+uNeffVVu+9Go6GNjQ3rgZFklFFkjn4OaK++Mud7ZLBfgUDAEhuqJyDasACYSkglamZmRm+++abtp+9/HY5PflcLPWUv4/G4bty4oW73/CwjYjamK5GYITf84doZ180+o0tUckmIqZ7zx7+fsx5effVV3blzR7du3VKtVtOjR480NjamlZUVrays2Oc/b31VOuxlnO/Gz/Kd+Ltut6uFhQXFYjHrmZJkPoJ+Fz+UgHgN4BmQr9vtn6KOH5menjY/lM1m9bWvfU03b95Uu93W06dP9fOf/9yAa/qTiPO4/j+IREN6ftc9tAgySkpXPkPGsPnJRzQRSbJ5//4YeTj2lM9BRzzf0pdwPU/QL1BFTx8Zdr6/q4AZIfQz5z3CC12gVqtZ09j+/r5KpZKVuHyfhG/qHh8ft7Iwew1aw3ePjY0pk8lYw2MqlbIkg5GwGFfOGpmbmxugLg2vYarOy6znUaf8//33sH+9Xk/pdNpQFeQkFAopHo/r1q1bunv3rh48eKDNzU1FIhFlMhkbx+gnLdCMOjk5qdnZWSuxk0AzDYd/RyIR44ODxHDysm/k/11xRp+3vC760nyv17OAL5lM6rXXXlM2m1W5XFapVNLh4aEdmsRBRCS96BR/+wMpqeiAnIJgoa8kyL3e+ahQnhf9B+yfD1x8lfT3sXe+P4pKDlUzqd9ECbWC//M7EtBer6elpSVDprF1fC59Gr7HB7QU6qj/fo9ooxue7jHs+H8fe+evkeWpKf53weD5SNFkMmlnK3nqDUEwI6ux9TSez87O2r0/fPhQtVpNmUxGP/jBD3Tr1i17BiQ8vV7P+vhOTk4GKnTDVfvf9er1egPnFdAMuri4qLm5OUWjUf3TP/2Tnj59OnB+CFOgqO76e8UOkJBJMoDQj5MnmabJm34W+pWkc319/fXXzT8M79Xvy96RgK6urppd8sF7KBRSpVLR5uamPvroI21ubqrRaJivRIfQO4Lf/f19nZ6eGpVI6o+Q5yDZhYUFra2t2djQubk5q1aQUB8dHVm8lE6nB6qivr/w97k8MHTz5k3Nzs7q17/+tX7xi1/YWWkkGT7hJ+5gxDnVRt+jQ6V8uL+X/fWJztzcnN555x1973vf09ramjKZjAKBgNHiJBnQ+Jt09auWRT7fV8C5P/ppOTj1nXfesT6Mer2uBw8eWCI23DDuq5H0oJKU+cNz/Tj6TCajW7du2VCkfD6ve/fuKZFI6PPPP9crr7xiYJS3v5dl5y4l0ZAGAz4MII6D8iGCRaLhu+XZLNBzL4AoO6/3zbRS/5Cbt99+WzMzM5qZmdHq6qpRgnwjkQ9I+Wzpq+U9vmjA7a8JKpAvN8IPJukolUoqlUoDJ2oykpRTraGf+PM4fP9MPp9XJpPR3NycxsbGtLi4qNnZWaOkUeEg0Ot2u9a8+psE0ZfvLivZGP5sFsEeysyzDIVCWlhYMMPvHQsI6Nra2hfOzyDw9eeXkHwROEInwPHD56UHgzKpP0gOlJ4E5ffldFnoqg86GECAbmEIw+GwNdkFAufnllCuPT09teZTKCzsDXKCg6LJjBGNTJ9BHkl6E4mEJRiADTSu/T6TDL93yKFPuAn8+D2AComFlxc/b94nA35aC5/h5TMSieidd96xMYSrq6vW70EQ6RMaPssPPvhdUUS/bO8kDegAk3+gneCQPR0N4AOAiM/AH3Duja+qJxIJG7RxenqqGzdumEPnjA2eHboJUs8zQ+a97fx9AgTYN/7GJkWjUd29e1eJREL//M//rI8//thAgHK5bLIw7EvHx8e1uLgo6RwtzmazWlpa0sLCgl599VVdu3bN9BbwBBZCOBy2xJrqO4i1p/JKX8345N+0ngdAUf3nZ4FAwOhPqVRKKysrev311/Xo0SPdv39fjx8/NsSXsa2xWGxAdqT+WV/dbteYCEwefP3117W2tmZUXCpNfAaI9OLiogWXAIW+wf/3ldxKXzzIj/Gzr7zyitbX11Wv13Xjxg1tbW0Zq2RmZsaS1JmZGZXLZT18+NDilk6nYxRwAF/8DnEOexQIBJROp7W8vKy7d+/q3Xff1eLiotGa8QtMmPqqex5fZA3bORIAb2+CwaCy2ay+/vWvm51++vSpxSRULACSp6enrVqUSqV0cHCg7e1ta3bnsOFkMqmZmRlFo1FNT0/r+vXrWl5eViaTsQpbKBTSd7/7Xa2trRl7iKT6sqtnl5ZoSIPOlwY2jJunWiBQPmiASuGnHNF9zwNA8OjJmJyctMa8WCymt99+W9/73vdMcEkyPPfZG1sE4atGqJ5H8xj+Po/esUdMmyGbx7n2ej0tLCwoEAjYAYU0kzLFolaraXNzU/V63UYNz87OKpPJqNc7p15NTk5qdXVVc3NzRr0AtWKkMA1/zB1n77gOf0/+Pr/q/Rz+fNAL33vA35OTk4auSP0GWLJ/mq78gYPsv6dnIIN+6pKfvQ//lkTGH/4Equ2v8fe9vE6ge15HCGThtl+7dk2ffPKJdnZ2jLIDXxcd9w1/oVBIyWRS+XzeSrc+4SLw3t3dtf6Vqakpvfnmm/rjP/5jXbt2TXt7ezaowY/l4/p/3/uH/UK+kB1ky/epMWQAu4it433e1vF70Dw/jjoSieju3bv6xje+MdBbhiPztFL+z579ocmfNMglJsnAtlBx9b166CiVVj+EAFDJo/0kgLdv39Z//I//UWdnZ1bpQDepMOKXSHw94EVw/4cid+gv14oMLS0t2TTFra0tbW5uWkArnTfLplIpJRIJoyoSaKdSKd28eVNLS0vK5/PK5XKanJy0BlOAEz/mlf31h4n5SYb+z+96n4b/7xNX3ycpyapWgACLi4v65JNPtL6+boHf4eGhyuWyTbfkXBr2AGDOH3zGxC1YBcg7U/foYYAu5HtG0YnfZ5LxvMW1pdNpffvb39ann36qmZkZXb9+XZ1Ox86LWl1dtaA3EDinHv/qV7/S559/rt3dXTWbTe3s7KhWqxlNvlKpmH+YnZ3VtWvXTKahdXPgoaQBn/28GOv3DUj5WITYw+swrAcA+W63q29961sDE6k4zysej5uNnJqaskZwhspAq6K3FEp0Op1WPp8fsHHtdttk3YMp0uWzeS410ZAGg0AePI6NjJ8/IH2+ZAYyQPlN6qMu9BR4LtrExISVfJhmAJLiEUCuw2e7HhXi2n9X68u+i4eNwLEfBDSSBqo/6XRanU5H8/PzKhaLOjg4ULVa1cbGhvb29pRMJq2h9t69e3rttdcknY/IjcfjmpmZMRTAj0gLBAJG38KoDPey/Kb9uqy9/E379Lz/+/IyckciwOv4N06Hn8ODJOHgWTCGTpIFNqCoUPnglZOgkDjzHZTJ/1CCPNawYaE0C9oCfS+ZTBrC+ejRI21tbanZbKpUKunRo0cGIlD9INFdXV3Vv/k3/0aTk5MqFAra3d3V48ePDX3mRFk48O+++67eeecd432/+uqrAxSM31Uj6UUWwAAygB2Dgwt6RdDsA2lsHXoFMu0ppSSvoMWSjKZB4yrX4Ok9XJP/7D8U+RvWX1/xed5r+TnVWRpJofn56rY02HBMZW18fNySXhwrqKHUp9Oi1z5J+0MK9rhfnuVwpZZrJtCr1+vWKF8ul9Vut5XJZFSr1XT//n0dHBwYvXNyclJra2tGNzs9PbU+BvYKHjm9kvzfJ8nez/4h6ay3dz5OkQZ59JzlwkGDDGXZ39/X8fGx9vb2tLOzY6OrY7GYut2uvvnNbxpwR8WW+IR4Az3kNHaAVipNXo95xn8osucXIN6tW7e0urqqg4MDG8/qB0/4s2jeeOMNvfbaa9ra2tJf//Vf69GjR3r48KEqlYru3bun//Sf/pNVgSUNJGeAVIFAwCZfftlz/EPaL0/N96A3i5gE2YjH43r11VcHjisIBoPWa+Ur35IGwE0YLLB8fJIPI4A+Sj5nGAT4Kvbu0hMN6YuNpvwBDedmERKoLWRfBII4XWgslISY/kDPAE2YPBQc7fAD9ZzAP8Sgj+WRO3+djJsFKUfp4HaPjY0pnU6rUCjo9PTUDoY5OjqyqkQ+nzfBDofDNg6TQBFlmJycHGhC9Ur8h7pQ4uGAyicUvhHeV4kkGWqAgWcSF8kXiBeJGLPgGb9JZcRz96lG/aEZP7+GkVEMGyiuP0skHA7r9ddf161bt6yJdG1tzQJj0JXNzU1tbm4ausWIyZmZGV27du0Lr+90OlpdXdXrr79uAYyvSkp/WAHL8PK9Luwn5wn4/jBsnU/ePZ0OGUTW2D9J1jflD1IjCfMy5xMMbOHvs6/gyxbXh69g+eTfo4H8oUmWpMAHtATE2Df2ApTd+xo/zYfAnX0apmf9oe2dNJhgePDHByWJREKzs7Mql8sKBoN68803bW/29/f1q1/9aoB6S4BI1cIPCmHkJoka3++pq76i/PuoYrzI8nJHgssi8KeqkEqlBnoL1tbWlEql9Mknn+gv//IvVa1W7RyC2dlZvfvuu8pmsyZPBJBUcdFZkjZAQ/TVVx//EOWOPfP2hThsYWHBkgRvh7h/qvueHs7Y7oODA52cnJiNY7oen4Mf5cwiT/9D7r0e/KEt72O9nrIPPm7hniUNxCkAV/zOg1b0DmED6e3juzzjw9vL4SrGV7V3gd4f4lO5Wlfral2tq3W1rtbVulpX62r9f3r94UKEV+tqXa2rdbWu1tW6Wlfral2t/8+uq0Tjal2tq3W1rtbVulpX62pdrat16esq0bhaV+tqXa2rdbWu1tW6Wlfral36uko0rtbVulpX62pdrat1ta7W1bpal76uEo2rdbWu1tW6Wlfral2tq3W1rtalr6tE42pdrat1ta7W1bpaV+tqXa2rdenrKtG4Wlfral2tq3W1rtbVulpX62pd+rpKNK7W1bpaV+tqXa2rdbWu1tW6Wpe+rhKNq3W1rtbVulpX62pdrat1ta7Wpa+rRONqXa2rdbWu1tW6Wlfral2tq3Xp6yrRuFpX62pdrat1ta7W1bpaV+tqXfq6SjSu1tW6Wlfral2tq3W1rtbVulqXvsIv+sKdnZ0v/Kzb7arX6ykQCGh8fFyhUEiBQECdTkdnZ2fqdrsKBoPqdrvqdrsKBAIKh8P2ukAgoHa7rU6nI0nq9XrnFxUOKxw+v7Tj42Pt7+9rf39fExMTmp+f18TEhF1Du91WKBSy7+92u+p0Our1egqHwwoEAgoGg2q1Wjo9PbXfhUIhjY2NKRgMKhAI2Pd3u11Jsp8Nr/n5+RfdMlubm5sD//f7wN602237EwwGFQwGFQqFFAqF7Bo7nY6Oj4/VbDbV7XYViUQ0NTWlSCQiSep0Ojo9PdXOzo7a7bZmZ2cVDod1dnY28LxCoZAmJyc1OTlp7zs5ObG94Vnxh2fY6/Wee23sHdcZCATsOfjnurS0dOG929ra+sLPkJler6doNKpwOKxgMKhOp6N2u23XIMmulfsIBALq9Xo6OTlRs9m0a+UauVf2i+sfGxtTIBDQ8fHxwJ4cHx+r0WhIkiYnJzU1NaVAIGDyFYlEND4+bvvk94Tv5fnzvufJ3uLi4oX27aOPPhr4nF6vp06no1arZfo5Pj6uyclJ00NkDJ3u9Xomj5FIxK6P90tSJBLR2NjYwH6xJiYmNDExoXA4rFarpVqtpmazqbOzM/s+9igajer09NR+f3Z2pmAwqGg0qkAgoImJCY2Pj0uS7X+v11Or1bJ95Bn69cYbb1xo3yRpfX194P/sHTaF54mMt9tt26taraZ6va5arabj42N739TUlKanp5VKpRQOh9XpdBQOh9Vut+2ZBINBxeNx09lOp6OjoyO1Wi2lUinFYjG7x1AopF6vp2azqVarpWg0arLGdXU6Hfs3dgYdCIVCZmO/zOZdu3btwnt3eHj4hZ/x/aFQSNFo1HSB72bv9vf3dXh4qN3dXR0eHur09FThcFjz8/Oam5vTwsKCpqen7fqDwaBOT0/VaDQG7GY0GpUkFYtFlUolzc7OKpPJmA5Lsn33Nm5sbMx00e+J9xHDOvU8mZOkTCZz4b179OjRF36GD2u32yYTwz43GAwqHA7bfZ+enur09NSunX3m/Vw7+h6NRjU1NaVut6t6vW6y2G637TrYH77T+wlkib3jefv9ep6P9XLg182bNy+8d0+fPn3uz5Ev7tvvCXvAz7kuH3/4n4dCIXsfMkFcgT8mNsGXt1otNZtNs6ETExO2741GQycnJwoGg5qYmFA0Gv2N+4Os+XsY/t3q6uqF9+7x48df+BnXzopEIopEIur1ejo9PTVbiA6gR9hubHOhUNDe3p7ZoUgkomazafe9tLSkXC6n6elp9Xo9HR8fa3p6WvF43PaO/R4bG1O9Xle329X4+LjGxsbsD9fAc/HP2PtZv6/D9u7GjRsX2rdf/epXz/05vmFsbEydTkfNZvMLcR0622q1VC6X1e12TYcqlYrJD7HH6empxXrIio8Le72e6SbxYbvdNv8wNTWlTqdjPtT7ncnJSfs8YuLh++E5D/t4Sbp79+5v3asXTjSet5ncJMr4vKDNB2VcZCQSsY1g86W+4hOE8zmNRkNbW1sKBoOanZ21G/dGjg3CoPjERpI9XP/7Vqs14HhZw87jy5KOy1jeiXHNPrBhf7hHAqvT01OdnZ2Zczk7O9PJyYkODw+1vb2tQCCg6elpRaNRNZvNgfvDoXY6HUt2WN6Y8v1ciw9yfCA6nLTxvFGW5+3py+wXgS3XhEI+z0Czp9Fo1ILZs7MzS05arZbGxsYsgOb9yKtPBGu1mgWNOBbpPBkul8sqlUoKh8OamppSPB7X1NTUgDHmGrk+n9Sw/D69rNwNO1K/J37ffGLm94GAKxKJmBH0eszzRe9x0MgDwY131BMTEyZTrVbLko6TkxOdnp5a8IdjZv98QOj1xd/rZe7d8D7y7LhuH2z5YG5yclKtVkvFYlFHR0d2/5VKRZFIREdHRxofH7dg7Pj4WCcnJ6pUKmq1Wpqenjb5RjdbrZZyuZwymYw5aV5DQJ5MJnX9+nXNzc0NADg+yfZBgf/372Jh07D5LOxzr9dTJpNRq9XSkydPTK7a7bY2NjZ0dHSkRCJhn9PtdlUsFlUsFrW7u6tyuazT01MFg0Gl02lNTEzo7OxMlUpFqVRKN2/eVC6Xs704OzvTkydPVCgUlM/n9frrr9vvv0xnhvfKy9xXsY9e3tEpqQ9W+L/xxSTu3kcgA9gr9A95DofDFkTyjPz9Eih7kHDYz/PHg4ren3lZ8zI4fL+XuYY/H38m9W2Hjz14vQcjkU+fqHiglNd4e0Ws4ffIxx/48cePH+vp06eanJzUtWvXNDc3Z4AO3zWst/7n/rqft5+jLp41+4Ss4MuH94JrwOYDDheLRT1+/NhAJkkGhJRKJZ2dnenZs2eamZlRLpdTJBKxz56dndXU1JRarZbZ2WazqcPDQ01MTCidTisajSoej5tNIYnzsQ7X+Ty7d9n2z8ey/HsY7MGms1fValW1Wk1HR0dqNpuWfNTrdTUaDdVqNYt5AKv4DpKIYDCo6elpxWIxiwMB8fBPgFSRSESxWEztdlvHx8eWePjnyv55kHZ4D5+XcPym9VKJhtTPGIcTDY+ec+HDiHk0Gh1wpl7Z+cxms6mdnR0dHh4qkUio2WwaEu8/F+cvnQsziCvOyr/+edfiHQz3NWwYL2P5IMlfzzDizr/J6FEgnAhISqVS0eTkpCEk5XLZEGBJpoySDNGKRqOG7nW7XR0dHalerysUClmATDbs9wZjOTY2Zqgs6Ndw5cAbdAT4MhaBJ4aPvfJBMMZ/uJIhnSdZvA+lBnFgf7yxiEaj6na72t/f15MnTzQxMaGbN29qfHxcp6enkvo6cHZ2Zvs4MTGhVqtliQwJ4TBa8DyDd1kBs5df/wdHwnX7Kgp7B+KBrPnroBp0dHSkUChkwTSoSbvdtuSNxAInTMLsqwE8k0AgYGgZlSGCqLOzMwuWfJDv7+8y9254PU/G+A6QP1C8arWqUqmkarVqSQHvq1QqCgaDtn/VatWcZCgUMiT6+PhY0nkyV6/XdXZ2psnJSds3UOjx8XHNzc2pUqno0aNHKhQKSqfTisViFpgOByz8IRH5qpe3rTg+roHKlXQuVwcHB9rb21OxWByQn1arpV/84heGEDabTW1tbalWqw04xlgspmAwqJOTE7VaLW1tbemDDz7Q//t//0/T09NW/UkkEpqYmNDy8rLOzs702Wef6fHjx5qdndXMzIzJr5en5wWuX5W88XneF3i99SBAr9cbQDEbjYYODw8HKhiZTEbpdFqhUMje60Esn5wSNPJa7IH37a1Wy2SbAG8YaOL/w4DAl63L9LPPezY+yCTuQDY9YOCvxQfSvIaqpiRDhWEbsEf42Onp6efeG0BgMBjU3t6eQqGQ5ubmBlgOvG44yBuOVfj8y1oeRGYRQ+FXkRPk7+zsTK1WS+12W5VKRQ8ePLD78iASQfDJyYkajYai0egX9qjX6+no6EhTU1MG1rAvp6enBp6mUim1Wi1FIhElk0lLOHhOwwmh39evItnwftT7CW/v0Cn2lDjk7OxMBwcHVvWPRqOq1+uqVCqm75OTkwPsFRgsyNLk5KT5FvYlHo9renraPvfk5ETpdNoqvK1WS5VKRRMTE0okEpqamvoC6P48mXseSPqb1kiJxvOEfJiy4jcyEOhXKaR+wI9g8lqPghMEUk5HuAuFgjKZjH0Pm72/v6+joyOVSiV97WtfM0oI10sA6RUIRzuMPviA/6tE/IaTGZ/4PC9I9ihlLBYzJW40Gjo+PjaEj2Tg5OREqVTKAjicOihyNBpVo9HQxsaGjo+PNT8/r3g8btQQT0kAUeM5+8CO6yIw9ygcSPhlLPZhGNX2Dg6jx8J5ENDynlarpXA4rGazqUKhoGq1qnK5rFqtprOzM0MGp6am1Ov1VCgUtL29rYmJCY2NjSmRSNiebm9v6+TkRPV63dAWyr8Eyb4K5BX3qwpUvPw+L9Hzhtfro6fqeSMJ7bDb7arRaJih6/XOy90TExM6OTmxys7Y2JgymYwymYyVdOPxuCYnJ60UjJEjgYZCxT4cHR0pHA5bIOPRY563p2kMr8tyvn4vsVF+byQNJELLy8uamJjQ/fv3VSgU7LXBYNBQ92AwqEqlomq1qlwup7GxMdVqNR0cHGhsbMycCvZtd3dX0WhU4+PjOj4+Nueaz+ct0VtfX1c4HNa1a9d0/fr1AbQK++ZtznDSe9n2btiGkiR5IMKDFdFoVGtra5qamtJPf/pT7ezsmH53Oh3t7u5aUlcsFrW5uampqSml02mVSiU1Gg3FYjEtLCyYw/WVDwKXbrerlZUVLSwsWEL99OlTJRIJpVKpAUTXJ7TD+zW8vgp/4X2S/z+JoiQLXggw0MGtrS2FQiHlcrkvoOW+4ojNbDQaKhaLmpiYUDKZNPkGEIDqw3MdBmU8rcu/hmTJ7+VX6VeH1zCQ6O3HsGxiq0gg8HcAa/gF/iZ4Ozo60pMnT7Szs6OzszMlk0nNzMxoZmZG6XTaKJGAT9I5IFqtVg2cAtTy1yh9eWXa//+yk7RhcELqVzoAQD1rBJClXq9rY2NDjx49slil3W4PAE2VSsXe22q1dHR0NJDgDrMwCIixu57SVy6XDaghwQO08cDacJx12Xvmkxpp0Pb5eBJQ3H8/1YVWq2XJBp/pKdj4cvbMtwIcHx/ba1utlgHz8XhcExMTikQiBuYTHwJceX/G85UG7TXXMup+jVzRGH6AfuOkPq2C18Eh9r0SnlZRLpfVaDQUj8ctcTg4ODChJDg8PDxUqVRSPB7X2dmZms2mNjc3tb+/byhXu93We++9p/HxcQUCAQt+cSo+YPHXzt/Py+AuQyiHhdCjKHDTfabtDT0BFdffbrd1eHioYrGoRqNhVQmQz2g0qnK5bMEynHEMQrPZtM/d399XIBCwIBk0a2pqSs1m0ziow+gPz8WjbD5JQslwQi+7vPIOG5xhw+wRF/YReUQGT09PDX2u1+uqVqtqNBqWGJyenurk5MQQFsqSn3/+ubLZrAVvxWJRtVpNlUrFyuiBQEArKyuKx+OG+qOwXhaGg2e/nieno+zXcIDpn43/fF8VxADx7KhiRCIRqyjyGpKpQqFgOkvwQoLBfgIAgOR4brckk7tutzsgz8/T1WHDPoycXoYTGd4zPnsYMfX0wlKppJ2dHdVqNeMiLywsKBwOq1wuWwDj+2QIWNBvkivuC2QfOwbIsL+/r0ajYVzlpaUl4yzzjCQN2BJfEfqqKxrDAZIHU/g5P+t0Onr69KmePn2q09NTq+osLy9rfHzcbBaJbzQa1crKisbGxowbDkcZRww9AN2jYlav17W3t6eTkxNNTU1pbGxMCwsLSiaTA3TH4ST2eXL1VQfNw7St4YSHIIHX0qdXLpcVi8U0Pj5u7AFkiGAR+YI58Itf/EKxWExvv/228vm8JiYmzE/wWnwR+1Or1RSLxcymgG4P2xevM57W59dlIvO/afng2csfQViv11Oj0VCj0dD4+LgxCTxtl8oa1CDAKCi24+Pjmp+f1+3bt3Xr1i2l02mzeSRu1WrVYqHd3V3r4ZIGwSDfMzIMUPHzy9g77yu83/bPKRwO6+TkZEAW8KeFQsEAAoCOXq+nWCxmgS0y0263dXp6qoODA6MNgcynUimTsXq9buDz5OSkJRLhcNieUTgcViKRUCaTMTbHcKLhn7Xfq8uM7Z63n8OJBnvabDat8n18fGz9nlwnyRP+dWpqysAqfDXJKX6DBKLRaKjb7apcLpvPabVaisfjmpmZ0dnZmWq1mqLRqCYnJweqt8PVveclv+zni4LIF040vKB7KsHwQyTwmpmZMU5ypVIZcMhkXxjGnZ0d49Hv7Ozo4OBggG7B54Don5yc6OzsTKVSyb53bW1NOzs7qlQqFgx6dN0bOl9e496+DGG+THTUL/aiVqupWCwa6gsK4ANCUJVisaj19XVtbGxYNeP09FRHR0dqt9tKJpOWtO3s7Cgej+vo6EiFQsGcN6goiptMJnV4eGg8P5pvud7hkqlHtD0NjQDSBzPPC6JH3Tc+D4fJd3pj4pEhAjOqFwQYhUJhIGHq9XpG1UAGcTokCSAHz549s6ZJkrBGo2E/Ozo60v7+vmZnZ7WysqJbt25Zc+hwkPVVBSnDiTP36BsTfdDBtZEgHB8fG0oPBYPnSiJANY3AjqCX5vjt7W1riDs7O7PAb2JiQvV63QYQIIvI+8nJiaLRqHFJh1FFZAxHhwx6ozcMgrzM8vvD8olzIHDOh202m9rb29Mnn3xiSWsweN7gnU6nJZ33VFQqFUtGkFUSB9+bMD4+brKdSCQMqUZu0VOSlnQ6bc799PRUiUTCPov98TL/2xD6y9gz6YvUvWGdJfBaX1/XP/7jP2p7e9uuf35+Xul02pIwUL9PP/3UnOvs7OzAnhSLRXtGgUBA2WzW5LNcLlsll56Qg4MDXbt2zRBqnPuXVbmH7+9593wZyyc66CrXARqMH/P2eXx83FDSfD6vyclJa6KlbywajVrwEQwGVa1W9ejRI33yySeanJzU7du3LdmVZEEifVVcF71rAALj4+NGe2w2m1+4H1/1GN67y9LZLwsi/Xf44Mn7LZKubve812Bzc9P+D2iSzWa1tLRklD7pPCkgIKaaBve+UqmoWCxqeXnZegvW19f14YcfGpq/vr6uWq2mtbU1LS4u6uTkRMlkcqAq6fdnWL+Gg+eXWcN+3e+dj5egQknn1eeHDx/qwYMHikQi+s53vqNer6fHjx/r6OjIZPfk5ES1Ws0SjUDgnG1RLpc1MTGh4+NjTU1NKRqNmu0vFApqNBrq9XqKx+NKJpM6OzvT0dGRAoGAEomEgsGgstmsgVrD1QSvv8Py97L7Niy3vhKErnIN2BfkAn8AWByNRtVqtTQ+Pm66BpPk+PjYkj/8se+3aDabFvfBeGGfqtWqpPPk5tNPP9Xy8vLAcJJmszlAKx8eTIBcjApMvVRFg7+9oLOpkUhEJycnevDggSYmJpTP542TGAgEzODBa280Gtrf31etVlO5XDYhI5iTpKmpKSUSCe3v75uzQCHoyJ+entbCwoLq9boSiYTa7bY13PR6Pc3NzQ1MqOLPlyUZX0UgOIzqgLbX63WbLhCNRo1H57l4TGe5f/++NjY2LHmjIhIIBEx4CYCi0ag1aBFodjodcww3btywvXr48KE1HuVyOS0tLRkv3pc1QRClLyJsngc5jPy+zPJK6zNq/x3eWRC8+n6WQqFgDaRk/V4WoPAxAcknKfyuUqno+PjYkK9e73yKFcpeKBT09OlT5fN5HR4e6uTkRGtra4YQ+n3yiNGXoVKj7J8HA7huvs8nODw730DKcw4Gg4bK++keGEVKuExXolJG4EF16ODgQKlUyiYnkcgR/JL89no902NkM5PJ2D1AuaJqxM99xc/v2WXqrq8m+CSDIK/X6+ng4EDPnj0z+8c1IzPII2BBvV43eihNkuj70dGRJfvod7FY1M7OjsbGxpRMJq2BMhQKGdWqVquZvZyenrakEOrB8yZ3fZXL66v0xYoG17+1taVf/epXAwlmKpWSJHOSJLelUsmccKFQsCoF9wMANT4+rng8rmAwqOPjY21vb6tUKmlmZsYqwouLiwqFQtrf39cHH3ygTqej+fn5gf0ZDra4D3+PX8XydnQYFMCGE/QjP1S5Aa6Qgb29Pc3NzSmXy9kwjKOjIx0dHanX6+nJkyf65S9/qVKpZJ/Fs/GVRxB8388BYEDQzbV6ygu64/VyuMrt6dWXtYb9OM90uAJKEM1eY8fq9boODg5ULBaNxknln2o3+7K1tWUVTG+jdnZ2tLe3Z424Y2Nj2tnZsYT47OxMh4eHyuVy5p/j8bj5sBcFRF9Wl72s+70BqPXyNzY2ZnTOVCplVW/0N5vNGo2bfaUqjv+AEiQN9tvipwCwyuWyqtWq9X8cHx+rXq9LOk+AFxcXlc/n7TqwN1NTU5qcnBx43l8FuDcclwzbO/YL+8WkvGq1anHU6empSqWS+VX8AJUgTwfns6FLAtoDWEML9/rrWQhMAbt27ZpVdBkklEwmLSa6zHhkpETDJxnDDoRGYYLl3d1dtdttlUol5fN5pdNpc35nZ2cql8v6/PPP9etf/9qQZownKDOBOFmgr1Dwc5ojNzc3df36deORt1otHR8f6+DgQI1GQ++8847W1tYMPaXk5wMVjxqxLrM0yfKoCkJBEhWLxdRqtaz0ze8bjYYODg702WefaWNjQ71ez4KXTqczMG2FoBEk2E+qAknFkNJP0Gg0Bhq4ksmk0um0fT+0DZqhPUqAgxmWkZdFW3je/Bv00v8bNA+nxvUSdJycnFiJ8vT0VPV6Xfv7+6pUKgONj54/iXLHYjFJsmQDpI7eAl6PMwa5L5VKOjg40OTkpBKJhCRZsI38e8T0shffQZLBNfuKBg6RSkWv1zPDRqKxt7enRCJhiQTGH2N4fHxsuknvj3RuCHd2dlQqlTQ9PW0UGF85GU4WYrGYIdn0a4TDYZskVCwW7do8hWNYvi4D4RvWf0+pkfoBFfcA6EFSC1qJM2FCCtQA5A1ncXZ2NjDmkWdGMgZd4ejoyGSq0WjYtVUqFT18+FDhcNjQr5WVFUUiEQNlCJZ57j6I/iqSDr7TDx9An32CT2DBFK1er2eyw72S7GazWQUCARWLRbXbbe3t7Zntk/r9MiRpOHLvo+7cuaOPP/5YsVhMyWRSlUpFn332mRqNhq5fv65cLme6gn8Z1tEvQ+ZH3ccvc+ogv1IfbWZ5P0qP2ePHj63avbm5aQNDzs7OrNJWLBb17Nkz26vd3V3bx0AgoPX1dS0tLVk/pEfuqbZjk6empuxzSJJ7vZ75reHqEPs0vF6myub90PO+YzhIx+bhO4knGC4wMTGhbDar9fV1FQoFa1iuVCp68uSJjWGWZOCJ7wFMJBL2+UdHRxZYEm8cHx9bP0Gv17MeN9DsO3fu2EARXsN1f9n9v0wA7ffOo/EePObeCGLL5bLZYpLWVqulBw8emJ2Lx+PWe0dMQTziwWSATOTZ05epXELZIrYhYP/000/12muv6fj4WCsrK8pms+r1elYRYuAG9/ZlsjPKGk4C+Q4vj8Sx/KzRaNiglXK5rIODA/OhjAcn7uV1NN0TKxJ/0d/DM4lGozo6OrLPQDaJNfD7p6enKhaLllxcv37dEmb8x3Cf8zAw9aK0KemCicbznNKw46Vc0+12jW8HqkvFIpVKKZfL2SjDzz77zNB2Gs74bJ+ZURqHW0pCg3GbnJzU9va2CoWCfS5Nk766QTYdi8U0PT39BYH+KoK+L3MiwwaEe2k0Gtre3tbs7KyNXWw2m0YboPQI+hIIBIwCxef4Z8QeEvz4czzq9bpKpZLtRzQaVT6ft6rR2dmZYrGYcSN987ensPiGIS8rX3b/F90//7k+yPSBi9QP2j23E2d9cnKizc1NqwYRRGDUWQS+BNNe0Twv1XO/mcCCbGEsoK0RyIM4kLT5syguc3kjyJ74/hkCAPi/kizQ9c2wNIDS08JEm4mJCTWbTe3u7qpSqRhtguSWpI5kv9FomGOnogmqH4lEVK/XNT09rdu3bxuqxwQ59imRSKherw8kGsPBF+sihvB5a9hxI1/If6PRsHI/PRaSBmgqpVLJStsnJyeanp42PUW3oBP454A8ePpJIBAwagA9C1Q5+fzd3V11Oh0lk0mtrKxY9XFjY0MrKytfAFGG7/FlK0H+c73uY6+hWxDMcY8nJyeKx+NW+SGBODo6MnSewHdiYsKcNMG1JLPlyAkUIhI3eNxnZ2fa3Ny0yjZjNIPBoMlyPp83NP6jjz7S66+/PqATvymwe5n9G5ZZkiP/b199pQF3c3PTaJ3r6+tW0UcuQqGQjo+PTe6KxaLK5bK9n36DXq+nra0t/fjHP1av19Prr7+uTqdjwAx+nYEX7B/7jU1G7z2izT18mX/1gMgo67c9Dw+2kIh6oEiSJaRjY2M6OjrSo0eP9PnnnyuZTCoWi6ler+vp06eGsMOJJ3DudDqanp62Ki99BJVKZQB8wB9RnSRYr9Vq+uSTT3R0dKTbt2/rtddeM7T6t4Enl4HU+8/H1/HZ+Fl6fsbHx/XkyRObBOrl8cMPP7SGeJIOGo3Rc5grJFp+nLkfbkCSzLX4/Wu32yqXyzZtL5lMWlJIAO7ZAl+2f6Pu3fP0dTgYpx8HmfLTKumB9WcuoTOSBs5p8XKM/zs5OTEKFT0b+CMAFnw68kjMdnh4qG73fMRuOp1WLpdTt9sf0e790TB19KLrhRON4YyX5dFmqe+Euahms6lqtWrKTYBGI96zZ8+0v79vmTxla6ogzJ2nzAYtCP4oDS6eVtDr9bS9va1ms6l8Pm/GAIGt1WpG4yKTBv32xm44WB5VGDESz8uqCWhRCqgono+cy+V0fHxspbbT01Otrq5qdnbWhIpM1CMmHJZGUEKiRqI1Pj5ujZIEikzHIEAiSQSxyWazmpubsxGRNHDRzzEsjD6ZGnXvhitnPAvQZBSI+2SPaOBuNpuGGKyvr+vp06eGjEv9xISGSZAnT6viez0XHEoKDfdSv4FPkj2PWq2mra0tjY+PK5/PG+c0FotpampKExMTlpSDNL9sssv4Yh+ocP1cdyAQsMoWXNBQKKRisWjViUajodPTUx0eHlrjPCgWDaAkvFSPhp03zaHVatWGQpCYVSoV1Wq1galTPF+cCRQaEj+a4o6Ojiy49zLhZWeUNVz+9ssnjyBHx8fHWl9f10cffWR7CVUTHn2v1zM+LI5hdnbWqpQEg9gCOPH1et0axnO5nMkZ1+JlvFar6fDwcABhZEjExsaG8e69Q/N7dRkVjd+2d91u16h1y8vLCgaDOjg40N/8zd9od3dXk5OTZr+g7VENm5ubs4O8SHyhUkAPTCQSSiQSVhEmkR4bG9Pa2ppxj3Gi9BkBaNGUCe3n448/1o9//GNr5iXgGZa1ywjyCKCGF9UuqoXsL+gu999oNLS7u2uz9ycnJwdGUe/v7yuXy5nu+RGtJAXQLAqFgn7605/qwYMHlpgB3GSzWd24cUO3bt2yBIMDFQl4aEDF9pA8cn+/rbpx0fVlweTzQC+f+HA9+JFu97zf7v3339fPfvYzPXr0yGw9to9ePPobqXYx+Qf5oNkZOQY0IMkBnSZRo/pTrVb1+eefq1araXJyUrdu3bKBLkdHR9ZUfhn79mV76fcQALbVatlIbZIAKjUkGgcHB5ZM0RNJNVyS2b7FxUWNjY3p4ODAgCzsO+Ae8VgymTSbAPAFgBiPx21v9/f37ffEJwAcALLDidPLrGHwc3gPsbNQviKRiHZ3d83/UplBN05PT43e6hM7mDmAqcQ49Xrd7JA/8HF8fNwmhnKNJHKeBSL1Aa3d3V2zx4lEwnwbcZXXl2Ga8ousCycazysVey4mjvTk5ER7e3v69a9/bfN8PQ8tGDyfH12v1wfKS/l83igGNCijqGS8yWRyoIpCoMNIL+gp4XDYpjpIUjweNyOBs8LRwZ8keRnmj77Mel6CJg06FsYSPn361BQY4VpfXzdqGLxDmqRAYKQ+Zw9nSMkNQ0gwSTbMNYDAQstglj1JhiRDqdPptL7+9a/r+vXr9t6VlRXNz88PNIt7pPllaCxftndSH7EnIYAyVq1WrULGBDMqQMVi0RQaZcMpEHTDxZU00EtE4MK9sa84HZBlT9+SZEby4ODADMze3p7GxsaUy+U0MzOjWCxms+4J+CWZkbzoGp4wM7yP3tjw3AncSCpocPe9FpS+MVDIaDweN3oOiwTPB2YYfhyJT+i4Hji4JMHj4+MDjanYCz4HWfA26mUdyfD7vb3B5k1PTw84jWazqe3tbbMxoL1UbvzIWhzC3NycVTPYB16DPeV5Tk9PK5vNWoVof3/fHBOyid5Dr4TfTICaSqWs2d/b8+eVxl9m7563qIZS9cMZb21tqVgs6qOPPrJgjEZFpkB5OUZHl5aWjM7ISGXAAgAc5CSXy+natWum4w8fPrTA0J9Bsbe3p5/85CcKh8M6ODjQ3/3d39ngAp4NAcswHedlAxcP0kkaCFTK5bKdmswEso2NDbMT2Bj8Y6fTMcQY20+jfDAYtMq1rwwnk0mj1VIFou+g2WxaABQMBlUoFHRycmL+Fp2gT1KS0f/8hBypP4Pf26SX3TtPpZW+OHHPyw+9XpVKxSi16M7+/r52dnaMftbrnTfGUo3DZiMzPmFD7qCpoKfIKL4Yf4FO0o9GkiPJbO6vfvUrhcNhzc3NaXt7WxsbG1peXlY2mzVZ4P4uU3eHQSrAPJJRmrahJ0oyH0tDM/LQ6/UG+hGw/dPT0wYYRKNRJZNJ6xfgD7aNnklJRnUHtCImCgQC1veyvLxsNtL3agyDoMjOZazhzwZUr1arVl1luiXDA6giwjBBntBbYg//e5K7arVqsTXf6QGk8fFxi8eJafGpUNpIzIjNp6endXp6aiA1dtTTbf3ZMS+6Lkyd8vx4MnI2FNS7Vqtpc3NTn332mYrFohYWFoxuAf0H3hgXS/MzzceUxJlqIfXPQmAcF86Kcp7nz7daLW1vb6vVallTNZtEqQ4jub6+rmazqe9+97vWDOOrMpe1fAbMnhG4bm1t6cGDByqXy5LOlRbB4ETITCajRCJhiKBHo9kDeNtUfTz1RZKVxSQZ6k8zHwg85bT9/X1LTgj2mPUPYlipVCTJ0HqCCc+9/03l8t+2hukXVMb4HpwLTmNra8tGxgUCAUN5/Tg9n41TdfOnfEsyeZEGm65QXJyPb4ikskRyxug4eJTSOXJwfHys3d1dQ7lXV1e1sLBgAdT09PRAGXkUGSRIBQTwdAsf2PtkF91kYlyhUDD5AEggCWJvoU8RsBBA+AZ6nAKNlNPT0/YsaDTneR4cHJgckzQHg0Fdv37dnBCBH8E+9+QpVJeJ9vnPRC6GkefJyUnNzs4axxZj7IEAknWWn/nuZRP5xsZhN7Fx6Dz9GfB1mT1/cnKiX//61/rss880OzurhYUF3b59254x6D0oudcrn3yOulfPC3y8z4DG4xOBxcVFbW9vmx6jZ1AMofvAA+ezJyYmrOIlSclk0hrA4cd3Oh0lEgnzG6B99Xrd+vp43fb2tv7zf/7P+m//7b8pkUgom81qdnbW9s77HU9nuAx5Qx8JVnd3d20iD/YFegjBOoBdsVg0uwPQRx8AwS6ouyQDDHju2WzWpvfgy+m/ov8FP9Tr9bS3t2f9Z9evX7eBL/h0qKhUL6FaMtnmt9EeL7qGAQZPM2m329ZDIp2P0t/a2rJ9A3gqlUrW20R/Ik3ZVH1IwHgNh5b6fi0SDR+kAZRw/4lEQt1u13z0+Pi4Aap8/tHRkd5//309e/bMDpjc3d3V7u6uNUBfv37dfNHLruHkDH9E0gQIy0GkBPw8T5gAJJv8nP3FPwLG4eMmJyeVTqeVz+claYAeT78P8RJxiK9aMGSFs3Q6nY5u3Lih09NTZbNZo/D6JJpA/nksjIvsFzLmQUv2i0qiT7T9tEfiOABRYjgqNr5HAtnzQHi32zVbSYwMiA4YwaI65OMavhedPTw8tFhvfn7eYjwqvp4qz9+ebv6b1gtL5/MQL5whATGBV61W04MHD/Ts2TNJ0v7+/gACys2BqlD2kc6brTCOGAdQJEnGZw+FQiqVSlYOooEaR8ohOjh6OLkbGxv6x3/8R2WzWTvwiqDhyZMnunnz5oDBH77/Udaw8/bOqdvtamNjQ7/85S/18OFD4ypDcaC/hHIY9BSUlRIlAozxBk3xhpBA8PT01MYDI7QEpiB3CBF7ODExYRO7aBr0yBSBulc0n0iO2oPg99wrszcScFur1aqePn1qyDpBNtcHgkpixt8YHn+CqT/3hcqFpxuBEhLESzK+PcEU+8fzODo6ssbccrlsE2FisZji8bg5EyhtHvW96CL494YFeRsOIqGa0WOCQ2AMIXqIjuKIfMnXJxlcL0bI34undIF8UpqFBrK1tWU0o0KhYGfAzM/Pm5MJBoM2qADUyFMThmXnIssDKnye73FhwswHH3ygGzduKB6PG2ebwQG+78snEOgBaBK/Rw+RHWQPmeIZkLBCtSSQYr+DwaAN2wA4YIIVk0XQVZ4Xz2PYWb7M3nmU2qPJvV5PT58+1V/91V/phz/8oW7fvm1nXaytrWlra0sHBwcDAAPBjR80EAgEDNkjwKbiSxBHQkHgyxhlEmaouCSv2DT2v9c7b9zMZrM6OTnRzs6OjRDGblxG9Yzl7S70JxIhfGm9XrdKNlWybrdrSRDUM3pgoE/5/olIJDIQ+DLdzVdxCYCwo/hcKt7YNRryw+GwZmdnzYdQ5aAvEioX+w+IwHrZqhA2zcuaT2J6vZ5VvLe2trSxsWGVbqiJjAGlKpbJZEzPJBnoAkIMza5cLluCIcl8B7ENz4jn4wM2EhYARp4Rn+0Dc0AHSbpz545yudwXAuZR1rCuex1GH+r1utbX19Vut5XP51UqlXR4eDiQDEj989MARPj5+Pi40Ti9jTs5OVEsFlM+n9fU1JSN6wfA5PUkvj4WhOqN/0DnYceMj48rmUzaZD8qnlynNHh49EWXj7e8/SR2JNGAtsVe+gEgvBbKP+9Dp4k5ms2mxbf8TNJAkglog+3Hp3h7gi7XajX7DpLBZ8+e6dmzZ1bt5h65buIdH0u+6LpQGkyigaBwU6BqZLXPnj3Tzs6O/X96etpGiRLo+vMiCIhBQP0ITLI2yr2cjEvASKksk8mYo+Y8CQJoSshUARgtB88xn8/rxo0bRgXyJU7frzEqakCg7wXLC9X+/r4+//xzNZtNu28QIElWJoMKRfMoqByCRfDb6Zw32w43i4NQ+TKzb+z2x91TsuOchF6vZ0kb+ySdlyh9GZjPlvql/5cxgsMJLv/3fH54nvQV9Ho94xgSoNG42Ol0rCm5Xq+bU0F5vYNif0DiMAgggbyO/YEG6I0ZSBiKGggELDjyo0w3NjbUbp+P9KTRDiUfxQh6x4cRI7HCIHqHSTALjQp0z1MiaMLlWVPR8ugKzx3kF6Pkx1xK/Wk6Y2NjAzPACSAfP36scrlsydfe3p6uX7+ubDarZrOpZDJpgw/o2+C7pZc7R8OjelI/AOQ+oXaVSiXt7u4aENDpnE/NqtVqhhZ5+kSz2TS6AHuJvOIY2TOAEvScCgQBJQkeskuVAlkh4ZE0UPFkah+0C89RR09HrWbwOdJg8yg6hQ3a29tTpVLRX/7lX+rNN9809DuXy9mwDmwN4Aq9KAy1gI7hqSnM2KdiQlWcPUUmQOlAOgGW8A8kEiTCuVxO0WhUDx8+1Orqqp2yjQ2QBpPaUZM0aIJUTBnlS7BKUgRYUa1WLXFNJBKWYOKbsUWcW0Mln6Z4z9smoaM6hjwQqBDgFYtFo31iI9fX1w2g2t7eViqV0vT0tI1/pU8yl8spmUxakkMwyhqVJir1h4N4+4avwD+yx/jJcDisfD6vQCBgVB3Gg0JHgYItyc52IIYhuKQvEt2BNoRcovOwBoYTLv8ZoNnY/b29PTWbTaOmBoNBbW5uamtrS6+88orZvVEr36xhP+2RfqqAn376qeLxuKanpy1ADQbPz6/gXqCqw5IAeON8Lqrb+BDA3lAoZGwJxjNLsv2A1t7r9WyaFT4dn0GAfHR0pK2tLa2urtpzjkQi2tnZsUERPnZFfi66vOz6WHEYfJyYmLDKBveDnLHv09PTqtfr1nfC56PvAFyAT7VazfaDyi++Gp9AfIL95X3d7vlAB3TbJy6zs7M6OjrS9va2xVkLCwvmWzwAj098kXWhyBnFJTMioKC8zcSB7e1tSTKFxnD5cZ6eG+apF/AnQfqq1ao10mQyGVP0QqFgjUVsAoEjmev8/Lyq1arNrH/27JmdiggXUpIhDUwbIaAkqGczfdP7RRcGD4NzcnJi0xIqlYoFAhhgaFGUJxk7640eSByZbjAYNGOIscNJQYfxwWsmk7FEhOdEEENTOggOCRxJC98l9WfhS4PH1uMEyYhHWcOVpEAgYIbDJ7lwH4vFolUPCBpoIOU9TNHyvE0crUeI/X5zn3wGMoJDwSCjjBgGnAanrINQYUiZEDM9Pa2joyNlMhmb8OXL8aMskguCPByudyg4B/pX6vW6oR+UTr2eswcMLKAPAQMo9ekKNLdjXKEJYQd4PQEJ8tTpdFQoFFStVhWPxzU1NWWHGsE/z2QyqtVqyufzBkyAzFBp9YjpRZdH43zwTFAaCJzPaQ+FQgNo+8TEhNkpQBTPLe71ejbqWJJV3QguoWp4iipOAqfE0AgcF5QC7hvbCV2IpAanRODuKyTcE3LzMrxl9GmYyoIMhkLnYxc7nY4ePnxoZx8lk0mtra1ZQlStVi1RQ45JJNBBQJFkMqmlpSWl02m7Dz8SGFSY62N4COCN1K/sAWpBYyQwxlf5++D5XEZVAztJkk7fHnqJvQfsoAoIgJRKpcxu+KES2D8oFVQ7uC8fMFA9RMc5s4TpcPgZPp8Ac3d3Vz//+c/NXuJ3stmsXn31Vc3NzZm/xm5jS5H1YcbERZevpJFw+MB5YmJC8XjczoLCNkPN4wwvQA9kwydA3DuUZp+oxWIxs9feH4K4+4Zfb+s8mIndQA6wB1DdGAH9z//8z1pdXdXt27cHEoJRl69iDlfpiEP29/f185//XJ988slAVQo/0eudH6hHkk9gzH0BnLJ/JBm9Xs/kDnkHWJBklRzfxzY9PW0T+Jg+xxS1k5MT/eQnP9HZ2Zm+/vWvG91vfX1dpVJJ77zzzhf6Gl7Gx7KQP69Px8fHOjw8NH9HFY1qK/4Ym+Or09g8ZNnHyiRsjLpFr1nYzeGEiqTC2y7f1zs9Pa3Dw0OzfdD8MpnMQKzEM31Rm3ch6tQwSkVi4Kk85XLZRsp6LrA3Vr4My2F6PmgB2fOOAf54MBg0WsXe3p4ymYzRn6B/4BxmZmYUDAb1+eefa2Njw8qinldIoPjs2TN99tlnunHjhv0MahfXMWpFwwse0wJoOMOArK2tmXPFmFEGBMUcLn2TLGG8zs7OTwcmqyd7DwQClu0z3Qg0OR6PmxKAnhK0eDoBzwGjUK1WtbS0JEmG+JM5g6r6kbEv44SH30tpmRNXq9WqNS1T1UBBSep84AQ9STovzR4dHQ04Kc9/9g3HOBxfKqVZDeeBgyDRInkZNroE31SKQDRmZma0urpqvxum8L3o8gkKzswnGTiKUqmkSqVi+8B9cJI1ia6v+IAEAyCwT4ya9iDC+Pi4pqenrR+g1WoZtQVAQZKh9iCqcNJJaHz1D6rg+vq63nnnHa2srBhCi65RnRlleRoYxhh6KAk2SCc2yyfq3W7XqDrcI5/HPnrkE8oPekRAwbPywwioeoI+g8Izmrper6tYLFqAg/5/+umneuONNwaAHNAzX9182YDZU6TYOwI2QIGFhQVJGhiWUCgULPiEDlcul23qmaSBCXjIRCQSsZOal5aWrEKGrno75gM6Kp5TU1OamZmxvXv27JkajYamp6cVi8WUTqd1//593blzx+6RCpGnJdJLNAyMXHT5QJlElb4VAmJ48JyZRHDa6/UbuqV+VY+gWJL5bPYQm0TiAuJJMguIUiwWrXkeWhmBDfZkf3/fZCsej2ttbU1TU1NWmeOQO4JG7BHBmqc6jbLa7baNkPUVQp+kb21t6cMPP9T9+/dNtxg+Uy6XdXh4aHRZAi1iCt+bAzhJUzN6zHPB1nl/QfUaSg3AIoEgewIgxWfyPgL1YDCo/f19ffLJJ0Y58mDfRRfPwDMdWCSxJOyHh4d21tnk5ORAkEo1A5nCB/phAiRuuVxOuVzOKl8AH3y3H6iBTyA5mJiYMBotfS31et1oVt3u+TCM//t//68+/PBD5fN504F0Om19wNjgi9KAnrd/LE+l4j52d3ctvvIVaWItgAAPBuFHPD2Z+IyKJD2gDJAhQeWzfNwA6OuvjZiNGJceV8ApWhOo1mHv8EUXSW5fOHL2pWcuGCWiAXZ9fV0PHjwwAxaJRDQ3N6dyuTwQxHjkjFGVjBmsVCpGkcIocuhKoVAwhYJDCTqIY2DSRbPZ1N7ennK5nG7fvq1sNqtCoWDBNeNiMdbHx8f6/PPP9b3vfU/JZNKQG06pfRlKgafQVKtVbWxsaHd315r8Jicnv9DYSnAhyZASEjUEj0leOAOCVn8iLiVHnhGv4/c0VFGexNgxdph790kJE1DY90ePHg2cs+HLrjhAgoqLLq8wXDsB6MbGhiEn0H284fNNtPRVYFQ87QEZJmEjiAD58smWD665R5w9CoxD5j04HN+gRcAJ2kVAz7QvnE0gEFAmk7nwvnEPPAP2z49O9o55f3/fqkDe6XnEG2ReGpzywv4AKkh9WhYG0FcIMLIE8DgnHIufwgLSA8+ZefSgseVy2egYJJClUslAh1GWR9/ZPy8znsbIc8OR+IO7fInZBxPoL8kLQylIAnwFydP6vLwCBgC6oHf0+nAdBNqFQkH/43/8D42Pj2txcVFzc3PGF4dOhL0ddd/YOx9ooxcAIQQpNHCTsO7s7KjZbGpmZsbkAToL+oOT43oJWFZXV5XJZMyX+L4qqV/ZIHgjAE2lUlYRA82bmZmRdF4xTqVSNrnmf//v/61IJKKZmRkLOP39ksi8TKKGXZNkyD/+DRsDbQVfFIvFLLgngfKIo9SfPiP1z5BgT8fGxkzO+W5oUqCa+GZ0m0SHfWT5CZLQfebn57WwsKBcLqd4PG6+rdfrWSDtwYZRQBVJ5lcZCxuLxZRKpazJmgCvUqno6dOnhjIz4Q0qJCAGVEjO56KXIxAIWLzAeFLv3wgQpf6IcWQSm0vSeHR0NEDpQkaxNyTD+CTpfOgEcr69vW3DM3iuoy6SRRIEgGTOT4lGo5qZmbE+DarHkmz8LL6RZ8v1BINBA00nJyc1PT1ttCf0G7AGe+inqPlKC88Gqh5xJj2nvI4KAIMe4vG43nrrLUt2oR75WHWUhZ+VBnszkIPT01MdHBzYdWGXfC+Fr4qxrx5cQ24I7AGmSJ54dlRd2VOpD4DweYBlHkwjmQEsq1arisViqlQqWlxcVCBwTi30w4UABl8UVLnw1CkvkGRm3W5XxWLREA0f5KGITFPwE2YCgYBmZ2etfPbgwQObAOVpAtAgKFHDWyVIg+/OxKhisWhGLBgMamlpSa+++qrS6bSNZePMDZwM17++vq7XXntNZ2dnVhXw/RWjLB+wgJAsLCwoGo1qfX1d+/v7A42ABG0cG08D4s7OjgWhBGHw+NibyclJo5NBuSJJAJ3wCD2cXXh7zOv2DcATExNKp9M2CQhn0mg09PTpU73//vsql8taWlpSPp9XLpezoNM7slGXRxxImrg+KGgoCXuMshaLRdtLGsMIwH1pGKSQAFvqT3CQ9AXksNfrWTUDB+srFz7Qw/D6qRMYdM8PDwaDNhhgZWXFxnGCUF5keXojgSqULXovOp3zSRN7e3tGkfDXjeNF5wl+CVwI4PgdDm9yctLGGXpjBJrlqzWgI+iFBxdAb9AD3+cBBYkkEz2grP4yyDLySmBLBZQ59rFYTEdHR9rb27PnRiLvHQEgBYicD/YYgIHD8MEI+gyVisCPZzE1NWWVWZBXT7NEj1utlk1c63a7+uUvf2mgRiqVsioGTtYHRqPqK4E2cs0ql8taX1+3BmyaiSWZ4w8Gg8afhkqWSqUG/A62sds97xXKZrPKZDK2h57aw/x+puFgI3G48Xhc+XxeyWTSGn2ZmENwVKlU1Gq19P777+v27dtWCYTaSqJG5ROdHlXu6FdEr7A7BA8kAByMyfMnkPOUtVarZYfJ0ZvHdbZaLaOHefDG87XZLy8P3DOINoMr8D0ku5lMxqpEpVLJJlYRSBE04n9IckZlDRQKBT1+/NgCYaYmAgygE+Vy2UZnS7JJZL4CwX356jRJB37i9PTUesoAIKhoM7DGAzzIHVUq/AJBaavVMmYHfgQKFzRuSdafRpAJqPAySQZyhm/09wTFl/4aYg7iABIGYils2DAwJ/UnJwWDwYE+LPyBT3R5Lsg8NhB9gBniwUHpi7GCr/Sg78QFyCPfedGFj0V+pD4YenJyYr2jLM9wAIjDpvtk28c3AG6STCbprcIP8Bm+hYFYBTvrYxZ/newnNhWwolgsKpVKGe2b+BS5RDdeFHy/8DkaHinpdvtjFiUZrxMjidHk35IsowsGg8pkMpqbmzN0jQD5yZMnA4gh/EoyaAwfVQk4eLlczozW0dGRZc4YNJpHoRcQUCcSCc3MzCiRSOjx48eWoPAw+fxRnS/XSwCVz+cNKfA8V+gOJFexWMwoIXw/3EWUjWsiK8eQs1eUdpPJpObm5rS1tWVlSWb8eyQVWpfn6WPIMJjxeHxges7e3p6Oj491//59pdNpvfvuu7px44Y5IU9buOjCIHvOLRUW5Orw8FD7+/sDqJvUR8jYOz4D5+o5lQSS9CDwzDBy3APKhfP3z8BPhMCgQjPwk0g8auRHT0rS3t6eHjx4MDArHX0bZd8IfjBq+/v72t/ft3Lt48eP1Wg0LFhAfnDW3lF41I7rHa44Ibv+fSS0BC0kQMgRtABkH73zzeQ+aUUG0GtOXD86Oho4pdgb+YssL6teP9fX19VqtZRKpfTP//zP2t3dNeoOMuAPf6OShkx2Oh37HRUudBvZBcnz1C8cP7rojbzvkfPPBLqKH/UsyShWOHLWcMP0qAsb4akTzeb5+SKFQkHxeFzvv/++nV1ENQrKSKPRMJtHskSVmr0gIOJwUWydTwpB4ZlVTyCMHhLQYkvo15JkDtqPxT47O7MznjY3NzUzM2MIPc/HU7NGWVAWAYV2d3dNnhgfCxfdVx6RK3ymn3bEvmLXSDKwfVTPAPOg/0mDo2GxYZJMl32QKfVZD0xKhLbEGNmFhYWBOf4eTSV5G1X2MpmM9YIAqFQqFW1sbOjg4MCSJmg69LpQxSdZpz+FwMv3w1BtYJ98FQu/QoKK7rP/2DHeA62Pe4c67imM7DcginRue6mALi8vK5PJmE8Z1cdStSe2g8LJcJh8Pm+ULyjY+HVPn4MJUq1WJfXtndQPoAEBuT98KL/nAFd+RuIHAwOgi0SIgJoEA9aGr6jgP2q1mlUsG42G0dd8MH+RRdWb5wvYBuuDRIjYtV6vD/Rd4Gvx0dwL945dIQ4maQLIwn96lgTy5eMg/k2Vh73yCSDfhR0A2AHYANgiprkoTe9CiYZHpynVHR4emrPb3NzU5uamisWiZV6+rIug0LyXSqVs+lQ4HFY2m1U+n9fDhw91cHBgXEfQAtDWer1u01O4YXiSkmwyFVkiBnB1dVXlctkOhqJpmMDp7OzMDsxjlCsNdgRHo6xWqz+LOBw+P3X7008/1UcffWT9A3BF4VvGYjFLNChhQk3y9+YbkZvNpnZ2dux6+Vz/DBEasmLfXA4679FGni1lPAJSnh97W6vVjALBd83NzZncjLpQBhwahh00vF6vf6GBjCDbJxdUi3C2Ut/4EdhJMuSQAAZn7u/BUwb5HP+sPTpCoxZBlyRD6JkuhvHx/FzQhlF5txhf0B6eIyOACcBA2qlC4aRBXegDIPBtNpvWewPdD5QPo+gRGKk/eQMZl2Q6jfz4QBm9xlF758G9NRoN7e/va3V11XozkBNK0aMkaNLggWIenX/27JkePXqkdvt85j6oou+fAhn0FR4QKuQSB4hdYH9x+L56S1AzTM/wlDZ6FZBxEGyomQRJ6A2U03q9rmw2a1VdngHPY5TlabH8H273z372M62vr6tSqSiZTOr69ev23SRYjLoFVfZVWBwdgAz7iTP3jpJDMYvFop1twmfSG8BeE6DznBk/DUjmzyHKZrN2DsOtW7cGKm/4q5epBqEnrVbLztGgcoP807Dum9ixUehNKpUyGwWaT0KLTPKsCUyGgxRP7eRz8R3oG0me1J+aRUBPUoiOPHnyxMZVz8zM6N69e0YZpDKDzbjoymQyNoTh+PjYmv2RH4Az+tE4MwC9Qp/8CG/kEp0lsafC4HtMoBwSEBJAkmiTxNBLyP56fwGIgE/2jcKBQMCmJfKdlUpFjx490tra2siVIEn2zEDC0auTkxNtbm5qe3vbEkZ0Ddkh6SRhoxqHb8Smc300OXswyg9Y8LRAqe/3oRLS88f5VOwHuuqrMgA52WxW0WjUKK+JRMKYIfijUeydT3TwAR7IwI5CbycWJskgxoDSiX4jl+wfcRz75uXCMyuoEtG3R5KMfHU6HQP0JicnjZrGPbAPgGT42VKpZDEgyU2lUrFY7EXWC0sngS3ZGEornQeDhUJBT58+1dbWljVdMxcZWhNl+6mpKWUyGeMb4lApnedyOR0eHn5hJnI4HLbxZ2waqGan0zEKFdOW4GQScI2Pn5/EC8LGCY1QFRCA7e1tdbtdy9ApFY1aEm82z8cCQvl6/PixPvzwQz148EBTU1N2kjkGFzSPqTF+TKbUb97CmEFH8Ae9UFaDTkBAibPAcaAMPK9IJGLZPgkHRoNSvM+maSynCVs6P4+k0Wjo3r17WltbUz6fH3nvfGYPPYQm8IODA9Xr9QG+vw+quXcCATJ1HADJEYgdZ0j4UiyTq6BKkKxhCFBqkEKMHEYPxBQnznfTgMWzJNCkInh6empVuVEWCBeAAIgL8r6zs2NVAihlkozjjRGjvIxzpHLAPoCkEuz4gAVZbbXOx+DOzs6aLkI18pPNuEb2FlnlO2j4I/B89uyZlpeX9eqrr+ro6MgoBdz3qAun58vqHPCJwx0bG7PKCc6TQJhnDGCADQIhxc70er0vOAgf6PG8QN2YsoLsIC+AJSQU6Emv17M+DGhsVGuPjo60ubmpeDxufRGe2jnq/iHPyH4weN4HxqGp5XLZgArfwE+AScAOWERgyP5yfyQUgAQANthFphU2Gg3j63MAG/eG/aQqznPxqOPY2Jiq1aoF6fTG3b9/387+4J65/1EX8kMvy/b2ttHMfFM8wT9Bi6coou/M78c3SrJgzHPYfcKAnyHBABDBzgeD/WlcLPpoJFnQTvWUBn8Ai7GxMfMtklQsFhWNRpXL5ew+Rl2esgZoOTk5qUajod3dXZMNkoJ4PG7JKMGrr2xBnZZkUyHxmwR32H6+k4COpA5KbrfbtaQfBghAjgdlqG4inwTgyBaHnXINVCx5z6hAKLZX6k/WxBZUq1Xt7e1ZAkH1RJKBdj7e4/7xpQx6iMVixijhc5FF7KVH1vk8xr2TWCDjVMI8GEAsRLV7cnLSbDQx0u7urtlmwLiXoToSW3j9J64invLUcWyKZ6L4Cgb+liouTfhcr6c1ehoW432xiQAJ7COxGbQ+9AVg1fc0kqyz7zxHbIuv1L+ozF2oGRzETDo3TBsbG6Y0H3zwgUqlkj08uMaNRsNQC4+eI0wELjyM6elpLS8v22QjMizP+/Z8bhQaFIOpG5TJCXL4HKaaZDIZbW1tGTLEAwRVxuiBUIHKjrKYivD48WPVajXt7e1ZoEcgSXLEvzFkfj8pyaZSKQv2EGQSIfYFJ+Q5lfCWUUSmajEdB8SPEiqOB2XgszHGKAGJIgpH2Xp+fl4rKysvxZcHWeI6Dg8P7QTQ4+NjOwmU4J1r9IE9cuI53iC/BHfsNwE1TpqkCgqUV26UzPNEh5tXpX7p0qPenofpaWDIOOgYB1hedPHcfTWKHgyP2nFgEtWharVq9Ivh1/KMkQf0BkQLB0iwiOPAZuAMG42GybOvjvoqAo3p7Fur1dLBwYE1E2Pwnj59qsePHyudThvNkcoW3zvKImEgMJmentZrr72mUqlkwYGfEiXJdIbEcmJiws5gYEQpBt/3ATWbTUt60SXQMUAI6BKgmwTJ0I1weMOVSIAEbGgkErEpbc3m+dQxQB7PRX+ZKqSnJSLfN2/e1Ntvv23JQywWs4oQCD1n85ydnSkej9s0sVQqZUE3ZwkQLAQCgYEpPSTp6OTU1JRmZ2c1Oztr4Nb4+PnhYbu7u3bwGAE0KDZOlMSl2+3q6dOn+vjjjxUKhfTo0SNNTU3p1q1bA7bNB4YXXehrIBAwau3BwcHAVLipqSklk0mTF+QJlBfZw1eQdGJXfBJNMENiQP9RJBKx6jo6BGIN+k+CSJACpQZAgEqaB3LwvUtLS1peXrb+GPTrIpzv4cV94a89XRR7xFCVSCRitJmzszPrk/JjsjkAlMCt0WgYWo1uA2R5tgP3QMJIwOcDSpIe/KKvsgEGhEIhO8QPAAefRJ/p6uqqvvGNbyiXy9lzGGXhKwA2fPMx3+kpiAAaNAjDaKASj02iUivJdI+qDr6E6o/Ub3oPhfrja5FDYjquRzoP0jnvyVceifvwRVL/PK1qtWo+fW9vb6BidNHlqw787WPcdrttuiD1e56wKyRJJBTDjA3iHn+WhpcvZAt9Z2wuMQwJFvEask1sLMlAZPw0/ge/wPlkkgx4h3LvqXO/bb1wouE5rVAHtra29Ktf/cpKlASu0Jp8BsYim9vf31e1WlWpVLKGFn/Ti4uLCoVCFlCWSiVJMmQR4SAAgmPf6XQsi4UDj4PCyYC28KAxPgSt0nnj0BtvvGGNhp6mddHFeRmffvqpoY8oEaU7Slg8QCoUPulhL0CWUqmUcbBRPowDp4vjQAmsMQzsQ6fTMR4yThYH7JFrSRZI0/SKE/OlO1+dSqfTNvVq1EQDQw+SzWnVJB44QhApEgoSAioMvvzt0QWMOHvn+bb8gd9NwsZ7UVyPFPIdBKAYEeSV/9NMmUgkjM7CJAxG2bGfIEEXWSRoXL9HybgHqlHQoQgOCETYC65XklW5ePYYPQ9EYDDhINMf5ZuNPQeZBARZJ3GU+r0D0GAYoQi48Mtf/lL1el1vvPGGTUYh2Rs14JMGkWmuaW5uTm+//bZ6vZ4ODw+N/kVAMWzkSYbQQyoJIKueL4vTpTzOvnIInT9dmL2n7M7kMD7X0zBx9sjq4eGhfvGLX2hyclJzc3MDPGYc28sgy8iPTzSQ9e9973uSpPv371vvGJSQSqUyYHOgNcBJBwzx+umDFR/Yccjf2NiYstmscrmcVYyl/hRAqAF7e3sD1Dv6jPwzglb7X//rf1Umk1E4HLbmcI9Cj2rnWFQAVlZWDLElSfU9iiQaPsklsaSBlySE6jSfDUUN1Bo/IPXlwOtQNBo1O0/FnOQBcDAajRotyFP4+ExQWQChcDg8MA72ZenJfCexwvb2ttHm/HfAGGg0GpqamrIgDj0dGxsbaJwHFGE/CRL5vfcnPD9AAH5O8AgoGA6HDdyRNPAM6WGhwg4IxnQxPnNyclIrKys22hQfP8ryABGJu68EbW5uan9/364XPaIaDagEDQzAjiSTfruTkxMdHh5az4wHCkgEsXHJZFLpdNoYFM1mU+l02va9XC7bcQDeFnpQjusitpJkcQnT2/zrLrqwGZ5qiv3zvTd+ipSnovtKOPbJ0zTRQewPftMnUR7cPTw8tD0nyeDaYBL5qif+AZCThAhf8eTJE6tElUolzc3NqdPp2GcPy/5vWhc6RwMlYUJCpVIZ4D/iFAOBgGWLlJw5tRS0APRK0kCZU+obexrjmPzBdCFGpFEaIsDDQHKOBggxU4Hg3haLRRUKBXuQIP/Hx8eGCtVqNVMuAthRAxdQImhQlJEJJhAmAjr2lVFlNENBccIgUxaj2c9n9KChBHEg8gS9XnjL5bIFptBT/ChcsmtJxusjQBgfPz945+DgwIwEPS5MHvENSxddPrAHdcOI4yg9h9j35aDYvhKBcUNJuDZoC0wu830siUTCSvvDZWZkj3IuuoI8EtjzTOCO+qZens3s7KyhOhgn5PmiC9kiAEL3PCXMVyc8jULql09JpOB2E6B5OphHkHzjPDIDck1F8eTkZKD3g/1n75BP9uD09NRG1pJg4Lz5vySrhnINL1MS99QvDoIk4E8mkwZiENwwyYuggSAQGQWF59lT/ahUKha0STL6BFUiPwHHB4SeEsf3EYiS0HEPyL2vVgSD5yf6ctK6R9P8s7vowmZgNzY3N3V4eGinGMdiMa2srFjgi4OkKkMyRG+Br1hARYNGwLkH4XDY0E7kG3oMp1ST9HrqAX93Oh07q0KSIdfe5xH0l0olBYNB3bt3T2+++aa9xoMZo9KnsKte9qLRqJ0Cjq9gmAf7HQ6HbfQ5wAAIKJULEi/8IvuNfcReeHBGOg9omVzFYtoSwBR2zAdPfoofvko6R6GhK0EdTqfTyufzWl5eHhnM29vb08HBgekqh9My4pZnHQwGDdHNZDIDIIokq874JAnAgP1BzqD7cP++F4v3Sv2Ej8/iOZJ8+L5Jklx8jafXkmhAp6QyPzzg4KLLB4w8+62tLT1+/NjASfTQT3+CUgNtySdCJMZUsYipaJKGjg7I7HubPNMFP4F/IRE8PDxUuVy26V/IN3pL9RYAg4TYP4dEImF0sFHAFZ4Nn4fse+oqMuCr99js4fv21FtsOcA0v+d70S0Su1KpZED7cC8qyYFnwACaEmNgP2AqJJNJHR4eamNjQ5FIxKrpDAWgEvWiFcgXlkwMMgbGlwF9mZ7gl4cHeo4RjMViqtfrOjg4ULvdtolTjHKEulQulw25DwbPJzkQzEKRgHfL5h0cHFggLPXLZVxLsVi0mdigvWTnGFiEpl6v6xe/+IWCwaC+//3v20F4oyyu158ITACNUCE8JGSgGwQckoxvi5AwkrTX61nl4PT01A7CIfFDEEnEmDgzPT1tQRLPipIx6CFOBoXCYfsGIpw0yuqNC0ZqVOcLEk6QRaXHVzU8ykQ27kvpoH0enUSpCLh9aRG0DWOFkQdR4PMlDSQ57A37h374a/GORJI5DY/0Sf1G9VG5yxhlrwvwLqGEYZQIQOFSU40EbSEoIcGgXwVEjwCbvfCUDnQbBw2VxtP6SOQxssg0Dt7LFvdEyZmAdWdnRx988IEmJia0trZmNIhRlq94YQsYAcxBhgQKODqSOP8zwAuCESobIML0ENBbxf2RmHE2DVVIHzh6fjeJLvcL/17SgEzhDJFxxlXi+Dxdc1Rb553rycmJHjx4oO3tbXU6Hd26dcuADGyY3x8fTDWbzYH58+wffWuefkeyR+AH9Y+BGiR33D/oMEgryCAJIHuM7yJ48ajttWvXBvYPP+KT5osu5EeSBQCAbMfHx9YXx/XiTzy1lD46ptWhO/gbgm5fteW+fa+Hp5pis9gD3xvkudt8N2CEpAE5BVxMpVKq1+va3t62a6CRe1TK3qNHj7Szs2N7dXp6ahPNAOMIAAOBgNLptMUHxA/IvtSniuKXSZzh3gMiSbKYxPty3s+z4fkiG/gLTz+V+lUTby9J3PkdCcb6+roymYyBE34IyUUWttb/u1arGcUpGAwql8sNTA6kD8CDfvgrKNVM2Mxms5L6Mo0+U22AOgyoC9WN+yLZISDGv2I7eCbIMpNGeS/3BthVrVa1s7Nj/cGjVoLoAyb5KpfL2t/ft/3b2NgwO0LyhGzgP/GFfgIoMhcKhaySjV4hb8QU2G6STXwnsZokA/h4DxQ3YiDsRq1WG0ig6/W61tfX1el0dPfuXUvSPT34RWOTF040EAQMaSaT0erqqlU2CBpQMBCVbrdrqIJ3hATPGPtut2tIFkpIcET2hsEg2MEhw/9LJpPa2tqyDfSJBpmtH3tJM2Kz2bSqhyTL0kOhkDn17373u8rn8y+6XQMLYxaLxewetre3LaumecxTeHCWGGoqHp6HWa/XLcGD53l2djbgXKkwwakki0XQaXrrdDoql8t2NgDIezqdNmPi51xDiSCAp3mZEmez2dTW1pYd1vQylAKCWO7J7x/7gwF/HrJD4IDjIMGgrIjcekfP74Z7dLgPjJg38Owxf5BlP6XDOwzflAriQsAF0j0KbUqSUekwLDg9z8UHDeHeh+lngUBgYCoacoYe41ykfpCEo8aYUdXiOkA3eb3fA0kDQQpBMbpDkhKNRi3ZRJdrtZoODg70wQcfqNVq6fbt23Yo3EWXr1JhE87OzrS1taWNjQ2jokh9WgrJGK+FfuATdAZV+CAeOSIA4ll4/i/3TZ8aCDYOF93wn+uRWOwxgQDJLbSIfD5viR+jvEfle/ugiWoUoM36+rp2dnYMfaSi5vngvprlJ8AB1hD4x+Nx80f0BhKgeYqOp0PyWcisDzT9wXfoCvfBuNlwOGy9BZVKRT/5yU/0/e9/f6A/6WUq39gWqnS7u7sDFCSabdEhAj4CDjjwgILsh5dlkGZej1wAVkEjYb/QWRICnjE2BTTbU9cAVTzaiW+jmkmDKrQlGAejJhpU/gA16EtBtur1ukKhkPWDnp2dWUBK4g9CzP4jkyS+nU7HglUf6OGD4MxLMjCz0+lY5YiEzcc83m56nUNmCcgJRElqiVlAxfmOURbDOKiORaNR5fN57e3taWtry4AT39PJhDXv49hrgDOQcWTMV5NIFKTBfjWquOwLiQOy4veZayHO5D48mEfy6gGA4+Nj7e3tqdlsan5+3sbFjrI8YFar1fTo0SMDa2HN+GFCPDvfZ0hfsWdGUGXF17LH7BOySSUNahSDK9B7YiR8DzLnexinp6dNPz31WeofJInOECsR61x6ouEVKhQK2Zi/RCKhpaUl2zwaSj2KNDMzYw1O0AW4QR4yKAdVCdBhuHc4dhyhV16Ucm5uTu12W+vr69bMwoOBu4aRDAQC1sdwcnKijY0NmyjiUaNut6tPPvnEjrGfm5t70S2zNTk5qRs3bujs7Ez7+/uWmDGtgVGEIOqgflwviuIpPO12W/l83hIFnC4KxzHyBCqTk5Mql8uGKsDVhR+NEQaJnZ6eViaTUTqdNmQMY4vQsY9SP1imyVyStra2tLKyomw2+1KN9ARxXIPncWOkfMLhOYzsKbJJAOHHBPqSNKVjlNM7U4wqwSJNjCRaVIx4bjSRD9Oq0CFkDAWGYiidH0C1sbFhBvuiC+eNUaIatLm5aegogQpJO6OmfQnYl3lBiTFwJOKgLySj/Bvj6B02h2V5ChrP1p/3IA0mHdBjeLYY7eGSebvd1vb2tqHOoyx/vb1eT8lkUjMzM9ZAzBz+brerarVqyJo/AweH6B04zoaqh68oeblFb3kPiStIGTYC0IDEwfcWIOf0x9BAfHR0pHK5bBOgIpGInX/TarUsqH7ZPg2c6NLS0gDNyTcX8vxIdkkevA6xD4zTTiaTFvjiSKFlkLzjdJmaxH1DkyAQrlarA30I0Po8/zgWi2l+fl6RSMR8G5X44+NjJRIJvf3223Y9oyYZkiy4BxjZ2tqySmM0GrVmbQJhkkhsEXLLfZCk+/4HkGaonPxfktFwCFIkGT3W89w9jZWqB/6f+4deASUDv0DfQa1WUzqdtklxgDkvSsUYXiRITCIEdQ2Hw3aCdjwe19HRkVXgE4mE5ufn7aA5njsBGKAkU9ACgYCBMZ4OzHP3gaQk0yNAAvTa+3FknCB9uLJAsoc9Iqkj+IvH4wM+ZZTlaUkEuaurq9bMjJ3odDoqFAoWf1GhJ8nHXvvTv/0z7/V6BrSi09hQEj72CJ9CEuypsFwnLJNarTZQhUb+qBR7Gtru7q6uX7+ueDyuRqOhubk5S7BHWV4WOp3ztgBAUPxHKBSyc2OIoZBN35PDfuMjoIjyjHxiG4/HjR3k2QZ+f4j7qA4hJ/T6Ei/xXt5PokjckkgkzIdMTEyoXC7bFDCu77etF040EBBumptD+aLR8znFOBRKbclkUtPT00ZlaDabA0gkmSlKE41GVSgUVK/XFYvFrEeDLBoaludK+rI2wdvweQAIKQkIUzQmJyftsL7NzU0znASglPB//vOfq1QqaW1t7UW3rL/J/3+lmp2dNQqY55ufnZ0fGkjTI8ieLwVigPzhL6ArJAgYLowUSgbKBxcfI0Upl6AENAJjmslkjMMNR5h+Di8LvuwrydCk3d1d/fKXv9Tx8bEWFhb0zW9+88J75xsXaQBj0oTnrqOcJKg+86acTdDt6TxS/9Au7gOnjPHw+0XgDCoI9cdXiUBxpL7DQE5JCEEkPfUIPjOGtlgs2omsF13QFDB2HF61ubmpbrdrNLxwOGxIMefZYHjYn+HmM4/MQ2Vpt9smgwQg7DEBIAg3eguQcHZ2ZieWI6s4feQOPSJJxhBOTk7a0AGunyob5ydcdHmKqHRu+3K5nA4ODrS9vW0IIwEso0SheaK7XDPyhfwhkz5RR4+8kQfxx2FyX/QL8Hm8Fofie2lwFARNJycn9nz+1//6X0omk3rzzTd19+5dzc3NmZyOSv/hmpAXEgQAg0gkopmZGUP8oD75ZBekksCVw+c4V8P7H1BVemRw0NgnbIHva8MWcKAf3+9pgcjA7OysAToc8lqtVvV//s//0dTUlPL5vN59990BuzMqV54FWEQC7uVwfHxctVrNEiNJlmyz574q6QE50G8CEfaW4I5x79BtCdaothKUkNBK/aDG21KCKW8HpHNdoLmUvsNWq2XTtHgGoywqI1ASSTRIGgDjSMJI9EmGhm00dprYBt1Ex5FNnhGB7nCVF1vPtMhw+Lz3lKoLgAE2ks/x/+/1ega0EnN1Oh0bjjE3N2fXOMriRHdshyTzB/jFdDqtYrE4wMtH1zytFR2Kx+MWRxCXzc7O2rRNbDxslWg0ajR6aFn4RcAsnhnf75vBfSUUH+absUkA9/f3TS+Im0g0RznDJRA471UtFApqNps2AQxaO/tBVZ9nhGwAzg3TqrBBgLpQY9vttk0z7PV6RtXy1D/sIL5mOL7AD7A3AK3IAEWCVCpliYqv8iFzgPQvsi7Uo8HDPD4+1vb2tp49e2ZBIA7RU0KKxaLa7bYpGIbLH4SXSCQM1ZX6B54FAucjLqHCgK4PbzyGTTpPWpLJpBYXF41W5I0tSCJlIxz+9PS0rl27pkQioa2tLTPyBLehUEg7Ozsj0388AkcglUqlrESPQHBfUAWYL06AhUKhpLx/bGxM8/Pz1jjMe0AMpT5PjzIbSOvp6aklXX5aBghOMBi0hkpKvsMTYAiMfF8OmTOlxN3d3ZESDZKpk5MTlUqlAcqWNDhtxXP/QUEIZgOBgKHx7I00eJIxyStKz32QcOAIcV58Ps/UU4/4fgYcSP0qA98l9U8tHXYwODk4xxdd8NuRq52dHTvBnWSVxNMjecg9yQU/Q854vn6/PIUNOWVSiqcEcp/0VlD9GN5nFuguKLVPkJhUQhCNfo+Pj1uCDKJ90eWvB33BqBI4gRYlEgmTBww8iDFVH36OnIFyeroLyLPvCQLN8wEn1SZsHjoYjUbtevykORIRKnoMegDRr1QqWl1dVavVMh1HX0ZdOMpo9PyMhGKxaOcncK30F3iqEjrnR4eGQiEb78tJ3DQ0z8zMGAgF4CLJqhLYfXSRQIT/UyHFfnB2EfaOgKnVaunp06eWEBPora6uamZmxoIxAq9REw1fefXIfCgUMpov9BoqNqFQyJI19oAEgoSTRIt989RAdBn6F0MfPJBHMAI4QmKHLyIoQi99NYzvwnYC7kGnBsBJJpMD8/5HWZVKxUZg+8ZlAuBqtWpyR1BWqVQGUGWCU36P/QGcImnC16BPVDCl/uANSdazSm8WZ0zgr5DLdrs90F/qqUIEhH4IAr//+7//ez18+FBra2taWFjQ/Pz8hfeNvhxiOP5Nxc/HC51Ox4JPqtP0BhCs09wPn9/7OOwlgxXYY1/NwxfyXg+OEENJMv3FZvhKKs+PzydOfPDggX7yk5+o2WzqlVdekdQHzqHzX2RBK2u1WlapwheWSqUBCjU2Gp/pK1bYemJWrsmDk1DLksmk2XTkDb07OzuzhAnwD1kk5qGfhNiFxA8GAqwe+pug8OPTZmZmlE6nLV58kXWhk8E5bfajjz7S5uamIRHcJI4fagbHyTODmsA+EolodnZ2IIDAQKJ409PTdjAbhpaHQPDc7XaN9kNX/PT0tBYWFqz07Ckznk7j0UJ6N3K5nGZnZ1Wr1bSzs2NTD05PTzU7O6v33nvvxSVwaB0dHdms6fHxcc3Pzw9wRhkdyL0ybs8382HsQQhQUEqzBDKc1gwqiDHgwDTKhhhWBIipXigByE0kEjFKz9jYmKHFOHapf3gPU0p4nXTOcc5kMiPtm3eAJH0c5lWtVu27pEGUwPOySSz9tCecKK8dTpIlDSg7SLWnuCCvOCI+y6POIPAEIVyfpw0Nl8lJ9Dwqc9FFjwCVAqpAOAP0GWMcDAaNfoJxk/rTqzzaRXDG/7kX9M8j0xhNyrDcC8YVpwXq7R08e86+Edz7PSNYIXDPZrNKJpPWCDzqwmFA86GRm+lvPJtEImGJsNRPFEGcfeDFtbJX2BYmKUkyve50OtacJ8l02fcOwKWX+k3y3plxPQSs9XrdRlnzfh9cM/iBaxhlebrA2NiYUqmUVbe5f5LFqakpzc/P2wnYyAkooO9PwE+QxIGGev43etxqtQbGmvprAwjgs5Fj+PnYLxINKsA0x9brdaMhpNNpzc3NDSTbozbkSjI0/sGDB/rwww+t8k0VFoDE04sYCyrJ9Jh7BWTxFUkCFJJSAkgC15mZGQWDQaPU+mlmBNIsT1f0tC16Y/C5MBPYU2yBZxQQgI+a4O7s7GhnZ8f6PGOxmDKZjCU/9A1yNsXU1JT1FBJME+CCqFMVZ+9I0EkaAoGADSthpD8JHwvfzPhSEgnQbfwmFU2+0wM/+DDfc9RoNKx/Ynp6Wo8ePdJ3vvOdkRINSZbAYMM5dbxSqRj4EQqF7N6pwnCNVAZPT0+t58UnBVJ/QhrJBoMOqODv7e2ZHSJe9GwNklVfJYcpg4/lupA9EiCe4yeffKLj42MtLy/rzp07CofDRiXN5XIX2jNAIyoWVBaxIQcHBybrVKV8RYbYwusgiaynXg0n5Owv1QoSDJI5bECtVjN/jEwxgc6Dinwf9ouqBv3D7Lung8MselF9vVAz+P7+vj7//HPdv3/fkAA4eKCAMzMzxsHkJpgDDorhx7sGAufjI09OTiwQQhlBCnC42WzWMjoCuYODAyvzgahnMhldv35dZ2dnevTokZV8EDimMRFIY3zD4bAWFhYUjUa1sLCgyclJHR4e6tNPP9Ubb7yhu3fvvuh2Dax6va7NzU3t7e2p1+sNTE3yZVuQKASzUqkYn5RqUCKRsFnlKCzNsSQRCD30InpU/LhgP0oYY0uCmEqljK+PsIG+ZrNZtdttZTIZG2G4vb1tjoUEqd1u29H1N27cGDno81QOjAcGBUfhx2Ci/DhVnAaf5ZMMqGM4cIJpb0CRRwIgrgFHQCLH9dHkxvWB7oMS4pzRF5w0BoZgkl6m3d3dgWllL7qoiuFoSd7ZT19SJQglUCFB80kbMkBFCEMPZQSUntdB9/LNqp4WQdIH/1vqNw8TmPPZksxRg96AQlIGDofDyuVyymazZhxHXQQc9FRhDzKZjHZ2diwgAijIZrM6PT21039J1NkXKoBw5UGa2V/Pl8dw43x4Tjgi31RLwMg+8Xt021OEqCig6wTrS0tLun37tvWgEfi8aEl8ePGsoVkCcNBcCv2H5x2Px5XL5bS9vW0BLZx1dOzw8NAqpB5tI+mir4QKLvdNkoLOEzTjaLFZONjx8XE73NXzz0nY2T8S4+vXr1uVHXn0iOxFF70Zm5ub2t7eturP2dmZnZBMhYHGaWSKhAJbhG3mWtDpbrc/tRHuuJcVKGrsr6+IsY/IHcl9u922Hh/8lG9sHqYT+opcJpOx86R8In7RBe0DqnY2mzVbDjtifHxchUJBnU5ngDKGjHCfHkSS+lRafz98Nu+VNPDcfWWTQzd9L5WvtvF6/A1+zFNyPXBG9Y8YKBAIaGNjQ59++qn+5E/+5MJ7h23Z3t62nxUKBZXLZdvXsbExzc3N6fDw0ILZ4YSdn5+entpUUZgRyKLvC/B+FbuIvHkfyXvZM/yz1K/s4bvxYx708w3r2GMSi273/NT2UQaHcN8kO8Q7vori++wA9vDNPG/fF+qriL66h//2fYl+8hZJhNRnDiDn/Jt9R755djwzLw/4WuIgqpiAAr5S+iLrhRMNSl2NRkPZbNaoDzQeS7ImZ5RGkpVzcSpk+1woXE7fiY8weZ47Dw5H1ev1VCqVbDqPzwYpY62tranX6+njjz822hFlOBDKiYkJqzbQsAO1CSd+eHio2dnZkTh80nlfSLPZVD6fV6lUssk1BGftdluHh4dGX4AyQMBJ2RC6FMbY87gRmEQiYRk+AuNL+xhiek94Haf1ko1jSFBwqDBSX+jpIyBxYeJJMBg0FH16elobGxsvhbSAynIAE/IinSt7pVKxYIHESZLxO1E8DJjfDxScZGW4fAvCxO+8PHrnidJj2KhA8XoU2yMcPvkdGxuzpnd6E8bGxpTP50eaAJRKpSwgB32AToCj99NT2C+QJE/v8nQBzzElqCTARQd5DqDJvioEogNyhnOhMY79kDSANkr9CRgk51KfXoV98IjuqMuX6E9PT/X48WNJsgPJCLJIqpAHP6cdZI0kj2c/TBPw+uxRYRw075f6VAICTQIdBmRI/UQV24mdBp3GhnLC9Kuvvmr/h3JFcjjqQi+KxaIeP36smzdv2vUTCOMnQCVXV1ft8FH0h2CKAIMki+SYoIFzJpBbno/vl0DmaN5nnyQZEICeeeopCSR+Brln6mKpVDLEmuc5qux5UETqH25LUkpAS3AGooh9Qr5oqPeBCo3wJPee1keAzx9kjoobsusplCSkyKy3eQQ/vI8kDN2kckMjM3uNPR5lXbt2zZJjKvMTExN2KCXnN+zv71sARgXPVwn9s8MWU82ALdBqnY9V5lmR9LPv3DdoNAk8NmNiYsISQUbMeyq3n1Tk5cADiugEvVet1vm421EWurW/v6+dnZ0Byg7fz/VTNZTO9ZzD93xlnNHHPAN8CjpP0o5PJljH9nFvBOe8FwAEuaPS7RNu/BYB9sHBwUB1nkSaKjJ2eJRKJL4cm0Ash80FKPDJt+/Z87RXqX+uhmeUoOPIAgCf9zE8CxgEyB42A1oecoN+ex8K3Yt4E9oetK3l5eUB6jff+6L79sKJBo1HTNj4+c9/rvv37w8YM/j7zeb5qa4IJIjHcDncUyQIUFBCFFHSgKGiIoBA8SApyfnXptNpXbt2TbVaTevr6wOcv8PDQxWLRcvYZmZmlM/nDSGlyYbxufv7+yqVSlpZWXnRLbM1Pj5us6SLxaI5yFqtZqgQVACSDfaDvwnk/MQAeMUEeNCbMFSVSkW9Xs9mbfNcSKRolvUUAu6TagbNUpyuG4/HjQ4HbQ0aHEgtPGCMbKfT0dbW1oX3jeV5y2TtBBLeGXseK8gB6IdHw/3n8nwoB5PxD6MnoCs4aZ90eK6jD9oxjsg4NDSp3zTIdzIggSoJxsI7tIssnB3o++Lioo6OjvTgwQNzHOgDhg/UDdTEgwEEKBgwH+yhxyRMBMmtVst6EHwCgbzToEaSgQxSGRhGS0i8QexxNCQg+/v7dhiY51NfdHmntby8rE8++UT/+I//aEmkB1ewRewh99FsNgcOVqMqx33geABAvDNnrz2dA64+VCFoFzgsP10IQAR7gk2jokY/0fLyshYWFuzaPcI6arDs0bnFxUX99V//tR49eqS9vT2dnp6qUCiYXfC0AxKdYDCow8NDHR4eGgIIVcQ7awIRZJDA2nONkRGAL3wFFW6eC3tHEIgeSLLKJIkGr0+n0zbcg33Gt42apJXLZVWrVWMKEBhgU6nWSrJnSt+EB0P88AsSEYJS7qvdbts5AgSF2Dru4/Dw0Cgxkgw956Azgj2CZKl/SB0jbKHPUZEk2aA6hT+ml2JUuUsmk0bX9Ig4tozpXfF43CiPJFgEhuwZckFPmu/dg9JI0IyNZg99rwKyRiIKBQU6y97enlqtlpLJpD03T9c6OTkZCDB9MpfJZNRsng9pAeQgxrjoogrgGQCdTsd6KLgupg7xzI+Pj+3cL6oOgCRM5UN2+Hz8iQes8Il+iAG/Y1G19sAc3xuJRAamsUn94QDEA0xNSiQSyufzWlpaGmhmHiXRwLfjE5AzgAwCeHSU+8CvQdH0FUnk3/d5BQKBgXOh0CP8MufP+f5RYg1f/UFeuV8PABLjeDAAH0SFk15eYmapT5v+beuFE41YLKa1tTUtLi6qVqtZw5zU5xsS3NKMh6IjwNvb25qZmTGDj4DjbOAgElBjHHAA4XDYOHsEFpR7EWCfhSHEjNBrNptGmQKt8ajz2dmZCoWCdnZ2tLm5aeNs//zP/1yvvvrqC5eJhhdI7eeff65CoSCpH+RyrXC/pX4DHQEaThPDRXBHmU7qKwpVJjj5oJ2UQEnQpqamNDc3p2KxaOVzAg0fzKEsVCt6vZ6dwkppFYRHklWBCJxQ9lHPIDk5OdHBwYF2dnZMXghMfRbP8uehgIQM85Bx4F5JQE9ApqCX+D1gn1FMHLove3tkDEflUXxfUYAaAwLEdYO4kQzQ2H2RhbMi6KOC1+udjwPkvki+CIRBmKhUcH8sdIdgFkeM4eeZIwPQLHA6HrXkGrEf9Bewd+xbJBIxxwr9ksCEygMJ95MnT5TL5ZTJZEaqBPGMSapSqZRWVlb08OFDa16n/wUnI/Wn7WCIPbLtEyr21NOi6OngkD4MO7KA82RUM3uPfSMwZYS41J/8ViqV7FR1T9MisKZ61mg0lMlkBhpZR1k+AJuamtLKyoru379vU9BIytvttjWeMvKWoK9arZpc0TcBSEXCzjPwvTHcm98L379Tq9WUSCQsuSMAoNGccefoOqM9saVUTZPJpO1VoVAwGoYH0UZZsVhMhULBvqtYLFp/VLfbtaAf20NFDRnyOoYcYMuw075nCt0EvCKJZRoXlWPPKABEoOeGRM5P60I2obR5CiksAvrasM2emjrKAsyLx+M6PT21agn3Uy6XdXBwYNdJ9Y5qLEGrR+aptgGWSf0Kt08IfD8UQTpADDpHYIcfRRf8eGcCeumLPUnsP/aH72ck+uzsrG7cuDHS3hGMzs7O2lh1qIpQ5D3dzQejvhrrgR3oNd6HsPf4aKpKyKKvQPqE08s2e04V3PdcEkcBxE5OTiqTySgSidgwBZISX5HzlfqLLOTdV019Fd733Y2NjZmPh2XCvfsKmA/gAU3GxsYGJllKsrgZP8L3S7L3kHCzP4DNyA/P3U/cQ9Z5Dc3hPtGhMg5Y+iLrhRONxcVFEwSPflUqFXtgpVJJ5XLZlDYUCpkzI8MiUMTZMJc8nU5bgxWGD6dEwETzse9bAHmHXwsFiFIc5VNPFQoEAjZClyASY0pPyO7urp01QGD7Ms2l7XZbGxsb2tnZGeCbg3YjmB4dpsSIc2MvpH7TKKgghlqSGUwQJZwxBoPAZmZmZmC0mg+gEbZgMGgTvBKJhJrN88kNu7u7A3Q3qX8KMYaVQO3evXv61re+NdK+MemFg2h82Z9GXYJ/jFGtVrNA0SOMGCfkGFnAGHLfGHyU3dMM6P/w9A9Kx8i5L4ET1PjKAc6CQNxPafGBunQe7IxSDYIm4gNPKGL0EZB04XCPjo5Mr0lYuV5KsDhoggMMPPtDpYJAhCTK8+AxjsgPBo4JY1D72D8+m3nn6AmUDWTw5OT8LI5CoTDQC3DR1e12LYgPh8O6c+eOKpWKDZdAR0hMQZd82Rr5QjehpfjeDKgboEXcO8+PpA8qkNdzElYQKfYUZ3d2dqZyuWzDJng2NOozg353d1f1el1LS0uS+ue8jLqw1aw7d+7Y+T3+3Arkot1uW18ElQmaZpmgRULA/XJO0+npqaGgwWDQJhlyABYoPs5zcnLSxpszdYWmx3g8blUSnhMyCM0wHA5bknF2dmaU3E6nozfffNMqoKPuXzqdNjANGQexBVih8ZgqLtUzSYZo+mSC//sKGVNyWCQCni7JPhD8ExxRRUOO8JH4LXSdwJkBE/ginj+Tc5AZ0PBREw18NFQkKrncK8+FvUJXPPBEdRm5QYY4owO7DeWZZ0/CAHDgQQeAAt4L6Op9j69iQ7+BwoyvZu+wN/go7PPL9KUBJKbTad2+fVtnZ2fa29uzqVHEBTQz+/5Drt/HhX4fAB3a7fYA4wWbR/KBj/FDUJBBYjD2FD+RTCbNziKj2E+fSPO88EkkU7BzRk00SAQkmX2r1WoGYJOEoA++0RpKGa89OzuzPSVxIbHHHqKLxMbEGcgF9+37g0jmfEsD9tTHRej3cOyD3fW9HB5cJQb7rTL2opvqS4eeI8q0BUlWLovH4zo8PDThAW3yQRmfA4+uVqtZo7c3gt5Bc5iJ39BQKGQoFQ9ZkpVryaB9o7nPtBEE7oXSKIa82Wzqww8/NArRKNQpUOVsNjtQgvdcbdA96bwqAMIOPQlhgzYgyYI9z5cnIEEJEESmsED5CIVC1vOAg/EGj2eO0WTKU6lUMq46ZW/PM+T66Ad577339IMf/GCkgw65BsYhkmjyHQTzIJkEKZTEMUAkbgTLXonYU54Te8Oz4PcoJp/lqQqgUsiLD/hOT08NeaDkTALMAiUk0UY/SFpGGW+LroGwMW8cx8Ve0Cg33EfBHnDP9HuwVwRByK+XS+SMe8RJE8RiMEFaMcR8P3LM+5B9KiOghYFAQPV6XaVSaWD60MOHD9XpnI8fHVXmPA0gm80qnU7r6dOnloDgdHleIPZUVwh8/B6AZnrAgL0CHebn2D1JA88KmYPnTvLrp5uxz/wbGSVR99NbaGD0tCme1ajLJ5/ZbFZzc3Pa2tqy0rvUP6skFApZDx80JJBIDvwiOfW9Rjx/Ei4SCvaRJI0+IIJ3fItPIqB68syQfQJIfIoPEE5OTvT5559bZcgHK95/XWQRdExPT9v1cmCe52Jz3ySXPtnALlJB4D0k896+o/ckeVS80UfspKQBMMQfAuarEoCJ9JphawkOaeT3dshPm/I+8KKLagFBGKPe0eFEImF0IMAoqh6+MkEiFQ6HlUql7N/YR05f9vYMe+1pKth8XuerGel02mIZklsAAfaL50aQ7q+R39PbEI1GNTs7q8XFxZH2Dp8UDp8fI3D37l2Lg6AHUuHwaDkxA9Vy7A/xFTpInEWyAuXd91H5A+XwfcgQ+4luA1r5wNmDjfgpwBxolfgHSWajSXxHSXCJL+hfrtfrqlQq2tnZUa1WGxivjj2Guo58AFoRPxDUe0YISQZyzR56uZP655jwnvHxcc3OztozoBqK/fSUL4B0AA1P26QamM1mLfHB/3m78Bv36kU3FSfEg0mlUpqdnTWaFBlPOp3W2NiY8RjZDF7jgz5Pt8KgYVS9M0ZAJQ04EY8YUIL3Dw00xTdXUVIjuPMCDTWDCRWUqz777DOdnZ1pZWVFb7755otumS2QXak/EQCjgRKSgYOw8HuCLmmQs8g0Et8D4Pl5GAGEF1SF6o/n34EwcF04LYwjZXSqLOVy2Rw9fFRPt5HOlXBpaUl37tzR0tLSSBxI6ZxOAHe7VqupUqlY6ZVAhVI+ssIz98bDl2KHqTtcr+/T8KVF9p//U4IkOPKjmXn/2dmZyaLnlPIHihCVN4woBgDk0evBRRb3Q8UQxATeLzKJwSboJ9AACWIvqNYQ0HoEkPIrz8oHOHwWwTKInEeyfEUAe8Ee4dQkmQ6j//Q5QS0jCDw8PLQRt6MsKDyS7LmgNzQdc88EfGNjY5ZscB1cv9dTniV0GF+yxlnigDwK62ksNOz50j2OnYAXJ+A55jwTqR844rQTicQXqF6jLJ+E8z3dblexWMwoDQQioNqxWMwGidBDQr8JwYcPlqPRqFE1GQxA4AtPH/vpKY7DARt7SbUUBJDv94GOtzV+mlM0GtX8/PyATRl1QWlMpVIGDo2NjRlw4cET7Ap2z/tEfC0/w4YgfyRcJKIkL9yXBwC83HhUmIAEn0Xg6Gmq6Kqk546upX+D3wEsjLLQL66hWCxa7wIULuwxy9MgSVAkWTBLQoeP5j0gu/RgIc8ehMU28Ly8P+I5UPFEr70PRYeIkTwi3e12zXaPj4/r2rVrunfv3sgj5AOBgCXknU5H+XxeCwsLKhaLA7QcAnNfVUVPYTNI/b5F9JmYzicZ0NlhlQSDQesx9XaLz2Z/sa3EocQx7A0gHnsYi8Vsyidg2yuvvKKvf/3ryuVyKpfL5nsuunjP8fGxisWiDRWq1+tmqwjYqbIh317OvY1D3/DFx8fHZs+Ia4lnvX3yPW98D70bw5QsPsPHvb7qzvVREa1Wq3r48KECgYAymYxNwUQ/XmS9sDch4PI0Ep9dI4gEGTSaEbxJ/WYfkNBI5HxuNwEWwofBRanZKIyJR+ra7fNGWs97j0QiRp0A3cFgMHbXN8Ty+fycIIJggUzyk08+edHtGljsla8a8G8EEoXFMIHCsOcIG/vikU/v1Alw2WcQdtAPDlHDMZDRtlotQ9QlDQggtBoCTR8MewfN80bAffIyKsqH40ylUkqn09rd3TWZ8MEZf8j+cazIGb/jvSil1A+OPILvG6hQQJwn1EDoMzgFKkM+KCAQ98YEZ+0dDzxyHyTRfOmrHy+6+CyMcq1WU6FQsHNpvGPEQJMIkPjy/JAHqkd+P33gz977Ui1OyaNGvB899gmGr6qw5/5nyJ2fHMS1RKPnB8HRhzVqjwYygszD6QYEIBj2MgJChj7ghP11QxtAn31ZXJIlgMgfcuoTOo98ETThRHCYACgADZ5CBLhAs/Hs7KwymYw++eQTZTIZhcNhk4GX2TuuCfmh6kdFiOvydDCS32AwaEmr1E9WCMZ8MoJOIu98jkfGPSrvkxeQPWSIKh0VC6l/Yjt6BH1wfHxci4uLmpqa0l//9V/bVBZkeJRFcIz98D113s77PoB2u23+jvd6KiN9HNB1pXPfTMLP/pCQQZVhz9A9wAIvRwQa/JvXBYNBSwRJYADSqFgRhHuKkKdzXHTRRD8zM6OTk/NT6EulkjUAs18EZIAcDKvwVG32EJ3zvoPEingI24bfwOYCZPJegmZQZE+dlmRBvkenfcKODQHomZiYUDqd1uLiom7fvq3V1dWRDyj1FZJoNGqHEPrqFM8Z6hdBP7oLGAgd0ssrMRnIORUxfLiPI32S1ul0jJpXLpetoksFElo+voUYgNfSa0rPF/J569YtZbNZqxwO0z1fdGEnkVvAIJ4zADqyxPURu3KfPpbCZ+I30FFP0/OMB2SOxIrkAB31/RQkuB5IxV555gK+nM9PJBJ2zEM+n9e1a9eMofKiFcgLJRpkYQgcKAFKjuKBJOB0mGnNKpfL1piXSqWUSqXMMXlOJY4WY9VsNm3yEQgWQbd/cB5VYPwhjcQ+A5yamho4FIuysy+xIcjxeFzXr19/0e0aWPSH+J4C0GaCTM68yGQyNiaVPfWUHJTeB1nNZlO7u7s2uYUABMH22TJCRXbP/eJgmPolDWbaUr+0T/DgA0kCYhICgvHt7W1ls1l71hddXDe9OKBTPHeCXwIzrgm0ib3wlQF+jjPFuaDI/B8DwGd4hIkAEOSPoBMkDGNB8AHin0gkjALkgy8WPwsEzscAptPpkUYDE/yDbvd6PRWLxYGpPRh59Ad6D4FcLBazgJXPaLVatj8kROwhwa9PDPz+wA31htd/vq/CIZfIO4FJOBweQAd98JlIJDQ/P690Om2yMsryiQ5/ZzIZLSwsmN5BxURHcJqAFdgij9SCJoHq8YyYPoJc4Dh4NgA17JXXOV7jEzqP5kONI6jK5XLK5XI6OTlRKpXSq6++qvn5eW1sbOijjz7Sa6+9Zr0Po+4dyU44fH62yZtvvmkVXfQBmhT2BF3hnvAl2C+qOCSzUv8wNOSDgMcfDIddwL7xeZ4Sia/ylTV6OHq9noFWyWRS8/PzOjk50ezsrP7oj/5Ip6en+vGPf6wPP/xQ77777oC9vOja29szn4D9AgzywSBBEXQKguFhVLbT6Rif3QdyJGXoF/KDPErnleRAoD+GE90GrIOyQ5AtnesiJ7VjN6mmM1Ie8Az5ZMwt8jsKsizJrotT6GFVFAoFO7SUwMtXmJEBnjvxi98rqEFSf9gIz5lqGUkzoJvXH1+VApDyjdToix/diq/BvvEz9iqZTNoBw9euXVM2mx25R8M3Rkt96h9gI3bfJ1reLk1NTSmdTg9QnjyThP3G9/B+gCAqvwAoExMTyufzRg/1h/bxfg9w++oeyQV2mT4PKuTvvPOOnYdWq9WM0j9KgsuehELnPTLr6+uq1+uWiJZKJYtXsUeeHoztl/pTBfG52HESd3SDRI7qMIwTb3cAkwGsiJWG+16QKd5HXOUr4lT9APODwaC+8Y1vKJ/PD7RN/LZ1IdgKhWQWOUgKgSmHvBGIeX6rR9PZWDaBEnqlUtH+/r6d7in1qVJ+fCELThkPmk3ygl0sFu2EVY+4c2bG3t6eBYIEkQgva3FxUX/yJ3+iN9544yLbZavXO+9DKRQKOjs7UzKZ1MzMjCYnJ+0EcpIZFKpSqajZbNo0HZQWAQDtpQ+jWq0qn8/bpBQMnh8Hyz6CxGPY2JujoyNz1H4iF6grSQ1NS6DeoEOe7gCKzjMblVJAoEfgG4vFBipkOEgCDZwnwR7BGwGwn45CMEOgT2DmS8AYEhRTGnT2PhhEoXFaBNA+yPGldK7J02sqlcoAyjs/Pz9SX5C/dhwVZWSQRSolBHjQ0qggsTwKjLGj/AoSyP0xIcUH61wDzgyjjowRDHrKGYkez8oj4Z4GEw6HbaIIoEUul9PCwsLIfUGSTIZJ8Gu1mgEENFnjDHB+vE8aHC/YbreNooiTRDb9+RUeWeJ+sU0nJydG6yFp4HmQnIBCsce8lklKcOQPDw+tpy2Xy1mCAhhDkPMye4dMwHVfXl62ZGF/f9/oDJ7LDZKO7cWxUXVDRgKBgNE1w+HwQAMye4wuEiTxHbFYzCpVvsLigy18W7fbNWBgcXFRExMTdpZUsVi0a0CPcNqj0n+Oj4+1s7NjvHJQc6ooNCWzL76qSLIAck4AA02YarUHTgjMsEeedjI9PW1yiB74ChmBHbqL/DDhzIN9IPyxWMwqLJ5TD30mmUyO7Cemp6f1+PFjPX78WPV63SpTyD7f0Ww2rTeDKgf0LQI2GBXI0XDzLH4DQNIDBOFw2Kqf2CoCOYApfAXPwQM2yLHn5QPqSjLd57mTcBAnjLLwi9g69hObTeWsVCqZbRgfH/9CZcZXhjyVjaSSeMKj8OgOMuHpYYAy9GKyB1DZAKDZCwBU+gn5DL4vk8nolVde0dzc3EDfpAegL7qINZj85ZNaTyOORqOWJHC90JjxydhzdAp6vB9qQoLmgRpfraM66CuEJL28j4UM+wSIvfLf32g0FA6Hlc/ndf36dc3MzAw8xxdZF+rRYCN2d3e1s7NjN8kDZcITF0fg0mg0lEqlzAmSWTEVIBwOW6nJ8xVxkpTRUXSyslQqpUQiMRC4eCGvVCp29gKZdrVa1dHRkU1ZIVHigfAZBA+ZTEZf+9rX9Morr4xcmkQJoAWMjZ2PK2NPSEDIxDFkCCbGioQMJB/F4/rJMDGQ4+PjSqVSlqTV63VrmMeJ+WkmNF0Hg0H7fJ4vDgo5QJg9lQ6nRPI0OTmp2dlZ3bx5c+QD+3yJOpfLaXl5WaFQyCbY+GY9ghGeE4HD83pcpD6S42XY09MSiYQZVm8wfZJHYsFnYyh51lJ/GgzK7OkYPlFhGtT09LTa7bYSiYRu3bqla9euXXjfuCZm1WezWasWlkolSf3xv1wT1811cN2+UsQzgWZCXwKBKeMyCajZe09P5A+GzyNDvJY/Ptlg73EyY2NjymQyarVa1nQ8Pz+veDyumZmZkRMNT9tqNpt2YFutVrMeJQ6J9DSd4eBhuNEPJ85++z4OEhLABF/VYe9IOJBrgiD0gyZ1j9R6vjOca2SuVCrp7/7u77S0tKREIqFEImH0olGpU9gK7ITn+geD531Wh4eHA4dT4gOoilIJ81V0Al0CNY9oInv0TBHQAD4ApHA+U7FYtN4OEgkCLShLgDH4lu3tbQuOT09PValU9F/+y3/R7Oys7t27Z4G5RwgvuvL5vAqFwoD/I5EB5SWg9ddHUIEdJGjzDfKAfOydB2U8XYiqN77BMxcIgvCnyBrgExO98CULCwvWUO2TWewSz4ZJjJJGrqQFAufTyA4PD7W/v69g8HwKGTKwsLBg1B4CVGw0DelTU1M6PT21vjlkV+rT9wBXAAR55gBhAJme3oIu8DcJt/c1HriiF8YHwQST0ENzuZxmZmZsMhvXOMriOvBBh4eHKpfLA4E4n48MQdU7PT213oqjoyMVCgULWPED/J499UNFJA0E1+zD8JkU+GmSsk6nY3tIQsQzkfp0SeSYeI4EHvCCRGkUcICYwA+vCAaD+tWvfqVWq2WxFOwHHy/jFwDXiDmH6b4AtfgE7gMbwL76/jUALH6Hfh4eHpoc4xeIpYlFfCyHTHNtN27c0OLiooFoF7F1L+xNKJ+ySRyo5CkRGMNer2fNNzhseIpw+wgCEomEbcr09LTdGCVONo1Z2P5hRSIRq0zgmKrVqlGzKJt6JfclI4wxRlSSlcpzuZxSqZS+9rWv6dvf/vbIozIl2bSG8fFxOwF8ampKqVRKoVDITqVGaMlKM5mMCTNOGAOPQlGWBk3x/GVKczgDqDPcO+iJ5xd6ahmoNdw9BBAkEbnwgSNlf46rPzg4MAUZZRGA4RwJhiKRiJ0WDhqH4vhqAvsn9Z3YML8WFIbGbmTa0xX4/mAwOIDie/QXJ+4DT4IAEguSToIBqlU4NaoL7XZbqVRKa2trSqfTI+2drzjNzs4aYoWRJiCFdgC1D7qFp1IgK75CArpGYAH3H9SSvfDJhUduCI49iEFiiIH1KDEoC/vrE5Ll5WXNzs7a6FZQq1EWySP2CucGUOGTcC8nOET+xqCD3sNtPjs7s3n/npYCsuz58qBeVEX4XpBTD9TwPHm20FZqtZqh+VC8ut3BOfnxeNxGaBNwjrp3/O0bjsPhsA4PD1UoFCzJ8H1/6BhBFTLUarWMM47sep0CAEE3cdrYDKo80Gipxnc6HQOwPF0AyiryR1IEADA1NWV9baenp7p27ZqhfCSDo1aDksmk8vm8DW2gkkgVhwVSGgqdT9PCljAumXuH8uX1jAACsIpEiiqkrwQh99h9EE4SfkkDB8hK/T4jpj76KTbNZtNAIIK7SqUy4GdmZ2dH2jvsK74Kf4WOeRmnYkogi6wSDySTSZMhbLjUR9I9mAnVh767eDw+cIYEiZqvrEGH45l6ihTJBLZPGhyqwQQ2X8WanJy0atOoe4cN7nQ65peOjo7MT9Jbg83rdDq2T+gdv+P1gFzehkejUQvAiTWI3XzS4H0osQyIvfcjjUbD/AL+nYSQkb98L2fdlEolq2phZ0dJNHhPNBpVPp83sLxUKqlQKAxUa7F5Pjj34Cif54N9379L3Me98FrADw964lOQV5I25NZP3GPv8CX4Bp4J1zU3N6dcLqdsNmt+3ccHv21dKPpDqKamplQqlfT06VPjbsViMW1vbysQCOjGjRt2yjZIPpvuZyfTy5HNZs2AVatV7e3t2YnIoJ5k+j5BgL+Gc/Y9AwS+BDD+ffl8Xul02sqrOBaaxvP5vO7cuaNvfetb+s53vmN81VEdSLlc1tnZmRYWFnRwcKAnT57o5ORE8/PzZthoHE2n08a3JIkYGxsz2os/zRyDmkqljAfPaxFOhIVEydM9CFySyaQZCRpp4QgTlNLkRIJDNYUyPhk2ZedcLqfbt2/rzp07yuVyIwd9fBfJUzqdVjDYPzSu1WqpUCgMTBxjX7wyQOcjoOCZo3BHR0fGBfXle59QcS0EcOylL/eyxzw/0Clf6sXRY1xBVfyEjl6vp9dee02vvfaaJeIXWb6akEwmrb9pYWFBknRwcGDPbmpqyowYxgnDjWGDSsJng0x6+hXPGF0FXBg2qPyMf/OZ2IjhffcVFU/B8uX4dDptk6boCaKCcNEFMOF5saFQSLlcTk+fPlWxWLTnzTQ3abCK4cvgXC+om6f8Edx6KhrJMs5bklULJRnaCXrKZ/v3UTGGHkSgB6UDh0NT83vvvafV1dWBiUKj7p0kCy4rlYqSyaQWFxeNUsLvkRdsaygUMtCHKi3X7qt+oHTopLfvvgmez/WUNKpD8O6xi1S0vaNn3/ku6Dc8i2w2q3/5L/+lfvSjH5mPeBmaaC6XU71e1/b2tlXMkAtJA59NUk/A5el7HpgB/SQw9X1DNN8TnBC8ELT4QSIkNtg09owAldfAUiChAMjB5mIHz87ObFocE/igd46yotGoVTEZvBAInPc9FAoFdbvnY6c51M9Pm0IWPJXWB7q+Yo5P9JV+Xjc1NWWJP3ZK6ldD0MvhkckktXwXFSWqd8gs/qLTOT+1vVKpaGxsTN/85jcH7PNFFzqCX+Xg0NnZWav8EIzTE4VcZDIZS65hGqC73H84HLbKBFQh9gifgy3ylWvAVewEVSev4z4xoaKMvrJfALi5XE69Xs+mzHn76yn5L7p4/9HRkXK5nB2nsL+/bz2w0uC4dK7FD6iADgmAiu6QKEFJR675LKjx6DT7DWCMDaMCR7zjAViqMMlkUlNTUyZf7Bt+0Pdt8vw96Pfb1oWoU3woQVmv17NSNQ+QEg2OzHfdS+dBTzqdNkHAOBMkszEcEkdi4stxrVbLOITwMT0PFwMNJUOSIXXwRn1zNYEhynbt2jX963/9r3X37l3L8Lzxuei6du2aOp2OPv/8c0n9qR/MSPdTGBKJhDXPs7+gcFA3POJOEIjRxFj4LFjqC5/Un3JEQER5HsQO3qxXWhrveZYeqWF/cYi3bt3SG2+8oR/84AdaXFy0YHGUhZGV+gfkEJBjWOAdYsiQF+gqBIXDQYRHclBipm3gFDBunlvJvSA7JBo4FN/TQnJOFQCHQhDp6RgYi3a7rXw+r7feekvZbHYkufOVKU+9k84ntODk0SuesdRvMsXpYPDYU9A4mvDZS4ykTyoxop525Uu23DNJjy+fe+fJ/QyXoI+Ojuz54DxIzEZF+KR+4uMrOjzXZDKp4+Nj46NTgfRDAvx90IcRiUSMYsNeNhoNqzqBvHLtJGrecaL3oMXQrkhWpT5aPJwII2vsZygU0quvvqo/+7M/09e+9jVzWJ4TftHldR0nTDBFJScYDKpYLNqseYAnEiU//QikjWZ/Bntgn3DYJMY4RgARvtdXZKlkEBQSYOIfxsbGVC6XrfrCXiLHyPo3v/lN/emf/qnm5+fNh+B7RlnYbSr1+/v7Btx0Oh37d6/XG0jISFpLpZIluEzk82NoAaGgP9EPORwI4UtJAEi0oc7wGl/ZwIYg5x6gomoPLx8/X61WTadI3kaVu3A4rGvXrqnZbCqdTqtarWp////H3p/2Rn5e6R3wVQuLW+0bi2uT7KZa3ZJai9eRx2N7tgwmQIBMkFd5MXkT5KPkc+QDJMAggyAZJB4HdmCPI9mWLGtrqbu5r7WTxWKtzws+v1OnSi27WaQ8fh7wBgT1xqr//17Ouc51rnPuI21vb5v8MRwOW+ArDXdIG2XmkZHC9vJ8vBNkH1IV/IQnWzjPyHIhIdgffA/Yw2c1mCdsI1lBgkY+5+DgQL/5zW+UTCZNQnXVgR/HVwAiqVtBHisNQCtsOt0m8a1kTQHQZOjJLGLz8DeeHCCY8YSAJJMwI4Mis+a7NREwENSyPvgv7C6ZIQIcAPm4JDLBYKPRsKJv5Gw8H1JBfJS/M8T/H1tNUM78eLwIaY8PhBDgDIziLN/wh0CZfTaq7GGOfEbf109ChvLnXi3yu8aVMhosxurqqh49eqQf//jHFsXDZrM5OSw8GO1aYRv7/csOFWQlKpWKtre3tbu7a11PSEWyeekEAuAdnYzJyUnF4/EvRLx8hzS4qAUwXavVhjT84XBYd+7cMSaZi5OuE2jMzMxoY2ND9XrdCiFDoZBF/q1Wy4qwkZ0xn1y0hWzMgyqifeaSOSC9ygakEJV0OgAaZgaphHf21Mtg6NC6Muc4FYqxgsGgstmsXnrpJX33u9/VW2+9pcXFRSv4vM5BxogACjBGXs/KnHq9ui80xjkCaL3cC+02Bp3vxIiRVfKp7NEMBgaa+fIBCaAaQMD8MZ/SIPgDIL311ltaX1+/lmaZ9wsEAkMpZ5yfZ7iDwaASiYQ5DEnGYOA8R1l2z3hiuHDeABNkfuxT2DGMnmeVYFOZawyeZ6vQ0LPnsS2kimkYACgad+4482Ty/Jr77CBZWJ9+Zw4Ad8xlKpUycMG/BQjynn5fwmL6TB1nzQN0ngWHz7nwXcMA2QAYNLff//739ejRI2N5CayuM3fscSRjk5OT1nUPW8f8lkola4AAO+nn6OLiYuiiPLq3cfEa88hlgMyPr0ujkxOANpPJmNSF9QJ84PgBdNRLQUgwt5BR9+7dG2L+PMt91UEwRcDPnmAfsT7sD4J+7DsZH2/TuVTPy2CQIR8dHdn+5tz592Z+R+VT7A/ABvODn+12uwb4ZmdnrT4PkJTNZo2Vp1YRbDBO9pZ9F41GtbGxocnJST158mQoQBzNImJruDdrVN6LDwAnYNfr9brNtQdsBHheskLmBuKUtcGGcmY5w34d2IvIUiUZQ44kicweOGLcgf/yGRV+j98HA3A+8Y2+mxwYAvvMnDIvBF6si8/m+qDUZ64JmLGj7C/mBxwDAUVmAD8KhozH48rlclpdXVWhULB94OWb485bq9WyS55pspJOp3V6emq+H5+L/eB72SPMhydx/Z4E53ofDFHsM8Je1s68+sY/kobKGDjb/DnBZqVSsQQCn4/qxheQv+i4cjE4LNO3vvUtY6UADzw8aUuAF0b9/Pxcx8fHKpfLBvJhA3BMFK4x0OoCTPh7nCy6Ww59sVjU7u6uMT1ICMLhsOm3s9msaVuJPGGyiZh5Fw8Qxx0csIcPH6pSqehHP/qRarWazs7OLB3PZkCSUiwWdXJyMlSzMTs7q0QiYawCTg35Wjwet1QYrIs0YN55B2/EAOCAj37/UrtbqVRUqVTMaGJEcMK+CDsWiymTyWh1dVV//ud/rj/6oz9SJpNRq9WyAOE6hpB1Jn0HsKT7DwxvMBi0C3h8YEiwi9HHKGLkCEY8QPDpa2ngWDkHGBkANH/P8GCcjAv/ljXge2AwWbNsNqu7d+8qm82OHWhguDw4x8izjj5wwlDx79lDnjkG9PqbSWE1feEif+YBGnND3QEDB+H3I/PnAxHmin3MPsVRI0mKxWIGqMcNbn2AA3tWqVS0v79vzKd3xl5mArDzDQk4B8w1TB8OlDUBHGLLGMwpgbSvGQqHw0MBNc/P8LIun2mYmppSLpfT2tqaMfu8m/+5ceaOgHNiYkJPnjzR5uamisWi2TYCADJgBwcHOjk5MSKE7kSwcYeHh5Jk2QLm3BfCJxIJs1OcKZg8HLAvjKZwF6aP+Qa0wKayp31mbWpqSvfv39frr78+lHXz7OQ4IxAIWGEyclv8kNf8S8PtuqVB5zhkILwHTLI0uJ2ezDh1PV5e7DuhESh4Qor9zHogSeJnn3dXjG87iv2u1+tKJpPWPGJ6elrZbPYLxbDjzF+hUFAkEtHS0pKKxaKy2awODg4sM7G7u6uTkxNFIhHLboBffJAHEURQ4WWI7DuCA4Jn9qA08BnUsEBGsUe8TIqsN58HgObnyBDBbvM5lUpFJycn1yZW/HlHUg7ZydqjfvABGwCWz/DF2/x7/IAvzPZZIebINypgz5MFQxroSWVsRLFYVKlUMtkWhAvzCL5ZXl7WvXv3DEONAu1x5466uFGfw14i++CzOPhQ1gwyDT9Atpr3x09ia0KhkJ15fCISK9bSqymwU2SiOp2OkVXYXTJrEBkEh/Pz87pz5441L5I0RHK9yLjyzeA4weXlZX3nO99RpVLRr3/9a9N6wwRQxMdGikQidmvi2dmZFfFGo1HlcjlLj1Ng5FlPDhEyI9LlaOtHOzA9e/bMIm1ADrfGLiwsaHp62nT9yK+YeGohDg4OVCgUhnSl4x5kAEQ8Hterr76qra0tffzxx2aIOEg+fUg2iE3iWUwYGC/94e9gviiyw/mQEfHgmnWi29TExIQVBZNJ8Y4TA0OxMEYQlnF1dVULCwtKJBJWrD0qV7rq8IfRS2O4qwMplSTLnrBfcNI+FQvr4A0/84SDwPgD7NjzBAqAKJ6JQ4nRwjn5gisYXBgCH7zxnRiY5eVlJZNJYxLGmTvmjffGyVOHk0qlVCwWbQ8iS6QIFXkhZ4d3JxjmTMCaErg1Go0hSZ93Sl6uyHn1cgEMJeCH5+c8wAwFAgHLuGGQsQ+JRMJsx7jnlaCU9V9bW9Nnn32mzc1N21M+AOSMwAACsHCyOF/eywcLGHc+F0aU/+OwCeaQaniJKPvdSwyxJew/HIw0CIIpYuZ5cPA4xXGGtxkTExNaWVnRr371Kx0cHNjepynG6enpc7vgYeepc/JssF/v0Xot5opnkAatqNmPFOtyx4q3Dchj6vW6ET3cm0B9RLd7WdP2gx/8QAsLC3bmOffjSn+Yu6mpy0vnUqmUDg4OzE75LBkSN1hSAm4CXvyGNGhQQccy9qFvgsK+JUj2NWXYRGwV70sGCSmMfwfAjXQpZz08PFQkErEsU6lUUjAYNDuHbcL/jjvYc+l02uR6hUJBc3Nz2tnZUTAYNP92cnJi9gH/6plh9uLo2YX88N8HCAyFBsX5XiEA0QBJw/nyknIG38Gc4lsgY8hE+2z75uamGo3G2DeDQ8ph9wqFglqtlnZ3dy3Q5n4U6iIlDUk3Ye59YMVcUkNLHQxnhDnHLmCHALH8mSTDKb6WxRNaZAO8z8CGYYPxD0huwazjKlU8Tmg2L68YgKyjaQj4ThrUHfJrX1NHrZ+vE8KGQ5rgO8Bb+BefgeWM4nOZSxQDfDekMv7HX9bs27dns1k9evRIDx8+HOpARVbmRYONK3WdkoYdyb179/QXf/EXSqfT+sUvfqHd3V0Dbb3eZQ9yQE6lUlEulzPDdvfuXZskpC5sXA41kg5S54AZiibRXrLAZEtYWJ4lGo0qmUwqk8mo3+9rZ2dHz549U7VaNdBHh45oNDoUaMA6jjLeVxne0adSKd25c0eHh4fmFDgsGHuMmddhe6OGzIdiRoIjwG2r1TJpAXr44+PjIfkAzKokY9FgBzz49jURXntPpI2TX15e1ve+9z2ra/GZpHEPst97fAas08rKihKJhGq1mvb29uzAUrNTq9WGnKSXqmDoqVPBMcA8+DQ7IJc1hLXhIJJt8bUKpCy73a45fQwobZq9JtlLuu7cuaP5+XljQzDC4w7mH/nS4uKiOp2OFRPiADlXGDS/33G6GHTPfGD4eE7AMoED3w2A84wn60DnKl8n5R2wB038TKfTGerWRsExzv46zDLvDSOXTqf10ksv6eDgQAcHB0OsOm1SYZQSiYQBN+aRs490hK4tpM35TgI19rJPjXs5gTRg2rGhOBO+k8/i5wl+yFRRAL6+vm4gg7kc186Nzl8wGNTGxoZ6vZ4FFr4NrO/ENTU1pXQ6bXcC+H00MTFh5Ar7MJlMDrGrZNVHzxP/Zz0JrAlSo9Go1X0AVqjPqFarQwQU8/Sd73xH3/zmN209AKijoHGcEQxetmV98OCBGo2GtYj3EjnqTTwrjk9gDghGkJthc7DhkAWShgI85spnFnwxKns2EAgMtY0HAFOn1O8PpL3SQGbZbDYVjUY1Pz+vRqOhjY0NpdNps7PXGcwJoMvboWw2a50ys9msZQSwR564ox7Nqxp4NvaCn1d+Hvky64I8Gp/kyQNAId/lycxOp2N3VflMpb+Jm3WiToMi4XEH9p5sVqVSsQYHfl0I+DmX4BNkspDEYBaANgGDz2TwndhZAj4+LxQavjOEDAU4hxb3DOYWFQ3vBdnKHgRXYlfH9RNeHs26EASSZcdXEMRJMhIPW+QzDZxJAiFpUP8KNvbv7Pc7+wpCBIIEcgIb4Ekyfp7nPT091dHRkVqtlnK5nO7fv6/5+XlrFY099Vm7FxlXCjS8AyatBbDc39/X/v6+GR82mV9MDE+73bZbktGZslhEcQQkpIi89hNWAqBEmoygBUDI4eZQIH8gYvNOHC0fEa+PoAmcrjsCgYCSyaS+9rWvWSvVVqtlxUF0xUCyArtEqpS58S17PRPRbrdVLpctEOv1BkXdaHQJHHBYOBjSsBheDDGH32cOJFn2iR7Sr7zyitbW1iwrQkaEtb+OnICfZV34XBhKAHun01E8Hh9qDYkjgCnwkhOfvvRBEUafoARnxUHjcPKdPluBM8VwEqRiSLysgb1LMEhGKpPJmIG9zl7zjBHzxwVP2WzW7sPxBpj3kwbMN+/mdcesAXPgZRrUgwA60IkCoqVBUThpdJwB88F/OHTOKTaCNSBI4Z289Os6gzlgP2QyGX3rW9/S+fm5PvvssyEGD7tDQShzT/bWG36vC4ZVYt8ALL3UBdAiXTofziuFgexdWH/2vC86pUCRLNnFxYXy+bwV+7KXvW78usEGczg9Pa2HDx8qEAjo7//+703LzDsC1JFy0facPUP2lfWA4fNF8ewVzxizBwAxtACnOQaZumAwaHOJL+LuJ4igWCymfD5v53ltbc2yez6zdF1SwO9xsra5XE4nJyfGyLLvJRkJ1+lctl1msKewdWQRPTj1/hXfyhn2UhhJZkPPz891enpqJBbr52shvLxUkgURNIhBv07B9sXFhe7du2dy6+vuO58F5v3xo7DrBGbtdltHR0dDjLOXqXGGaMDCmYXc8zIqzhyZB+aOmg5IAPYkpKIH4D5zQXcqv96QK94vTE5O6vXXX1cqlboWseIzAd1uVzMzM1pdXbXaKt9mG1vnyWEyW0jWAdKeVBmVkfb7fVMh8C7SoEsX74kN7vV6thblctnk4xBkPD+A2suGzs7O9PTpU+XzecXj8aHA5rpnlnchU1KpVAw3kK3gnODTGJwTX5vofWS5XB7KlIGBR7NrdOPj54PBoPkeCDowExjE11sRDBeLRSsjWFpa0sOHD5XL5ZRIJIxcHlVivMgYC8ngMMPhy17u+XxeS0tLBlyYTDYhmr+ZmRnl83l7WNKksDEwI51OxxhpNMjBYFDValWVSsX+Pa1hSUOhzwMQM/HtdlvFYtG0wUS0AG90qfF43Aw3AId3vc7AeAJAFhYW9O1vf1unp6fWEvj8/Nxu9KZdLVE870AGx0tdCMowjDhUCnsnJye1t7cnSUOf50F2sVi0iw19us+z8LTMJQBBh44cbXZ2Vvv7+2asOezS8KVaVx3+5/znAVRDoZB9P2wnxpksjzS4zZX3ooASXT/t33jncDhs/clhBpg7WiKSuub9iPbRAuNQAOj+YqXRSyIvLi7bzy4vL2thYUHJZNKC3HGGZ6Y9wwLYyGazeuWVV5TJZHR4eKidnR0DoQAdz7Kw5zxIZD0A24AuD4zRZnPmmRfOFE6FGhxpUFPE+wNgvMaZgCiRSGhtbU0bGxv2bF4CN+7c8fMEUsFgUEtLS/rBD36gUCik999/35wbz+mzvQAWMmT8OY7AM31k1yBJ+E6fBidNjtNhLQksTk9P7dz5wBuwT30athJtPDVOkoYc9LiAz885AfbMzIxef/11RaNR/f3f/70+//xzHR0dqdvtWlbSy82wzxBMPruGDfW2SbrMVHJvk2cD+ffsGWr6PNDD5kGSARjZ09Sg0dqRM4ufG/2uceeOn+VcEUhgTzgfZL0BcjT/YB94m8OzeBmyl6r5Oiif1YVYAjS12227FZ2sMgSLpC+QhcwTjUdCocvOO0tLS9aFkSAoFLq84dqTjuMMH+hx1iB6+P3x8bGKxaLhBEg3L70DmOE/mBMvqYIx511hjfn36OAhEEYzi4A81sTXCXqpKGQEgzVGMfLNb35Tf/3Xf61UKjX2vhuVSoJ5UqmUHj58aIEu5KsnsMi+wNzzvN5vzszMGFkqyerTCBoICLFl2DwyG9g0PhM5Jevii+u97A//ANbb39/X+++/r4cPH1pB+HWUKpwZadB6ut1uW6bFF8+DtVhXL+/m5/GJzIPHOBAkkCrYNE8WsM890dTpdEyi5fEf840dg2jgbCeTSa2srGhxcVGFQmHoImdJQ4XiLzKuHGjgPPiCcPjyavJ/+S//pe7cuaO/+7u/07Nnz+zFMWYcunq9rlQqZRtCkrGSpIkpDmRSMARE/6FQSOl0WrOzs+bEuc2SoATwgxYVTSYbmU2RSCQUj8c1Pz+vubk5XVxcaGFhQQsLC0OG+jqsPPPmWdLl5WX96Z/+qZ49e6b33ntPlUpFxWJRxWJRi4uLSqfTNk+BQEBHR0f2b5BrdDqXHTw8u5ZIJGyu2BhsMr8J6Yfe7XatmAwQCMOIM8cw4FjIviAxuri40NbWlqWJyWzcBDvq55zP8swwRgnN9dTU5WVROzs72tvbs7nyz8EB5IBJGpJLjQaZpCZZRwITgjwOHfvdOzs+HwDlAQ0GFgZjfX1djx49UqFQMA0m3znuvGHgPNCKRCJaWVlRMpkcqhcoFouSZHsGuQh7CUNJAOs1ot4ecE4BbAQOOA8v72HfMb/SQDfvZYW+5kCSKpWKotGoUqmUHj16pEwmY4bfM3TjDL/nCPBhRhcXF/Xqq68O1RjAYBIw+QAAQOttEbYJ58wepjuQD0R8NhUQRKDm7ZknWLydmZy87MTnpTGBwGWBH4ElTLbft+OOLzvv09PT2tjY0Ouvv66nT58OOUlY2mazafITL38C4COPwgf5gBTmHCBN3R36bBh5X/vm5ROjew1QmEgkrDidDGosFlOlUhnqXDVqp64zf2QXJyYmlEqlVCgUrDuiJw94bgKcUCikVColaVBP52scmVOaQuBDCCq87Iy/Y87IAhBcwWYT5OBzCZ4hp7hst9lsanl5Wa+99poKhYLJ/WinHovF7NbumxhkNDg/2KRaraaTkxNJg7tTIJ663UEXJC879pk+b5MhBaThToT4WEAyxA17FUAeDAYt0wvzzGf7NfXyIv8s+Xxeb7/9tu7cuTNkP8cZo6QUGat8Pq+XX37ZzgWyRgAnBDHzy3syh5CRnFuUMLwX6+PJFeaC1tg+2MDGs7e9VAmsxPNAlkWjUbugb2trSwsLC5qfnx+S/4y777ykUZIpEfDzzAl2enJy0prsQHCQ/ZYG9515whYCGEKaOWKPYKvIipDN9G3TuYzXZ4fBN8hGPa6nljMajSqdTmtmZka1Wm0IB13Fv46tzfBRVzgc1uLiojKZjObm5vSrX/1KP/zhD1Uuly14oA6DtPTCwoJyuZxt0Hq9rv39fbtJmmwHE+wLIyk2lgaa/VgsZsWtHHbPTviD6NODS0tLeu211/Td735Xi4uLqlarSqVSWl1dNfDAuA5g9j/LM6ZSqSEg/+zZM6tnYSEDgYBKpZIVfEUiEWtRC8jn5l+CNxwszAvdVYi6JVlbYmn4xlPAEQ4YPZ5/fqRmyERarZYODg7MMfM9HgTdhAPxbLEky/qwFwmyEomEUqmUUqmUFXTS4pK0LcwTg0M5qp333+szR/QX95+D42HOYGAwGjCGfB9Zkkwmo+XlZb399ttaXV21G+GvO2cYIhhgAtJms2nSRW6n98zm4eGhBV6kasluEKxgILvdruLxuD0vzAvfB/Dju8lU4sjRk/uuGBhOvp9zDDvI+ywtLen111/XwsKCOSGvm73J0Wq1rAvc6uqq1bgQsHJuCOqRF/T7/aG+7YA1fgbgy16hvglnRRDoGVr2P/PB8GABIAQYZR9EIhHlcjkVCgW7wKrVag0Fk9cJ0vzwpEAgcFmL8/bbb+vJkyfa29szUoggDgCDrSbjDLjz9UQw5pxLCAIAH7JU2GJp0NqcolQaibC/fIAnDWq7CGgSiYTm5+dNAuQzqH7+xx18DvUqyF1DoZC2t7dVKpWMfEOWgf9kfgnaALJIcJCiMW8AQc4M8+gBHUAO/yANCof9GmPHPJOKDDkWiymVSmlqasqaD2B7fIbaZ7CuM0ZBOut3cXFhZGQ2m5U0uAiWcwbGQBng74/wRAJnncwWBAx7h5/DvkHc4bv5Tv/OND7gHfh7L3PD/8RiMZO1sHfxxdcd2CTmLxgM2gXHSOPBBolEwgJR9pNXsRBUYLc8BuNnyO6T4WIuvVIDG4LE1vtW/IX3udRygA/i8bjy+bwVshO03aQsnnVAaokfol6FM9bv95XJZJRMJlWr1UyGSIbCE3c+e8tzcsYgrvh78ITP4uEr+T3P4H0P/ovvZ235PGSZ9XrdbDF7+ip+Yqx7NBg+0ibF/Morr2hmZkYnJyf64IMPrPMQk07tRLVaNTDRaDR0cHBg7CYsif8OJgFpE10ZuGSOgOL09HQoLemZZj6Xz3n06JH+xb/4F3rzzTc1NzdnYAhNJ+98k47XyypY8Lm5OX3jG99QLBbTp59+aocHQFcul4eYK6J/DiSHme+g3W82mzU2EKOL0ePfY2yl4QJTaSA3wlFjKLvdrkmpAEfRaFRvvPGGCoWCsdae7bkJI+iDL56NP/Pp106no0QiYWwLhweQTxEqTpSD5bNXGEJp0N0Mh+hTtz6FiJNkngGLOGr2cTB4WbxM1mR5eVmvvvqqHjx48Nwg47pzx3czhzhSgAkGBV0n2S4fOEnD8gsuD/OsJnuHDABGjUwE4EWSgV6frSSo8PsV4IOMgZqgZDKpR48eaW1tbSi4Zr6uw1L5n8NQ49hwCq+99pp6vZ5+/OMfW1cd3rHZbNo7ESz5bBDvzb7w88LeTqVSJgvyJIAkex7f+hDG3jsUmGUup2u1Wrp7966+9rWvaX19fag+hnf1af5xx/OAN+c0m83q3/27f6dwOKwf/vCHZkt4P2RPnp1jDggUfPBCNgYWlN/Pzs7auQZcwMQjl+WcUyvgM78whMimAoGA/viP/1j5fN7kmqOEin/X64yJiQklk0kD8cFg0ALdSqWiQGAgCWFuyExA0BGk0dzE14qFw2HrSuhlngTOkixz5vcX70VAiF+FzJJk9YHS5X569dVXtbKyYo0SON8XFxdKJpN2PsjIjVuXNnrWAZnsaQiWQqFgGWP2G7VUnGPOJPU+4BSeDR9OoAApBRby/oOsCXMHsUCASHbJE0F8Fj4UqdX5+bny+by+973vaW1tzUA02OAm7B2f488ZkneuDcBme4ksAYc0kJ6C1cAxvKskszN0OpQG2WPeG18Lk+8xCwO8CLAnE0igkc1mtb6+ro2NDcNUdB69rp/wg3PFfkHK1mw2VSqVzAdj2/h/Mpm0tt/4XP4Dr4xKh5kDcA1zAN7gc3g/9iRrBElBkCENsCmExdzcnILBy/q14+Nj9Xo9zc/P2771//5FxrVqNHBIsCI40YWFBT18+FAfffSRut2u5ubmrG0thwzmCTCCHh7G1LM1GAlJtkjBYNAKCyORiI6Pj033i3bPBwh0rmLB/sN/+A/6/ve/b1fHAx49wHpeYDXueB7L6Aul0um0FhcXdXx8bP2g2RTMMe9FBqPX61lgRAce2CgKPWHcPWtA+oyAgLWQZE6AuZ6ZmVEikTAATMeQjY0Nra+vm1GiENZLgTzbcFOD+WOTY5S8jAqDDZvM3xG1E+jCeEqD4mQ+i6I8glbew7MsvBcHelRzLw10nKwhPfzRruZyOW1sbGhtbc2yQbwfn32dwTz5Qn4CBkAmrURhd9FWe0PsQRXP5MHvqMEC8HppmqQhmQpA5XnGCwPKZXjSpR3gYq+7d+8agOG7fSr8usM/C8/og8dIJKLXX39dsVhM7777rvb29uzSKc4qWUVJQ0QB54+mAV4+JEm5XM7sFM4XCQdyK0CMdyiS7Cxy1mGm9vb29Pbbb+s73/mOHjx4YCl8fy4Y1w00GD5DwueGQiHNz8/r3//7f6+33npL//iP/6i9vT0r6t7b27NaCwgM6pU80Gs2m3a2YYsnJye1vr5uJAB1e2TZIJh4V5w9a8TnAFiQFu7s7Og//sf/qO985zuSBgXQ7JPR/1937oLB4BdkINLlHvr888+1ubmpg4MDaxqBzcNXAFoAyMyDZ+yZo36/bxeeYnvIBnkpCzbdEwF8VyKR0NzcnMLhsGq1mvb393V6eqpEIqGXXnpJd+/eNVvAc1E07G0Fe/E6wxOT7GvItEwmo1QqZQGBPz/dbldHR0dWh/L06VO9++67JidFyupxBJI0/uPPpAHJie2EZSfgwnfhowlqKByWZA1CsIXxeFx//Md/rL/8y79UPp+3gPM6tXyjA2JF0lBnrUwmY40JwAcEwJB8ZHy8/5NkQTz2DrsQCFw2x+G2emR9nlhhr/qAgDXDdjKHPiAMhUJaXV3Vd77zHb366qtKJBI2z8gLfebgJuaN556ZmVGhUBiq4ymXy7q4uDApKMQn+513hQRm34BHPa7y9oW97dVFnCN+Fhkpa+F9su9gh8Rvbm5Oc3Nz1qzp5OTEGolAuF0V140tnfLsBi/JC87MzOjVV1/V3t6efvazn6lYLGp6etoOOdpHsgw4TdKOBwcHKpfLCgQClmrkQpF+vz+UxTg4ONAHH3xgOlAcgNdB05cdJ7+8vKw33nhDq6urxqR67W+32x0qprsJp8ucsblJ3Xmgtrq6qk6now8//FAnJyfmHHq9y24Lx8fHBoClS1BB5yfANcWdpIoPDg60s7Oj09NTxePxIQYJuQGbEAYCo0GXMIBNq9XSa6+9pj/+4z9WKpXSzMyMgQe0rn7ObjrIGDUKvAfgn0J4gi4KxNF3c7AmJyfthnVfCMv7AHJ8to75RkNPVul5AQF7nEAFBojOZjzX0tKS1tfXtba2ZjJCr5++KefB8+Fc+T8BvddjVioVRSIRlUolY0lhajhbfl0bjYa1RO73+8bEe4YTbTuBMk54VNZFtgRngTMulUo6Pz9XOp3W+vq67t27ZxcvIVPgfPv3ve7w557z0u/3h9pUJpNJvfnmm3Y3EM9CvQDz5ovUsTmASQw4GbR2u20Sq1HZJ7bKM84+A8mc+fso6ND3yiuvaGlpyT4fksbrwH0geVPDkwJehvT2229rYWFB//k//2cdHR1pZmZG2WxWoVBI5XLZupThvJlXH4xjq/AptVrNLoSFXKFOBtvu5S7MG+sNkUUXrHq9rqOjI21sbBiQkAba7Odlb25iviSZbIWsyqNHj/Thhx/qRz/6kX7xi1/o6OjIMh7Y7lqtZpe2IjFDX4202BNL7C/abvO9EFTUuAHefECAT89ms9Z9kgCoXq8rk8lYwxYAuM/SeWLjujUGo8MDfWwe30Pw4YNrsmDxeFz7+/uSpMePH6tYLJp99FlvDxC9P0YiTuAnyWR2/IfkGfDoyTrUGr5RCber379/X3/xF3+h1dXVr8RPeLKC4I8gvFwuW7tbMkR8LziCNRytu/O1aP5Z+XsvlWJdIFWoX8FP+AAfe4K/gEybnJxUNpvVv/7X/1pvvvmm4blEIjGUDblpH8v6I830xKu/jPni4sIa6/BsExMTVoPm1wPSz8vFkZl6Isc3HqF9LviX7wHvEDwytx7LT01NaX5+Xg8fPjQ8GgqFLNAmOL8qrhu/f6aG2Rs2Jlq1bDarP/uzP9Ps7Kx+85vf6OTkxIp7fD93Cl2q1ap2d3d1fHxsAJuDmUwm7WIp0nBopAHTpMa9M5dkoJI6BS5bWlpasmKhSqVixhZWXNKQIbqJ4dPsHE4AMeDl0aNHSiQS+vWvf62trS3bQMjLvMHLZrMqFArGkPjLgA4ODqxA27c5g+Xx6VoA7uTkpN0yDvDp9S4L9dbW1jQ9Pa3XX39dhULBAJc0YPRhaACiNw1YpEFKmfnECGEA2+22tVBMpVLK5XKqVCrWxhCnS/EfAbLfv742wDtApBo+kyINLnySBsbGB1zo4uPxuLFq1EfcvXtXmUzG9oNngm5yAJRJ43NO/fPmcjkzNjArdPORBhkMgi+0ou32ZQtIz6zxHb4zDd8P0CM4xQiyrkg1qtWqzs7OVKvVNDs7q5dffllvvvmmab39bbI+u3Td8TzQSCDE+Wm32yYZIJsHmKW41PfBH83+UAjIXHrtO1IxX3sAo8/+96AX5wGRwr7s9Xo6ODhQp9Oxm12DwaDdHwRw4N1uSkbghz8HOESCh0gkovX1dd2/f9+Y43g8bl0AfbcebCa20LdYZg4AQNyqTcDA+rDPqDXy2XhpcDkaQAGpUigU0ubmpjY2NgzMeMDyVQ2fHUVv/dZbbymXy2lxcVHvv/++kU880+zsrCRZbQYkh8+OYPMg8QDHkCLcy4R8iF976QaAZ3l5Wffv39fq6qoikYjm5ubMD3kdv9eaSxqyRTe957xMiXlhHmF6ITU4k9iq+fl5bW1t6fj4WPF43C6yxR5BZnp5iv9OHwBgY/2/IZMM0eDlXfgnX8eXTCa1urqqf/tv/61ee+01kwR+Ff7VZ7D5PSQItsjPVblctn9HDQm+lOCBDA1rDTFA8wHkx77Ime/i/HrJKOfctzGPRqMW1FYqFa2srOjP/uzP9Kd/+qfWBcoH7369bnLusOOQt7w38zI1NWU1ihCjSGC9FBwb7jtREUCk0+mhO0HAdfwaYom1xI94CTm4h0w5Nc5kwAuFgu7evavp6WnVarWh9tC861XHtQIN/6UAC8+O5XI5/eVf/qXefPNNffrpp9rZ2dHR0ZEZLxaESI6olu4uy8vLxnygHaezFJE/KXScL8YS4wmjjURkbm7OAgz6qtOazhvBr2r4YAPnyQbFiME61mo1awEHk3d2dmYHC60h81Cv1+0Oi93dXWOQMfKkfJEQoK33GSLPvvJ8q6ur+ou/+AtFo1Fls1mFw2HrQ47kA8M3yvTd9Nz5Aehibvr9voFYnCiyOKJ5gpBIJKJoNGoyGGmYeUGi5g0fwSwZJF/sxzoCNmGnmd+VlRXNzc1ZwMEz5PN5YxjG1Sd/2fCSGoY33oBL9Ky9Xk/RaNScA/cz0PoYlhPJH04VxjiRSCiRSJix9IEva+BlfOwd5hEDCkA6Ozuzz15ZWdHLL7+s5eVl5fP5ocyTBzC8703sv9HP9Iw/wJk2s0gYkPsQxJfLZTuT7C/ABtIon93xWniCVGkQwLI3R+VIzDm2BSkIwDEcDmtzc9MuNfS93P07flXBhv/Ps5YTExO6d++efvzjH0uS9Wufm5szuYFvy0zxKEEBDt0TDeiUCf642JTMLEwpdxfwf34uHA5bswfuLvnxj3+s73znOyadkwag5asafD6+Cknsw4cP7S6Kd955Z6h9OXaK+eXi1Gw2a76RNWYdYPO5TBE7SmE+DCkBB3KZjY0Nff3rX9fi4qKReZBgAGefafb1fgCor8JPSAMSCtYbEAu556WbzDHna2FhQXt7e3rppZe0uroqSdrc3NTu7u7QTeF0c6PbYq93eU/R7Oys/R55Ea33yfYS7IbDYcXjccXjcVWrVasflGRr/Sd/8id69OiRksnkF97zqzirfg6xUb4JB3W36XR66LJLiDiYcph8r0yRBgEDRBb4gXPo5VC0oAZ8EyQDjCGSebZcLmdZb0hT9iN7/as8t0ievFSZdwoGgyqVSjo8PFS73barFijmj0ajlvEFR5EpIoNIkAxJhf3y5Ct/5zNMfC7BBz83MTFhMql+v6+lpSUtLi7a+mA7vY8dZ1wb2XgHhXHzGvOpqctbo+fn53VwcKCf/vSneu+996wb0NzcnNLptN1MjZ6tWCxqamrKLkrCASMLojjUgzMmE5Yml8spk8koGo0aszA3N6dvfvObyufzpl3DABN5flXGz8+Zr2vxKbxut2t3U6ytrWl/f39ok+zt7alSqSiTydjiA1yq1aoODw8ti4Ghg1Um5dZqtezOELo00bL18PDQClnRRwcCAe3v7+vOnTvGIpKF8Sn1f67h04+soa/rwQFEo1Gtr68POWCAH5cNwdL7NCZtXgncCNRgtnEiOFvACMx2oVDQo0ePtLy8bKAPI8kzfxVyqdEgw2eafIEY54X7O3h3f2kkd9hIsoyjpCHAGovFlEwmbS8SWACqMfq+hziStWazaYF1p9OxS9Lm5+et09Pdu3cVi8VsD/szNPqe1xmjPz/K9JHV8HI0CnG9lK/f79st8gTmSEV8W0afjYHFJ9OB4/ApdeQM3W536L4YzoEklUolY/uQlTG3gO7RjN1XMUaJKG/ncLZc5nZ+fq6joyOTPlIkShaMC0V94OZBP3OEvfNMvr/E0++9Wq1mATGZD845mRUCN0lDwdxX7ScY2HAPDvL5vL7+9a9ramrKMhvceo3trtVq2t3dtaCJLJsk21/MCUx0q9Wy/YpMN5FI2LtXKhWdnZ0pn8/rzTfftDbziUTCpLZki09OTiyD5OWRAP2vwtb5/eYlN/w9PotACDmV98OLi4u2/0Kh0BAwhPXNZDJaX19XNBrVj3/8Y/X7fa2srGh1dVXBYFBHR0d2y/Lu7q7VBAKMY7GY5ufnlcvl7EK0s7MzbW1t6Z133jEiZ2lpyWrR/Piq954PxvBNBJy0LIakxQ6yvnRj5M9oL0tmjtpIPtPXHxCEQHYS/HkFBRcmsofJ4tEtdHl5WWdnZ9rd3VUulxuSz/lszU1nNUbnT5KR22ACT65Tl+GDKOYb0lKS2X/wNeSzJJtP5orPglCUZHLlUChk9g78Qc1oJpOxubt7965Jn1mf6+63G6NQOaQ+GiOdxiZKJBJaXV21NraHh4eSpI2NDSWTSTv8tHdFGwnrAGDxbLJfFP4ul8spmUxaBySA8NTUlP7oj/5I9+7dMyaMv2Pjf9UslR+jIAPQBuMxNTWl3d1dlctlZTIZpdNpJZNJ66zFf91uV6VSSdVq1VKQpOcwttxVghPK5/OWMiPYq1arymQyZiSQbMzNzSmVSlnQ5osTR6VLv8/hgbnPPMCGkMUgc8CvcTSeeUcTDotZrVa1sLAgSeagi8Wipc19/Qy3r4dCIcuY0EpyfX1dKysr5lT8/SMEiJKGgvObmptRdprfs899P3Ov1abIlo5FdKYCaBBo5fN5RaNRC0oAuRhLDCqFn3QNgmkiYwK4IV08NzdnlwSRbVtdXbU7Y/wFTTddl/Eiw+tcc7mcvf/y8rIFZMgVubSQgJwz6c8Lzz2aLfHfw35G5sgehgH1jikQCGhtbU0LCwtWsxSJRLSxsWGB8GhQ+7z9chPDO/Pn/ZoAIpVKWVZrZ2dnSG7m9xLz6iWozA8SD+RCft4AJBAu0mX3OeY8FovZvSz5fF4rKyuqVCpKJBI6PT3V9773vaFuiL+vvcYAzHFupqamtLi4aD7gvffe09TUlN54440hBvIXv/iFfvrTn1qXKepZYEhpU/7yyy9rcXFR/X5fH330kX75y1/q/Pxcd+7c0aNHj6zBwOPHj3V4eKh8Pq9kMqlSqWR+ge+k6JaMAT7WY4Tf15yRbWZv+30lycA/gFa6DOwymYx1DKpUKgqHw3r55ZcVi8W0sLCgfD6vTCajVqulSqWihw8f6q233jICsNVqaXNzU7/4xS9Uq9V0eHioRqNhLaWTyaT+/M//XKurq3b3BHWpR0dH6vV62tjY0P3793Xv3r2hpiS/zwEuSSaTBtzz+bz29vZ0eHioer1ugRN7imJ/mHTYfc4oGbNgMKh4PD70c88rVsaf83lkR5DmvfLKK5qenlY2m9XCwoLhSGm4ccMoOfBVzaXHv+HwZTdWfBUBUq1WMxKOoEOSNRTx8ioaNxD4cX58dpt9Tc0zwRkZExQ9PvtDtjIWi2l1dVVvvPGGUqmU0un00Nm5iXm60UCD4dOWXlccDAatreL8/LweP35smlskFeFwWHNzc5aeJC3kU9k+umu321pcXNTbb79tkhVuM6T1XLPZNGnH2tqaLRCR2j8HS8U8wfBIGpIrERwUCgVVq1UdHBzo4OBAy8vLZvx4fsDq0tKSotGonj17NhRIscHofJHL5XTnzh2T78DSTExMWAotn88rm83av19aWrI6FwpwfQcw6eZrWn7X8I7Ls5SBQMAidu9YMGCwRb4ep9vtmvTH3xzLZ+3v71tLZuRjyC88Y0hWo9frKZ/Pa3l52eaRVoQYEfbd81j5m5ofD4yeF3QQHMDSs4YYSMCDvz8DEIyhajQaBsJoT4oTSCaTFgD7fdZoNKwNIBmofr+vdDptjpWAem5uTqurq0qlUsZO+cJV/07+3b+qucQxShrqLDU9Pa3t7W1jkGjBDTuKTI0zw/pzBicmJkwiCvMK60xgwZ7D0cKQptNpZbNZYw+5FK1YLCoej+vu3bt68OCBBbg+uzUaAPw+2FL+SyaTeumllxQKhfTs2TOTxnIjNeAEh8c+5ZlxnL5bIY5UkgXP7FNkstIlkMlkMorH49rY2LAmAxsbGyqVSvroo480MTGhu3fv6v79+xbw/L4JKQaZDcBDMBi0QmwIqFwuZxmsZDJpTOWPfvQjffTRRwZyua9lYmJCq6urJs0hWPnOd76jn//856rX63ZLcKFQ0PLysp4+fWqX3MZiMaXT6aHgn6wywNGvu/RFP3ETe877gdHP8uBs9M+R2npZjS+q7XQ6WlpaUiqV0uzsrElcaOkbDof1r/7VvzIZJ/4YyWSn07EWw61WS2tra/ra176ml156Sffv37fsDzKi9fV15XI5s3tkAn5f43nzNzk5qaWlJWPSp6amNDc3p6dPn+qdd97RycmJ1XKGw2Hbd9VqVcVi0Zo0+MATmeLZ2ZllxCSpWCzaGcZuYjtRezx48MBawRcKBbsjA7VLu902pt4TkKNn9qu2dd7H0oiHjB8BValUMtVKKBSyTJHvEifJaiK9ZFaSzSUYl7kGv0iDbnuoE2jsMzs7q2QyaR0cuZiPIOUm7dzNisL1fPAHWCFLQUX72tqatZTb39+3F1teXjZm9ejoSDs7OyqXy3ZLKs4S5uqv//qv9Vd/9VfmhNi4vm4A0Ine18uO/jmdhzRg46WBVpTLoPxzcpkfzhMmYXFxURMTl733j46O9A//8A96//33LZLlgi4kUevr6/rWt75lDuLw8FClUsnmdWlpSQ8ePNDc3JwFa0S3rDEgHADAgfh9sVWMUTDNM5ARAoR4jTHBpS8CxQhSEwCTTEtCrz1F+z05OWmtmQuFgiRZUSX9u3O5nKVNucuALJ9vyftVMMlfFlz4+cIAwwxTqDzarxvmKZPJ2JwhdwmHwxYweIad+hgCY7pPMf/BYNBS2zBcNDcgcKFzUiKRsBT7aDbjq2RJv8wZkUHwd+HMzMzYPQLcJUR7WR9cSrLMGp1lcEBkeXDoPpD3xdHUHnDL7Z07d5TP5zUzM2OBj9f1p9NpS62P7ovf9/BSC0l66aWXVCgUFIlE9E//9E9Kp9MqFovmcDmH/Hts5ezsrAqFgnVGQ4/P2kDEECD4Xv/sxbW1NX3rW9/S22+/reXlZcXjcbO1y8vLkmS+xEsbfp9z5c8rwQbECWeGC/6YF/ZtNps1FvpnP/uZHj9+bC3o6WjFhWZkDCEJCoWCNjc3bQ8lEgk9evTI7hLhTHpyh1+HQiHLrntp0vPO6U3sxd+VaQIH+HmUZPNIQS0gi2wPRBtd2vx3YcOQFzPnnGn2Jm2JO52OUqmUvve972llZeULKgB8uq9f+ueUJDNgw1977TXL+lcqFa2vrysYDGp/f98CMOo5CLyQzDYaDYVCIZNssy98d7x6vW73TxSLRQtYCRqmp6e1urqqb37zm1pfX7emKgR+NBYiQPTk4vOw3VdtAyGv2S+sZyqVMiIEuS3NklCchEIhuzVe0pBP5rOweQR38XjcFAKtVsvITYJk5h2SKpvN2l1rvjMac3OTe+/GA43RSIgDCAvp5SsbGxuKx+N6/PixFf31ej194xvf0MbGhk5PT/V3f/d3xgx+//vf15tvvqknT57onXfeUbvdViqV0uuvv66VlRWbJJhAD35hgeiuhOHB8XwVYO8qA6MzytYCqmZnZ3Xnzh0DLaFQSGtra8pmswYcZmdntbOzow8++EAff/yxpqendf/+fT148ECdTsdSstlsVnfu3LE07tzcnF3W1Ol0lEwm7e/Ozs6GALkvmOY//8we7P++5o15GmUyYZYlmXSMoIN+34FAwCQU09PT1gmCbA+SPDJuXBpH9gKdJdIBWjHTXQqQ48EBYNmnML+KefmyPxtlFr0TRttJ/clo1gOJGRIyadDZDYaKz5iZmVGj0dDh4aGq1aoFxgQRR0dHBgZhsegWhuGDJPDzR5CBjfmqMxmj38GvKYQnGONiK6Sf6XTa5hFpGL+PRCKqVCpWU1WpVCxDiBaZGgUCOvrJp9Npc77r6+t67bXXlMvlhqRV2BNIAU/O+Ln7fY/RtWJ+4/G4XnrpJT1+/FiNRkMvvfSSTk5OrGNMNpu1fZHP53V8fKzHjx+bFp7MLRIYf1EszChgkazPgwcP9PWvf11vvfWWMY40GpFkAFLS0Pn4fc6dB9A+6EWWASCAfGLNOZuQKy+99JJWVlZ0dHSkZrOpeDxuskgkn/hAAlJqBbmribO4srJiEkYyRF5Xz/fy3AAscMCXvd9Njud9nq+14d8A1phbSEeejewtdy9Ig0AXwsTfRYA/JAjLZrM6Pz/XysqKNRxAmeGLopEE8d1+Lkft9lc5vsx/Y9OnpqaUSqUUi8V0cXGhQqEwlIEIh8PWBbNYLOrp06f68MMPLcNDTR42DXILYtB3NQuFQspkMpqbm9Py8rIymYwePHigxcVFJRKJoZbm1BNRUO2JxH/OgM3vd5rTEIz7hgTRaFSlUslq0JBEMgfHx8dG6tGiHx9ZKBQM/x4fH6tSqajZbJryYnQOkMIhn8evIi39KtQ9Nx5o+MGD+swCUap0KTWYn5+31CKbAybgnXfeMYOKlOjRo0fW5u3dd9/Vm2++abc+Eq3xfaFQyDR+LKgHx97x/nMGGQwMoW+NxnvAGCwsLOjRo0dDhWx09KFonmiWItpXXnnFAolqtTqkYaTjEEyed1xkMqTB3RA8p39eL2X45xgYeB/k+nQ5EjsAl29RSYGWZ91arZZisZjJEEhHJpNJS1GSZiT1TRpSGlx4BlMGM0+hlmf9/rkMIHPFmeRsADaQyVFgjAOGhYftw/EQ5MPYS7Ks0NzcnMntpMFdENRlMf/UDAGKkSX5mprfBpS/yjP8ZZ/tmVGARb/ftwwOf06AReFirVZTpVLR1taWNjc3Va/XjS3kDojZ2VmlUik7q1xUeP/+fc3Pz2tyclKFQsFaf6PvxY6Odqpi3z0PwPw+z6/PtvEM4XDYbj3++OOPh2xULBYz2Ws8HreLpD755BP98pe/1JMnT1QqldRqtbS9va1yuaxoNKq1tTW7O2JyclL37t3Tw4cPtb6+rlgspmw2a5keAA7nFnvA73G+fygB2vMCXw+SIVl43m63a/V1yFZ8xyVsQSAQMLky5x2CwAc3gEQ+28+Vrz3y3/M8ae1Xsfd8QPY8wOyfw+9D1px3hEDzpBA2EvLS13qwPwDJqBPu3bunv/3bv7XgbW5ubsj+s998xtmf0X8ObPLbvpPAn/WmNorW8tyFUygUtLGxoUePHmlvb0+ffvqpnj17pmq1asx7v9+3mik6zkmXdbvSZXZufn5eKysr1qIbu0ZQ4dUBvvBZGgbYfwgYj/cj6AbbcWEpjU6oWyQ4k2TSqsePH+v4+Fj9/mVHwW9/+9v62te+pmg0qoODA21vb1unN/YhRAvBSi6X08LCgoLBy+sdyBh/VXbuK5FOSV+UbmB0vOGWZGwBYAVmpdfr6Y033lAul1O1WtXFxYV1xen1evqTP/kTvfrqq5b+hWHl873cB4MBiPIptT+E1CSD52V+SOXyH8wxRdjUn0iyTbq4uKi//du/1d/8zd8YIKZ17Te+8Q1dXFxYe1zYHMA3jKrvhMAzsZ4YR59t+ecMMhg+eGT4wIODxLv4S8/Ydx7c+MyXz5pEIhGlUinNz88rk8lY8EKqlmBMkrWJ9ZcicpCv2y7uusN/N2fGry/GnJoodJ20OKZtNMEBhsnrSpkLbpWdmJgwgM13EOQQtCAzG2VCfZDxz+V8nzc4mzg4WnMXCgXr/EbBnb90lIYBhUJBr776qkqlkn7+85+bjLHX6+nll1/Wv/k3/0aSLBuLXGDU3vnzSmYNgOdr0KTfnu36fQ3PZPPds7Ozevjwoe7du2fMOx1m0Ddjp2ZnZ/XNb35Tb731lvb29vQ//sf/0Oeff65PPvlE1WpVb775pv7Tf/pPtm89a88+Yp8xb94nYU8oLv99+ImrrsHzpJDSMAHEXsC20R2KVtX+ZmeCDGSRXk6EfYMo9OBYks2lfxbfbOK3+Yib3Huj8qbnfddonY/HLMyFJJNF+nn2QTx/x5zx2fhRWizH43EtLy+b7eLzkUxDfPH70UDjD2WMBoWeeOLsYJOoOZidndXKyop1JFxYWNCvfvUrSdLBwcGQPPbBgwean59XqVTS/fv3rRsh5xGfDP5AhgzWA+exjl9V7eO4g33HM/m9RgCCfaMWDwUBtXtIrJDWQtBw+TRZMn+fEt3TIDvxx+CVRCIxNF9fxZ77SjMaz2PQPCDx7WTpsOJZFrrOXFxc2EUnFFgFg0HLhvg6AVoesjEZTJ6XrfwhbUIGYE+SOUmAKQypL24iNYaEp9vtKpfLaXV1degCQ2kgIaOGgc+XNNT3GX0tRoVghM0IuPlDCTIYnpmDiffrjC4c8Md+kWRBBKCZGhRAysLCwpD8BOYYgwf774NZX8DKzyHr+0NyIDgGL1MCXPV6PWsV7A04GUL2zdTUlNVjsC+azaZlhnBAZIRIvfuCeIwtxpJz4Bkd6Q/L+XoZlS8WlmQSMb+XYER9HQHznclk7EJJalYITggc+Ez2oGdAKWCVhrOj/P4Pad6kL94p5DPRCwsLQ0Er88vPcNawixTSvvfeezo8PLR95u8H8hk833bVX7jJ9/FvvM/6Qxs+CzG6vqN2B5vGWYewajQaBoiRlFKI2ul0zO8GAgHLmLNnCRK9dNaviQ/e/pCGDzZ8pg+b5mUtDCSPniQCc0Bsspch7vA/oyQJc+LnTRrYkj/Es8pgnpgfn2H2d9Ww77zUmo5d29vb+s1vfqOjoyPLzC4tLenhw4daWloycg6ZENgwGAwaeeeL+D0RxfP8oflYabjLKINnpLEA+0W69IPJZNLqo+r1ukqlkv1MJBKx+5sIuFCngOuQi9O5KhC4lNj7VuvY1q+STAn0/5CQ4u24HbfjdtyO23E7bsftuB234/8vxh8mVXM7bsftuB2343bcjttxO27H7fj/6XEbaNyO23E7bsftuB2343bcjttxO2583AYat+N23I7bcTtux+24HbfjdtyOGx+3gcbtuB2343bcjttxO27H7bgdt+PGx22gcTtux+24HbfjdtyO23E7bsftuPFxG2jcjttxO27H7bgdt+N23I7bcTtufNwGGrfjdtyO23E7bsftuB2343bcjhsft4HG7bgdt+N23I7bcTtux+24HbfjxsdtoHE7bsftuB2343bcjttxO27H7bjxcRto3I7bcTtux+24HbfjdtyO23E7bnzcBhq343bcjttxO27H7bgdt+N23I4bH7eBxu24HbfjdtyO23E7bsftuB2348bHbaBxO27H7bgdt+N23I7bcTtux+248RF+0X/49OnTL/xZt9uVJAUCAQUCAU1MTCgYDOr8/Fz1el2SNDExoVAopGAwaH9XrVZ1dnams7MzBQIBhUIhXVxcqNfrKRQKSZL9+3A4rEgkomQyqdnZWQWDQYVCIc3MzCgYDNrP9Xo9+7tgMKher6dut6tWq6Vut6ujoyOdnZ3Z50xOTtpnBIODeKvf7w/92v9ektbW1q4wvZdja2vrC382MTGhcDisXq+ni4sLtVotdTodBYNBRSIRm9NAICBJ6nQ6arfbkqRIJGLzIsneX5Kazab9fL/fV6fTUbfbVafT0eTkpP1Mv9+37w4Gg+r3+zYXvV5PnU7H/m5yclKTk5Pqdrvq9Xrq9/v2+Qz/rKP/Z6ysrFx57h4/fvyFPwsEArZmoVDI5oY/98/V6XTU6/UUiUTU7/fV7XbVbDZ1dHSko6MjHRwc2L4Lh8P2ztFoVPPz85qamrJ9Pjk5qXQ6rZmZGZtD9lyn01GxWFS9Xle73dbExISmpqaUSCRszvmZiYkJmxv2GO/zZXO3sbFxpXnb3Nz8wpyFw2GFQiHbK51OR51OR4FAQLOzswqFQur3+zYX3W5X9XpdzWZTkuznA4GA7SvmNBAIqNFoKBgMKplMKhQK6fT0VL1eT1NTUwoGg7bHsRXT09MKh8Pq9/tqt9s2l5FIxPY038H3sLZ+/vj9887rnTt3rjRvkrSzszP0ez43EAhoampKkUhE3W5X5+fndo44Y71eT81mU3t7e6pUKspms1pdXdX09LQqlYo+/PBDXVxc6M6dOwqHw0qn04pGo5qdnVWv19Ph4aHa7bYymYympqbUbrdtftl32NF+v69ms6lgMKh2u62zszMdHx+r2+3q7OxMsVhM09PTmp2dVTweVygUsvWTZLaWd2RfMJaWlq48dx9//PHQ770duri40Pn5uSKRiKanp4f+zcTEhCYmJjQ5Oal+v69KpaJQKKR2u61Go6F6va5Op6NIJKJoNKpAIKBms6lWq6VoNKpkMqmJiQk1Gg2dnp6q2+0qHA6r2Wzq8PBQExMTtv86nY7m5uYUjUYViUQUiUTUbrfVarUUiUQ0OTk5ZH8jkYjZRt6Hvfhl++7+/ftXnrv33nvvC3/GmrG+2CL+LhgMmt8Nhy/dOf6EP+v3+2q1WvbvsIHtdlv7+/uSpIWFhSG7hD3q9Xpqt9uanJw029rtds2eSoPzgX8Jh8NDvtnPF+c6HA5rcnLSvsOP119//cpzd3R09IU/G/VVoVDI3pG/8+94cXGh09NTNRoNHR0daXNzU+l0Wt/+9rc1OztrnxsOh80+np2d2b44Pz/X+fm5Jicn7TxLMqwzNzenyclJXVxcqN/vKxwOa2Jiwuabc+Ln9Xl2zo/R3+fz+SvP3WefffaFP8M2gBF4Ro9D/H7C97ZaLV1cXKjZbGpmZkaxWMz8CvPe6/V0cnIiSUqlUup0OiqVSup2u3a2/X7qdruamJhQp9PR1NSUJicn1W63bQ0vLi7U7XbtmdmD3j+zn/1eHD2z9+7du9K8PXv27At/1mq1bH8nEgnDUx6j9Xo9w73MIfuv1Wqp3+9rampKnU7Hfs+7+F/79eh2u5qamtLMzIzN38XFhTqdjhqNhn1vJBLR7OysYrGY7dlOp2NzA45meBvi8b4fq6urv3OuXjjQGB0elPrBhmMD+uGDgtPTU/sPYHZycqKLiwsDG4DceDyu2dlZJRIJzczMKB6P24TjwPr9vgEXgEqj0VCpVFK73Va1WjXHy0R548dm9JPI341uyOuO0c9lwzH8Rhyd73a7rfPzc01NTdkGYF75LAIC5oJN4p1So9HQ+fm5Li4uzDHgdJvNpjY3N3V0dKTJyUnl83nl83lzNmzGUUfD+nsD+VWM0SDM//p5+3FiYkLdbtcO5OHhofb39/Xxxx+bYWS+u92uGo2GJiYmtLW1ZcaCAGFyclILCwtKpVKamJiwvdZqtbS3t2eB7fT0tAUpfo4l2cFmYIiZyy8LNq47Z4AWv69wbB7M80ycPw9MQqGQJicnDRiyJ7vdroFEBk4d4NZqtSwg5J19QNFutw1Me0fHvExMTAz9njM0GqTd5HklCGq1WgbkWCPOn3cgfPfZ2Zmq1aqKxaLa7baWl5e1v7+v3d1ds1nMz8zMjBYXFxWLxVSr1ez9CQparZbN4fT0tP0dzpUzeXh4qO3tbZ2fnysajSqbzarT6ejs7EytVssCQL92zJt/h5sao+cUp+/3GX8OMO71ejo/P9fp6ak2NzdVrVZ1cXGhRCJhvw6FQkokElpYWNDZ2ZlKpZIajYYSiYQk6fT0VOfn5wZ2j4+PbZ83m00dHBxoenpaKysrunfvnmKxmI6Pj3VxcaFYLKZ4PG57nLkJBAJD8z1q7zyQuKnhQZK33TwTwT5nTJIajYY9Lz6QXwMYW62Wjo6OdHFxoXa7/QVSCQJMkqrVqkKhkNLptCKRiH0n5F2n01GhULBgjzOCHeQdwuHw0PPyZx6A3uS59aTT8wixUVvR7/dVLBb17rvvan9/X9FoVJK0vb2tarWqN954Q0tLSwqFQiqVSpIu8UOtVlM4HNb5+bk2Nze1tbWlarWqyclJzc3NKR6P23xAwtRqNcViMW1sbCibzWp2dtbIG/+MkBd+PzD8/vPvcxPDk0fsJW+zPcjn78/Pz1UsFg2HYXf6/b5mZmbUaDTUarVsf3Y6HbP1U1NTisViKpfLOjg4MBI2Ho+r2WwavolEIqrVamo0Gobncrmc4RJJ9tme4PZz4/fFTe85MBSEMTis3W5bYMkc+u/FrvAerVbLyD/8b6fTsZ8/Pz83n0QwAobFZjUaDfPZjUbDCJhAIKBCoaCJiQkj2jmn+GFsAZ/H87LWfi5fdIwdaDzvS5hgHBkTDXsFICHiLZfLqtfrQ5skEAjo9PTUFqzVaimVStkBhVWOxWJDP0N0Nz09bdHhwcGBdnZ2DBifn5/r7OxM8XhciURC4XD4C8zy85j5ryLYgHHj2fk/G4bnwEHCrHkGv9Vq2WHCaUQiEcViMdsgbNJarWYbLRqNmjPhezh8zWbTDsXFxYVOTk50fn6uRCJhmxgj5OdudD98GQNz3fG8YNCzFc9zLhygXq+narWqzc1NHR4eGmDr9/tqNBp24AE7PrsDYxAKhdRoNGyOZ2ZmNDs7a06HTN7CwoKts9/fPqhlMJfe6fm/u+4AFI9+D8xcq9VSq9Uyw0MQGg6HdXJyYmcI8JXL5ZRKpWwvMrdkbsLhsNrttprNpsLhsDHzHth4tsmDIAJjGENv4EaJjdF5uukzyuB5PTsLoBp1/qFQSNPT01pYWNDp6ak+//xznZyc6OzsTPPz89rY2NDOzo6Oj4+VSqXUbre1s7Ojra0tY9YJJjjLOJl8Pq/5+XmVSiVNT09rZmbGApZOp6OjoyPVajW1223Nzc3pyZMnajQaikQimpubUywWs/PxvCCAcVOA2a8H55b19kyzJ37YB4FAQGdnZyqXy5qYmDBn3W63ValUDHDwvJVKxd6vWCzafux2uzo+Plaz2VSn07Egpt1u67PPPlOz2VQqlbJnJfvm2Xv2qZ+f55Ecz2NJrzt/ni32NhtQ423excWFKpWKzs/Ph+wYDPTp6amazaa63a5OTk50enoq6dIvA+zS6bTtJ4iobrer7e1tAyUw941GQzMzMyqVSopEIlpdXdXGxoYCgYCRf9hMBuDV2yM/rzc1f5488d/r7S8ZSIKM/f19bW5u6uDgwECsJO3t7Zk9ajab+vzzz22fYv9OTk5Uq9XMh+In0um0pEvS5fz8XJ9++qmB4N3dXX3ta1/Ta6+9ZntsNOjyuGT03fy4ST/rg0HWCAwFvmu1WvbvG42Gdnd3dXx8bAGat/WhUMiCjGKxqG63q0QiocnJSRWLRcN8lUpFR0dHCgaDymazSqVShgPBJd4/9ft9RaNRra6uam5uzvyMJCOqR+fry87tTQwwF+tHBlYaZIYgJj228CQggSXZLmx8tVo1xQD7ttPpqFqtqlKpqFKpaHZ21nwGpCCZIUl2bmu1mhKJhNlf1giym88H6/kxLq4bK9Bgop6X1sPZkvrhQdmcGC8Y+XA4bOl+fo/shFQ7DgV25vDw0AwvqSIkKp495T+MbaPRMNbUBxlMqD9gGMdRcHaTw6fARlN7bA6ezYPDUCg0xDDzs8wJzDss8fn5uZ48eaLHjx+r2WwqmUwqm80qk8loenpa8Xh86EDw/4ODA9VqNZMY8AwcEg9Svipn68dvA+ce9Pp55V2QUQDqkJj592avwEKUy2W1Wi0LlDGyp6endhglWboXcD01NaVAIKBisaipqSklk0lNTU3Z+o0GaM8zhDc5nveZo3sflsqn8NvttsnLyuWycrmcFhYWjPUEbBOgEPxybkmfc7aYQ4JYzrwPJpCvcnFRVwABAABJREFUsI58hzQs1eT/o2Dlpp3HaIDjg2wPlH0G5vDw0AKLo6MjffLJJzYvlUrF9lUymVS1WtXe3p6mp6fNdkIwkM0lyD87O9POzo76/b5yuZxJWOLxuM0x9uPg4EDFYlGxWEzJZFLz8/MGVAmcWENPePg9ed3hiQxpcH5I6fssH/NHcFooFHR0dKRisWiBa6/XMxZ0cnJS5+fndu4gXchY8+97vZ7q9boqlYqtQb1e1+Hhodk9bGmtVlOhUFAsFtPMzIydB0A7EiJvc/xefF4Wf9wxCjS9nNGDPvYK53ViYsLe9+zszDJqgUDA5GeShiQVzMvJyYkODg7sHQFHvV7PyEMPjvr9vhGFs7OzOjg4UDAYVD6f1+zs7JDUcpREGd0XN5kNeh4I588INPhz/ox9mU6ndXZ2Zgz86empisWidnd3tbW1pXa7bYRev99XJBKxbHYwGNTc3JxarZYODw9VqVQsEwvrf3BwoGg0alk0MkK5XM728Ohzj+6F573r88i+cYbPGPOZgFsf9Ho5FNJ2gljO3vn5ufb391WpVIZY9omJCe3u7tpa8M6dTkeHh4c6Pz9XLBZToVBQJpMxu+nJPrLjiUTCzvSdO3cswIA0fB6OG8WrNzFGJf+cRy9X7vf7lq1g3iD6IOQhBZkPsB4ESblcVrVaNR/S7/dVrVZ1fHxs5NPq6uqQ/fM2ApsRDofN54xmqRheYjbq8xgvuueuHGg878D6LwTUeQ3j7OyssVL1el2lUmkoFQSw4c+YgEAgYMaNRQLMES0mk0l1Oh0zcrCu0iUAikQiuri4UKPRMACayWS+kKYcZUA8eL5J8OeBkAd23mBwoAHBnh2G7QQYwzQzd2xS2ATYgEqlomq1asAGffjy8rLu3bunTCZjQQuSs6OjI8s8bW1taX5+3hyHB+i/i937Kubvy76DwApNOvOMZGJvb89YYBwz+ttKpWJMHqxUpVIxMJdMJoecC462VCpZcMe6oEHtdrtKp9NaXFxUMpn8wvw8DyT797vu3P02xpXzAGMlfVGbXa/X9fTpU7XbbeVyOQuakOV5sMPZPz8/197enj777DPNzc3p1VdftRoQz7AyqKXCEEIa8Lnoy0cZNsZoSvcmB0YZAMl+Gp1D/3enp6f67LPPtLS0pOXlZR0cHOjJkydWm4DTrtfrKhaLajQalsHwLBPfEwgEbG8hD8WGUgsD01yr1YxtTCQS2tjY0OTk5NBZ8I7dM+R8100Nnt87Yc/mMWfMoV/fQCBgGu9+v29nFAkKoAYyCSd9fn5u74Z0A8a50+lYJrtarZrmG0cOcbOzszNEvvC99XpdmUxm6Lm95PUmSanngcvnZXP5PetfqVRMWlIsFlWtVo0V5v34rEQiYVle7FW1WjXb6N8lHA5bxgiyYFSC0uv1TNbss0C/zY75d7vJbIY0bPv4vf+7brerUqmkcrmsk5MT7e7uqlgsqtVqqdls6uTkRM1mU7VazcgEZDnUi05OThp4nJubM8D97NkzIwck2Xzij3u9njKZjHZ3d/Xpp58aWeAzV6w9NQq/ax5v8uw+zz9BDKEQYJ0hLSYmJkylEg6HLdCt1WoWAEsyMk+SyYoh4iDyisWiKTFardZQBhNch93Cr1arVWWz2S/so1HCg/eTbj4T/jx/wZnxahQyDWSxfWah3++b7eJMsy/L5bJKpZIODg6McCcL2+v1dHx8rEKhYLVAlCeUSiWVSiXDi0gbvUqFtWQPgi/5u1H7c5UxVkaDzc/kcAh9BDwzM6Pj42NJMlBWq9VUqVQs2gewAW5hRmDccASwCEiv6vW6ST0A2ICPSCRik1etVu15Q6GQMfP1et3YU/T03qD7SJCfv8kNyaZ/3sJ5NpmgAcYFZo/CwK2tLUuH93o9zc7Oan5+Xuvr67bZ+fcwXHwHABm5xerqqqUrDw4O9NFHH6lcLuvi4kK//vWvtbu7q29/+9taXV3VxcWFUqmUgZ/RWpKbZKdG58yzYKOBhmc3Yf4w2Nvb23rnnXcUCAT05ptvKhgM6sMPPzTmhWAUbT0GkHWamJhQNBo1MEQqt9Fo2M8CdqampoaKAvv9vgqFgoE5XwfhNdhfZVZj1HGMfgf7hH3f7/dtX9XrdR0fH2ttbU2BwGWmplQq2bvhdDFMtVpNn332mX7xi18MBVnUFQDOCMrIkLDvYaonJyc1NTU1xML7d/EFuf49v+xsjTMIqkeDMoKq0SAH/fvOzo4+/fRTSVIymVQul1MoFNL8/LxarZbOzs40MTGheDxuKXXAG2cdFvDi4kL5fN7OHAXjAGH+fb1et33IGWi1WioUCpqenrasx/OCS18ndBNjlDjh1+x1nk+6lCuxzoCWWq2m7e1ty+zA6B8fH5vvIHPGHoIRZs7Imo3WxMzOzmp6etrO/cnJiarVqrrdrpLJpLa2tjQ3N6f5+XkDV8g1PKj2QdJNnl3vh7zd82ynP88QT81mcyibQYMFiCv+z/OTjcAvSBrSlRP4828ODw8NEBIYT01NWa3a+fm5ZmZmhgr9/TuNBiU+++PtznXnzq/FqM313weeODg40NOnT80vfvzxxwoGg1paWlIymVQikbCgjOdEatvv9y2DXS6XbY3y+byCwaBJcOv1umZnZxWNRk0mBHn1wQcfKB6Pa2FhwYhE5hhbyTqPBkuj7/5VzJ00KARnDsimwoZjuyCZUJd4kAoO63a7mpmZMZUJto8GARCkYD0Kxev1uu3hdDqt6elpq5cpFAqWjaJ5DYQWmITzcpMSPT9X3h548ol/Q42Vfw4kZtSOkk2rVCqamZnRzMyMisWiLi4uzIdiC8G/EH8Q7jQAIVjY29vT/v6+jo+P1e/3VS6XValUdOfOHa2vr5st9USQx3T+Pccl38fKaPgD52VUHpBPTEwoFotZByqYN6JSivSq1aqCwaBqtZpNJClqAAiOqVKpSBp0YDo9PbXvwlGRBie1jhGNxWLGylxcXCgej2t5edmKC3l2z0r5Q30TG/PLDAPzx3z6gm+MOA4bo7W/v6/Dw0Pt7e3p4OBA/f6lXjGTyWhzc9PWhdqBZ8+e6fT01LS9PEulUtHHH3+s7e1tJZNJTU5Oam9vT9vb25YFarfbOjg4sMxKPp83A+g1h94w+fm6KeD8vI3OIffSHPYF7Hur1VKpVFK9XlcqlVImk9H5+blSqZT9HSCZYAOjToEW3+ML8Akwms2mdcYJh8NKpVImoULHvLW1pVKpZHs6Ho9bQTnrPhpMeVBwE3PGZ/nzyj4nk4MjqFarevr0qQ4ODnR+fq5yuazPP//cdKCJRELRaFSVSsUcLczM5uam3n//fe3s7BiZgM2QBvpZgIxfR9h4jDBzzp9BbBB4eMnSKPh6nrG86tyNBoI4WwAoxplsTblcthqBiYkJNZtNFYtFk6Mw74lEwsAuZ97LySBFYLRgqc7OzrS/v29FlWTSYJJh/9rttmUByuWy3njjjSEW2tfJ+OzC6J4Zd/h9+7zP5Z1hJyVZdiIcDmt/f1+1Ws3OGTYfAC3Jgnnf6Yb3pSAcBhq7h0OGtae2Y2pqSmdnZ9re3la9XlehUFChUDBd/t7entkLvz/8vuPPvB28zvwxT6MykNFABNayWq2a/8MmeiadfXpxcWFgA+DGs2PXmVcIlYmJCdVqNauj6fV61lWPTNLU1JQqlYoSicRQgTk205/ZUULqpoEfn/k8W0ow1Wg0NDs7a4CtWCzq6OjIsmLdblezs7PKZrOSLmtcINcI5mCTZ2ZmVK1Wbc+VSiWlUqmhTlaQotjMl156SYuLi/rlL3+p//7f/7v+/M//XLlcbshGezKAORv1E7zrTRKh3pZ6O8H8dTodA7Nkvmu1mtUSEPSDwyB3mXfIgWg0aoQT53L0fZjzi4sLa2xxenpqhMTJyYkikYjy+bwFKdFo1Opo8B/+vUbn6zr2zhPHHiv40gEvaQc/gIXJnlFLRmaaQK1SqZiyxxfD872hUEjxeNzs5snJyVBDh3K5bHYBqShyq9PTU62vr1uwwrpIw7jUv+c483WlQGOUWWTTeabEOxIK8WCDOYi06avX6zo9PTVGplgsWktIGHmMNg7XD4DvaAtRDgKSC4zI7u6uZTZgF2GrcEQ+ff9VGD//ex9lE2B59g/WiHc4Pj5WOBy2dpXn5+d6+vSpZmZmFAqFjI3/8MMPVSwWJckCMOZYkuLxuGV/2LTlclnPnj2z3/tDAruN1OjBgwd2oPP5vH3+l83ZKOs8ztx5PTSf+TyjEQgErBHA4uKi5ufnVa/XdXBwoNPTUx0fHyuZTCqVShm7lEgkTKPtmXAcIiwexZPxeFyBwKXmmbny2kzYLrT38/PzCgQuU+u5XE6NRsO6kYyyLaMO5Dqgb5TZJ2jEaMFa8mtqT46OjrS1taVKpaLd3V0dHh6q1+tpd3dX5+fnymazunPnjtrtthkrmCXkZrR3DYfD2traUqFQsICZlqwAX/Y5UgRka8g6AoHLbku+A4afr9E94IPycQfPx9z5WhGvf5UGWtZms6lSqaRaraZarWbg//Dw0FhQskB0MyPb61sRUjvE2cdJkQlhj1N8CkCMRCI6Ozsz6SCyj0QioadPn2ppacn23ahUzs/daJbyKoP18AzyKOBDdifJglSeiZa1m5ubBpSDwaAV1LdarSGnCBngA5twOKxkMmlrBVBpNptGIvA9BDN0TOr1eibXOjk5UTQaVbFYVLlcVqFQ+ALQG5WC8Y7XGd6GMpc+E8WZwcfSrntnZ8eaCSD1qtfrQw0W+v2+BbBkwJBEXVxcWHYfAA0zjLxPugR+5XLZ1pCAArka2WDkXHymzwT+rve+qeEzJfyaItqtrS299tprVucZjUaVz+ctY1sqlRSPx1Uul60tMwwzUjPY9Wg0qmazaRm3YrE4FKQho+r3+0ZKvfPOO1peXlY4HDZJjM/4+v3ts/Nf5iOuqyQYBd58nsd5AH6CfOybr7ni2Sg+rlQqtpcI4prNpgKBgJLJpP07QK7PFsHcI+mbnp62rAckhHR5zpFbJRIJA96jsltfd/C8977qwJ49z46StR1tyYvNQd6EhDYQuMye8x71el3lctmUJbTOl2T2Xhp0OEQGenZ2ZhlL5plnwP4fHR1ZrdrJyYnu3bunhYUFI2PwwaMkKO/M/1907l440PCGwv/eO3UMEQekWq2qVqtZATIgGc0jqVcY4U6no2QyaRubzSfJQJCvEYB55XBiMJAfMLkwhXQ+wHlRI1IqlRSNRo35+jKAcl1D+GUOyP850b039AR3ZA8CgUvZ1+PHj/X06VPF43Hri8ympNiZNfEsBO1cJZnRhY32cgS6eLHOjUZDn332mer1ul566SU9ePDAGMnRQOAmx2hW6XlGlWekluX09FTvvvuu1tfXzQixxz766CPl83llMhmbVwwDaUmySrCJvtANo8Hz4FipG6KWCFDPzzJPBNr+PD0vyGCMO6+jsh7+jO8kGAcgn52dqVaraXd3V5VKRdvb2zo+PtbZ2ZnS6bSdaQzg1NSUFadBGFA/BaDb2dnRP/zDP0i67FOOQy2Xy5qenlYul1M2m7XzNz09bSCbwAimm0YPnAcPIEbP5ijYvep4HpPjdba++NrLlAAXs7OzxjTDSJFB7fV6FnDQnlUaBDA43nQ6ba0fcTz1el3RaNSyZ2TvyFYSuACWkQfV63Wdn58P1afBkj9vf10XtHgn5ANdJBK9Xs+cKBISgADAvlqtqlQqme69VCopGAxa1zwAPmdUugycMpmMOXjOmW+DS50FrHy/3zdAHo1GtbKyomg0qt3dXT179kyfffaZ3nrrLVtjD1yeN1fXmbvnsa2sF8DC70F82uHhoY6Pjy1g4Cz7uhI+h3ni3GC/sPE++yFd7stqtWq2Y2pqStFodOj+klqtps3NTeXzeU1PTyufz1v2A6LIE1K/7f2vMzwJIQ2aN7DGjUZDc3NzOj4+1tHRkeGH5eVl62Y2PT2tVCplDWl2d3etPhK1AIoLakLJNtIhiCC22WwO3Z9RqVTsDG9ubuq//Jf/okqlooWFBW1vb+v09NQaEXzwwQdaX19XNpu1LkvPCzKe9+tx5s0HMqPEg7cl4DpY8WazaZkYstfYbmrJqJkk00ZQC0nX7/eHiGRfEI18HgzomX5karOzs9Y4gkA5m82a3x0lpZ73/uPMGX7G//woAY9agOwWNpozPDExYbXGn3/+uT777DObP4IQggdULhTEQ/gimaUuWrrEzF4CTic4Mt0QsMFg0BQKd+7csayTz6z5pkN+vOiee+FAw6fNnvd3dJICBHa7XZvUzc1NlctlLS4uWqoykUiYUwbgUShVr9eNccdA1Wo1M4C+da5fEO98fO1ILBazzUBbToAMUoTl5WXTmrN5rsMm+/HbQKQP0tiUdGbgnQBuFHV//vnn+n//7//p8ePHtoGQDdCZa3p62gpH+TccchwW34W8ioPIpgLwUTeDDpz5gWkpFAoGygkob0ojPxpk8GufQfMGzjNptVpNP/3pT3VycmIM1PT0tM7OzrS3t6ejoyMDLaFQSJlMxrJFgES+zxfnlstlc8oUP/vnZE45DwA9LscCOHsHPPq+ft+MMzBiz0sb8zzIwugOsrOzY3UZnEOYq3Q6bUE//c4TiYQ5RrINAGnfkWp7e1v/+I//qI8//lgnJyd6+vSpTk9PNTExoUKhYEEr809XNIJYUsz9/qBQjTPu9fG8p///dcbzMmihUMgkcZLMKLfbbT158kSbm5t2fuktXy6XjfEEePnzXCwWlUgkjAxA0tLtdq2TCmRArVYzOSDEAV1dYrGYdSbhvBI4IoucmZmxfe2JiJti+Z7HfPF5EEDMzdbWlj755BOlUikLOE9OTvTZZ5/ZWYGxhIEnuxsKhexSNOSIaNqxT752wNdZ4MPYp/iBZrOp6elpu89pb29Pv/71r3V+fq6HDx+av8EB+3kiEPWB/FWHJ+5Gh+8wiD+AHa7X6zo5ObEuPGTHATQ+24yt5JJISBUPSLiUEkILog5gzRklC4m2vlar6cmTJ/bzfDZ2xne2G63ru+7w7DvD+wcUEycnJ/bs0uX+Wltb09zcnH75y1+q3W5rcXHRAitfd3Z2dmZ+NZ/PW7DFOUomk0omk9YZrlqtGnHK/Ti9Xs86yXU6HT19+tQkRvv7+0bCPH36VDs7O7pz546RjaP76nnB/DgDLDW677AJ4Ibz83MdHx+bDDsWi5lMhz0EkKVehwy1v/SSTLp0mdmgBisUClkGGxKajB02H5/LWWdv7+/va2JiQvPz85IG9S3UwnHWR+dpNDC9yuB8jf68J1akAYHEc0AAeglhMBjUkydP9LOf/czKCSCdIFKmp6ftrOCjvUSy3+8bUQfpyec0Gg3zG8Fg0FQZk5OTFswsLy/r6OjIAhEwN/vcEysvQhr4cWXpFMMzL4D9drutWCxmk8AmzWQyVtTD3/uWX+Fw2BwtGjUWSNJQi1t/S3W327Xai+np6aHvhFlFDynJmIK5uTnrcw/r4yduNEU5mjq66viyn8WpUCNCEFAul7Wzs6ODgwPbkKQot7e39eTJE+3u7lp0C2uOVhTwhQPA2fhOVDBfSAgIvC4uLqwICSeezWatyJCf7/f72tnZscMDMF9ZWVE6nbaCyy8rLHrR4QH884DfKND0vbthEdApw4j7QvtKpWI/A6MaCFxeaoPxRI4QDA46cpEV82cA3TdZkUBgcONxp3PZuk+SlpeXh3T/o4GxZ1/GHV76RgALkCXwSqVSisfjKhaL+vzzz82AcJNtMBi0wBzwS12BJOtiwb/he5vNpqLRqBVzY/CfPXtmwTMdvDqdjnZ3d9VoNJRMJhWPx7W6uqpms6mlpaWhO19Il/tA+csYquuO0fSwd+gYdVg2iI7Hjx9rc3PTHC9gMJVKKRaLqdVq6fj42IBYrVaz9o84YwgaQB5yC35PNunw8NA6lnj2jEwo950cHx+bvaR9s0+PjxYuXsfx/ra5hPyACICA2tvb09bWliQZcDg/P7duSZFIxJh6/AHF44BushEzMzP2fp7sIkvL3q/X69bHf3Z21vzG6empZmdntbe3p9nZWbVaLSsEjkQiqlQqWlxcNFtJPZPPSl5nPC87N+qHPJGBTGJ/f98KZbHlZGeoL+DMkmmkTozOPmQkAc4EbMx5KpWyy3L9pbfYf/YuEttqtWpFqb5An8/1l6yNsug3MUYJKkBYMpk0JUQ0GtXMzIxarZaRBKgICBy5hA7/iT2DaafGALI1l8spkUhYRyBJ1hUukUhYkfjLL79sQe2vf/1rIy8++OADffrpp3r//ff1V3/1V2b7mF8A+vPm6jqZb7+P/ed7LCRdEpnUAfjvLZVKJuGmXoeuSvg56oP4O/wlfoqaXjADqpR+/7L+FL+ey+Ws4QDEKvKsdrut+fl5vfzyy3afBD6ZYOPLaknHnbdRth+bCknsM9hkNbj+oVQqGU7h3iM+gzVB4YJ9BLtMT0+b7N93j2KuCTgg8ZE/Qsz4BkOfffaZkcaTk5NKpVKG2WlGsrCwYGuMwuBFsd2VpFMMDBqTjGECmNERiqITNg8F3dzCivEkmgXEYnSQIoz28iZKxmHzTAAAQB71ILA3PGcymbTf9/t9zc3NGQOBBIuF9gDjJopLpUGRDdIVL8UgBb21tTU0v7VazVowoikuFArGPLMBJNmBRgIFS+3XjzWUZG03cQikw5lDf+EiWapOp6PPPvvMbg/HwOzv7+vOnTvKZDJaW1szVn9c1sqDeT8wfqyRn1N/g/lopxj2lm9nyZ+z/zAgZGyQ9JCJ8DUEZH4IEjn0AO1YLKZQKGT1R5FIRN/+9rfNkOKgYKD9XI0WBF513ljjdrutp0+f6uzsTJVKxd6vWq3ajcukp4+Pj00+wbuh9ZyamjJZADKpYDCoarVqRpXgHwYdRgQgh8Ofmpoy5oTAZ2pqSktLS+r3L2sYzs7OhrqXsJfOz8+NrcbJjzLB163PYN59IEsmtd+/lNvR/hIpAH3xkUwQiFMLJl2eoWw2q9PTUx0eHurZs2f2mRAizH0gEDCmGhZvZ2dHk5OTFuThiIPBoCqVioGnzc1NO6cPHjxQvV7X//k//0d/8id/opWVFcViMR0dHdkt2KOgedz582wd2VrAGwACWSLaYoqsvQME5BLoE4RKGpLctlqtoTqeTqdjRAnF+ThM9j5EWCKRsLWdnZ01coRsHb6COjfqY6LRqP0aRy1pKKs6zvCZb0ClzzDD5uJ7kUns7++bf4XJ5HxBUMHG40vxldhFbBzrBZjARkLwTU1NaXp62mrTvBROuiRuHj9+rGKxqDt37li9gc/8ApbxMewb/t24c8f/RzOc+IrJyUnr0nh8fKyXX35ZExMTevLkiba2ttTpdJRKpRQMXjYUoSNjt9s1WTY3qnubFovFrKNmv99XOp22FunsuYWFBS0vL9vZJghrtVqKx+M6OzvThx9+qHfeeUd7e3tGxLCu0uBMejDp98x1spAMfAZ7gqCr2+1a4xO+H2zFz83Ozg6Rdvxb5MLYBDKv+GZqrwKBwNAZx68y/5JMcRCNRi3LCf4BxHMBJ1lPglz8hyd2r0Oq+CYHXroZDA5azlYqFavHOD8/t8YztVpNpVLJankgDahH4c4bLxP2dTBgZvwwvsrbT0/mc77wp9hAaVCM/vnnnw/dkxWPx81W05yDOj/UBi+65650qn2UhfHxIIjoEoBFloGUP+DNA0T+A3STKqfgz4NHirgBaAQzPqtCmtensulmEA5f9mumv3ggENDCwoJFlY1GwxgHz2T+trqNFxmj6XVpcEs6ESsZgc3NTT179swYA9774uLC9I6BQECZTMYOIrIMX9OBHpVNCzM6MzNjum9+7VNz0WjUwAsbtF6vm4PBSeHgMKgUZvV6Pd2/f990wXz2dbNBPtjgudgLFxcX+uyzz4xd4nDCiPBcsB5e4oe0jgMFEAHIAABh6dDYMm9E/xShATowAgTelf/v7Z3b29vmmMlAAdz9vRRfpol80YHDpgA+FAopm80auKV+hADBgzUc4dTUlHVakS7vZTg6OhrSvgNAAFiTk5PKZDImoeMM44AAnKRxDw8PVa1WzfBjbJvNpjGB6PfD4fCQTBCji3P0ASd7Z5zhzz9rSRbg9PTU9s3MzIwxzEigpMs9Xy6XFQwGLdBk/3oG1Ke02cuktiFFYE/Zn2TTCKpwPpwJ7p7Y2trSycmJAoGAdnZ2FI1GFY/HTfaCEwbIMI98rm+ucZXBe7L/ASx09sEGelKJugt+DUnCnqERgNc883xeWuBZfXwJmVj8DYXo+Bfm2v8e583aIJdJJpPG5iMP8UQDe+46ts4TKzwLYOw3v/mNXWYGINnb2zPgjl1jPf154XyQ3T07O7OsFuCPs0/A2+/3rUujz+JBWBAA8+8BS/ikYrGow8NDraysaGlpyS5fY348qejnb5yBrRz1FbwH8/jTn/5UMzMzOjg4MOLkhz/8oQHnZDKpWCymtbU1mxtsIGQSgcHm5qZmZ2eNfDk9PdXZ2ZmRAzSrmZqaUj6fN2KQrBG+IRwO289hQ5lvbCIBJn/uiRAfbIwz8DUEsNht6RKnUC/16aefWh0LGcRqtWoSKeSHPliBbMBO4SsgY6RBF0L+LQE+/44Al6wQd22Ahzh/ZH56vZ515gsGLy9R5C439gPny++Rqw5qenlX5pH/Y6tOTk4saIUUwOZz3slGgx/4v6ShonfmDzKcTI8PNLwMDukotgEyplwuG1Ysl8v2fQSAnP2VlRVrXML74Ls8Ef+7xgsHGn5D49jIIgAkSqWSOQV/G6vvg+yLjr2EhRfk85h8agRoo0fw0O8P7jCg7z7OBRDlWydijIPBoMrlsn7961/rBz/4gTG6FGRmMhlbgNF02HVSk88DzJ4Fps0uc0tWAcdLb2XSbjg4NOO+swiaZH4Nq4ID5rZmUnKSjIUnmEPjC+jznSH4Xr6n3+/bZTywQxsbG+aUryMpeJ5cykuMwuHLy7c+/vhjLS4uWgEYQQIGEefIn7PvMPpeugSoYV7q9bqBFjJLrJ8kC9KYV4Jm1pliLg71r371K7366qt2uNHnss89U8V7X3Wwlwg+YfFgKo+OjgzI0iUJdiqTyQyxPwSYAC4CAIwlnUD4Gb6XII+BdAc26vj4WJubmxbYUmiIBPPk5GRIxhCNRq24H4YqmUwOdc9iwOyMM7yj4H1wevy+1WpZ+17aWC4vL2t3d1exWMykZ9Fo1M4BwRhZMTqSeVkJsjIAumeL+T8MHmw7ATJODzDE7bs4GBhAWsSS2YVR9ITIuGfWy2DYg77rChkuGlgsLS1ZFgJ7CHPPu7PvyLQRVFAgjq0m0JidnTUwDcvvsw6sAZkxHDROeGJiwthbsnP5fF6Li4tKp9MmMwLIe3kTmadxhgfLPpMGSbKzs2O25OjoaEjKBAuJjAQbRpDB/QK8nw/I8JG93mXHLRhRSUa4QDCx15hXZH7UdACu5+bmbD3plri2tqaZmRkjJPnO0az0uHPHvvNZTvYLmdDHjx9rd3fXWnPv7e2p1Wppfn5esVjMpMbcTA3I813hisWitfiG6KI2yrPTMPG5XE7z8/PmowOBgH0Oz+prQtgDBCvIRZ+X3R4lRMcZ/gx4dQV+nU5an3zyiT788EMFg5dyeLIW2DUCDTIX2BRqgcBuSHi8dMrXT9CCFZKaImcI6rOzM2vpz5yyP5GspdNp5XI5nZycWE2NrxHy88XnjjNvvjDb41PIQzJhtEOma1mxWLQ55z+eydf/eSJ9NCCj7gybxrtgm3gn5p7zwJ7y60QjA/AzdaxnZ2d67bXXLBsKOS0Nmj69yLhyRoMXkWTgkhc+ODhQs9nUwsKCOp2O3n//fe3u7qrValm7QSRRaPTomsHf8eAEDzBK0Wh0SK4FiAkGg1ZoBbvoJS2pVMomHZaq1Wppf39fn3/+ubrdy4tSyLjk83ljXfxGhJW8zhjV32JkOWgw6T6qJaA6OTmxNnsUOLGJYYkJ/tiInrX0LDodaSjUY8Ox6WDiAQujmSuYA/6cAwWQee+997SxsWHM6XUciPTFYAODS4RNEEahnyS7BV2S6bOj0ehQ0RqsMcWRzAWGc2pqytpqNhoN61LCc8BW+w4kGNdutzt0IRip41qtpv/23/6bjo6O9P3vf9+C8Y8//liJREKvv/76kPZxVBJ0lTnjnPji283NTTN6MI9kMDA05+fnSiaTVh8hDRjuaDRqLVg5w4lEwoIO//28N+ACySRMqu9Qgozi4uJC+/v7+l//639ZnRBs8vLysiQpn89LGhhQWGo+ywfs4w7/LtSdcKYAmNwt89prr6lWqymbzZpz4A4agk6vmUUuFwqFtLCwYHU//kwh0cGeoZ8HdBcKBWWz2SGgCODz0gev0Y3H45qYmNDx8bG2trb0yiuv2H4DrHNexw3S/AgEAibpJIPBwMYC8HH23DnAvue96eJFkwey2jDJ1Kkx13wHWVzOgiQr1semA1JgXiG7kJVR7E89ICQMoLTRaJiUjzkfd76835EGwTngjGCSPdZut+0yUL9mPBc+Axkp5wwpqDTIvkIS+sCfuel2u9YBjEANYs/PHyTMhx9+aM1fCErm5uYUCASGgC1z7UHXdYfPjPFc2BYCrlAoZE0RsOOcI9ZzcXHRPpNshSTbrygH+v2+1bmQ3cc/LCwsKJfLaW5ubmjPFotF7ezs2MV1rJFv3+plv++++67u3LljRJofHoiOM5h7vyanp6dGSniSljMD6ciZgVjBvoMpCGzJKLBH2Mv4DS8RYr8BbNnzfKYke06eA3vBfnznnXdUqVSs3stnI7EPvDMB01WHP6sEGBDe2BuaH9GwAfUAd2ohWaeWibkC39Ia2vszbDvz5NedveA7UuGHfIDiCXrfDcuTMhcXF9ra2rKOWIFAQNls1sg/8OqLjBc+1d4IsrkkWToMvfXx8bExLycnJxaxA9xgODFuMAJ8JpNJgbY0uGyv3+9bvQCOkZf1gQnGzkd3XlIDwP/oo490fHxsANtPOp10/BgXuLDQlUrF2ByiU3+z9MnJiT744AM9fvzYsgbRaNT0kRgyDNHe3p7C4bDpsomsfeEvrBdrRxtcn5pjHZhjMkscfA4EkS/Gp1AoDDGoPNfh4aE+/PBDra2tKZPJXMt58AwYBB+ceXkEIJ9bNMmk8TM4a4KtYPCy8wJsazKZtDXn8LAXfFEX2R7WgRS4B3XMIxkUaRA0Mj8/+tGP9OzZM8tOTU9P6/79+2q1WkNd1a4ToDFg86iFION3fn6ug4MDyxoiQ2EPSTKdN+cHmQnAHoMKsOEMtlotlctlY6K4MFG61HFXq1WbK+QxXhZ5eHhotoLbebk7hnaKvouGbwMNmBpl/1508HOwRzBhaPUBxNQH/PCHP7RblgnieRcvCe33LzXdnMdut2uZRGmQIUMuhkTg7OzMdLHs1VQqZc+YTCbNFgJ+WRPsK3bx9PRU//N//k+TJHBZE3Pm0//jDC8Nxfn7+j2vVcYhwsixr7wUyctMsIEQM5ArMP6sPxkRMnE+WwGgRH+OP8EH8Xsf9DYaDcv6wch6UASY4juuS0hJg0CXswsrT12LL3qHqAOoe5+Bncf2sEb4X84OANd/P3siGo1aJy6IOi+dZN8A6nkm5FW0Nu31ekOXqGLryD56XHHV4WVE/J53ZR5nZmb08ssv6/HjxyYJ47z6NeXfRqNRFQoFdTod7e/vq9e7bCSTTCYNiFOXJcnIJeRRCwsLymazdpb7/csieN/sJRQK2T0cExMT1soawAh5+sknnygSiSibzQ6pOjgn15En+1oq1qnX65kShUCSgICggTmGdSe7AvFDZtD7MtQFECjYQc6xzxKwB8GC+CiUFEjJfH0Xo1gs2ufQjIiz7WVOYMNxzqzPluErqNWBNKL+AfkZZCydAVOplGZnZ20N8M3gEu7BQM4JdvSBljToSufrtNjXBGr8O0gZAmr2r6+J4Vw2Gg09efJEgUDALkREjomK40XGCyPAUT2Z3+AUK0saSjuzMRl+ooiMWSRkFyw4C+gBDAvhgx7kVxRP4ZRgHHAgnlXjzxqNhra3t9XtXnbToUMHjgrDhbEa14Ggzf/kk090dnamRCJhunPudwCE7O/vG4NOBI+jwyET5XPQaUNGZOuL8L0RQdqDc2HALPpifg4wTp35azabduEMn4W+mudqt9va3d1VsVi0jkTjsPLMOWCBQwFzQftVHAIFsqScAb0Ecx4EeMPMfhrNnsFMJJNJ+z5p0JsdY+fTkswjNQaAPeQcnAfS+PzdG2+8YUBW0pAUaBzQh6yBrBVMHp9JsVe5XLZ5TiQSFpAFg0HTBksDyQmAhDMLQ0cAAviCWQIoEdh5Bgr2BAYe0EIanmABcL60tKS5uTnrXuSdDV12SD+TNRh3cO4JEjD2MFaQHoeHh5bih4Vst9uWIcMWtttt7e/vm7ODxECSBdFBYE9xI9k46ot4d8CA37vYZZhpzj3yF7opYQfL5bJOTk60uLhoc0YdzbiDdQUcc26RcAJeT05OrC8+Do9g00t8IFCQ6hFo8N6cawC1/ztJVnTLWnrbB7DzwTVBJYCRZhvvvvuuFhYWlM/nTUKHL8NmeDZ2nAHgAaR4eTItPpkX3wUKkE/BdzKZNGBB1tsTNJAfvkYCVpp7ljg/2ANq/KgdBOx40sEDfYIXinH39vZUKBQ0Pz9vUhqkuz4bStZg3PljYGexuSgcFhcXh8gWZDqAQTLPsVjMLtw8OTlRtVq12+IPDw+tVfLZ2ZnJmfFPMzMz1jJ3ampK6XTa5H7S5R6tVqsm7WO+CMiRZR0eHup//+//rdPTUz179kzz8/NDGX2vywevjDNYf9/uWpIVK+MLEomE7ty5I0n2rGQZsTW+pSqdlTwpjV/GDqIQIMiEIMXv+4YE1Mfhm33tkSe0ySJwx0cymVS1WlU6nTYSD/tLd9JxAlyelXkvl8va2toyGXKnc3lR9P7+vvlizh/YDMIAfOXrdvgzsDKBk8cJ+E7wgq8zRaGAfaAuBjvr8QjSVV+r0el0zObu7+/r4cOHOjs7s3s+7ty588LY5Mr3aEiDTUG69ezsTIeHhxZ1wfZiHH3qUhpccAaIIbrFwZBehTGWBoDTs8deVoDch4ll83jmNBAI2MHwQJn3i8fjFpQQJQMsrsPy7e3t6dNPP9WTJ09MY4i0p1gsmr4dGQ03tQIWiFxhRDgkfrNg9GAJPcMnyZhzfs4zl8gtRrXuODk2HYwaDghNNFK5VqtlNS4YEq/VHHfgvGBbpEHhIc4WR8+egAEh4k4kEsaIAga53DAWi5mjkAZSGQrfPGMoDS4eQ3YlaahugPXyWTb+vQ+UvaMgzcqa4wCvo73lHeiVzaU/BNoYFb4XsE6dhAdtHmhzfnnvTqdjemVJxnryfpxHb0OQM8J2AaBhpnBY09PTisfjVhMhXUqnsA1IPGia4NnJcc+rD64AXTgViusgVx4/fqzp6WkDqKPZNoAj5xdASAaOrBkAkgAQEoI9BBiHSSQYxGbxeV4C5G0q+5NsiA9MALQQLD6jcNXh7bKXQ52cnNh9H+VyWe+++652dnaMGKBInT1CUwrfO54AwXdOI1ABpIwWfLJ/fM0VYNpLbQEFrCOyG0iN999/X6lUSm+//baazcubuFdXV7W+vj7UupIzM87wdsFLHtrtwc3csN/SgMWPRAY3wiNN4Zx5eevU1JQ1CWGf4l85Q8Fg0BjkdrttNhDiotvtDp1Rn8kmuPSSkGAwONSuudfrmc6b52W+AI/jDBhlDzr5jz3hC64JDlhr7BABP9mKXq+nk5MTxeNx5XI5pdPpoeYCBIUQScHgZUtwLtvM5XJmv5B5g4t430qlokwmo1gsNlQkjhQdvHN8fDyUEWWPs2/G9bEeA/lgjWdjr0xNTWltbU31et3AK+vuL4zz7Zc5g9gBaRAEQmRiJzhvXvopyd4fG+kbHEgDUoiCfXASJBW1OKyLZ+6xfePOHXYoFLrsrFUul9XrXcpnIVtZZ/99PDP1Xpx5ghDqYwni2WNItPFznjDFZjGffCbrA/ah9gxpMsEtZAtEK1kMCvErlYpKpZLS6bTy+bzi8fgLqwZeONDwxbWkU2F0KLSlSwcv49lOmAqCCAwkLA6bHcYedpiKdzZdJBIxHS8L7GsTWCACDzaDNFzQfnFxYcwUrIzvMEIK37OG40oxMpmM7t+/r7m5OQvEarWaisWijo+PrZ85f+c1xLDI6XTaInsOkXfAHFScJyAGwOFlJXR1AIQDQjBwGDAODNkpQKNnY9GXE0AR6S4vL1tUfx3Q53XxPvVPKjKTyVihJLdNU0dARN5ut5VKpQyweQ2jj+qlQee0Tqdjt5/6zjbSILuH5h3GleAZne5otgO2GsBE+9ZA4LJYbH5+3mQPzK//3qsMACt7gz0cj8cViUSUTCa1u7trDBznwKfIeS8CMeYFFhKgx+j1enaOCEjRIPv3IWjp9/uKx+N25incl2SgnLajzWbTmMTt7W2tra0pn88bQ0Uwx9peR3YGg8z5YT58UBmJRLSwsKBA4LKrE4A2EonYjdcEJNgT6dL+cUcE4JjggHQ5c0Z6mzPEOURCQKaFIBkbzTpQgM3a09kuFouZrAagPlpHAVEwzr6DDOEzDw4O9OMf/1ihUEiJRELPnj3Txx9/rNPTU5sXiClALMAYsod9MTMzo6OjI5VKJXPevsaDYE2SZUm8hpk6F8gGGM12u22tMpkzSCt8wfvvvz903mOxmFZXVw3keX807tzhoyC7pAEQnJ2dVTabVaPRsGwuwNRn1QB07H9kdARt+Bq+k3cEYBOE4SPJ5rI3IFg8yRcMBq3DEn40FArZPltaWjLZDDdj+3a7HoiOM7wdAmT1+30LZpPJpLa2tgyok1UA7NKg4vT01OaI+hjUDkhcKBqH9MQWSpeEVjab1dTUlMmhCMB8u3nmEd+In8aOkWFibGxsKJvN6p133tHXv/51k/nynuClcYeXJkOk+fNFZpVsFPuMvUpA7n/Pv0cqh28FG4InCUoAvZKG7Dm33PsBRsGXTk1NWcMgP+cE5aenp9ZpjMDHBznj+Fiy75yhVCqlBw8eGPlOAxbOJnaZoIg/471p0kFAD5blbGFnsEs+o+MJYp+RBYeAhT2e8rIpfjYSiZjfnZ6e1tLSkqanp63bpiS98sorhllf1Me+8M4kOPDyFTZnt3tZKEaxC07Td1kA2MGsw0DAqsCw+uyE11r7iJ3vZ1NhFPg1zDKHgp/j+ZFrcG8GaVSidIwEoMVHfuOMQqGgubk520xHR0fa2trSwcGB3TjK4aWTSq93eREaDsBLmPwhIfJnDrxsiPnjMGAk/ZySnYARo46BOWJwEAnEcDKtVssuPZyentbc3JyCwaBKpZI++eQTvfTSSwbyxx28P4cEadbm5qZ16+BWa4w7wHV2dtb6nPd6PR0cHFhqUhpILQBbvkUkjgZn4DtEeMDMfKC3B/wC3ACSgEiKDylQA+yRcsao+3W+6mB96G0OGEC2Fw6HrZgYsIpR5/ekoultzvnl+c/OzoxY8PMCQPeBPmwU6XSyFbA0pG2ZAy8BYj3oOR4MXt7dwdzE43G9/vrrymQyQ3Zq3ODWS0eQnkmDG90JHjH47EuYJrTs5XLZMj2cbYw+QThnmpbAMFc4EPaFD/4IyGi7yXowFwR4SNVgClOplEnfkIs8e/ZMm5ubBl4AluPOHUEBRYzIFp88eaJKpaJcLmd2FFacZwSIsHcJbH3NkiTrhCfJggsYQj6XDB0OnbPHWuIX2u221Q9xXnHyrDVNEQ4PD/X48WOTw6TTacsCjPrGcYYnjxisPVJM33Sl2WwO3e5NYbw0yNwAorw0zAMPABu2HuBNhov/s1fZe8wf4IOgUBpknr0N4Nebm5sqFotaXV0d6pRIc4pxs7fYFJ6dz/z1r3+tYrGoZDL5hawg5Cg+YnJy0jIOSD4lGYEQDAatA1QikRi67Zv5I0CHxMQWAtzxtbVabUi+hd2EvUblwLysr69reXlZP/nJTxQKhfTd737Xrg+AKR83wMXu8jzSpQ2sVCoGzr2/ZI8TkPrPYS/6blDsKYJO5gpbSYAsDS7txCdw/xRZYO8f8NcED+A21oT5phEJGaZEImFn+zrDB9r4WnBnsVgc8u2cJUoLsLGcTXwD5D37GHsPKQJxD/kEyQD+88of5pm9C4aRZHYR2+pxMj8DyUcLZwIQpIBXId6vVKOB82Gz8WcAEC81gN1AT+xBGwGKl9jw4F5f7cEWbADtNUn1EoDwbBTyopEmqmNhYWd8NAgjWC6XVavVzAFxiFmccZ3v6EgkElpeXtbe3p7K5fJQqo9szvHxsd1ZQGEVnQmIkHG+AB+MO2sCiAkEAiYj4kIiWBvS44BbomqAEU6bz8JZ8z3IaKrVqrWCDIVCOjo6UjQa1erq6pCkYZyBYfHSJiQYh4eHxtjC6nr5CAYYJ5lMJpXJZCxtz63CiURCnc6lFl6SpTQ52BgA1gkWXtJQChSQ4YM0sncUGGKQeDcuFDs5OVEikfhCKnecTBpsSavV0vb2th4/fmwFzDB3kqwY0u8fWGneGceBtKXVallDAKRfnBXkdThszikBHG1ZpcElaUjHkJx5doznOjg4MFICHS7Pur6+bq1cc7nckGZ8nDGaSQIYo3NdWFhQtVrVBx98oE6nY/dTpNNpA+rsI86ulxn4risExel02jJknphhzej8IcmCepy0r03zRd3YPzIkOGXsdbFY1ObmphqNhl566SXLuPrszVUHZxMb2u1etvicm5uzOcWWkfnwtRAEHUhPyDRgs5C5kEGQZPeZkE3wun+yPAyfleIssDbMEfZTku1rmP6PPvpIKysrWlhYMBYckOODoXGG943o99mDyGzJCPDu+Ed8XLM5uGEe/0vNHsyn93nSgMghyPPgDxkW+5jGI36fwabyXcwxflu6bHvOnkdquLGxMSR1ui4Z5WUp/vetVkvHx8cG5JrNptUnUTxPoBSJRCxbho0msAJYdrtdZTIZq8+ShpvTIMuSZOvo7SYyVsgApIw0J2EPcSZarZbq9bo1Jtnd3R0KojkP16nRYN1Zb9Zxd3fXVALUjXmJE3uKbCskJyCYABN7gM32hCb/jgDLq1q8lMoTZmAQj3/An9RjUbAvDYrD19bWLGMAKcVnjrPnmD/sEmv15MkTbW9vS5JlUKjX84SkJLN7BE7hcNjwCXMxqjqBlCGQx/awBj7gZi9SCwI+kgbBEu8TCl3WJ83OziqTyZjCgnqq/f19bW1taWVlZchO/q5xpZvBfUoMBomoHr0WjDraYthODgMA3kdXgECMAIYC4Nvv943BhClkM9NWDUMHKAYE8sz8u263O3TLdqfTMUexubmpdDqtbDarRCJhjluSHaBxBgDO95lGxkRqDBaQd+A72XgETsFg0IrDSTl65+sXnjoX6lNw1r7DEJEsDhmjYxvEMdWAF0A5YB7ZSCaTMaZ7dXVVL7/8shKJxLUK1Xwg6dOctAsE0PlnxnEBVHBisCLolPk8sh/ewbLWgG7pEpTzTLSF5TN8oCbJ5HE+iPSZJgCNBzuffPKJYrGYzaPPpFx18M7BYFDHx8fa3d01Ng29ZjQaVT6fN8aIZ0Eq5VvX+X0C+PVz7es/uPWUvTszM2OXGSKH5IzDnHBOvTPr9/tDwNwH/xcXF5qbm9Pi4qIePnyoxcXFoXbP19EsexmRz6bt7OzYJZVouJkbgObZ2ZldqkeLYAy1NJBLcM5mZ2e1srKibDZrjRPoLsf59n3nvTyKZ/T1SYBD7CYMH13j+LlIJGItNufn5w0McE7HPa+cU2xSt3up6V9bW9PBwYH29/dVKBRM8khA1ev1LB3vJSsE8WTGmQv049hPntmz8dhK7BzrgM2EKGMv8vzYK+acIIR2w3t7e3rjjTdsf9JuXBpu4jDO4Mz3ej27VCscDisWi2lvb8/mAnAAM+v3K1k/ABR/5yU2AFV+z/sjb6KGDRaT4BAw7D/f1/T4OiHAT7vdNqIgkUhofn7e5pq1xm+Pmw0CAzAg11ZXV622AV/FXvP1TUgcJZl/IBBGaoXv5D1yuZxd/utttH8O8IaXxkDS3Llzxxj2VCqlXC4n6bIG6cmTJ1aM3Wg09F//6381e/rd737XQCM2/rpBLvNOcXsgENDKyoqRoeA5bCPSWM6Sl/xBKvHnPhDFrgcCAfPN7GekjvgeAtxkMjnUHAS8hL3y8kh8rD8P1Wp1CFt5/0IAOc7wAQrdOLlR/uTkxIhZ1oksD3vJN+8ZBezYHc65J4YJorx99RgJAgsZs5eTelmtV65wDiEoyIIgt+X5Zmdntbi4aHdF3XiNhi+a8akYUtsEFzhJXsAzXH5454Bh9bImScZmAWAAOr69GRMAoCMtCiPquxagf6OLhmcqATo7Ozv6+c9/rocPH2ptbU1f+9rXbFOMy/IxN2iA/c3kyFL8ZpAuo09SvaQERxlzGBreXxqk32GcvGwM5oEN69kfNKeS7BIvLyFDDse/B7hEIhGTbsRiMbs1++7du6ah51nGGf75+QyYjnQ6rY8//tiezxdrk+LGSXIofYqaQvCJiQkrlII9xdABNGG9kNIBgkKhkBX0o8MlVQoo4h3YBzwnKVBJdrhTqZTy+bwBzdF98aIDpmJiYkL37t3T5OSkfvWrX1mhtjdY9ICn5mZ2dtaMEXsMoOL1sjAvGD3kLzglQBJyMAC2LwINhUImzcDRhMNhkx8BRtiXvgEE73l+fm7zj9yKfTLO8HIoDOnFxYV+85vf6PPPP9fPf/5zI1Z4T5wHzBPZWsgVPheJGk4mGo0qm80agPN2FsBL1yScAwEIc4bTxvYSuJLOJ7gDqCBXCofDKpVKVmcgyTqPjXteOe/sXexxOp3WxcWFyuWycrmccrmc+v3LFtDUjJAdJSNFvQTnlYwGdhASAFLJB7teKuRljBAOfBeBBcy7NNwfH9kUwRzf0e12rZMS8kQf6Iw7AGGQOhcXFyZrxe4xF+yr0aAI9rFWq5mEiD+HbJIGdlQallLE43GdnJwY6RcKXWrduT2cZwPcI3ehsw6suJeoolcPBoN69dVXrR0+EkB8ybig73l+YnJyUnfv3tWHH35oygEvTZJkwZwn5AhUefdqtapUKmVBPme9UCio2+1qd3fXSERpkKUm2IdVh9EmU4UNY20osq7X6zo6OtLx8bGt+8cff6xgMGi1nj4YHs2AX3UAOMED2KbV1VVtbW2pUqkYNvC1BfhcmiHw8wzOg89a8b6cPT6TgIFmMtSgERzgj71EHIUAJBiEH+cCUq/Vag1JUrmcmUzDuNk0bEaj0dDu7u5Q3RgEGwT3aJDm535ycnKo5oH58LiJzBBEK3MHYU3zGC8p45wyDz4zwf7hHTizwWBQxWLRyGgwH00osEUU1b/oeGEEA2DgkGGgyGBgzGE0vWHDacIceEMuaejA8Dm+XgAmjv+8fo0IjK4zvhDROyj6etNmEaMAcI5Go9ZhqN/vD2npYfXHDTROTk50fHxsDAV9lhOJhNLptDlBnpsDDBgEbPL96AAJ6HBOzAUOXpIBRhw+n+l7rOOQMVYYSFgTAi2Mg0/XeWNZrVat2JRInncZ1/my3zhQU1NTOjg40Pb2tmm+kTVwcLxUDrAKc8L+Ie3LQYSNIOOEwcVI0SIUo1Gv14cOK8wpwcroXmH/s5d8cTNGk0Pvsynj1hqwHzh7MJKk7lmzk5MTO1/SpeNvtVrGYnkWVLpk28rlsq3F6emp1RSRsgZ0UesBE0V9D3/Oe8GKcREgrCOMGV2GcAy8T7/f1+HhoTKZjD766CN1u5cXbt65c8d0pOMMzhP7FpuVSCQ0OTlp9wOwP9jjjUZDsVhM8/PzdoeI7+AD+TE9Pa1UKmUdoHCC0sDge3mLDy5wWLBy3AdA62qkoexb2D5kawSXlUrFApFXX33V2gazhuMCPgJmPoO9PjMzo+XlZZMJAFBgJ33HIvYsgMZn0QEb7Xbb7lZBC+0DMJ/1xf5DIGAjsJEASOw9c45f8jIH/BaBBj+HJBKQNO6+QwJyenpqWXykJawfwauX8jAnBEIE6LDJ7EFAiTTIvng7iT0jyMP34BsAyfwcjV7w+/6+Eb5jYuKyHS/ZJIhKLruTBl3oriOf8qqL8/Nza3gyPz9vdqvZbNpdFF5/jnYeuQ0d2FA2kN3hvSA3wAzIEX3NGjUWvjCePcrlhfhw3rvX61mHNroiYo8ikYg2Nja0sbHxBfnLdYfPRKKkAPynUilrisIeJVBjLyFb8vIoXzMrDYgAbCtEKEQhBJcnDKXBBYl+P2IfeCYPwqVBhsZnDsAR3NGERIgM71UHd7DV63XrzuWzSzwn6ycN6v+kgd2Rhi8l5tnBeNgEzrA/0/hhPsNL5Zk7cBz+A0JLGigS2K9kNprNplKplLrdrnUEjEajOjw81Pb2tgqFwlDA87vGCwcaRJQcNqr4YRQ//fRTc5LogAFiGG2cHZNPNw8myQcIRHYetOHQAYewXxSoYux9NwfkKxQk+fQZm5wD5g1zv9+3FC9G/kUvJxkdT548sWJlHC0XcCUSCXOevHc0Gh3SynJAkALBGuPEvaQElpz5B9yRLcIpIZVB7sFccEjQL7I2sN0wlT4bAkjEYPZ6Pe3v7yuXyymVStlnjzNguThQXsN8enpqzp31Y605ADhcjKc3ANFoVKlUykAgYMQHxwAnDD0BLRIizkOj0bCe4KNziL6ZABtjwb/zQRiyo3Q6bfU04zgSmCcvjahWqwbckQ0wH0gCPPMEkEVi4VPlGEYP/pgfgJAPeOmQg5yPM8q8k+3jXJ+fnw/d5I4B5bzSQCGTydiN4zAv102Je8fAXE5OTuqVV15Rs9nURx99pMnJSWOmPACcnZ3V3bt3Va/X9fjxY3U6HQsG0CGzxwiqOEOcZ5xBIpGwexs4swSQfB9OGrAH48TfU0wKeVKtVk32GI1Gtby8bDc4e2niuKNUKtm+gqyZnp5WsVhUPp/X7u6u2RzmFbvF2faEAASI/z0ZFy4DxZek02mT1uKjvBQJgoXOQhAtPpsOaeWzYT5IAwRVq1XLRkmXoAHgch2wjO0uFova3t4ekqAgtWV/AgykgcSVc8U8joIS/CM+mrnDb0sayp4QdHFWmSfmwQcYnGVf1M9ceGzgu0Z6MmKczC2Dsx4MBvXkyRP93//7f/U3f/M3VhPWbF62JF5aWrJ1JNNGl0ICLOwhAR/SWoKvfr+vUqlkZ5LugdyNBTibmpqywJ+gWpL5nXQ6bc8B8w4BQx0Ma0G2d3Fx0fwPe3vUXl11sGd6vZ6tpSRr6w7gBWuA2zx5KcmCbPYLQTLZZrI7vC97iV9jd5hjbBusPxlN/DM1L+xzH7iQOfLEx5MnTyz4yWazz72U+SqDm+PPz88NgENiQ/piez3x52XnHhf5bOzExITVRGKL8M8Q8WBC8Cn4jn/LHuRckRFnXn2QwzyznvgOvoeuU2dnZ9re3taDBw9MPv4i44VPNsaZlzg+Ptb7779vhubg4MCieh8dMik+FQSDizYbYwqoSSQSNvEsEkwzzsjLFbz+jGCCg0dQQVDSbA4uLGFhAD44/3g8roWFBSWTSdVqNYvsvWb9KgNm0YOrcrmsRqNh7XsBC9Kl8aY7jAeAPor3dTJsTs8GMw8cSIBYMBg0tloaFDtySH26jSBOGtbos/Fx1lzKhEGg3bFnIl90Qz5veDlBKBRSLpfTnTt3rAsRbTH9HDIH3oBh0HC43hnwTuxP9lY2mzXjkMlkhoJjjKm/CRQmbNT4ARJpaMBcwgzOzs5a7UuxWDTjcZXD7AfPAPg8PDw06dz5+bkBJH8uPevLXQO+2BGmA6eBfhMW2LO5NB8g0AFAeekJ7BQZKG9kfRccL/EAwBBwI7WKRqPK5XLKZrPmTMYdPnNK+pg1mJiYsJtdpUvGqFwuW32IL/hbWVkZakvYbrdVrVZNkoid8hd0ehZ/ampKS0tLKhaLOjw8NKDGjazdbteyEEdHRwbEfe0B4LBWq1lGC+Jnenpad+7csWCd7Mwo0L7KINvs5QKjWQE+GxLl4uJi6AZwtMkEB4Bl2pEiS+D8eZYeW+ZriKQB4cD+Yh+x/xmQC/wszC0BG/twampKqVRKqVTKSC78x7jZW56j1brs5Hd0dKTp6WljuL2UhMCC58K3AF44IzCsvLfXbvOOrDk2iSCerPTExITVbcEA41PwJTwH6wDgBCBLMv/7q1/9Sv1+X4VCQYuLixYwQiyMM7xc5unTp3rvvfe0vLysb3/72xZgUs9DByLUCp1Ox5pXsPey2az9+dHRkdlFJFgEJvz7dDptpGE0GlU6nbafefr0qWVyaL5BQMv/vczZZ++ZZ8jUXq+np0+f6s6dO0qlUkPSoeuAZs+4k2mimySAHV+FsoGMKxlyam04A16Oxc+QOWJPSoN7i3z2QZKtETVQSN59Vs/vL0gE9j5ZUnzPz372M33yySdaXFzUD37wgyFfgZ+7yoCAZO47nctmMsfHxwqFQtbAwxM/XkpM0OZlaMwHd1ngg9lrEH7UsPEM2FiCFbKxkMHML4EJttVLrXxGytvlYDBodqHT6ejp06c6OjqympMXGS8caKDVZhGPj4+1vb1th5DOBJIsW0AkzgEmGsNQNZtNZTIZA6KwISxKIBCwdDYbnbs6KBrFqBM5I+WSZCy7d14YW1LNOBMWi/dIJBJqNi8vXSGwGTejgdQGmQqbenp6Wtvb22o0GlYLgbRlcnJShULBHCoBBPIeIlIOGYya1//DKAEiOPhE+55lZcOSvsQBE+gAHGCXR4Gyd+I8HxufIGmcgaGCAcC4JBIJy1gBzLikUJIFTBg4GBh+zX72GkjS7shbMOw4dphYbo/1DArBK8W/BHiwA8x3r9ez4I69ikaT+eeZc7mcGZyrDt4FKQQ95Pk7ih1xmmTCCB69jAFGHSfC3gLUUufCWSRr6WUEBPzMpZdXUTjvO5eQpZNkjpZgFnsAoDw9PdXCwoLJpQD0gMSrDs/E+vckm8W+BvhKMtaHuQWUJRIJnZ6e6vj4WJFIRCsrK8YqsyfC4bAV3GEHcM7YUdh29oTXSQNcYPCxGcgQyA4B+vlM6VKHjd4W9gpd8TgDG+HJDz4b284gg0VgA5gA2HhWlP3IO0AO+XpBz/6RgaDAEeIFh+5lQzhMgjif5WOv+wwwz0sd2uTkZYth9N+NRsMKe68yfACBbOHZs2dmL3yNBWcXVhm/Nmpr8ImcSeYb0MP7TE5OmqQO2R/AFeaZNu+BQGAowwmJ4m8c5uexbZLMFm1ubioSiZgCoVAoSBrcpTLu8Ps6EonoJz/5iT755BPLgPF9e3t7Ojw8tGCLvUO9GaQg60Gb13w+r2w2a4W+PHM+nzeSdGpqytps07lqenrast0+cwc+IcsoyfaRr9EDgHtbWSqVlM/nNTs7O2QPxh2+PuXJkyd2c7mvE8XfAZb9efBts9ljvV7PMkPgDGwp4NmTx4DWUbLA4wv8KZ/na1c9/iBThgKm1WpZ3VEulzMijD0KcXSVwXeWSiXt7e2pVCrZmaCJB/6+17tsQIC83AcKKEGw12C68/Nzu7SVz2WO6PDJHoXUZI8h4/NSNCR+PsCAdGHO2W/gO7A2JGG73dZ7771nHeOmp6dfyNa9MPqjSBBH4HWI/N5LlqSBBg3jic6PFCuBCc4vGAyaHMVLrtCbNZtN5fN5A5ZsOC8NIZWG8QBUe4aO7AYHF81hr9ezPy+Xy8YSxuNxJZPJsTMaOEjkNbDVMAdIWmZnZ01Ccnp6qomJCfs/4BYjxIFlQyHboJYDh8PGJJKFacIhsFFhFOnl7wMDX89C0akH8GxywAUX6J2cnNjajSvHwIn2ej3TxnsA0Wq1lEgkrBOZd7gEEmR60HLDuACqQqHLewwo5sLxerAFuwJ7h+6RvewZVECkT5nimNlfGEze4ejoaKgvO6xFIBCw4qurDAwzBgpmk/khE1Aul4c60GCsfbbQywkBHwSpODfYdS7gg9WnDStsSbvdtmDM32zKOaYIjT0IacFnECxiM3DkBJq0YcTxjTNwTARe0qC9N8bbs0aABWzJ+fm5gX1sUCAQsAJoHCR1Y7DEkAiSzFn7eiOYUtgnCqlhn8iEMaesMTImHK106cTm5+cN2Dx58kTvvvuu3nzzTeVyubFZedasVqupXC5rd3fX9vfu7q69C8ET+xTbhu45m80OseNeTstdMIlEwkgDpGPIevye5mfZ+9FodKi41TtaaZAF6fWGC9IJygOBgE5OTnR6eqq9vT21Wi2tr6/b3h937ryUAZmUlyxjv3le/KDPxvJvPVjFVkH6cHb6/b4F59gb9rHPOFJHg/9jD5Ptw1fgB1gn5pfA2svi/E3m2B3fKOOqw+vOFxcXtbKyMrRu3FsDyC2VSvZdgF3kUP6eKOo0yGbwZ9LlXk8mk5qbm7MgzF+SSlDGXLNO09PTRqr6OguCD+q9mGtuDI/FYlYTQGc7L2Mbt4bUy6A9oeZrOPk/QTjziE8DP/F5+D58ablctmwb68Qcs36+qFwanAPpsjYQQhvpOfdQeZWFz7CQFUZpwFkBH0IM+aYsVxkEEzs7O/roo48M20Fk070LPAsuYb45l54cBWfyTth2T2rR8czjGTAm9Yz4YMgeSGrIGJ/xgGCCjOUssq6ShkhKsLnPJP+ucaUL+0hbh0Ih5fN5pdNpS+kA8j2rCRONVMQXmbG4RJJEoER3MFmAHpg6L/MAdGCoiHil4QJzvxgYYgyC/07pMhqk2DUajerll182pzeuDhKjXKvVtLu7a2y/v4HcX/ADAGM+YTaZWyJmZCqw78w5z8omgu3wBVi8M0EGWmqyOTh+nAHRsGcH+Q7PplQqFduUP/nJT/Tpp5+qUChodXVVKysrV5472A7YNjY+QQdAgbWHXeGQk4kikAIweoPkuzXAtvtbagkySJd7mQDrQKDstY/SwFgCQpF2cdhZL1KSgO6HDx+adGccI0gKHDaOFotTU1PKZrPGYHY6HZN/4Gxh0HhPQAbMDH8Pw8rc8W/RRBO0wWxxFpEuEEBw8ZyXQALyAITMpTQoXOQ/pD/sS/bzi6Z1R4eX/NGKl8AW4+2fk6zs1tbWUBbRA38CBMAMNg6pFYwqcjC+D4AyMzNjzClBLMQAn0Nx6sTEhN3oit3AnmJfms3LNq0/+clPNDs7q3feeUe9Xk9ra2taXl4eGywDaC8uLqwJxsnJie0/7AXzJw3uPqrX65ahBMQxfHE5+6ZSqZisDQYOcAnQxi6QVWMv00WO887ZZv0BwtKgWxBZEgqAT09Pde/ePWUyGQts+TfjDJ8Nmpqa0tzcnF2URcBEtolLN7ERADb8IMoB7LQvUmWeANRkDymExp9iJ8n48F7sS0guOi4RnNCUBVuGj/P6+lQqpdXVVUmXdxywz8e9kR47KkkPHjzQzs6Otra2zIdhy5hjglGkVPjkhYUFk/6SWSPgglStVqsmQ8Hf+OANxtgHiF7Jge/wKgsCsF6vZxJassW5XM4aR1xcXOjx48eq1Wra2Niwy+c8gL/qIJCMRCJaWlrS66+/rvfff998bLlcNsDqMxA8L/vOZ/m93WZ9CGhh9PGN/u+w4eA+7jyDmJA0tHbgPP4cG8HzgLEI2LlU+OzsTMfHx4rFYmNnv3lPfJ10WX8Tj8d1eHhoygBfEzEq5eb//J1fR/wse8TXOXHZLf+evU83U/YdRD9zy9rxb6gbJhvFc4Kv8cnc74X9ZG+86Hm9UqDBBMFeFgoFHR8fq9PpmPwC8IGRG62hYHLJchAdEVlikEjheE0xYI8NxmYnrcOiwsKyYOFw2NgA5E9MGCDVg4hWq2UHL5lMWi3JuEawWCyqVCrZLeAUguGQWcRKpWIG3Etr/Jz5oiwYPEanM6iRQfaExtd3sMGoSbI5x5D6VDzG02uVAUWsJ3I2GDECv1KppP/3//6fScD+6I/+SG+//faV5w6ABFgB+BWLRTMczIFnm329Cy1cmQ+MFMyfNKhVQBZDpgGHCRiWZHOEkYHFQNLAehHUkL3goslRbSQg/Te/+Y1KpZKWlpZsbwI4rzqYs48//ljvvfeezRfg2UuheE40xrBsvAv7zheXM2esAZfNMTdTU1NKJpMWjFEsigPirJJF9MV+ACPIB/aUzwZAOmDEI5GIstms5ufnDQCMC5Y5Vz5jwh4HLPNrsinInsLhsIFqAllIGWyX17YGg0HLPBFYEeSVSiW1Wi1ls1ktLy9byr9UKikQCGhpaUnpdNq65FBXQ4DBOSX7BChFa1upVPR3f/d3ajabikaj2tjYMEJpXFIFQACZ4aUUnU5HyWTyC/JRglyeF7uOtpn94JsRQCr47m+S7HshP2BWI5HLLn8EGBBN2C0CGQ8WOS++xk0aSIn29vbsElTANiB7nOG126VSacj++oyaNHybMz6WQJVA1tdz8PkQfp6FRn5IkOGZZPwe/xbSAKAC8828oUDAz3r/xJnnDGMzOd8EK+MMAC6g+bXXXlO3e1lLimqAgJw5JcshDbpIBYNBpdNpdbtdnZycDJF7fA/zkEqljORAPuoxCTiF1s6Hh4dGOOJrAecUTHNWOTcQjtRkEVxPT09rf39fy8vL5ovGzQb5rFOtVtP8/Lw+//zzoXoyTw6ASfBhzA3nBZwIDpQGF2Ry9tnT+FxfLM/cgUN8JoUAjqDNy61CoZDd4o5syXc39JKs4+NjvfzyyxaUjAZGLzI4TzMzMyoUCnZfB80oqA3q9/uKx+M6PT2180LAxhx46RpyNLJxzPXExIR12UOlQf0E74jU2kvlwTLYA/Clt9U8j5ftYl/AlZCFrVZL+/v72t3dHSKDftu40j0aPAQRfK/XMwAdi8XM2fISXjfmNbEcCFgMr9XGUQBuMIoADYwgE4NDgIXyenqvXwYwYtw8GPHpZhYmk8mYY+c9xnUgbHBYOhhlno1DVK1WdXFxYXpaQCaaUVLnPqjyTApz7J0uTtqncXmfSCRiMhMCK699lmSGgA0HS8XgMwFfkmxe0XhK0tOnT8eeO6Qd3lkArDjssPGShhhAnDAMpO9cBWDwlzmNSh9gSXBOvK+X+/EcBDLMOQEE+x7wydnw7ALBOowlxYQ+23bVeTs9PbVL5sjedbtda7ZA3QRBFAwl6+ileqRuvdQJSQ6SvXQ6bY6GtLUPXriF3QMKGDxp0HedQAiW2RtMgDRnHsccCFx2nIrFYnYnBUD/qsNnplg3n72hswjrDhDI5/P2XsVi0QKibDY7JGn09WQekONYkE+i64YVBmCQvZyfnx/a59PT05bhwOZwizSkDQX8DNj5RCJhmUw6Qo0z2PsQOdgr9hfvwr/1Mj6yYZ4Q8s4Pu0awxvp7W4gdImjzBaNkunxGg2DVX+iKPyDoY01ZOwLgRCKh+/fva2Njw2wioH2cAXhCdhEKXdZp0ZWNOWPv+4ABKa40XNeGjeFz2Rv4FC+NhHyAUMO+AYAikYjVrWDDIKF8YNvpdFSv178gFWEeacJRLpetxgC2ls+46sCvS5c2ZXFx0ew6Zw//Sje36elpk9wVi0Xb+5AkgUDAWuKTZRrFC51OR3t7e0omk0omk0MSZgAgWWTOP76BdWNNAMtIzNn7gE3m86233tKDBw90eHioH//4x/rWt75lmYBxBoGeJ5PT6bS9O3sOsApp4DPu+AT2FZ/jCV9PAoA32Ke+4YbHMR6rUdPFXgN8+7kh24HMmc+CpKCNd71e1/7+vpaWliyovupAxnl2dqa5ubmheUQyhh2BZETyxoV3kLwEudhqsIk/Y9PT08rn83Zm6/W6BRvscc66rxHx8wXOhtRgTcCXBIfMoXRp05DAU3+IPPZFfewL70wOmy/IAVgxSf6wSxoqdAHswubhFDAs/L03oj6q9xsWBwUb5YGzNLjbw7MzGEpJQ3o0L1eCBU8mkyY9GGXLxhkLCws6Pj62aJYOGLTiRAbgn8sDXr9RYBYIitDAjwJWMg3+Z2FTWEMKfXAe9EtmPQiCvIQrGAwaA8izcsD95iUQDAYvb4/f29sba+5Y50ajoYODA1WrVTNCpCm9IUN6ATsESGdufVtA9oWv08E4+KwcRhDZAXNABgw5IQcWw8H8EZyz1qRBPTvD4Z6YmDAA6Vv0XXUgZWQQ6AKIYFBgRgA5/J0kewafvsZR8s4+9Y2MyX8nhpdgFfAM64KR97pRry/H5lCMCwhiLzKnsDOe9R1XwsIzAf75PWeBQAEwAUD2LBTZMC76KpfLqlQqJnHinalJk2ROgwsUvVxU0lDRMsxVtVpVsVi0oB4w44NaivkALcwtGULW3zeT8Hb8KsPXzOTzeR0cHGhvb2+o4w5niL2DfyDQAUAjKcVeebaYvTy6b8kcEnxgmwAoADr2Gk0GACucSZ/VAGxjQ5jTbDaru3fvGijF/vlzd5Xhs3w+U0ow6f8O+W8ikbACUoDK6Lt6u9XpdIw9J7tB4bifSzKqPpvu7T2+12ckAJ8UkbKPIBd9cCJdnq9nz559oVHHuMNnCWHpc7mcAoGAkRbUT1FEzHORIZMuz+Xs7KxisZgKhYJ2dnZMz09AxPkgqMW/YhNYT9bO1wjgayVZ23zaMkOkYT/4+XA4bFnObDZrev69vT0Vi0XFYrGx543n9vfseL9JZt3fsM1+8ZIcX7xNwAG+mpycNNspyeYbzMg7+mCJPc++wReAK5hjP2D4GR5ogwl5lp2dHeXzeVOUXHWwX/hO9ghnznfq4vPBCQQevt7Hq2wgCvFt+FB/L4aXTHliwctXmVvWx/tQnod9yZqSDQbzNRoNxePxId+ClB156e8aLxxoeKkSIAtDRY9d9NEwfZLsoT2w88yFDx74cxgSJpIFBXwDYily4XM8aPOaUT6fPueAfQ6RNAA6kUhEd+7cUS6XMzkIRtvLmK4y0Fhy8Hg+ZAoYZi418p0UPFM2Cpx84SMHEvYQA0r0igEheJMGLWBxKKTVMGq9Xs+cKEEbG9wXR0qD2z3Pz89NakamJhgMjm0IkXmwFvF4XOVy2e5HwTkBmtEt8jOwxdLAAHKRl2dHmA/2Gow8UiAGc4FTxQAS8HCQfcaKuYCZYs2azaZpLVnjWCymTCZjsoRxGb5qtaparWZpfc4vAMEHVIBUL+NCs0k3KPYRc+4NIkEpendv3Gu1mkKhkMrlsnXlIBMKuOUc+85ygCYCWuxDKpUyQMo64ZiRzAFUx507GgSQlVtcXFShUNDTp0/V7/ft+3lnzoXvHMc9OdSicOO8L9wDtOIUsDOSDHzNzMwMSXyYf2oxPJBEmgmJgLzFB3Rkpfh1IBCwwspkMmkBwLiNL9CxX1xcaG5uTuvr63ry5InZJRwiDtZLNwF3R0dHJrPjnAFCAIee7fWZWmkgFcMekg0iAPDzDPvIZ0gDn4VN9LV8FKISACYSCbXbbdVqNVWrVeVyubGDNO9XCbJ5XsA8wbyXSyAZlQbAizPk3wv7QyGpJ/QIePmuyclJWxuCGGlY1uIJFiSsvm06+9wrBRilUsn2+MrKigHOceeOz+adCRYikYj5Pc4GzwVJB+lHRlca3AhPhufZs2eWMQcLHB4emioAWwcGwm8AQPFZkmz/+G5E8/PzevLkidkJVCMTExOam5szOVC5XNY//dM/aXV1VS+99JJarcsbxQk4xxmQRABJam93dnZMEg+mwJ54xlvSEM7i3GATI5GIyappmcz55Pv9Z+GbCHyRBLLGXnbPz/P5BOGsE8AYf1Sv1/XkyROl02kLOMmWXHWwD5rNprW0xR/wXMlk0ohabDzZFV83JsnONPJbX7/HPkRBEY1GjZzmbJH5oSidNcW3MyALkZBLgxo45hz7Cs5CRSJdEvGUMbwo+f7COzMSiZimETkDh5aHBOgR4cHa+snE8OMgOZA+syENGEvAD2DMOwkMJ8YUdhnGCzDpi7WIDv3PSIMbG5PJpN2hQQpUGr658aoD9ot2lzCH3rGR0j0/P7esAoGCByFkcGA8mB+YQtK7/Hucgi+SxKgT5BD04LSROMDGk3GB/ZI0BDr5fnR8sVjMpHSRyOVFWuvr62PNHe9RKBRUr9d1cHCgmZkZ6wpGVy4cNOvKYeLnYWEIznhmL2vDYeBEYXh88TcyHuaGzwI4emOPkeOZSNXDiAK4CFYIdLjVmAv7xhm5XE4HBwcWVCAr9Jc38h8gkDUlNerZKow4AQFOwrPBXu5I0OBv2sUwwWzx7kiBsAuZTGaI/SRQBciwnuw3zoFne64DWnyGqVarWQepra0tAxecMRhnspS+4NlfYsnzexmE16lLsiCJOfF2AsCN1IIiYfYY0kAf+Hsd/vT0tLXsRn6GJpvsNEwwYG2cAZjAFi0sLGhtbU1Pnz41MIDkBALAk02cCe9jfDAC8MUh+zornLhnpgE79IPnbHt5o98r/v/Yf2RSzLl0KTmrVCoqlUq2N1KplDKZzNht0HkOAjXsPrWCZPXwhxAazAfnwmeKqJuEPR4lNmAnIeaQ0vrsFkEJvt7L4zjj6M+9r8LGkZllr4ZCIX3yySc6OzvTysqKkSE+KLrq8HIx9i6BON3PqHtBVufvKMIe4R98bcnU1JTy+bxKpZKx1v5ZmXv+Y9/hr5kbanjS6fRQgFupVOxOm88++8xwD3PCeWCNms2m/vEf/1GffvqpstmsXn/9dVvvcQaBIJ3UyD7SjpXAnWAS/ycNiryZa/Yw/wZ5GM/mAwTwIsoEL7klwCGzB6ZDroQsEwUDvt0HwGAX5h7ssre3Z/V86XTa7NE48+ZrKAmWAoGA2UDemawa64TdH7V9EGcEMPg8LnfkvTjnYBMyEfhZ3pnnYi2Yf09cMH+c23q9PpSZgXim9iSRSFhWtFKpvNBcvXCgAbDyEggeAvaMtoMYFg4jDtGnuDk0Xs/vo2EMhzQAbDgbtOt+IkZviEafjHPy6WJJQ4XfPrsAeOaCPjYDPz/OwNmlUilj2r2+GIPuC/w84Ae8sal5vlAoNMRWs0FxVswVh4z1gPHl156t6HQ6xtRy+GBS2ZQ4N4wIDIQkc1Ckg3nGcfrKs1cAXuvr6wYmUqmU3VTJ/uDAANrJ5PiORrzjqEMjWAFgUKfiWXEPgtCu4swBgwQ00nBRKzI3OgoRLBL4sR/ee++9oc5N42aC0um01TJMT09boIjMgnNBwSNGBxaFbBAA1zMfFHkDiGB2YN0JKDgvaKUBmTBSXjYDuIGZhYmRBsEmmQtADoAehwXj4wPNcQZOoNls6r333tNvfvMbLSws6OjoyFpSBwIBY8ixZdg5zqjPzsRiMS0sLOjg4EC9Xs8cOZdGwSbhuAEt2CHOE3VKsMgEwpxbT6ogsQqHwybhghFPJBLq9/tW8IksgqBv3OE74QEgl5aWrEsJDo46Bs6Al31yXvABMzMzBkRgwTnjZNXIzkJs+WwHc8JAluCJFGycNMicsy8zmYzVEQCqvLafW4FfffVVc8TjDPzEycmJSUV9JsrbY96bDJLfQ5B++FIADD3vsTcAOC/bBMzh76gXxGd7cAJJgR8niGYt8PmcC2nQSKNSqSiXyw0FjpzncYYn1SRZe+VUKqXFxUVr2+uzN9SWQopUq1X1+33r7OalmciRaac6OTk5REbC/nr5p28WQoYln89bW38wy/T0tBYWFgwHHR8fq9Fo2N072DKkNIHAZSv/TCZjLV6xN+MMzqLvQNTv95VMJnV0dGQkFWtK51CUKp789Re1epUIwQu1BJLsz6iXguDyskoy677LFDiNNSK7DCjHT/iaXwJ3pKuvvPKK5ufnzd+Mg+28MgTyjvX2KgDsDPspHo9/QZLJuaCZA1kEJLTn55d3IfHv8Y0E9j4zSXZmNCsNDvJ1kv69+f5yuWy+FKkh2W5/Y/3Z2Zl+9atf6a/+6q9+51y9cKDhJU9MBgvomUQmF/nUqF4UJwNAZNMRMHjNOweMjeQvMuFw+8JSfxj4PQbZd7whoAFQ+qLhdrttLVphDwiGAK1XHR4IYwy9Tm6UMSLwgUkYZc8J+MLhsKVM2cBoynl+WBUvL2EOSCdyADngFF1x8Ov1ujkxz2Z47TzszMzMjBlvQPva2trYGQ2MGZ/FbcvlctlkKV4mh3ED6AK4cY7MgTfKOFhYFNYIMMEe9O/OvyFd6feT739P4AFjwH70cgI+lwDe95f38r+r7rlO57LLDwCvXq8rHo8bGPTMHe8rDVK4/DkBI4PzSADus51kZwhyRvW3rAHrxDkgK8QeZy/iCLAZgNdUKmVnBIDMvQq8i5dqXGXwbk+ePNGHH36oaDSqYrFo2mXWCtad5z0+PrYMgpchMsdIrk5OTuy7cBAULgMakaT4gr1AIGCZAhpKEMgCAEcdFwxtPB637AUOp1gsWiYmmUyqUCjYfn5R7e3o4Pv5/+TkpNLptKLRqNkR1sXXFQAePDPni0UJ0gke+Rz2WDAYHPJL2Fj+PXMaCoWM7aODHd/PHgf4+GANcge7ik04Pj7Wzs6OgUakIeOMyclJew5sFoACG84aA+B9zVmr1bJGBd5mQYYkEgnT9wOqCbIAHZ6px8b5jBrEDxePed9O9oW9iu3iGQhoeN5oNKr5+XkjL8dtQOD3HWdta2vL5IB0BkN+Q6Dh8QwAkb3pSRQAPn5jYmJC2WxWmUzG5pmA1RMsvpMRjRrw1/iLVCplwd/JyYkFmnTp6/f7lu0FD+GbHz58qL/8y780smLcbBA2je8oFovm09hTEGMXFxe215g7L3Xy0iEIEYYPyiCKkTUCgLFZ/Ozp6akREf7vRrPXjE6nY13/CIAhmqvVqsLhsObn57W0tGQBJXb0qsNnz8jC8B+YBD8PcYZtJJDHtzOn+H2yGfhN1gMf4LNpYDsvLR3FeV5xAenKHPN8FHizl0czLmRrO52Ojo6OJEmZTOaF5upKgUYgcNlW9PPPP7cIGwNBFOY7PXiWm4eF0UJXJw1SSx70SLJI3YMeNg6LxgVfBCz+OwKBgH0HnwNw5VABMmGG+v2+9vb2tLu7q3g8rlQqNcQUjTN8ZqbZbKpYLCqXy1lLPElWVApAJThCroRB55mROWD8yV5g4HHWGAOvQWTDekCDpI0LXwDtaFulQaqQ9QsEAkOX90mDjiOwtvfu3dPXvvY15fP5sebOa4MlqVAoqNVq6enTp2aAAHXME4WyvqMDzhKH5xkFz/DB5gWDl12s2M++9oOUpNf0Mv8YS76fvQO75dOW0uCws/fX1tb0jW98QysrK0okEkPSmqsMAAqXk9FpA9aDc+AZZS+7kIbBPyQAYMDL7AA00uDs8q6eaWT+OGd+rsloJhIJc6wE2DybdLkHkWQgYeLMA/Y8wzbO4EzGYjGtra1ZYT2dpvwlUZ3O5T0k2C/SzHSp4d/zTNRiUdiJHIM9BaChFqXX6xnxgL1NpVI6Pj42lpnsLHuI2iLWMJPJGGNNLRGgKRgMKh6P6969e5qfn5c0KGIdZ3iWj7WGuex2u6Y95hywzshZOBuAaNhQaSAHg1H1dUPMHc6aeceZk4FiPweDQVWr1SEGnvnArrLeMzMzZgMBVDjl/f19SZeXxOXzeQMc4wxs6tTUlJaXl1Wv17Wzs2PrD7uLvaAmCN/nJROcKy87TiQSdibZf0dHR3YZGvI570fYjwAXfpYsGvsa2+sLfCUZI+oVCRMTE8pkMorFYpqfnze/PApMrzJ8Bn57e1tbW1vK5XKWyaUjXKPRUDKZVKlUMtvFnpRkAV61WlW5XLb3g1QgyOfuIR9Yp9PpoczwKOCdm5tTLBazfeZlj8wtNs2TNhBGPoB/8OCBvvvd72p5edn8+LiBBvud4AsC+fj4eCizw7lE+ttsNg3kYm883sKv4nd8ZtzXykgym85+pubJS0SxsZ5QZO/zZ8hHsTs8K0QoNUqJRMKyQ2RSx9lzNB3g7NKgA8LAZ+ogs/Fn2CHsmletUPsMcTlKdEMaQU6125f3nUDsEZgRlOCDmXP2s7eZ2A72IMoHOq+yxsfHxwoEAkqlUorH4y82Vy86qZ7toL+7P0yklb2+H4NFtAqoBdwABjCcgGZ00fwdwYCXafkJkWSSI8/S8IxEkBhGny4HpLIpQqGQ1SQ8efJE9+7du3ah2tnZmaanp5XNZnVycqJyuax6vW4F5zDjkmwDoOGG0fPsEQeIzctcSwN2QpIFZDhj3g+nxa+9rhywzcbmILIpYXA5tBh35hrDwT0r6+vrxpSOO3AQfC/MGIM9542tBxmw7RgtDhZglaJAfk3gxM8hSfN1NQBcnCxzjqOkYJN/ixH3PfsBSuz9RCKhl19+WW+88YbW1tZsDcYJcJENwjYSwI7uBR9oeCmkB18YR84khhWm3LN46MAxfhhXz7Dw+Zxrv27MFSCU84hUgTQ/ewIAzfPirMYlBaQBobG8vKxGo6F3333X2l/6zk4UddJqORgMWmcp1hddNu9H2hvHAJghaJA0ZIskWZC3v79vXeJoaCBJ5XLZHEqr1bKsBNkEQD5ODU0+2c98Pq9XXnnFztTzpIVXGd658j3IvrDbvk6IjC7Bmwe2vAcSMgJPSBf2N9/r94B0eR6Ru3F+AU3YAN7Xzzn7lPocn1WSZHdJNBoNvfHGG1pdXTW5Y6VSsaDtKgP/xd4nWMDGesYX0M67dzodyy7z/Mwf59S3rfVrTBYCG89+w7eMSoC8PwC8MHz2HQDM2sKap1Ipk18eHh5qbm7O2uKPe279ev/yl7/U8fGxXn31VT179swu2CNoPTs7Uz6fHwKYrDU+Az8IloGYIWPvpWvSQD7Jd5BtZT1okoO8m7mByMMmemBI8IR/u7i4MAnmxsaGVldXjYAZF5vw7q3WZbOYg4MDuwEdoIvk+/T01OwV+9BnGjxG8rJYsnGQzwS74C7wGN9BAEN9C52+8Af8O9YAu8ZexWZwfihI59z0ej2dnJwoGAyahHQcYooAMh6P23uSBcX+8UycbfYVftb7Od6ZO5sgXiRZdtfPq1dDcD4JBrx80ZPA4F8IY54ZYsg37ECVwvklu1Qul7WwsGCZwhcZLxxoEGTgjLa2tqwvPnrHQCAwpDkGjMFyoA2TNLQ4gEdf/MTBkwaHyKeKvewEx8/Bxuj4IjQvqcGoYvT496QAJycnVSqVLFr1xmQczTyBC+BvdnbWtJj1et1YWoweh5dNQzqOjcM6eLYX9gAjySVjzKFnpime5fcYK76bgIPhiy59Ks0D9kAgYKlROjlEo1HNzc1dS07A4EDAGEuD4k//f/Yj+4/++TBHpMfZN/7weW0yqURqEZAa8PedTkeHh4e2N2Ft/z/s/elvo2eW3o9fXCRR4r6KWku1l8t2eXe7p4Oe7ul4pjGYAQaZIK/y1wV5FWSbmQCZJBgkQXq3pxfv5dql0k6RFBeJpLh8Xwifw0O63F2iyt39+0E3YNiuksjnue+zXuc65+bvCaBQZgwJ+8p3YiQDgYBeeeUVfec739Hi4uJIIjUJjWV3d9fQPBBgLxucBw6Nv2NfcCLeCGO4kRdf9iYhYgIOiXy32zV54D19bw2N456ewfkx2tSX25moQT8YstdoNLS5ualQKGTJz3mSDRzUtWvXVCqVtLOzY7bn6OjImqkJBNlfRl1CwfPVLw+kwKXl7wlImOjBefhqB7K9vb09MkEHcIKghKoJU/b4fmQZ8IWfDYVCWlhYsCEUBJaTLl9NpaK6v7+vg4MDAznQAxA6EEZkz1fIqHChV5wtAZkk21sC9G63a82L0nBSDfuMTT84ODD0kQARm8roUdBG5AI7sLCwoOvXr+vSpUtaWlpSLBYzFHaSRXUYUGNhYUH1et2q2lSn5ubm7DZjfC2BGtVLSSP7A7eaKhNBGiACMnx4ePiVoBgaI5VvT6El4fEJmq8y8qweTCChq9VqevLkia5evap0Oj2SOJ118a7b29u6e/euTk5O9NOf/tQa9n2lhO/e29szSh8ULj4H4IAgkUZoqGfjQACyiU56JB29xF8CIPKzgIiVSsVsC+NEuYsHO8qwFSaHefk/z95Jp7pABY04AzAFvcGms0/Ix/gUKh9zkTBQzSG2IXZot9vWdI4fKZVKpkf4cip1xD30D/F9yL6Pi5BBehNh5Tx69MjYKviisy5f7QE4CoVCKhQKarfb2tjYsODfywcDbOg9o9oqDQeR9Pt9O29kAP+LTGGXAOZI1onVJBkozb55n8jPkVB4YA8qHn9OJZW7yObn55XJZJTJZJ5rr5470SAwj8fjunr1qjqdjr788kvt7u6OZPxkn/Qa4HB5IRqbUeDxZMRzLRFcnA+cQV9iwyjznfwdjlQaGiGUke+Fg0mywwoEAtZkRbkKhZlkzc7O6vDwUE+ePBlpjIUqRUDV6/WsUQzjhCAStDJiD4oIZ8O7kbH7kXAYjEAgYA23lO3YU0q+IFIgUJwB1SoCes6FZIhz9MEpyQYVkkkXyM729radl1cckGPfN+ADUv4e5wjKRvKFEyJQ9FOF+DuewTdrYdxYJLYkIgSdfBdIBbLIGYTDYeVyOb333nt69913zVDxDJOsw8NDbW1tmYH2ZWtQGHTAJ/IE7ugTBpEKFhUi9o4AzZexoU15RI5yLhUUaEDIC6V4PsPfjE1ATAVkenragkAcFgETTpsAbJJFUNTr9ZROp/Wtb31L4XBYn3zyiSFh0AixecFg0PSYaWEAB5Sl2a9ms2nJH3pPDxrJJ3pIII6cDQYDK3FDjWGfSapzuZzZL09twfEzkjUSOb2Y7ObNm/bz9Kd5e3iWhc7s7e0ZPRW7zHuQgKHDOGEcKLQHdJlJSNDHqAoCrnjZ80CAp4d6Gcc38Rwe1PH0Hn9nAPQ5qJP5fF5ra2u6dOmSUYBmZmZUrVYn3juCfUmGJGezWe3t7dkz4sugh2IL/QWHnqbIFCFfXfVjM0FOmd6DXQOMYmIXlU1o0fgwr5OcHYvgmnNGBo+Pj+1OpMXFRXtWQLBJFnqTyWR0584dffnll9rY2BhB3Om1ILbI5/OmZyDbBFrotA+Y/bAFFgkpSSw0LGwIsghoII2CUpJsGmGrdTqimjHVg8HA/GcymTSAYmlpSQsLC6bffP6kPpbf9xUfqKyc32Bw2iRPdZLkixjL+0HvH6koIhu+6uGrXfgF1vT0tHK5nPULUmkLhUI2dcr3k6F3JOTYFaoHHoRIJpMqFouKRqOWdE/KuCDZRuePjo5GhiJhZ30i1Gg07FzZCw/geh8XjUbttnMAeE/JBjyCbge7haTB0049KEZCh10hXuv3+1YE8LaTvU8kEkokEspkMnYHyfOs5040yIqi0aiuXbtmh8qMaA6XecIoOMYZOoLnlPLSBFz0KRA0jPPnQAk87YPgH8NHsA2yTmCKg2BjQQDpsKe5CJqSJOunuHLlyrl4y9IpWnVwcKBSqaSpqSllMhkToKtXr5pSgwD6gImMtt/vK5vNjiQAZPvScJoKBp3fJ0lgxCV/zvtiOKQhRxynQ6CM4yboZC9QDBQ7Go3aRYS+AjJpwMyZskA6qG7MzMwYekpwjjLiXOBtHhwcjMgUwQv72Gq1jMJCoN1ut42SQDKFs+d3QVjZNzjnGANp2IckDe9IwAmFw6e3as/Pz9u9JXwf73nWlU6nzQh7RIqFMSHIAwDwKJ3vX/LVMAJpdBr0jeqc1xUC4XH0FYfl6Xb8eaPR0O7uriVtNOeC4FEdgGdNz8Te3p5KpZIWFhaUzWYnDvh4bmQgHA4bzRHbw83d2BHsDBUJqgIEgdABvE4hV4y8JNHwiD7BMomhpxzwfAQloHZMNkN3CO4JGmms7/VOL9W7fPmyCoWCBWTnmXZGIIe949mgjnpAiMCGIFcaAhY4Z+glVLUIaLrd7gh9zE+rIqDwPVo8m6+0Azzg2wiu/er3+6pUKiNTXbCznCn+C/n1gz7OsrxODQYDq3zfu3fP5IigVzr1Kb4iSdKNfWc/sT0kGwR7IPckFuwNt86TyEejUZNdfJMHljhTDzCh73wf342+9Pun07lWVlYsCOLzJln8XiKR0Ntvv61AIKDPP/9cvV7Phkesr69ramrKKiw895UrVzQzM6OdnR0L+H3gjm9jpCrvIY1eKAvI6is+0rCCE41GrZoL+wBZQe+4b8MDNdDU+Nl8Pq/r168bXZzzndTHEpymUildu3ZNT548sTs0sCvsBdOdpGFM6KtwgIr4AEA2Xz1l3yKRiDKZjMVcHjxElqHRE9MApuBDpdM4Dd+AvUSW/X/TjH/58mUtLi7ae/ietkn2LplM6vr162q32/rss89Ur9cNSCIpwG/Nz89btdD7Q1+h5ZwBonlfGBuAf8SInAX77W0ZssH5DQaDkWEvsHhISKCPI5v+d7nNPJ1Oa3FxUUtLSy8+0fB8OC50efTo0UgQw4aCfkjDsXyex4eAspkEaqFQaGQCEwgXAZdPFngeskZQUTYaJQRZIGPGifOdOLter2cXnNEI9fLLL1slwNOQzroISkFzuEAFpzA3N6dkMmkjFD0K6ZvsZmdnlclkzFgTNPsEiEuBpOElRggmoyvhEYKQ8X7sC4kZiuqdCggfe8bfQYmAynF0dKRisWiCPune8Z2pVEr1et14okweIwHjPXH6mUzGEinfQ8EzI5+8C4gqlSOPzvmEgiDIB8fQO8Lh8Mh0LxIf0AtvRAmGpFNDd+nSpZHz92j4JM43n89rcXFRpVLJdI/+AYwTQSsBDX+Gw8DJUa7FOYCWTE1N2RSV/f19Q0p81QaZR89woCCy/P9gMLDgDdBA0ggqxV6g8wRJBLdbW1v2XL1e77knYowvknTsFv/tkbK5ubmvcIgLhYLdl3FycjJyFwYOl+QCVH5ubk7ZbFaJRMJoldgqXxoPBAI2/YXn8RVEHBLPBOWBYBx99pOTksmkCoWCJeI4Lk+PO+vCLiPf9GYAonCWJJHYMnSM9+E5fOUa/WaPSOiwzR5Bn52dNboBoBTyzfOB7ntUGDQbOYd602q1rMdEOu2LWV9fN2oaFAIfAJ11EZTA8Q4GT8cip1Ip7ezsWHWCABQZgGaMz0TWWB4o8sjn11UlSEgJVJAHUE3vkz0wwfMCRhFceeoUYNXCwoJu375twYrv95tk+Up6IpHQ66+/brc/I3PT09NGTwuHw2o0GlpdXdXS0pKNlKX67RMJ/CQgnadBnZycWBLKXkAjBxBBT0kYpGH1G5ohcg767+0enwEboVgsWt+Vr1Tz77MuUGuokwBUJA++2oAv8v4UXQPA9eCgp3YTF+IH8RGg99BqiSX8lLVxtgRxJfEmyD7PBkCGPe73+9Y3ura2NlIlAfSbZN9I6nO5nHK5nJaWlsymMVDAnx1nhv0i4fc2mj3j79hTX11AV/DtDNNAtok52VcPNGJvSTL4bm8vSW74rqmpKRvnXCwW7VLr5wWkzjR1CuWKRE4vsLl+/bq2t7dN+EBYEFBPf8IogSL4caqgWzj1cVoGgRe0J3+vA38ej8dtg1BQqi5ka6HQ6Z0OoP6gigRCNF1hlC9fvmxCWalUJnYgodDpmNWFhQWbLNDpnI6N4wKgeDxut1VikODhZjIZa8Dl89gr9skj+pwVQkS1hgARZ02iQvLHs/EPRs4Lrw/SfTOYR144JzjLKMAkC2XL5XL2XtDHpNGSLZk850dl5eTkRIlEwihV3L7KO+CkSaKkYQWG/RqXT0roPiFDMUF0pSFCyxmBOhPgU1VYXV1VKpVStVodoSrgsM+60um0FhYWjKaE7IAEUxUaDE7npcfjcQvYeF9+nj3gbgSeBweMswMIGK+CkXRhD9B5+J5QJnHG6D1yg6HkMyQZfYu/29/flyTNz89bpcH3uZxlIdOAEf1+39CwarVq6ByBKAE+N/iStGKPSESQM4Jo3wNGAJNOp82x+4bRk5MTm8xSKpVG6HBcBopTgTqF/E5PT+vg4GCE6zwYDLS0tKSZmdNJRltbW3amjCaeZAEYLS8va3p6Wtvb20aBY28Bk7yPYH98PxxVCT8YhOVBEq+zU1OnNykTvGIDASQ87xuAQNIISAL11N+WTQLDHiJ/nuI3Tg056yJBRhbC4bCy2ayKxaKePn1qvpO/8/4IH4x8eUANio1nGIw3g5LUSaPUQQCAXq9nfYZULdkPKB6pVMrkFwCGfcNOI6fpdFq3bt1SNpu1oI8znHTx3P1+X7lcTjdu3LBL+qrV6kgzcadzeh/Q5cuX1W63ValU7DNITAmgYRk0m00tLCyY7geDQatcU+1gPDm+BhmqVqsjFEbAHH9uxAXYQmSf5I0E+rXXXjOgg0CdM5x0gaRD1wbwaTabI7YLEAWdI8EKh8OWpHMGntINABqLxb5C+fLjgxmcg9wB5CCLnhbrE22AjVKpZFR4b/99Qoz+8NyT6iwAWbd7OpXypZde0vz8vHZ3d7W7u6tSqWSX1dZqNesd9BVbSSaP2DefVHE2+E1sBPtFZR3fjc07OjqyRMN/jwcD8dHQeqlgsLy9AxgvFArKZDI2FfF571w6U0VDGgZmoMzZbFbHx8c2lcUjVr6p0NNNPCWBTSf7x1ER1HpE0Y+A9FksJSWcmEfrPToai8XsQDhIBNJ/ByWuq1evKpfLGdI3SdYrnXIwr1+/bqP1qtWq9vf3tb29bZkoDafZbHakBI4Qgv4hIJ5+gDEEWaGiAHLl6U3SMCAnKWRPPEKCs0KZkAH+3Ds50CifkSOkW1tbunnz5sRUDGmIshM8QDnjvg8yc/YGtITn4uxAl6empkwRQQAx9NJwcgp7QpWHzxlPGnDK7AVO0yMQyGk4HLZGXioC7KvnXnJWfP9ZF2hOLBZTPB7X06dPDRH1AZUPMqC5kMCjwzMzMyOoltd/9qhcLmt3d9ecAQkGe+b7s3zSxhn5wJbzAC2G6obN8GgrP8/lW962+MD0LIuk3Qeq8Kr5LhKEbDY7EsR4hI93ZO88xRBngh6SqKJ/Hm3HOczNzeng4GDk/wERoFdio7a2tqw/xldImQLFnS+MvX706JFyuZw54kltHUAUTn5paUnHx8e6f/++Op2O3T1wcHBgdwHRe0HfhJcJKlbB4HCqC/uJHZRkDg8QjIZbbNvMzIwhzV7G+LcPinwAAdiCU+Zm7Xw+r0KhoEQioVu3blmledIeA2lI0QGl5R3xiSRfTCrylSD2nnei0iMNxwJPTU0ZYn90dKRyuWwDSlhw9Lk120/JG6emeNCFu1LGq3/IPHuDbIAAS8N7sbyPOuvCZpNY9/t9ra2taWNjQxsbG5Jkejk7O2u2imoevg5/S9CG3QIM8ZO2CFCxNdhz39zMu42DqtJwUhUJEtUkYhJkzVNt1tbWbBImI045m0mTNB9kA5AUi0Wtr6+bT6fax75IQ8ow9pKf4fP4O+g6fI6fkMczeyAJf0kllHMlOfDVT+yVPyd0wyf+wWDQEmVfHUVfJwFW0Ev2cHZ2VgsLC0omk5astdttu8sKW5ZOp61v11dspSGIzNUH0KcAnbAL/AMI5eNkfIgHgNkL3wdJzEQcREKDTwGIJ5mhys65IgPPs84EM3PgbA4UlXK5rFKpZDQLjxJjOEEAfIDBRA/fTMrBgVSSQXsKAY4Y542BwmAiRPyb78RheA4bSoEQDAYDLSws6M6dO1paWrLGKN/4dNYVDJ42YN6+fVuRSEQPHjww1KTZbNr+nJycqFwum3FJpVIjUwWgjfX7fWu0pxFKkqEQOBICQgSOINAbJlAEDAVlPwJQHD6GFiWPRCJ2AZk0nOucSqVs7ynFT+o8/CKg5byoyoAyoyj8HIrNz2PQSXgIDFE+3tPLCobV3x1C5Usa0noI3JEfX25nYYQHg9OmOtADegyWl5dtYhtoPHJOEnOWRR8QCQBBCYEwunlycmJOkeSLwIAkmHNnAgYNd1ANKpWKSqXSyD0FBHAE6P4skBnGCnvnzftzmRLyD1Uqn8+bnNZqNZsvX61WrXk3nU5bD9QkC/uGLEingezy8rKePHmiarWqdrttSG6z2VQ+nzfUk/4fmid5VvbE90/xLjTskoDQ/+aTM08l4s8Gg4GNGMcpYx98ObxWq42M4CQopLHZj9LmuyZdPqi6cuWKUSI+//xz9ft9A3w4KxLHvb09C/ipqvkKJZVwkl+e33PgPXXHU7gkjfRaYEu8znqnDy3TU0Ppf0mlUrp69apu3ryphYUF3bhxw8AC/OOky1fSCMg4W3SICgDPLQ0DNd//xDhK31jPz1arVRuY4RNrzo1gD18hyQJkn9xQxcV/4HOlIQsCeQWAoGIDt57PxH5Puvhsj8Kurq7qyZMnVnlBrkKhkE0Iw1exb+wFPlcaBuCATiD0qVTKbNbU1JRVaLa3t00eqERw5xfgETaBIJOEDdvs6bv4IwJBgKJJqbXj++a5/OFw2KaobW5umu+ijwQ7xTky7MM/k6cf0xBNkHx4eGi+gWDb924QQAM8ILckGr4awj75ITUE0MQ9wWDQGDT++QFmJvWx2GqeBRmYn5+3ylckErEEhx4v9CyRSFhSxPvRA4ON9kOSiKvRV3pB2u22VcCRJZ/swWLgnPxeMSnU935hezyDiERjZmZGy8vLJqPPuyZKNDwn0dM8+DsEwRsWXwLnRXFqKKBHNMaDPugpHArGblz4oLTAc4Vv6KdoUKrzC6eTy+X0ne98Rzdv3lQwGLQbOs8zohVFTiaTNrp0YWHBmlbr9bqVuKhy+EkiZKk0t3uOsS9RkvGSxGFsk8mk3ZyMwwSF4ZwQKp7Vc2pxbiR1JIfsLTQDntfzBg8ODuw7Jl0E3CSyc3Nz2t7eHinhYuAwTL6a4ykWOG/eg//mHwyGT5Y9wuX3wU8h8WX7qakp0wsuS6TaQkKE4zo8PFQul7PpNdJwMg/B1KR7h7xDL/TUI/TIU0MIsKLRqKFPOAj0BQfR6/VGehR8LxbyBMpOH5e/owQnwbmS9GBYaZzkrhvsBLYCYzw9fXpXDPJdLpeNcjKJ82CxPzMzM2o2m5ZU+EvNKIkPBgO7I2dra8sMP/tBQguFzcuavwHY01CwsfQFUPH1FB2SCZwQwQ8UKxybr3hiJzj3VCql+fl5q2z4yVfnXaHQ6ahHEPByuazNzU07ZxB7gAmcLA6aqgv76fWCxIx9xF/0+31D6amKEbxAE/ABNMkKv4se0DPDd/kVCJxOJczn88rlckab4dknDfywUwQvIO2glpwdQQg+MRwOjww8wS94HjfVGRIXmp75ThIrqE3SkL3gKzrSaDWIxDocDhuAggz56olHsUk+oU7Sa3UeW4f+8HxUBPP5vIrFoj755BNJw2AOqjUB2uLiovXiYOt4fwI9egT9M0IR9kgzgSxVV3q1sAM8L/YYe4Kf9pW4VCplkym3trY0Nzen+/fva2lpSdFodASAOO/eeR9K4u7vwJBkyYFPxtEPdAz98kE4vhZ7j+yQLJNkEj8ip14nYLHQUE9ch46i+/RFcLaSzEecnJyOofVA0qTJmpdZTyOn8lgsFtVqtfT48WPFYjFtb28bzQr/Pw6oow+edYLeeooyzx8Oh0cqbtKQfeR10dMt0V/on8RwngGCrQVwwHcgB1RannffnjvRGFcQAgUmYfAQJCD8HA/ky1TSMBj1pXKSDUkjI0l9wwpOVhq9gAQl88KM8wJ9RZCl4S2cvjEmnU7rvffe07/4F/9CqVTKBNIHkZMsFIWyfjKZVLd7Oqp2YWFBBwcHxvf0oysxUgQrCAnLG3Bf+vfJBoE0P+ebfDkHAhiCG5wbC2PAPvtAh4oPhgo5AOUqlUqGik+yMAIYrpWVFUPq2S8MH5UGHKLnt3s6AokBAQgUKEkjDh15xZn7HgWSCYwAyBZyi+x6Y+cTHhKxXq+nYrFoe+5lzSd6k6xQKGQ8SoJLkg6e2yddOAqQKX7OVzHZZ5+4gGqS6Eqy0YOeluHRXt4pGAzaFCumvPlyt594JUnlcnnkfhImtFy9elXFYlF7e3umI8/LHx1fvvrS6XR0//59HR4eqtfr6eDgwNBP+NmBQMASDhBPnD9nzQWOvuwMjY49oWSN/jJemwoRSB02C7vF/2MHCCo97dE7RAIKkkp45QQ541S2syzkG9mlotJqtXTlyhVVKpWRaoK/24ZAgkolzpjGUIILAhM/FhN74/cDucR3eFn0Drff7xutcHp6WslkUrlcbiSI47zZPwAELn7DlvDeky5PUa7ValpfX9fW1pbZY09LoiqFjRjfe9/j5eUR2UN+sE/cpo4sofN8L8ElwAMVpkAgYPaTQJuA6ORk2K82GAwsWZdGm9Q5n0ltnQ/ESGKpsDLwwNNEYrGYEomEDg4O7FxDoZAljjRlU1HkHZEJYo9yuWwX25Gk4GckKZvNKp1OW/+n71ehqsN/S6dxD/2E7AV3BB0eHurLL7/Uv//3/17vvfeevve971n17rxyR+zAZ/kxrc1m0/wDFb1KpWIxHf6ShJG9ARwAlGy3219hhZD4+WqDB5kBozzVGwoo+k9SzvMDTPr4kCoW4NDR0dFIz8QkILJPNACQoCYPBgO7JwMwRJJVXHkWaHZUdnh+bLUfoEJy71sKAB48fYrfwR5Iw2ofy+8N1XF+xvsT75sSiYTJLJWY5+2DPFNFw5esPHcUQ4EyEtCzCT6TIvjygS4lfw6EMhyBDALkS7LS8AIrXzoHceRZ/aaAOvnyNJuZz+d169Ytff/739edO3fsGSl7vgjnQbKBckIrYfTq48ePtbS0NJL9s8/SsCmI5Xl40pDKg2KDuoIuNZtN+24CSY+W4TjIrn3DJd8NAsg/NLsFg0ElEgkb74miQDM5D9rC99PPEIvFVCwWbRwhMukDLGTFT39CbpFLnhGKDcE+8gidj6TCj4ujV4DPoKSNsxm/BIhgBX0h8ev3Ty8nqlarRjvzjdjnoRJIpwZiZWVFW1tb2tnZscZVkifkDJQUhzLewN3v940rihMlWWs0GiMy6ukJ/f7wQqR+v28N0NKQ6ge66YNO7ABozfT09IhseboHVcFXX33V6ErYjEkWZ08i0Gq1zNH7m8F5v+PjY0OrqFwSRONYuaDPU+pCodMhAHNzcyZfkmzPi8WiTe2p1WoGtPighOcAicbxkgyBKEtDJBpaGXf7RKNRff/737dzGXdKZ10+oKVqPT8/r1u3bmljY0N7e3vWVExg6NFFr1PoGvJENcz333jbRJUEe4E8Yc+p6mL3kD98Bwgt09Tq9bpN+yqXy0YxQD7RGw/OnEfupCEI12q1tL+/b4EeFS4SLXwJ70xAhe1m4Ac/52UlnU4bcoo+s5cEKegAFRNJZtN9nxrPjP6il/y8D364+A77Qs8G53CeRIPnkIaDX7788kutr6+PAJvQlQHiGMXsv7/b7Y5QzwAtSIbwS9gHXzXiZ5nQA8hDDEJVhECdd+ezGKMNXaXX66lUKlk8s7W1pfX1dUPReffzVNL4h0rQycnp8IlCoWCTC/lZhlbgz0g+Cdi9jaPXBPmDeuxBBfYc+ZVk3081lHdDNklAvI/EVvhpX/h6JnvmcjmzLT4BmLSiwTMBaBMrYqs9IEBsQPxKnOtpUdKwMoRN8oARNEo/GQ12Cgka8VulUrHqGu9JbILu+nMjGfa22MdMfkgIz+hplL9tnSnRIDjlUODbkbkxHxrKEsrEgfpbJVHMZrNpmSWZvu8ZGOd2+iyLzZOGvG9/bwdIOgfOQeOoQA5TqZReffVVffvb39arr75qtA2yUozpeZ0v+8GzMOHBN8jiKCSN3GjqESpJJkwExp5SEIvFzBnhSHywDepCIuORQQwb30kWzV7y+yCs7DXGB+Pd6XSUSCR0584dm4Az6b4ROHDG4XBYN27c0JMnT+zCSOk08BqfUU2SC2qLIRwv6YKAUWUIhUKGxIGK+udAvvzekMzVajWrziFvnBt0B/670+loc3NTDx48sHnvBGf+HCZZ/B6UiPn5eZVKJdVqNQvM/CAEKjSHh4eGerO3UPn8+/qAiIDGnxucTo/SeD3nxmhfckfGPa0Pp7C6uqqpqSkdHBxIOp2Zz1hgqnurq6uqVqtmRCfdN2gO0N6i0aja7bZdpuX7SNrtttbX1zUYDJTJZJTNZk2XoD6BxhN0RKNR22May33Fh4TPO9WpqSnF43ELNtFz+L4kRgRIOBGcUiAQUCKRUDQaHXEgr7zyit555x2TS77vPMsj4gSYL730ko6OjvTjH//YaHGAPySdfvAAAQI20VPSsFNUrT0tj7/Ddno9isfjhlgjl1BQvPyis9gF7CR0jd3dXa2srBjgUKvVDBWcdO+8nrfbbRuwwj0WnCm+guqOr2Cgw+whCQcjWdEJfg7qBPYOe4sNkIaVN9B7zga99ECa33N0CLnyvgmElGmKL6oSJMn8eiaTUTwe18HBgdEJ/blSsfYXvuEz0COeGQpTIBAYGU5AMoxPBXWPx+O6dOmSTVjDbiG/+CH6LXxyvbe3Z34DWeBZ8Ok0C/O+590/FpU0dG9mZsZiO/yEJKMR4z+QfUn2zsRbBP9UuBlQ4ZN0T2X3VGRJVhFFtugZ8KwLSSNUaHSZGC6VSmlpaclGsjLsgHWe2M77C2hTxAtcW0D/I+A8gT36Q6XAAxkeCOz1hnekEUePg3tUHLHfJBT0biBj/Dz9lvhZzoS4BnkHiEFvSICQ/edZZxpv67NKUI7t7W2bTQ1SxCHD64KLjCJKo8oBtxjnwN/5g+R3EWicKP8+OTmxfgCCFCZt8BlsJKgsiOPNmzf1xhtv6I033tD8/LxNJ+FnCXYmXT7jRig5JIwN0z7u378/gt5RPiMjRpgIcHDSJHRUYCSN9CH4jJj9IdD1lwihAGS0voyJkUEZ/Pn4oEw6dWR37tzR9773PZs/fp5Fcsozz87O6tq1azo8PDS6DIaIZ/PBKgpIkgCFCsXy5e5QKGSZv1f24+Nja5pFLnAsyKevwvnvB332aKEkqwbcvXtXsVhMN2/eNKfInk2yd8gan0NQgHxASwH94WeoOPC+BDDIP2VpnKPvPUGfCbRwNhhUgsrBYKCDg4ORSylxOtDdqLL0ej1rpMSBZzIZpVIpLS4uqlgs2lmDpBYKhRF5nXTvCOpisZiNt6YyCy8f+WB8JfrJZ9AIT98VOkbwImlkZj1nwD5wUzdBYqdzesFfoVAYCcD5OxJhbALni63jGRgzef36df35n/+5CoXCSKA4adDibbyXF2zv7du31e/39eDBA5VKJaNW0iNCwkVghZNF79EF9iocDiuRSFjAht3nGaDPSBr5t/cnHoiiig2yig74Kk2v19Pe3p729/cNZeb3PF1hkr1Dbvw9IAsLC+bHfN8DvgPQYzA4pcZCl8SH+SZw9M2DbcgcciwN7S2JAsMEQG/9JBwfwPikDh30ujQ1NaV8Pq+VlRUVCoWRZOQ8lTR+F/+KrV1dXdVrr72mn//85+af8KsAZ3D7OVvPdOBSQRpzqejwWT7g85N7crmcYrGYVTGLxaLtuwdBsJeNRkPd7unt4ew7fH2qmel0Wn/5l39pibv3J97Hn2f/OHvkKRqNKpvNGpLuE3z8JAARfwbQzLthy5Frn+xSueEZ+DeVHuSH4Blbgo3ks7HNxAiAn7xXr9dTPp/XwsKCFhcX7e98heqsy1e2iJMA0LE1VOLr9bpVb7Cz2G0fsyFPvV7PQM/x1gESXQ86BwKBkaob/3h5loZ0Yg9Me0aIp6Jii5LJpLLZrFKplJaXl20Ihk8uf9d67kTDlyYJ0qvV6kiztOeNdbvD0YrcmkmAChLAIYOUwrXzqHEsFpM0vFwMJfUTVyRZfwHfx0FjSDkAAj+MG6XbbDar+fl59ft91Wo1c9LegJ03WEbxUB4EAa50p9NRqVQyxycNue44BkrOZPUguSR3/B6G2zsvFMOPavXVDcqLGH+MCw7Dly1xRASOU1NTxu2PRCJKpVJ6/fXXtbi4eK4kjYWx8DSBWCymhYUFO3OPnrFHlLK94eEMcOYg8igfCRYOul6vj5QWkR9/Yz3oCs/pExdk0COdvryaSCRUrVb14MEDQ+05s/PKHIEJwXwmk7E94RyRQc6JYI9gBRnkvH3Ch0NBHvh/qpEeoICHKsmQUapPvvmXABrnmUqlVCgUlM1mTf5XV1f1yiuvKJPJ2FSlZDJp9sTTQSZdBMe5XG7kIkySSWQQFJ7g3jd4S8Nbq6XTi92494I94q4NECgQN2SYhlv2KJfLaWVlRc1m0wJ1vs87ZwI/6JP8N3L+7rvv6tvf/rbdeeGrzZNSWNg3D1LwedicK1euqFarqVQqKRwO6+DgwNA/bqzH3oCwSkOUHPvvHaLXS58Ao3tQdqh4+zP0VVvvYH0VjiA7FospmUwqn8/rW9/6llZWViwg8Hp7ngUwsry8rGAwaMH/8fGxzeb3QQoACkEIyRFDDNBr/n4wGNgdTexpq3U6PY7PxY56QAsajN9ndJ99w69zXpKsAgo6/tJLL+m1116zfUfWzhso8xnIgyS7d6Lf7+tnP/uZ9vf3TdagI3GhIO9I4sgFb9DMoFPx2fgRaTiwhXgC4LBWq2l+ft7AI0k2oQ9wj33ylSj/TiRH77zzjr71rW8ZHcszBV5ENQNdBfz1U5+Iu5hURrLJd6N/2Hvf4H1yMpxsiHxA3fXfjSySMOADiIfQSfSMzyMp8xQ//p74JZFIKJFI6Nq1a1pbWzPmhe9fOusalzniX/aQuAifu7S0ZDTcp0+fShqlfTKwiGQK8Mrbb+wUNkfSiA8lvia2Ie4gJmbPfVIB0EWhAJ/P/lIRXVpa0ptvvqlbt26Zr33edeYeDV64VqsZ3xsBDYdPm5d9qR6KQCgUsszcB9lsAoIFB9kjWD5b9zPapSE/DYX3aBIGdxzZAT2UTukXcKH39/dHHBNZJsb5RaDyHv0Zb24qlUo2uYPkwSMDx8fHNiaNKgSXKUnDHg3ffOyVn9IXeyANHQmC6h2G5x76yTgsglgSuG63q0QioatXr+ratWuGtD1vw9DzLF8mlIbjFdkD9pXAicZhaYhUE5gRPEuyXgNkY7ypm4sUeU+QG8qlTOZAsceVWhoOIPBUQka2oth+EsyLcB7wbKkeUHFqt9tGn+D/OSfQET9Fxvdu1Go14zWzD3DgCW5BZpAPb8x9NY8gCOSGYIQz7Xa7KhaLWl5eViKR0MnJia5du6aVlRXlcjkbI0iQ7vV90v3jOXECkUhEt2/ftuf84IMP9MEHH4zYudnZWa2urmpvb28EACDwCwZPb97F6dAEiKwGg0EbPgHiBV3FT9nCgZB8ICvItLeDnU7HRt/6qT/xeFyFQkG3b9/WwsKCyaIPDs5LnWL/2EsCWPYXOeTZuUSTew54Jn7GBy08H8GNpBGqmDR0pATg/D4+BV2GEuBl3ifZMzMzhnbzbHC9c7mc2QiPLp9X7tCNaDSqS5cumU3nHRqNhmZnZ0d8CHbe65/vlcCnAljhUzgLEjj2mIVdww/xHNLwjh8SEwImT88l+CKJvHLlil566SWLE8bt6aTLo/E+SYQat7i4qHQ6LUlm3+v1unZ2drS/v29n7oeC8E7EJwRm0NZIPAGx8LN8DrKKfjPtCqAWMJOgEcCR86T6MTMzo8uXL+uHP/yhrl69qmw2O+JTvd07z/I9OeFwWNVqVZVKRbOzs1YllmTjaaEf4mex2ew7rACoo8FgcIQ6hvwSc/j4Ar3Cj5PoeJDAV8+Qayp90jC2kU4Tznw+r1QqZawE5GXSuM7rqwfYAZ2kYa9QPp83Odjf39fdu3e1v7+vnZ0dlUolzc/PWw8WPT/YJpIHAE2ABpgvUKM9g4VkDv2mYovNZJoYe4ZMDwYDSyCJV6jo3bx5Uzdu3BjZv+ddZ76uGWPjBYNMl4yIJhRJVh1AYaANUEJD8EAECE58+Y7gmHFrvqLhKVj8LE4Kg0lmhxP3B8EN534MWTKZtPdF8MfpXJMsjAEJD0EWky9isZhu3LhhlAGQ0GazaTf70mRKAAPqiuHp9/uWvcJ/hO7hEUvPzfPK7WlblMdJPMZ7M0DK4/G4ut2u5ufn9ad/+qe6efOmAoGAstmsOahJjeD473Fus7OzWlxc1P7+/ggyh3PlnH2Pjy+p+zKmT07YJ2g/ZPgEctJwChff5bn3PAeyTFkX587e1ut1zc7O6q233tLt27ftHJLJ5MgEiPPsGyhJoVAw+QXloacAFIUzwlgCGtCb4UdT44Ax/lAN4Q13u12bHsXZ4FwIHgmMJFlTGZ/BhUbIGQn3q6++agabwQCzs7NqNBo2MUkaNgxOujxSw954tOqll17SxsaGPvzwQ2salk5pOkx787xr5IXmZHQykUjYz+/v79sUq3K5rJmZGbvE7vj42AAWT0uFQsj/s3D22EJf2WAs69LSkorFojm/cVDnRSS56BX6hE7QDI4e05cEJYmx2XwGAApAFEGbD5YBZ3w1xieMvsdMkiW12AMog16O+F1/gdXt27eVzWb16quvamlpyXTby82k1Cm+FyCO4GV+fl6BwGl/TSBwOvq0UqlYgAAn3jeGg/xix+GAY+d81dqDD1Qh+Td0Rf+MvtJKMIIvo98PFJbgen5+XpFIRPl83qqQHqk+r7yN/z52neBraWlJ2WxWm5ubBppwrwrMCwI7muUJqGjgJpCGcktyQNJHMMiYZhKTarVq1dqjoyMDIkgmy+WyJXCBwClVBb/D7/3VX/2V3nnnHUOSfTWPNWl84uWOSsPMzIyxEZADqqwMePETPGECYLc9oCrJACfPNgHYBAjhXgj8NOAD4BwTo3zvGv1K9LdIQzYHYE2hUNDVq1d1/fp1LSwsWMLuZfm8FQ3eVxoO6fGJEL2+wWDQ6L65XE6rq6uq1WrGDnry5IlVcL1+YlOIu/h/wE3ODd/tq7/YXuJqqnjQtjkvAAPsTjwe15UrV7SwsKDZ2Vlls1mzS7z3866JEo1YLKZ8Pm/oSjAYtDGj1WrVeMWzs7OKxWK2OT7Yrdfr5jR5WYQGSsr4hBY2nw1mQxFoEh1PsaHsx+HjuOAevvnmm0omk/b8oC8ElzzfWTf2ty0MoCRrCCcxAFnkfRHm3d1dU/AnT57o17/+tVWR2GeaIj1Hnr3z3D9oZlRvPJIRj8et+oMhYE9J8hBUgujp6Wnl83l95zvf0fvvv2/oB42cLyJokUbnzJMkXr58WY1Gw0riJFWSRgItAh4/cUIaciJJaunZ8IE1P+MNFAG17+vwQds4hcAnxrVaTZlMRv/yX/5L/fCHP1QqlbKb4qGO+LOfZP98ckXwBAoSDAYVj8e1t7enSqWinZ0du8nUI6Q058ZiMRt9CfIBekcfQavVMgCB6WY+WPbBl++dwCBKpzqdz+ettA09k+bpxcVFLS4umqxiH/z5vKggWRoGfCSRPG8+n9frr7+uvb09PXnyxILf+fl5dbtde3+qkh6UIcD1o0T9e7K/VCx9QE5DqqQRvaIayV5gP6B5UL2KRE4vMHv//fd17do1o33xXr7y+SLQZX/mJJmbm5va2dkZobZw4zrvQvAvyao/VIBILvEXVHWZmEYgzueRqJEs4n881YA+D/aWxn0Cybm5OZVKJaXTaX33u9/V4uKi1tbWrMLmeecvApBioYvoMBWfcDisTz/9VI8ePbLLIX3Dta8O+qkwUHABjAiEqYxJowNAoDYCYvneF3QD/WAPvC3FfoB+UxVutUYv6nvRy/sJ7EQ+n9e3v/1t7ezs6NGjR+p2u6pUKtZgG4lErI+CxnBQeiqmg8HpZatMAWOf6A/wlMVSqWRDciSN7Dujrnd3dw34ITaiSbfX61ml5bXXXtMPfvADra6u2v6O6+eLYFzw7Ngubrrudrv23pLM5iPrJFoe9GXfSZ6QW8C4QOB00iB76KtwVNgYuoGeAUgTxyDfPDf+zscq2LzV1VULlIkJPLDyInSWzwEYwd4cHR1penra7BzVd2I+3/uXz+ftPQBGGJyBj8OW+f4L9JJ7vXgOfDT+x1/OS5wCyIMep9NpLS0taWlpSZcvX7a4Egqgp7w97zrzbyBIlAx7vZ6VA58+faqjoyPrueAyL4yKNIqI8JIIFy9PYMbmeZoKAbCfzuQ3lZI3gaVvUOK5M5mMjZ4rFouGPMdiMWtQkl6s0/DL8xGhVDDmlpnensoEz297e1v7+/uanZ3V06dPtb+/r+npaaXTaXNEft70s5A9EHWCb6pMoBj+7g1J5oz42aOjI0NjCKIKhYJeffVV/fmf/7ldxvSikKpnLR8U0SgM8kTpD2eLMeNdfB8B2TnKixxCAwKVAqlinzyf3cvHeNWIz/UDDE5OTpTL5fRv/+2/1Q9/+EOrOoH8Ib/S+Xi3458RDoe1tramVCqlXC6nwWCge/fu6Re/+IV+85vf2CQnkixKqtFo1LiizFWvVqva2dmxpAvEBSfAiD/+AW0m4KPU7hFp9HFxcVFvv/22NWCTpFAtIchElqHAeSrOi1oeufHNiCQV0KkePXo0MqKVAJiSdqVSUa1WG7ldlQAaylSv1zOgAdAEncPmMV8fHZZkIyKROYIj7KkkuzBsaWlJ3/ve9/TGG28ol8tZpdeje2fh3f6uvcPO+UCASrPva6KZm6Z3ggAaudHjbnd40zmVMhIl9Jjgl8Cf7wdlJrCdmpoaoQAEAgFDuaFmUHE6PDxUJBLR66+/rrW1NaOuVCoV8y2874uQPx/0j/vBeDxu50uw6mmkvuJMwAYIwn6gb1Skqc7iB6nQIofYV54FtN0nMvhNv4+SrLIBGIXtAbx60f4BOysN6YPs5+XLl/WXf/mX+vnPf667d++qXC4bEg0oxqQqhtcwhnl2dtbk4vDwUM1mc6TSid51u11jGECNjUajI9RVfLefmuQpwVB4u91hA/itW7dGBhegTy8ySObfyBl+KRAIKJ/PG3hRKBRsiqPvkUIOofOQFAWDwzH7nHe/37fExVe3oQBhBxjc46sHBOKAAH5aXKvVMjo5FbRbt27ZQAUADs+GeRGLZ8LvE2NAT+IeJnSNPUAXPeXMyxGgZiaTMfoZfRo+0Wc/GB0MUMD3NBoNm+bqKX7+v2lcX1hY0Lvvvqvr169b366/E2SSNdFvEYim02mjZoRCw1tg4Z5tb2/bJCjfJOVv7yYro5fD37yJs/UNydyvIQ1HQILst1otM6qUcDlMeI5LS0vGPQ8ETpuepqZOR9xCp2EsIIr8TQTLBGUYDZrF+H4E1NNU5ufntb6+ru3tbeMTo6D0vxDc+GTGo0zQABAyAiiPuPJ8nlJEIyp0JIQ7k8nor//6r/Wnf/qnWlpakjTs/3jRi/PwaNzBwYEhBr1ez5wA6IfnrJPI8k6SRihAfLavAIE8oPQkZD6JAyHF0aKMnneMUb1+/br+9m//Vv/m3/wbxWIx4+lHIhFls9kXJm/jn8MZUoUKBoMjyMXnn3+ura0tGznKZ2DYWq2W9vb2Rqo2GETPQ2Y/cbxepgiOTk5ORm4THwwGSqfTunbtmu7cuaMbN27YRaDeoHKBHWVxT/NBNl708kk6+grieOnSJUlDBJzyPoDB7OysIpGIlpeXVa1WDXTx05R8IuWpkgSA0qgT8zLp9zidTttewwPGJkQiEV25ckX/6l/9K928edPstaccnJdu9nXLBxbT09NaXV2VJBsDWa/XVS6XJQ0HX7RaLWsWxwny977SiFP3KKdPrD11aHZ21iinJGQ4eHpE4JRj36RTcCKXy+natWv63ve+pytXrph9HaftvsjlkWHOSjpNFFKplG7dumXACjpL9RWQgIQAUI4kddzn+ApDu91WIpEYCVR81QsQBtkEGMGP+OEkXKiZSqV08+ZNvfLKK1pdXTX5H3/XF7V8AO7lIhKJ6OWXX1axWNRvfvMb/bf/9t+sV6JQKOj4+Fg7OztmH1OplO1VJBLR3t6etra2TG/Za4JxPx7cDx+ANovPKpVKFqvwXDwnDeJTU1NaW1vTK6+8oldffXXkO9mzFyVzXoZ9NcLTasLhsG7fvq10Oq1f/OIXNpZ8amrKaHBUgqgUenTfU4nZD0A7Egp+bjAYGFXcN5lLQ1ostoDKsKc9M8UpGo3qlVde0SuvvKLl5WWjSkrDhPtFyJ3/DB/0U73hPTwrB7tENRUmBfEvfZ+AxvTKLi0tWe8eiSrJCFVtT/f2iRlAOvEgcTX7mc1mlc1m9frrr+u1117T8vKyVeeh8I3LzPOuydITDctsTEiBxrS4uGiBvjSknvgkAONHPwalbgSEz0ZYKcuOj+kDbaYCwvd5hWSMZDKZNNSYRieMOLd1kwB5lGySTX2exfPjQHxAj1B6RccoZTIZbW5uan5+XqlUSv1+X/v7+xZwUyYD/YXKAWozNTVlozah/sAJhN6AQ2IaFxd5gexMTU2pUqmoUCjoW9/6lt59913Nz8+PUEy+qTWOHlJiJVkk0IN6Iw1H+kKzkGTIKO+DrJH84oRxGNIwWPJcUAwJwS6Gj4QmFouZg5mfn9fbb7+td955R5FIxBBcZMuXc1/EPkmjCBDPnEqlNBgMbEwsza2/+c1vdO/evREUlM/pdrt2C3cqlTJUHsQT2g9IJ3O2CUBAV9Ftj3SHw2HdvHlT3/72t3X79m3jITMBjX0+OjpSo9EYcV7S0Gl8k8s74WDwtMeHsnK329Vnn302oqfYvHb79A6OpaUl7e7ujgwGACFl3LCn/pEkg8IxGSeXyymVSo0gYMg5k3T29vZUrVYtuU2n0/qbv/kbm9Llebj+3V7UGgdo0D2C4VgsppWVFe3v7yuZTKrT6RiVNhaL6eDgwO4t6XQ6dpEee8Y/nn8MhRPnTUCCc2RP/bhlEjF8h5/KBL20WCzqlVde0dtvv61bt26Zo+Y92T///y9qsYf4BgC1bvf0zpulpSVVq1U9evTIggffhE0gR+UWX4KPBCzx1GP+LckCFk+F4/893QMbPF5RbrVaRoW8ceOGrly5Yv0mnlb3TVQ12D+CVI8e53I5vfXWW6pUKgoEAtrY2LBJdb5BPZPJjCTl+Az6OqrV6lcqC/RqkJRhq1qtlsrlsskhdoK/x1czFCQQCOjy5cv60z/9UwM06HV60Xs2Xv3Gl2F7sVnBYFCLi4v6zne+o3q9rh//+McGVICU+7vS/Ofh2/CFHrGnF5S99QmM/z0+FzoffVvjMRT0s4WFBd25c0cvv/yygeAvMsF41j56H0HgTxznh1f4qgxVH987he+E5QDQls1m1Wg09ODBA+3s7Jjuot++n0OSxRcwArgYl/8HrIFiBqNgZWXF+j6kYevCpOtMicazkBtPkchkMrp69apSqZSCwaB2dnZ0fHyscrlsxqVer4/cJo0QwU2naQ1O2mAwsBG3zWbTeMUgWb4Rrt8/baSETsH0B/jxm5ubqtVqSqfT1sR5+fJla8BGQHyT1TcplAgVxp8FIoBSYPjC4bAuXbpkkypCodOm4q2tLd29e9doQvF4XIuLi4rH4/rkk0/U6XS0tramhYUFhUIhG1EHPx+KEEqfTqe1vLys1dVV+71wOKz9/X19+OGHFoAvLy/r9u3byufzJrQvij7wu/YOOaTK4nnoGCHQXlBjDDjBCfLFOXiUKRAYzvzGgZOw8N0e3SeAR4Y8dxR0anl5WS+//LL6/b7W19dHDIv0zQQs45+FjvlKBH0P8XhcqVRKe3t7ajabRplAj7jYqtvtKplM2ln7ZnKMKZULT+OgBIwhpaQ8PX16vwI6jLHGifX7fQucQal9P4E3rN/E8lUN/sERMAWqXq/r4ODAbiZnMhSOs91uK5lMand3V3t7e3bZG4EagRvVGw+gpFIpm0oHYpdKpQw4gDq2s7OjjY0Ns6+h0OkIzO985zvKZDIjiZnvf/um9gtd80EawVI2m7XR0ul0WicnJ/Z+0B6o8ME5puKDD0GfQ6HQSLMtoJQfREHzKvLJ/uBAfbWDRbX+vffe07Vr1yzY/zrKzzddURsP8OlbqtVqhjCjG5KsCk2g44cN8LPYzsFgYO9HkuKrluPPBMrKZbPIGknxYDDQ/Py88vm8/uRP/sSa6CelXkyy/BlRBW00GqYz3/3ud7W6uqqPP/5Yd+/e1e7uriKRiLEJaAAHaONiX+xavV43eif+D/ATgBUdpoEfe+nPCGYA+rGzs6NIJKLvfe97ev/995VOp0doud+0f5VG5c7LAD72b/7mb1QsFvXLX/5ST548GelpwpdiqwA9SWSpUgcCgZH+Pfqw6EUFkOZ5PBXIyy+VCv6cyun777+v69evK5PJjExU9DLxIpf3gfgxz5DwVXGSLE85m5mZUTabtZ9PpVI2lpeBDsFgUOVy2e4OQ37q9bpdtMh++kovSU8sFjOqqtffdDqt27dva3l52YoFyC+xDO84iZ17bq1/1hd56gLGnUPNZDKqVquam5vT/fv3tbe3N9IIBNWJYCcQCBi1BUX1U1V8LwGIMQaOUrg/XNCYXq9nc+2haC0sLGh5eVmxWMzKgWwqwvJNL/894/sJPYd+FYIrHAYlrWq1arPol5aWFA6Hlc1mbbIHiidJd+7csYk93W5Xu7u7+uSTT4xStLOzY/OS8/m8fvCDH+jWrVsqFArG5/VnfPv2bd26dUu3b98emX3/+1yBwOmEjrW1NauwRKNRra+vW7UgkUgok8mYooOUejmG1ww6QqkT5ZRkAQ5lXzi4BMcgOrlcznjzILfs29ramvL5vPF+CRZ/H/I2vm++qkAjLRPXPv74YzUaDb300kvmOCTpl7/8pX7yk58YUi4N0VC4sugUyemDBw/06aefqtVqaWVlRe+9955VD9fX17WxsWH6u729rVwuZzdrS8MxpT4A8sngi6QQ/Lb98sGz19uZmRm714L3ILmanZ1VtVrVwcGBSqWSUqmU9U4cHBwol8vZvQQAK9DKcNzjk/pCoZC2t7dVLpfNEWUyGR0fH2t3d9cCbehYmUxGtVptxCF/U5WM8QXCi333+8j+gIJLp/TPnZ0dzc3N6fDwULu7uzbRjAZUEjeqab5nhaQG5w7vGP3m/KjgTk9Pq1ar2ahHHH80GjWwjIsh6efAxv2+dNbLNug84AXVxJWVlZHeGijFBPXlcnmEVkdVVxraPrjwJB4EK/iEQCBgiRo0DarlBDvYFPbtypUrevvtt/X666+PjI79feks/0YOfQWs1+vZbfVQWHd3d23PqGjTM0WlJpPJWIBLgy8UQHwOlUx8QigUssCbgTX9/umEH+jnAIqtVkvLy8u6cuWKvve97ymbzX4lyfh9yh6ItwfEwuHTO17ef/99pVIp/e///b8N4PB9PJKsEn18fGzgFE3zkkZoiI1Gw6Yv0X8hyapv+G7oRcSdyCqB9ksvvaS//Mu/1Ouvv27AjfTN9dz6/Rqv/hFTkGSRjFGhwY6xFwCXc3NzNoTFD55hCtytW7cshqjX63r69KldjFwqlWzC4OzsrE21ymazeuuttzQ9Pa16vW40v8FgoFdeeUVvvvmmPas0pM97f8s6qwye6cK+8RKbPzQydBC4Xq+nhYUFzc/P6+c//7k+++wzbW9vq1arWSmcaRdQp0CNUVYOByVNpVIm8CQZ3jB6ygfd/PwuNJY7d+7o9ddft1siU6nUSPnt9x30+e/EEOIQmBIELcDTdHyPxMzMjFZWVkZuk2UkKQkIdDBKuD5AZOLW4uKi3nnnHb366qt68803DaGXToUukUjotdde02AwUD6fV6FQMCeDUfom13hgFAicUpVeeukl699Jp9MqFAra2NjQw4cPrQHZN1Rms9kRBNPfBO8Rcioc0mnDKskGRoJAkIAvm83q5s2bunnzphYXF63ZlsvpcNhzc3NKpVIjjZ6/z4XjHa9CJRIJXb9+XTMzMzo4ONDS0pI9H2NRr1y5oh/96Ee6f/++BoOBDTI4OTlRMpnUnTt39MYbb0g6Rb/efPNN/eAHP9AvfvEL9Xo9zc/PW6J/6dIlPXz40BrkE4mEUqmUJRneMCOHOH3WNy1zLG/zvK2AhnPp0iVLEkCOQP+oPIByJpNJ02Xkq9/v2xhNmvboGcDxQq+Cx83tw7lczhD6xcVFQ2Ln5uY0Pz9vo2xBsqThbbKsbzLpGK8Oo2uMKWbfmJ63uLiocrms6elp7e3tmYOlpwL6K44ceUYv+TOSNSpG6XRam5ubOjg4UK1WM6rGycmJVfSo1s7MzGh+fl43b97U4eGhcrmcvc+zaATP8okvavnP9D01jMmcm5tTNpvVvXv3VK1WLbGgokMzMkEfiQUACQk8QSU8enq14JODgFLRABA8OjoamU6Xz+d1/fp1vfnmm1YtJWD5pvboty3PuiBZ4x9JFriVSiWVy2V73/E9ajabevjwoba2tkxmoBsDkhLMkri1Wi0DnRjAQNwTjUaVTCZtbOvMzIzu3Lmjd999V3fu3FE8Hjf7/E1Sfn7b8pQwEm1Az0wmo5dfflmNRkOJREIPHz40Wh6BLDachA1qNyAeOioNKc7srSTTcz/wBXCaShMMmEuXLun111/XX//1X2ttbc38OT7j9+Ur/OI9xpNr5AQmCYyaXC5n1ZpUKmUyyDALaLL4G+zb0dGRYrGY3VkCFfX69es2CZIpndVqVZubmwqHwzb84NVXX9WVK1fsfiaGNXhg71z7cJ5ffha9iKqDv8Tsxo0b9judTsdm+PoNJlgl0CPTJUAm4PblOH9QOBqCQ0bGgranUildvXpVb7zxhnEvMZwkGl8X9P2+FJxSl+eV+ktV/H4jJCRKnlLCuwSDQStX+6k8TPgBDXzw4IEODg6MZvHyyy8rHo/b/pL8YSjb7bZR0nBmnlL0+1xQxd58800ruXY6HavG0OgYCAS0tbWlp0+fjtxNQtDGhT4YdeZ+o8wkMZ56xoValByvXbumq1ev2qxuAkXGI87Oztq4QxLFP0Ri6/cOmYHPzYSj/f1921uczNLSki5duqTLly/r5z//uR49eqTp6WldunRJy8vL1j/AzHzpNAjiYj2mpAEGXL161WbGMyIRR8T/s1dQBXnuSUu4L2LxvThBLjW8ceOGwuGwdnZ2lMlk1G63beJULBYzZImLrrjwDc53IBCwyxuhBoGONhoNa34kYSGBrVaryuVyNsY4nU5rdXXVkt/33nvP7iahufC8CNV59o7ABbmCi8yzHx8fK5PJaGFhQScnJyqXy7p37542Nze1u7trvRhUvwnG+DPGq5dKJQWDpxPC4Dpvbm4aT9wnPKlUSul02mgeyWRShUJBhULB+jJ41t8XbWp8oav0f5FIFgoFSae9OJ9++qnd1UADuB8aAPWRwJ/pQB68oyrhR4ES6AKEQUWD7rGysqKlpSUVCgUtLy8bbQq/7oPOP5TejifWJPrxeFxvvfWWut2uPvroI6swgDwzytWPi6Za4anN+FiABXwoPWfcLg4Q4RvxGR/68ssv6+bNm1ZBG08y/hD+wgMiPAd9P6lUStevX1e1WtXh4aHdTYKsoF9U4IjniBHZU5LXTqdjvhJ/BFUQCmogELC4g8E22WxW3/3ud3X79m2tra0ZwwUb44cP/L4W1WMSNF/N5e88aOF7xgaDgV0dQXziaZO+ry8QCGhlZcWAGYZbMLL58uXLBhpTRYnH49YDCfjqRwgDRD+L6jiJDE403tZ/maf9+AUnbmrq9L6DcDisVCqltbU13b171y70ghokyahCBP44g0QioXQ6bY1lIK3NZtMC4VAopHK5PMLj5pnoHcnlciNTCkDAvEDyLuN0id/HwpAQYMEXZV98dkl2PjMzo2QyOTL1yO+hn9rAPyBPsVhMR0dHunz5so0yxWDyHQheLpezzx9vuGQPfx/7I331Rk6CPWhMIMK5XM6QOBSq3+9rZ2dHDx8+1BdffKGnT59ayZuEzffNeANHQzPN0AsLC3rttdf09ttvW4UMp+JL3dxGGgwGjRL3LHn7fS/2z5dG0UV4/1RgPI0AOgQXryFLXDbom40pB2M8mSFOYzkT4HA6nkqJDjMFiADVV9B+n0HLuNz5Z0gkEtre3tby8rJdALq5ualSqWSGvF6v6/79+/ryyy+NbvX48WMLnB89eqSpqSnNz8+bc8fot1otm+p2dHSkbrdrVTnob1w0mslktLq6qpdeeklXrlwxuilySdD8h5I7afSOH96TKgwVXHo3CoWCUqmUjWZm7C1IOg3xHhnlUjQoO1TDmQXfbreNWiANb/3O5/N66623lMlkNBgMRu5C+EMFeiwCPKr0jLOUTvfxypUrSiaTyufz2traMtsN0MJ4aqaiSRqh6Hr9BygheIb+Q09Vr9dTIpHQ5cuX9dZbb+nGjRtWvSM4JIiC4w0I9odc7CHPg7+dnZ3Vu+++q0QioY8++siqi7VabWSiI34BO4bfmZqassvk6NHiPi4uM65UKpqZmbGhJLlcTu+++67efvttLS0tWeDIxYwkGX/oPZM0AsQCvmEDc7mcXn75Zc3NzWlnZ0ePHz+26j+sDA/eETRD7SRprdVq1kc0rmu1Ws18MXZibW1Ni4uLSiaTdrEcVD8PCHgmyB9i38ZjtvEqC6AL8Rg6528Dp7cyGo1a/xm+h37UbrdrgBQDmgDuPKBfKBRs5Pn+/r4NWcHXwijwMaVfk/iNiXo0nvXn/iF4EH9fAaV/bkOsVCoqlUqGVKKQNFgSlNCDsLKyolwupzt37mhpacmQl1qtZqU26FaMPWWiCxQDnheagucL/iHQvWctL4SUYOHN+YzYTz/ytBK4s9LwllaPuPAz/N7169eVTqft0qJcLjfStAkqQfLiGyHhvf6+DeGzzsoHzIlEwoy0JFMyjByJViqV0vr6ujY3N/Xo0SPt7e2ZYQABpIxOQjczM6PV1VWlUiktLy/bP37GNKNOfYDnqTJw7Z/1Pr/v5Q2gNNxHEgb/bPRyQEWhd0cajh30+o9DJ2mQZP0GBDLo+XiPFPvlkwmC0j9EkiE9W+7YP3rTSGaTyaSi0aiWl5ftZ/3obv7+3Xff1SuvvKJOp6O///u/1+7uruLxuC5duqQ7d+7Y2E343Z999pn29vYswX/69KkqlYrC4bC+9a1v6erVq+bA0+m0AT4AN38ohzu+PMrokTNQeGwQqB4JJnacEbi+2RK9jcViymazVqWYn5+36XnLy8vmQH3/D+jpysqKXnvtNQsAPEjxh6A5ji9001OCPTBVLBaVzWYN+fT3luBvS6WSDg4O1Gq1dHBwoL29PWMEkFzR28OY5JOTE6MkQxe9dOmSrl27plu3btllkp7ywr89PfCPYbFf+Fn0IRKJ6NatW5ZUlctl7ezsGNp+eHhoAxxmZ2e1uLioVCql1dVVNZtN/cM//INVft955x3dunXLWBlMleJOFhDlpaUl8wf0JOB7vC2V/rB+ApvLMxBj+P7D+fl57e3t6cqVK1pbW9Nnn32marVqNpHqA2Av/iEcDlt/GRS8fD4/0mMFdYjrCWKxmNbW1mxi4vz8vBKJhCWD+BL28Q+1dz6ZYL/wsfy/JBso4/vDSDIYrIKMMPSCeAywJBw+vfDW9x4he/yb7yJeZp9IMgBIGUzyrH37vVQ0ftcaDzb8Q9NInM/nNRgMbBNxvtz8Oj09rYODA33xxRfa2toaGVMajUZHbqlkA0FNp6amzFkhoFB7/OYRRP82lOoPhTKzbz7B8Aiqpx1AhYADTpM86JSfQgI9JhQKmeMgEfOOFASVvgI/95/P9WXwP1Qp3C+f/PhAVxre6wGFrN/vGw0K7uz8/Ly2t7e1sbFhzbjpdFqxWEyDwUC3bt3SysqKIpGIUX5AFX3DNOiB51JjXPy5/TEt3/eAM6E0jnxJGqHKgeLn83nT4/FEVpLtkZdfEFTmhHsEC10lofBnicP6Y5I59kg65Xqz/PAEfo4esTfeeEONRkMHBwe6fv26EomENjc3bZa6JENUM5mMBc6JREKXLl3Szs6ODYJgCt2NGze0uLhoaKHnBvvJJn9Mskcg4Ku4IJ8g61SeoeaRYDx+/FhTU6d3NlUqFbOVgUDAgrjp6WkVCgUVi0Vdu3ZN8/Pzpq/QNPBDIP9+8pdPcP6Y9s2Pnx2nykKpJXgNBE4nbu3t7Y1M+Zqfn7dqZCAQULlcVr1et8tYFxcXlc1mlcvlVCqVdHx8bKPi4/G48vm8VldXtbS0ZOjp+F06VJv+EKDAb1vorLcjUKWi0aju3Lmjzc1NzczM6F//63+tUqmkBw8eGPuC/pjr16+rUqmoXq9rb2/PaKc/+MEP9Ld/+7dKJBJWAUGmPHXQAznsn7dvf8i+0WctX9H1STe6wgj9YrGodDqtGzdu6PDw0O4qA2mH4lgul60fYGNjQ6FQSN/+9rdtbD8VpWg0qmw2a0wUKLr0OdKXiRx6W/LHIHeco69seLkjPmMAjZeLSCSiZDJp/VC+OkOMG4/H7bNjsZhVkTzDhf3kwth+vz9S7SCZ5v9fdPX2G5k155MNv8Y5d/RhQElZXFyUJBtPe+/ePSv1M5bu8PDQ5vZ7LimlSo88eE43JV1pyJH7Q5fCf9sar2yMZ+bsLQ5mnA/ouZBQiXyihcGkukNC6EdCYhjZLyYkoBx/LAjV1y1vqKlweKR8dnZWmUzG5IOg7Ze//KWOjo6Uz+ftUru33nrLpnYxYQlHjwz6oI7v9sHyHwMi+nXLU2l8ssZ7eDoYCSzviW7R78J8c+5v8dxyP7WHgJKxfeM0PwIWDw78MTgOv/y++SqaT46wYfw/vPD5+XmjCQGwxONxs5OSrEEeJy3JbGexWLSbh33vCzpKJfP3ORbzeRf7Jg0DAs8D93RMggeoQgQtV65cUbVa1b1797S9vW0jmfv9vorFoq5cuaJisWjN41ClAKMajYaNd/QVYwCCP8Ykg0Uwwn0fvhJJ/4ZH7qHX1ut1+//BYGA9UsglTID5+XnFYjHt7u6a/NE/RG8gE3HYK5+kkQz9sSUZLP9M3o8RwF26dMkmZ+ZyOaNqT09Pa2VlxUAWmBgEgkzxgW4HtcUPc2GvCPA8IDVexf1jkz0PdnpKHJx+P0yBvljfE+RvSv/yyy9Vr9e1sbGhp0+fqtls6p133tHKyooqlYqi0aiuXbtm/QMAB/SW+u8BbPYg7R+T3PlkYxwwwydi8/2dU9KQNuZ7XvgswGJ+xp8N/gZfTNVX0kj8TMUTpsI3EacEBn9Mp3GxLtbFulgX62JdrIt1sS7Wxfr/i/XHC7FerIt1sS7WxbpYF+tiXayLdbH+f3ZdJBoX62JdrIt1sS7WxbpYF+tiXawXvi4SjYt1sS7WxbpYF+tiXayLdbEu1gtfF4nGxbpYF+tiXayLdbEu1sW6WBfrha+LRONiXayLdbEu1sW6WBfrYl2si/XC10WicbEu1sW6WBfrYl2si3WxLtbFeuHrItG4WBfrYl2si3WxLtbFulgX62K98HWRaFysi3WxLtbFulgX62JdrIt1sV74ukg0LtbFulgX62JdrIt1sS7WxbpYL3xdJBoX62JdrIt1sS7WxbpYF+tiXawXvi4SjYt1sS7WxbpYF+tiXayLdbEu1gtfF4nGxbpYF+tiXayLdbEu1sW6WBfrha/w8/7g/v7+yP8PBgP1ej31ej2Fw2FFIhGFQiFJUr/fV6/X02AwULfb1d7ensrlsvb29lSpVNRutxUIBLSwsKD5+XktLS0pGo1qMBgoHA4rEAjo+PhYR0dH6vV6mp6eVjAYVDh8+rgHBweqVqsqFovKZDL2O4FAQN1uV51OR4PBwH5nenpavV5P3W7XnkuSgsHTPCsQCNi/A4GABoOB/Qx/x8rn82fe5L29vd+6d7OzswqFQvbn3W7X9q5UKqlSqejg4EC1Wk2dTkeBQED5fF65XE4LCwuKRCLq9/sje9dqtdTr9TQ3N6dQKGTvValUVK/XVSgUlE6n7e+CwaB6vZ7a7ba63a5CoZCmpqY0MzOjfr+vk5MT9ft99ft9DQaDr+wZn/Hb9q5QKJx57x49evSVPwuHw5qamlIwGFQoFFK73dbR0ZEkaWZmRpLsWXu9nvr9vu3vycmJms2mHj9+rGq1qkqlYucwGAzUbrc1GAwUi8W0tLSk6elptdttzczMKJvNKp1OmzyFQiFNT08rHA6r3W6rUqmoUqmo2WwqGAxqbm5OmUzG9nkwGIw8y/g/LL+3rMuXL59p37744otn/nkwGLR//HnyD2fY7XZ1cnJif1atVlWr1fT48WN1Oh0Vi0UVCgU1m031+30dHBzYfgQCAfV6PZPFSCSi6elpdTodRSIRLSwsaHZ2VoPBQJFIRN1u134nGAxqenpasVhMoVDInq/b7arVan3t+waDQZNDv27dunWmfZOkra2tr/wZ+ur3CR1Bt/x+sseS1Gg0tLW1pY8++kitVkuRSERTU1Oam5tTv99Xq9VSLBZTMpk0PYrFYorH48pkMpJktjAej498J3K7vb2ter2ubrerbrerWCymYrGoSCRizzaul/45vfyxFhcXz7x3n3322Vf+zPsDdHdqasrOlT1lj4+Pj1Wv1xUKhUaejfdA99vttoLBoBKJhBKJhCKRiFqtlsrlsjqdzojNn52d1dHRkTqdjvr9vuLxuMLhsILBoJLJpMka+9rr9ezZvY3jfLCb/Pz4eumll868d+vr68/8c56n0+mM+MFutytJmp6eNt/Ln9frdVUqFe3t7eng4EDhcFgzMzO298jDzMyMZmZmNBgMNDc3Z/I1Ozurqakpkyf0mn/4zuPjYx0fH+vk5EQHBwfqdDrK5/OKRqMjz+Ttjpe/cdsnSaurq2feuydPnnzlz8Z10eukjwP6/b49jyRNTU2N/DnPj8xyHt4nBgIBTU1NKRKJKBgM6uTkRO1222Qf2zg9PW1+CF8RDocVi8UUiURMngKBwIjf9u/jfa1/bkm6dOnSmffuk08++cqfEXOdnJzo8PDQZI19QA6JG/xzef0mdjg5ObG/n56eNp1rtVo6Pj42W9Dv9zUzMzPyWdjIZrNp/py/52fG4zYfo/j99GvcV7zyyitn2rdn6Ss+E30jJiO2kmS2ZTAYjPjMTqdjcRv7NDU1ZfFJq9Uye+n3h33zn8f5BQIB9ft90+NaraZer2c+iO/iPEOh0Ffkjj1HH8b37Xn09bkTjWetcaXzh4xCDwYDZTIZnZycaH19XZ1OR9Kp0jx9+lSNRkOJRMKUr9frqVQq6eDgQDs7OybkU1NTSiaTmp2dVafTUa1WUzab1dWrV5VMJi3Q7nQ6evTokXZ3d5XL5fTqq69qYWFh5Hn8RnlHMv5efo1v7nnX1+0dgSg/k0qldHJyos3NTUug2Lt6va7Z2VlFo1FzqOVyWZVKRbu7u2o0GpJODSeGDCeUz+e1trammZkZ29+TkxM9efJEpVJJmUxGt2/f1tLSkr27d8Tje+eTjG967/hMHD4K4pcPrEKhkBm7k5MT7ezsqFKp6MGDB2q322YEMXZHR0cKBAJ68uSJ5ubm7DNisZjm5uaUTqeVSqWUyWQUj8ctwd3f31etVtPh4aHm5uYUjUYVCAR0cnJinzGeRDwr2fDy+KL2zp8TBgid8MlGq9XS9PS0/bkkbW9va3t7Wzs7O2o0GqrVanr48KHi8bidOwEHssTvB4NBC/oCgYBSqZRu3rypRCIhSWaAU6mUFhYW1Gw2NTc3p1gspmAwaEbUG+fx/cOYSl+fcJxnjScR/D/f54NOb9g5+1arpWq1qkAgoKOjI1UqFUscMPqJREKzs7N2LqlUSslkUtFoVJFIRL1eT9Fo1AI49j0cDuvk5ETlclmPHj3SzMyMlpaWlM/nNTMzY07CB1njZz4esLzIvfMJ/7Psgg/8SMA7nY4qlYp2dnbU7/c1PT2t2dlZHR8fm9OORqPmVw4ODpTNZpXL5dTv91Wr1dRqtSwIIuEtlUoGLszOziqdTmtlZWVEJ3hOnLx/Zvya1yUf4Dwr4TjP8oECQYTfV3TCBwvoC4Hu0dGRGo2GTk5OFA6HDegjsZibm7NkY3p6WtlsVrFYTNFoVLFYbESfCabD4bAlO41GQ0+fPpV0CgDl83nNzc2Zb/O+bPzsfYL+ovfO6yPf7+XbB+qcO7LCfvrzxjew9/g+6TSx80E3n9FqtUxHvY8KBoNqNpv69NNP9eTJE8ViMb300ktaXl422+ufk+f3vtf/+YveP96VPeC5PfDjgVK/3z6RlIYAzfizEvO0223V63W1Wi0DhXk39uzk5MQAVuxpIBBQNBrV1NTUCEjLs3gbzbN/03EJ78/3+iQzEAgoHA6P/J3fk+npac3NzZmtYj/b7bYl8uPJEvtDItbv9w205hzC4bDZhIODA929e1elUkkLCwu6du2aUqmUPYPXAX73Wfozyf6dK9FgU8eFHUHiYVqtlg4ODrS9va1yuaxwOGwVjHa7rX/+53/WYDDQ0dGRWq2WNjc3LdMn04rFYjo5OdHMzIza7ba2trb0wQcfGJJ1cnKi2dlZJZNJRSIRraysqNPp6O7du3r06JEWFhaUy+VMkMcdiF/jm/pNBMpft3eSbO8kqd1uq1wua3d3V9VqVcFg0Pau1WqZApLxb29vq9VqGSqAAB8fHxvyvru7qw8++MCSj06no9nZWcXjcUUiES0vL6vdbuvLL7/UxsaG5ufnlc1mR7JkSV8583Fk6JvYO29geQYMOY7AOwCchs/oNzc3rcqE8To+PrbKhZdZgufp6Wm1Wi1NTU3p8PBQMzMzSiaTWlxcVDKZtOR3b29PR0dHhshLUqfTMeTZO6hnLWTPB4UvYg+flUz7fyOPGDQCilqtpq2tLd2/f1+Hh4eanZ3VycmJOQdkolqtWnWDJEs6rTCFQiFVq1VVq1Xt7+9rf3/f0HsC8oWFBdujRqOhmZkZzc/PW4Wq0+mMJOTje8Y7+kT9RS2P5Pjvxzj7wIWAD6cnDfU5mUxqZ2dH5XJZtVrN9o7Ao9PpqN1ua2pqSkdHR5Z0zc7OSjp1LHNzc1YVIKABjDk8PFQoFFI2m9XR0ZFVJgkGvEx9E4Hxb1s+IPeBmgcvfOUUHTw6OjKZ4+eOjo5ULpdVKpUMNTw+Plaz2TSwpNlsjlRNgsGgGo2GqtWqer2eYrGYjo+PFQwGdXBwYCACAXen0zHbCkr9dcHyNxkwj4MP44EAVRtQZmkolwQYU1NTqtfrajQaVgUCdKnVagoGg5qZmVEsFlOj0VA0GlUikbDAJxgMqlAoWPUWGex0OqpWq3rw4IGk02p/IBBQvV5XJBJRNBr9ir/gXb4OdHmRywf+fD4B+7it4LvZM5DdqakpA0ok2Z97/y2dBtSNRmMksUdPPXDj3zEejxtoODMzo+XlZQtGPZDBGk+W+MwXvX/4TXwhVQX2zQf2rVbL9sQHrDwbPpl3QVc6nY5VzT0Lhe/CZnmQDh/uE7bZ2VmTRX+eHuX/ujUOOp93oZMeEH5WwhoIBMyvoYckpFSzm82mjo+PrbpI7OZtJ3/WbDa1v7+vwWCglZUVSwCxp+yFdCpzT5480b179xQIBPTGG2+M+BJfMRq3b+eJ686VaHhhx5j7sgtCMTs7q1u3bikej+vHP/6xtra27MVnZma0s7Njwrm3t6enT58amkd5MRaLWWUCId3d3dXe3p4SiYTq9boGg4EuXbqkpaUlqxR8/vnnRkPI5/MjJT1fhvpdSvpNCKXfO5SV7zo5OVEwGFQkEjEE+Gc/+5m2trYsOJuenjYBCwaD2t7e1u7urlKplKanp1WpVHR8fKxoNKp8Pm8Ou9PpaHt7W+FwWPF4XPV6XYFAQEtLS1pYWLC9u3fvniKRiNGG2DtPI3mWEH5Te+edljeuyB0oHv8/jlJ2u11tbW1pb29PtVrN6CuS7PcwDpR1u92uJa8Y06OjIx0dHenw8NDkD7mEwtXv943CkUgkDH3gO8YRII+Y817+Pb/J5Z0vz9Jut9XpdNRsNvXgwQP94he/UDQa1bVr15ROp63sGgqF1Gw2dXR0pFqtZnJJdZKAA3rf/v6+6vW6BQDtdttKx+12W5FIRJJUKpX05ptvWgKC8+FzccDjyZPX5Rexd+Of5T+T/cJhkpx55Il3CwaDOjw81OHhoTkRgJNYLKbZ2VmzR8gioEqpVNLx8bH6/b62tra0uLhogTFyWqvVJEn1el0PHjzQ/v6+lpeXVSwWR5Apr6/jyef4Pr7INY4womOSRoI4T5sjgfJOcGZmRrOzs5YMIBNQbX01rdVqqdVqqVKpSJJRspDDdDpt1bOjoyMdHx8rHo/r+vXrdh4eMeWMPaDhk9rn8SPPu8Yr7eyXp4JiS/gz9vDo6GgkYKnX6yNAFVRGEigAPgK+ZrOpvb09s/VTU1PmQ6BXzczM2M+yz0dHRyqVSsrn81paWhqpovmYAEDhm040xj97/Pt84Mci0O10OrbH/Cz2jj/z/rDZbGpjY8MojNFoVIuLi1paWtL8/LxisZi9N9WlUChkdDOSGp+MjT/7s57XVwRfxPKVTgJWgmfsk393EoFgMGhJh9cRSfZnxDjoZL1eV6lUUrvdtiS/0+lY5Za9wE+TtLXbbTUajZFg3u8dz+/tHH/OetZevoiFrWcv+TOfAI0njIPBQM1mU9JpPEyCj4/0lV4AURKUg4MDlUol7ezsKBKJ6PXXX9e1a9c0Pz9vCYQHsvAVVLvHwTFvb7xM/bZ9fJ41caLxrIN6lgMDWVlfX9fGxoYhT8fHx7p06ZKmp6eNewdKPzc3ZyVtjBgIlzeMkUjEskD4byA0zWbTeKY3btxQKpUaMQze6f2u9U0lGeNIy7jw8Zzb29u2d/V6XeFw+Ct7h5OIRCIqFouSZAkEgaMkCyDH9y4QCKjRaBjlir+/dOmSBcqSvrJ3vyswfpF79ywEkc/2SUC73VY+nx9BQRqNhjY3N/X06VMdHx8bv3hmZkaRSMRoAu122/jQ/t84C4JcKD+1Wk2VSsXKviDvkUhEc3NzCgZPOeBra2vKZDIjeuP3xldqvCK/COc7Hhz7z/UJLwkmMgI/V5IymYxRLPi9UChklZxyuayTkxOl02klk0nV63XVajU1Gg0Vi0XF43HbD3QdzjyGjjJxp9NRLBb7CnoDUkQA+Kzgn3d50VUNvmf8bHASBwcHyuVyZmek08B2b29P29vbevr0qba2tlStVq2n7fj42OTJV0d8GR1qQalUUq/X097enjY3N+1nSIDpYSHgazQampqaUqFQ+IrDJZj4ppNYbyfGk5rxZ+Jn+D1PmZqZmVE0GrWKBf/0+301Gg3jeB8dHZl8egrDzMyMqtXqCAhA0nd8fKx8Pm89BycnJyqVSlpdXbVzlGQgAjRdnPA4+PGik41nVTZJurFrweBpnwoJPhV/DwDgO3kXSWo2m0bLC4VCI/rdbDbVbDYt+S+VSta7BHAAF5ygqFKpWOUpl8uN7ANVZfyal4cXuWfjy9tZ/4806nex8wTE/X5/JHmltwJgkCoFQMPh4aF2dnb09OlTs4VffPGFLl26pNdee03Xr19XPB63CiP+lgCz0+loa2vLWBcg3Hwn9uxZOvt1gMEki3MADSex8oEnNisUCpn88Jw862AwSrmiilav19XpdPT06VM9ePDAYpdsNqu1tTU7K5IT5AbUH/nEB/R6PdXrdasg4R/8uzzLxvj3fZF7R2D/LNtHdYMYgyQOG4JNgy2ArHm/SLWp1Wppd3dXGxsbBigHg0H96le/sng5m82abtJ7W61WLTnsdrv2e1SvpCGogS7jL8ZpcWdZEyUa/svGM2BpKFgEXo8fP9aHH36onZ0dtVotJZNJFYtF5fN5awZqNBra29vTF198YUJbKBRMqFutlkql0sghFgoF1et17e/v6/DwUJFIRM1mU9ls1rLeS5cuGTKI4SZYHkcKvu4dv4kkwyPYKAfKCbJHX8uvfvUr7e7uqtVqKZFIqFAoqFgsqtPp6PDw0PaOcthgMFA6nbaSWavV0t7e3ghPMZ/Pm3Gs1+uam5tTs9m0npCjoyMtLy9rZmbGym9wyJ9Vkvw6QXxRaBWKyudhrMcDFgKtdDptTkA6rZT94he/UKfT0SuvvKLBYKBPP/3UZK/ZbKpWq1kjvf/MUChkdCCeAWSh3W4bqkqD82Aw0NbWlgXXnU5H2WzWft+f8dcFYH7vXsTyRpD/99+B0SmXy8b1ZH/D4bCVZNElH4R51C8UCimRSIw0h4LESlIul7OmbvaVRb9Lu91WPB63Xpd8Pm+JHAg37zLeuDb+zufdM58UPivJ4J9araalpSULVKhYNJtNbW5uamNjQ+vr6+Y0acpD3k5OTjQ9Pa1oNGqocSQSMapPq9Ua4TODkAIwwHHmXAaDgR4/fqypqSndvn3bghdkzp//eNI7/q7nXeP7hwPl+3zjKQ3t5XLZAttUKqV4PK7j42NVKhUdHh5a8kmiR9Dt7askq7RTEaKyFgwGVa/XVa1WLeFLJBK6du2a9vb2tLCwMNL7xv4TJPMunsv+IgMWfKBf4/xu3iGXy5keALR0Oh2tr6+rXC7r8PBQU1NTIwEOyRnBG/7aV7+oFFGFABQAYJBkwWAgEDDkuV6va2NjQ9ls1gLE6enpEZ87rlsvOkkbBzyfFbD79/TyQuKxv7+vjY0Ne1eSq3Q6rbW1Nat6QSc7Ojqy72i1Wmo0Grp3756Oj4+1u7urlZUVJRIJzczM6O7du/rwww/VaDTU7XZ19+5dNZtN3bhxQysrK+p2u8pkMpqdnbX9fRbQwRpHoCfdM/+Z2GlAR2IWAt5oNGqVGYJmmplhslC96XQ6ajQa5lsfPXqkarVqAEG9Xlc8Htfy8rKBysgiQx6Q33EZIrBGjv3eeJqVT9q/icV3PovuxvOhd73ecMgRVdz9/X3du3dPu7u7RhlNp9M6OjpSKBQywA5fEQgEtL+/r1QqpZmZGaPPr6+v6+TkRNlsVqlUypKNJ0+eGGBdLpfNVy0sLIz4WPaK9/Cy9SyQ/HnWualTPnD3hpYMaXNzU59++qlt5snJiVKplCRZKVca9iIgiCQlHtXBWczOzho6SjPa4eGh5ufnlUgkbCKVdFrh+OSTT3RycmI8U18Kf9bm+ff7phYHifJ6lIdn3N7e1ueff26NyO12W7FYTJLM2YZCp1OXDg4ODN2ixwWnMhgMLHOdnZ01Z1ur1fTkyRO1Wi2bFFKtVq2R9OjoSA8fPrQzAz0F6R8MBiONgtJXDfyL2kufaPh/SHA85WlnZ0fhcNjQx2azqd3dXdXrdaPRtVotZbNZ421DnYDHzNQI+JEexSRQhMZDIz3yGovFjMoHwri+vq5SqaR4PG4N/JlMRrFYbCSo+DpZPO/ejaN5/DlGj2rZ3t6e7Q2BPciV5y4nEgkdHx9bbwbB1uHhoXZ3d61fqtls6vDw0KgagBCghVCHpCFn2Z8t6DxIliRzar/rvV50sOw/1zu72dlZHRwcWO8OCS5OmWk/yFGlUjHu/OHhocnaOMgAPQ+whWANx350dGR7Dq0nmUxaUBkOh/Xpp5+q1+vp6tWr5rwKhYLZjkkdx2/bp6/7jPFkIxAImC1nSAXIMgkFiS4JGuge9tM7Rkn29wQYBCEkE/Cap6amlEgkrJ8NP/bxxx/bFKtXXnnF9LpUKimVSpk+jNMjfPB/Xt3FHng5G+91QH6oZGH7qdqQdFJtDIVC1gRPIAwtFtmUZHQ1qhkE0lSYoIjyTATXfE6z2dT09LQ2NjYUj8d1+fJlqxwDXowDK/7fL3o9q3oxHqBLQ+oRfpgqJb1A9XrdArOpqSl99NFHarfbpouDwUCbm5s25MEPEtjY2NDjx4/N9waDQW1tbalcLhvAg/8mxqHPCrvw24LkcaBg0gXgSWWb98BWUOmhytDv9w0oItHHBs7OzhrFh4orFTbApJOTE+3v71v1HNAF6iL6in/ndwC8iD/QAz6X9yAJ9qAYz+/tngfJJ12+GsAiLvaULk+v5dlgplQqFe3v79ukUYBn+mtnZ2dHKJIMd/D2ALDhwYMH+vjjjy3JCIfDqtfrtn+ALNCxiI/xP34/xkH5Sda5Ew1f3vMbwCaDuFGm7vV62t7eVrVaNYNO9sv4U1C8/f19nZycmDDTjMuGQxVgM0KhkF566SXry0ilUjo8PNQXX3xhKBUjHzGYGIRxxOCbSDrGgyE/Lg9lxqh7hScQZrJRvV5XKpVSIpEwZw16BEJSKpV0cnJiQRx754NiyrYo5+XLl/X48WPNzc0pmUyqVqvpiy++0PLysk0Gg0aFAeFdnsWZf1F7h5z5zwE1Qc78v5m6dfPmTWUyGbXbbWvSJiGNxWKmmLOzs0Yz4138eDoCbqZ88efIqR9jBxrWbre1v7+vbDarbDarzc1Nzc/P2wjDWCxmFSpQmq+Tk0md8HgQ7vUU40TSJMkM9t7envb39y1YoU+AKhnTyzhzHAwJRLfb1cLCgqamppTJZFStVs1YtdttVavVEe49VSeSY0Y/MoklGAyqVqtZEPMsVHJ8314Uwuc/exy55s+g8PzoRz/SX/zFXxi/uFQqGYLE5LejoyNNT0+rXq9b4I/sQPWksZSBBJ7O5t+N36Oy1m63LXltt9uW4GFDoWdks9mv6NP4Hp438BunDhCkIAceBeXPCSR8NQMklGQYJJDgxNtMnt0Hx3w3qChAFvLH56dSKVWrVRud/sUXXygWiymdTlvzfrFYNNrSeODv3/s8yClBjw/A0Vvk3ffzHR0daWNjQ7dv31Y0GjVqMlQ77AfPValUFAgEbOobZwGKzFQq9Bid9UkC74ds4ZMZ5MKfMRWSXgTs39dVvl90kjuuqz6B8z18rOnpaZOx2dlZ5fN5PXr0SLVaTfF43PSS3tCnT58qEomoUCgokUhYn0C32zXQhMEO2EgfUAO8oN+exvbqq6/anhL/jINR4+9+Hj8LvWacrUBcBXhC1dUH7P3+ac/TL37xC5VKJV2/ft1iOmQEmdzb27P9Q9YDgVMa2UcffWRT4W7duqVer2cVdiaZ0fSdz+dVKBQsAA8EApqbm1MikdDR0ZFdx4AP8036z/Ibk+rss4AaL2vj/VyAIvg+eqOq1aqmp6e1tLSkcrlsiVSlUlG5XLZpooz9LhQKBthTYcI3etBgf3/fZCsSidikSBLczc1Nq0QR9xAj+vc4L3h85kTDB+RsHoYbR4EgQouiqRuDtL29bdSTg4MDLS4uKp1OGx0I3jtIKQkBTWmUbvkOypm9Xk9bW1uGAuBc6HMol8uan5+33/300091+/btEbrBN7WedVC+ccqXIxEC7iDw5VkoVAhesVhUNBpVsVi05KHZbKrRaBiSgPBg5Clv0ktAwL23t2d7gYFstVp6+vSpSqWSlpaWLIi+e/eubt269RV0wP/7Raxxh/us/yZg9nQdGuNv375tZfDj42NNT09ra2vLkF/K/QQmnk9KUy5OuNvtWvMoyCaOg30jyWZqDc8WDAatbwO0kETpWUjbuOxMum/jC8Pn+1HQMUlGk2u1WmasA4GAqtWqpFPqE/olyQYFYKzg0R8fH1tJlx4gkmf2Fc4yDpYkudFoWOBJYzABVSwWUzabHeGUft0enTfge9bnjf85yS2l6Z/+9Kd6/fXXFQicVnP39/fN6eZyuREECkcLcgn4QPJFwMZkEQJrLzdQqLC9DHgIh8M28IG+kVAoZJW28Xd9UTr7dXLnaW7oDYAAzZ9w3bnbhmRpampqhGKGfZRkcgc1rNvtjvRSgdr7HjN0FPS4VqtZRRNaWqPR0JMnT/Txxx9rb29Pb731lp037/N18jVOeTrr/j3L1hG0kiBCSaT3LBAI6MqVKwqHw4Ycn5ycWIDMFK5gMGg9FiQUIK3oLVViquXYCSoX9M6QZNMvBCVrd3fXmlq5K+bw8FCZTMaAlhfpI/wa/9zxoFmSgaP8PRx1fDFI8/HxsR49eqR79+4pk8kolUrZfh8cHIwkfVB4CIrx6fSqQc0F0cev0BvD/jcaDX388cdqNpu6c+eObt++bewNH/T9rveeZN98lQ5KFP+wR7wf1VoAhHK5rJ2dHW1ubto1BOge8rqzs6OPPvpI9+/fV6FQUDweVywW097enlFCt7e31e12bbQ1o8DX1ta0vLxscghFcGVlRY1GwxIggGuoVsSOvJev4vp3P6+P9TaUc/J2nn4m/K8f2IB/kE77ap8+fWoDLPhZAObxHiIqwNhUfOw4eIN8dTodexb+jN6qmZkZ5XI5s73YVKrKv8vf/rb13InGODrqF4pWq9XUbre1urqqQCCgnZ0d/eM//qP29/ft/guyWxo+V1dXlc/njYMryQxjqVQyVIUAAyRYkiUuS0tL1kVPwEhDM4bEjwsbDAb64osv9OMf/1g3btwY6UP4Jrh83rCML4xepVJRq9XS8vKy+v2+Njc39b/+1/9SpVL5SmLFGNbl5WWlUimb2IBQP3782PYyGBxeHBeJREzAyW5XV1dHKBnsPagh/8/nDQYD3b9/Xx988IFu3LhhPEzPnX+Ry/f9jCPMnobRbrdNLjAwvV5PP/rRjyzgo7+FOf0oXTAYND4sPHE+g/OBxuMDdCpCNN5CA8IAcEcJY4hrtZpRjkC0fADuq2nn3Ue/b+PLvwtGhyYx6BI0lHa7XRUKBXNwnoOL46a3AlQEJ4MuEiyzLziocPh0bDWydnh4aH0Ih4eHqlarNlIXm8EwhFQqZQ3jLxog+G2f5wMLkgGMejqd1qeffqpHjx6ZPHJHBlQDKAHoNHJWr9clDS+cRM+pWPi+FoJpklhkDwdBUkg1iKS43+9bDwTBtrd1LwJV/rrlq5IEyBsbG3YHQzAY1Pz8vCqVijY2NoxWAoUMmiyoJrQOHKIfi8me9ft9A6a4h4PPwA9Jp7qC7M3NzanVamljY8Om0wUCAb399tvGsZZk4IyvEp53+cqsR0Z9skFwjw6BVn7++eeqVCpKpVL2OSQWIL6AMciJryjybiT5BCH0WCDvJIQ+cQHVDgQCNvGQ4CoSidjYb/pexqtmL6qa8azP4dn8xCT2ggCYewuQIUbu/+///b/1+PFjo9+S7NOr4u8hQeY8TYfkg98DLJRkexOJRJRMJq1yTuJ89+5dq0iGQiFlMhkbUcwESL+P5wEL8HFUF/AZXq7RMS4NJoaQZHYdpsNvfvMb3bt3z2SNRIW+WU/DYlgLAAvDGADioFNKspiO6wwAwhYXFxUIBCxuQeYBvKGY+or0eJw3yd49q8LkzwQZ43mgkwUCpyOgSdilU/v38ccf6//8n/9j7wVDwA8NYd/xH1Rosf/S8DLKQCCgTCYzkuzMzs6O0MfR4enpadVqNT148EDZbFb9ft96LXu93sj1BsjKs2KLr1tnqmiMbyiKi9OCBoAx3NnZUa1W02effWZBSDQaVTabNTSTz8LATk9Pa3l52QTQjyHFyfK9U1NTyuVyunr1qvF479+/bxxdUGiytp///OfGh/vJT35i9AQUnAP9ulLRpGs8SfPGkL1DeNjXUqmkZrOpu3fvmnJGo1Gl02mjQyFQBDEkHxge7iIBffLTGEKhkHK5nC5dumQGlwAJB0ZiWK/X9Zvf/MaUghuOmV41PT1tgeu4nJx3jVMH/J6SWLJAKUHjOF8Ss7m5OUONUHqemyAQA5jL5SxYISHByRD0EjyxBwSJTCTBuIHW48zS6bT6/b5Vq1Dm8RLueSpEz6qQoJdwMnFiH3744Qj6SEUM1JNAloSYZ/Ij8kgOeH4qaAREh4eH1tczNzdnAQ7yTvDCGR4dHenLL7/U4uKijWCu1WqKRCJKpVI6Ojoyp8P5nXfPxvd9PBDCIJOQUWno90/7cgAFuMsGPZVkyBLPmUwmzU5huEleoUp6jjM0O29DsZEkqyR7yNP09LRefvllLS0t6cGDB9rd3R0ZFYyt4x19xeabQJwJTNiHarWqcrlsfUEk3qC/kgwFBGAi2MbPSDJdxI7x39h00D7AK+xiIBAYAVRarZYNbGBs68nJiebn5y1QAoHExmCXCAReZDXDf5Zv/Cd44hmgyIJMxuNx22cPujBogD40T5/ELkCj9X0rjLNlDDOBs++1wg4QtK6srGhxcdF60wBTPHDDYv/O43Of9bved/B9ntLt+zDQCXr2Hjx4oEqlYjJL1TUcDqtQKKhWq5nPwG/wbj4JJNjk77Gjvj+G5MRX7DjrX//61woGg7p06ZI2Nzf15MkTXblyxfpR6Z07T7KGDfJgqJdF6LK8j59g1mq1VK/XR3qg6N1j33nGZrOpeDyuYrFoPgiZArGnr5Jkl6TE39uEbA4GAyWTSaXTaQMSAM/wy9FoVFtbW2ab8WXj7z/J+rqkln9LQ+oWMQSgElPs0MVms6l79+5ZIkJSQfJLgo+OwUQh4QAQACznHXu9ntHE6Qfx8SDxB895//59bWxsKJVKKZ1O291Xa2trWlhYsFH/vM/z7t2ZEo1nZc1sCP+wGZRjV1ZWtLm5ORLUI6QEsZKsqoBSUsHAIcTjcTOgBLb9ft9eXJIFv81mU9Fo1CYqtdtt7ezs6N/9u3+n//Sf/pNyuZyy2awhfgTXKLzvsPeBy6SK/KzfQ7H9PygmwrS8vKzNzU2bL40hQ6hAoSn58g7JZFKZTMYCXqYfSbKSsBdAgmlPddvf37fmtFKppP/6X/+r/uf//J/K5XIqFot27TyNSlSKCHg8F/K8RhCEzgdCVGBwGj5ATyQSKpVK9nygACBZkkYmRvV6PQuykV+Mq6+yeToggY6nZrAHIPWgrZK0u7ur9fV1TU1N6dVXX/0Kqs27enk7z949y2FTqeD7AoGA3QUSj8etn4UEPZVKWQPZzMyMVSwxWFDEjo+PdXh4aM32vBu8Whp7CRSj0aghr1BjvMED1fvv//2/a39/3yiVnU5HqVTKbs3m3KmWYtw9GnyexR5iTEERCapwqKDm29vbCgaDxj/mZ2noRi9AinA80ql8HRwcmAzRwwGAgP1LpVIjfR2ggCCCtVrNziyTyahSqahQKCgSiWh9fd0qbslk0ipu7Bv250VXdNETT29CtkHkSVoJLDqd08vgGo2G6RpBI2NYsQlMnZI0QqOggkPzI1VjqnagfSDxiUTCprT4plN6uHZ3d21MKTQ/fMZ5k4zxhS3ifUEeAUoqlYpyuZyk0ztn6C8goGf6HvaFgA/bxc9g97GLLGQeesvc3JydHw2qnBdySvDBnQepVMp0hL3mWThP/v2i5G5c7z21kSCes2RsPDaP0dNUaIvFog1FIWmTTgfMRKNRq1ZQFSYB9ToFNUqSySX7Cq2HMyNGYvjFzMyMfvrTn+rx48dKJpN2b9bm5qauXLmixcVFXb582eRj0kXSCJCL7BO0+8qDpBEKdrlc1sbGhu7du6enT58aNZOEX5IF0/ScbG1tGRsFZJ8bqjmzarWqSCSihYUFpVIpA6EODw/V7/eVSqVM9weDwQgwFolElMlkzI7kcjnrgwDsY5FkTaK7xB/Yeg/a+OotwB39KQ8fPjT6NL2hVLoZykPl2ccB2Dwo9cgqsivJaHbEX4PBwAbQALTCaCB5Awik55R7NkjoYDdcuXJFly5d0vLy8ogPep713IkGBtkbA/8y/X5fjx8/1j/8wz/o/fff140bN4xScv36dWsAx6iguKBwOHGmqVDKHgwGVgbDQTcaDUNhIpGIORcUY2pqStVq1S4n8U2DvpG8UChYEhKLxYx77isaLwLZA7Fk73x5UpLxu//xH/9R3/3ud3XlyhUTwEuXLo1ccoZBxzEQSPvMmeTKl68ZiwayjANrNpv2zuMZd7VaHQmW2bvj42PlcjmdnJxoZ2dH0Wj0d2a350k0cOK+udFXthjlyF5S1m40GiNNfDRC+ooDxn8wGM63xnj5Kg0JLEgzjW6DwSmtj8/FKaGEGFl+j2TDj0Jk36jOYPQ9LeGsa3xSFsafpBr929rasqaxL774QltbWxb48W7QSZjgwzPRV+QpJvRecOs8tKxEImFThDCgR0dHRid41ojCarWqjz/+WI8fP1YoFNLKyooFyvTLEPT7auCzKoeTLp5lnCJChRGgBNohP09/AYEtZwLlCbmCv418YCvQUX6nUCgoGo1aJRj0EKQe1I8pYNJpMPP06VN9/PHHmp+fN7SRYRKxWOwrNvxF7Z2vVhNU+GAcFBS9IRnADxD8tlotSyQ5206nY/rH3qKvvqGV4AJ5gRbkuccExaCDOHMuVuQ9ABjoG/TJiOe2+3c/60J/CIzpX+K80TkPUkEjGQwGhrKj9/SgcJYeaCAwgd7D9C2+j8QCGoWXa5ITj2A3m02zGZlMRru7uwaSxWIxq1z1+6dj6zlnnhcZPC+67P21r5zQf7Kzs6Pt7W3t7Oxob29Ph4eH1lNApYgYIp1O22ciX8gsQ1qYFuSfG9SdwSHEJtCkPKDkwSvsaTAYNFkmmeHP2aM33nhDuVzumUDbWRdUKD7D21L2BFn3lSfAZJKjWq1mwBHJKNUxxq8yZS+TyRiTg/cGpUd2OYepqSkVi0UDxqjm9Xo9PXz4UEtLS9Y/SqLH3TtUU1ZXV0f6uQC02NPxRPt5FnYAHzu+f5zt5uam3U/29OlT7e/v2wXK9CuSOADOQZWlygboy15xiTUjlqFqE4d5W8Q9Yeja0dGRVWyJHwEMB4PTia/YUZgOkUhEr776quLxuOnUs1gTX7eeO9FA6Lyj9UFDt3t6U3elUtF//I//0ZqY+v3TCQE0QuFAME6NRsMmNoDa4IQwoKBN0mljTLlcHhl56cvmIIHwkCUZegjySGCZTqcViUR0//59FYtFFYtFc4jPQlkmdb4eKXzW3nU6HRtp9vd///e6evWqCRx7B13H80UJpCmlkT3D26P3gLIbwTZK7CsFJHD0DxAoEwzTUApVhSz58ePHSqfTKhQKz9y78yLLKC1Gjs8iyCJgvXv3rjVbQ5UDVWEoAO/O74dCIbuBnmSU9/VlRX9nBrLOs/kghbOFV07yUqvV7Hc2Nzf185//XGtra5YsTU9Pq1QqWe8Bn3WeoM+jGrwLVS+QHuk0mN/Z2dHc3Jw1KntKEs6Ec200GuZ4kA8/UhP0nWCOQBPaH+X3ZrNp+wV6Nl5RhPuMjhwcHEiSXexEUM7FY+P86PPSWPg35wAggl3xevz48WOb+uN1CccHtRSkLRwO270tjUZD+/v7I0BOMBhUKpVSOBxWOp22cjiUAqpD8O2xrVQBAoGAarWaBoOB/umf/kk/+MEPrAJaLBbV6/Us2KQizHc/q3L9vMtXMqWhTBCcARyxh9FoVL1ezwI8kixJ9v+eXsaZ+klbfD6VHBwotozgmEoGn0Xvhg9oeD7sJRUo7kDg84rF4gjFdPy9J1kegPLBKFUdQB7kpNPpGB2OpBZAhASARYUVWeHvvF2Ix+NGUyZgwUeRBFIlYZ9Bw6XhxK1u93Tq4Y9//GO9//77NqyAyTrRaFTJZPIrAZpPaM66PBDqfY6311TvoXuFw2EtLCxYNQhbdnR0pFQqZX0uHlEmlsAe+mosiTR6ybAVLt9kL5E3gkh+lqQCOQBp9hOpJOnBgwd69OiRbt68aZ99lqBvfGF/x6ep+aojcukZF8fHx6rVatrY2LCxtsQtgAvYLO5z6Xa71gtJcIve4S99Dx9+GtsOhdJX437+859rbm5O2WxWS0tLymQyBiJQvRsMBioUCtrb2/sKoCUNh6ScZY3Lm/8HsBAGSb1et4sF5+fnrWrtYwp6+XyvD8kYtHXsFuCuPw8qhn6/vP/0FSNswfifz83NWTKHzT4+Pta9e/d048YNvfzyy0bhPYt/PVOiwT/eoHqEE9pOv9/Xw4cPFYvFtLi4aBchgW5iFOF2drtdu2CNF4ZjnEqltLq6apN+Tk5ORzWS3VFS47CYe02pmGyVMiVBUDQatUSFv5eGFzBxqD57n3SxbxgaPlsaTrIhoOh2u3r69Kni8biNzbt8+bLC4dNxqlRqfH8B6IB/RhAVLt3DKdD05ykbcMA5m0AgYAaDbLnXO73QiovrvOGhJA29i8TgRewdRtc7V74T2alWq6rValpfXzf0qFwuW+Mwe42zJUj2CBPoB2gKSCnVJGQNOZ+ZmbFyNgaa5lSQR5QZDvDMzIy2t7f1j//4j3rttdf0J3/yJzZh5/Hjx0qlUnrjjTe+ErBMsn/jiQolUoI1DC0TUsrlssmgNLysCaSUZBQEGBoV55xMJiXJmj3ZBwwnTbieIoVBJKAMBoNmG0C2cPSU6jud08sP0+m0IdW+KZWEFIf/IpY3qtg/gJLDw0PVajXt7u7q4OBA9XrdKgrw6uHNFwoFpdNpu9QMzj9oFLKJfaLKSmCWyWRG+jz8GY0ntEw343k//PBDHR0dmW3kboW1tTUtLS2ZjozLzqT7xb+9jQVwQcc4X4IWqtn0ABD8QPFkXz1NFOAFO8oesj++b4ym6Ha7bfouyaoc2EHOgHGsBOXZbNZ6kSKRiNLptAEL4zTYSRZ7TpCJPhCAQwUD4d7d3dX9+/e1vb1tiQCVbQIOX6XAzxDskqxC/YxGowYm8TsEfPv7+wYw4Dt8YoCdDQROLxEjAf7ss88UDof1+PFjo3lw7oBdBJrnpU756g3/jw0C2c1ms4YuSzJqFKg8trperyufzxswgE5A1SQ5QJ6hsfC9xEQg+ugXSZ7vVwKIwG9wPlDI8atTU1NGwfnJT36iK1eu6PXXXzfZOM/+YZthR0hDsMqDfewvFdu7d+/aFFEq2CRt8Xhc0WjU5IbKRDwet+9iCAiX/8FAgeq8vb2tQCCgpaUlzc7OjvQ1kJDQsA9wCL3n8ePHunr1qhYXF21McDweV7VaHaG0SRqxf8+7vEwga8gxuhaLxbS0tKRqtart7W0DJWCo+L0BbJE0clGjJAM12Gd6lkk28IWcJb8XDAbNf6NzLPYMcBof72UafW+32/rpT3+qK1eu2GQvKu7Ps840dconGigHAUskErHuf9ChTqdjfGWCGII4gjecXqfTsQoIqGo2m9Xi4qIWFhZGUBVJRo/CmYK+EODEYjHNz8+bU19fX7fqSTKZVCKR0EcffaTbt2+PoGS8E4E0pS2PNk6y/N55/i8Bb7FYVDA4vJ315OREe3t7ymQyRkdBwTx1rFKpWIWBxT0YhUJB2Wz2K9WZcDhsDgtj4pHEaDSqfD6vWCymw8NDra+v223bqVRK0WhUn3zyiV555RXjo+JAcFZk0SjjpCVxT2PD8ZHUEPxTtoezSfUMBI39BA2EY8qdA9zAyc3eUK3gKvKd0jAI8E4BVAZDw7vC44biQYK0u7urDz/80Dj9OJSbN2/aOY1TCiaRt0AgYAGAR/u9wwgGg7py5YrK5bKhlT5Q5/l4H5wmU2m63a6dOYbMVzwIKunj6Pf7Jv8E03NzcyoUCiO9Ud1u1xwWgXqz2VQ6nbbg21eZ6Ddgv84TLPv9pjLiHQhVHW79/uijj1QqlYxjzb4TlCQSCaXTaXt2qkU423a7bTxk//vhcNjsVTKZNNkCoPEUSs6SYJPvZ9rZP//zP1uC12w2NTc3p6tXryqZTCqbzY6g1z7YmGTvvL3xFU6cF8EWOkWlwTtVSRZw+D2XZPrEPg0Gg5EL5jgzLwv0uaHrgAQERwTiINTYsGazaRSbWq1mATfIvw/ECJjPu/g8fKwPiqhEbWxs6NGjRyZ3BCCpVMoAAcAmGmX5XCrgUMlIwvhuEg2SEhBWaIJULUBR+QyoU9i5VqulX//617Yv9GTG43HVajUDeZBh5HaSRaDMOUmjE6cANh48eKBf/vKXNtwkHo8rmUzatCN/f5CfEMd0PACQ6elp6xOTZKgz/gY7yvsBioHqU03z8oOP834T4IbEkz3e3t7Wb37zGy0uLpoPm9TeIfvoKHtJNZKY4+joyO59ajQa2tra0v7+vrrdrlFlSfyx+zwTVUzkERvjk1d8yfT0tAExTBrt9XoGyqED9Bkx5KDb7Rprod1uq1KpqFaraXNzU71eT4uLi7p+/brm5uYMSJSG/VBnXT5uJCbzACvvuLm5qUePHumLL76QNNSfbrdr1ZlEImF0KChQ6B+2hd5j/g4QAPnzIEAgEDA76xkDVJABAvg7QGh0kV41D7oCbKysrBgY9o0kGuOlJrJ6Zmd3Oh2bqEP2tb29rXa7bQ05fqSjL2mS6YEA5HI5ra2t2Sg36bQfgcCPLA7UCiQGXmk6nTY+GZfvYFA51O3tbf3d3/2dQqGQ/uzP/swuDOR9pWGgwbNNssY5vARoBAJcTJhMJm1/aLRqt9uGMiMQ/D4GCKGRZCXElZUVJZNJC/bIftk7gjT2mwAon89bw6kk209QfBCK7e1t/Zf/8l8UCoX0rW99yxwTyzv7SZ2HJFMKAlmSBjiyvV5PuVzOmj1RGLj8ZOme20zFBsSZs8FZkkhQBaC/BTnwo1sJzlH6brdr5XeP3oHQIA+tVkv3799XIBBQOp1WPp83eYjFYqbwk8rceKDNGfBvEjXkEJRiZ2dnhB6A/BA4QMuBsoTBBL3B6fBnyLNHjAhmEomEofWeIkgQzb57rjy6AZoP2owBfRHIqHf6vjJCkO/HOeI4mVbE3kgynWFqD4GPny7DGRCI+Uqh580SWJPASbIkjHMFJcUJ+SSRsj0yhsOCkgkF47xVIJ4bfeKdODecV6VSsQlmBMo4WJw1Os8ZeMoY74kewr+WhvaWz6AXhc+AZuf7rNBhgj58S61WU7Va1f/9v/9X5XLZbC16m06nLanz8jPJ4ryQO3/HhadkeuCGBMpThbFTJEuglB5l59/IKxV/5NMDHsg8QJgfYuCrasgdny/JAhVsLlUggiZ+FxR/0gWF5969e6pUKqabIMXIYb1e197enskoz0l/AbLkR7fOzMxYszGxjW+mxcdIo0M8fAJB4M0Z9vv9EUocIKnvzyHBQ44BdNizJ0+eaHt7W2tra9YnOMnyMkeiQ4UZQLfRaOj+/ftKJBLq90+btbn/Ip/PjwTu0pCSh80h0fDTkvgH4MVXTdg3KnO1Ws0qjlxcB/PFI/yDwSkVmaSkXC5rd3fXeg2Oj49VKBTsnQi0JwFCsQ+7u7sGluM7pdELaLe3t41OjX9gj1jYc0ADwDPvf7E/vgWAz+PniFXpw+TdGMzg5ZXYCBAIkB+Qhu/ATt6/f18LCwtaWFj4yl1Wv22dKQL06DcBULlc1vr6uiKRiN2gipOBm+Y5/gSrNJkhXJ7LOzc3p1wup0wmY1mdbxyEP0lVBGOBQjJCLRqNGkpIYCPJLgTsdrv64IMPtLa2ZskP5Vzel3GW5ymJozigZaAHpVJJ29vbisVidiMmCkdQx/QOlInKBUrsqTwgL6lUyn6OhIyEgqSFwJsELxw+neMdi8XsUjacxOzsrHFqa7WaXYr3z//8z1pYWNArr7xiKIw/CzLk8+wdn8UeokQE+Fz8A6rh+09oBPe/T4AH4uEdBEZLklU0oKmNB0B+cgsoF8vzwyXZ3vIZJHxc1MbCAFMZIBmYxIGA9OLkMTboE/JHwMfZUr4l8eRZjo+PR/ix7B0oOxUsysKcP06Z8jB8YxKMRCJh3HD0zQc6oLkMMtja2tKjR4+Uy+UM7fYJ0/HxsTWJTxo0+4DPB/IgspIMWaTqQCKKQ2Dx3FTLPMBAk58fF0pg6YMPSWY3sFGeLoq84TA99QJZJYhgP6lqUuXwXGN+bpKFfhGwYKOwGdIpMvab3/xG5XLZ+No8B/LJJX4ehKJ5UtJIT46nKfrKMeAKCCpVZIYPYAPRExpF0YVGo2EJ5eeff65qtaqrV68qEAhoa2vLhh54nj7PP8nyv0cARNWl2Wxqd3dX0jCRQh+xdwQ4gADYMwI0AiFsFZMIPZ9ckukfgQvIK3xzT7f1Q0cA/PgeKqC+OsI7+mqIr4JNundMP9rY2LCYgISnVqspFouNDJIAhOPf/CyBLzLDImgjKca++4QCWim+mL0hiMfPYtsI8rCd+BtJ9rsMQ8hkMrb/iURC4XBYyWTSeiWlyS+KxKehI77/CWYAf/7555+bbaKS7/t/YIAAdBBM4w+kYezC3nFrOvsYCoWsWkg1jH4MWB0+9uHZ2SOCf0agB4NB3bp1S9ls1s4sFotZhdSDN2dZUFEB5+gPJvlnohaU7Lm5OauqepDJ93liR9A3P3jBJ3/4Vs+2GdclD5wgH0yz8lRRKKkMa0J+6dVikhzPPxgMrML3vEDoRFAzguk76pPJpH72s59pb2/PaE+xWMyyfmYoc7Oy57x7pJ8JSaAeOF2cEY1+9CcQCFFOmp6eHik3ETji+BqNhkqlks15Pjk5UaFQUDKZtIZc31l/3iBZGuXMoUgnJyfa2NhQqVRSOp3WL37xC7tRlbGFGBaoDvRHIKDesOBUQFY98uwbItk/hA1UDwTbOx1PF2JedqlUGqHAMGqUzxxPCkDZJkXmfaM1BqfXOx0F2mg0tLCwoIODAz18+FClUskCELjHfLfP4kHpCH6r1artDRUi0AouKAIB9QgMyiYNy6EgXuw5zw1C4fnPnIF0OqLy29/+tgVeOG6Pcp9lsU8+OeLM+v3TsbKPHj3SxsaGtra2RlBQf8NqMDi8SZgEH8QQCgvGlWAah02iCnJEkMiFfslk0u4l8Jdh4bBIkOPx+Aid7OOPP9bCwoLRBTC6nD1GdhLeLYukgMA/EDhtrr5//77a7bbm5+dt4gxnyHkOBgOb7uarjh4tJnAhcUNGJFkFBGSJxAB59bQpeqs8YMDZEDB5mhs6jaNLJBIjAapHFifdN0mWvHAvwa9//WujyX3xxRfa3t42fWRvQM1JOJF7knNs1Hg1F73DTmN/CHD53W63a1VvwC1pqCvsJ0ECuo/OAqhls9mRS+gYtQl1y9MUz7IIMrF36GAgcMpVX19fNzkAefc0F4JqEixPb+D9eEboQfg7gm6CYj8ymKo08gMYgQySEOI78MUgzlBCJBnljGqm37dJbZ0kZTIZ3bx5U8Vi0RrPS6WStra2rDLA+NNms6l6vW5V7enpaaMoM30Le+mrZp5tAJPCo+/w7vGf2HmPZINQS7J3R/6wXQC5VMkJOOmLk6R0Oq3r16/bBC+C90nW+O8RoB4dHWlnZ8eAXmxfLpezASr0SAIiQJEl/sAHezo6suKTfPop8bGSbCQrILQHeQBZAoGAAbEkPQTL6Ar9VsVi0aq4MD/K5fLElbSZmRllMpmRSVEk+PStEHeSnIbD4ZHhAOgmvg1ZGwwG1nMH4Ihu+V4kYkAmcXkmDjEzvhdZ9UwW3yvF2UuyOJx4neRmdXXVGu6/kYqGz4o8X3lvb0//7//9P21sbNi87KtXrxr9gwlSTIahCbvT6ZgC4oAl2RQlNprEQTp1jpQ+mWLgAyGMsueqkdFKsmYvAh/PIWTU7d7eniEGGBIy0vPQWNg7aTh/eWdnRz/5yU+0u7urWq2mTCajS5cumXLBrQWlh7/H3kmyQMhntoPBsNkTw8X7lstlVSqVkfnfKCV7jPNg7wKBU65yuVw2B+RLpfPz85qamlK5XLabYXFSTJ2YFG3xpVTOt9Vq6cmTJ9rb27OzfvLkiQW8oD04aqpFkgyJ5908dcpXiRgviIIT9BHsSMMJO+ydL2vzzjw/lD2SE9AYqkAY2sFglG8+CXdUGvYbEfSTpFG6xwDhEOAfQ6PCAErDOeskTVCH4Bn7ZJ/vxaATmOBUCH5xKBhEXxkhICDhw/nPzs6q0Wjogw8+MIRqMBhYlQ7DiQGflLLHuXE2nPfh4aFdmkW1DN40jd4EqJTAkQdoEzg1PptkjkS23+9bLweVDygH/A4O3k+t8p/DPSXpdNpkLRAIjEwM63RO7yRZWFiwMyBIIpGZZBEUMLYSGfvyyy/V653OiZjPz14AAQAASURBVKfCw97QK4Ce+CQAnfQ0FIJA36PigxrkDDvrnSF7iK7yOQAlBOP+wj5+ln6weDxuQQOAhkdwz0Od4h19kiqdJkMbGxsmcyRN9Jr4YQAEs8gPSSi6hU8dDAZWJacCTODn5YFgCdoaPSpUmdB/gmt0ncCcxIXAb25uzhgOvC9o+qQJLvfMEMxXKhVtbm7axEHuyIB2Q3DswUlJI0mFNEpvwRb4qjPnAwLPZbDj9GgAGaqYfBcVShIKbDZ2BbnmokQv/9VqVXfv3tW1a9esOjWp3HFmPFc0GlWlUtGjR4+0vr5uoAqMB2l4DxrB82AwsMEEsAAIaunvJJHHViOT2Hzff0oFk4QZuhDBNxVE2AnIUL/fN7CMuOfevXsWp2Bf8HuTyhy0cvaQKh7fCV0KBg2y4asPPhmXhvfJkRwABnuqJHECABK9oNhMT/1G/6l4kiACBPkKGz6YSj3AkAcNQqGQ3c0EJfV51pkSDZycpzRks1kFAgGrBmQyGRtXi7LwAvQCpFIpHRwcWBDtg2GcIHP52Tycn585zyQW6BcewafxCodGcMwmg+qS4XW7p2PXPv30U83OzurGjRsjyQXCMclCATyNCBrTYDDQ7u6upqenra/EUzcwgmTs7B0BGOeCQaR3AQfrS+C+1J1Kpazq5Ll+ONjDw0NLGHyghKJiYHwm/tlnn2l2dlY3b94cCbJ9yfysywfsvsQN9/bjjz+2c+FMqZQhcwQwNF1x6/d4Mul5kLVabaTRCmdAIEQgyO/jBDw6AWI4juJh5ILBoAUvGPLDw0NJGkELJk1wMSCSzNBFIhEzfgT4niqA3noqCEgSVQdkJJFIjDSQJZNJHR4ejiQOyBtIr2+895PN0JFgMGhDIXzpnYQoEomoXq/rH/7hH/Snf/qnCoVC2tjY0GuvvTbSkzTOmz/r8oYXXUokEsrn83bhF/xtkHMaxAnGkC8ADVAsZAhEU5JNdAOV8wE/8l+v10foVn46E0lsoVCwiWjcP0GSUSqVDCzwThc7ia0c76mZZHm7AF2WCW4k7pw9IBPP0+v1bDQmsu8DZ4Jm/Md4YEjQO05jIhjwSJ8km4DIcAxJFvzApw8Ggwaetdtto01he9Bzn5iedfG8BLZUugDnMpmMHj9+bAEyck6SE4lEDFCRhncskShRMSOZ4HfQQ5LjXq9nPpY9AMnnPKAfpdNps28EiCQWUFyxaY1GY+RiNsAykPvxpPAsi8/kPSKRiC5dumQApx/hjJw3Gg0dHByY7EOpIVnh7PHbHnijD43P9T1YJNnIinRK7SLwQ2Z9ogqCjPxg+3yFhyqldKqj3P+1vLxsTeOTLPwcz0/wCY313r17liBC+8H+kKDSI5dIJNRut80/Urmnis1IXOyzbzYmOGafsGvIqt8TYh78LUE0U8IkmZ6EQiGj3F6/ft18NoEy5zDpIjgPBE57gJl8SpJN3ITd57k822OcMkd8QsyBTSHBxX551gkVFEmW9BKDUTHzPWo+vmRfqSbzLACIDFiAMlosFkeq4b9Txs66qTgH6VRAb968qXfffdeSgEQiYcYLRM+Px4zH41pdXVU8HjfaxuHhoSFEnlNMAgBH3DdL8bLFYnHkttx6va6trS0dHBxod3fXMmECJw6Izw8Gg9re3tZnn32mUOh0KkU8HteVK1dGAj1frppkESTzPjMzM7p165a2trYsCcKh0HQmyfo0UPSVlRXNzc2NXAIDtQfhAUUkAwWtI1NNJBJWSqRKIsmCxEqlou3tbTO+XlgJXnm+arWqR48eKRAI2J0a7B3KMSkqz8L4cvbhcFhXr17V06dP9ejRoxGF4Wx9QMe7w3elUoEx4+4K0BSPiJPchcNha2Q8Pj42g0vgzfdgNJEzEDPvSNlXnpPn+eSTTxQMBlUoFJTP581ITuJAQEORh1qtpq2tLasUVioVa/4vlUojTp4AmJtUcSjoKRU+AmKqPCDvOAvQdhw1Z4k9aLfbdsEThpokl/3js3Hg8EUfP36ser2ubDar27dvm/1JJpOmC+cJljkfTwXkVnKqe+gsCRwJBegtCCroFE7AU2Qk2efiyJEXKkFUIvf29ux2a6oFfA666ek0PqjmvhSm3kjShx9+aNSB1dVVvf/++yP6PunC1mPrUqmUrl27ZrfPkqDiiAFCkHfp1GaAeoKk47QJsr2+ekoY/0AFwonys+NDRKCGUjnGGXP2kqxKREUZnwPlyyeSk1IxPKLI2QJiEHB4iifJLCAH1CMSL6qO0rCyTBATCASM38/PQHMGJQVhPjg4MHvP3sBO8L0XgIRUaAmqua+l3+9rY2NDv/71r+0dAoGALl++bOdznmoQtp/noL8AdNxPGsM2QTnGrgCuwX7gc0hYSH490st3c+7sFfEKtoSqga+6SsOJTPgKzoReNypB0jCglKTLly/rT/7kTyzZOw8gReCPj/XUG24x9/rIuTLdzMshvpi99IlbIBCw3lsq4yQY7BV7CDCMPSE2gsZNgkFVCN+Bb0YvsTWbm5tKJpMKh8N2Yam/lHcSmfP0L8ad37t3T/v7+1+Zxkji72MoEg8AF78PUP5IxEm2kCc/SAT2gO9blIYVEpILfDQ0Z8B/D27ws1QCqf5Fo1GtrKzoW9/6lvXsPm+CdqabwfkHR9br9ZRMJvVnf/ZnCoVC+vzzz3V8fGzTJChRVioVC8Da7bZxvvwFXh7l9RsMP9GXt2OxmPL5vHEFQWxQDAzFzs6OKR/oNoYcZ39ycqInT57oP/yH/2Dl3Nu3b3+F93seVN5TabwQZLNZff/739fU1JTu379v018kGbf54ODAHAN7ByqMQfAGDgMOZQJnTqbM6Foavtk7kjqqSbu7uyOlVG6HZO8op29uburv/u7vlEwmLQD1VCmCtEmXF2SUDMSkUCjo008/lSRTaI9sHh0dKR6P2yhHlNtP8iHo9zQf6CfS0AlQRsTheNoUCJVPNDCgyDVyx2hSAiCSERJiRhP75uhJecsgFPw3gSpoYz6fV7FY1NzcnE0+w9DRB0W5n0Sf/hQMH0YTY0XAgNH19AmayUC1vQMnSDo8PLTgHB2ENkg1Cge2vb2taDSqpaUl6xOSNDIVZ5KFAyDR8NWpXC5n1QPkmn3jwj5uoCdwQx6RG96NHqdYLDZCj2L/2btqtWqULC7d4zNwvnwGn+kDz83NTbMjkgyp/dGPfqT/8T/+h4rFov7iL/5C77//vlUSxqfIPO8iYCKxoqJRLBYVDoeteovtIWknOGQaFs7OO1PkAd3yfSnw67HT6B176OWBhJlKGkMKPJJIMAhqx/1Lnn/vaVIEa55aOYncYYf5XP5NEEyShd+k0tfv942Chux6SqenRGB/sOfsBTRnKjwEygzeoKrjqRReB7CPUD+ROWQVlP/BgweamZnR4uKiXnvtNb300ktGwZpU7jxgs7u7q42NDVUqFVWrVdMRXzmARoi9R07D4bDJEQNRSPqw8fybPcXvIqckztLwLh1oppwpttDTnQHHkGf6DfCrAFrBYNDuiygUCmbnJ0Xlsc8e8EGeuDOGiZzYukqlolKppEwmo2q1atPXeH90D7sHMAIt11MDmRJJQg36jg5HIhFr9A6HT+8To4cPyhSJkW+O39vbs96FdDptzeS3b99WKpUyMM9X/s+yeL92u63d3V2tr6/bXUo+tsrlcnYHiKclYpN8Dyo2hj30/p+f8VVu+hk9wMr3UkUhnqYixGd6OhTgNkkiwATT1QAVqU4T/z1vP9pEN4ODTBwcHFg/RjKZ1OrqqtEsmE7kAzj48ZT5QKq4NRjHUiqVLJvHAJGZhUIho0zh7FF+hMbTvGjo47Mo6UGtISgqlUoKBAJ67bXX9PLLL9v7elTrPPQfBAGq1P7+vi5duqTZ2VmlUiktLy8bcgyNhgDWT/mB30nyQRWEANwnJqBzPEMoFFIikRgZX4uws2e+LMlUGriRnBsOixIq5forV67o+vXrI9UfMv5J9w5FkIZNavBv6/W6isWiNeGBamDoofDgOPks0AVkBvTDT4HwHFkqdCDMVD+8svvfJ4DhH5bfExLJWq2mXq9n8+/5fKovnj54luWTDNDLubk51Wo1c7Q4Rio6u7u7hmjiKMeb8XFmcGBx0FDTvPHxBoskVzpNGEGSCDCDwaDRuXh+nDATqpaXl62plADh1q1bunbtmpLJpCFa4XDYer0mWdgUXyWAvz41NaVcLmd3tFSrVXM2yB3JYzgcNjoXSCVBCzoKzdT3l0lDOg90KTjeUErZR6bpQYWkvwMnwRRAbB2fS7LBLcj0DqFrkzY0Y3M4c09PzOVyVgnyQT7AExQc9ouz8J9BQsH+EdwTnBDYwA/nH6pOvB+6Br/b07XGKyw0+AOwSMP7LLCLUDewnZMsQDZPseV+ABqwCbaYUIge4Jd5R+SM4BrbCXiGPCCrgAL+jhj8M0kYCSD6iG/2HHt8VKlUGqEeeX53r9czmiB2zk/imWRtbm7auFUGlkDtRqcASAKBgFWq6Sdg/5iUOd4jN06/wr6SmGLTSPywXei0DyQ9eAGiDJjnq7Gey0+8RKILcwTq1XkSDXTL6yzxBFUIZJvEi/6wo6MjPXnyRAcHB2br8AEExSRKXr8kGfAGCCXJ9g/QjX9DufMJHT1onsIKID01NaXDw0Pt7u4agLW1taXd3V07t0wmY7o7yd5tbm6qVqsZoM73ch0AVWmSTPbY77fvx/BUSMBOwHF8JQkn8soFzsjAeDV6MBgOUyF5ASxAvvk+FpQ/4mmocVwMDatBev5JZ2fyxAj8ycmJHj9+bHzRmzdvmnEaDAZ23bov5bI5rVZL+/v7JtA4l2QyqZmZGRNgECsE2ysmxh1DJ50GzLFYzBwKDshPKqHagXFEwHyzzNraml2xzgF4ZPM8iyxwa2tLDx8+1PHxsa5fv27lcALQw8NDo3UhWGTslLFBQBOJxEjTsw/gfBkOY05PBuVZzsRPBfH9ISAMJGS+eZy9o/y8srJimS/GgiBnUhqLb9by/To7OztmRDBSGF2qFwQmnmMLPxJUCU4u9wnw7ASXOHeCZu+kufdB0sjkDB/kk4zgRH1VxaP26Fa329XW1pZN0kB2z7qQfwzS3NycMpmM1tfXbaIWAR0NYrwbz+nL9Cz4ppw/vSdQ8nyQh9xKMruBY8VxgiCyf/BmCQYIxovFonHCafqnjHv58mWjNPgJQpMGy9JoXwyJX7VatcuXoFWA4LIYNyrJnK0PBLA1voztqxoE0MgFQRJVOK+bADT0djGtimcnKCexGKdFwPtfWVnRe++9Z889aQWN9+90OhZU+elZXDxIMIlOHh0dGQ3H2w7sH8i776nwlAWAJOgvBDPjPQB+ahD9LR4FZE883dIHRR75LJVK5oAJEqjC8L1nXSQ0fF+/fzowpNvtam9vT59++qlKpdKIfyQhYb+pgvKs2G+CGHTPB734ZiopnAFyyO8kk0mlUimb0kgDNAkjesC5sS8+iGXAC0nUm2++adRd34Nw1vXkyRNtbW1Zn0m73bYpjdIQtceekcARaIEwI0/YSBIw7BQBIDrEOdCjQtWGeIH35lx8hRkkmTiI/UaekYVnVVj7/b4lc4Agk+qtD26RAz/lyPP+qYwTbBKUkqQCQGFvsEnIiO+b8onpzMyMxWskJ/ifZrNpQJannVLp5lmmpqa0v7+vUqlko3/pLYXu6ivB+/v7+sEPfnCuCiR2B7sxDtaiF57m6kF7no24jZ+jggm4hV7yGSTDjKQliaYiiJ9l39F/ztv7Rs6euMaDw1A2iQugzdFf/MITDZ+lo1zNZlO/+tWvtL6+rlKpZBdrEUSM8+5AYDBAVCfI3FBiMmDfMS8NUQUCKAwpQTkosy99JhIJCz74N5mav2WxWCwql8up2WzqJz/5ib773e9aJoixnjTRYO/YG/h4n376qTY3N43OIsmSMjJ3qBQnJyc2A5l38L0pGC3PB/SlMQSX4IcyGBk3fGc/apOsl/NG6Nk7BDaTySiTyajT6eiXv/ylvvOd79joQrLxSfmjKASfhUNPp9Pa2NiwIBw009OXQJr8Z3kKAXuGo/XOlZ6hfD5v58UIREnWDIisQzchaUNXpNPEiMSbsYpUQfz5kDA2Gg1zhJOiLR69Q35yuZzS6bQePnxovH2QRACCw8NDM3b826NykkzfPKcex4jcMBFqf3/fgkbod3B+eU5/j4SfMkU1iTPzQYB0aoyLxaLy+fxIckNyOik6yrn5xGtzc1OtVkuffPKJvvjiCwtMCVx4L2wXRptgcHyhuz5BIDgC6WXMNwMOaPL2qKmnEvrv8lOCcDo8DxUEAv3Lly8rm81aJeQ8NFHOEbtKQIVTIgiVhhPuQCQDgYDZI09/wudQ2SEglIYBuZ/QA6/ey+zc3JzK5fIIPQnUDuCEf0ARoeh1u12jw4HwkST6Jk1s76S2zjfhB4NBVSoVPXz4UL1eT/fv39dnn31mNhlkknPkdwnaO52O9ft40MOPzCWwhJLLpDj2nSZQT8/lLPmH58U/4CuwaeM6iE2enZ3V4uKi5ufnLfgDHJlkkWDiI9rttlVIPV0TpkSv17P+RHpfSJqogPnmdvYcChZ76ulCgJXYcJ8ckOx6uaGqx54S5GHDkCPOB6AMCtA4rWtSufMVa54VulSxWDQ/AbUO2wWA4SuL6AG6QJyAjYdih6xAm6Q3gCoT9HfiG0nmWwBzsAtUUZBT6MyJREILCwvWnwZw/ejRI7PbwWBQN27csDvWzrJILgKBgDW5cyYwBoLBoIFEvC+BPXaP/hefgBCHcDbSEOzwMoe9wudhXz19CruIfLBXyBxn7/ucYIgkEgl7P/S0VqvZtMLnXWeuaPCiCwsLOjo6sg57ykcERZ7XyQ2/lLGlYc8EiDx3a/hMi3IkCKYfjUnpOhQKmXEkMYHHDJLPBU3wyEGrV1dXLcDi2ZeWlqyh6M6dO5YReoRhksXvh0Ihzc/P24zqUqlkNBqMtB9XRjJEsIjjRYlJzOBE+yyTgAzqD0kaQSbJGQ4eg+yrRwSZBKPwKZeWlgzVp2mYKR8ffPCBbt68KUkjl2UxCu6s+0awIsnKtR65Qp6glXFe9LP4JA+qnkc0MYCeroNT8FU5AhSUkuciQR53HgSbnAWBDQ38BFqeFggtgWrVzMyMneNZFo6NgJty++LionZ3d3VwcGA6BCJ3eHio/f19M/7+5lQCE5wsaMrx8bHNEvc3PUMpAvXk3Rh/jLyenJyoXC6PNKNx7hhO9MaDCiQl7C/6tLOzY3zhSatoyI90avOePn2qf/qnf9LGxoaOj49twh3PATUtk8kYagsqR0BLEMHne567p6ohE/w3yQCTuPhvaVi1Yl8ODw/NSUvDSX0APuFw2AIWAia48v6CyfNUIMeDJbjVcIVJFgaDgdkNj9xCDyFgBolm3zzHGX3zfmmc2sl78TMEgwRVBJroMdUXKu3sxcHBgaGO09PTOjo6Uj6ftyB0a2vLmrNPTk40Pz9/5r3zQSk9SD/72c+0s7NjvHySUKragD3NZlONRmPER2GvPOKNPPKOHkwgAMQeEBDTy0Ygx88QDEmywJDzAFwApcbvsN/0CtJLCRVr0oWd3N3dtd4oEnN6lFKplE3B6nQ6isfjWlhYsPcGPEBGqPLjd6naAoqSbCBnxArSMCEj+eMeLPp9BoOBBbvImNcDkjV0gvPET1AtpooMMDnJwt6AzJOQcUGkdGrTt7e3zdbF43GjahOfpdNpe5Z8Pj8yihaAlCEBfC98f2jJnU5HyWTSAAW/p6DrwWDQ7vLCF2OHPQiKLsK2waewz+VyWQ8fPlQoFFIul9Pbb799pn0jftrf3x+5HTwYDGpvb89ARyYFAmigSyQY2CGSbA9ekAywkCl+Bj31wBBJNMme3wv6NcaTX3SZv+v1eiPxIxUqzpsEyz/bb1vPnWh4g47Ry+VyRikIBALK5XI6Pj7Wzs6O8ebh5YGc+uCATSIzRJEw3nAEcRo4ZPo+PC0nGAxaxYLxj3BBCY4ReioY2WxWR0dH2tvbMyf993//94Y63Lp1y0qvfNckC4XAYdLUWq/XVS6XjW/o7/kYDIa3L0Id8I1yfooAvDkcuC8D4xgIapjYQNZL4MZ+QSGShvxeBA9BnJ+fVyaTUa1W087OjlGI/vN//s+amprSD3/4Q83PzyuVSkkaHbN61kWVjISAXggUmmSS0W7QJ0DkQFU5U2gNBG0gXVQZKKtiFJA7EByCNk8J9P0gkgzVIpghmPQoCv+GLkey7gMrULlJkHn0giQBVJ4mf5w/SIyf8U7yTTLg6RjQMGjCCwQCdtEkzg798w3BJGIs+hcwxtAavNPgHNhLAqxut2sjM7/44gs7v8PDQ6VSKasQTEqdGk/S9vb2dP/+fT19+lTz8/Nmy0C2CdK4kRx9gn9MpQW0CL3ytDp+jj1CRyXZGUqnTgSb5OkW9HGRwIB6IZsemUW+otGoVd/8+fJzkyySSILORqOhcDhs/Ui+goouSacXrvmKFMG/D1TGnxNnTUUHvfPIOHKIQ+Xvp6amrAJF8oycU3lhbwmSSHAODg507949raysaHt7W41GQ8ViUS+99JIFp5Ms7oGgObtcLttIYC7L9BROnyhMT08rmUyq2Wwa3UQaNiPz3wS4VB89p51qIgkyvpLf95Qh0G3sGnZBGiY4vvcImQTwAFzhfUHDJ/WxJIbQi2nIpbJPAs7EKc6VRN5/N+9L7OKrLX4UvDTspfKgFUkYukhiz9QrAulAIGD7yF4DygD2EdP4Ch42mQtlC4WCneUkC/8GHatUKunLL7/UkydPzM/yTiQG+Bd6w9hHSQYqMQ6aBBofC4MA+8w7kYiSSDBgg2QLql+j0RgBVHK5nAKBgAX3PIfvdQLRhwkyMzOjN998U6+++urI5M2zLGx1pVLRkydPVCqVLIENBAI2IZBeDUkjSQ82itiaJITKMs8OEwgfSSJNvEGljWQCMMRT1TzN/ejoyNoOPNCDrjKRrdFoGJWZXip/Xvi751lnqmh4ZCmbzdo0FIK8UChkTTtQqzBAvoyG4MViMesZgM/XaDRskgJ0AQJL0GwWzsY7635/eOszjiUejxs/GFQfbi29EpS9ut2uFhYWjErAYWA4JlkE+qCgyWRStVrNAjKcHyPDKCXyPpQPSThQak8zwwBSNWCaD0ED3Dqehz/zjhwnQiANIuQ55Bj0Tqej/f19NZvNkb4a0G1Ken7/Jlkkadzm6tHg8fIyC54nCkeiye9SvoVq5/mm/D+/N86HRulJInzzpqdkQeWShrcwQ+nAwBDk4Fi2trb0q1/9yu4i8U2zZ10EZgQWVM6QKwJjZBrH6wMH/p8bvL3TI+H3s7sJPCTZ3sKTZjqc76sCGa5UKrafngrHuNepqamRqqNPzqrVqj755BO98847un79uk1cgnY0yQJQ4T3j8bgKhYIajYZNt+KyUIKb6elpG4MsyaoM+/v7ZrtAKev1ugXUBAiBQGAEQPFUTV9NBAHjO/hsgmFkBUfGuRLEEEgT+PjKBsE1lIRJFoEp/XZcIrexsaF6vf4VKiBJKEEV7wawQ6DnqU6cKzRcZIVA2t9lwv6A4PP52ATACE/9kzRCTeG8sePdblcPHz4cGef+53/+50aFm3RyEnYAO1IoFLSwsGBUloODA6MSexDIAyO9Xs8uZSXYIIEnSAO9h+qJzPlgkXclSPbUCm6o9hRLPtPLn+8JoaLm+yZIKJnK4ylJZ11QVGjORScIwmgOxodhk7FTyAY2DOAI3wyTAp/jkxJvKz1i7ntKqQL4pMbHSdhd9htdxh95tBmAa319Xf/0T/+kX/3qV7p8+bIWFxcnYg0gd9vb29rZ2bHmboAP9oXR2FT+iE9AzvGHJAbI8vHx8UivH4g++4VfIFYEZCG5GwwGBmwx8EWSVdpIuur1uj0vek1yCTOEnrRbt27pzp07un37tsnpWZenzxInYF94jnq9bj2/nDcAPFU+BsL4QF6SxQnoHtUZfp7kAvvgbSvUMuQUwAX5xM9yDtgDSTbNiziHd8G33b17V5VKRbdv37ZpZL9rnWnqlDTMepLJpJXH2CC4jlwis7u7a86awI0ReAghPFEM5dTUlDXz4rDIbjGiNAd59I0yE4Lum4986RKHREMgAgofUDq9eGxxcdGE1R/6JIsgCkONccUAgTAfHR2ZUJZKJctOvTKTRHkExguVRz7JSjGcCA9oEg7cc3UxcJwHSuqbNaGzUQXyexeLxTQ/P29lYs5hUtoZz8U9An4MIvLiy9beOEObCIVCqtVqViL3DpKElISWoEPSSJMpyZd/LhQWqhXyzD6xt77JnGcj8MG5h0KnY0h7vZ5WVlbM4ePEzrpwjiAgVM7Yn0QiYagxKDSBACVWghASO0nWVyXJ3g0U7+joaCSo8Q43FArZLHuCCqqVjGpGTpFl3p1zDAQC5mQISDwPGp4t1MhJKxo4QHSm2+1qdXV1BC2ShmVsP90IPZdkYxixRzhjadj4SnDlE0PoKjh6Eg2cpUcuORcSPPZPkn22L9dj07LZrHK5nMk1Doi9n3TvPO0S9Ax9gDYCnQtqEtPscGboINVvEi9kDd0C5aMy55FRkFOf7KNvVNipPvgKI7qOA6aXiu/GluE/crmcXnrppRE/dp5FgNvtdhWNRnXp0iULZkDMPbgSCoWsIkFgBV0Hrjzvhq3xugn9gaTCB838nh+Di456lN3z+n0QRZCPTCGH48MnSJrY/0nW7u6udnZ2DJzM5/NGmW632yoUCtrd3VWlUrEkkx6Oo6OjEfqJZ1aQlED9IyZBn5LJpCHw6C0Bn6+C+Oly+A50AiqXrygiA1Ts6BnknOv1uh4/fqydnR2jLf/Zn/2Zrl+/fua946LY9fV1HR8fG5WVisLJyYmh9Tx3LBYz/fSsFeI7mpRJUpAVqJ/EQvhMSeazGWfL/jMqHdtFVYWfAdBaXl42FgxN8nNzczb+HCD89ddf19WrV62vFL9/1kXsEwwGlclklM1mFQoNh/LEYjFL+gFTCN7RL+REGtLr2RMSGR8HSsN4z/eIIUt+sh6VCGQI2+Hp8Hwe+8izYQMYD0zcAisiEomoXC7rvffe0+uvv/479+pMiQaGoVQqaXZ21ubwc0MlDaydTkfpdFr5fF5bW1tqtVpfCR58IAMShLECzUokEoYy+Xn0oC1sMhk0/F8Mhud9Y1T8dBemY0GJ4TmuXLmi+fn5kcM8D51AGo7GLZVKZniKxaJ2d3eN3kVDaDabVaFQ0M7OjjkRX/7yU1Mw3NKwNM7eUd7yUyzGqyvsHeU4j/phOEn0MMbsNfQQZuHPzs7q8uXLFiiTcZPJT7Kgez148ECbm5sjlStoHzQsMUnJJ1hUDKBw8JkE/lSPJBmFx/OkQSLYP480S8OAEeQEBI/AmmCAfSYoJ8AiEPRVD+gFz+JoPu9iohY0o1KpZEk1PSU4LUraqVTKELbDw0NDhNFZ3t2X+BOJhLrdYUM3Ou37U5AlAgm+m7JyLBazS704E08z8kbQB8Jzc3O6ffu2vv/97+vll19WNptVrVaz4RKTLo+EghLTW0UlEsQefYC26JsUoa+gT4Ac0P0IvjzFSRrKvCQLeGKxmFG1CNZJDscTHkkjNhIHjXxy/iRvfsQjifekFUhJ5pQajYb29vbsvAE4gsGg6SwOFduEXcLeoTd+pK13wPwuwQwBP2NaPW2V75CGjhlZ5sx9ZRKd9zbHJ9Jzc3N66aWXdPv2bdP7SRF5zp3zALRbXl5Wq9XS06dPLXDm+anuB4PBkUtAB4OBAT/IGHQbZIPP8cMXCC48h9sPEgCgwz/780YG0U/8JtQLFr43EAgom82a7+IZJmUNzMzM2IhwqnVUXCUZdY87vbjZnf3h/NAfzptEFl8iyZIo9oHkCDvBO+CbE4mE9VVhG9gDD8DhG9BLbCSVNSqYHhTE925sbOizzz7TX/3VX51572q1mvkoAnWCTW/PA4GA7SO9VyDtMFCoEJG8QcnyABFsFmwBtFu+Cz2WZHpYLBa/4hcHg4FVNfHx1WpVzWZT8XhciURC+XzeJt0BfPtKHTSiSeQOwFiSCoWCut2u9b5iq6F5EVf4aj7gCrrmQVBkDQCV+BMgBHnDl/geZj8Ugf4izglwmVgWcAfbS9yDLkO7xiYcHBxYT8vGxoa9/+9aZ0o0MFblclkPHjzQ7du3TYgItnwlgcoGVQgCEd/Q5zmggUBgpNztuXjQIfj58ckyBEZeSceRLw6O72HeNp8XCARUKBR07do1NRqNkUksoBmTLN4zEAjo8PBQv/rVr3Tnzh1DquAP8gwEZcVi0e7TYO+o7EBd8YEvQgEywHuHw2GrlIBQey4wVA7fiInw0fjD5UEEUOVyeaTkNzU1pWKxqBs3bpgBoYKA4Zp0YXxoPCeAKhaLymQy6na7ZrjoF+F3UCCfQLDXyDXICmVtSVYp4XcwbsgiSAEBtUcOKS0TAPl+j2q1ag6JAMaXMaPRqNbW1qwZblLH2263bUgA8r6+vm4cUhyi74cguMT5+eQCp0PS6AN5gi5peKkVyYmn+/jyK07VVwMAHzg36BA4dJ8g4fhWV1d148YNu3iQ6imGdpLl+y4Irrj/YW5uzu4bIQgg+PTLU/s8mOIdjgdEQLH8ZyK32AX0ylfNAAfGqxwekYUuyOcjW7FYzAChRCKhnZ0dc1aT0s6kYRM6CQGX9GF7SMrRPWTMl/oJ9vksdMTTZZEpX61A7ghEPFLsp3LhPwDHvGP2VAW+l0DM98Zh7xi9jJ5PmqR5OcBm5/N57e/v250qyDi+lv9n3/r9vlGRkR2eyVe7fc8Je+d53wSA+BTsKD/rAQgfjCOLHqRDj/HFkUhEuVxOS0tLVg0g4cCOnHWtra1ZQg5lLxwOa3FxUZJsPCqBErRMqmVUbfl/ki5sD/aKpNzbQ09LAdRDh0D5qS5CMWdgDX2qJHDov/dbMDUkmc/h/Kl8c2neJOvSpUvmo+mFWF9fN9vFFETsiA/Ux/XR95fAqqBnC3oP8QK+AMAElgrJAwku/VTsI3EIIBm+Xho27lNJqVarZkcAZvf39/X06VPTDfoVz7oymYzFxAxYISninJAtqmiM4/WVWiqn/BzPhB8EiEI+sU3QadkPaQigYAv9HsIOYJ+QMWSPM/n/2Hvv3kjPLL37qsRi5cRiDp271UGhFSZa691Z72JnPGs4wOFPA/4I/gD+Cv4KBgwDXhs2DKzX3vXOeOM7UdJIrVarM5uZlYuxisWq9w++v8NTpdZss0jNzAvwBoRusYtPPc95zn3Cda5zbnTZ+3v6imDEQMN+VZ175SjGN9bOzc3pz/7sz/TixQubqUyZDUMD7w6OYjh8dMgQ/EkERmJBgiDJkhIUqNvtGkLjKVYolKfSkBhAeWGjUyqHL0o5kmwTFGZqakozMzNmGHHaKMQwi3sOBoOan5/XX/7lX1oZF9l5ShAGxHPaQaM9YonCIiMUiUCPzc93U93AqBLwgghQsSCYoUqBDPkOFM735lC6nJubs/vxshs2SQPByefzRv+BP0rDH8EGCDg0KGTnk1oawD26wGb2AQvJJ5vYG3j0VepHFfh/jCIBgO+P8Xxq9gbTOaB3UdLFePgKyqsukkaSF48Mc4K1Ryqk40lPvDdKpz5wjcfjprNUH3GMXMMvkgcvP2SIjlDJQX7M2kf+yIrxh/zcJ1L00zDtyfcrDLPYM9iNVCplh0TW63UztO1222wjNg1EORwOG3XIo8S8U2SG/vl9wrvzDXdc1weS6DfvEieNzpD0so99wnd4eGiHhXY6HX3++edm/4alOrIPEomEpqen1Wq19PDhQ7OdvE8Cap7z4ODAqrCAKQTe/C765itbnpZF8uu58thBSeZjSPyQuw+gsIfIDzlQ7ev1eoZQc4aJP+xwEKU+6SJA4DmhylWrVTvR3FcbsGF8nuAe3+CrGCwSK5anuHranXR8kKunNflghb8DHvoqgU9u2B/4lwsXLqhYLCoQCKharerg4EC5XM6S+ZOuRCJhPopKKfuSQRfQPgGmsBP8u6dM+XfBe0cufloaFWPk7QNLAmxsPtdkWAlAIRRXKhfYRa8Tvtrgk3LubWRk5JXR5cHlk5Zer6fZ2Vk1m009evSor9ctFAqpUCio2+3aGVPsT1/pAmBCttAOPV0M0IggnZgPObNnPdDnddT3yHA/7HeqK74nB/uIr3327Jl2d3d17do1A1FPujx1u1Qq9fWaMF0L6hkxEvdI5QW5ok8kLsiDn+NjfRzlgU++A5n7fqfDw0OzjwDr3l9T4fS+m5iBf6NKwnumB/hVh1+8cqKBQZeOpmNcvHhR9+7d6+Oc4TxA+AhcCUb8pAA4fVRCJPVVMjyvnQeCniUdG0uavJLJpAU10pGD9YdZEdwdHBzY6aGM6qJ8n81mlc/nJUmlUkmpVEqTk5OW9AzrQFBInNTFixd1//59UzS/SeHEecoIBovNh9LQwIz8KRWTwYISMD6YxI/fSaVSJjsSFmSK7EgepePTcEulkqrVap9B5zC1Xq+ncrmsQqGgiYkJCyyHlR06kM/nNTU1ZYEDU5pAO5lyIx33xHhKCkE0MvROleDDJy28N9+sRyKIQ8Eo4FR5L/66PqDE0JEQURKlGocOkPyepjmSd8nz4kxw9BhD0CmfeEI7azQa9vl4PG7nyiBznzwgY59IEBjjKAm22aNw9LPZrL0/ZEgw7KuTkqwXBGT8/v37SqfThprn83kbbzsssuxRRNA0qD6bm5taW1uzcxUGn0nSFwIyeLM0CvOeAS88NRMnilPiWvSX0Xvi6WQACFBCSHbYv9ls1pw090WlTZI5w1qtZhNchpUdlWzpGEUulUoqlUp9ibOnebFAZ0lCkQ9gBou9jewBEDz9A1nyeRBWqf8wK1BVD84QeBLEkGxCLwWIYI/AGffB1DCL++E+PG2T5JYgGf9AcAp6TgWORBk/7PWTd0vwwOewiT6QQ/YATD7QoQpxeHho8mcoAj16vE8CFnyg7xHDnp4WGPBUVD9QhubWSqVilDRkxR46ODge5w0YB9jh2RqD+xXfNkhJATBEHwj2SIR8n4t/1z4hI2nxyST0Lg/0hEIhTU9PD9WfwfsJh8MGcNVqNUOqSfqRi/dL6FytVrOEyqPt6Aa2STqm8uFXSDrwR1SSvV5Go9E+38o+9vsXmh49INCkfBM/gOno6KhqtZo+++wz61Xzh66+6vK+9ODgwKZZcVo3VDJPp8bO+EoFsTUxmu+JBNREnh5EJ4HDFrDPPPjn6czoLvadvxPzcX2eDR9IZYr75j1ks9mzr2ig0Bj2N954ww73ImDBGNHsjaB8SS4UCpkD9JMKCFL8mDa+j/nMKJJ0PEKUQMmfC0BJnIlW3e7ReDuMHaf5kuUSKI+NjandbuvevXuWxb3xxht2H8NSMXAWGH0vO1AN6Ax+MpQP6NiQoOVsMD+BgcQDIxkMBpXL5Qw5x2DyPNBMoCM1m00zJJQ5McDwLv00FnjXjLg7ODjQgwcPdHh4qEwmo9u3b/fxSodZBOSxWEwLCwt9vEOmjFCd4h3x73w3Rsujo+gjQSxJBMkv1/BVGd4hm5b7A9lBn3zZFGQWQ0iiS3UBPabv5Sc/+YlSqZTRp4adnoSB5zlyuZwZVB9Q0ZTraQMkq+hQp9OxvgfK/QQd/rwcD0ZwTXSE50RGyJv/PN3FAxcEMCC4voIXj8e1ubmpBw8emF7fvHlTU1NTkr5YXTnJ8slpp9NRsVjUwsKCHjx4YOf2EPSDSkrHASs2jECB/6CcYNhBpLwx96vT6fT1dnjQA/uHsyNY9NNHQOh9wonNbTQa+vzzz/XjH/9Y+XxeT58+1dzc3KlQeegJIMftdlvZbFabm5v2GSgNOE2oN9IxNYr9ChWFxJK9TFDrk3ycrZcFAA9ONRKJWGUbgAIuNVQFT9XyFXGSHipp3iYiW8CdYRZ7MBwO24jaaPRo8h/+l9PgkSOJP8/oEW5vByX1JRtUlZA59sz3A+Kf0TX8CvcK0kq/FEGht6dUc30FeHt7W7Vazai3zWZz6BGjLF/dkmQygCroaarQwdiH2D30xwetvE/sIdcLhULGHvCUZuRDAOinwnFvW1tbprcezcbesoe87CORiPkNkhVJ5sMGe2FOutrttuk5iSMna/sgFN9BTx8VI/YOzy7Jnh97FQweTYdiBDmJGUkiFWkfW6BTXl8BTH1fFICgB7q8fyX2Ijne2trS6uqqPvnkE6tIDrN8AgBYiW74hIvkAcCS5IDeKORNdYUqNfIk6fSJK76Z5ILR4dDOiMfxmXwPtCxsCvs8HD4axMGEPfwE751EmH0WCoVUqVReSU4nJoCDehSLRU1NTWlpacmmhvhSTjAYtNOQCVRB2ahMIAwyPXhkUCHInviPjYgh6HaPmv5w9gjbB+1ra2vmfD0qiiHHQBFg7u/v69GjR1aKxRhguE+zuAdO3Hzx4oWV8FEY5Ej1hwCaZ06lUoYS+2oGQZwvMyIznAebHWMC9QmlZhQlzmF9fd0UCyNGUE+whXHCqDx79qwvIfR8w2EWyk3QWCwWdXBwoMePHxuSx3+geb5cD2rmqSmeUoFuIE/peNITDtJzy1k4b3TDJ8LIBKPHhpXUx+0FGSNgpMG4VCppYWFBe3t7RjscZhFsZjIZO0yRkj3N/BjnQTSYZwMxTyaT5oCYOIIh5O+MZ/b0vHa7bUMdoAgCPIDS0rjrG6ppGgfZl44TBwLuRqNhI0BBKnm3OJlhlkfD/eFeGPZCoWA2B2TJ2xc/7tkjWPRNcdgWDpE9xWQZT1MlwcJB+Abmg4MDo1HhLBnxiHyp2BKIoOO857W1Nf3whz+0qm+tVjsVuuyrZgTlUFQkmd3BYXoEDtuETcLWswgY2LM+GAkEAnbmDPbfA0T+vtjT3A+ABEgflXhvswaDdhJiggeGjJzW1nk6zs7OjulZMHh8YB/2CKoLtsaDBSD5UFjQPX6fKhh7H71CniQ8JAzYKd+LJfVXNSTZ1KKtrS1J6qsSs2/39va0vLys+/fvq1AomE1CxsMsYgEojfV6vc/3RaNHkycBIqHbYKP5btBvqEj+nVLZrVQq9u7ZRyRryAl/gfz4fKfTUTabNVuMz+IwSPaNp0XyfOg+PpHglMlKc3NzQ8kOHXtZvIWcAPSIsfBzPgHl+aTjM6LQSWISkiTAEZJLYkCqcVwb2+Wbz9FLgAriA+6PUezEnI1Gw4Jz7omDau/fv69AIDAU7cyDEgDk7CP+GxkZMdYPNp397JMo/uQsHWIw9iHMDB/vsbA3XBN/gs8l8UDvATK8jWUf+F5UX6HlHXqGwsjI0RTBV1knqmgMlnQJfjc3N+1Gu92ustmsoS+1Wq2vdEigzM1Lx1m55zQTjFH6gsJD0IGgQG09RQZlxumycXBQZHgE9mwWH2QlEgk73ZXvHNb5eqQEQxKNRpVKpWzOPoYY2VGSJNigmZQXzYbB+VK58E4c2dHvwbsDgeF7vTwIFDEG/C73DqIqHTt+j5ry/ovFoj27L3GedOF4eJ/ZbFbdblePHj3qQy6haYAqHBwc9E3Z4b5xdugecuT9+oCEBvRWq2UTnKDJEJCAMrBZ0T10i/4Dj+r5Kp43ttFoVAsLC7pz547m5uaUzWbNoA4rN5+orK+v2+hCPzKWPQAtiX4nZOmrWzhjAlzeC/sbWaODyCsYPJo01GodjSqu1+vWEMnewPD5MzdIWH2QSBITj8d1+/Ztvf/++yYnDgHs9Xp2YORJF++uWq2qUqloamrKxjmPjY0ZYuWrOZ7qQGA9CEz4kjlIUKfTsd4rHBEO1Afrflyvd+Y4AHo5PL2SvY3+eX4z+x3aQ7FY1I0bN/rm2Q+7cPLsh0wmo0QiYQMn0Cvu5+DgwEAOnkk6pm3g0LHTBPe+PwO7RcCGnrIfsU0EjJKsyo3Osg+gDOzv7xsoRhLoUXqQXRo9qb55QOIkC1tUqVT04sULZTIZS8b9+VT0OXqww+scz8O98LxUcKTjyWA+YUGn8MVUhHzzp68OEcBDdca/8o5hO3BtEv9Wq6WlpSVJ0tzcnMbHx+39Detj+Q4S23K5LEkWiKfT6T6aNFVoJhWB4vrEnsQXmUrH1Z+dnR2VSiWrdHvU3ve9EbT5RMRTJkdGRiygJCnDRmBP8BsEr+iBdDQp8dKlS7p79+4rn2kwuADkoHRJMnuKDNrtdl9Fmd8jyQmFQjbilwCXdwrwFAwe9+ROT08rFoupXq9bhZNqjfeL8Xhc2WxW2WzW9NTTCwFrAA2Rt7c/6Dmfx8dxLpK3OSdZJDnZbNaYMlSvAMqIAXgu5OfjKHwdSTxxnB+Qwkno/Dt2z+tYvV63OA8d88chkPThG9jD7B3eVTQatSEj6XTa7C2+A6bB5OSkxXl/p469qlB5Gb6J02daCAsHgGKFw2FDKyiRMX0F+hJKQuMiTo7vIGD002RQOJTJI00+++PzftY4Dodr8zygUtPT08pms/rTP/1TTU1N2Ys5DffWc1R5Ub7cBiqFM5VkRoZNx9hDys1kqxhOX+nAafpgW1IfeoNDRW7IbjCQ8Zw+lI4GU+low4FaT01NaXx8XH/xF3+hyclJCwKGlR16QNLlNwmJgTc8IHI+QEWebHB00QfRcEMxhugiQTRlSY9M0Y9E0oAeQdGQZAgrRtyjBvwem5jRynfu3NHVq1eN0jGMEQS5hI88OTmp2dlZLS4u2v7kc9wrgZ+fEgIqFAgE7FBI6fjE9kGKAsmrP7eE65ZKJQtuvVxwzCRv0CF9AzM2gmdKJBIaHx/XG2+8oZmZGQsg2R8Y32EWQQKJUKfTUaVS0ebmplKplFVqQbFIFAl0sZM8O/JFf4PBoCGrvtTvS+2geQSNOEzABR8QU1oHlffO1gctni+MzeQ9z83N6dq1a5qbm7M9O+wi6fYjZ2OxmMrlstlZgjN8B9/pKQHsVf8ePYWAzxCc+sot8qBqB5WFf+92u1ZN9tQA/h+9xuYCgmFfkc/BwYEKhYLS6bTJs9ls2rSjk8rNV6OoMlcqFWvkRPfhlJNAecBsMDBG1iRdBIXYRqhA6B0JE7JGx5Ar1+XnPiYgUOXngFbeD4EyY6vHxsYMtBkWkOIsp8nJSe3vH40Drtfrdtgs+k4FkqQGJFk6nn6EDqJ/vrKGHuEPqL4Ri2CzCAal4+o3voWzF/yexbeig7w/fo+94StLqVRKExMTunHjhi5dujQ0sOLpwzwHiTQ9G+w1vh+wMplMGm262+3akQEAAyMjI9YX4RkI7HmmMOEXkTH+F9DJ+0D8P6AMNoJKOUkx08Dw7Z7eGggcTTG9e/euLl68OJTc8K1jY2NqNBra2NhQs9nsY2FgzyWZ/faMCun47CH2Lv+G/HkG6XhgC9Unz7gBVODfpeNKEfvXU9y8LZSOATYmjaL3Punl93K5nKampjQ/P/9KsjpRooGxoox769YtM1hsYNANn4VTjgQtoMxGYAINBydMQgJi4ishKKP/Xe4PwYJWEDgibAIg7g1qRqFQsElTk5OTev/99yVJP/zhD/XTn/5U77zzjm2wYZbn0lFpuHr1qvGWPUcfA05gZS/q/wuMKYF548h78cEJKCey8yPPmBjFpkCheC9QMnzyRu8NKDgGdWxsTHNzc9rd3dXk5KS++c1vanR0VP/P//P/6Cc/+cmpZUeQgWwODw9tVjVoQSQSsYAcg8a/oXPScdM3OoETQX/9NCNQSxwACLSfV1+pVMxgdjodQ525Ppx8aHBQHpCx7xEJh8O6cOGC3n33XS0sLBhVadjlnVe9Xlcmk9Hk5KQ1tZLYYngoN+/v79vBdwTuGCQQLCiPHrHnOXDoBJS+cslACJ+QcK9ci30cj8ftVHrkG4/H9fjx4z56FFU1AgYCZxqch1kgZ9VqVQ8ePLBKEOcW8L2S+iqM6BpBKqgy/HNfTSSp95Nm0A+cCj/b39+309NB+byj4lqANjgM9IzPUV3yiUi73dbNmzf1/vvv63d/93dthPiwyztPKicg3D7p4R5B5VKplFEMfBAxSFsEjPEJhq9C+kAWW88zE+QgC/TFBz++QgmihzzoTer1elbxnpyctOcOBoN2Xs0wi0Rpf39fz549s0oU6CQ2DtDJU0HpoWKCEX7ao+eeQuZBOAIxn8B5uh/7yFeDvV/lPeGXsCtUM7C7e3t7FidQuczlcnrjjTdsgMOwNo9qzcbGhsrlsiVItVrNEjeCNN498iAWIdFgH6GD+DoC2ng8bofrYtep3lI98YEm/p0AFxkDjiBPf0YL+kA1QDoKwDl4jgOTJyYmdOnSJQP1htU7klXui6Sa6UgE/rz3vb09vXjxwoLOYrFoYAjUPcBmkkhPZaSvF0CGhZ6mUinlcjnTOSo4Xl7QZxlpD1hF7ES1TZJVN9kL8XhcU1NTun37toF6w6yDgwOVSiU9f/7c2ALEaiRQyBi5EbN6cB2b41k+VDH5LPrJ9YmHqeJJsgTLU77xV8iNeA66OwCeLx74e/EJBn55ZmZGU1NTr3wS/StLl5cI+saXTk9Pa2dnx8Y+ElhJMqX0Cgay75Fmb/zhx0oyNIy/EyyzPDrM+EGcFM3RCJEyKS+KRvGZmRklEglVKhVtbW1pfX3dJrzwIjCWw5Z1eTZP2QkGj/pcms2mTR3CGCNr6fglgxjhNFFkNjMJDArNZuOdgdr7zYhhorkwGo1alQkEyk8ywJmA8hG4bm5uand3VxsbG8anhAfoKyKnkV2n07HZ3iAAweDxBCQcgOe9gqR5TjaBKddFvzzVySfUOFl+D/QKmfO7GGg+jyw9zYL75HoEppFIxBzu3bt3NTEx0VeVG1bv0APfcJ3NZu1wPO4HfeCgKx9AMH4XZCmdTiubzVplkultOEQCWwLsYDBo9mCwIoXsCJR9yZzvKhaLpm9bW1tGv/II9OHhoR4/fvwFJNE3v55UbujDzs6OPvnkE7Mp9LYw4WZ0dNQOrvTvyYMKvqmWgA5dYo/yGRwtdm1vb88QZo+QYQcAd+hPIMkBOPCN4PyeD6TGx8d169YtXbx4UfF43OzHsIu9QCWQv/N+PWWV3iYPGPiqIM9CYsu/kcQwUMRTbdEr9pa3t94GEvxIx3YAwIXrkzRCQWC/gDAWi0XNzc0pkUiYrgO0DbOgNcRiMeXzea2urvYN4PADP7rdrg1zIGDBr7I3COQIhP15Dp7+Asjn6T3YWBJa5OqbunmnyA5d9okgiZGvigSDQRUKBc3Pz2tqasqSZ29vT7oSiYSazaaePXvWBwoBmHlWBZUsEqPp6WllMhnj8nOvPuAnASDIA5jyeoONpJeGvYbv98kySZ3XT4JjfDO6z77h/j2AOjY2pomJCUt6htU7fDugBntgZGREOzs7ymaz5iPYO61WSysrKzZOlYSXQxG5X+m4jyAUOpoEVqlU+hrbqeiyr7GT+CJ8KWAge7JcLlvPm2fSeB8G0EuCgT5PTU1pbm5OExMTQ7EGSGQ4t4Vx+9hr4jGm0lEBAUQHYPLTtHyFwh+67CcFMtjHf5d0XGX0wC5gPTEjuibJ4uNEImG/h132YAOfA7glxpucnHzlwRcn6tEYLLNgeKEWlEqlPkeCIzg8PLQpNB6d8qV/lMGf5QAqhxA8dSAYDFpmiPPnXIpQ6GiyFYYV+tHo6Gjf+FxJWllZ6RsLWK1W9R//43/U5OSkrly5Yhvfo2EnXRhuXw4jEN7b21OlUlG5XO6jTnkH60uvBHJsUH6H6UGDPGb+YzQigUqj0ZAkc1YEKig4igwVhICK0ae9Xk9ra2tmyEGP/st/+S9G03njjTcsGTxNNYgq18jIiEqlkiFjGA4SCp/UIDPe98HBgY3PI0HhEEP02k9BwjHwbx45J1BB1/kPRJZA2ieGGEIcCJQ5HDo81HQ6bTQXXyI+6eJ+0YPV1VXje+NMfckaNBc+Lk7ADyVgbGkkcjwBRTqmGvleH09/wWBhCAlCqep4ql8gELAJcGNjYzaaVTra58gZm/CLX/xCtVpNDx480Lvvvqs7d+70UeCGWdivVCqlqakpQ3XZo51Ox6h8yI1gxtNHQJG8s0smk1bah+tNEMl1eB8eveN9dDpHjcLIFYTMo/rYDY+gIj+SDkb2ptNpTU5OamJiwqoz9NQMs3jX29vbqlQqdl4Qjp59g50KhUJ9zZI+CaI6idPzFL9BhNQngYPTa6Bu4LsIAkjEff8HNtbrq0cmSdyo8PJs2WzW+OfDTk8i0Mhms7p69apSqZQWFxf19OlTqwxBZUEG6Dly97aCfQ4IgA4RKHoACD/iq7joFPdF0zL67YEIgkR8nKeCMHCCoAbfnMlkrJJK8jNsRQNQAMCTSjO+Z2pqyvRSkrEhOJsnm81qbGysL1DD7+AbQOoJKqmIeBoQewp5DNJ72FeDQ0t8ZRuUGnn6gBmGQqFQ0NTUlPkM9tEwCzsBTTOXy6leryufz6vRaKhWq6lcLisajVq1hn3MYb/b29v2WXyXD0I9mAXgGwwGDWQloJWO40JfdZPUV8XmP+wc+5igHUCca2YyGRUKBesX63Q6unjxovL5vCXvJ13cTzAYNKbAzs5O30AIhi5AIeN3PLVxMKbmnQwOlcDfYOP9sB+eH11hD0L1Y38TX8BKQc8AA7gP6JCtVsuSo1arZccejI2NKZfL9bFuftk6caJBNklQFwwGbU46ozOhXGDMCETJqjAqW1tbNlYQNAdUARSAjYkT8k4chAfUh80LL9MbUd/kgnEmE+eMDo8eTU1NaXZ2VlNTU338wWGW5/36Zqpe76gplPM8QPDoGyDgIaDzHEa4kMh1dHRUzWazz8D7KgLf68tpNKKBuI+MHI35pSmJ90XplPfPe6OcTMaN7PL5vIrFoiYnJw2hHraiAYI0NTVlCYDvi6Cci6zYRJ4qwLN7Pix6QcBPoOsdA8kop4/6qT8YUXSSQGZ3d9ecHsE0e8EnRx4JjEajdrow8t3a2rL7GSboI0FDH3Z2drS0tNQ33YlKkX8OjDyy5vC8WCymXC5nVEmSVxIOEgaoBiB6OG32K7pPAEz1AiTFVwG4L+hyHBBaLpftd+7du6fV1VULDIvFoo1W9SX5kywcw/T0tLrdrlZXV7WysmIVBrjJ9KagK6D36CaBCpM5Op2O2R0SeIJHggjOvUFmOFkCGyiWJP68J1BagkdkyVQgdDmRSFgi2Ww2NTo6qkKhoIsXLyqRSBil4TQVSE+DQ8fQM3SfJNPvOYJUnCX2ksoP+gwi6KfFEQgS5ODAfXLvqVbQEmhCJ+GXZAM1sJe9Xs+cOQleq9VSvV7X48ePrSGWavSwFBaS0kQioQsXLigUCmltba0veeD98j4JSLwPBeSgh4iAgUDUV4s8rdk3cpN8oXME6YB1+HFPd0ZvSBR9wsXn0Ds+Mz8/b2i5pwmddGE3iDnog8DfE+iRFJGY8Y7RMX/yt0eGPYCATqCr0KVINHwFUjpOvvkO/DNIM7baJxp+T7BHQJZ5t8idHpRhq0EE/QAd0MoODw8tPgGsJQmFYsuhiz4+IL7infjhP4VCQcVi8QtnRvgBElCniB25N6k/jgGcwdcDzrIfkH88HtfY2JjFf/QE5XI5041hqkH4F+wsdo3T59E97Ap+GDos300F3fc6AYZDcyd+9XQ0ep3Rc/TSJ7lef7vdowliJL3ISzo+cZ7jFdApbCaxNpS9qampPvbR36ljrypUDD8K02g0lMlkNDs7+wVeL8pIpuwpFWwIyquUxTzqgrHAyb4sWPSLDSAdI3VUInxjEXQvgnD+BInkZWcyGf3Wb/2Wvv/976tQKPSV0YdZPAfVnGazqVQqpenpaVNQTwsYRHi97AhKaGjDsRJ8o4w+0CKwGMyQea8YtlQqZZOO2AzcB2VmT72ifMl9t1pH5z587Wtf03e/+11rpD+N7NiMlDfZyDT3+zNb/GGOgUDAyskkBmx+jBJO1AfDBIw4EW/MvSEmeCQQGqTNYFxwIKCI0WjUJouRTPZ6R6exzs/PW+WO3x02cPGJE1UgfoYT9WfW+OSDZ0AOGO1qtdq3b5m8RNAhyUYw8z0eKaOiBPpLGZjSMo7H9zPQkN1sNg1M4L6YxPbGG2+oWCzq6tWrxutlTOswC53JZDJmXDudjqrVqslWkvVA0etE4isd7/lO54g77mXvEzn2/sjIiHK5nPL5vFUJkbG/FvuMYNCjpL4Pjj437CDXqtfrWllZUaPRUDab1aVLl/Tmm28qlUpZUneaHg32OaOOnz17Zu8M+wXwRKXIVwvYi1Q4pGMKoN+nBGfIBYQae0+/GSgq+5VrYccITLgGlQNkhiwBVKB+ANKsrq7q5s2bdtAhlZZh1sHBgQUguVxOIyNH44orlYqBPdyH75XwSDD6RNLLgqKBvAl4sUdw2AlUALe63a7JVTq2SdJx8uCpfwTe+HF+lxHWvNN0Oq3Z2VnNzMzYpDjfqHrSFYlENDExobm5OUsgAOmWl5ftmQuFgtGsAV0Y382789Q9ZEqi5od6SMe9PlCa/Lk/+G7erffD2F0AqkF99tW6QUYCdFSmPH3zm980nz3Mwkf5ZKbdbuvixYtqNBo2XYueEmzayMiIVQQ8HQfAgniLc3VisZhVYLABvnoE2IoN43c9wE2C52NG+gjRaSoGo6OjVm0kZiJgRvd9r9MwcqMpv1gsKhaLqdlsqlqtamNjw/r6AHNGRkasqsyUKd4xQB82mNiq0Wj0tRAA4pMQ+8l8PiHzFFOfzPKO/Bk8gLfE7egtPor4hkoN/YInAaNO1KMhHTuS3d1do0MdHh7a4S2e2kJmzM36hqhUKmXNs5wM7MeDYTxRGOmY1y7JnCyGGWdCpoyyIlwQRk70hfMHV5KXEw6H9e677+oP/uAPdOnSJUnHDnxYxMC/EIwWCYYka4Qrl8uGFvF9KCFJBWU6mmQJ2kBa9/b2LOCmxMn3+iZ83gfIcDqdtln6KKznRvd6R9OCkL1XfunYON69e1ff+973dPPmTdv8BPDDLq6Tz+e1vLxsTcYkDDwLDWhsMBqoCFp4RmTgE4Jut2sj9kDwfHKNHHBGfLd0nAizF3AI3DdoLGgE16fyRkBDb4unvAzrPHxJlr4p9gRUAZwmgTBOBNl4h8tnMfQg8ZJMZyjpo0f0VWEX6A0h+GM/+SoRAY8ko6L4ShaBSzKZ1OzsrN5++219/etf7zsB21ORhtU3ko1oNKrp6Wltbm5qY2ND3W5XpVLJArpoNGoUEBIh0G/0xAM0nqZHYoIDhr4EyuRpZlI/FQbEEf3DyUKtSKfTZmOwDTgtEP5isWj0AZ90kwAPKzuS+Ewmo1wuZ5TURqNh6GG9XreAw1eKpP4pPQwtAGBBLh68IlEIBoOWpHmwy1fIPL3Io87I1FdEkCu6wO/htOPxuBYWFvSNb3xDk5OTNoltWNoZlVnsRzKZ1Pj4uPVsbW5umkywbX7win8H7AOvp+hPIBAwP0kwh376QMcntgRo6A92jfsmuSOwoV8TWUrHvQDYinw+b+fTkOCepqH5woULOjg4UD6f197ensrlspaWlhQKhWw86P7+viVgHjTzvX4EWfv7+wZmSLJqDBUvSUYxphLh4w3pmInBdemj8j0a6BYBIXYDv8nvYL8BfVqto7Hr9+7d6zu76qQLwIP/wuGwCoWCEomElpaWDCykiu8reyT42A0+C+2av2cyGbNJ6Aq2ADoaMQRy9O/CV0apovv7JWHAJxEXYCe5l0AgYL0UvCf6r066gsGg0a/ZGxw+yfTDjY0No7X5oweoSnoqJvGbj9Wk4yMCkKWvEnldA4j1+ww5co/YBmQM6ELix37wVF10H8ZGr9fT+vq6rly58sq27kSJBkEcDj8ej6tcLht3GlSgUqmo0WioXC5bEOHReh6KTdztdg2l4cRYfgd0lM1H0AEn0L+AQqFgvDNfHvYlTFBT6DC+ZyQcDuu1117TP/kn/0TXr183J+PLgsMsbzxA8Si900SaTqcViUTsfIGNjQ2THfeOwmGU4dsRrHrkVJIhxdIx6geXmQZNjDsNvgSNPotlg4Pg+oY1AupoNKr5+Xn94R/+oW7evGloOe/xNLLDIBOAcz2MhecTezoUxprnh5ZGksQmw5hjQAmm+X1kAaUNBIXkIRAImAPyCCPBEU4cmlo+n7fGW0r6c3NzGhsbM9lTRsdwDLPYc8jPB2vMlwelgH9dqVT6qD8gXMgRSph3pDhZTnylooiB88MfYrGY6alPwH0QSbJGwIW9qdVqlkwmEgndvXtX3/zmN3Xjxg1zxvRwIPdhlk/wSMSl4xNaSbLYmwQOoJO+iROdJIH1QSy2KBKJ2FQ9ZDqIanIPfuwktgmHwj3Q+0NljISXHgzAiomJCV29etVmoVMtPilaNbh8/8D8/LxGRo4OrSqVSpaMA0ZhQzzggw74wBW7RNWZ5yapBJwi0EdmoJbsYw+Q8C5BtgErsK8Eep7Gh15NTEzo8uXLeu+993Tr1i3Tg7Og2PKOvJ5QjcBvop/oiN+rkswnYst8VRpuN4kGsoGi4av7JMrYXeyTP60eObOHkT2+G9oHnPmRkRHNzc3pwoULSiQSKpfL2t/ft+mIwyzQ88uXL2tkZERLS0t9gz78ocLoIEMmSNSwF/7dY08As6AHsz/9eHy/L6Vjms/u7m7fqd7YEXSbd+TReexGKBSyKYDYQyjLyJQgfVgfyzvDRxIMJxIJzc/Pa25uzhrsqUoRS3k0nHtnAhSJEfcJsOuplPTd4m9pcCYpBJgl8WWf8p68rwfQxgbwd/QT2pA/PwObMiw4EA6HDeCiNyiRSNjI6/X1datiQavme/luSX30Tr/voMr5+wyHw2bbSV6YsMdBn76C7qllyNnHx6FQyCbEsf8ZTU+Sju7SpzEIvvydcnpVgXr+XSQS0dLSkpaWllSpVKw3AGoKRqxer6tUKlmpJ5VKGUe41Wppc3PTBOIdAMYIigpCphcBRw/9BIOZSCSUTqetoZVrUnZDiBhNb0TZOFevXtXrr79uQSzG1PPVTrr4TpKijY0NLS8v28QEghnQotHRUdVqNVUqFUvG4IT7RnJJFihzDWTnK0E8K4pBCZTPMGUrlUpZgoCRI8j1ZVvPT8WBxWIxXbx4Ubdu3TKH75HFYWXH++Edjo4enUxdrVbN0PBe/XcgS18Ch/IHGucRIP+svvJGIE4QBwLNtUmkMJ78XigUsmTW8zEJ9kiGm82mLly4oKtXr1pJk/fpy6DDLIJFDHe73TYDxb1S6gYlpfkbahWBsHSMXDKVRJL1WOAgpGPn4eWIcyaYA0VjD7LfvZ2haZjEhP+PRCKanJzUrVu3dOnSJeXz+b5gkd8fljqFzA8PD01PZmdn9fDhQ62urvYhyAS6kqzq4xMNT08Lh8PGk/fTltAn7AS2QpI5fo9+kawQiPpEiH0iHVMJKdlLR/sJqsg3vvEN3blzx/SOz3rdOenCNvD7hUJB3W5XzWZTq6urlsgiL7+XADV8AIuz9MGur2zzvHwG2gzvHq43ciKZwl54PfXBGt/tezwIOtH3sbExO5Xe9yeextZJ6rObVMs87dVP6/G0D5JJ7p2qIfuBQA/f5gcO+F4Y9NXTzDy6CZ0Fe+B9G/9PMEQgFAgc905euXJF3/rWtzQ3N2dN9ch6WHCAe0gmk5qamjKQcH5+XmNjYyqXyzYyfGlpSaurqwaOcD6JJOvtpO+JZNTbKZJkKEMMHPDAIL9D7yKBMLrpK8O+OV+S+QdfJeeaAGUE9wySabfbtt+HWZ6i5RP/dDqtiYkJqzwQDDP9LxAIWD+Bp+54wJP9gEw8TdlXJ/CPxJLEKSxP6UPW+AnsPoAs+5meN+wtFQMo8cOyVHhG/uNAwW73qL+iVqvZVNNGo6H19XU9e/ZM0pFN8v0lJKpUo1utlvVCetYGvojnI1EFaIHaR9UB4B+75in4+Cgfv/gKL7bMg7yDtMqT7NUTJRpkRyMjI7p06ZJ+8YtfaHNzs4+f7IMJX9L2QRocO8+59hMKGLGJgfeNQgRBOA7QmXQ6bcEygsJQ8jJ3dnasmRTHi5M7PDxUOp3W+++/r9nZ2b5M0tNQhlmDsrty5Yo+/vhjVatVSwCYsEIigTHCMSA/mkA5FAcUgCyeRlKQZgwbzhh58Ow0w5Nw4OyQmUdSy+WyneTJsyC7RCKhr33ta5qbmzNnw3P765x0eeMbjR6dnA0KxsQKZIiRA4lClhgTgjOcBIYGo4Wz8dUMNjbJrOfBo8utVkuZTMacHcgFDhdd5h1BRYK+Nzs7a9QtjPBgwDOs7ECmpqentbq6qvX19T4EMp1OW5DrHRtOm8De08hAUNrtto159Sg6QAB6Ismu7Uu70nESRKWCwAhZUulkDzIlBk5sOBw2Rx4Oh21evkfIh5Eb9oV9kEgklM/nJcl4v0wR8YilD/qht/gSN8YdGfsgFl309BlfkUNm/B1HxXv2k/YAWAgEqMpx3Tt37ugP//APdeHCBaMuMIzgNBVInCb3xT3t7e1pcXHR+L3S8T4jYOGdAZR4frBHo6lQUJXlOlzX+wgPiABA4VBJEknCQYuh9ng6CwEE73h8fNyu6Skfp6kE8Zw+8O92uzaZiR487ok+A19F9ZQckjRsCv+P3kjHZ8J42pC3l75ZGv317wLE3SdYBJ7+vABQ0tdee03f+9739N577ykYPBokM0jxGFZ2yM+f9lwoFDQ2NqZSqaRIJKJyuWwHR/J7gzQUT+HCRntgkneAXadXzSfD6BRnPBAEUpH0wTx2zwe+HphBh/Fv/kC1er2uhw8fqtlsDn1gn983JLTsA85MWFlZ0f7+0ehbdA8qJH0Jksz+oI88A/sCuj1TL5E3/XA8I/Rdvyex9x5I8u+FBMwDq+ydw8NDm0Y4MzOjCxcu2EGDp6E7Ij/8LPvN94AuLi6qUqkYcOVpS56yRAzDviLB8FVNdIHfOTg4nlzIf+iHdBzfAjT45m8q4lAwiZelY9tMlZTel2g0ar1p29vbr5zcnpjEjFAvX74sSXZirjdC0EgkGRezUCgYwsvmItvi4TqdjhkJjBmlSoJwP20D5UAhMZI0Eh0eHhrHud1uq1qtanNzU41Gw6hAJDWHh4f6xje+offff1+ZTMa+hyxZOh3K52W3sLAgSSqVSnZoH06KEhil57GxMavSYLxwatCwCHiZMMM9+4lSOCpfpvUBBbIFrfON5gcHB0aF49AoZEdA8NZbb+nv//2/r2Kx+AXU5jTO1wed6XTavvvKlSv66U9/aggFDgAqkk9MeW7Pw2Sjw/fHUJHU+v4L9Am6E8kDB3jxvOgRqIIPPkgu+AzJNglGvV63hAc6w2mSNJ+ojIyMaH5+XktLS9rY2LAEDDQIFJQkAafmkWXkRfIFHcKjmyAdGHQfrJJMo2PoHAixd/weGaPpD5ofzePRaFRra2u6d++eYrFY34nWnjIx7OI+fIP0xYsX9eGHH/b1bFGiBzgBjfMNutAafX+Pp9gM7kVkQcADEg1th0CZhHdkZKRvuhS20PPum82m6vW6Op2OFhYW9Nu//du6fPmyBUaDU2NOIzuege/PZDJ2iiwVIQKQSCRiyJtPsnwAQcAPasoe43PS8Qm4/vvxIzhnElccNOgcnwVN9Z8jGQkGg+bQw+GwisWiZmZm+iamnSZYkY6nQYFOkkSR8GML+TvVXN6dR0eRkUdCuU8PnEGH4Npcn3vh2h4w9JQ/7D92HioNVXd8kCRdvHhRf/AHf6Cvfe1rKhQKqlQqBh6QgJ9W7ySZbcYeFYtFFQoFC4jHx8fNbkNr8dVPaEskWj5ZZcQrzAH8C2AD+oreMaEReQwOPPAJkgcYAGqowAEI8vvIi2Z3KhHDLN49C72i2lgoFAyIQyYEs9DJGo2G+QtkQoXCv1eSaL6TBJaquo87UqmU2SSvkyS5fjKTH1iALo6OjloMif3MZrO6ffu2Ll26ZCD2afctz+UrrtAAa7WaRkdHVSwW7aw2jmDwAAdy9T/zYB8gp9dN7AS6QlIKQMGEK/YqVSTpOMEjNvSVIOJzgG3v23mfnJXyqjp3oorGYGnv+vXrCgQC+h//438YUsXLxjBxgurY2Jgk9Y209cE8ZUGyWriTKDLoCBteOp7nL8nQU+gggUDA+Go4FNAFghZOSyaoYqSgpyXxAjzKPMwaROZpNIdC5s+nIEhIJpOWaEjqO7jJc9KhIFDZIDjZ2zs6/Ru6hi+P4TglWYMcaD9UB+gAvgkOTmQ2m+07jXRhYcGyY57X061Os3CK9FUcHh7q6tWr+vzzz1WpVCxh5Xm4J//9TAYio2eDYRwI/P3hP/y7v95gMgEvkuCda0AZ8rx3AiP41vy3vLysp0+fWsM7+unR4WGWT3BTqZRu3LiharVqpXbujfulP0qS6RPPQNDHHvMBLxUiHzwTpHhHCoLPzwgwSUA8Ms07wZgRjJB0Hx4e6tGjRyqVSrp165aSyaQZY1+VGWZ5p8v99Hq9vtPKsRM+acJRYItITHHMnmePbHG8kcjROOB0Om1OwCexNBMiW089Q3dxQD4BQe84VDEWi+ny5cuamJgwegK2xvcGnaaC6+VI0FEsFnX79m1tbW3pww8/NLvlG2QlWVBPg6afHuOpPR4YIBDxtsfTynwFDWftnaSfwOR1xlMJSAR9b46ne/hq4Fkkaf5a7XbbBoAQ1EvH1Qt8c6dzNNGQhAOdIejCj3n9Zn8jAwIYbBXBi6/uAXBBtSHZGEyA6K2in/Dtt9/W1772Nc3PzxvVxVN9T6N3/vewHyT22K1QKKTJyUl1u13VajWFw2HrPfCoNrYc2he0TN41fH/ABi8L6NroHD/zCS1VO59ckYRwH/yOB54AwLxti8VievPNN1UoFE4F6PnFnsGG08xNAzpxArZHOu6XQF9gDOzv7/fdP2dtBAIBqwbS74MNRWfYZ1QuPT2SJMUH23wH4Ab0LnxxMpnUrVu3ND09be/I0zCHWYNVLOI75Mg42IODA6VSKdMJmuJJDKCRwYbwTBcfF/OdHrAkmfB+z4NGnsouHU9ExI+Q+Pi9Eggcjyz2VRVGOF+6dMkqma+yXjnR8BdECUdGRnT79m0lEgn98R//sT7//HOtr68bDYn+AwJgH7j5agQOlO+hoYYyHMLxVAw+SzZYKpXUaDSsbBcKhfqyvYODAwsMKaNxiAuBPFxmuvr5LgQ/7Eb29+xRutdee03xeFz/83/+T3322Wc21QbkgkzUUx5AS33gihwJUDCG/B4b2C/Pca5Wq9ra2jLjFwwen3DrJ1ThnKPRqHK5nM3D7nSOmsgajYZNMUFWni40zPIyx4EQgExPT9t9EngwHcUbSzYNyK3fpPDT+V0f8ID6s9kIBCVZwHNwcGCG0NNYuD7f6Q/H8xU8JjHdv39fyWTSqgQ8N0nKMHLj9zAiFy9e1P7+vn784x/b++Z9UvlCVlRj0DmMoU9wkQPgArxogjqPlnrUCWoKU+dIjJvNpr0HT9XifqgkYHi5V94Nzt+jtadZPkChqseoRz8ZDocAauZtkK9K7ezsGN2A+0ZGvgKyt7dnZXiSfY9isb/Rv1braDoV+sf349gIDqLRqMbHx+1E93K5bMMzfFJ6mirkIM2JoG10dFTj4+N6/fXX1Wq19OTJE0P3QB09KEHCHwgEDEzyVAlfbSN5wL5TEfMAlu+1Y2/6oIDlg0FfWcK2Ap7Bo/aUI6m/1+ukCz3xAUKn01G5XFapVDIfAFhBck+QTpALFYd7IwGB6uXlhx0brB7xLqEJkWARTPr7wGf4iYUeeR0dHdWNGzf02muv2XkGrVbLbCnyxnYOs7gf73ek/ok8BParq6t9YAkVRoJFEgcqCsQMJKPEByRffBfvi8DNV03QI9/bx31RRfe6jT75BA/0nb/H43F985vftDH8wy4fn3jbji7HYjG9/vrrunz5spaXl/XJJ58YiEv/Wjab7WuS98kp5wYBAvF3/mOPY894H9g7gFD6B7Fx6CUgEOAhzACCehLt+fl53bhxw5rCSWZOS5vyVRaSW+8HiUV5/0zGQ86+UoO+ETd4ZoEHTvidcDjcN8DC967Qs0y8TRyDnnkwg5gEvUOXAa6gthWLRX3rW9/St7/9bet/e5V1oqlTvvzlkc/Lly/rzTfftGYXBEKm6pE4nF4kErHpNGT9fIZrE/hKx1w/AiISD6oeZN+8FIyIz8q8c8nlcoaC0kSXTqdVrVYtuPcvaNiAb1B2HrWNxWK6dOmS3nrrLZuSAVLpkyXPQZRkBpN+DV8Z8uh/LpezjNkbPB+Ug2KT8fqkCt49jpTPIDsa1EdHj84aqNfrNv3LJ5OnRVo8YuDL3DTzgZxBcfL9NfT+UJXAEPhJSNAUPCrh33WtVjM95P14DiV6OIh08l6oVLGheUf0MvAdq6ur1uNyVnJjX8Brj0ajajab+vDDDy1xGBk5OsMBIIC9C1LLdQZ7pZARlDA4sp3O0QnYkUjE9Bf6AM7FHxTmEzzkRKDkEWPpyLaMj4/r5s2byufzyufzymazKhQK5nzOEtnz9LdqtWp0D4+Uh0Ih5fN5kxG/43VDUl+yCfiBPoDi+URXOqYa+MZ83odHSj29jAqml6VHjbe3t/XkyROFw2HNzc1Z7wnO+bSIPLLzQSn2amxsTLdu3dLh4dEZG4AaIMY+SMHJQlfCtiMzb7d8oMz3E3h4ORKY8F7QFwI4T03yCD0rmUxqfn5ek5OTunDhgrLZrFVWSIhPW4H0AEm73bbphOgc16cCyrMSGFCRZu/6agOAEboAGEjADNAHeon/8IkulCACUUayQ4PyFAwSWSp4jUajL0kZrDgNuwZ1FlqTp3UdHh6NG11dXZV0XKEmecB+Qcfx+wufwzP794MuertIXOKrXh7I435Ion2FmfvFjvB9g/o5Nzen3/qt39LFixdPhcqz8Es+WSTRWFhY0OHhocbGxjQ5Oan19XX99V//tVZXV43WRcWWPQPI7BFyT+8B8KUqQVKKHeA6e3t7xvrAJ/geKvwl9gAQyvex+v3KcxETnHZ5ABi7x7sC6D48PLS4yPeGUdUljvP74eDgwOjZPgFEDoDI7FsP3odCIRWLRQPzvNwB9OjT8IkSVXqSNOKDkZGjM1Nef/11fetb39LMzMyJdO5EPRo+88KBSUfJxrvvvqtnz55pbW3Nsjf4tz4484gfDiKZTJoB9BkmDpLqAsgoxo7rojxMqOKlYRwQKE6GIJiNlU6nbToKBoFylFem0ywvO55ta2tLiUTCEo2NjQ3V63VzzGxCnC7JExx4yo4kDT6wx4gmEglr1PLBC5kqsoOLBwXD/4csMRZeLr7PhUwdisOgvpxWfmwmELHBipOv/vBzP2KRa0iyZINghKQOGprncPM+2PAYUwJbGrC8bHASyBvjg5wJCDKZjObn55VOp825+SDqNEGzR0xoeEwkEvqd3/kdHRwc6MGDB/adlMdxnCThBGqtVssGLWCQ6Ndh71KVIMnyaInvWWFoA4mjd9LcN7/LO+V93rp1S2+//bauXr0q6fjUV9AyTw0cdnlEnoDi4ODATsKlIRK9I3CDUuAdDJRDpsiQEBCY+aoXex27Kh2Pk+SaXkbovKd3efqQDxyk46lXy8vL9v8+sfSl+bNINvy1GJEIOpbJZJRIJPp469w7SQWgjJ+O5AeM4MwDgYD1AoAqDiLWnpqH7eUwLeTopwax7/AFBEHZbNYSDU7PZfkk4DTy4lpUTdi3nhZHAEYgx3MRHLCPfRXHo6bIzycRPnDAxhF0hkIhQ+qxfdLx+SP8G4EgdsP7hY2NDd27d08zMzMaGxuz9+yrCafVO4Isz5wAaNvY2FC5XNbY2Jgh4JwNRXzi7R2N9h50JOkl+PI9HMQX0JDxFzwnE/48GIAd8FQhgj/enQ/eGdc8PT2tGzduSDoCepLJ5KnkxvKVO08DxHYD6MRiMa2trRmLgao09pDE259hg52LxWLa29tTtVpVrVbrS8R4L1Q0eRfoMj0C3CvJDHuP/6jkSkfDhSYmJpTNZk2OZ0UP9YskFJCW+EGS0bV6vaNBKuVy2cbJt9ttG5ELqIROQKPz+5QYjdiDeA+/wcGRHOpHLNZoNAxQJb5hj6OvVC5pVwgGg5qenlYqldKlS5d08+ZN64GVXj0uPvGBfYMXJyhIp9P65//8n2tkZER/+qd/apN4CLA8V9TTdijnguZ5RMAbQ5KOdDptQaPn54IWQAPwdB/oGqBfIPC5XE69Xk/vvvuupqamDI0nIfKO4zQG0MsOx+iTtVgspu9///uKRqP6X//rf9mcZy87z7XzJWIcDXLC+EkyxaS0yAYkmEHJMKJMNQB9Rrm97DxP/eDgQHfu3NHc3JzS6bTS6bRd0/95VokGhgYncuXKFZuCBTriKwcYf4+2ScdldNAj6ej9+pnokgyVIskgeCHYgwaDMcHJQknCWPiAH3lzOvy7776rmzdv2nvxDamDujOMvLgP3qUkO72dySEg6sHgcfMZNAGeheqEd7xwbGlKJMCBcufvwSOHOBPkQmKHjLmWp6FkMhnduXNH//Af/kNdv37d7hn6iP/8aasaXlcJ+HieyclJS3KTyWRfbxhGmgRUko2jZJ9jc0CTaWpGDwmYkZsPANF7j9zjJNgHg9Q2z+8l8N7Y2LB/y+fz1q/BnuW7TrMIWEiwPGhB0yz2LJFI2GSeZrPZNxef4H+Qlse+8kgzwZAv+8Mlx4dg+wgoSX4k9SUaJK0ESQRO77//vi5evKjp6WmjAXl/dpagivdhPD8yA9WkmoX/44BE9inJqadc0MdBcMHz8sy+quvl6vcsdg8d9nQW7Cy2MJVKKZvN6smTJzZp0fdToXtnVUmT+s/E8JWsqakpzczM2CG5UFW2tra0trZm0wyRHX7Rgz4EjNARkbH/DIEfMuT/GY0LwIBd9D6c90GS7BPL8fFxff3rX7cRvgzGOIsqLvaa90GcxXMFAgFjMRweHmpubk5ra2t9wwjwu7AJ8Mled/h/JvUFg0eDXmZmZiyZQ2fxNfTm4RsHA2UPKHS7RwNjZmdnVSwWNTk5qbm5OU1MTPTdw1ks5M4+9PEHe2JyctL0CHuyvb2tUqlk4DIjcJ88edJXwfV2UDqe3uh9OjYNW4gNY28jE98+QFWF90qciUxHRkZUrVZVLBZVLBZ18+ZNzc/PWxx50graUEfneh6uR3AKhYL+5b/8l7pz545+8IMfaHV11Ro919fX1Ww2Jckm+HAyLC8LJSOA4YRhjBIjc6HKwE2TZNxTr5y8KKhGKASnmC8uLurf/Jt/o7/39/6ebXSvJJLOXDGRnS9V93pH86q///3v6+rVq/rhD3+o5eVlM4SlUslK54yhZawo94bscLJMPSDJ8H0Ie3t75uwJuknwUHAcOQ6M52fS1OLiov7Vv/pX+va3v20jzrzB9TI7DXKAnvnnBFGanZ21STrw/6nwELiCXOAoMZySrFGXhCMSiRivXTquekiyn1HhQF8YrYqcQEA95YZr8V2NRkOxWEy//du/re9///vKZDJaXV21MvRpUdHB5SsKIG7w8/P5vDXKox8cbuVPDIdSATeXChBBt+d2YrwIDAESOp1O38FZyIWAhyTDU/zY32+99Zb+0T/6R7p69ao5G4JKrx/o2lkEyiQsODB0wD9rIpGwwQkk7ASAUOvo5UAfPTqInBgX7Huh0CNsJAEFwSZ6gtP2gRA8cvo5fNMt1Ef2sk9cePazStR834p05GAp3QcCR82SnjrGs/nghHfqBwPwLpARQS16xvL6xHsh8PRovw/WcLbdblfpdNoC/Ndee03f+c53ND4+bkGXTwJ9FWzY5QEkPxjFB6voJP1djCUGJfeUCAJtfCK+1Acpfv95/+R9gXR0AKwHLHyw48Elz2YoFouanZ217wHEorrEOzgL/zoYyHoaClSSYrFo+xp2ACj8xsaGHQr6/PlzffTRR4a407yLfnouPUmt37ve10AvJp7xp1gDZHDonm8GhoKKj56YmNA3v/lNvf/++yoWiwqFjkZa+yEcp1nosGcwEKdgs7A5BPKlUkmPHz+2wQM0c0tHth1GAf653T6agAdd0lde0SX8KP0F29vblpRKsgEsxDt+f9BQH4lENDs7q4sXL/YN8PDv/qwWciPY91UTYjX8FDYul8spk8lobGxMjUbDwOVut6uVlRWrMnvaHokCFUSq45L6/Ap2Hvoz98I9ejopvpu9jH4eHBxobGxMCwsLev311/XWW29pcnJSqVRKuVzuxDHKiRMN74B9NsTNjo6O6u7duyoWi/oP/+E/aHV1VfF43DYEG5kghDIPwvKH4LAJQRwqlYo1lRIEYwRx5LxkgkvuF6MNitdoNLSxsaHr169bqRcjLvUnU6dFSF8mQzax53eGw2FrVvrP//k/68WLF0ZpgVvvjRtoLkEH5VMCG4wZpyr7UYM4VoyspwWBxINu0XAYi8XsgKP19XVdv37dlNLT49jEZ40ue2eOQ2MTHxwcqFar2eYCWYdegJ5SGfIInacYUD70FREfZPrAQjouc/s94BMZ6Zi6Ahczk8non/7Tf6rvfe97Gh8f7+Py0iB5Vov79Lz2g4MDG62MHqIDkiwpodGTZmOPxBFUkETAq4UqGQwGjSOLnhMMgmJx7cPDQwtIqZ54NPCtt97SP/7H/1gzMzN978H3b7Ff/TOfhewGbR3JJ9PcMpmMGXESMx9IIS/+hLtMcAJi5SsbHo0dRGh5X36R6ELb8jpOcJBIJDQ2NqZisajx8XGzK5IsmPDPedrlEwSu7/cfdkc6oq7iRHu9no1MRnfwF14m6Ah646uHHt3zMntZlZb9i+41m02rxviznRYWFvTee+8pn8/3gUR8D+/3tLLz9m50dFTpdFr5fF6Tk5MKBAJG+QqHj6YmVioVVSqVPn68p0pRzcVG+6qXdIzEegQZOgq+xVfPCIL5Do9wEiCOjo4aVWV8fNymDk1OTlpwhdw86HBWy+se1/b+AgQY24M++Uls2WzWEjL8nu8/8XYVG4FP8ZU19h7/Qa/1FDNsP6Cq95kMxVlYWNCVK1f0/vvva35+3uzuWe1Xv5Addh4ZUtXDj6RSKU1NTemTTz7R5uamyQd/QqwGmEQiRZLhwaZut6tqtarR0VEVCgWr1vhkEfvo2RfYPG9TYrGYpqenNTExoWQyqVQqZXQtaPhnLTOvx8gHv850JpJ+EjESSCrjJOjsp0QiYfuTRayD7UMXiTWwWfhu6PfEZz4m4fBs3gHVKpKjmZkZO1xzdnZWqVSqr7XhJGuoisagUEHl/MPMzMzo8uXLVqbPZDJKpVI235oN7tHPQYcCkgpawxhRAhxoASihD1DIHgkMmOwCV7Rer2t0dFTr6+u6cuVK34b11YyzTDIGjSobGsPPJmVG+9ramlHL6PoHBRk0ADQ04yT5U5JxxUF2QDlB9CnNeW4oVQxoLAR1Kysr2traUiqVMt61py98VbLzywdx8GFjsZiazaahJf6zOFeSLB+kSrKsHqcB8gEa9cs2F0YQBwuSgJxBC2n6u3r1qr773e/q93//9zU5OWncZpqn/TpL2aFfJEKTk5OqVCpqNBoaHR01ili9XrcJQL66gkPEUVKV9EFXNBrt49zT+BYKhdRoNPpQskAgYFQjKo8E6XDnY7GYTSriUEN+x3OIfTJwFmvwOsHg0ajaiYkJO3vixYsX9v0g5gQOIHsAHiRiUDDYlySx9KmRcBEIsc/9sAd6iNBLnDi64xvCqaDk83nrX7t48aJu3bplQSenNQ8m0Ge1fNWVKgCnXY+NjRlfmeEgfBbkm3siGGOvomO+ERzbTyDM8jRJAmQ/yYy9znVA/0FcX3vtNX3961/XrVu3TPcAdXzPzFkvmr1Bhvf29rSysqJSqWQIPNUwf44AQQQ65yvN+FQvB4AZfuZtJn5COgp6AfioTvjqEEFisVjU1NSUstmsdnd3VSqVdPnyZV27ds3YBdgB5HZWejf4HjydhCCOOAAgCZkFg0fnLDx8+FCrq6sKhUJWweAMDmiNno2AjofDRwfE+fOsQNgHK6QAKlL/gBGa0tHPbDar69ev61/8i3+hhYWFPhrzV+FbPdoPaEulgOCe2Aoq7PT0tGZnZ3X58mWtrq5qc3NTy8vLarVaqlar9s4BU3kXxGZcPxgMWvWCKVp8P7+HH6VCAHpPz2A2m7XKUTqd1tTUlA3F8WDKV7GQnfdx0nHCBhDl45dwOGzgrY8her2eDeohvuh2uxobG1MymdTW1pYlLNLxgCBABfwjfliSJW/EOlwXnwENr1gsan5+Xr//+7+vQqFgsbZnaJx0DZVoIFQfSPoSDBNEFhYW9Dd/8ze2YUZHRzU5OalqtWoHXJFkEGDgoHEaZLQYQoIySpEIkd+jERxOI4E0m79arRpNodvt6q/+6q/01ltvWfboFdGXYs86iCFAwlBxz8huenpakqzbf2RkROPj49ZE5A8ipFzpuXjSMT/1ZQEPwQqTqyj98nmy5na7rdHRo1PLNzY2LIgPhUL68Y9/bCN6B/XhrGXnkzSuSa8NyEChUDBqGJsOmYKu0LTNyc6++d/rrySbyOK5yyB83AP6RXKWy+VsEg0oBgMMCoWCvv71r+vtt99WsVi08csYqK+iQc3LD+MmHfVpzM3NKRgManl52ZJ5qgwHBwc2EhNUjSBfOp6Y5SfK+BKvpD5HDVIoyYI0Zqxz+jdoDDQfeLnNZlMbGxuampqyCUn0i5wVVeqXyY1nyefzun37tvL5vNrttlZXVw1ZRF7wgwOBgCHPBNU+sPABDgj+4B7iez3qLsn2L2g1DefegZH4obOjo6N66623dOvWLeVyOQM1QFm/iuWpXQSuJD9TU1NWqiexJZigColPABTwlSHAGd9j5XnyOFN0j3vx++vg4MCcL/uc+8aGpFIpXbt2TXNzc4boYQv4XtZpddDbTv4OxS6TyZid8dSoZDKpJ0+e9J3hAH0im80qEonYQYNUcgjypONJY75vyvcMsa+Rqwfz/PshYeHPw8NDO9RrYmJCFy5c0Pj4uCXIgBSss/Sxg8mGZw4QhJFMEl/44HBmZkalUknXrl2zhuvV1VWtr68b84HeE/QXW0mTe6PRsJjEj9fnd5BxIHA0xCaTyWhnZ8cO1gSweuONN/S7v/u7unHjhtmZrzJYRl7I0fdGeV8FJQpaHBWgTCZjSfra2prFFbBawuGwpqenbX+Xy2U7n2N/f1/VatXAl0QiYZQsfAI+nSA8Ho8bnRYaNX43m83a+W3oHT7+q1i+6o3NweZ5+80e4z6DwaAKhYK2trY0OztrbQKlUqlvUmM0GtXY2JgCgYDW19dtehqHXDOUBv+LP2HiJD6YeJzYm1gynU4rl8vp3Xff1ZtvvqkrV67Y+z9NkiGdItHgQRAciCkbaHd31yYotVotlctlCzDgtQcCx6cRw1PEiHqD4Ok+/mAwAutBxJmgiT4EDGGz2dTh4aGhpSCuOCyQra9yE79MdpIswwQp8kkY1RdJ1qfim2Y7nU7fyDNvOP10C9+34g8QIoPG2EO3gjYVCoVUq9VsIgKl9a2trS/wa79K2flAjI0L9/Lw8FC5XE6tVst4yL4866sWBAoevZHUt/lBS6TjPgJk5g2KJGvwy+VyVmHjOlRPFhYWtLCwoNdee02xWEylUkmSDGXzFaqvYvkyNQHmzMyMochPnz41B4Jj9k2UBKv8nGCWZJd+In7XB69c52VndUAdAjhgyEAwGFS9Xrd3TX8Hjd9ez85a5wYTZp9sJBIJTU5O6urVq+p2u0okEnrx4oWCwaBVHUGXcDQkoRhtEnrfC4b9ohQOCCDJqmIkJ1RO/JhrkCpviwmm7ty5o8uXL+vu3bt9Zxd4WsxgtfUs1iB6i0xarZYla5KUz+e1t7dnFdJyuWx7gvtCv3yFBwoei2v7iUu+WRvUDjCFSVtUdpGzdLQvqbzMzMwok8n0IZbov19nCaoM/j/BxoULFyTJZAB3n8CUgA3eN9QJaC8+CPJN+lR2oORKMkAFH8thktvb2+bbQUFJMBhKMDY2pmvXrml8fNwO6UMHBpHlr6Ly7f0Z/k063kskGH4iErKenJzUO++8Y0kxB5zSRB+LxVQoFLSwsKBEIqG/+qu/UqfT0ZUrV6ziuby8rFKppJWVFa2vrxuYB9WX7ykWiwZONZtN6w0BYFxYWDDa3CAL5KtefA/JKLYJm0P1YHx83OIM9lK73VYikdDKyoodNAxLgveBLfIT4aiSSeo7hJQ4IxaLaWdnx5Kby5cv65133lEmk9H29rZWVla0t7dnexffQpLyVSUZXmaS+mIrno24gNhAOmZnMPobULxcLlsFicM6U6mUAW0//OEP1e12NT8/r5mZGbVaLa2vr9sIds724pmxcxcuXFAymTSgtlQqqVwuq16v69KlS5qcnNS1a9c0OztrPtzH18P6iVMlGqxBRCAcDhvKns/nzbmurKx8gRPKxieZ8IEIQYznLhNgUnKDSzsyMmKJDNxwNsTo6KiSyaQuX76subk5bW1tKZ1Oa3t7W3/v7/29Pi6u38Rf9Wb2ZWMSgFgsZgj42NiYyYYMHmQQuXvniEwJpFE0n5H6/g2fOCA7EhlQMQLM+fl5zc7O2ii9/f19ff3rXzf09lctO/Qtm83q2rVr2t/ft2x/aWnJMnt4zhivVCrVR/uDQwqNxQfAoG7ocqlUsgkv0E1A870jomICv5og+caNG5qenrZKBqMOuRcvt68i6PMl8UAgYI2GoGVPnz7V5uam7TMcwubmZl8VCTSdChnvAsTEVxmptNEDgsFjbxIIobs8N5SUhYUF3bp1S5lMxpI9zzH/KtYvS2JI0m7dumWBXTqd1srKSh8NzVN49vf3ValUbF9i43AkBMboEM9G8uWpJgAKHHjo+eC8G2hEuVxO3/72t/Xbv/3bKhaLduaCR+6/6oQNx8r1CXTb7bZV1LBV5XJZGxsb1o8GvYs9iV9hjC3o/aAu4BjRTf/M0WjUKt0kMARG6BzIXiKRUDabVT6f7ztkaxiO8mlkyAoGg4bQ4sNoVk6lUnr27JnZFuxKvV7v6+EhAIKaRtCNbTg8PLSghgSHhBnbhu8EafZ9RZ1OR+l0Wrdu3dLdu3eVSqV09epVo7q8LKn4KquR3h+haySrNB7TS+GppVSl6/W6nR5+6dIlpVIpTU9Pq1gsamxsTHt7eyqXy7p586a+9rWv2YCHnZ0dPXr0SD/96U8tiW6323beRCaT0fe//31duHDB6CulUkndblf1et1szNWrVzU3N2eg468qyRiUI3uWBHtvb88S9Ww2a3z/YDBoUwGJHUiGQ6GQKpWKyuWyJJkf8LadSnUymTRKH8Nm8CfhcNgmSr333nu6ffu22u22YrGY6S1UQt+/5/u2vqrlWReDYAR22Z+Rhi8jjs3lchZ3ZbNZ62miYhQMBtVsNnXlyhVduXJFd+7cUTqdNh1bWVnRZ599ps8//7yPKr+zs6NEIqE//MM/VC6XU61WU7vd1tramp48eaJgMKgLFy7o4sWLWlhYUD6fN7v8MvD9pDp4JomGR/zYyJlMRlevXtXIyIiNtYNHR3AMvYQghWBQkjXtUHYf7D/AqVIa9iV2RoplMhldunTJ0OSLFy+qWq3qwYMHikajunr1ql577TUrB3unOOi8vkpjKMmcQK/XUzab1ZUrVzQ6OqqnT5+qXC7bJvSTaZAHlBuMPUFgr9frS0xINghKgsGgTe/ynEd4jQsLC5qYmNDk5KQWFhZUr9f15MkTK1fCWfaNhF+F7L4s+CZYvnnzpsLhsG2myclJra6uamNjwxIOKj1k9776w7UxfMiQjUbiBa3IBzqgeul0WhMTE5qZmdGFCxesPAzXEq48vEyQQO/gvurl3wOoCkkD73tjY0Obm5uGjiCX3d1dC5IBBTiAiH1IZYcZ3H4yBoFdLpczqgCy3tra+sIIz2w2qwsXLphtIJnzgcOvQmYvW6FQSOl0WlevXrVAGNrnwcGBlpeX9dd//dd68uSJVaxAT6GzBINBK1tTQWw2m6rVan00BRr6mKxCwEHFwzcH0gOHrG/evKnvfve7mp+f7+tBQH6/6oCFIB3EnEqZJKOV0GQKF5tgA8QUhA9wCDklk0mjqbA/sXVcX5LZzu3tbQtyEomETW4KBo9GbfId8OLpT/Cg2q9KZiTg6DuJAOutt97Ss2fP9Mknn+jnP/+5VldXLaDd2toyuwZCSbLhq97sb1/xJtENBI4b96HGcH6Np+WSmLz11lv6zne+o7m5ORtH/uvaq95nEPjxHwkHFR7uMRQK2Vk/BNjYLXSFPZlOp/V7v/d75geovDUaDdNhzouJRCK6du2abt++renpad25c0ehUMj6PuLxuK5fv64bN24ol8vZ+GRPEfxVJrksXxXyfU7YbKhwgcDxGUCXLl1St9s1gJd9vLOzo42NDS0vL2t7e9uQ/JmZGc3PzxtzAqBAOppwNTk5aQg8gGyhUND169c1NjamcrlsfjWVSvUBzeg0QMKvannw0O8/f04XvpT3msvlFI/HrepAZSaZTJpuBQIBvf766+r1esZAQJfptwgEjsZY5/N53bp1y9oWbty4oe3tbdvvhUJBiUTCEpdkMml+zPcOnbbifSaJBgvlQMBXr17V+Pi4JKlSqSiXy6nRaJhhA1FgYeiTyaSVg6FrYBA8p5jKBqgpCCvTVd555x29/fbbmpiYUCKRsMrKpUuXDA0ngOF6rK+CSjC4BgM/0CHpaKMynYN5xjhJFIoyJddiw8OFhQtKoy+nZvN5xtyyAan8FItFvfnmm7p586Yd0MNGvX79uiKRiI04+1XJ7pddD/SHsZmdTkfFYtGejarE06dP9eLFC6Po+ekX4XDY0EKC6V6vZ+dLSOqbhkMPwc2bN3X79m3Nzs5qfn7euNwg1bu7u8ZBZazyoOF5mRP+VVSEQDtIqPL5vObm5tTrHY3A5URijA5J+uLioqrVqs2bJxnwk0BIhHu9nvX1gNx5xJ09Lh07lGvXrikej6tWq2lpaUmjo6N9yQ0Vl6+CcvGqsiMwgAZBhSsWi+n69evK5/P6yU9+ok8//bQv8KUS4RP0crlsyRh6KR0PVwgGjwZETExMKJVKWYJx8eLFvkDcv8tEIqHr169rcnLyCz0Fv8pA+csWfVFS/4haDk7N5XI2ka1erxsFpV6vG5Lq6QhUwOnxGJw6x56lugs1anJysm8qDIg9sr527ZqmpqasV+ZXLTev354GyjvFh1I1QM8G++mYvCN9cUKWp4VSNYclkEgk7PegVwUCR5N0oK2yf6PRqGZmZnT37l3Nzs4aNQYf9eteAHlU1eglwR55ig5AZiqV0uTkpFGJPXODBAu/4e1goVCwpDiZTGp5eVk7OztKpVL6rd/6LdNz/Gc4HFYul1OhUDDgkABy8H39OhaxHQCdB4WRJ0kRFO18Pm9AlnRMMS4UCrp27ZodLonewrJIJBJGAdzZ2VE8HlehUDA5MxUxnU5bAkR8w/ukkoLu/qqTDOmYvuepgugNvWHScQLshyoQa/jmcHwnNG32PtdLJpMqFAo6ODiwqapQ1L72ta9ZZQjGBfEIQ1fwJb5fdZAFIQ0Xm5xpojHoxHCsly9f1uPHj7W3t6fLly/3TbbJZrNWLhobG7O5zJwdAaJHORx+HggPiDwoRCaT0c2bN/Xuu+/q9u3bRm3xo9FyuVxfqVc6njrx69rMviSPHBOJhBYWFrS4uKh2u61r167ZeEPoOAQ4mUxG5XJZz58/V7Va7ZvcwztBTsgCNJVSXS6X02uvvaZ33nlHV69e7TOovgwHEu2bVAdLhL+qxftiWgI9Qd1u106MRnfeffddNZtNPX36VI8fP9aLFy+MywxvXjp2SCQtvokaowfi/s477+idd96xjesPG5OOjMjU1FRfn5GnGuDcfxV697L3wnvzCT/I3czMjPVbYcy+853v6OHDh3rw4IE1PEKXImCp1WrWmEcPFs/nubZ3797V3NycJV+cMI9+4cRjsZghsxjvr7qf5e96H1QkBgNB3vv169eVTqc1Pj6ujz/+WKVSydA8kluCYxI50DhknclkND4+runpad29e1c3btxQNpu1RJh+A3rRuA4BIo7fV469w3vVZz3rhc75/igmIOE4SagYprC6uqrnz59rfX3dkGJmyofDYZt+51F47BYBm3R8DtDu7q6KxaKmp6cNzY7H45qamtLNmzeVy+UsoAY4kF4+XvirXr6q4X2f/zMYDCqfz+vtt99WoVDQhx9+qAcPHlgCC22R+wcMkI72/vz8vIEnc3NzunDhgk2QymazNlSjVqup1zueRkjywbASpkv6npqXPQ+y/FUu3jPBqN8HvFNf9cNOk9hz7/gX/068LofDYZPF7OysDg4OtLCwoNXVVTvDCDogyUmv17NYBdlJ/f7h1w0OkND76g8239sR+nn8UBkonrAt4vG40bRhrjB8xY+75mfJZLJvn/oAnIqLJLN/ABc+9vt1LHwVABDANraNIQ8+9kCvPLAMLY1pX4NDLhiQhP3b2dlRpVKxqg7MA6rkxMBbW1sWE9IUzh4Z7OE7zTrTREP6ouMKhUIaHx/Xt7/9bT1+/NgydFDATCajhYUFQ1xarZY+//xzffTRR1paWjLUeXV1VbVaTaOjo3ZQGxnfjRs3dPv2bV24cEGpVMr4k2TgfhoLzWjSMbIzGCgPrl+VQcRh+Ex4fHxc7733nhYXF21DhkIhmw89NTVlvQS7u7t6+PCh7t27p/X1dTsFcn193WQ3OTmpRqNhwd61a9d069Yta2ybmJiw2ecoOOVxyqRs3kHZ+Yz3rJ3Jy5C9l30mGAxaGZdA0I9ozGazKhQKGh8f18zMjNbX1/XixQstLy8bj1aSVcdA5fh/ZF4sFm0aTbFYNP6kR8fQcxI03ily/FVRprx8pC86evaDR/jg4XrDB2p17do1a74rl8t6/PixNjc3tbm5aQkwSRffxXjb2dlZTU9P68KFCyY7qgIEmciNxkpf0fRB41dNZ/yyn/H90JH4916vZzoXiUQMLb9w4YJevHihR48eqVarGQUSxzA5OWknhsdisb69PTMzo6mpKc3OztrIRygIgcDxyFYCIDjnvqnfB0E+2fh1Lt4jNsQ3bTOaFT2gARJ0bnNz05wiOgmCT0AMdxyKC+OJqdpCOYU2689/uHTpku1bX2X+dQV7X4YkEpTicwFBqDjfuHHDxuGyCNSQKXRmguN8Pq87d+5oYWHBaGXdbteqwMVi0apGpVLJaHwMcsAO+mrTaZDQs17sU99Yzc+xy/wnHY9XlWSBK3YI4NIHvAAIvpH+2rVr+tf/+l8bvTESiWh7e9uqRr7ayHWl4yTj1wmADi5f0fGJLnQnSVZtxJdgL/EHyI+95afm+VHL/A5yxweQ3DJB0tPhkCkA42D15Ve9vK75uMVXR5EpDBWqCZ4q7EEB7Bl7DUBPOradb7zxhi5cuGD0KmhavlcLmpU/Zwwf5inLZ7HOPNFg+aAGHv3ly5dVLpftTAtKX14xOHnw7bff1tramv78z/9cz58/1+PHj1Wv1/X+++/r3/27f2eZHnQqPyEIwzB4qrM3AJShflnG9uva3D7ZSCaTun79uvWX+KYnP5s/GDyaelMoFHT37l2VSiX93//7f7W0tKRnz55pe3tbr7/+uv7tv/23Rr2KRqOW4OG0MBAciujLdb6E51H5r1J2p7m2n+wAUg5Xfm5uzjjzhUJB09PT1ptASXd6etoOUHrrrbcsIWa29GASA4I6OL1GOg7wfPP3rwvZ8983+HeCV0kmL/ZJt9u1A5EuX76snZ0dC+Z+/vOfq1qtGpqVz+c1PT2tfD6vra0tQ+Dpl8JYUm3yjorl0UVfzfh1r8HAySeLvtGavoorV65oYmJCV69eVblcVqfTsZn8mUxGzWZT9+/f1+bmpiKRo7MTGEc7OTlp/Wq1Ws0COCqMBDbhcNjO4hgMfjxq+1Xr2qte31MKcMQEzSB/foDFzMyMjYSGSrW6uqqdnR01Gg0DXwgqstmspqenlU6nFY/HLWEjyfAVbhwr1FJsqq9QDYIpv87FOx3cC1Ck8AuTk5O6efOmVcBDoZBNcoPGfO/ePZXLZfV6PS0sLCgUOjpjZ3x83Kplvs/N90pyeCHo7GDyeJaBylmtwT3rgVEoONhs9hmVe18x9COCPeIM6kwCTNIChdzLBv32YB3JhU8yftOWf8/eJjNMxVO9iMsIdPGtsE8YCCLJen8G+6p81chXgJEx1yeG9ANafl29QX6RbEjHUx/9z3y/qN9jyA7QxMesvkkbnwCQLh1RjFOplOkujfzIms9T/fGxi6+UnNX6ShINlI8NJR0bx4mJCXt4jw6grN4BEYxcvnxZ9+/f1/r6us0V5iRUPx7UVy18lovyg3KTePymGULk5o2PDxbgfUrH947c+CwTDZLJpNLptK5cuaKnT5+qWq32IXeS+pIHgkgfjPjgHIfsz0j4TZIdyztfH2QNohqULaVjzuKdO3f0i1/8Qj/+8Y9t+gV9C9/4xjc0Pj5u6Dt9HzgZ35Tv+aC800FH/JsQML9s+SDG3+PLenDi8bjm5+eNZsIBQpFIRHNzc7p48aLS6bQld4FAP/8U4/eyBMx//29KgvGyxX7xSZHfk1TCOJmbYPj27ds2knR1dVUPHz5Uo9GQJKOxZDIZOyfGT5AjwcW++ioFdnBQx36TUFHpWIe8XuEX0A1JfYEKdDJs+vj4uGq1mp0oXK/XbUz69PS0rl+/rlwup3Q6rdHRUeXzeQsCfcJGUkgFiPc52ID7myQ/6eV7FcQ3kUiYD6HvIhKJWAPy4eGhKpWK9RBBkQwGgza+lsEj2H+anwGkfPWRd4me/abpm1/cn68oE4v4ioz0xdPQ+V2axJGPnwjlJ1n5cdXe9vv35nnwfu/+JiYZLOTgqxYeFUcWgzQr30+LnyTOg5nh+1M8rYh3gs5JsmMAut2uUYRIRn4TkgyW92skqT5+Yy9Jx2Ol8Yue3kwSwrMxJIiKho/RfEziEwhAB2Jn5EWc8lXs20DvN9WDn6/zdb7O1/k6X+frfJ2v83W+/n+7fnNT5vN1vs7X+Tpf5+t8na/zdb7O1/9v13micb7O1/k6X+frfJ2v83W+ztf5OvN1nmicr/N1vs7X+Tpf5+t8na/zdb7OfJ0nGufrfJ2v83W+ztf5Ol/n63ydrzNf54nG+Tpf5+t8na/zdb7O1/k6X+frzNd5onG+ztf5Ol/n63ydr/N1vs7X+TrzdZ5onK/zdb7O1/k6X+frfJ2v83W+znydJxrn63ydr/N1vs7X+Tpf5+t8na8zX+eJxvk6X+frfJ2v83W+ztf5Ol/n68zXeaJxvs7X+Tpf5+t8na/zdb7O1/k683WeaJyv83W+ztf5Ol/n63ydr/N1vs58nSca5+t8na/zdb7O1/k6X+frfJ2vM1/hV/3gkydPvvCzbrerUCikSCSikZERBQIBdbtdHR4eqt1uq9vtqtfrqdvtand3V51OR+Hw0VdWKhVVKhWtrKwoEAhoYmJCmUxGe3t7Ojw8VLlcViwWUzweVyQSUafT0eHhoXZ2djQ6Oqp4PC5JSqVSmpiYUDQalSQFg0Ht7++r2+1KkkKhkBKJhCKRiHq9nv13eHioVqslSQoEAvZfMBhUr9ezZwwEAn1/Xr58+cRCfvToUd//BwIBRSIRBQIBHRwcqF6v6/Dw0L6fZwmHwwoGg+p2u+p2uwoGgwoGg4pEIgqHwybbg4MDtVot+7doNKpsNitJ2t7etuc8PDxUp9PR6OiogsGgvbvDw0Pt7e1pe3tbnU5HvV5PwWBQ4XBYgUBAIyMj9vvIBvkGg8G+Z0K+Xmasq1evnlh2L168+MLPIpGIQqGQDg8Ptb+/b7oWi8WUTqf77k+S2u229vf31Wq1FA6HFQqFFA6H1el07Pm4XrvdVrPZ1OHhocl7ZGREnU5HqVRK6XTarsWzo/PIi+fmZ9FotO9n7XZbBwcHfXoWCoXs/Uvq+zdJmp+fP5HcPv/88y/8jHs7PDyUJHvX6AG6j274ez48PNTBwYEODg5MFyORiN1rKBSyf+cafN/IyIgSiYS9L//dBwcHpl+8s263a7LwOoQc/T72z/YyuV2/fv1EcpOkUqn0pf/G97An0SVJJhtJtkdDoZC2t7e1urqqH//4x9rZ2bGfx+NxHRwcaGdnR9FoVIVCQclk0mSWTqdVLBYVCAS0u7srScpkMopGo2YXAoGA2u22VlZWtL29bd89MTGh8fHxPtuJzJGh1/HB55OkYrF4Ytmtr69/4Wf+XfV6PYXDYdsr/ufo2f7+vprNpnZ3d7W5uanl5WXl83l985vfVDwet98JhUIaGRkx+8Xa29tTu91WJBJRPB43fd/e3tbOzo4mJycViURMV7kf//zIatCW8TO/zwftnCRNTk6eWHaLi4tf+NngPsDms8e4n3q9rq2tLW1sbGhtbU2tVksjIyOanJxUoVDQ+Pi4UqmU+elgMKjDw0PzD8gikUgoGAyqUqmoXq8rn88rnU7b3uMdsf/9PXBf/p6xI/4987kvWwsLCyeW3fLy8heuyX1xr6FQyL6f93t4eNh33+xp/46JNfhsp9NRt9vV/v6+AoGAOp2ONjY2VCqV1Gw2FY1GTcdisZhyuZwkaX9/X5VKRWNjY4rFYorFYhYH8J3EAQcHB+p0On3PMagLXu/4++zs7Ill9+zZsy/8DDlJsr2B3Q+FQpLUZ0+wIcgoGAxqdHTU/ML+/r75Qz7X6XSUSCQUjUbV7Xa1t7dn+ziRSPTZCPyPj4PwOzy/t83+vXKPLH7f2z1Junjx4onk9vjx4y/IjBgpFAopGo3aMxwcHGh3d9f2DveJDfPxB/Lhvvm3g4MDSVI8HlcymVQ4HFa73dbu7m7fO/J/5764t3a7bTqGnyHODAQCFlfy/v1e8T6dFQgEdOXKlb9TVq+caLxs+Rc1qHAYcgSHwu3t7alUKmlzc1Nra2uq1Wra2dnRw4cPNTo6ak6h3W6bsUyn0yYkXlogEFAqlVKxWNTk5KRGR0fNUOzt7SmbzWp8fFy7u7vK5XJm+FutVp+x8wE+yst1/MYeVNbTLJIDjAvK6BUQGXgHiNJxrxh9r1x8liC63W5ra2tLnU5HoVDI3gN/l44MBslIq9UyJ51IJMwYomxc3ysjxsc7k7OS1eDy34k8wuGwvS82st8YBBIYO2+k2MAksaurq2q1Wup2u4pGoxobG5N0FKSQoOFokB/fxXv1QTjvMxQK2T1Go1FFo1H1ej21221zKIOb+Jc545MuZMXfuSeexRs2/70EqT7A4PdJ8AKBgEZHR82x8HMcS6/XM73qdDpfSE6R0eHhoTlevhcjiHx5Bqnf/vg9OpiEnGb5pObLHL3/k+9lv5DklkolhcNh7e7uant7W3t7e+r1ega+RKNRra6uKhwO295LpVKKxWIaHR2VdJRkjI6OKhaLmQ6jc5ubm1pdXVU2m9WlS5dUKBRsXwwmhl7nB3XE/3kW62XXelmC6OVXqVT0s5/9TGtra0omkwoGg1pZWdGf/dmf6Y033tDMzIzC4bAqlYqkI91pNpsKBALa3t7W4uKilpeXtbW1ZXs4lUqZvIPBoLLZrLa2tpRIJHT16lVNTExYEuNtHXrHHvX37O3h4N49y/VliY2/j0wmo8PDQ21tbdleRRbb29tKJpN9dqZWq6nRaKhSqaharaparerw8FDZbFaxWEytVktbW1saHR3VzMyMFhYWNDo6arLAd09PT+vKlSvmfwfBgZf5DP9z/xynlZFfgwESn/E+wYNRh4eHKpVKev78uQ4ODhQOh5VMJjU9Pa39/X1Vq1UDb2ZmZpRMJu33m82myuWyqtWqtre3FY1G7V0QFAYCAbVaLaXTaaXTafPJExMTlohwz+gcP/PPNyjPr0LnsBl8F3ZiEPDEf3I/PsAPBoMW/xEbIH8PknBNfg8fg88GROXzLAJs4hgS5EH/xf8TpPPd/hnOSobsUZ/M+rjO+18PZGCLeX5kjY3vdDpm46UjPxAOh5VOp3VwcKBqtapIJKJkMtkHQvFs6BCxM7EeMvCxo98TxMfYDe7NJyavuoZONAaNCQG7d8g42kgkYonH9va2Njc3tbi4qEqlomAwqJ2dHR0cHCgWi5kygrIghJGREVPaTqej7e1tlUolraysKJ1OK5lM2r2Ew2FNTExIOlLI7e1tdbtd5XK5vizbo3yDTsMj9ycV6t+12u22VS58xuo3gSRD93xSAPLk0SXul8/1er0+tKXT6Wh3d1eRSESjo6OWqPlnp7Ihqe++4vG4wuGwVZqQBZ/9MucxiASe1WIDs4l8AO8RGJInb7TRQWTokYRut6tPP/1Ujx49UiwWU61WUzqd1nvvvaf9/X3b7Ds7Oxa0od/eGWDQSObQJ29E/fvkz0FDetbLG9SXBc3SceDuHZ4PcDzCIsnQEZ+48W+tVkvRaNQCENCTkZGRPoSF/b6zs2M66itAgyiRD7IG72sQOf0qlpedr9h+WZBO5fTg4ECjo6Pa399XvV5XvV63JDkWi1kivL+/r3A4rK2tLe3u7vbJsFQqKRqNKhQKGShD9Rd9bzabarfb2tnZ6UP8BpMvLyf/d58EflXLBx1Sf2BTKpW0trampaUlra+vK5lManx8XJK0tLRkAMvu7q4eP36sVqtl9qjdbmtjY0Pb29sW2IXDYe3s7CibzZqd29vb08OHDw3lXl5e1nvvvafXX3/9C7Z/8J5fBgZ82X46a5lJ6rMnXu92d3eNJbC5udln8/b29tTpdLS/v2/2aW1tTc1m0/R4f3/fEljsYb1e19ramu7fv69EIiFJFoBHo1HNzMyo0Wjo0aNHCgaDVjkhEPHJ2kkSztMs3p9Poj2w6H2n37t7e3t6+vSp6vW6JVpLS0v6/PPPlc/n1el0VKlU1O12tbW11RdLtFot8xHSEShVrVbNHsLmCAQCWlhYUK1WU7PZVK1W09TUlBYWFnTt2jXFYrE+X+6Ts5fp3VeZbAzaUr4DYANAyNsPqv98juoEjBf0yicXHvDb29tTrVYzIC4ajZqPIXDmd5rNpiqVilUEOp2OstlsH5r/Ml9AfOUTJA9enXYN+gX/PdJxsI4f5OfoigcDfJXj4cOHWllZMZlMTU3p+vXrqtVqpmtjY2OamJiwSiP+hf1AlcxXomAzDNqUlwED/A7g2EnkdqqKBssHeoPlKG6Sn7OhP/30U0WjUU1NTRkdhc+SdRF4xONxy5BB9CKRiDY2NtRoNIyahQLF43FDt6Sjl7u8vKy3335bs7OzfZUL7n8wyOde+HMwUz6NrPiTzRONRi0AlmRBmQ9cQYp5uV6hPZ2KpABjtrm5qVarZcjo6OiooaU8jw92SOigaoAq+0Rk0Ijz55cFy2clO38tH9h6RISEVZJRlNh0OAbesa98NBoNPX36VKlUyhCsR48eqVKp6MqVKwoEAqrX67py5YrGxsa+oO9s4G63awgMG9zTtXwwTrLj9cEjp2e1BlFjr+veePt96g0iySyIOEm6r17690vQ2+l0NDIyYnL3ZXOPNJHE+r3hK4zc96Bu/TKdOiude9l1PDJKssmzco/ejgCkVCoV7e/vm14AwiSTSY2OjvZdi2t0Oh3V63Xt7Oyo1Wppc3NTMzMzSqfTVunY39/X7u6uer0jCs2jR49UKpV0+fJljY2N2XtDhrx3j/SyvsyGD7NeJn9vc72j8nul1Wopk8loe3vbqJFbW1uqVCpaXl7W4uKiBSA8WzQa1f7+vjY2NhQMBjUxMWGUMlB5nnl/f1/r6+sGUG1ubqrX62lmZkbFYtFs7uCzvCw588nuVwWuDN4H3+F9WCQS0dTUlHq9nj744AOtr6+r3W4b6MSeDASOaHgbGxsKBALKZDLa2trS9va2tra2vpAU7O3tWUCHjR8fH9f4+LhyuZx2dna0uLio8fFxFQoFQ2AJdvzytudloMBZyg377EENKhleB5FhNBrVtWvXjHoWj8e1u7urvb09LS8va2RkxPYSNrNWq6nVaqnRaKjVatn/o2N7e3tmE/he/H21WtXa2poWFxf14sUL7e/v6/XXX1cymTQgbBCMGXy+Qb04C/m97LoeHfcBtI9FkAnV2f39/T7WhQ9kJZlu4vM2NjZMDgAynkba6/UsDtna2lK9Xle1WlWr1TIbyv16uaFznuLnQd2zAggG5e91zlO1fCDvZeaBUv5EdvV6XZ999pmSyaTK5bKazaY2NjZULpcViUTUaDQUiUTUbrcVj8eVzWYVDAbVbreNRgp4B5DnYxS/vP331Y5BQP6kfuJUicbLkB0flMNLQyHh3na7XaXTacViMY2MjBj3DhRqe3tbtVpNnU5HhUJB8Xhc+/v7RjkoFAqWgGAMWq1WHy8vlUoZXWN3d1exWMy+Z3DjYhhRfLLAQSdyFhvZG1eCYJQRxUTBBnnMkvqMkC/FoVj1el2tVkvLy8t68uSJOZp8Pq8LFy5IOlYg0FFfTiOhAJWi/Imx9MbiZQ5i8H7PGnHxxu5lASABMoEbQR6GBgM0MjLS52jK5bLRpDY3N9Vut7W2tqYXL15ofX1dCwsL2tnZUSaTsZ4D5BUIBAxhBpUmwMlms0qn02Zo/L16pMqXOX3CdlYJ2sveg9c7HIdP3EAu2KM7OzuS+p2E11uM1/b2tprNphKJhHHkPWq9u7urkZERRaNRqxShz1SCPP/b3/eXgQH+mb7s34ZdX6a/6GKj0VC1WtXMzExfCX9vb0+rq6taWlrSysqKNjc3VavVNDo6qlQqZXu1VquZXqK/+XzeHNPe3p42NzctQNzY2FA0GlUsFjMHQpVUOkK3m82mRkdHlclk+ipryFDqr2B9VXt2EI192TshaKtWq9rc3NSLFy9ULpeNdlYul7W7u6utrS3bKyR26XTa7CRAzNTUlLLZrFqtlvb29hSJRIwfTaWu0+mYEx4fH9fq6qoePXqkTCbTl4R7v+Y55r/sWc9iDSKK/Gxw4QMODw/1/PlzPXv2TLu7uyY7OPC+kguINDU1ZRVr9nqv1zN/Sj9RLBYzeeHTG42Gnjx5onQ6rXg8rrGxMQMEB5FR7v1lP/sqACj+/2U65/URH0yFPJPJmJ0DCCBYg1oLIIqf3tnZUaPR6HtuSRZvEJek02nTYexDq9VSvV43e5rL5XThwoU+gGVvb89ssL//r3L9smTQL5gRvtcTJkUsFrMkwsdc4XBYh4eH5p8PDg7UaDT0+PFjlUolSyzq9boCgSOqz9jYmPWLcW/hcFi1Wk0rKysaHx/Xzs6OxZM+aPfv2793/u0sYrtBGXkWhf85381e83T/wWSEv7fbbTUaDU1MTKjT6ahUKlkVe2VlRclkUr1eT8lkUrFYTKurq2q32xoZGemjXgE2SzIA3lfQBm2Nv+fBRE3qB8pfZZ26ouFRMYy4d5BwZ3GIIyMjVg6HGuX5aJKszIiDJFsjKKlWq0qlUgqFQkomk2q326a4nu5ByXNnZ0fpdFrb29va3t62BphIJPKFhnACbP8zL/jTrEFUDKMVjUYViURsQ5IQUaJGMX1TFYFGp9MxR0Ii1u129eLFCzUaDUmy585msxYog/wTXO7t7dm1QQ/YBKCwJCa8d5+wgRZ6J+Kf+ywdsNcN/7651729PTN+NOOura1pY2ND4XBYY2NjmpmZMRoZCRrNlOvr6+Zst7a29OGHH2plZUUzMzNqtVpaXFxUKpVSJpOxxDgQCCiZTBrCwDCDQCBgSYnfG94QeSM4qCdnJS+u61HtwffiE/XBagVOBbSXCg7PSCACX3l3d1fT09NfoCqCqBIoSrK+hd3dXcXjcTOSJG9+zwyiovycZ2WdJcLngyR/ff5koMP8/LwFqFTTqtWqFhcXVa/Xtb6+bnu0Xq9rf39fW1tbSiaThn7G43ElEgmr3BKEEOBB08hkMhbsEBRGo1HjjrdaLT169EihUEiXL1825N874sFg+qyXv6b3E4PvDVmtra3p8ePHRk95+PChwuGwpqenlU6nlcvlrBcBHaXi4XtXCFIikYjRrqBx0K+AP9jd3VU6nVY+n9dHH32kRCKh6elpk6+nY6IPvprl99dZLx8EvCxA8sHy4uKiPv30U62srKjdbiuVSunixYu23/Br1WpVpVLJqHXj4+PqdrsWGJM0sz8TiYR6vZ7W19eNC763t6d8Pm/0qmw2q1AopP39faXTaQMhPBDm/3zZetkeHlZe+Aepn5aHrPBVnhdP5RUdWl5e1u7ursUEVC663a5V00jaqtWqksmkxsbG7Lrb29uKxWK2lyORiCqVitbX17W5uWk/g/IzMjKi5eVlG2zjq7+D/ZeD/uK0cnuZHF/mk/jT2w8/mIa9sbOzY43dAMvYc1gXyJkqLbQ1Bv10Oh01Gg0DTIrFoq5cuaLZ2VnT92fPnlmS99lnn+nSpUtG3Rvcp5L6/t/bprOmLQ+CE76CDEjiwbdyuax6vW5xF/GpJPMte3t7ajQafQMCdnZ2VCqVdHBwoEQioXa7rVKppFgspmw2a/4aW8jerdfrSiQSunbtmiYnJ/v6a5GHTy58jPWy53yVNVSi4ZXQI8V8Oc4P5GN/f1/ZbFbxeNw4dfF43BDSkZERC9Cazab29vbMWOzv76tWq1m2iqB4KQiJzc/ngsGgcrmccSRpzqK64RECaB0I98s22mmdMckYiua5jtwD6ApKSKDW7XYNPRkZGVEsFrNrkGh4xAV0eX193aYk4ZSvXbumVCplSaB/Z5TIyH4xiFQ1uD7TgvwEGa8fg6jzYOPpaZc3bPReSLJ+FIzhzs6OKpWK7t+/r7W1NUM7CUbgwy8tLWlxcVG7u7uq1+tGxWPiCCX0RqNh04EmJibMoO7t7VkFA+Q0mUzq6tWrVj3BSXk5eSM4iCychfN92fLIDvuo0+mo3W5b8ul7T6Rj1BsHS+KPDNmHW1tblqjhcPP5vL0jEn9PLYhEIiqVSgoGg5qcnLSgmgCI+3wZneplwd4gcnUW8hp0Uj5gTiQSWllZ0dTUlCYnJy3xAsEcHR21XgsoVOynvb09JZPJPkdEcNdoNAxVpeKEvJg4Qs8HFAIACqhUH330kXZ2drSwsKC9vT0lEglNTEz0Jesvk9NZ2LpBGbIG6aPcF4klw0JIDtBLUE3Qy263q0ajYb0sBDNMl6JSkslkDBnkmtFo1IKY69eva3p6Wr/4xS/0x3/8x/oH/+Af6O7duyZzdFzqBwsGfcRZ6tzgdQaReC/T9fV1S8oAn6jMePrU7u6u+QuS09XVVbs+iHSz2VQkElE+n7dkd2trS7VaTcViUaFQSFtbW9aMSiL9rW99S5cuXbJKEcjzy/bOy57xLBYy8f7HJxvYLE8NJSnZ29tTtVq1/Tk6Oqp0Oq1arWafHRkZ0fb2tu25brdr9NJms6mdnR2bcoleJxIJQ/pBnwEIw+GwfX59fV07Ozt9/tPr4Mv+O2vZDV7bV/19lYDkwveLEV/AJKnVanr27Jm2trbUarWM1pNOpzU5OWmMlMXFRT1//tyqN/RnAJhAiSRJ3tvb04sXL7SxsWEAF0MQ2u22CoWCotGoxSf45kH0/VUS4GFkOAgmegAWGy7Jes2ePHmi58+fK5vNqlgsWqIuSVtbW3r+/LkajYY9HzFkIBCwNoKdnR3dv39f8XjcJrESLwNU0we4s7PTR+WemZkxuwGLxccjPg4YXF9ZouHRfr6ImyEAYVOBZJI8kClBFyDxyOfzajabFlAzZnV0dNQa/CYmJsyR4MCj0ah2d3etgZINCbePzxwcHGhra8smi5B8cJ9UVXzAPOhA/EYbZhHIe5oC1+S+MSqUIX0yt7GxoR//+Mcql8u6cuWKgsGglcUbjYYF1CDy6+vrhuBIR6jxRx99ZBSF27dvW4Mbjlw6psVMTExoamrKsmHpaKwaJeCNjY0jBfr/MvDBjcU6C9n5a7G4ng90JfWhxJlMRr1ez5rRJKlcLqvb7SoSiRiiCWoAkgctLxwO2xQRvqvX61nz2f37920jw7dMp9Pa29tTMHg02ebu3bsaHx9XPB7X3t6eIc8gaP7ZfJ/CWTnjwWTZ65sP1H2Pjw9m0FmfIBPAMGVld3dXY2NjGhsbU71eN+eytLSkZDJp1SMcK8jqxsaG6vW6IpGI6vW6ksmkdnZ21Gw2NTY2ZqOK/cQcSu8Ywy/j156FI/Z67CtAXpe5h2azqR/84Af63ve+Z/e7trZmCHM4HFYqlTKkGNSPMY6SDPHzSf/29rYlrtAwaHBmb/PvoPOJRMKQMiocINbLy8sWLH7ZvjxtNcjrlb8mf/rgpdFoaHFxUXfu3DG7nclkNDk5qUajoXq9rlqtpmQyqWq1qv39fauKExTyHjKZjNFsy+WyGo2GSqWSAU0EilRv8SMffvihFhYWNDIyokqlYighgBVJIcGP538PBitnmWwMLn9dHwjiU9fW1qwavrq6qnK5bIGtn2Y2OjpqvT/VatUCI66PjSAw55r8/vXr1/Wzn/1MIyMjymQy9g6TyaRu3bqldDptAxC2t7fNlvp3/1XJyOuctw++UVuSAZ8kBPD+Hz9+rEqlolarZRPPmHopHSWoUPjwwYlEwobcQHOBygJQUKlUVC6XraIZDAbND2B/o9GoxUlUndLptA0yeJm++ec+jUxfljR72XnfTpwHMOKBSAAQKOtM42LvxuNxFQoFzczMGAVocXFRzWazjxYuSYVCQYlEwnTwyZMnWl9ft2oHbJSVlRU9ePDAZJvP5zU2NqZcLqd8Pq9araZ8Pm9xysvkd5Zr0Pd4gBkQ3Q88ATg+ODhQqVRSvV7X6uqqDR9A1uiInyAKdUo67qtkZDW2kFaFcDisUqlkP5uZmTG9GR8ftymjgCiAzoPU2mFk98qJhi/VeqXmJsg+UTgUBuTSTwnY29szTjxZp8/uPUccNN4bLMpPPoDi7AhQHdCsXq9nU6cYi8hMf7jOGF/WYPDyMtT0JMtvYow6CCab1VcxkAETp0gImMaSSqWszItzpsHxF7/4hR48eGDGLpFImAGkd4D+A0k25nBhYUELCwsmdwKhubk5C9YTiYRRr3jXNLR62b1sfdnPX1V+X/b/Xp7b29v65JNP1Gg0dPfuXRUKhb5eDD4Dqre/v6/NzU1VKhULOihDxuNxdbvdPmeAQwBtr9VqqtVqhjKD5FEd2N/f109/+lOFw2HNzMyYnBir6el+BPNn6YS/TGcHr0+CMZi8QR/jvtANGrg3NzdVLpft3IlkMmlNu51Ox/jIS0tLymQyyufzRt9rNptaX183m0DZt1wua2pqSlNTUyoWixofH9fExIQ5NF8WP+2+/LI1aOv8z6R+XcZ5dDodPX/+XH/+53+ud955R5L0/PlzbWxsGB0glUr1jTIEWYY/v7293ce5p+wNqsfvMqJ7d3fX6HoeQaYxslarmZPh/Xkqw8ucyFnJb/Ca2Oter2fA08TEhMrlsjY2NrSwsKBer6cLFy7YIAtfVQU5hzL64sULdbtdxeNxQyvZh61WSysrK3Y+0dbWln0ftqvRaNg+fPHihf7bf/tvqtfrmpmZ0YsXLwys6PV6unfvni5fvqxCoWD00l+GKn9VQQzvPBgMWhJElbBQKJgN29vb0/r6uvUvjoyMaHx83AavMDmPpB7wBA59Op1WKpWy90ZQBy3t2bNnZstIWkZGRmziVyaTkXQUG9y/f19XrlyxPrWvKsGQvui3B30ufvTFixe6efOmVabRySdPnqjRaGhpacn8LgNokD9BdqVSsTH62K9yuay9vT3rW6GJeXV1VSsrK2o0GkZ/TiaT2t7e7qMUBQIB/eIXv9D4+Lg+/fRTbW1t6bvf/W7flMVfZu9Oo3feJvj4zcvQA5cwMbBLAHRMvqvX61pZWVGtVtPa2prK5XLfQJtKpaKdnR3VajVLZBnugB7SI0T8BkOB4LvZbFp82ev19ODBA+3v72thYcE+Q/U8mUx+KaviLMC8wf8fBEW73a4eP36stbU1G9KBveaYhnK5rK2tLQNQFhcX1Wg0FAgc0a+LxaL1XwQCAaPZoqdUPPARxMrNZlPb29sGgjabTUlHCRpxHTbE9+56cPxlCdpJ5HaiROPLfk5CQeZLaZUzMuB+PnnyRIFAwKY3wO9GeXhIj5pGo1HF43ErjfumPoI0DEE0GlUqleqjSW1tbRm3bXJyUuvr6xoZGbFqBvzgYrFoweWXPeuwG3mQE+r5o1R++AzVHGg7/AxuaavV0gcffKAHDx7YxgERBc0ncPSTmPxcao/YNZtNQwY4K4JK0tramg4PDzUzM2MoLEaRyVWgrtLxQXqefnZWSdrgInDC4e3t7enx48d6/Pix5ubmbLpZp9OxSQ3lclmVSsUQBJKF7e1t9Xo9QwB8KXZ0dFRjY2PWL0ODKTo4MjJi1TEcGT00jKW7fv26OW9QNIIE9EA6nuzwsmc9q0VwifNAT3xFDX1qNBpG3wH9JgD2hzuCRtVqtb5ka2dnx8CCWq2m5eVlzc3NKR6P23hNqEWggqVSSaurqyoUClpYWNCFCxfUbDaVyWSUTCaVz+ftfWNDPCXjLCpnyOllKCH6TeDSarUs6c5kMnrw4IEePXpkCF6hUNDk5KQlbNgo0EuAFII/kg4cONQiZImtJbhG1ziXpdvtqlKpaHR01BI0EiF4vn4E88squKdZnhbFdX0liPurVCp9I0Lb7bYuXbqkqakpffDBB+r1jqZAMa4XGwX9iUBuYmJCiURCyWTSaDDZbFbZbNYOcUN/JBka3esdnT2RTqfV7Xb1/PlzC4ASiYSazaYajYaeP3+uFy9e6MKFC0YROSsde9XlK+DQXcfHxy1Z+OCDD/T8+XPjaUN/InGdnJy0A3FBUnO5nNbX181XMqCA3jN8BXo+Pj5uiR8sBMBFvpegLhaLqdFo6NNPP9WPfvQjzc/PGw2a5zhrvQOw+7J/870TP/rRj3T//n1NT09b/9KDBw9UKpUMICF4IwHwA2OoIFHtko5sNwdwehAxEomoVqvZQZbs60QioUqlYolZt9vVz3/+c6t2MKIfepp0TDE/a/oZFbqXVTI9vdKfg0QQCv272z3qq1peXtazZ89UKpVUrVYNyKRyDTiATLkmtuHw8NCSXOiPHhwkwcF24nehIS0tLanVaml0dNTOiGHIC4A0uuL7roZdX1ZJ8voNK2dxcdGmZvmzphjtjm3jefFtxCueFgogkEgkrJcKO48O0lsLFRm6OPdVLpdVKBQMLGVACzEgTA7iBf5O3HkSuZ040RgULI7PUxk++ugj5fN566ynmQVkijI3pTPoOv7m4cknk0mjO+GswuGwvRR4lJ1OxzI1Dl5iIzN27sWLF6Z00K4kGdJIlojyDgbLw25qytCeq+pfHopBYzL0iF6vZ0EvSBqIeq1Ws/vDAW5vbxsHe2dnx7LVeDyujY0Nc7i93tEYTKpI9CnwOxxMR1JYLBaN1kKQ4xtXO52OleBRVM+nH2w2Oqvlk0IQ8cXFRT158kR/8id/okgkYkMDoD2w8QjACK7h2sZiMW1tbRnCk8lkrFnP9wNxTQIgKIKUSQmM4dAToCC3cDhs02G8k/Ro0lexuC6VRMrVBCisvb09raysGF+exYCBra0tCxDhK9M0eXBwYCNb0RmqYk+ePLHP4VxAYUHI4Dojh729PRtPCl2rXC5rbm5OuVzupTbpq5If74kkg6pWIpFQo9FQr9fT2tqaGo2GUajYq0z36na7tkfoFSAJ6fV6Zq+oZAQCAZvUBbo1OTn5hT4ovqNer0s6mipy+/ZtjY2N6enTpzYOkXc1iGJ+WdPfSdfLgiD/M9+sSOUgHo+r3W7r6dOnWlxcNNAJmVerVUnH5ynheHu9I2oQsj48PJrHPzY2pkwmY8/Md3W7XWsql45Ojo/H4yqVSrp3757RDu7du6eHDx/qo48+0u/93u/12Qje4y8LME4jN67zMroCXGoCteXlZa2srOj+/ft9lELPc/cAEEHd2NiYVbD9gWgAN8gyHA7b4bdUj6gWeZQ7EAioUqnoRz/6kSKRiB49eqQf/OAH2tnZMaCC7+ed+mc8rc79MkDK+/K1tTUbe/zpp5/qww8/1NTUlHZ3d62KD10RWW9vb6vdbhtVudfr2YGPAAgkv1Qu6UnjmtJRwhOLxfp6VdkP0FoAuMbHx/U7v/M7mp6eVq1Ws+md/lBjryeniU88UOOXB6Joag4GgwYmoR8ewPzkk0+MOktQur+/b7EGcRr3S3CL7fJ6J8mozQwQoWcUvyXJqIGhUMiC82q1qlwup8XFRau4M1mMoJpnfNXJSV+2BvWO98F97u3taWNjQ0tLSzYEhGcmYaD3x5/H4n2EryDyH0Mt8KN+2hSDbEiWORuGmFk6PhQbai++gSSI70TOvP9h2ASvnGj45hBPJ6Bkw7/VajWbSz47O2tnEtCkw+aUZGg6Rs7TNygDIcCDgwNLAqBSSbJgkaAO1I/MDiRia2tLP//5z7W9va3l5WWl02krw6PsZJGxWMySEBTpNBsZ4+8nDvjqxiA6giFihvni4qIePXpkXEbk7vnhKO/Ozo71ppAcgEDx3ghG4vG4pqamjMpCAxeOiGBYkk3rQsbMTG+32xobGzOqGigOciMYOo0RRP6e38vPkSdyAylqNBpKJBJm0DFi3JPPytE1SYauszkZV9rr9Qxp8H0LBGcebWKkKNO9fvrTn0qSNZDDB6csTAJDZWGQxjSMIRwM9tBfqAB8B2g61DpkSMkW7jEB/tbWljkIZCqpr8nd9zp5Rw8y589/4M+dnZ2+xkxJhgJyTSqaS0tLCofDRhfxTuMs1iD9guv6wIrgggoW5/oQcGFL2u222SqcIWe1IAeuy6AHdI0GQJJ3kl544dgOP7qQ/c80m1wup2984xsaHR1VqVRSKpWy6V6JRMLsN+usKpAe9fc/CwQCVs2BbnL58mWNjIxY9eDg4MBOS97e3tb6+rolcdhGDinkPCCacOnp6PWOxoVSoeT3Z2ZmND8/bwE3vVIkK1tbW7p3755+/OMfa2VlRdls1hINzqHwwZdP0HjWs6Ji+D99YsP7k2RB7/j4uFF3AExANbvdrp1JhS+VZIEbAyw4FZy9xmeh6DKkgEpwKHR02CGDCNbX1/Xv//2/13/6T//Jqo3ZbNZ8MjYPcGVYGsbL1mDCwnvw0314Hg/wRaNR6zPpdrtKpVIWgIH6EnsQUBPQgURjA2OxmNLptFF0oRFJst+nqo3N8NQV2B9bW1uKxWJGz0LnuHdsN/vJP+swy/fo+P3P/QEEE99xKjx+FFrS8+fP9ejRI62vr9v7Z6/jL2AGAD4BqPrphewpYj0SCGIL/C1NzsVi0d4bA4AAbwBZ8aPj4+MGAuZyOZv85enfJ13ok++1ZZ/wDCRY5XLZ+jTpKWs2m18YDuRBAvSHJAqWjySz//V63eRBMoh/DofDyuVydg8wiAATve+YnJw0fwplz/dlk3wO9j79XeuVE42XORAaXDBo7XbbJvPs7u7q3r17Wl9ft6wXo07zJyUb6Tgg6Xa7VvZlA3n+bSqVUrlctvK278THkLFxJPVtoO3tba2srFiz6WuvvWZNulAx/PHsg1SnYRebxb8wDIfneMO95rAbfm9nZ0f1et1KkHDoCHhBr5jIFQ6HNT4+bo3MBDJ+Zvr+/r4ZkmDw6IArqiKgJ51OR48ePdL09LTm5uYsmITSRq/I4eGhZmdnLTHxk3EIopHrMIv3N6h7JDqg3n5TgaiHw2FrxAOdI+jFALC56b0gAGRj+glBjGLFqCM/AkgqTLxjejf+4i/+Qu12W9lsVm+//bbm5+f7Djaanp62dz24sX3/0Enl5p0PMgOdJWgulUr6/PPPrSEblJmRjHyWagOJGHP1PTqFo/L8YwKbXq9niRt7en9/36okPDdGF8QWHV5fX7ezYZhus7a2pmw2q9HR0T4uqaSh961PknzgiBwwrv5z2DhQR5BQngPHnclkzM7xGXQKx0R1CYc1Ojpq/S04UknGYwYMgN9LoB2NRrW0tKRPP/1Uly9fViAQMFTLo1SDz3sadNnrrkdJ+RPd+9GPfqRMJqPV1VVD8/78z//ckgaSqkuXLpkscNAgnqlUyg6MAyDivKXt7W3rFcJHxONxG3IBTRQdRI9BtNFddIpAEPsJosoePatqkH8P/B3bd3h4dPDsD37wA7333nu6ePGiJRCzs7O2n5Ezthlak7eXDBABbU+lUtZ4TJKBvoDMEmRLR5WlUqlkNhR/gW+RZIFftVo1jjlUOb+HvK4MKz9snWc+sM88AksSQIKWy+VUKpXsPS8vL0uS+TLf3+eHffAd9Dz5Mwk84IH/i8fjyuVyBhAQiHtb4D/LHgmHw3rttdc0PT1tQIv3rYPyG2Z5ahly8mARB+jt7+9rbW1Nz58/twCXJAKqEr2yPtgGUONeQ6GQcrmcUer5HPvPg1YeSKTK4RMTptExrnpvb89ACmh8kvTZZ5+pWq3qtdde0zvvvGNxJ+/iNHqHDfC+gQQBCjVgsKf5Y6+w1bBaPLuBqgYxBXEkdh/GAOAS9DS/V7kXH6MAVO/t7emTTz6xHrY333xT4+PjBrxAV04kEn3vj3t8VZ07UaIhHQfgvk+CTSjJpjeAoPmslRINwmTcFuVbHoBxcjQ8Q11hIgMZH70EJBEEdiDLvoyEwEEDSqWSCoWCAoGAisWiKYgPwnEePlkZZuEkfCboEQkCZI+ekhk3m00ruflDcKDgYKyq1aoZPX8QGgkUG5/nAx3gnpAbCAYUmHa7rR/96Ef66KOPVCwW+2bMU7LEUOTzeZORP3PjNA5E0heQGr7Do3OM0ut2u0Yd4z8CYpAMUDV6VCQZnQd9hi8PlQyEi+8GqZCOEXoMJRzRmZmZvnJvKHQ07ezjjz/W8+fPrWpCVW12dtboSFyPezvpwvEO6i1GBwcMFQC0xR+WSbnVo/CcQgptDH1m71KdAC3GeeJgaa6PRCKGtpKM+aEIOzs7NvWF0cOgWLy3Z8+e9SFePNdp9qpf7FOfAHnABZAgGAxaQuT7KAjosVEgnr46Q2BcqVTse7CTNHVTXcS5kqB6ehWOrFqtql6vG0Wo1+vp//yf/6Nu92gK1cjIiKanpyUdTWA7PDy0/eyDi2HXID3Uc68JjBjpuLKyong8rkqlopWVFR0cHGhqasoADElKp9Oampoye4Rd29nZUblctt4CrsvoUQIjgspEIqHx8XEbCAJ1geuwXwCvBqsJ7fbRwW0kvQQWg70op7V10sunSxGELC0tqVwu67//9/+u119/3WjE8XhcmUzGGsA9LZLKJYlAp9MxMBC+OOgqtm53d9caz+njoJoJTxz6lKdnAXiBoNLA+sknn+itt95SsVj8gl9mT53WR1BhxuYQe/DMsVjMdB+7m06nrQLOpCSSewIy4gx8BZUH3jly8LQm73OJJdLpdF+PBWPYPUXF247p6Wlls1k9e/bMzumgMoPPPgt987EHMuTvUJ6odufzeQtyoQT3ej2jvwaDQRWLxT5aGcAk8kqlUorFYpYYSDLb7nsgqe4gQ8BDdC2TySiVSlnCSF8WtFXsJFPoGIc7NzdnPbkARMMs3tcgCIodJ4mBzslQEJ4bwNL3RfjGeA8OEz8Ss0GLIhZnEbsRVxNnwwJAV9BJ4qGDgwM77M/3Qy4sLOj27dvG9EA3pC8e9PpLdewkgvXG15dMUMhut2uj2KDmkDWRuWEwCbIpG4KeECgjVErloHy+Wdfz9FAWXq5HwTAeOBOCk3q9rnQ6bRkcyBaKjKEBdThNZYMsMxgM2qbyARoGkfvEsD148EBra2va3d21Bh0CGKZAQW+JRqM2WQTFpEmXkjhTHijDLS0tKRAIaHZ2tu+kdfoHIpGInj9/bgYok8lodnZW8/Pzev78uS5fvqzZ2Vm1Wi0r2TOqmODPZ/rDrsHgEXmyKDPzHtE5ql1+wyMXKlYgVATAkiyBIrABbQZ5JgCRZHrseazw6RlJ6hutOAE5Fospl8uZcQaZ9xxwjx6cVF4YAv6k/DzY/D0+Pq7bt2/rZz/7mY3/5Tt5brikyDESiRj6SUKKQ4e/CxpD0y2BCAmwpL6JSiQRODm+h33oq1flclmffvqpnamTSqVslCuyOysqFQu5dbtdq0TU63XV63WbXsbeAXHk/cfjcRWLReVyOQu+eAdQn+AjS8djo7GF6XTa+MUs+jfgQTN8A8dMZXJ1dVV/8zd/Y++o1+vZ2Nf5+XlLSEiqThu4DCK7vvLNfTebTUtEPW3FJ1ToHWi9JEtifeUQW0mFCNoKskyn05qdnVWhULDRvuhgpVLR8vKy+SFPxfXoIDL5+c9/roWFBU1NTUk6nijjAanT0DCk/qqQDwB9I2YweHRIGdXoZDKpS5cuKR6P25QodJG9hN8hSQWA4XyDXC6ndDptuontOzg4OngSe8Hhk75xGR9GEJzJZMw/EQ80m00Vi0Xz7cgWXfFMhJMuH+zxJ7aGRGxkZMR0gZHcrVZLpVLJglAqythAgEkCZw8AIkM+DwXP6yW+hYEONIzDnc9ms/YM3GutVtPo6Kg+/PBDbWxsqFAoaH5+XpcvX7ZKPN/rQcthqVMe4OSa+DJJpgeeWruxsWEj7qFFEV8Rw+HHAKKDwaDZ6/HxcUseuH9fqYBJ4GWDXeVzuVzOqJPYLoYBodvEAtFoVKVSyQbGzM/Pa3p62nTRxxIn0Tn+9PR/5IBeMPUTMJN3J8mqe95uEyuhe/w/cQjTPkmMSejQe5+MeSoaQDK9b6xoNKpisWgjv7lupVLR1taWvatwOGyA4SB74O9aJx5vi9J4dNcLOJlMam5uzhpEoSVxOJ903GTkERff4AM1A1SciSvwnUGefTZMYEOmWigUbINQHschIfDV1VVDGDlUh6CUl+zLWcMmGh5hIYmgIZMsFu5cNpu1Uvfy8rLW1tZspjcVDQISHHEwGLTMl88RNO/s7FiDD5xFSpn7+/vK5/M2PQoklL/jlGgoPzg4sLF0OJ9Go6Hl5WV1Oh1NTEzoxo0b1tiJfpzGCHIN74gwtiS3+/v7diImiQPv1CfFBwcHKpfL9p5JNqDx+BGMBEagDgTUoIPS8YnuhULBErlut2v9DnwvSDc/x/mzPzi8slKpaGZmxk6Kpirgg8uTLIwfyTdGDJmQdIBsFItFLS0tGfrCnqtUKhbYhcNh4xjzHVRGCGI95RFaAfuM55aOz+jw9+apY55mBarDvXNwE4AGPF32+mmRKm/f/P8fHBzY3qAZ/JNPPrFzGwATQI+oytKAnE6nlUwmzaZAN+t0OjahhXdEAsskIEmWVPD9gxQUTx/Fdm1tbenjjz82gIG9Mjs7a9NK/Hz206DLHuFHdpL6Apl4PK6rV6/q6dOnVilLp9OWXNTrdbsPmmenp6fV7Xa1srKiw8NDFYtFZTIZ6y+CS4+NZjphPB7X7Oys8vm8TVPCxpdKJS0vLxu9d2xszBp5GVbCM7D/Hz9+rHg8rpmZmb4k3gMDwya4XuY+yUD34KNDT8UeVSoV22P04pXL5b5ki2Z6/Cb0JlB+KtXsZZIHGqHxwYFAwHqOQJPp3djc3LSxxJFIROl0Wk+ePNHly5f7+gA8OwLZDYKXw8iOoJtrd7tdra2tqdvtWrWHymM+n1cymbS+FkANKjr4V0BLQBL8NpUv+vj8cBSG0dB3xnMzEdKjynwXgAvBKCApOgg9mndAVc8PORm2iss1SQxIAvGlVLRIMBcXF7W8vKznz59rd3dXU1NT1lMSCoXs/CPpuIeAOIzKI3t8sBrgaczBYNB6jRKJhPL5vMWfgFjoN7LFBgAKEv/Qs1qtVvWLX/xCN27cMLtwGtkN+ggPXAKyU20mdkVHkCvv2oNPAG9+ApRPLrDrsDo8ZRJaHhVx/LD0RRuDX+X7/D0SW21sbBjgDyADmPiqcd0re2IC7UEn5McTQoUIBo8OspFkTaU065BMIDAe+PDw0EqJvoxPhUE6pjVxDd8YBHqSTqeNC7m2tmYOl5FqOGrGko6Ojurhw4eampqy7+JsDYJzXt6wC9nhiAgUyDKr1ap2d3f1+PFjk1u9XtfGxoYdNEhw5tEzGr3ZkKCBBIQ4i3g8bkbco+UgLcFgUFtbW2b4GPmKAvrzOqCkwX/mPAS+l5Ivs7RBOIaVH4Eyz0NZv1KpWOAAbYz7o6TMKasgbfQF+RGfyIfJD5xvAS/Vc7JJnih3ZzIZxWIxjY2N9ZXa4/G4OTBK8mx26EaHh4fWTxMIBPT48WOVSiXdvXtXFy9eNEPFuxxmgYQS8ILY8hw7OztaWloy+ZHUYkQkWbM4NBMPAAyiylQ2PU0P9KRUKvWhPB499oE51SCQwVAoZOgyCS5OEPR0aWlJxWLR6BAES8MGfDge9qwPmmu1mlX6EomE2RtP6WKvsv+4Lxr4PF+eZMGjolAboez4KWiAH1BPeFdw8nEofIZ7h0vd6/WM2sfkPU7a9pSn01SDfOBAEOlRTSqv1Wq1z+a2Wi2bt49vwKYfHh4axWVyclLFYtFOUoaGQIJMcBePx3X58mWNj48rGo1a9RC9g2Pvx6t7qgITDTc2NvSDH/xAzWZTL1680Pz8fJ+u+GckyTvN4r2xL/B76+vrfdOPCDAYVz45OWnBqGcRUFEiCcYPg+4zVdADGvhhBkBAQcPnZrNZFQoFq4ZRlYX2l0qlzJd88MEHVo0jYab3g30AGHUa2ZG4cD97e3u6f/++VRY2Nzf1s5/9zKpnnU7HpjT65H6wAg7NFpSYBnrpeGIlwxr8QWySrO8RmQNiAsqwd/2ewZ5yP6lUys59Iakg5qJ6MGygLMmqgIyz52Rt/BWskGazqZWVFfMXUGxJdLGN0nFfB8FxIBCwvQVgjL3ysmGSHGwI6figYIasSLLrUqkDicdHYLsB/3Z3d+1QvJWVFf3t3/6t4vG4HRQ6zPK0KWwmAy4AVOiFikQipkP4TCqNUGix996GMHmVSgKxBz6ceFg6jmWoUPrfIV4EYMa/09QvyWjf2BX0jMMQX3vtNXsG3vOrgu8nTjQwBnC8UAwcYqlUsmkpnGURj8ctUEUolM+hDpClweH2XHUqF7wI/uMhQXNIMKBsIbDt7W2bgIBBQdiLi4v6+c9/rjfeeMMckad24XA8VeakC+UAYeQ5KN+DNrVaLS0tLVkgRt8JCCiK4NEukhYQF0+JkWToCwqFQSJDJQFgHJofuerRZhq4RkZGVK1W7UAogqcbN25ofHzcjB8yG6RRDLN8knt4eKjNzU09ffrUqlBPnz7Vo0ePbNOByvC7UAV8IoyMcMSeckOAgfOFn4zDBpkZGxuzCUDIHvRksLRJQvwyugETTPg9/xl/mulJFoicp33t7OxofX3ddGl1ddWcF02GkgxlpsE+EAhYIgo1jX2/tbVl+xUHSjma4EuSARHoA3sag4lzx67w93Q6bQdwgrTRAEdj9NOnTyUdTam6evWqZmZm7HeGWQR63CuBA4Y6m83a83ECvUcFveMhofMVHo/agXhBhyTg9Sgvjho7i+ypsECRwWZJ6qPqsc+9vQwEAqrVapZM8658IDOs7NhHHmmlOkfwythZ6CQAQDwriPv29rY2NjYMMc9kMpqamlIulzM/I8nsEH5mZGREhUJB+XzeKt1UCiXZOG+f0DWbTeXz+b5ehXa7bYE8gXG5XLbAxaOhXmeGWT5A9XSivb09LS4uqtVqWfPsICUHu0WADyBEdZmEFtl0OkdTyagEsreg5kJbjkajxk4ApKJKxxkx2Jper2f+2yOuH3/8sd577z0LoD2S7XvjPIVnWPkhN2T0/PlzPXz4UH/2Z3+mQCBg1EXv3y5evGjUGr7fJ5B+Ehffw3k+7Btof+xR/zxUsUOhkFGVA4GAAWW8dz+UoN1u941qff78udLptIrFYt+BalJ/T8Awa2VlRY8ePdLq6qpCoZCmpqZUKBSselutVs2m+Yq4dHxgI4ezBoNB1Wo1ZTIZq2YcHh5aXwbgBgkcz46sPAAjycCcRCJh+w87gc1EhgB77FWut7u7q42NDat4b25u6m/+5m8sMbx06ZIlwCdZnqmBD6tWq1pZWbFYb3Fx0So/BPG+v5jeFkl9lQlsEN+DXlBVwJ6j555xhD56+id+hEo4MQVJjo8N0S2YLY8fP7b3zGAH/P2rVr5fOdEg6EfhQD+geGxuburRo0daWlrS5uamCRq0nXm/bEKSFPiOHl33yAnBNd/t70WSTWThO0gmCJp5wZLM8BEQoSifffaZlf+gcHE4HVQEFGmYxctAdrwkpjgglydPnmh7e9tmlvvRZQSrUAtwOKCUOAVJfZsMNIypD5TFJVmlAqdCsxvXAXWhdwDE3ycSoLtMc4lGo5bYjY2NqVqtWpIwzGKTkeCyYUqlkj7++GPt7OxobW3NdM7Pj8fIo6MYNihrbGQ2I2gDTVs0RdVqNdvYVH14fs/RhuaCbCVZUEKS7XWIaQ7d7lEj/Y0bN4z6kMvl+niuJ13oPtTF5eVla5RF70mafFWSv/ukgMBRkhlCKjPIF7mSQIHc+dGzJKG8Q5wv740EBgeM0xkZGTGH5We4Q+F48eKFFhcXdfHiRUUiERWLxaF0jeWDDUl2zxsbG3r06JEFaIx6ZE9htziwzE93Irjw9B5kMDjFjCQBBBCn46kSJL07Ozs2Phx99JUUDgfE3nFPOGWcLe+T3x92v6Irg3qzurqqTufofJnl5WXt7u7aQWX0jVENpPqIwyOQ9dTYXq9nFUWSVJINSXYSPdVpqrbo9iDdwAdvBO34CdD8UCikq1evamxsTD/5yU/05ptv9lEmSfyGrUD6ypnnyjNJLBgM6uHDh1btoZ+J6hYVHXwu1StfHSF4Zswqzy/JQLbt7W01m00bae2DH0AElj8HAb/s/S6AGvbs3r17dhAdwZGnvAy7vOxIYtrttpaWlrS+vm464oMvT/ucnJw0359KpexMC3yCrxiSLAECQpmiAoCfbrfbloCwZ0mgsQXZbNZiAX6f70omk5YEQk++e/eupqen+4ABKirDLgAHX2EiwahWqzaYw09jpCLFCG9J5jd5B+wZdASqMdVm3zMmyb4X2qO/H88I8RVH7IN0PDQGOWPXOFB2e3vb9LDT6Wh9fV3lctlOEh9m+b4iEjDOVtrc3NT6+rrtXR/A44PZH8SF0BCRN4mUj6GghPK9yWTS3oGnWhNrE0cQv+FH/YAIzyzgPnnH3W7XwFQAIQZwvCqo8soWkSDJc9JarZZx9kHEGQ2Is/LlaIJ8jBCBI/+Pc4RK4F+mRz48QkZygFOQZCg/Co0ho3LCM0D1uX//vt58801NT09b8AJ9gxfmEcGTLn6Pe8dAcVr6s2fPrJmTEYwYomazaaNku92uzZT343i73aNzL/L5vCHpg/SW0dFRC2pIJEhm/EQBZmKjaBgEzgsgyPOHxbRaLT158kTT09NmrJPJZF9gPmzgguzYmCCcKysrffQk7h19oCTJORUEArx3z2XHWBA0g9BDN8BxQiECneFwJgws340BxWHhXAbpLwSKIOMga5TmQ6FQX2/TSZY/xZfnQg6NRsMSQhwt1Qv0yiP0oKDoL87EN61JMiSJoJokBgcVDAatP4Vrg9h65B66JcgJVQKMIo6CAznX1tYUCoV08eLFLxyuOMwa7DXh2TgQ8rPPPlM6ndbu7q5xf8fHx5XP561Uvry8rM3NTbNxIL5UC6XjRMb3yRDo+APp4IDzLnAQTFUj8GS/wZ2fmJgwhyDJAmaqluPj45qamupLwkG7TyM73u3h4aEFUffu3TM0jD45nongAuBjdHTU6CboRzAYNHojCW40GlU6nTaAxNNv0X+qHlAq4NyznznhHpuAnwDEIdBkrzD84i/+4i/U7Xb17W9/25Ij5HYaGovUXxmh2vjw4UN99tlndibA9PS06Yi3XfTnYdvwhdDFCGh90CYdHwR2cHBgQZJvkiZh85VK/Gk6nVYqlTJQA7oV1TbsDv1BDx480LVr1ywp4l6HrUBKxwGfTzigkhCYgYY3Gg1rmJVkCTz8c5gEJAm8VxIq2BAg5Mjc9/21Wi0DdqTjPlJv09gfBOuesiKpL0hfXV1VrVbT7du3ja6FL/Y+ZZh15coVzc7O2hljxHG8S3pU8FmcYg3KDr0HwAWZce+D7wl98BXwkZERC4x5fv6d76QZHKoYgDAAj++LBOhAJ4hHEomExsbG+qZQSRoq0QBcYj/BGGB4DsAaPSu+Bw57IR3vdxLMw8NDS8o8Rcz7I5ItzzACQE2n09ZvSnzmaWyAEsQj2D3kGA6HjZafyWQ0MTGh8fFx02uSlkGa4C+V1asK1b+4SCSiRqOhSqViJSySDYSJM0UpPJ+4Wq1aRkXAQikxkUgYNYIDpTyFwZeQ4EmD+BHU+goIFAySHF4y1RZ6N/7qr/7KZkCjkKAUbIZhy7oYNGTIdSKRo7Gejx8/NjSPUbtknZKsdNjtdu0QPmgIZNGJREKxWMwmcvlyIobRc3fJon3TIzIDgWEDgS4kEgk75IZ3gXyhM126dMneM2jNaZr8cIZsllqtZjQmuKIjIyNKpVKanJy0jcpYPEl92b5v6CbA4LmhD+E0SBIISDgUzFPpkIFHDmnskmRoIwYTSk+v17PJGvv7+9rc3FStVtP4+Lgl7VD5hglcSHwwWpK0trZmB6DV63Xbsx6VgfrlDRDBs09EceTIYfAekQXOl8QB9Mk3Q5PY4IxxDjRG45y2trbsOtJxUMtJ2YwHxt4M20Tv6VLe7uXzeRsyAQUNik0kEjHnTOXAB64YbwJX9hnTUXK5nMLhoyk0VCFCoVDfdBmCIGg/oM3b29tmr+hV4TqS7DpUYGgGZ68yjhxnfJpEwwfInjpHYEA/Guh5pVJRqVQy8IX9BeebHjFJfWg0wUqxWNTGxob5Ep/Mc/AZPonP4LOgrGHX6LXiPnC+gBnd7vG0MYI/gAH8hDT8wZFe57C9kUjEKsoAXiS3jH+W+s/z8Yd5SbIkxPPlkakPWPkcFZR6vW70xWw2a/dB9RPwsNPp2Hd6/je+dn9/X8vLy6rVaioUCvrJT36iUCik69evW0DF/Q6bbPgqEABnMBjUzZs39fz5cwtiPauCJADKWCAQsLNosEcsbDJ0P4ItKgEAUrw37B7TqqCzFAoFs3NQaUg4qDazAFOIY6hQQgH0cclpElz6TaBRwhDwcsWOedoUekDATzXP90f4vgLAQl8FJ7nylXDsO8GsH+sPGELC5yeKMpWU63n6aK93dIAnCTWT2XZ3d7W5uTmUryBGQk7NZlOlUsnsFkAIejnY/+hl6QEpwMHBKoZvO/CVcmJsnhnACpsLtZb4CR/i+zew1+iUfzfID5/Kv2FvXmWdeOoUjnd3d9cmv8BhD4VCymazdjIuwguFQjZpgNISM7wPDw+Vz+ct4ACxAmkhUyXgQ0ExUIeHRydS4xjod4CDT1OydDwykpcHEg3y/Cd/8ieam5vTG2+8Yc/DWE5e6rCLa5CF4vAIMnAiIIDMKQfNDIfDxqcnEfBj5djsBCsEF55yQlYsyYJtNiUKRuCE4QBpICliVCAGg2Rtf39fS0tLhtgwzYrvGNYI8nvoEkEQPT48F0bff88gXQD03ieaGC6SYwI2HPDOzo42NjZMTsiaDUzi4jmXJMokijgeDK0PKAgGQIV+7/d+TyMjI3ayOYH8sLJrNBra3t62GezdbtcCM/buYNLK3vMBLg5akqEjJJzSMSoPWsgCQSXQo18GueHIuAfeEXrIvVAVQpYEVCR65XJZjx8/1qVLlzQ3NydJfdNPhpUfzyZJs7OzWl1dNXQefWHKGY6aqlAkErHTzak8EnzwnIAHIPkEuclkUq1WS9ls1mwnvQ3YQWhQ6CTOhveGEyQIYhACweCDBw/0X//rf1UqldKVK1f0B3/wB33JwTALH8F7JTm9cOGCjUsEeZdkAax0PFkH8Ac01U8x4l2QQKTTaU1MTBjNB2DCU7fYQwR96CTVwpmZGTuzgGQyEAioWq3q8ePHKpfLNg74j/7oj2xffuMb3+jbA4OV05Mu/3vYhl6vp0KhoMuXL2t9fV0rKytWKQSBp+qDPwyHwzZVKR6Pa3V11XSA5IU9BhgFdx6gDmCB8wk4UZlxtcgb2jNVMs7nIKDa2tpSo9HQRx99pKtXryqRSOjRo0eWBBAkQ1/DHg4jO961D27v3LljlG4fFFOdJ8BFd9hnDIMZnFAoySim9PVgm4hNYrGYVRvxA9lsVmNjY9YfgtypDGQyGQPs+C5sMpTcQqFggw0IAPF5Htw96cJWAHwVCgU7HBgqN8kbNKRkMmm6RxCL3njKFJV/7g+wBOYIOoJ/Ra89HRHWBfZkMEDG1iAPFvcA+EAzOXuKAH19fb1vzPCrLgAo/g6Yu79/dICeZ9QgZ2I8b5c8OIMuQ4HCj0An86wd4iD8K7aIGJu9hJ/3PYFQowEOkDe+mYb9/f19AxHu3Lmjubk589UnsXOvnGhgtAn0Op2jcZ2c4r2/v2+TKMLho0lAKF+9XreM2CNyrVZLhUKhr3zqqUWggmRzBHY4aJw2gTJoN84elABjSMDOBoDHS5BKw1A+n1c4fHTmBMoPCjfMAtFAyXGCyC4ajWpsbMzkyrQO6EojIyN22qWvimAAKb12u11LMnymzPNKxyU3kjqobdDbRkZGLCGE1iAdNxcTEAcCAW1ublpwlc1mreR669Ytm74D0jbsIsD1jXmU8P11oZkRlEgy/jSIE0YJGfC8bGY4sZTRMRAkaqBKyA7EDscK+gna5EubJOeJRMLoPSRKBBR/+7d/q1wuZ9xvnsf3JL3qIpFdWVlRu922EbqRSET5fN6Q9VKp1FeCB70AteC5QVgo/4PQ4Hw9ii0dTx3hYCbQHGwFv0OQg9yhyBCI+34R+hQ6nY6huaCpjUZDT58+1ccff6yRkRFduXLlVEGLN/o4tGg0amNAeZ5er2e0GoKTRqOhUChkvRPScXDiq2zt9tFJ8eip12scCHsQMId9hUw9Coh9YSSkdBS8MymGz4MMPnnyRB9//LGNav393/99oz4My1n2tA90YWRkRJcvX9aDBw9ULpftc9FoVIVCQdIRTxz0En2jyoh/qNfrymazBi7wHJOTkzo8PNTq6qoNFSEQqdfr5nyhVVHVxT6BZmJ7eZ9M1NvY2LDrfvLJJ4pEInrttdc0NjZmQSNB0Fku9lgwGNTFixfNH2xtbdlBWwQPng7RarWUSqXM56AjoPa+gon9g5bKyGiSQZJenu9lMYDv+/IgArQ+mmL/6I/+yA5kXFhYMGqcbywdVoYEsr4aFAodnRE0Pz9vwTBjWr0dY69sb2+r0WhY0zJ7HDtPv5gHV3wPKNVjpiJCCYS64w8rxL4xmIEKL++BZAP7ubq6qqtXr/bZvUaj0acrp+kNQn8kWcWbhF+S+QGocIVCwfZgKpWyg0J5nwT5JEnYJpgrwWDQklWALOIZekLYt94/eUAMkMZPBqMa6hkouVzOJk4RxxJ3NptNZTIZLS0tnVhunupGPIoPJZjH3kKLIrAnNvC2jsQjHA5b9YXrZbPZPhoUfpCkgJjFU/hgYfB5/k68wbsnkcD3wFqgtYD+TnqOYLWchOXzyppJsAYCkM1mlUwmjaNJDwd8SDJX38zd6/Wse12SCQdl9KV+Ng3ZLAEtxnKQ/w8X1ysmBtA3/Xoe28TEhCETBDfwFUEUudZJ+GiDC2fBM2HYKMdKMmpUqVQyZIWkCSSTrJtNRdLhm7uRr+f3QtkJBoPmROmHweBx8A0GlVIjSC3JCs6bEjL8+Hq9rhcvXqhUKlnVoFAo9E00GXaxAUkI2LgYXapblJhJTkmuKKcSGOMIKUUiHzY2BgPDNTs7a8EfiUssFjO0C6cLAgZVypc7MeSgZwSdBDmg3z/96U9Vr9d15coVRaNRzc7ODi03DDO9DATMvn8K/ad6wKF8DB0g0EulUmZUMJjewZJc8W9MwMHA47Api0vHdDX+TqIRCByPw4aGhvPyk3541ziwer2ue/fumRG/dOnSUHLzCBO2CpsWCoU0PT1tyBVJEz0T2EFsBRVRAiFP35HUl7j6ipkkc7qgWVQ5Qfmgd8DJHRsbsz1Hcot9Yd/gdCQZJZGERzpOrE5T1SDIA5zgnJmJiQmjSrVaLY2NjZlOkFhjo0iqqNJyDgJyYAFGAV5h7xl5iaMGkKHSS1KRzWYt0ELu0pFOl0olVatVo1DyHiXp0qVLunr1qgWIPsAd1k/4SlS73dbjx4/VbDZ14cIF26+cH0JAAbCBrEmo6FshuScgxMaBphPUoevYL3wkTaDIBDnxnyQD87ze+p4r7G21WlUkEtH8/Lxu375tttb7h2FlB+BBwoMv8EBdo9Gwih59XpKsKtlsNk33CYix15FIRJVKxQAF3jf9n9hyqg0EmlwP0MTbAapKPmFB/uxdaI4TExN2dkUwGNT6+rp+9KMfaWFhQTMzM33B40kX3wvFZnV1VZubm7bvsGsksoBUnoosyarWxBXEiX4wQbvdNkov+xk9CQaPhxiQTGBHfPxARZZ4lL8TY5FUs8eZDFipVCwW4zNUM4bthUTveF6AnmKx2DcSGvaMH5/NABRoXL46SqzDIsYhjhkbG+vrSSGR4TN8zk8j9Ik4v8O949uJvQH8qAjVajU9efJEMzMzVvk9CSD1yokGmSIOEs7h06dPrWpB4IGRl47Lcmx+gljPtWPOvJ9I4HmkkqwPxAvJNxKBBGAYqHbkcjm7B4wEZUymRWxtbWl0dFQzMzN66623NDc3Z1UTlNgH9CddJClMUcAQE8x6ukMoFNLGxoYhvfCJcQwgTL4hjRI4Des8LxUIONgYQtBVyp6MmMTIoZhwgUk0KO1Wq1Ub/8pJnCDVgUBA//t//2/77He+851TBS0YHoLOzz//XC9evDBngV4SSLGZqICQkIB6oJ/oIHIiGCFBoLEN4+VHJkMbQw9xDH7TgToR6ND0xzMxmtcjMfTrbGxs6NmzZ2q32xobGxtKfuj6xMSETVDhWbe2tszoknz7aT8EMaBInr5HAOv7W3xTG3pG1YYEgrMmQL0IkgdLz9AO+H8aDwkoCR7gS/seMHojFhcXNTMzo2vXrg2lcxhj34tycHCgpaUlPXv2TCsrKzb1DZRIOh4uwT6nAZV7Rm4kzewxDDfoJjYMB9/r9Yz2gvwJmjnMj4ZcePPeJoLmkhTzfEzsu3Dhgu7evWuyPA1F1AeMz58/11/+5V/qn/2zf6ZsNmvJwvr6uubn5/umyZAgkVhtb2/beFaqDKCBBM7S0VQ3H3AztYwgkGl80FxASgOBgI0LhRoCHdX3KYFuYz+gd4HMQ2EADDlNVcM3ppZKJX3wwQdGReHckVqt1gcySTLU2/sWfCVAGUk6Q0ViseOT6KkA8Sf2yg+44DsJLpLJpCWxPsj34JYkmwTpEd/p6WnlcjnTFQJNEu1hFu+A5+A6MCfYV9hgP5mHk5sZ144voSfFT9UjoPeDQ+ij4j345+feSEIBZaBxMcnH05/8QWyg39VqVX/913+tYDCob37zmwb0raysWGVt2OX7GcvlsiqVip0FIcka46XjypH3SdCExsfHzR+iP/wOdg/Z+F6KwSSTd8Bn2VfElf4QXRISSX0JH0kdfgG6qacb8e62t7eHOkuD4F6SHQZJ3zIsD8+kkWS+wbNrAHl5dvyjJKveoh/oEAkBFDoSERJ87J9vOvcAHUmcdMx64X1jl9n3XOPw8FBra2t6/PixFhYWND8/35cM/bL1ypEzQb1v7sPJLS4umnGLx+Pm2Ah0Qd+kY2Vgk/EzSm2UdRE8WRoz8zG8IND8DpNqPIIzyM9HoX1W6RGa0dFRzc3N2Qg0UAkMyLBNzWwIjCGIONzgarVqvHz4nH5KFAaeio4fF8fkC+6v1WoZjYKAg/FnoFNsVMbQomB+agSJiKd6EDTSc5PJZDQzM6NGo6GNjQ0zok+fPrX7CQQCun79+lBzqiVZMNpqtfTZZ5/pgw8+sA3Os4PCY3RIenl38B0TiYShUzyX58KygZlwgby888QpevQeZwEii37j7CORo8P9oPPx3nyzPHuk2WxagvLZZ5/p7bfftpntJ1ncP821lLbX1tbsNGXpuFeHveQnZGGsQWLY+9B3CEw9F77T6RgdkUoPe9gPZECn+DtBCsmQrwqBQjOtiOvC2SeIAQzgOzxQcVKdI6DAWeGAHz16pCdPnlgg7wM59iT2hmdAH7hXqBQE0r7qR+JM0ByJREyvKKFXq1WzCZ5jz7ujIoVeSceIG98NyobNo08EuzlswId9j0ajevbsmT788EPNzMzo29/+tlUqoKyUSqU+jjDlfuQWCATsbJ5ms2lTvKLRqMrlsiWY7E1ogegFk/H4nefPn5ve8o6wp9gJTymQZD0j7H2C9U6noydPnujChQvKZDJ9072GBVbwEVRtGDH705/+VKlUSs+fP9fBwYEdYObpo9hEdBE5+iQD3cJeJZNJq/rjcwGtCIx8goDtJ0CjJ4X9QmKDTYPShy8ZHx9XNpvV2tqa/vZv/1bf+MY3TLa+CXWYRRBFZYefMTiEig1JUiaTscoDyW0odDRlh+qep+Gsra1JUt/QDw8UIRvsN7YQu8j+ldQ39hoKDIEn4F2r1erzBcQ1f/mXf6kPP/xQ6XRa165d07e//W1jPgybbGxubhrw6m0G3H70DJCTd4Q8AUyIDzKZjI1fhR5FQoEf8HGhD6L/X/beq0fS7Ejvf9JUVlZ6W76qq70fyxmSSyNS5Gq1KwoC9kIQIAj6DvpOutKNDCRhsRCX3OWKXJFLDsd2T/vyJl1lmfSZ/4vCLzIyp4fbVV1DEn/UARo9012d+b5x4oR54ok4nE9frQCoIflCL0nCSCLZd9+XQdXFB+4AN1Q/Wq2Wrl27dmq58d2dTkfr6+t69OiR+VWvE+w7DB9P3/YVHfwdv3u/xnehf16/AEBIBj24j57RE+P7XDhv7CGxNH7UMz0AQykq0DvId/5T65UTDV+CJmDi7gpJVqaGm0jwy+hRggeMmKcxQbPymWYoFDI6FCU9T73wfDwCQZSZAwASSQBAFsfBwGCiLJSAOeRPnjxRrVbT8vLyF7L40yyPpINEMqGAQ8utm7wjaJnnc+bzeas84NxIknx2zoFrNptW/uKzOp2OGTLKiARNJCU4ORyQbzSDGkf1hAZoEj0qQN3uyb0DBGWFQkHvvPPOqWVH8rixsaGPP/7YUF0qFUzY8UZFGvZ2+FIgPHiMGAfXJ28+SKzX60ZDwRniQKUhOsE7897oOueEoNc3bfmEjs8EBQKJePTokX7yk5/oBz/4gebn508lNxCjWq1miESpVDKKg29o98gGe+0Rd4/k8ZwgoyB4OFR/vnh3T+vgfIOqsHxlkukWGGH2DXl6wwryTF/T9va2ocxnmSTCvqJDvV5P6+vr+slPfqLHjx+rXC4b4ovMpBP6BQ2GAC1TU1OmB9hA7B+OFd0EBUSX/IQgnBU9WNAZ0StkDI8Wp+SdFU59YmLCEnQQ67m5OftZX/E46/IVxampKf3sZz/To0ePDIWk4Z0JWCSsJFu+goHfgZ65tbWl6elpG1GJfZyamtLs7KxdphgOh60XiX4DuNMkhewhQbmntKVSKbORBFCABNg9EoGZmRlL1KgKnHURIKXTaV26dMmCL98rd3x8rEgkYtU0uNP4XD8kgM+iYgRwQHDKv/E9bCS4nvbkG6gDgYAh+iQzBCbYNOkkUGfsOnJksh40oHfeeccSFWl49s4iN7jp9GqCwDabTZt0Wa/XNTs7a/YLeaZSKbuAkEAVSilT7aClUFEFQGRaJhURP4HLB87cZYWv4vvxBQSU9AdCcUMH6D2Nx+PK5XK6f/++bt68KWmYEJ9lbW1taWdnR4eHhzYBDpAKKiN+E6o0ewUVE7vd6/WsnwBfhx0k6QUcDIVO+tgAXznHnkpHNUTSSOAM2s7nQvUJhU4G+PgxsSQo/t/63oqpqakzUZR55ydPnujXv/619bigw1ScY7GYJVs8Cz4O208yTzxKrIG98f7GA5LYMuig+B/OP8kYCSvPhh6zABX5eXwUACOx0vr6umq1mh49eqRPP/1Uf/Inf6J79+79k7I61c3gPphoNpva3t62W1NBLjnMOEMCBQJAj8xjsFAmuKJULeCZYkBQClBkX3LjcKDIHFo2icCYA85Ggl6Xy2V1u1396le/0t7enjV2zs7OWrB+1ooGzbiUxEulkh49eqTnz59/oWGIRATDTYN9MDgcxUuwQMKAAaOXBcfhOX88P867Vqup2Wxa44+nAJA4YPyhFkDpor/AT3jwdCRm+L/zzjt6++23zfmfZW1sbOijjz7S3//932t7e9tGGXtuNL0TkkxPPCrnkXOPQo/z6fkdupaf0Q0KArUHI4qj8DxpP9VBkh1wdF8aBrEkGlA5kCP3hTx9+lT37t3T7du3TyU3eiNI0AnY6AUikR8MBlbiJRll4pp3fhgfZIEj9gksgY1H8pAJzoB/77/Po9rSkG4ByMA5R4Y0NZO4k4QQ/MTjcc3NzZ156pSvgna7JyMmnz17pidPnli1EfpSOp22KgE9Qzwn1Aom7PEuJPU4AnTEN/37CXM++PfOB0SZALnZHI7a9BRCH0R6nQdY8DRWktKzVjT8xLGFhQWtrKyMNNXSewOyWa1WTQYEV6VSySrM2EXQ5snJSVUqFdNFznk+n9fc3JxNIqNKhJOVhlUzwCeCbPpA2BtJdsaZvoRdA7GVZJO8SNqReavVOpPuIXNsDlOe+I5kMmk+zjd3djodq74SyCBvEkrYA/7cSjLaGRWb8QTd9yxQceMzqMB7RBS/BV2yUCgY5RogkQty3377bas+8Tk851lkNxgMVK1W9dvf/labm5vGc9/b2zOkmT1CBwEhSSag2VJpwD9HIhEVi0Wj8PJ9UF88SIWv83pKYsj7kUBwxvHBJDDYB5/0AEQlEgl9/etf15/8yZ9obm7OQISzAqH5fF7Pnj3T8+fPR3oOkB/slFarpd3dXdMTeqygX2M3+HlPb+fZsOWeloWuI0dp6Kd5N0/ZJxnnM8b1nKoc4DJ+mLOC7FOplN1jdRZgpVar6aOPPtInn3yicrlsd4n4WMNT73l//CLgjqcPwxwhzkZGVOfRGZ6Zahi9Mb6y6C/EJa5EnvhXAFjsFjEV4DX/nni82+1alSsUCqlarb6SrE41dYqDVK/XVa1WLaODykS1AY4hCCaZJZ9BCY7gDJoLTkCSvZAk44mR9frr2flZDC2Bi0frCbBAzjqdjo0s9ZSj7e1t/fVf/7WKxaLefPNNffOb39Ty8rJisZhVDM6ycGJbW1va3NzU6urqyPgxAjXGvDGNAscDouk5h8jdV3wwfvysR5B9kziVIhCtwWBgN3j7MjiobCAQsBKzNDzYPDeGOhqNKpvN6tKlS7p165beeOMN3b1718r1Z1k///nP9fOf/1xPnjyxRMmji9zgTvZNQOWTLIwNRpNE1Cco0JyoiuBQvRHw70y1zP89pXpfERh3vugfPUwYG7iYqVTKjIhHXU67YrGYGo2G5ubmlMlkTNdBqDiLnB1QU56FgJ6qBEYdY+R5oyDCNP55jjJy8hxwj2Cyl9gPEEJKuDRweruAE4HugmOnGpfP51UoFM6c3PLsnn5XLBa1u7tr01Z4ZyqM9INho0hSuHXXT/uAUuoDQxITDD7yQf6cdZwC+k/1BPnwbwlSsNF8Dr9zZkFB2Z+zJhgsztlgMNDdu3e1ubmpFy9emM5DmSCpIfkmwaDisbCwYH4GyhJnicAVShmVGYJwqAfspafIEiTh6AlGcLieRsSkP4LJfD5v/TS9Xk/Pnz9Xo9HQ3bt3lclkzIeddaEzgDnFYtFG01IVI2ggoSTAAwklQKEKztAWEh8AumKxaMk5dFGCOWzOOJJKEOSruwR+oVDI+h9zuZzi8bh9J/0PjBc+ODjQ/Py8lpaWFI1GRy7JfZ1eA0kjk6zoQfN0X+KR4+NjAwzQEcAAgE2ASBB2fC2+O5vNGuLLuUJGTJBDdjyb57tjJ3zFkWqtlwfJEZTHmzdv6rvf/a7dEM6eYQNOu4rFotbW1hSNRm2KGMkrwSu+bnNz0yhQ0vBiWABOmp6JZ/DPjEXGvwByEbNB5ZyZmdFgMLBkz++n721FDwFYObvIgT3BTkqyOAl/AjC+tbWl1dXVU8vtgw8+0GeffWZ6Q8LIefD0VuINYjlsJOcaW+6rB9hF3hu/i430PRhUwYhjiK3D4eEEKybwETsDxAMC4DOIEaAQdjodu+BwcnJSs7OzBr54sPl3rVdONCiJNptN+1IydUnW/DkYDDQ7O2ubSlbqMyUOLk6JKQT8DBvnJ2CAxJNh4Rj4rEwmY2PraFD2HEIfeHII+v2+KR2ZKAcqEonYhWm+PHqWxfz6Fy9e2DQf0BKQ552dHTNSHHRK01R6mEmNsWPRCCnJMnuCDBQLnjsBTi6XM4MBZ39i4uRyKIxnNps140DTOQaAy+tisZg194XDJ1Mq3njjDV29elWZTGaE636WRfKTTqe1ublpjfu5XM746TTJ+yZ3UBSCM3QYffBIB0Ee6AsG3U968BS1RCLxBZ6lbwDm8HraGc4Eoy0NHRDv6Pm8+XxeqVRK77777pnKupyrdrtttwmnUqmRRi8CTiqPGDn6dnyy4x0Z8iQoxkCBevjpXQTSOEvPxeV9qTCR+KGvVAYoDyNTAASSQnSXAAEHdtYKJHvaarW0ubmp/f19FQoFLSwsjFRuvZNvNpt2yRX7Co3ROx8CYRwrOob9w5EOBsOLTHE06KWngPKZBNCeokaCAviCfuL4CaQl2b9H7meVnd/nSCSi+/fvq9fr2VhbklySo263q3Q6PcKhxtlxOWKpVDK0j0oh30NFDjQ0FouZ3fL6IJ2MucR/QY0kOeHzPBXP+y5sTTwetwQ4kUgok8lod3fXblgnuD2r3rEPk5MnI8/5fCgiNK0SbDAwwPO42UNJdk4kGeCG7eI+JL4beRGQE8ChO5JMP0la0W1/TgESCajx4ySYk5OTmpmZ0ezsrPkXEvSzJmp8DmNkt7e3rR8Pql6r1bJpOTQH+xuna7WaJfI+HvH9TgxXkaSlpSWLCfAt3BEGqgxoRByD3fMovTSkfpHQsH8AKgx6CIfDmp6eNn+HfXgdkCAWi2lubk5HR0c2sj4UCtmdHt4fUGEB7QZ8JG7y1Qz/Hgwe4CwFg0ED23yvn7/Mkx5VAmZkRPJBguIv0ZWG1Rhkz3MxjY2EpF6v6+DgQKurq7p06dKp5UafbavV0uPHj00u0rB6Aq0MWhhJhafJ+QSRxA1qFbExiQdAC5Q+zj5gbjB40q8MvVkagqBUe6QhRbPf74/0AuHnoUWzSIoGg4HROt99911dvnz5lWR1qvG2ExMTNrFmY2NDkgx9wYBJskMNbQIkwxsUAi8cEoca5J2DPY4qg9p4hM7Toaiu+HFl9BHgdPv9vo1W805rcvJknOjXvvY1QwxwfGfle0syXjDGB+cAaskmQ2fZ39+3hlpJdtCOjo6syoPcUUQSDXoooCigXBgAzw9EfoPByVQTOIUcfGnIM4VSVa1WrXchlUpZgx8BLZk0PQ8Yk7MiVXfu3FG/39fq6qoikYh2d3ctoKCi4UuDJLJc6IUz8VxPjB1Bgw+8+dxOpzNyMSHBOO+DA56YmLDgLRAIqFAo2Pd6ihaHHePH3pAU+fJyPB7X17/+dV25ckXvvvvuSED4qgudqtVqevHihUKhk5nyJEQeNYK24JthJY0Yb+SHLvBn0tA2kBx7NBSjTqCE0SWp47P4N9JQ3/lMPsOfU6gvJI3QCbk93FdhTrv4PunE4JfLZdN5kq9UKmVVQCofOFKeE4Qb401jqW8+BuBALuwNQQhBjp8A5BE6ZEgwQ2LHXpGIAEDQ18Rlb+i+p8R5CtFpF+/Pu1y6dEmtVkuffvqpIXBQbtLptKanp23wRbvdVrlctgAmEokol8tZiZ6fwT6hVyDFGxsbNqCEagWVMZDNQqGgXq9nlC0CXz91jqCnXq9bP4Q0vACT4Onq1au6efOmtre39bOf/UzvvPOOJXhnWQSLoPzhcFgrKyva3NzU5uam2TQS/VgspqtXr6pSqVhghs/0vRUEDQANAHFQlahEQ4n21Q3OsQcaOL8eOPHgYTgctgmQBI/4hWg0qrm5Oa2srBhy6v3yWQEpD6oVi8WRqgsJdqVSsechXiD4BCzxA1HYZxIM+q2azaaKxaIFbalUyhqp8dMkFIAivLuvpgGc+GTWTwyCiUDfHu+DL8Lns49nTTSwEYyUhhEgyfwqFCN0B39ZrVbte3nXXq9nlTbsiq/+eySehc8kNul2uwYCQ7H1tCuSCRJb+o/4GfSI7/HUwFQqZXET54a46jTrzp07mpubM9CpVCoZtd9XwwGTpOEwAWy8T8aIJzw9lt5ODyag6+gQZ7Xb7VrP5DiQQFWW2BdbT8XOxyCcbdg+XCY7Ozurqakp3b9/X++++66uXbv2ytO6XjnRgBICSkBfAwfIN/R4/hxTGSRZkOaNAMKXRvtAUBwcqe+xwIn5DAyFxPEQzOF44S8TGEjDy0oIECYmJrS4uKjbt29rZWXFGg4JwM7qfC9dumSBJ0aFRI2SLc18OBuoXvw/303whWHHKVC2JJBAuYPBoNGFqJ6Q6PD5lL39RBLfCwIyzX5KssYlHC/yjkaj2tnZscQAastZE7VMJqMbN25YsOErApKs0kLwhZFMpVJmAEjuPNJOAAgixEGk2ZbEAP3GIHmOojd4XkdpCvTNahx8nBCBpeeH8g7z8/O6fv26isWifeZpF0FTu93W/Py8pqentbq6asaLfUM+BH9eNh5xx/h7+YPMYfxYBGS+98VzVEFofPLnAyhP9cEZYBhJ8DDo0B+oOnpg4KzNkewLQUutVjMUvFAomKGGGuAvnfJVU94Xx+ETWxyJNBwPiqMkgPO0M2lIC0HGk5OT1mwKIg3ljT3xyYSnrJEsMQJ5enpaOzs7ZkPOSsPAiXq+ejKZ1PT0tAaDgSHITCgkiCIo9X1kINSpVEqzs7NaW1uzBMEDRSTNHtjivHGGQeupXMJtpgKJ/Ts8PLSeCGy2T1xzuZzdZ/L8+XN961vfUjqd1vPnz1Uul61n5ywL/Z+YmNDOzo7W19eVSCTMZ9H3iE5MTk6avW80GnZfDr4OPfKVDoJCjz77i0MBYPw0Qs4RMvcBN4tngoLpkVkADUAbpqdtb28rnU6P6BsyOO3ydpIbtDmzfB9N4fgzdMzLRNIXqrm8H+8MJQ1qC/vtR8+TzHgb6QdcoJeeOuntJT4evUXuR0dHunr1qiRZ/5CnK51lcR52dnasl4VGfig3gHe+sky1ARtEUuFBVWwS+0owTEKM/KAOo6ucU8AVQBt00ldsSSYBTPDF0N2RIdcoQM2FtkTv1WlXNBrV8vKySqWSUqmUSqWS9UQSWxL/sD/06YxXWjjLVDzQQfQCKrc/c9DpoD35yjj2CtuHnaOf19sG4h0P4rPHvvqWy+V08+ZN3b17V3Nzc6eK6V75VPvGTxoIcbBsPpUJsm9QJ4I2DoukkWAGpaMygQL44M0jf57ehALzbPwMATg0KShBPCuIKEgOAsco0SCLQvjE6LTLN+Z1u10tLi7q8PBQ29vbI5l4KBRSsVi0IAAFQPa+xEjlh8CVpAqeeCgUMmO4s7Nj5TEOKL/7Uruno3mEE9oN+wb64e8yIMmgXLe6uqpGo2G3mZ4VbcGhck9AKpWy6UILCwuG9JL5S7J+jWg0atNH+N3/HO8ryaaO+PF98JIJ1piwQcmSCh2fxwFGll5faHCmcuWpKjg1aCGekw6a9qpj5Fi+N6nb7WptbU2h0MlEjt3dXds3UCOMGosz6/tfJFlPgE9+PO0MKgoBEfuOA/DUAWTs9Q6nKg2HQPDv0V/Ogg+oSTigJOHoz7IAMThD6XRaU1NTKpVKdpM6vHOmdpE0IUMCLRAjnCKIP8+NfEgq2Av0h4lx9JwxUUUaXrjnKxEezAHpZBxqOp22UYXYWqq4gUBAn3/+uRYXF0eq06ddPmmiqsN3grZ5OgE2F044FFEcKxPu+DkCemmYxG1vb1tigR8geeA5Go2TG69rtZqhs9BhcdSZTEZzc3N68uSJJcog3KFQyJpfmRj4i1/8QgsLC7p+/bohgPiTsyz8F8/yN3/zN2o0GlpbW1On07EKGgkrOs9dO14HfMO3T9TpofI+EuotwQa6S4BDBVHSCHiDT/b0XGQOf7vRaKhUKtnnE3zFYjFDw6l8ekT6rLILhU6GBrzzzjvGDuCzPaUOdgBJOlQxfCzxiUeNOWv4Cegw2CaoxwB52Hh+9z0tNA7TqwBoSoLnK5e+B0saDlxgmhpx11llh46DrB8cHCgWiymfz9ulralUamSoi6/gEuehOyRUvm/U00mxEfhZzjjJiSTzR7zTeLXV+5VxZJ7Yk+AdoIdYEP3G/hCcn3bB/qAROxwOWw8IYNg4MA4oT/LFJDx+jpiXngv+HSAfvbueAUGcgl4x3p8Yju/BVzFNDJ1JJpOWIFH5xecgH+J84iQqQufeo+F7HnhIaYgCYLBoTEEwBGegWQgYLrznS3oqEZtPCZHgmIOI8iBkSmL8LNOvyAwRoqd58NweUd7c3NSnn35qzWwkVmd1vJKsopDL5ZRIJOzCO2TCs/iJANKJAlHy5WZnslQOnkdaCGJ8ExnJGFx2EG32EKPmaRzsM7JCbjjmWCxmY0T5f1AVDki5XNann36qTCaj6enpM5UmkYFHsUF8MeSMn8XJSLJg0x82kkl0CGqFfzdoU8gAI0ri5t/VN1DhoPlsjAWfAY8XmddqNaMMYPQIwo6Pj/Xw4UM9ePBAb775pl1ydtqFcwXVIRj2CXW1WrWhCATD6Hq9Xh9p8sege0eDE8E4ca5xOt5g+cuXPNrtG/ZAUqDEEJxIMplj3HAm7EM2mzUKg288PctiT5FhLpdTLpfT9va23adRqVQsuOB8SbLqmP8zT7HwiRM6TOLJ+UemgBMENFRwxptmOReeFkNyGIlEDHCgQbXb7VqfGPx1mqvZu7Oi8r6qQ9CMs9rf39fW1pYFzPRCYDMk2ZkliCEh5azMzMyoVqvZZDSPSvsEjiQV4InR39jKRCKhXC43EkTXajVNTk5qeXlZjx8/VrvdNhoqdgC9BBD7m7/5Gz148ECZTEb3798fQbjPIjvO1OTkyTjzhw8fWmLmkXGeA8QS4K9er9s5IfAbr4IfHBwY/x0qjiTzyfwbekKgQqdSKXtv7Bw2199XRNJMAOgnSvF5VMPL5bIh5SQoZ1m+Ch8MnlwKuLCwYNQxADk/zckzMQAvSN78yF/OJJU2gAf8DIG1NOxR8lVxqpPw60laI5GInQfpxCaQNILmHxwcjOwPlw172ihDKc4qu2g0qnw+r8XFRbsAE6oYsRvvhl0ChedsIDvOI0AwMSGgEAAQgTJ7wFn1FVGGRXhKne+7wp/5/+czPODhKfjEeozFr1QqIwDpaRbf4+mK2C+AVw8m8kz4OfaZ5yYWQS74Xc42ckJ/xxMJkgHOOom9JNNfPn9iYsIAFwAudBC/458VX/78+XNtbW2pWCyeiuVzqjolwqIJBk4fxp3AwFcvPI+TTAqjw0vwi0YgAhqm0BAw+Y1ikwhgSD68o/YoKMEaBpLP8tNgpqamjNNOojE7O2tCPStS5VFqJiNBUTg6Ohp5ThxNu922S5nGJ4IgY7J0nM3ExIT29/d1cHBgt+OS6fNd7BXBnS/V4awJLsnScRwgYQRFjUbDFBdUiySzXq9rc3NTv/3tby0BvHXr1qllBypK4xbNXBwQHDAOBQPtM35p2DdEEAhVTZJx16kued4kARCldhA7+PFUIdhjgkIcQTabNd0ez/5BJT03PxgMamdnR3/7t39r89LP0mvgp3VIQ84qdBAST2gOOFxoGBg+79AwaEyvIrEiYPX0uVgsZk2T0jCI8gAB8p2amjK6Bw4OnSaAgMPLfnmucrPZVLVatSAP/T0rlYAAGD2IRCJ2k/XOzo5Vx0g6SVp5Tl/99Ak8gR5nVxpydvv9vqGb6IaXp6ceYCfRVb4XeRLUEBjgAGm25/0IvP/P//k/WllZ0aNHj3T58uXXCpaxLTj0/f19VatVZbNZLSwsGNoGnaZSqRidgYoGKDSXGhJ8AGaxx9gfX6khSfZ0M+9ICZ5nZmbskr14PG4o++zsrNm6vb09NRoNbW9vWwDL2afCVKvVlE6ntby8bEHkWUEpwCECs5mZGe3t7VlvHMkOOg+IV61WLZgmKMPG4Wf5c2wQdgtdRYbQStBbUGx8Cb6VYIZgW9KI3wcQYr+g0KXTabXbbT18+FDNZtPoGNjis/ZV4YNIPgmeqRoQCHoGBjLyNFoCP3THgyl+0Aif4QEPngPdRBbj/RYMLPDVcyp8fCYUI5JGqJrsLcEioAeJz1nWYHDSw3Lt2jUFAgGtrq7asBzOl98b/LCn5RAHYOM9VQ/7g78m4GeAkI/5AJ6x7T6+QI88Hd7HdZ3OyR0qfD+JMzYzHD4Zgw1tPBaLqdVqaWFh4UwDVwBsdnZ2rCcYu84zs3c8g39/dHV8IIWvgpDYAUh61gH7gdyQka/SkYyQ4OEzeEZPx0QuvmeE9+TfHR0d6eOPP9bi4qKmp6dfuYr2yomGfwmMMXxH0AIMMEEvJVkoALwACAaoaCAQMAQSY0vgyucQWGLs+R4anXu9npX5fIMMtCsQPSacwPnjoJMQTU9P28HC0GD8z+pAyC5JMEAnMdLpdNqQKJwHhtkH8J5W4vndGE8UmCBYGio+Csff+fIZE2g89c2X7XCyyIOgHQPNpYwE+hz4drutTz/9VKFQSPl8/kyyg0u5ublpzpbvRVZk+71ez2S2u7trgYen4NCrAjcc2VI2Rx88suvREpwwSAoGDTTVO1sCamhn7KskM74guh5F7/VOLpr67W9/q+XlZa2srJxabgSv6DqBJiVSKILoxO7urlWHSD7RB/SMQMfrHD/HbckgKsgW5AZkD33iGTnT0CU93QCHwt7ijEGafb8IRhCkBkN9luVL8yQVMzMzevHihVqtkylw2WzW+neoWHKecJQe0cRBYrewYfQUMB7S2z9QXlB3bIZHs3hfkh1Qec4GSQkImZc7wdBPf/pTffzxx0qn0yqXy3a+zrKQO/v44sULmwoVjZ5MiwPhhqstyao6fogC74TMQOA9sMIwCs4mlB1PY/NoaSwWUy6XM4opU32ovAaDQW1vb5tjJzGSZIklsiEouHPnjv7sz/5M+Xx+hGt/luVRWoCGnZ0dq4bhizxqicyYREhfix864CuSIJnScMSl/1lJRgMiuMZH+zsxAOhAnj2wg332vRf8zMHBgZ49e6Zw+KTZnYbS162keVAFVJiAFDvHGQUESqVSdsGwPxOe+gmiOzs7a1Vt5Okp4vw3UxKZfEdySwM554DKP8/vK3EsZEzg3eudjFWGttxoNLS6umr3bZ1l4esSiYSWlpZsgme5XLbL9wDFxmk7niUiDe8H8RVZn3xIw7G9VFpB4/G1JMPEkzA5sIneN7O/0Lex11SWGQDA9/I7IK2nzJ12dTonN8t7OqYHGjwQRkWByjFy4zx7hgkJhAeQqBDxnAT4PpnAPpCQdTodm8QqaeRz+R6q4VQePeDpE1piml69f/UxAAEAAElEQVSvp729Pa2trVkf8ausU90MDhI3MTGhq1evand3V5ubm9YsQknMo28cWDjB8OnhF/vMzr8MhxQHjeBQRj4T7i0XLxGIehQRSgxBkSQzoAQDPNvy8rLu3r2r2dlZc0Jke2dtLuUZeDeCBw6kn5CEQ5WGvQaLi4va3t4eQRH4Wd9gHgwGreTLLeL7+/uGenkuPWgtDdC5XM6qLQTSGEl+R6EJIjx1iwCTAKfVOpmX/qpTCb5sUTbc2toamdbF4QFl4+Cgh76kTeARCASszCwNDQ664kvU48ikL+sTxCMr5CPJGvM9uk6S6KtiGAjvCKkchUInTVu//OUvdevWLc3MzJxJbr5ahhFqt9uGHEtSOp02fWFvCU497RDue6PRsHtymGoBWodR9PL2DZDeyeNM0RsSOM67byTk+XFKnmaD7hMYbm1tSZKdlbMsHBn3OMzNzVkFiLNCIkGQhaxIvkgweMdxDnWlUrGfYboRSSt2VBre3wLtiUou9oqf9RUcEkk/ZpNkyCOIfP/GxobRTaDH+P6i0yyPmL148UJPnz7Ve++9ZxeETk9PG4Uik8mo1+sZolev141SCKWCiogHMXj3YrGoTCZj+owj5SbqQCBglRNkRtWCxJh9oWoqDfnh2H1fFUH+AAM3btywi9MIHM4aLJM48txUp6n4UTXFhkH3gHJJdd8nEfhXqi3jd3AQvFHR8RxwfK00RDV9UN1sNrW/v29nmyq5n1YnaSR4ajQalkB3u13NzMxYIIOvOavseOdxUDCRSBjyzXtDneN7ORf4FyqvnhZTqVTMppKYARhIw0trOcPoHEMlSGSlYYM9lR8/pAEAAplSrQKM4JK4TCaj1dVVSwTOWtEgHsE/DgYDY1Owxz658DYEPcGPAiBwHnkHFiAffw4gjK+U9AVbyFn2gTfxKOArPoQziu5CmeSs1Ot1s3EAMZy70y4qBVxf4IFz9pIkzAOMxLXEn/g99nC8yuXPj7cvnHUSHCpnvqKI3cCPkqx6X0TMxJ8TF+G3OEv0YbVaLX3wwQeKx+OvDIK+cqJBOYaJOplMRpcuXdInn3wyUnoBsUSAoJGMIQ0Gg0ZR8Q2cvJAP2Pxtup4eJclK/3BOCeRAFEBecHwYWFBafo7y5NTUlLLZrG7cuKFCoWDoFcaGdznL8t9J4Ocdh3ekHFAa6ZLJpI1klGRBCf8e50Hy4KkTJDigNB5doDLhm0tRYo9W42R5PiY4YYB4Dqo00nC0aiqV0ltvvaUrV66cuSTOfsPv3d7etkrZ8fGxUZ5AJ6meQX9gzzwlAQoJQTDJJvvDYefgeSfGMxFE4yQI2rrdro1Y5bDX63VDnwiefdOhNEo7QEfa7baePHmilZUVvfXWW6eWm6/OIL9MJmO9OrFYzNA6zguVGHpGCKipWg0GAwsGCRY8bczTSzxSIg2DUIwaP8v5wJBBn5JkVRDOL/YFwIDPAmEtlUqKx+OWlJ5lITfufgiFQtrb27PpIt45HR4empMeR9T4t9gOX5auVCoWBOIQSTRxCpKs14izCMKEjnvqBlVaD9h4RMzPspdkZfNoNKrp6Wm99957WllZMTt9luUD0V//+tfa2dnR/fv39ezZM5sYBRh1dHQ0kniQIHkusT/PfG44HB4JtEFbpeFgAoAGTyPA99CIS1CIHNhLL0tpWA2GstdqtZRMJrWwsKArV65oYWHBAq6z0muRnQfeSBKZCgVSTxDAO3tktNPp2Phin6xC4eH8QJPEtrPf/vPxIQA5HqH39h8bQBxAUkIQyD42Gg2rBq6srOj4+Fg/+9nPdPXqVbuo9HUSDYDI4+NjVSoVCyr39vYUCATsJmg/QIVknPf0gaxPwrDxxDLEBb4XCxkeHh6qVqtpMDiZCjQ3N6dCoWCgBI3kJF3YEShTvreUygmAXqPR0IMHD/Rf/st/0crKimq1mr71rW+Zbz/L4kwypW1vb2+EYsm5BKhCFn6iJPEB/pRgn1gHuXKOqQTjN3ysiG/1NF5PLQdUGgcYfRWfc+ET5FKpZGfcV/mZUnfaRQDvk1RJI/KBHufBbCoHyMknRr6yxX6O22LPtPAxMzpDLA5gjx2bnJy0WBlf4ilt2N3xWI4YEDAiHA5re3tbT58+NbbGP7VOdWEfKGmlUrEOeA5vtzvkyRN4ohT0CBDQ+JIMpTmyKgwAGbLnuvn7BCYnJ1Wv141yRCbJd/EcPunBOXU6Hbv8ymfAftoVfMpSqWRcVTb0tAsjBmIA+hQMBu3GbQ4sZa3Dw0O9ePFCgUBg5HIjX/XAKRCoeZ4fzdc4Ev4ep53NZlUoFCQNL4oiGeTnMXpURQjAvHEABUShydbD4ZOLhe7du6ebN2+acTjtgvsI3SESieiTTz7R6uqqTdLicFBl8EEvhh1KHYfWl4A98oCe8+8JGl+GUIfDYR0cHJiD4BxgaKCneZ4l/z8YDCxhA1Eluez1elZh2tvb00cffaQf/ehHp5IbxgUHtbW1ZZfpQVmhmsI78WwEKd6xYNx4N9+TgKHy+o0cCDx8FYMAkMojVS9+h5Lk6VfsbzAYtAQ5HA6bfpZKpZF3pmJwlsX+7OzsaGNjw8bbeloXo1BxttgajD3OFXtEVZVqDXcakERR8cR5SDIZ+uAVZ+CTGQJJkguexXPMWdgDfu/3+7p9+7Z+8IMf6Hvf+54NSjiL4+VZAoGAtre39eTJEzUaDf3iF7+wxl+f6IRCJ/cG7e7uWgI3MzNjldVgMGjoJ+/GWaRp1k8exHbjGHmeWCxm59TT+dA3nplgD+QaWit0uVQqpW63q2QyaZXKYrFogTl7/7rBMgARSV+v19Pq6qr1kpB8+EmL6BmgmKfYScNpUZxZZIcusR+SRnwvATXBGgk8gRD3NSHHfr8/UhmCJs1Qgn6/r2w2q7fffltra2v6x3/8R21sbCifz5u9Pcvi2dfX17W9va3t7W1JsuCeoJNpV9CA9vf3RxrDU6mUTZTDFxJLEOjzfeiUJEP//RlEf3O5nMkHXQHgDIVOJtuhe/gJ/JKXP0nN8fGxHj16pL29Pf3oRz/S1772tdeaFIcOcbawXUdHR5bkUu3ytNJgMGjjnKnAYdPxHx4k8OAScYqkkedGbr6ihj3GH3j6EH+O7fV0Pc/EwEfz3MSbkUjExtKedvGZgA6BwMldGiS82HqoXcQb9B5LsuROGiZ8xCHjVUXOr68SYXeQLzG0B1GQA7KXZHE48VIikbB/7ylsUPGJw/zePXv27Pzv0ZCGyEmj0bAgmEwapSKg5gDx8xhglAWhknzAR2U2Pb0DvBQcwsFg8IUgYnwDfLYH4h6JRJTP543POxgMjM+MwqAIU1NT2t3dtUSgWCwqm83q+PjYjMZpFpkq5bpyuWzOnKoKyAUHCaOysbFhKBUICQiLp+EgJ5BzuHkooC+j0xuC0ng6lr8gptVqaXd3d+SSOr7HUwhIBHHeIL6zs7PWNHTWsq50cpfGzMyMHZhqtWqGutPpmPwovWLoPe9TGg4C8PrqkUgMrje83W7XkGBQE9BQ9IZSJT9LwMDP833oF0ks/GqSTnSZnhF+7iw6B7LX6XS0u7trk8s4f9CC0MNAIGBnr91uGyUMw031A4OFzDin9CxwjqA+ScNEGwcqyQJIHCvPQdDiURwm4RAYMVkJvfO9W7FYzJwfAc9pl6f/bG1taWNjw84FY51BqpLJpO0hz4PtIWnz00NIOHhXP5kEJIuKm6SR8+uDf49aMbXPU+RAoP2/wal4pHl2dlb37t3TlStXRqihVIxOuzg/uVxOb731lj777DOtr6+P0AHq9boBSqFQyPTbT3gKh8M2CteX/T3FzssMWyrJLmFjL/k8frZWq6larRoIQdUDuhlBE83yUEkmJyetn65arapQKKhYLH6Bs3/WRAP5EIzMzs5aQIudrtVqllx7tBnbgh3D9oVCoZFBIpIsoB9HYalUSsM7IQAVCHr92ce24fcJtgmSs9msJicnbSww9uVXv/qVpJP+l2QyaSgp5+AsiyTv4OBAH330kVXJqK5zFnlmdI9nY5KZp78AJHhqN1Rn/DMAEcErFUmSRRqeoWIBNvHvCOx4fibF8X2g5iSEVPCvXbum9957T//6X/9rm455Vr1DPn5vAQWgpFON9BULD7JgbwA4CbR99R+Ze58KqwD7QJxEkExSwf8jH1/1Ha/GEW/yLFRFAZyp7qJvnU7HqtenWZFIxGhY2HOqZT42gHHhBx6g774v1lcTiLWJM7xcvD4iN+wpCZQk8y3Qaun7wqZ6wAr75atHxFvoPNULmtonJydfOTY5VTM4xqXf7+vFixdmjJvNk4twoGQQfJAxwdvDKXpeM0EzaDBGHwcJ8haJRMwJMJoRhIHpIwhEGjoY6SRQKRQKdgENqGutVjO6A6jQ06dP1ev1tL6+btMIQDYw2KddGPVI5GQmPs1W2WxW1WrVZvOjuFRfcLTr6+tWji2Xy0YtASFltB2GysuEi9hA8zAUR0dHNpUE44sB8NQJH9D4xJKghhJbOp1WsVi0C60ajYYuX75sl+GcNdEIBoOanp5WIpEwozc1NWWcaIwKFw0RMFAVI7ni8Hmesa+CcYB9QHR4eGi/fA8SCQsH0RsCaXhrODrMZ/LzJBvw5n0pNBgMKpvNan5+XplMRjdv3jw1bYrv5Kzt7e2NNO9Lo5xmKIqhUMiqKlyOiCFi/0kMOA/e6aITJCQYdZB1SVYtwaASCOGkvfPg59AfKgMTEyfTVvweMi6agMInC6ddfGY8HlehUDDZEHT64M8HCp5Cys/5W4gHg4HS6bTJGL4455x94529HDhzoMokIHyWT5A5pyz0kGeWZBSibDZrF5zRC0CwdJaFrqdSKX3ta19TKBTSZ599pmazqXQ6rUKhoLW1NUUiEZtKRiXsypUrmpyc1NbWlvkVdAqbBFDCXrRaLZuMBBWGyqOvdPvEmN413hXghc/Dx3iHTKLTarXMvuRyOd24ccP2h6DrrMgysuBZc7mcIpGINfvCJIDSWK/XLXknyPJ2iSAK28VZjEajVk0lkCVJRi/RL6r8UMtKpZI9B99JEsfze18ZDAa1t7dnAWevdzLo4r/+1/+q6elpff/731ehULCkB/05ywoGT0bR890kGd7mEazyLNhpL3fAAnwHtq9YLNpURU8NJ3j2jcvIIplMKplMjgyu4A4P7KSfBEgA7/sLsX/Yo2KxqG984xsmO57vrFRRHxTXajVtb2/r8PDQpsHh70jEiCd8gg5DhN4naThUA3omVcFcLmeUcU8V9XQmdIFAnDPqK7rsKSg+MSX6B7jqk5V2u21VrE6nY9MnzwLmhcNh62VJJpPa2tpSr9ezi2PxAfh5D9RKsn+HTyQG8b3E+N9xQFOS+U1+hmQDv+gTR+IUYm/+vTTsC/LVO2RONRnwqtvtmt+4fPmy7t69+2qyelWh+vIqAfPm5qYpBo6Ay8VwELwEWZDnd8P7Y7oABw5EDEGgKPArEaanfrB5vrlXGpZvpeEUgKOjI+3s7Ghzc9PmiTPm7sGDB/ZeiURC77zzjqHPZ3UgZKyeGw0Xb29vTxMTw7GeGDwSEj9RxXOucaA032HcisWiFhYWbFxkOHxyYZ80pGKQ2UoaQfYxmDgmP03ENwmBxvjy3/T0tKEJ2WxWMzMzNr3rLBMdWDhSHDgyLBQKSqfTqlarI1N+oKF5ip6vKPjqF7oMTYDv8vQrjBhG1qMqJLt+X/h8XzGiAoIBxfh42h7GbnJyUnNzc7p7964uX76spaUlFYvFU8uN5MDTfXz5neTIJ5WcKWg4/GL/SqWSoa2gbpK0u7urcrlszhF5geIgR2RJ4NbrjfZOeboRKDWBEFOyeF6QGRw+RpVF8nGWBbVkZWVFvV5PGxsbdt8IFDymKPkkdDAYWBM6xn5iYsKSC+9MfQ8L6DS8ZJw7zicYDFrTLZUqnCafC2KI7SOA8uO8PaCALU2n05qdndXCwoJxxZHfWZanD9GjRQXcU3oIMEjgLl26pIWFBbvcbTxp410Gg4Gy2awBBFBZ2Bs/yIC+IqhYLOiEPkjhbGP/AL7wU75CymS7hYUFGz/t5eurcadZHtnG4aP3n332mXZ3dy3AJ6gkMfXUB+wTwSfIuQ/A0QOCCs4agYsfqQ71DKoyFWR0FP3C13q6GpMgg8GgAV0ELktLS7p//74KhcLI/pxl4Zvz+bzeeOMN7e7uWuDnwRJQduglTIfCt6RSKeupI0ALh8PK5XIGZiBDZM3kIfwISQMJKQNS8EU0+fPn5XLZersIMn3i4Cm3sVhMt2/f1re//W0LjgH/zhqfEJft7u7afnGRK8kuAymYXEi1iIQU6hd3aY0Pn5Bk5ygYHJ3EyJ5gQ/kZdBHfzD1J+Cl0j+oF+ixphPHhbRm+iYlqPrY5y/L+E72iwk8MjE3gXQCVsIMAdt5f+uoRiaCvWJCEklxQRcG3SDI6OHEK9hRglcSBz0aHkAVyCwaDlpCl02ndv39fly9f1tzc3CtPOnvlRMP3XvCiCIrNYnpSp9OxOcySTGA+QSApwUH4JhbGbnpqlUcZCJaOjo5G+JVwt6FOYDgJ7EC84B7yZygrhn1lZUVTU1MmUAL/13G+/KIEj9IdHBxoZ2fHkA0cGhemFQoFM2AYay7yIcCghwTEg/nhnhNPGdS/ZzwetyQMZ8F+kfwRUHtEkL3noBIA4sDZC6hU0rCp+yyyw/E2m03t7u6q1+uZ0aeqgy71ej1NT0/bFKRwOGwIDAfeyxIqCwmBD15wwMiYQ01A4RMMX80ADaD/YDAYWF8EAQ7PBALW7XY1PT2tf/Wv/pXm5+cNcaZJ8rQLQ+IDYfaXpJ9gH24tesDzE5yAJlFdRFYE9yDIBBTwYnEW3tkQWPqpG74iwF6TgNHHBUUF/YpGoxaU+oke6XRaly9f1tWrV88c8OHsSJ6TyaQ1v+IY0K10Oj0yQpAKH3pC0IadJKnAaZCAgsZms1m7PJLAF/2RRpvz0B8WyYVHQH2FF0rRxsaGDg4OVCwW9eabb+prX/uaNSliU84qO75LOrEj+XxeN27csB6aWq1myD/vks1mdfXqVbVaLVWrVdt3bL6n8YDmz8/PWwAI2ooPgvp0fHxsdyPRW8D4Xg9q+d44KoEkvJwFAiiC+Onpab399ttKJBIjjePS2e+CYPmggilZVABpIIYuQ68ItC9sCcETZ8UDIu122+w7Zxr7hsx9lQzfDfOAd8THel45CY9PgvGfUIODwZMJZ3/+53+ub3zjGxYfeLT3tIt/G4/H9eabb9rdJ8+fP7eEn4o9zyYNJxz56qs0bFqWTvoDL126ZLZrnDLLfnswkspZq9XS2traiG5S4QHkJOmJRqNGs6H6GI/HraJfq9UsXiJ5ojqDPzrLwrcSH0B1BVCk+k4gmsvlVCwWDeDzvgJ/zfOQBAMe0F/kdZPYz8vOI/lQZxnwQLDMnvP8PANBNcAtvoR9I6HET0F/PYvOsfeHh4dmWzhPABx+chkVefQOWVG5Yj+JUaiy8uyeYeLPK3/nzzmf7ZkMnloJOEUs7SsXvjm/3W6rWCzq/fff1/Xr162yB43/Vdap6uO8JL9isZgFk9ls1hQVoaAAvDzGBEcE0upLPz6w87f9DgbD3gx45xg9EE8CX4/wE2h6lIaNx5gTFOIU79+/r5mZGV27ds1uZibBOcsiGCX4m5iYMER+fX3dnh3kAiUCAQXtILBBRpQAp6amlMvllMlk7OIlnxByRwlBHYGZz2b5XvpICJRwtDTOo4wgN3zG4eGhGQ0mbnCocWZnWTxXr9dTuVxWuVy2/eIyQsqpBHQkdBwiAhtP/8H4+DIlDpYgxPN7QXRASgii0XevT6DzuVzOqGgg2FAR2F/kg+PL5/MqFAqampoy5PQsiQby9txQT4nBsHtOPzpBuZrvJmHKZrPmWH1lBPQZ3cY5+GELJPv8DE4WueOgQHbQXe44YJ9IgrlsEPQUw72wsKA333xTy8vLI8MjTrtIJJLJpObm5rS2tqb9/f2RIAAQg4AeCqanlEjDKrCvLKEzgUDAGi0JKAlocVIEfN6WeRTQgwfY40wmY7LkHEA9xT7Mz8/r7t27KhaLVuV4HTuH3nl9CgQCWlpa0uzsrF68eGHgwOzsrKLRqDXt0ueCjpLQESR6OiTnBxrQeJWSXop2u23BGQjrOG1XGt5y7wPGdDptZwfKXiKRMCDh8uXLunHjhlW1sFGvQ/3xtCuqLDwfiHg2m9X+/r4lQgQmHsQjaIKK6/uboIJ6sIGzDnKMzfTBHu/H52BTsVNeb0HESXx4PqpSsVhMX//61/X2229bMu2rzWdZBMHo//z8vI6OjrS7u6vd3V37OQaI+EEAxACcAQ/MUJFkwAzJws7OzhcAGp/AUM2nwo7sqX5gCzjDgIUE0nwXQBjA2rNnz/Ts2TM9efLEhrl4kPAsC5ktLCwYbZZ+G84kdl6SMUAI7sepesQv6CdnB/sD4AaA6mMEDzgDOAE2k1ygo55mi31g/7B5sDr4rHg8rvn5ecXjca2vryscDuvatWtnurDP2znk5BkYgL3jlDb60MYri1AwkYGPufxEN/4dsvM0YSjm3h5Iw0EN/X7f7m7B7sFc4H6PYDBolT7+TpKuXbum+/fvSxqO4n7VdSqPgrMDNSPQo2RGQEbGRA+HNBzxitMlW/PGhaABx53NZo2igJB6vZ4JxPcLSEP+PQkNwR+ZNELHcEO3wVjeuXNHX/va13Tr1i3l83lzYn4yz1kXRhu0gAO0srKiy5cvmzHEMHU6nRGaEk7A89LZB9B7lAJ5gs7hUCjnwkcGtcI4eC4gewYHE4MMd3KcE4oxPD4+VrlcHkmqXhfhQ5+4gZPnx1BTXSFpbbfbqlQqhuIOBgML3DCIJGjopUdGfBmSz5SG1QovX7jFfLanWHhEiCCI5IGEBsPBz1erVc3Pz4/QGc6SpBFsdTodS0gljYxGpqTKO3BW0HfOT71eV7lctrPJNC3eCY42ZxG9JACWhobJOydPNwN8ICEGkZ2YmBiZd07AXK1WLYlDdxOJhN59910tLy9bcnLWxTOw71QVPGLmx6QCcBAoE6yDivvmT1BTX7YnWOPf8L2evsF3E/T5JIRgxtsDhjhgK7Cr9XpdiURCKysrun79ul0GR5Lg9+0si4DZV76Xlpas/w3njx8g+PKVQ/QUZI13JThBjowGxzESwBSLRUUiEbt/BxtB0MLZw59wzkn8CoXCF/ozeB/ODEG1R7Wl0Sk6p138W6q3g8FAu7u7RhFNpVLK5/Pqdrsql8tWmUdGvJMPVthL37zKWer1Ti45JQlgzLUku4PA9ylQucAnUPGjmuapvQAz2AP2fGlpST/4wQ9UKBTs7Hj65lkXwSTVvMuXL+vzzz/X/v6+UQ+p0lNxxw9SLSMBOzo6sj7KwWCgarWqZDKpbDZrekdf4PHx8UgTNHuAzQAkwbdgb6kMYy/YQ/bPU4VBzA8ODrS7u2tjSrFRr0M9I/lfXFw0MOzw8FA7Ozuq1+sGtkL3ikQidjmkNLyZWhpejokuSRrpgQWgIdmFOk/ijN3A/2JfSSYYaQ1Viz0EvOF9JNmZ9z1d8XjcBvtIJ4H5zZs3zwxKEccSlyAP30OG3YA254F2aWjn+eUrGciJ2Iyz6X0uPhi9AmjwVQxAU/wQvpj4wseXxHeeXt3v9+3Ca+zzaeh6p74ZPBAIWOYNek1JlCkNCI5M0qPC/DeJQzqdNqPneXj+wjXK4hgLfnkaAUgclY+JiQnLnPl7FNMH3zhnRrEuLy9rYWHBnC8Ojs8+y2JDKFFBCwM546Z1EFOcPQ6NS/iQv1cgfsdgokwkK7VabQTh8s1voA6+asBn+HFsBKA+uCEwZcoPE2tA7rPZrCGsKO9ZF+/sg38CEZ6DW60JqKHUIHvelUAZziGBIE6Xw+UDTQwAz4EhwKEwVpL3Rc9CoZAht3AqmbxCUIBsMLAYcwIlzzs9zWJAAzPfk8mkSqWSfR+Gh8Ct1ztp0qTq57mu7L1PUghIcBI0THsk3hsiTx/kGQgWOV/QKb3T3N/ft88gGQOh5kwNBidc66997Wu6ceOG9bq8zgKwgAa4uLioTz/9VIeHh+Ys6L3gGdhTX8kg+cAu8m440EajMdJ/QKDE2WbaVywWG+Hle9n6AJjEDF4tXHr2G5R2ZmZG/+yf/TNdv35d0nBkNUnO69g6T5nt90/6UPL5vGZnZ/XRRx8ZVQVwgiQqEolofn5+ZMa+rxRiu2q1mqHCPsGNx+MjoApBJUkujbmSrBGdn8UfhcNh641DlpKsMlCpVLS2tqbJyUk9fvxYS0tLX+hZOmvQ5+1kMBjUgwcPtL6+rkqlMtIYjz7RT8BQE8AraFSt1sm9MgACJPScZ/SOJI1/izzQafQCewlYRZXCN656iqZnNqB73W5XV69e1c2bN61yJQ2byF9noQ/0KaXTac3PzxvFkmeEIdHtdg0Q4X4qKh6eBUDAS6XVMyMAVJvNpumBNAQLqNz6+MHTyPlMT4li/yVZUgN4RqAJGEgc4ekxZ5Ebe5RMJrW4uGhBe6VSMX9GJQG77wPTbDZrsRqJKEEzOuGp8FT5oVTxLvhNT+FkD5rNplVIAJPRc+wFckUv/eAW+idgxPT7fWUyGWWz2TNVcTlP2HHfK4PuHB0dmV3yYCSgh0/A0TEPfPIufm99DOJBUH4GOjnUOwBm4hzOBxdWEiczZY9YmbNOcikNE0kqla+6Ti3dQOBkzOyVK1ds0hRlXQIQeJoESSgjKALlfM835aEp+TONisPnKTkoO0aXg9Dtdm2qFMkJgvSK4Ut9yWTSmndAbKVhMxHVBOn1HIg0rGoMBgOr0jCD+cWLF2o0GqpUKnYwCDpBM0DmUUqf+fveAOmkROwDFyhVLJIe6SSrx5CgUGSxOGwODRUq5EcgVK/XrYw/Pz9vzUIcLGR42kVyNTU1pUKhoEQiYSNG/W2vJA++CuA5sz5B89k/yJKkkQCJf+tRMpwif+4pLfy5R/1I7JABBpEgORQKjQSnh4eHNoEMg3PW3pa9vT1D02ZmZoyjDkKcTqftPdGZVCplnGHOnA8+cRwgSyB9OFL2GLQXY0T1KRgMKp/PW78QMsZBsE+ADL4E7rnT7BPGc3FxUe+9957eeecdoxBS9Trr4tnRldnZWU1PT1syBm9aksrlsgWDBNHoBoHaOL3Jnwv2mv/3VQwQdf49wa9PaNgbJpigf/wOqibJHDN3Z0xPT9u4WQKH11n+bFCdODg4UCQS0czMjP7hH/5hhIKTSCSUTqftgjWqf4VCQZHIyT09PtnATo1X+6rVqvV/+HI/wMj09LQlD/gJ7Ac+QxoOn2i1WiOjRglGNzY2VK/X9fTpU/3n//yf9Sd/8if67ne/a5Su8erGaZav7ofDJxNtHjx4YOgoZ4ymbKgonD9/ZwW6ByrKOyMzqDiMl0Vfvb1Ev3x1juDDn22CLPwbU5X8uFzOcyaT0be+9S0L+Px7ext92uWDLz43HA7r1q1bdlkkYJIHEQAMmHLWaDTMd+KjG42GJe34b5rAAVnZfw8igvpz5vGt2ARPg/FUZcZ3A6jhgwaDk/tjZmdnNTc3p3g8/trJmSRLsBOJhDqdjpaXlw3w/fzzzw048vpH8Al4VywWjSZLTEbiCgjik1CvX+gkeuSrUthfGCgE7pIM/PLDI/CnAMgA4nxPIBCwKuf09LRWVlas/+u0C39Icsb5Z3w2bBl6GUjwPS15PCFDzv47SFzQWx+neMCJMwzg6lkoHozxFWIScyq6PB82HJ/e6/VUKpVUrVZHQOhXXa+caIwboOnpac3NzZnhPTg4sMCcw+Obj31ZyAeBGEiERLYFcs1B5sU8auH5qSgom+kRaowQwaWnMdEQzN0CBPYYPX7Oy+Csy1OO2u22ObVsNmtGDOUgECPhqNVq5lxJ0qgukc1yYJEvZUpJRs1oNBpWdk2n07YnyM8fSgIQf3GPDyQojeLopJNs+s6dO7p165Zdcsi+nXUNBieTEFZWVvT1r39de3t7qtVq2tvb0/Pnz23kbTAYVCaTUSKRsGrXeKOaJKPcMPcb44fcSEDQP68//BxJNDonDdEl9tRXQQj2cGyeywpC32w2tbe3Z6Xs06IGfhGUcvHf1taWMpmMJFlSiINBv3yjNdOTSKR8kME0EfQPOg5VSao8VBUwkgSWVD59NQO5eR0f5x179AanVigU9P777+vrX/+6TVpjGMT4vz+N7KQhqtjpnAyouH//vj7//HOjo9DAx5mFIuApeciYypIvVZNs+n32Ez84U6B7IIKAMP7nkeHx8fHIGGtJVtoHsZqentZbb72lXC430j+GbfX0wNMuzjkOkID50aNHevHihTlT3+MCQlmv1+0WZx/IQh3g3flcaVhthPaC/QuFQhZAJJNJzczM2HeS6FJdJggk+CQp5x4o9rXb7RrFtd1ua2trS6urq4bynYd/8BXAa9eu6fj4WB988IEODg6sMiXJAnmPjDOtDHuDjLDb+BPutwiHwyZ7/AT7RsKGjKleYLPg3YPsE0geHh6qWq0aTQh0OxA4mdb1ta99TbOzsyqVStZ/QGL9urJDblRwut2u8vm8bt26pa2tLfMJMAeg1UiyIBvQVJI17vqKV7/fNztGZcT7TfwCVRBs0mAwsKEpjBcmSJaGNGX2i4SHPgfAnUwmo1u3bun27dv2fa+7kH8oFLIEI51Om43nbDUaDZXLZdtX7JGXZafTMeq0NATvQMYJevErAFL+LiDAZ/bT+49ut2sVPPYFWw8gg87Rp0olkN5A7sC5deuWbt68OXJ/0GkWZ2VqakrXr1/X7OyspBPQ49mzZ3r+/LmB4P5dYeOQRPkEgV4Yb/98Dyh/J41SVPHR0rDqwLkl7sS+ASyzDz7JRRZ8Zq/XM5/P9Qq0NJzG5p0q0fABF5NCdnd3FQqFtLe3Z7dHozD+Xg2csxcYhxShew48zgLqEMkGiQdlcYJCHwQRJHvF9pUQ0Ar6QKCClUolffzxx7pz5469M89HwnKWRRKAMfSZICXpdDpt0w9An5ARQSPlVeRJlpxMJs1Y7O/vq1qtGvLc6Qyb9kEFobl4WXkEX5IlZSQans/X6/WMXgCCANf89u3bunTpkl1ohkF5nYDZV8Tm5+cVi8VULBa1vLysRCKh9fV1C5Q5qJSxMZQ4CVB9dIKE1Sei40Gup8V4REbSSGCD4cBBSaPTSwji+/2+JUYk1OgYyTYlY0+nOM3iPMDJpnHQN8Z5B+m5myB2IIMgpCDkOGz2hv1FTpSx8/m8BeSgdkwAgj7GM/myOc+HzEiEQco8D3hpaUn37t3T/Py8leUx2K+D9vnzypqZmVEul7NKEdVWAjXex8uZhkBsHHeW+ICQxI0z5BuXcTRMy0P2JM784rtxEJTlWVBBJGl6etqSHy93XxZ/HbmxCMqoFu/t7Y1w+X2yJskaUfl+35AK9YmpfeFw2GieJMjQMQAmsI1LS0umz1B8OXcgn3w/jndiYkJbW1tWFej3+yM9VwAVNIh7kOestg758TmTk5O6ffu2ut2u/u///b/Wn8M+oneg4MVi0RIi6Yv0GvYX0IAeCSh3AIOSRuhV7BUDF0hKsaf4CRIOgkZJ1kxPwjk7O2sDCejrfB15jctOGlbVkMPVq1e1s7Ojf/iHf7CgFYqxD8YymYyBK56GSwUNMJWgN5fLKR6Pj4wOhSWA/Y3H4wYweFDPMyVAvknOmCgJcOPB3Vwup/fee89APN7ldWToYy5sKBWchYUFra6uam1tTfV63aoJxAE+0fdUn36/r93dXatqjAMnkkxf8NvQonzfSjAYNIbMYDCwSh5VOmk4VRMAgyoCOst3EGinUindvHlTb775plZWVmx/zrLw7YlEwqZrxeNxuxy6XC5rb2/PRpITd3GGSBxgqMD2Ic7gvTlfPinwdhqd5XyjZ/gdaNkADvwipvQ+B5min4AOxNR872ni4VP1aIzzxJaWluxw+ECVsW7MMR/nJxKIcJgI0ngxHDMIjufxYSx9QAhyQMCNwvOzlJt8gE6iAUoAx5+MORqN2rx2kO2zLr8xPBsKIZ0Ysrt37+rq1ava2NjQb37zG1WrVQtIGNkL0iYNDyvOlaoOiJwvQVJdAj33DgTHxTQSf3h9yQ5OPt/DgaA8ziSZmzdv2r0PvOPrGEHvuMPhsF26WK/XdXR0pDfeeEO3b9/WBx98YP1CGH6m+fAZ6BtoCMkTpW8OpKcp8I5Q1EgcMJw0+BKIo2c0BXs50NzvDYRvHHv//ff1ox/9SMvLyyP0rbOsXC5n78Gz+/I9z0DlgYTr+PhY29vbJi+PuHj+KLpAsFGr1ezdMJIEQf5zCNjQQ4/kE2CBSGIwfYLB+UbffvjDH+revXv2XARVr4MujyPLVGGZGoMR92hbNBpVoVCwdyW599VFZuZ7kAA5+ibn4+Pjkak4kuz84hDi8bg5HRoAfYDOFCAfdOGEA4GAnj59qkKhoMXFxZE7dV43WIY+QqLGfy8vL+vNN9/UP/zDP1ggyvlij5GxNERCef5sNqulpSWz8QA/JG4+scT2EZzRyxCJRCwYp2fL7zNADTQBnh1fASCTTqf1b/7NvzHQCz3mnLwOICUNq1kE4vfu3dPU1JR+/vOfj9y5kE6nLQkg+fHvjw0nMMF3+POOrhJg+3tJkD2+GiARH0OyzL6hn+wHwSIBd7FYNL2E5uXl9bpn1suRZADbyp0n0vBM4X+xjVQPPDUFWwOzAJsOODgYDFQul7W/v2+sgUqlYnRegAbfGE3Ahq8g4CbwI9jD9wcCAUsA3nnnHS0uLn4BGByXwWnWuNxBtunD8T2w9L8xAdTHZ5xnfz4BY/gzgDaAGYJfqM8e9MPGhkIhAzuJWfhzD0RhV4k3/bAM7GooFNKVK1e0srKi5eVl5XK5U1GAfpfcSKi4Q+rmzZtqt9v64IMPVKlUvkAdQ37SEOTgbPLnxKQ+HvCskkBgeDkrfgBAhbiDuJBqso9RPC3Xx8joKwBoPp/X9evXrSo3rnv/1DpVosGi/BeNRnXv3j3LMgnKKJNSNvJIPgYNyokvOdJQCzqA0YK7B5cMR4Hi8neePuD5mGwCZblEImHKyVjJlZUV43eDwnhU8TyWrxb4yVuxWEwrKysKBk/miy8sLGh9fV0//elPtbm5qcFgYDeGoygkUUwAIpAl8OH9obL4a+NxAMil0WioVCrZ2MRwOGwOXRpydDEYBCug0nBYV1ZWbFoXqKo02uR4loX8+W4cQCAQMPrc+vq6JV08lz+U0nA+Pc/jg2QMFKi9DxJJaBlnOF6B46D7QNv3PngqIUE2N7xzdm7duqV//s//uQUV/h3PsnyCh+GmHL64uKharaZ6vW4/A6WCMrk0TPJ84kUyRgIPyMDyEymYoMYZpXSN/ECicLD+hlSMrp+g4ZHjfD6vr3/967pz545SqZRVTXzz/OtU0VjeodVqNZVKJesxoFwfCJz0vASDwRFanufIUpklsKbpFCeObL2ujPfpcL5BEUnOSHjZBxJo9Jygi0Tk8PBQz58/N0SWgA97dF72zgMrsVhMb775pvr9vv7f//t/2tvbU6fTUTab1d7ennq9nmq1mjlWkvJ2u61EIqHZ2VmrjOBnsIW+4sy58c2WIKCFQsE4ypLsDKKTPCtnn0BFGk5gC4VCev/99/Xee+8ZoOIn1rxuNcPbOn/eAKG4TBafl8lk7P0Zu+yDE9BadJMEAtlGIpGRAQ7dbtdosqCdnGnen/NAAMxz47d5B3wN388dT6FQyHqJfLDyun4CGRIseerxo0ePbOjL7u6uJVjSkAoLaErlkMSc9/fVZh+44RepGhL/RCIRO/OeUsVwF6+v9BXwzCRj2AvOBINjQO/HAeDXlZ0PzKkikuTkcjmVy2WjX8fj8RHqMfvPnnqQy1dnPchJzBaLxWx6Ge/k/S/fQxIWi8XszGLXsNU+EEfGJMVTU1O6dOmSCoWCvZt0tiR33MaSCHlwAvYCsS/VWX/9AKAeoBGy4e8Bf7BN0hBoBmAAoPF9pJJMpzz4g08iefNXKAwGA+txRCdDoZCuX7+uhYUF+z7/7q+yTt0MziZ6BXn77bd1dHSkx48fq1Qq2SEAUaM6QcBKVktDGoEGTtTzaCnX0nBMkE6PA2Uyqh8IzpcV/Sb5CSFTU1O6ffu2rl+/bncXUB3B6WLofQBz1sXG+AklXiHC4bCy2awZ/1KppKOjo5FLXLh104+8RZFRWgKVSqViM7HhjYNeUSHy8uaA4BxA1kAIvIPp9UYv9cOJIK9xI3gexhAjSFlUGlJ+KPtzQJinjdPxDg1ZSycHk9GEVN/83vNvMZgYM+TkeZa+jygQGI5Flob3BNDQxgQMqlbvvvuu3nrrrZHGtNepoo3LbWFhYYQWks/nR85ZqVSy715bWzN5jJ9fnxgQwGJMCTYIav3ZZsoSPHsWhpOZ8SR8vkEceZKABQIB3bt3T3fv3rW+I3TidbnefmHreEYuDmTsKProHS1JBtUO0D6COdBfglmcE38P1x3b5ZF3klRpiMoSWALCkBT7AMj32HQ6HRvVubOzoxcvXhjn3NNYXve8eifkz+3i4qI+//xze3bOxYsXL7S3t2c2Dn0CrAJEoCIOkAASiO7ScyDJePQEeuxLLBZTLpcz+QPSYENAdAmOsCPRaFS3b9/Wv/yX/1JXrlyxaTXsl3fmr7uQfzgctql+3/zmN/XixQutr68b2OOpX+gKvkCSVRAymczIPSr4RZ8s867cgUEzMrYwkUhYcIZeEwj54Sw8OxRpKFMrKyu2v0x1RJ9fl/7j5ebt5+bmpn7zm99YXxjJmLfrvuo3jjj7YQ4e6OC9Cdj8/TZMNpRkgCwVbnrUPOrvAUL+DfsI0DI5OanV1VX91V/9lVZWVvTDH/7QLjY+D7nxXthwEpxe72Qc9dLSktHreEbADoJekjOo7cQHJG/4XGlY7eaduVwTcABbBhjDM0rDoTrjf+YBQPaq2+0aoj8xMaHl5WV9+9vf1r1796xH9XXlhp3yYAf23VeT+X8qDtKwP2acoUKCj75KMr3lnal8+KSNOASQge/nuzmnTL8kZva+olgsamlpyX42k8no5s2blgie5ayeKtHwGSLVCJDb27dvG5WiUqlYggCiSVMJRrHXG15bD5WJJl4cI8iqnzjCAcQZcSuqL0PhJKAU8TkEMYlEQvF4XDdu3NDXv/51u0adAMmXAKVR+s7rLO94cXJ8nyRLzggIFhcX7VIZ5Ewg4TmNnorj0QDG7oG4LiwsWCWJzwOV4lIikgkSP08lGqfzQEsoFou6du2aBbMeBTwPhGr8v8cbzQ4ODrS5ualweDhYwN+rgc75Q0pCAteR9w0EAoZK+3GFPmGi9wEDxuLg+3IzqBdIFggq6BRNZG+//bbNMffvdtaAbxyVB8n1dC6qTgcHB8pkMjo6OtLGxoY1jRNENZtNS6gk2S21Ho3xtAv2gO8hGPIVFhwKFA56kggiqVZisPk3kUhEs7Oz+uY3vznCqeZzT1vS/afkh6HGOXCDNXIg4cZge0fX7XaVy+XMVmJ3cOIkoj4p8BUlvt87LU8R83RTnoFAiyQN6gryJxnr9Xra29vT9PS0OSrAjPM4sz4R8yX8hYUF5fN5bW5uWnNnpVKxAFiS6WosFrOb0nHAgE2+zI8t41Iv0HgCFgLaWq1m9tVfKjc5Oal4PK5KpWLnvd/vGxAQDJ5MlkkkEvrRj36kt99+29Bw7yfOI0kb/wxkCOXjL//yL9XpdPTw4UOj5LCfBB3oBcAJfs3T+LDnnNt+v280NL7Xn1uAlUQiMdIvyWREzoRHeCcnTy7dLRQK+ou/+Avl83kNBgPl8/mR5ueXvf/rLAIrkOzZ2VmFw2FtbGyoVqtZlUMaXugbCASMRuqrO6lUSplMZiSxQkYesCLJAAgFkMnn8/ZzXCJLModueToqVXB8CQkMY0qZUkkvGv75PCppJBbed2FP+Ttk5e9egRVBlVoajhrmc6m6+sEJVCWkYX8WOu31CJCTYRbeXuLbsQfYEJIUSXZWY7GYvvWtb+mdd96x/sHzSjR8gotOtNttu4+FZ/HVD2h5kgxMwlYRu9HzwwJc5rmRMz6Qs8ny+wn1Gx30YB4TYaPRqObn57W8vDxyTnO5nLESvH0794qGdx4gbzit4+Nj7ezsjKDAOFIaiFA0Ahx+lukfOGY4yKDTOBgMgDScBkEpzG+yRxk5AExJIPANh8N666239J3vfEdLS0u2gaAOBBfQtM5reZSEg+ITDW+4YrGYjYn9/PPPbUpFs9kcuVuAA085lmwVQ+af39OpotGocrmcoRQkg5LMoTOWMpPJ2F7jUHi+S5cuKZ/PK5/PW4DJHnxVi4OFkatWq3bbJUFyMpm0INknxDhPLpPCoEIjarfbIz0bGAKPJjBGFIeOk8GQggKCIEABZF+gMeXzeb3zzjuanZ3V8vKyVZvOm77C7xhWUCgSSqoFzWZT29vbikajKhaLI1QbjCOJBY4QuRKI+wDXU/pAEHFG/nIj6Bo4h36/r+XlZd24cUNbW1taW1tToVCwoGVlZcXQZHRhXG7nVUHzVZl+v2/JJc8ai8WsYRnkHYeBzfITV0gGCNq4cZi7fbBXBB4+8CS5IOHyVD+qwZ7i5pM50K5MJmMXGk5PT9sz+mrleSKkfB56Nzk5qe985zsql8t68uSJ2u22jUhmxO7s7KwmJiZUq9UMCKHKQNUhmUzq4OBgZHACuoZOh0InQ0qYkCTJAAX2Lh6Pa2dnxxIS9ocqCf0aDLr41re+pdnZ2RFU1a/zPLvSaOUqEono1q1b+g//4T/oo48+0ocffqhKpaJisaher2cXuRGw8s7oC74G0A+dkU78X6FQUCwWs8AaYMTbzfHkkUqlH91KjxF9SN/73vd0584dS2Z9z+Y4SPa6i3PjJyVCL2MaFmeRM8IEHeiOUJVgAITDYWu+pv/Cg3C+hxOdggbOu0JxpgrsK56cEy8L9DmbzY40jhcKBV25csXsKbp6XoCet3nEeVDuGPwzMzNjAyxCoZCuXbtmF0pWKhWVy2Xt7OwYCwD/y+dKw0vk0Et6kvy9OsiWuAMbQdDugWHA1Gg0aqALMQDg9O3bt/XDH/5Qs7OzI/0d5yE7zgN7TAK/t7en7e1tSTL6rDTsk+JdPL0KfwuIBpAnyYYooK98L4knP8/nEgPhr9BVzjfxIDS5XC5nI5Tv3LmjyclJVatVeydftT2N3M5U0eAFqCK0Wi3t7e1pZ2fHsiZpaHS4yds359Kw7EeDEqyQaCB4nDtlJHh8CN+PevSlbpQIp4cxuHPnjt1MyiKQwEGdB7L3Zcvz7kArqTT4STFcOPSb3/xG29vbIzcHM4WGZIBMlYDWT8DBEZdKJUWjUeujSKVSX6C4IAPKuQSMBIYEOzMzM1pYWLD59DQmgkaeV8Ayvvy+Y1TgWHe7XXOMyINRvgS9PB8IK/IhQMQJ+SYqUNN4PG4UE4JqdIsgpdVqGULLAsFiMhYGcXp6WtPT0yoWizbOz1cyzkt+Hh1Chr46RACdSqW0sLBg3G1+TU5Oant7Wx9//LGi0aieP38+klz5sj/vAAhAxRGggefxyL2n5WWzWd27d0/Xr1/X4uKi9vb29PTpU+VyOc3Pz5vTZ+8Iqj2ydN6LpNE7kJ2dHXOM6A6JPYEuOuntT7t9MiaUWf1eb3xQOV7JkGS9IST92CqayT290/dkoHNclLa8vGzVAHTgvBONcdmRgILM/+hHP9LPf/5zffrppxacAL5Eo1FlMhlr4oZuBtpJpZoJZsjXo3t8Vjwe1/HxsVXAuV+p1WppdXXVxnVKwyofiST8+na7rXQ6rR/+8Ie6ceOGUXe9vM9b9/x55f8BV65evarp6WktLS3pf/yP/6FWq6VEImHTxLjgDSSVYJrEFN8IkAeqz+3P1WrVxlWDoBIw+x5Bjyj7pJgeR0k6OjrS7Oys+v2+TRQKBAIjASPvdx7L06HC4bDdNYFPC4fD+uSTTyx45R3QL6+rHi1nUAY9nvgYms3xE/iN8f4Ymp/xReM9jFRL+FlPN52ZmdHly5dVKBR048YN5fP5LwR957U8yo9d9hVSxpl7P8h52N3dVblcVrVa1QcffKC1tbUR2roHSYixqAJls1lNT08rmUyq3W7bpCaCY5ISadhvy/NCNSOeabVadmcOVeaFhQV985vf1PLysiVp5wmqYGu9DSX55z0AJ4lL/AXXJOfErCSmsCH4fOIaKpn8e5IF6JFUfqVhbyoDf0jEOSPS8N60qakpFYtFG57Ac0saodSfVm5nurBPGkUMKYkzq90rEIEvL4Hh4nD5jBKnTXAbiURMcAgVTi3j1AgCQWpAT0Ohk5F/oMtMhclms9a07HmSOHkc+Tgif16H2ScyJGpQ0fzzcIBisZgWFxe1vLysq1evamtrS9vb23r+/LnNhCY7hqcHXY2Ajp6MQCBgSR9GjCoHzwTiTqM8AQl9EJ6yBpeP6Vy+8e+rWl7RQdKi0aguX75s+8zlXb7cjX7geChJcucCzoFkjkAax+UREJzBYDAwriNoNDdH43gHg5OpJKVSSc1m03j+d+/etVus6cs5TzT+y2QnDaetYGhIKLilvlQqqVarKZFIWDK+srJi5fu7d+/qH//xH7WxsTHS64PekYzSEIdh9/0MGFCcUDab1TvvvKMrV67o8uXLKhaLSiQSWllZsctBobD4Cz59kPxVyI3vofF2cXFRt27dskoMFUQcIcEYusfoUKpk2CYquJLMNkrDiUG+GZCqHM6LzyFxxpl6yh4TkhKJhObm5nTp0iXNzs5aTxrnmck258WRH5edT9J8/8Pdu3c1OzurK1eu6L/9t/9m4xNnZ2ftPhlkxaQTKm+7u7taW1uzCjj7QEAcj8fV7Z5MD6ShluRCkgV95XJ5hBZInwxnG/+yuLioa9euGSrvg+Sv8sz6/fDOnXMVi8X0/Plz/fa3vzWQLpfL2T0NBK7IETDLBxnYRumk343kjXfHt/COBJ1+kAE2kufkzDPo4vPPP9edO3dssiODG84TTGFBsQShZV84h5lMRpcvX9Znn32mZ8+eWRK7t7c3Ek/QAI2t5CxTaYBWy/AR+O70Z3AvB5UTgCcfOLM3AFsevGk2m6pWq1pcXNR3v/tdXb9+XfF43KoZL9OP110e4efzSEqlIZALDdRXT+n7w0aDrBNUExtMTQ1vou/1euaH+/2+yuWyAQtM5qKa6Ss3+AxYATMzM7py5YoikYi2t7e1v79vFZher6fLly/rW9/6lu7cuWOf9VXZOgAgkkmobiS0pVLJJlBJsvghGAwaaOt7zNgD38/iq1nEcdgkwGfOPwwBKiXoKTqO/w8EAioWi7p//77eeustZbNZ+1x04HVi4lPdozGu2Lw4zmBubk7dblcvXrywqgTlKxqCJFnZmsAYgZCEIGBKwKAAflITmS/IKYqN8Phz+L0EUeFwWOVyWVtbW9bADBeSSsm4AL8KY+j/GwODbDiQZOLvv/++TQLgcr/Dw0Otrq5awjYxMWFOZmlpydD+7e1tlUolo12Vy2WjmYAMQk3zgVK1WlW3ezKJ6Nq1a4pEItrb27OGQ55lenraDhXB03lw5P+phaOanJzU9evX7b6Idrut9fV1ffzxxzaxBtn6ihf/FvQZvfKNlSTKOEaCGgJBaH0gVaAUGA6Qak+Ve/vtt/Unf/InWllZMb46vTEvo2Kcp7ykLza8YxjpWen1ekomk9bYD2gQiUR048YNffbZZ0okEioWi2q1Ti7uYioc/UKMPkSnQNdzuZxWVlbU6XT07NkzPXz4UBMTE5qentZ3v/tdvfvuuyoUCioUCkYHgieNoaWaQSn+q6o6+oV+pNNp3b171xDQjY0No9ERIMC7peRPEpvP523CE8mDn1BFQALyKg2rNQR0PlhnCATVOKbiUConqEa+9LVcv37dkGUcPt/7VcmOs+orPCSx7777riqVigKBgFZXV5VIJL4w/rxYLGp6etrOG9RPRqz6uzfwJYFAwJBE0HfOY6lUMpl6+gXBZbvdthHt/X5fc3Nz+s53vqPl5eURcIbv/KqAAeTnF985MXEyivXmzZv65S9/KemEfgGNlWTB9wGSYAHe8S6cI/QSwAb6FaipNLwgkn8LjQiUlaS10WgY9e3zzz+3RHF8St1XIS8CM39mJicnVSwW1W6f3O+zuLioX/ziF/rJT34yMglPksUlJP1UuceTSs6n703wSbIHDYlfDg8PdXBwYM322DjPDgGkzWQyunLlir7xjW/o1q1bdu5fphfnZQv5DN/v5ivOVPv8+fG9PxMTE6pWq0okEsrn8zaFlJgAnaIC6xkc6EYwGLSR/plMRqVSyajcVO/m5uZ069YtXb582RIQksC5uTk9ePBAyWRSV65c0dtvv63r16+PfNdXsZAdPVOBwMkQFn+D+87OjnZ2diyR2tnZMVlyXtBf5CkN+139u/pEFjvGPWp+dLrXLfYMSiC0q3w+r2984xv69re/bbe8Ezd9GQh1Gp07VUVj3KCO04xmZmbMaXJwMVg0fxPwQm/y/QmUHblpGhTeC5iDD7LEoQTFwIjRZJrNZi0r46bNTqejer2uubk546bz2SjIWQX6qgsHzPd6lBw+sx/FxjMy9hF+8vr6uhktFJBEi6leOEYSKkkjVBZP5YrFYhYoZzIZXb161S4IOj4+1tramk1MSiaTVmkisfwqne7LFpMkpqenTScKhYJSqZRKpZLdeu1nldMHhO755ILqD0Fjt9u18icj+Ehq0AmaC/keEmrfNxAKhbS4uGjNaFNTU1aGxqh7atNXtfgeT4EkKJZkVCfOlS+fR6NRXblyRaurqyZjkEMmUhwfH+vv/u7vdHh4qGw2a+XgbDar5eVlraysqNvt6vr166pUKmo2m/r2t7+tH/zgB5qfnzfDiuwYEpHJZNRsNm1ina9C/r4WVJyFhQVdu3ZN7XZbqVRKGxsbFvx2u13j2EonOhWPx5XL5Sxxg5ftqSO8twdP+DPACCpA3kYmk0lJsuZ57xyi0aglGLdv39adO3est80353/Vy38PQAbvMTExoe985zuan5/XRx99pMePH2tnZ0fS0GFDMaCpM5lM6t69exakHRwcWHUChI/ED93GTh0dHalUKhkNiT2gElcoFMyWbWxsKBQK6fvf/77+/M//3CZV+X37fcjOn1kfDBN8+YAfYG0wGIzchXB8fKxarWZgCJVuXx0mIKTvB2AGmjP+BRsKcjoYDOwyVUAAT2UBAPPU3N+Hn/DVbwAW6eSsTE1N6c/+7M+0uLioX/7yl/rwww9HAL9+v2+TkKDk8m95fn/ZHEE5/Heq58QrHozydEl+1tsG6WTQyp/+6Z/qRz/6ke7evWvP/mVn9rzpU+gCttYno+gGCLoHKphItre3p3Q6rRs3bljfCsnF4eGharWajo+Prf8pFDq5lbxQKGhhYUHZbNZ673Z2dvR//+//1SeffKLJyUnduHFD3/rWt7S0tGR3o3ifwKj+O3fuaHl5WXNzcyODbs5bViyqLv6/uUVbOrHxly5dUqVSUaVS0eHhoV68eKHNzU1Vq1VJw8mFmUzGwHhiCuI1P62NZIJkj/+nAocf7ff7VmlDTlx5ACPkzp07unLlivr9vgHNJEgvY6l8JRWNly2CZJxGOp1Wr9fT/fv3lcvltLW1pXK5rMFgoP39fVNQLvcKh08ugAFZI+vnIHIYKZ/5CSIcXpAoGnxDoZN51h4Z5MBMTEzoypUrevPNN43PSpDtOY9eiF+VQfSfixxxnCBCVDW4yAYDfu/ePftvAryFhQUrzTHrnyw3lUpZkgGKyr/rdDrWkIpyBoNBS3Def/99vfvuu1YCZXIIzbudTsf6Hn7fiYZ3kPT+UO1aWVnRpUuXjO/56NEjPXz4UIHA8KJEkjYW1Ql/MSJN+Pv7+4YWpFKpkRtMSVwp+6KTcCVxWNls1pBt5E+DOc7qq1zjyQyyIHiQZGdBGs7kRl8CgYByuZymp6c1NzdnyTB3rlQqFe3u7ur27ds6Pj62ewu63a7RoNLptAV/+Xxee3t7Nh6ZkjnfS+8IlUbOiEcXf1/LBy2ZTEbvvvuuIVXZbFarq6t2+yuJOuCIn3JD4u8DLvSWwCMYDKpWq5ke+SCJANEn9oAIweDJXQU4nHw+r+9+97v63ve+Z31ZPkHmvb5qWXqbiuPCvvMuN2/eVDweV71e1+7urtFSSMRpohwMTppp/b0lUGKgg8FD9qge8kF/OLdUy7PZrFWbCNrn5+dtlOj09LQhg/6dvurlUXRf+acyUS6XDVCi4Vk6CQwAPKBL+Rusx+l5voHUT4dkv5AXvpbKB3RTemqg01YqFeVyOfV6Pb333ntfOZr8suX1zgfLVCHC4bDm5+d1584d/epXv9Kvf/1rPXr0yM4nl0riZ6kEAXAS/JGYeZ4+iSB9HL1ezyoZABaMvm21WiPDIhKJhL7//e/rP/7H/2jDan7f9o73oEoqDW+phjoGBRkdIua4c+eOnT0qusgM2/3gwQMbZx4KhXT58mXdu3dPs7OzRpGHBkQlhyboN998U++9954l1b5/iETu/fffVzqdtrH+vmftPOXzsj8jJsbW+kbtRCKhVCqlubk59ft9Xbp0SY8ePdKHH35o/gPKOjo2ngCPV9ZgTcBO8VVDksBQKKTp6WktLy9LOrlDiMmRkUjExlZ7SqRnQfBuZ9XD10o0WDhgms7i8bhmZmZs8sP6+rqePXumFy9eGI+RsXiSLMD2isNLBYPDy638pAdJ1hgKegKi6CdXdbtdKw9dvXrVNtE3ppFw+GrGeCLwVS5k5xEEz2eHKwuVLBqN6vr168aVvHbtmk0sOjo60s7OjlZXVy25o2S8sLCgSqViNB7Ku/F4XLOzs4pGo4YmgsLeuXNHs7OzRpuCgwmFixIcxub3vbzyg1KiT5Rm4Qt/9tlnhopzeEHtSBqgStEc6DmUviLCmEyMCMHM5OSkVlZWtLi4aJNzPvzwQx0eHtphJsGAO41R+n0uX/7n/0HneDeMHSgWRjCbzWp+ft7OC0aO0ZdLS0tW0cRoAQRwS/DS0pKazaZWV1dVLBatqZefxw74i/HYE577q+4F8sCDT9AmJyetent0dKS7d+8aUixJu7u7+uUvf6knT55YgMt9OIAhyBaZk5SS5HrQgWTLV4el4c3BADGLi4tKJpNGibx586b+xb/4F5qfnx9p4PVn5mVV6q9y+T3jmUDWU6mU7ty5o3K5rEqlYucLegb2/+joSE+fPtXGxoYlDVRoOb/Y0YmJCZNzMpk0XjfTwqjiJhIJNRoN7e/vKxqN6s0339S7776re/fuGQoItdAjl7/PRfWRPUylUrp69ap6vZ52dnYs8djf35ckm8VPQuABhUAgMHJRH8ksNEq+D1YCQAgj6eF4x+NxXbp0STdu3ND9+/et/2d1dVWRSERLS0taWFgYqcp8VUHz7wIH/d9BJcO+XLlyRbOzs3rrrbf0v/7X/zLfyZmkiZckjyoP7IxQaHivEsACnHimIVIZAdwhyCZh5CxkMhmtrKzo3//7f6+5ubl/8p2+atreOB1I0oivI3biWegVYqwvlSGSLxKtYrFocovFYrp06dJITMYwGl9BZLDA3bt3deXKFUnD5mhvz5LJpDKZzMhI7/OuZPBdXwbakKR5Ofr/J2nqdrtaXFzU5uamAQPBYNAmVAKmA4BQ5fGxVq1W0+Hh4cjf4av5znQ6raWlJd2+fVvT09M2DOPBgweSZBM8K5XKFyjw41XPs6xzSTRYoVDI7sIgYJmentbly5f1zjvvaHd3V5VKxTrgNzc39fnnn6tcLuvo6MgMlzTkpIGwehoKk5agsLARXNoFbQrkeG5uzhqdu92u8c/ZFJ99ssad8VftgMnaCewIqPhe3/GP8rz33nsjN/tCHcjn87p27Zo5BQJrvy9wxJktT78KATWoIUkEzweHEkPpr6r/Q6AuLPYxHA5b8AVPuN8/uRzyxo0bNvWn2WyqVCqpXC5rYmJCrVbL6AE0y4PIEKx4CguHPpfLjQw/yOfzmp6e1rVr17S4uKhg8OS29xcvXuj+/ftGLyDR+H1VM162cG4gHlS4uE9EGr1PwnO+/YhKdJILOj265w0kASGJ8/3795XNZu0c+vs3pCG9jyQE4/qyxrTzXl8WiPO+VGOp9BQKBQvS+v2Tm5w/+OADffDBBzYFKBwO2+Wi2CwodwSFNOR6m9Nut5XJZDQ/P69isahcLqdUKqVr165Z056fWEd/xvz8vHK5nDniL+vF+H2h8375Sg42PpFI6K233lKj0dBvf/tbC6ihuzLW+/Dw0OiNnvZHAIz+Erhks1n1+yf3YpC80CxONZZmcnzWnTt3dPPmTfMpACm/D1/wu5YHosLhsC5fvqzp6Wl9/vnn+u1vf6tMJqO9vT1LyqEVcw5BPPET9D3yiyTYD/YIBALW28dZ7ff7KhQKun//vr73ve/p1q1b1kdTrVZHGoN98+rvizL1ZeeWwJX3JfmORqNKJpO6e/eupqenVSqVtLOzo93dXUsaGCyzv79vgR06KslGLwMa0tPH2fdJBv1sPAO0wJmZGes5hE71ZVW035fP8M3gJLvVatVAOh+jsJAVMQdy4bxTuYDeJ2kEiUdXkA/fPzMzo3Q6bT7YgxUwa4iH/PIJ23md399lS8dBKs8UQAeZzjYzM6O7d+9ar1C9Xtfa2ppVykjk0CWo8tKwf2JiYnh/kCS794e/n52d1dWrV5XP523KJUOR9vf3denSJYu9SZTHqWCvs8410ZBkB4/giyYxmrGY8uBvJXz69KkeP35s16D7uw9AqeCC4lg8YhWNRjU3N6dvf/vbmpmZGWnsg1s5NTWlcrlsQTJlUf9ZfygH4tFlEFxPZSGIhd5FME3ygOOgaS8cDts7EixjLLkXg7IcjoDgfDA46e2AtgUKg6Gk1IYD48/+ENUM6Yu0DJyr5xlDaaIHKBqNqlQq6cMPP5Qke09km8/nreksHA6rVCppbW1tZKye1z0MBpz4paUla8ANh8Oam5uz26vz+fzIXHuCoz+U7DylgLOLIfTNjAQrGEjOjndC3sGSkFCy9k26/EqlUlpcXNTBwYGVvklSQFrhnxLASy/ni35Vsvmyv+MskpzyXPzdtWvXlM/ntbKyog8++EDPnz+3crUkC4bpQQBowQlwvlKplObn5/Xee+/pjTfe0OLiop1NgBZfXkde/l4D9uvLnMYfwvahb/7uAuzM1772NcXjcX3wwQc2yY1pLYPBwJD4Xq9n/S5QeqDf+USGwOPw8FATExMql8tGcdvf31exWNR7772n999/34AAKKXoAUnGH3KxTz5wgeZ0/fp1u9z1ypUrev78uQFy09PTymazdj/O/v6+nj59qlqtZn1lJP9UMgFBOLt++iNJ761bt/Tuu+9qZWXFLqPjjEOn/H1Xfjz44f+bv/O2BRnyzsQE+Xxe/X5fu7u71tNEHxB0PcbcUgkmsfM0T1BiSVb5wLdKw36PbDarTCajW7du2YQ1GBp/CJroyxbvxDkl4cRfELtgF/mdJIM/y+VytgckoL7KCiVPGtrIeDyuN954wyYQzs/PG4sAe+fPBT7H+zb/Hl/1+jL76pMo7BfgJNR4BqUAvpOsxuNxZTIZi1UAuug5q9frVr2kvxYQanJyUpcuXdL8/LxNrIPyzEW9mUzG7J2XqY+vXibPV13nmmjwECijvwSOgJkHJgicnJzU1atXFYvFVCqVVK1W9ezZMxtTRuUC5cKhDgYnDZOXL1/WysqKVlZWND8/b000ZIIkNKFQSCsrK4bE8lx/DCiV9EUqCweYw8odIhxMEGb//7ybD/D6/ZOb2pED9AvQGGaCe3QC48ptn4FAwIIVAmuSGgLIP+TygR8y4c9JcnO5nKFXBB3FYtGCXJB8kHka1gKBE2rQ3bt37SBDxwNVjEajJmsCxdnZWc3MzBh6hVEE0ff9QX8Ma7w6AQ3NV3hA19AT9A25U8YGDPCUH3jlnkPqqSAskhzQMc/p9/SOP/RCTl7XvCEmYU2n05qbm9P6+roePHignZ2dkYZQprAQdNOvFo/HlU6nNT09bRdjzs3NKZPJmJOVZPpE1Q17AEIqyYJGX/7+YwtepOG45cnJSZuyw5jPH//4x5JkiB/2iGmHiURCCwsLqtfr+p//839qMBhocXFRX//613Xt2jWrmBH81Wo1CxbhTOM3SGo5o35f/9C658+pt9XZbFbvv/++Hjx4oEKhoEuXLlmylEwmdenSJWUyGQPiVldX9fDhQ3322WdaXV1Vo9HQ1taW3RZ/+fJlu/AuEDgZ9AINihvuGdRAP4wHFTyg8FVTpn6XnMb/259bQCnOzMzMjHK5nFGmFhcX9dlnn2lra0uxWEzFYlGNRkO7u7smeyqQAJpMU2MSnQdM+K6trS27+Tkajer+/fv60z/9U924cUObm5tWKQWE+kPrnDQaoHNmfQDNBC3OtKdnM5CAn5GGY7yxXYAG9XpdkmwyVSwWs2mFiUTCLmumD2t8oME4NZRY9I9heUBK0khSRDWh2Wwqn8/r+vXrmp2dtcoZDBJ8BaOsqfQCYOEjmRZH7FsoFJROpw2YIWZkMuv4HSWeOXMe61Q3g59meUUk+EMpfTlXOpmwkM/nVavV7KZTJioFAicNqAsLC3ZzIZQgyj/M+CcAJkiWhjcwesPH83jKyh8DpcAHKR455xlBRXgHkGaaHI+Pj0020MYog9PAxaWJHG5Kcj5Yp5LEPlFJQsGRp6ez/aHXOPd7PPCLRCIj/HjfkOUTUgxTrVYbobyArGBk+/2+JSkYDCoWJNHJZNIuM5JklCkfsP+hlzfKL0MAcQagLSReIHU4FxrsMWz88sEz4/zgonrQwVdSkA//zZn4fTkNj+L8rsXzfFmywdmcm5uzyxA3NzdtzDRT8Eqlkh48eKB6vW5TV5jGNDMzYyVwEmR//tE/SZYMct79c5723X5f62VUA2z2O++8o42NDSUSCf3bf/tvtbe3pydPnkgaTimcm5vTtWvXbMIcujgxMaEf/OAH+su//EtrXAVo8CM5+Xmvi/y975n7Y5EXaxwYiMViunbtmpaXl+2yMyrbvDN2PxqN6s6dO7p+/brefPNN/dVf/ZWePHmiJ0+e6PDwUO+++67+03/6T1adJOlCFtDTCJD4DvTSn9PfV5LxqnrtwVC/v/hAGrUTiYRmZ2d169Ytra6u2rmtVCp6+PChxReRSETXrl1TrVbT8+fPdfPmTf27f/fvlEqltLe3p62tLWNrSDL6Xz6fVyAQ0HvvvadvfOMbdj8Vd/T4mOmPRf/G0W1/NnyvIck5sR6ouq+K++oZ/VEwM7D79DFQ+e/3+0aFBvTzdm7clvyhZPay7/Wy8pQ7DzRCjUomk7p+/foIgwIaHUAxE1UlWaKB/ec7kA2ME/491ChJIzHz+Nju8fd4HXmeO3WK5YU6nnDwMqCWBGaxWEwzMzOam5szFBSnsbS0ZHOVmVQCpxYut+fRg9J7hJbv9s00fwwH2C+MCwGtH50naYSn7rNO5EyDGog0SslFQnwH2a6v6OAQPIrng2kmOBAQ/rGg8SxkAlruKy1+6gkZPWgCho/gkPHJHEgO98zMzAgC5i+/YezteJJIsy/fJ/3h+1nGlzfQvkpGouGrFr5iRGWCQA1UivGRftoGFQ6CPgwhiS60C0lfGKtH0vLHtjxC5ekBLN6T0bfcB3J8fKxr167ZNJtnz57p6dOn2t/fV6VSsYlvV65c0fT0tCSNjGn15w6dGkdw/1iCk1dZ4wmTJKtscCMyvP9AIKCjoyNFo1EtLy8bSk8QQsBSKpWMtusdLdRU9saPcUXHvJ/i+f7YFvvtqScEEgsLC3amPC0N5Nn3YfD77OyspqambCKkR469PABj/EALdH4cff9DVDL+qeWfz8cEPoim4iydBGK3b9/WjRs3bCzpjRs3jPbNUJu1tTW9ePFCwWDQxnpPTU1pdnZWly9fNtlXq1UdHR2p3W5rcXFRb7zxho0JB9AZZwj8Menfy+Tng3psN/9P1cg33/tBLR4EhhmAr/CVDmTi/S++aRyU/WOqYrCwccQCL5tS5mMxP9oc+fn3wn6FQiEDlGGb+HYAP0EKRhGxCDIkJvb+67zlFxj8MVmBi3WxLtbFulgX62JdrIt1sS7W/y/W739G38W6WBfrYl2si3WxLtbFulgX6//36yLRuFgX62JdrIt1sS7WxbpYF+tinfu6SDQu1sW6WBfrYl2si3WxLtbFuljnvi4SjYt1sS7WxbpYF+tiXayLdbEu1rmvi0TjYl2si3WxLtbFulgX62JdrIt17usi0bhYF+tiXayLdbEu1sW6WBfrYp37ukg0LtbFulgX62JdrIt1sS7WxbpY574uEo2LdbEu1sW6WBfrYl2si3WxLta5r4tE42JdrIt1sS7WxbpYF+tiXayLde7rItG4WBfrYl2si3WxLtbFulgX62Kd+7pINC7WxbpYF+tiXayLdbEu1sW6WOe+LhKNi3WxLtbFulgX62JdrIt1sS7Wua/wq/7gr3/965f++WAwUL/fVyAQGPnzYDCoQCCgYDBofz8YDNTtdtXv9+3vj46OJEkTExMKhUIKBAL2M71eT71eT4PBQMFgUKFQSOFwWJOTkwqFQup2uzo+Prbv6/V69jN8/mAwkCSFQiGFQiH7PP6NJPX7ffvFM4dCoZe+7zvvvPOqIrP14YcfvlRuXyZH/pufGQwGGgwGOjw8VLfbVSQS0WAwUK/Xs+eNRCKSpEgkolgspl6vp+PjYzWbTfX7fUlSIpFQPB5XJpNRMBjU0dGRWq2W7cvExIR9LnLq9Xpqt9uq1Wra3NzUxMSELl26pEKhYHJFlnwPv4+vN95449Sy297e/p2yGwwGJoOX/Vy/31e321W9Xlej0VAoFNLBwYFCoZCKxaISiYS9RyQSUTgcVqPRUKvVMp0IhULq9/sKh8OKxWIjMpKkQCBg+u/3kecKBAIj++n1kr3l58fPEWt2dvZUcltdXf3Cn01MTCgYDKrT6ajT6YzoO3vPO3e7XXsuv588O+/Fue33+6ZL/EwoFDJZ8XNeT7rd7shndrtd9Xq9kbPOWfYyZfGs4zL1a3l5+VRyk6SNjY0v/Bnvw3twLniOVqtl55Ff7XZb0WhUk5OT6vV6JnNJSiaTI3IKBALq9XoqlUoKBoP277xMvN1rt9sjdow9aDabOj4+Vr1eV6VSUSAQ0Pz8vIrFoskJGX6ZrrEWFhZOLbv19fWXyk6S7Snv2uv1bA85B97We/3p9/uanJw0PeG883P9fl/ValW1Wk3Hx8eqVCpKp9OamJhQoVBQNBq1ZxkMBup0OpqamrLn4Rzw3ZOTk5Kk4+PjEbvGs/L9L7M7krS4uHhq2T18+PALf4aOdDodNZtNhcNhRSIRsz3oI7qJ/+R5O52O+dhwOGznHH2Nx+Nm09rtttm9QCCgRqNhetbpdDQ5Oalms6lMJmPyjEQiZi9YPBs2FZkiq06nY/vg9YN18+bNU8vuwYMHX/gzbBT6gwwCgYBarZYkaXJyUoFAwOSLzILBoOne5OSkyR1di0Qi6nQ6qtfrOjw8lCTVajX1+32l02lNTk6O+Ao+b2JiwuywPw98PzFMJBL5gg/xdgL7PL5u3bp1atk9fvz4S/8OuxUMBhUOh0diEy8j5I2+BAIBhcNh85v+XXq9ng4PD80vENscHh6qUCjYdyFz9onvwAZ4n+H9K3ZSkukd/4648mXr2rVrp5Lb5ubmS+Xl98ov7+/G7Qb/zzugr+hIr9dTq9VSp9MZkSXvh5/2e+Pfm8/0tpZzHg6H7bt5bn55eX2Zv5ifn/8nZfXKicbLln8Y/xL+cBC8hUIhtVotO+Ao6O7urur1uqLRqDKZzEgi0ul0RgzY5OSkBdWRSMScqnf+sVjMDjIClKSpqSnbGA72uOBZPvj7qpb/jvED4BUDI18ul7W3t6dAIKB8Pm9Od3d3V/v7+4rH44pGowoEAsrlcopGo+p2u2o0GpqamlIikdDU1JTi8bimpqbsQBAs8a4YsV6vp0ajocPDQ9XrdbVaLWWzWTvwKCX7LMkMkX+/r1J+LK9vLwvgkW2329XOzo62traUyWS0tLSkiYkJkzsBTDgcNuMqSa1WywybT0COjo50fHysYrGoiYkJ+xn03cvVB1Kcm9/lbL8K3SOh4Nm84eJdcQrhcNiCEXQEORE8cI7q9bqOjo7U6XSUSCRGgjD0hP8flwVntN1uq91u23dMTk6aw/Cy9P/W/9n435/nGjfMBHQETMiNnzs+Ptbm5qb29/dVLBa1vLysaDSq4+NjPXjwQJ1Ox3Qvm81asCedOJZOp6OJiYmR80SiQRLSaDQssRgMBmo0Gjo+PlapVDJHnkgkFI1GFQ6H1e12v3Bekeu4TL+K5YNPzlgwGLQz5xMPbJ4Hqzz4M56YNhoNSSfn9/DwUHt7e9rf31e9XtfMzIz6/b6mpqZUKBQsyNzb21OxWNTk5KTJCL0nYEJOPtHw55Xn+Kr8hLcd2C9kiLx6vZ6BbwSnJCTNZlOHh4c6ODiwRC2VSkk6OfuNRkOdTkfSyZlutVo6OjpSt9tVOBxWu93W1taWJTbdbtf8M7rlExSCaB8E8csHPSSQ4/I8b9n5gNXLjv30wCQxB7q3v7+vWq1mMpqcnFShUDB5RaNRNZtNSzSwV5z/dDqtdrutbrdrPqjdbisWiymRSCgWixlowN/1ej1FIhFLbF4GQnlfx/qqzu3LwF5JI34OOfp/02q11G63NTU1pVgsZs/Leen1ejo6OrKkjCCaz0YXSVIA+1qtlqampuzv2Qvk7JOLiYkJSRqJ+Tyw9lXaO3RpPNj3v3zwTrxAkot88QE+8UXe6AWJMnvlQXyfiPDZtVrNzmo8Hjdb4u2sT4K8vF5nnTnRGDf8Xki8LAZlamrKFFA6yfxrtZqazaYF0c1mU7FYzBICHMnh4aEFPDhZFPzg4ECdTkezs7NKpVIWEAWDQSWTSU1PT48cZpTUJ0c+0/19JBiS7PCOGwvv2DjYHA5QaAxbPp/XwcGBVldXzUChFNFoVFNTU+ZYvGEl0Gy1WuaMPUrmk7xaraZSqaTt7W3F43Hlcjnb82azaY4GY+4PM4fpvA/0+N74IHP870H3SqWSPvjgA21vb1sg3Gg09JOf/ER37tzR3NycQqGQKpWKPe/+/r4Gg4EODg60tram3d1dHR8fKxKJKJvNWmCIs0omkzo8PFQsFtPVq1c1NzenqampEfRl3Nj6Z/8yRP68dJHvZP/Gk0JfZeBnfIDBvoKmE+B0Oh1VKhXVajVz2hhNAslAIKBYLGb/DRDgkTqSOIJ3X/ngeX1Szt99WbJ2XjpH4NFut0eQHxyE/34PFhwdHWl/f1+VSkXtdluLi4va2trSxsaG2UI+b2pqSgsLC0okEjo8PBxJLiRZZSQYDJrjxm7x3/1+Xzs7O1pfXzcnn8/n1ev1dHBwoFarpXQ6bag2e+Df08v1vJbXHz6b7/Yy9M+wu7ur58+fW5U1kUhoYWFB8Xhc5XJZDx8+1GAw0MLCgpLJpMm8Vqtpb29P5XJZR0dHmpiYMEQ/Ho8rm81aIse/K5fLarVamp6eViaTGQnqvQ7+Ln36qnyGtws+APB/jmwJGFqtlmq1mtbW1qyKm0qlzI9KUiqV0tzcnKHKxWJR6XRawWBQx8fHOjg4sIRsZ2fHvrPRaGh7e1uxWExLS0u6du2aEomEdnd31W63lU6nlUwmDYiQNOIPfPAzXr33Scd5yC0cDisajZptwQZ70IB95jwcHx/r+PhYu7u72traUqVSGUHfq9WqQqGQpqenlUgkzC70+31NTEwoGo3au8TjcUsYUqmUotGoBcQTExMWE5XLZXU6HfMhnPNxNFoa6tnLguXz9LF+T8arjfy9913403K5LEkGcvpgGLCSBKLdbmtiYsKA4Xg8bueXCnAmkxlhDkQiEWNX7OzsKBqNqlgsjsR1PjEaZ6X4ZM2/63ku//nj8aQP6sftrT8XXs7tdttiP+wAf04yRUUR8ByALhKJWMWo2+2qUqnok08+0fPnz5XP53X37l3Nzc2ZnfNxidczvmP8vU6zzpxo+NLQ+O8+q2q32yMBSKPRULVa1dramiEB/Pnh4aEJD5Sk2WyaUMPhsJLJpKampkxwx8fH2t7eNmVDAPF4XFevXjXKgHTi4Hww4IMd73THEYPzXD6oG3dQXkl9Wavb7SqdTqvZbKpSqWh9fV2lUknhcFiJRELdble1Wk3dblfNZlPpdFrRaFStVsuSjkAgoGg0quXlZeXzeR0fH4+gFIlEwmhDwWDQkMFKpaKDgwOFw2E9fvxYoVBIiUTCUFqSC6+cXhd8QH1e68tQbF9hQ86lUklbW1taX1/X7u6u4vG48vm8JGl/f99k1mg09PTpU0P4e72ems2mtre3dXR0ZPsQDoe1v79vCdzExITpKQHU+vq63n//fd27d2/kEPv9HjfWXj/8e57X8kbEI0wklV52zWbTEHScgg+8er2eJVEADNFo1JB5HCzVkGAwaAketoG/a7fbhtRTLfMIskekMNT+rPrA2O/9eS6cJo6BJIvv9M8SDAY1NTWl+fl51et1ra2taW9vT8fHx5qfn9eNGzcscc3lcmq321pbW9OLFy8UjUaN0kP1iYAmEoloenpa8/PzqlQqikajisViarVaikQi6na7Vt3sdrsqFAp6/vy5VXwJjnzwPG570JPzlJ/fHy/Dcfvg6TrPnj1TpVJRLBZTs9nU6uqqHj58aIgygMDR0ZHReILBoFUe0ZVWq6Xnz58rHA6rXq/r6dOnBsosLS2pUqnYr/n5eS0uLurmzZsmJ4IVEma/vmowCtl5ewq6K436LuTI+3e7XR0cHKharVp1ptVq6fDwUEdHRyqXy6rX62YTyuWyMpmMQqGQarXaCIiwvb1t/vLg4EAHBwdKJpNm87LZrFqtlgWUfA421CdI/myO+4nzDpiJI/x3+OA3Fovp6OjIAE5Pt6EatLu7q06no1QqpaOjI4tlkBEyJUmgItTv9xWLxSx5q9VqBsalUimTeSQS0eHhoZrNpuLxuOkcYACJ0ssQ8a8qWB4HxpAfe0nFz9NEW62W1tfXValUlEqlFAgErDLG5yCbcrls8gkEAtrd3dXU1JSBqNVqVdJJMpxOp0fAOnz9/v6+Dg4O1Gw2NTU1patXr2pxcVGxWMzsM0i/r2Dxfl8GVr7uwp96gBXb5qt40hDo81VCznM8Htfx8bEloFQrSSR8Ja7b7ZoeSlI2mzXGj6SRfzMYDJTNZvXkyRM9ffpUk5OTmpubG6lMfRnY6ZPe8TP7KutMicb4RnmEYnyBCDYaDeP71Wo1PX/+XIeHh8rlcspms2YQg8Ggms2mDg4O7N92Oh21Wq2RQINS5dHRkR3uRqOhRqNhATMo6dTUlJrNpqGpExMTI5vBs78MFT/v5dGo8f+Whg7Eo8jtdlv1et2Urtlsam9vz8rXkgx1oWzOYd/f3zejMDk5qVqtZj0avH88HrdyJuVdkjaUHaNcKBQ0MzOjqakp219J9nNeKccN5OuulwXm/u/8YeBQQwFIJpM6ODhQo9FQs9m00vja2ppWV1eNW0rQGwqFjIoSCoWUy+VUrVa1vb1tgRvOn4QknU4rHo8bxQ1uPJU26Yt0lZclSv5dv+x9T7vGg3Dv/AmiCHAlGUICdaDf7xvii1E8Ojoy2hSOmgDZc4j5Doxjp9Ox802PjDd2yB899jIYPzvj8voyGb6O3Hxwjg0br0Kxr1QWjo6ONDc3p52dHT158sT+XaVSUblcVrfbVTab1cHBgTY2Ngzh9I58cnJSyWTSUOJms6mtrS31+30VCgX1ej1Fo1Elk0lL2kj8Njc3VavVlEwmlU6nzaH4/SZx9kkT332eCxmN97D4IBlbF41GdePGDW1tbWlra0uxWMx6pjY3Ny3hArhqt9uqVCpqtVoWfFSrVQt+oQj5PgacfiQS0d7enjY3N/XixQstLCyo3W7rzTffVCqV+oIOjwMF48HeefoNj/hLQ9ojVT/OB3YPWYRCIS0sLKhUKmlvb8+qOlTkAJ6g3uFbw+GwBXwwE/AJh4eHBkBQ5U6lUgqHwzo4ODAfTKBJwOerbeOVDWn0TJ+33o0j7ug83x8KhUy3fM/P1NSU+Vn6LOh5CgQCFvBRmQQEaDabRlUGWPFVf4A/EOZQKKSZmRkDujKZjBKJhHq9npLJpCH9fv95RihDX5asnYfc+G/P+OAM+N4paHuAAD5Rabfb2tnZUa1Wk3TS73R4eGi0XOI9D0yVSiWryM7MzGh6elq9Xk/7+/tmHweDk56O4+NjxeNx0+ErV65YTINtGwdTxv3qeSUZ/5RPYu98EuLPBWAevXnEuh4UogJHkt9qtbS9va2trS2Vy2UlEgnduHFDKysrmpubUzwet3c8Pj62GAAwyj8Xz+wLCDzjeMxwFpmdOdFAsOMUB/8wZGhwRaEFoGAoA0bNG09fmaD8jVEIBAJKJpPmOKD+IHyej7InDjiRSIzwRnlOTyn5fazxIIU/43l88Nnv93V4eKjPP/98BOnY2NgwRyCdoPMkCN1u16g/0rBk12w2tbOzo0qloqmpKct+USYoagcHB4pEIlb1wFknEgklk8mR5i6ydWnI1RwPEM/7QL9MXn71ej3VajVVq1Xt7u7qxYsX2tvbU6vV0vHxsVErQKNwchMTE8pkMiM9ReFwWHNzc0qn04bKxONxO+wE0AwmaLVaKhaL2t7e1tOnT63y4ZF5ntvL7qtcXv44VZJIzoanYEiyhAydIAghSSMJIaFPJBLmGKFWERANBgNzIJLMWcfjcaVSKUNBaT6VZJUWr2vje84vX44ef9/zkB1OkO8eTxK9zcPmPH78WAsLC1pcXNTe3p6ePXtmwQvn7eDgwCh5BJLSaPLnAyUClnA4rGq1ar0coIcAEtjVdDqt69evjwTXOGtpGOB/GS3nPJav6CEjfvf7SYAbDAaVSqWs/w6ZEpDB4aY3BXkdHR2pVqvZWeZcxmKxkSbnTCZjfQt8P3QjzkI+n9fKysrIeQXA8lXzlyUW5yW7cfDB02g9Qur9sCRLHBn8gV2bnJy0ZAM5UgGJx+NGbUHXjo6O7PMZUJBMJjUxMaF6va5er6fNzU3lcjnV63XrY1hdXR1JNgiioPuyX4PB4KV+4jyW9+njAAULO+crH/hJgj5oOOPU0H6/r729PUWjUeXzeatk1+t1e2dknEgkzMdub29bP1EqlVIoFFI6nVa/3zeWRzab1cTEhFKp1BcqaeyxT95e9m6vKztpWJ3l8/kzaRRs4c8ikYimpqa0s7NjSRlDGQ4ODjQxMaFarWbxBDIGGAUw7ff75mf9IAOo9uyZj1cYCFSr1VQsFr8Q6H8ZCP5VyG4c/X/Zd/nqDMkr+ugBI/6ec+r3vN1um1+hH1A6aVC/fv263n33XV26dMmAU37V63WTY6fTUbVaNQaMf4eXyeXL4tVXWadONMa/wCcaHGzQUEkWPDSbTUPYNzc3FY/HlU6nrWyJg6TJyh92UAYQA48kRKNRK2PCQUWxyXQjkYhldxhp79THg4eveqGIoLdsLEaM5yB4WFtbU6lUUqlUsmkq+XxeoVBI0WjUEAPQTYJe3smjrSRryHkwGNjegE6QwLCPlOZAXQkCQWhYPjka55C+rlzHP+t3IYvoztbWlh4/fqxer6d6va5nz55ZYooMQYMxEOgRqJYkC2AmJiaUy+UMIcAhJxIJpVIpQ1Tj8bji8bg+/PBDo9EkEokRg+37m9CB8aqGf6fXXd74oWMkDb4xFy6xT/wPDg60t7dnSBKoKvzRyclJQ+c5Z8icYDgQCOjw8FCBwAltAUcKJxfHAb/bN/t57rM3gJSEPRXxvBeOwAMnPAsy5c/QPVDyR48eSZI1PAaDQc3MzJgDhQraarVGKmkkBuFw2KgVhULBptlsb2+b/ZNkpfXDw0M1Gg0DZ7CL09PTNomOIBz5oRtfVcJLQMz3cY5JIvEfUAjgtgMKra6u6vj42HwL1QkofaCox8fHqlarSiQSyuVy9rmcz2QyachppVLR9va26R50mEwmo4mJCa2trWlmZkbRaHRkkhO27mVVmfNcHkn0+0KwQEIgyWw2P4sebG5ujlSQIpGI9vf3jWLhEzmC4nA4bAGep2F5qiD+GhCCynC73VahUNDGxobm5uYsuIZdgN+WRvt2XkbJOI81XvUZr5agG+ghFSzeB9+G3zs4OBihK6Ib2IRYLKZYLGYgFvKkKuIrbKDLBOTQkb2c0QN+97ZmPHk6Lz30PtbTU8fBT/TT97vy3EdHR9rZ2bGk3LNFvK0EuII6y9CgWCxmVW9AVvQLuUqyRmaoVgsLC8pkMgaS0l/on338OX5XUH1aufnf/Wf6P/NN6dIXJ8ZB9VxfXzcqdiqV0mBw0ue8uLhoFTJ6zB49emQ+u9FoqF6v68mTJ1Z1w/aHQiE9evRIn3zyiQ0O+eyzz9Tr9XT58mWbkgeAP/5e46wfaZQK+U+tM1c0vLKPI2KgSp1Ox/jJkiyTRQlQVFDWeDxuGR9UqmazaVkv4whJNDyXm8Zw/oz/po9jenpa8Xh8JNj2EzI8OjmeTH0VzuTLDIanHRGQ4AgYteib9YrFonFlc7ncSLkVo0bwSz8HgXW73TYn7id3ScMmZ8roBDzwKN98800FAgFlMpmRAJqDxDv5atd5yEwaGl4vO/683+/r+PhYk5OTRuEpl8vW9EkACxrFYWESFw2UBBVMC0Jn9vf3jYrHzwaDw0lA4XBY169f1+zsrD777DP97//9v/Wnf/qnun///gjK5g36uNEb14vXDaDHA3NfxiWJ5HsuXbqkeDxuSQjo0s7OjkqlkiGdfFaj0bAGeT92GScBFY9kgYRtfn5eExMTVl7HHszMzFhQzV76cZjjAAff9WXG/nUWzgH7hm3yiDlJle8/Y/JTJBLR0dGRSqWSNUjyOQS+BwcHhmAxHhh0EB0slUqGnB4cHGhzc3NkZGksFjNaW6fTMXpVMpnUw4cPtb+/r/v374/onq9m+DM6jpC/rvwAUKTR8YoEweytn1hEYylVSCYSkkhEo1FFIhEb4QvARGADnQfKWa1WM2Dr6OjI9oDgDi48erq3t2fy9edzHCEfP6vI73WX13XkxHfzLPTygIZ61HN7e1v1et0AA+QM6EfV2/cpQO1hUAu+hkRsvIdBkvXKAPZtbm6q2WxqYWFBc3Nz5qeZ8sc+sTxCi00/T73zgAD9Beg9vgBbT4W61+vZZEb0EV+CflDdaTabKpfLluhB02UQAdORgsGgUX34NTExod3dXVUqFcXjcS0tLVkFip6OmZmZkThp3AbyruddzfB20+sf4AUJKOcQoLJer1tlbDA4oSFPTU1ZEIytJOYAaOG7vU3lOV62bzwH8jo8PNTHH3+s2dlZdTod64/xTBn/fl/FGn/m8aTMA8hex/l/P3ynVCqpXC6PnFV0DjYQjd47OzsWH9KXMhgM9OLFCz18+HBk8Aq9WbBWSOCOj4/V6/U0PT1tU/g8gOtpVuMA76v62FMlGi/7Mu/ocfweqe/1ekYP8Gt/f98MGBuC0h0fHxtVSjrJkqemppRMJi1YxjnA0SUDDIVCVhEhKKpUKspmsyoWiyoUCoZQeMf1soyNdR6VjnEl987Do1McOJ6F0rdXVBxpIBBQrVbT1NSUcrncSCnaB19UJmje5q4NvouyGfQqRtrGYjEdHBxYgE1FaXJyUjs7O9ao5YMVf9C+7N3PY/kkE2cSCAS0v7+vtbU13bx50yZDJZNJm9JVr9dVLpcVjUa1u7traHIymVS1WlW1WjXZMwWt1WqpUqlYYEPViOAIB84YyY8++khLS0sKhUKq1+va2trSjRs3rDIHRcRzXZHdeOByXkkuuoPhJbkcDAYql8uGpjEKGQSS4OPg4EAvXrxQtVrVxMSEUcmazaYFzLwbQRmlbeTPWa/X64ZiUVInITk+PraKE/rMefBjD7+MksN/+2T0LAsHh/x9Ak8A55NykqJSqWTBWjablSTr2Wk2m9YMCujhq4r8P84ECh/BOr1rkkb+23PKj46OdHBwYPI7ODhQKpXS8+fPbUqTNFrNGA+SfxfV4FXWuB31tDAoYPV6XZKUyWSMj+7v/3j8+PGIsw0EApZ8EtR5m8NZPTg4MPrG/Py8DQ8hQGGyDSg7CQZngpGc6C6OPJ/PK5PJjNial53R8wj8fG+I/yx0gkCfwILvBFhaXV01apR0kqgy4ZGKBMiwp/KhZ5lMRpIsmZFk+sn3QNNrtVo2jTAYDGp2dlaTk5OqVCo2kapWq2lmZsbeYxxR9n7KI/qnXeN6hwyoYtN3R9Abj8dHmml9r5qvgPjYgsAtmUwaIk//J9Vb9gWaI/YIPwwFlb5KkuVoNGrxDfYul8vZuzCK/WVI8nno3Zf9e84ZeknSCpBXKpVs7zy9i6EE+EWqbZIsAUulUgaG4ov5GWw4/oUAG/0loSH5I0FOpVKKx+MWmON3vwy0e13ZjdtKn2T4GBkd9FVc9Ob4+FjRaFRzc3NaX183oOj4+NimbG1vb2tnZ8eauLPZrFV/2u22DRQ4Pj5Wu93W/v6+AazYLWSB/9rd3bXnwf5Bi/M+dvwdTwvknepUj28UyQWHCMFJGslOyUir1aqhJ2RRlGoQGMoFjxsOuHfslMZwNvwdpTJpiOYHgydNq+vr61pYWFA6nVY2m7XSEmjay1C880QLxkuR45x9DnM0GrVGWQIrmsX4cxwIiDBUJ9BAUAbQGBIEj9CCujDZhlG3OI/t7e2RJv9Op6NcLqdcLqdMJmNTwphW9bIMdxwpPet6mYHwVRMoS8Vi0ZptoemsrKyoUqno6OhIkUhEqVTKEKy1tTUL0NAF/h9DPzExYVOpCIihqBQKBZN1vV7XwcGBYrGYVldX9d//+3/X/v6+FhcXtbq6amXyYDCozz77TJcvX1Yul7OARvryw3teyQafNY6yQKsol8uqVqsqFAqKxWKq1+tWyajX6xYwMmeeBaJCUAL9Dv2BKkC/Cs650+lobm7OZA6feX9/XxsbG9ZzJGlkcAPPwdl/mW6dRyXIy0wa3gHhEw2PsqEn/X7f5Efpf2Li5KJLftYjfbVazRIqfjUaDWWzWUWjUUPncNrxeNwobDhlUEJQWWTNpZwAN9ls1gKq8V41v85aifwypN8DJ+12W6VSSaurq7p//76KxaJRuyqVip48eaJaraaNjY2R5/M8bqpxlUpFjUZD6XTakttSqWR/Fo/HrdKxurqqra0t1Wo1c84g0+hUpVJRMBjUb3/7WxUKBX388cc6Pj7WX/zFX9jQEp+cned59cH3+OI80WtRqVQMKIOGSAW/UqnYmN9UKmVcbBJ4SSP0FO+nmYRGlQIdKpfL1lOA/QD5rNfrRhe9cuWK0um0tre39ezZMz1+/FhvvfWWgSs+GGVf/XodvfP7wp+Bfvs+QnonqOJAocJ/SsP7bDhnxDbECnwefhxgE31jhC1yhGrlK3oE1gTBnU5Hu7u7ymQympyc1PHxsYFaPqE8DWXlVRefO/5nLEAQaDd+AADUToJn3qXValkvGYNGqHIRBzLAoNvtmo+UhlWzZrNpY23pO6USSWKXSCSUyWRsGli329Xm5qaWlpYMqH0ZJe2rWB4g8HtFVYz4jfOAzmKjDg8Ptbq6qo2NDausHR4eant7W6VSySplkkzG6JfvRcPuE6v4pFeSXX/Q65002j98+NCSQap53vaOny3pdMnGKycaXrnHP9wjcx615fCRvVKqpGzJIeXfSDKeLgHQeIUEIWEUcORsLOi0L8uGQiGjUEEDQYC+8Xe8dOsRs9dZ/nNfhhYSkEEfCwQC5iigVkiyOfsgCWTJKCkNzh7BoaxJUgI6WKvVbIwj/GY/QYTPxrjFYjHl83lr3qXJ0vMgfRZ8Xgu9+7Jgst8/mUUOxxrd6Ha7unTpkqanp/Xhhx/q2bNnmp2dtb4BGqK4YwBaHtxsDmIwGFQmk1EmkzG9OT4+tvF8h4eHVsFJpVIW4K2vrysYDFpDOrLd2NjQ6uqqjQf+MlT+PNY4YsiCDifJgjd0gEQiFotpe3tbL168sH4AkGd0kqAYZw5FD+AAKhnoHQkHIAS0SNBibMPu7q4hg1D+qETi5DGc4xOgziO59XZuHAjgu+G3Qytst9t6/Pix1tbWLIAg6C2VSkqn09Zg75NjEHw/M947TC72owH/8PDQaFi9Xs9AgmDwZNJNv3/SWMq+ADgwBhbUH+fmncl56OF4IO5l6YGV4+Nj/epXv9KjR480Pz+vlZUVBQIBPXjwQJVKxRIrD8BIQ2QXHcNuMzUOShA65hHWUqlk5xK6WjKZNCAC+f3qV7+yahHDIBKJhKHjyO08k1lk9LIEhu9gGAijeh88eKBisaiZmRllMhlVKhU9f/5cW1tbGgwGBtKR0JLEM1Ck2WxaX4dvdCbg4DOoNgEOEOQByAAaJhIJbW5u2t1DH3zwgVqtlu7cuWP75itS0HJeFsScdo3rHQtgg8o9ASfA0OHhoXZ3d03O4/2h0WjURraig0w48z1bvlLBpYhUgQABsVU+6SAh8f039LBSLadPRBpO5UNHzoNq5pOf3/V33DGyublpydru7q6BScQk2D4uyfSTMJExFY/j42PzvfSkEdh6YIGqBRMO6X/hTOzs7CgSiVglF/2q1+sGTH+Zjpx1/a7qCHqH3eNZkSf6Q/Ld7Xb1q1/9Sj/+8Y8N9Ox2u5bIUeVmjDyxAwwAb4sAp6UTNgcxJUlEMpm0yjqxoo9Zms2mZmZmlM/nv3ApsaeF8b6vsk6daLwsiyGrIsj03K+dnR0rz/ikwdNG/KV80jDwJvhmWgb8MSgCjUbDnKwkC4ZAzSi7kbgcHh6q0+nYJTlUBsiopSFCwWf6YO2sTsVzvL1jx4kil0gkYmPxaLRjfBkJG8glnDz4e1Q1uAmc8hhoDN9NUsKh5fvJfOHsIjtoHjRpouw0bUlfHNnrez14ttcJ+n6XYpPcgsyBKnEnwfPnz7W2tvaFiTE0kZEUc2s6FA3QLiZj0DheLpftcPrZ1dAqrl69ak2Bn332mcnz4cOHevr0qT788EN9//vft7Piy+Hj7/W6yycZvnzv+f3tdlsbGxt68eKFTdna29uz94ZSxS/fKMrvfD79P+gGxt4H5CCaJC8E1cxG39/fVyAQMAPJ+b1x44aKxaKhhXyOR4C9bXpd+Y1/jtc/mtShFFLlevz4sdbX1w0gITgrFArW9E0SRaMpCDsUNPizUDvgypOgAaxQQse5t9ttpVKpkcbgfD5vDc/sGwghVT1PA/Jn7XVQ+XFUGfkBmIRCIe3s7JjuffLJJ8pms5qZmTEbhi3C/viRjqDRvd7JpV77+/sj40VB+alykKDRTxUKhSwhxiZSkQuFQtrd3TVf4S+2qlarVhnmvI8ntudZBfcyBGWkLwpdIzjgvAEsEVzhHz19A7oUdp+LXRmCQeAMbRZAiR4tziUUM0nG+X769KmBUMlkUrlcTlNTU6rX6za1CluN7pJ4SK9f0WD5c8szYou4RJPJhHwnQCjPBq3O7ylUFuwWZ48qJsg1Oud7oXq93hdG7fPugH/9ft8qj5lMRvF43O6UoaeQvfbJ7usEz78LoEHH+XxsWLVaNTAEsI8z1Wq1DJTy8Q6JE1UfWCuAylCd/M+TYOFLmJbpL94dDAZ2WWC73dbMzIxyuZxSqZSq1aoxW5D576qonXZ9mZ9A19hbKg3Ir1Qqqd/vW1vBwcGBxQvQTKle0qPGfpAweB8L0IJP5jOCwaBRQ32/FX6MihKx0ePHj3V4eKgbN25oeXlZe3t7evHiha5evar5+Xm724QhCq+6XvknXyZQEgUQUpSMiRYEMjTuoXT0C0CNgirFFBHQLN906fsXjo+PR6g+vV7PghscFJtKJtbpdPTBBx+oUqnY8zPZhIkRZNkkBh6dfx2U3vN6/aLEiKHACIN87uzsGH++0+lYVcY3nzEaDudAUkawwztRwSDpAAmAG9poNIyGAMIF+srUHBKQUChkFzXxLP3+SRNisVi0Ji3263VkRzA5Xl0CSZJkFDOoF0tLS4pEIlpbW9PGxoY6nY7S6bRVhAjuJBnXloOfSCQ0GAwMOaE8LJ3wyUEHSTJmZ2e1vLw8MuiAhBeKy6effqpf/epX2tvbUyaT0fe//31DY6VRChzv7N/zdY0hOtXpdIwbD496Y2NDOzs7FtyBwoByxGIxo5cQiPh7MjBeIIC+PM7vIDY+0MVIRSIRlctlOws4fnoQaCKtVquampoaGSyRSCQs+UUfXpZ0nHb5z/M2wJ8p+pSwNZxPz7ne2NhQOBzW/Py8yRNO+8HBgba3t7W6umo2wCcwgB0ERQQWm5ubmpiYsESZPqlAIKBqtWrl9mfPntmZuHXrlmq1mv7mb/5G3/nOd7S8vKxEIqFSqTSyhy87Z6dd44CAT3DZH4AVvhM7wqhUqoPYs2DwZDoZlTYClHa7beN9SUoAOuLxuMLhsDXfgiDS0OursqHQyZ0GBNvjgx/K5fII+u/7kMb17nXOKp/j+0/wjfgj7rJgOtL09LS63a4ljz6QIuggOODzQqGQDfdg6hwBG70uUPr4ncAS1B5+uCR73lAopOfPnxv1h0AZwCsQCFhyAlXNB0gEl6+jd/7/SaZ8wrCzs6PV1VWjTDHeE7viEwcS/16vZ0k9CC+gH4AM30/VFTvqLyImaJ+amrJfxC3Qfdi3w8NDO8/8okJMoo0PR/eIr15nscfsp/98Ktj8N32cxBjQQf3EUYJeRslDl0e32CP8CaAw78YzcZ5zuZzZOHq6Dg8P7XJPLvGk3xA6En1rHuR+XebFy868/0z2AwZAo9HQzs6OHj9+bHeWERdzt9n8/Lzpma+I0BvLgCAqG8iceIT98jElI5PpVUOmgNnYMHqWPv30U3344YdKp9MjA0iuXr2qpaUlXb58eaTx/FXWKycavh8C54GD5b/Z1P39fZufDN2ERIEmbowU5RsyLJIMDrsvkYE6+0NMUMJC0X3Zk81gMgKcSrLETCajpaWlkfImTssHtGddcBdxTCRoBGfSsKcEAwIthwCQcX0ebfGyo1wZDodtRjc8T8/lw6hDDcKoBYNBu5jJPzOXGvH3jPlrNBpaWloyhIvbw301gwCDUuhZFnvwZY4cdPyXv/yl8vm8Get6va6f/vSnVunh4rNLly6NOAiMPM7o6OhIL168sOoZSTMzwdFRAl0uFaIZGpSFA+0pQyCnOGucrZeTfy///qddfJYv4RI0M+lpdXXVEBUCaKghJHg4FM483FKMGHxRUBV+l2SXdHqEBl3w9sRTsaDLUC4nmWYyFbzcbDarbDY7ElxyVl83WPYNe5IscY9EIhZwBYMnjXXoEdOmqDwwdx9UnbMHPYdfnCe+h3NO3wpJHY6By/5IgnAonNepqSml02m7qVeS1tfXTf8Zgc3zg7Z51Pt10FEfIGPrCFCQK8Ef9iaXy1n1BV+yublpOuZvGQ6HT+4QoVFSklERJFlA4ikJ6Id0Qj+lOknljH30aDHBzWAw0C9+8QsFg0HdvXtXCwsL1lRMcO8pYa+zOGMEQzwPVDBky6x93ovEneoNFUsqtVRCJFlSQtMtf84Ibz6bpmn2yAd/9B4gX4JNT93AFlD98JfQkdjgt/CF6M1ZZedpRdIQjY9EIsrn8yO9dNgkevpITn313INFyBp/G4lEjP64v79v1B7OqgdiqeTyCx0lWU0mkyZrAD+qvbFYTNPT0zZMxLMjSIKw7dji0y4PbHE2SYyw/41GQ0+fPrVhF+FwWIVCwSpiNHoTf9Hrgs2mMu7BVPwig2nQRca6Qg3ytF2ApXq9rlKpZJVxPjOdTqvdbmtzc9PYH/S6cRaQvY9TSI5Ou8bPPf/PWWo0GtrY2ND6+rqq1ao2Nze1t7en6elp66sghqGHiuoHwTx3XzC+lh5Jf3eVNGT0MJZfkvU+kihj78cHLkkyOvDBwYEBr+xtNBrVu+++a704p03UXjnR8Pw2HJI/2BiPvb09PXnyRKFQyLJNeGEYx/GpDL5M7hujeFEoJhxyDjrOgg31CIZ0YmhoYuVwHh0dmWGs1WpaXV3VysqKoY44dk8nYJ0VrcIgYFi8TAlm9/b2dHBwoEuXLhlvFOXyQTbZLY4FGQaDQbut1ZdTcdAY/nq9bpUmSSPoBWVdr2Ag74FAwBw7QTglTAwkCBafyXe/Dpd0PDljX31AdHx8rKdPn+rv//7vFY1GtbW1pc3NTXU6HU1PT9uYy0AgoEQiobm5uZGGXpJQLmEiGKSvgkCY6RAEjIVCQbOzs+ZAJBlKRhJO/xDBA3tC1cojU7ybT25fN0nDAWH8QdU3Nzf1+eefG4JKcIBMCTh85ctTAAg4sAeUeNknf9kaia2viEiyZl4CAGROTwd3j5CsQVeAzy8NJ8RwNry8zio3T0tAPoPBwBIuAor19XVD2Z4+farl5WVtbGzYJJVAIGCXl7G3VH0BFWZnZy2QJgikSoFT9VUBSdYQTt8FaBa2EK4yl3qSRGNnSbSz2axN+gLYkfRagbM/m74a6Zv3ma5CxYwzVy6XrRcFW0MSxntRFSOw8PQvAiACG0mW3LOvg8HA7AF+jL0CMWRR3ZidnbU95tzz9+MBng9UzyI7bB2gElRh7A/77hvAGXABrYp/S1DLvRcENQBu9PJIGkHl8cmeNgUIx/dAR+E8QG9jeAZUwFQqpenpac3NzSmXy1lgQz+C1xUPQJ5lYQfG/QUVAKqDVGM4zySu/DvsnEfU0TmqmVSGSWQIHD0Y43s9Wq3WyL1hJJGexifJ9qbZbOrmzZtWIfV0GPZxnHFxVtnx7zyQiSypoJFofPDBBwoGgyZDgMxAIGCBK+9H3ACwIcl8H4kb+8QzeHYLAJgHqEikd3d31e0Ob/9G7nt7e/r000+VyWRULBa1s7NjNFLf0O9ZMsjvrGu8esu+8I7Ep9ydtLi4aD4X3fLT29hL3t33VLFfUJ2Is7B79FSNX8DHvwNoxp5AOcXmExcDdqHLDx8+1K1bt3T37l3rQTqN3E6lmR5lxYFhhKRh4FAul03RUF4QEV4IVIjyKUaHXxg7AmKMHs+AANhcyuhkxxgFykMeGePzoVSxWTS4+WTAG//XWXyHT6b4ruPjY21sbKhUKlmw+/DhQ5s2xabjGEkAMPqgd8y1pizse1AItEEFSCRABEg0UEYCScroVEvgATPyr91u69mzZ9re3ta9e/dsqok/aGcN+Fje+fpSK4aXXh2MDpUHGurgXqOP8/PzJheoL9IQcccpE/Dw/xzaVCql+fl5u7uEZzg8PFS5XLZmPl9WZ6LSePn517/+tS5duqSFhYURPUOvXyfR8Khao9Gw8b7cdEtygH5JsndlYAPJJ/REPg/ggMBNOnGSnO9wOGw6iK5JMn2WZMiUr2Ygb5wzDebYh1QqZVOr/I3aODvvbM96Zj0CLmkksMIRMomn0WgolUrp6OhIhULBHEcikZCkkeSK/fdUkvn5eaOCMnce20WPBjaDikQ0GtX09LSKxaIhYegwSSFnGOfR6/WsulupVPTixQvdu3dP9+/fH5kSRsB3VgqLNJos8xz0l6BviURCS0tLajQayuVyRhWluZQqKuee/4byw74wzAHeO3aVSoUkqwqjb4w993RH7iHBb1WrVdVqNUWjUX3wwQfa2tpSNpvV8vKyrl27Zk4aSpUPUs+DkhEIBMwee9+HfcYH0Fjc6530Ofl3m5iYsDGfVCh8gkE12/sWqFfoEE3wBI9QzTzgSPCH7AaDgVHc6Ge4fv36CH0QX0JgRHWI5OC0y9s6knLQcoI6qDabm5tGCaOaDxvDJ070OyIr7AmBIUkTiR/BHQABI+GxSz7AxQ/z+cQEvsq+s7NjQEWtVtPy8rL9na9oSnotP4uN8NVz6DjYeGl4wRzJgu/95Ezy8+iFpJEqDj9LsIw99VV9gCuGrvC5JBrYFOwottT3Kvzyl780auutW7fsnqderzcSC3FuPSvmtAv5oHv8N3Zubm5Oe3t7ev78ucWeJJOA8TBGuMIBYIYzns1mR6rc/O79jNd/9CkUChk9ijgPVga66e/hYF9gbPD3Gxsb+ru/+ztdu3ZN77zzzkgy9SrrlRMNH/Sw0Wy8v7eC+zE8guLRCxwYyur5ciimD5BxfPwbb9gwbgQm/qBTJiMgJdDnsxEqgqxWq4au+e/zFIDXCVwkWTAET5MxbYPBwCY67OzsmENNpVLK5/OGgnMLOM9CH4E0dO4kZpJMviB4PAvlbihQKLAkC/qkYWKZSCQs4QARW1tbs6Ti0aNHCgaDmpub0+LioiG+PvM+qwN5GQ3GVwdwyJcuXdLq6qo5CPpv4PrjoHlXLkPa2tqypk8cMmVZ3sE7Xm76zmQyhtR4RGdzc1O7u7uanJy0KV0TExMmK2k4OaTRaOjRo0eKxWImN1/JwJmcxYH4M4VT3draUqlUssrF7Oys+v2+US1I5DgrXu9B40nMPRKE0fbIHecqGAwaRxwHzrkjufANzcyzx5iSJDEilsRnf3/fmgrR3VarZQ39/hlPu6jYAKSMV1c5rwS6f/u3f2voKAmmp+D49+JeCxwjdojgHtAkm80aGoYDgrLCFDTOBf/N5/kKAoEJtq/RaOjHP/6x9R9cuXLFnBbnil9nXV5vOLc7Ozvq94ez4dfX1zU5OalCoaBoNGr3VSB7aJ2+cZbgmcQyFAqZ/kBzoUk5Ho8rFosZMIMuDQYD68/ySF+rNTqi2DtgAi50wF8+6SeBnYVS4Ne4n/NTnWiiBWGWZP6SdyT5QP+gTBC0UcnyAWUgEBiZ7oXeQiOVZI33PKOnUwSDwZFKNzJAjo3GySWW8PnpbwDkIlH2yc5Zl6/8UR30NgZO/Pb2tmq1mgW26JZH0Hkfj5ajiwxk6Pf7FgR62gq2nQCeRB8fjs9i8g/JLrEV9pl7IQqFgo0tBiRjn3hWbMhZlvex2Kx+v293SmHX2S+AO3SJs4Heej9LIsBzTk1NWf8BcQbvCxiNryZJhO6O/qM/TEEDZAZkGgwGxggJhUJaXFzUwcGB8vn8CMiDnTsrOEBcQ7uAj5uwD5FIRM+fP9cnn3yi3/72t3ZusGFMzIR+jq5R2aaCxiIewUYSrxKjIEv8KUMP8KnQMGFzANwSF/tEm4oG52pzc1MffvihFhYWrJfrVel6p5o65ct9oPFUHVByytY8BOi6NLz/wtNqMH44Fc/x5nsIXKVhZYP/9lmzR5RwOAiPJlTewSMMkqx0jpLwMxwmfuYsi80ky0WJOCzhcFizs7MjF375cXnSMPlKJBJGM/PUH+SBseLfeuoCB4PDNRgMDMmTNKKkPlgDmeeA9/snUyZ++tOfSjpBeLgTgpK5PwTeqJxVfr486TnM6EixWDSkjsCi2WyqVCppf3/fnCEIX693cq/L/v6+isWilVn91BuoTQRtsVhMly9ftluaoS/goEAV+bdQB0hW6TEql8v62c9+pv39fW1ubhoViL3yQRqG5bSLPWOS0+7urjW1ss/IAYPk5ZtKpWzPfhfCFAgMZ8/DL+VMEXzhgEj+PEWRJJgpX/4ySvilnoYmyeiQBOf87kGB10k0pCHKh6NE19Bnqp8Ydy9vEg4Sec7OwcGB0aJA0/r9vlV12Gf4xOhht9sdGUsKWEOwzb/hfIMmE+TwHFtbW1YR6na7dt/CwsKC2T2c/VltnTR0tNIwiP/000+NQrC3t6d//Md/lCS7hC+VSlny7ytd2GD8DCg/78U9TNw3wPACnDMyJuBst9t2pwRBlTSknowHu6DNAAeMEEdWUGQAIV63mkFi7cEUqmdQLxg2MBgML79kIht9BoFAwC7wwiZiywnIfIDIvhG0BAIB00MSKgJrzhvDRfDhJHK+YXp/f1+/+c1vdOnSJesZhEsPWotN8VWD0y6f5BET9Ho9mzCZTCat2sPy9CPiFj/9DUohnw9dijgFkICgkoZzX/HAb0ujFyzij5E/QK0HdNFdmsFf9r6+Z+Ssusdn+crhYDDQ3t6eVVobjYZisZiWl5ftrAD4sm+cFd7J393AOfMjfiXZhD2fjJG8EBd69oI0vDAV+RLvMGQIEJcEs1qtWpN4MBi0mIvzThJ12gWF69mzZ9bTAN3RJ6ZUa/G9DPSBIozskWm73baEQBo2bhObUNFEJ3gX9hG9AWQkTuY8IkMqn8Ti3laQ4HA28bNPnz41mjBJ86usV040UCAQCF869YYLx4xx4gD7RAElY+QjHD0OM8roKVkEJtAmEI7PxBDyeOkZ/jcHkkYjEEkqI/7fsmmtVssEetZg2QfHGGmCB7LXXC6nn/3sZ9ra2rJSMs9HWZeD4w+lJDNwjMJEZhxuFMjTrDyFDFQbOZNM8jsOZJyyxOFBpp4jDI+PZzhr4MJejAeOXu/8HRAkBwR+GH1oUQRsg8HA7jfgxuT9/X17XvoPQMgHg4EKhYJNVPH8dq9HPoljzCRTzZB5uVzWJ598YnKEA0tg7oM0H7SdZvkkFD1BPgQs6CAT3uLxuLLZrCFskizg4+xj8Ci14uwoRwM+cP58AuCTAxAdktJ6vT5C6+PnCKAJ+vf29szhU22Yn5/XwsKCUWU89/csC/uGLQMhHQwGxpWlGfTx48cj9DI/bQs0KBKJWM8KdDzQona7beeas0dFqFQqWYLM2EP4y75aCXjB8/ryONNYeIednR3TXa9bBFYk6WdtjvSVLoKWRqOhZ8+e6fPPP9df//VfKxgMKpfLaWZmZoRGeuXKFUWjUZVKpZFeM+i5fmQmdrpQKJhugdhhO33SgMNH99fW1iyRZ0oNy/POW62WOdv9/X2trq4qmUxaYI8t9np3VgoLeoOt7PdP+kfK5bI19h8eHuo3v/mNVldX7XxzCS3vCcUOvwBlAr6/JPMH6C2Jkn8WEjlkyWd6ygV6tre3Z7LGR4OqfvzxxyoWi6ZX6+vrWlxc1NWrV83mEfi8Dv2H58YW9Xong0C2trZsCiZgC99DJRbQD50b13+Qa/QHXSTOYS84R/QtEkySZAUCAWWzWbO5kiwohTbq6acExvv7+1pbW1MsFrMhGJLsWfjesyzsgKfB4xvoQ5NOfOLy8rJdrIfekFQR3xAHEKvwfEx+8wN3vI3GfqJX+F38liRraiY5IOYjXkGXqH4fHh7q8PBQOzs71t9E/OVjyLMkuNDw1tfXDWTFd/pezkAgYMkubBYSMwA1fmFPsOWdzsmYaXyvBw1IBvCXxB7oha+UEwMA2PA96DR7DlBFRQNqH31OgOT+ouZXWacab0vQhyAQFi8NsuHRKB+8UxaMxWK2Af1+31BBlIgKCcin5415h84dBR5F95kq6D2KzxQcAh6QyVKpZJzc+fl55XK5EfoImepZjSCKQLJC6ZCDAlqbTCZt1CiHfpyaJskMnA++fdMeZWs/itEHehgxadi/cXR0ZCghCKinsFFe5oCSvHiDzM3FvqQ7njSednmkyuvazs6OHd7NzU21Wi2rzlSr1ZGSba/XswYnDhMJZLFYNF3k/gwSKr/f0NgIxAKBgBlcZI++gDL5ihhNy1BhMKDXr19XPp/Xb37zG92+fduMDQuU6LTLD04gsWdPDw8PLUhiWg90CJIADDaGTtJI/wR7650hukhpOpFIKJvNWmIijTYeknj1+31Daqhi+Coiz4YeM3VjdXXV6AT9fl8rKyt2/j1/+bSLQJ5kHRvCHpNkzc/PKxAIaGNjw8YNMq6XJneMtUfY4f6ji8iRKidIMXQOX/3l70mg2euJiYmRwRHoqQdH9vf3dXh4qHQ6bQCGBwf8Pvig8zTL06bY21brZPjA9va2BbCZTMYSAv5dJBLR7OysOcZ4PK5SqaSDgwOrkIKCEyCw3/SfUAEDTUR+AAYe3cOmdzqdkduY+XscOZXISCSi9fV1NZtNvf3221pYWDBdxqYQRJxlYYvRX6idP/7xj636t7GxoQcPHtgkI0mmL7FYzHoXofGwlwTTk5OT1p9FEgcQAIUO2wU9AsSVnj1kxDREwAeqeVR58BFTU1P66KOPDPjr9Xp2xj112id7p12cd2IGT3cF1GAYBskv9oSGe866B9sAXHx1CdsZCoVULBZNd5GnHxWOPDz6Lw1vdeZOAv6OINv3bHQ6Ha2ururp06fqdDq6ffu25ubmzM96/32WxTN6m0mPHUE755hJnrynJJMv++hBWWjXJPnEETwrgaxH3tkzfsbfgTMe3+FjGQ4E4AAYRMV0f39f1Wp1xO74kcZnkV0ymdTy8rJyuZxRLGu1mo2D9RRMmvwBHQHRqPji49FB/h0JqAfkAVGh8RGXofvjdDb0ir3xwzLQIc7COENAkvm2VCql69eva35+fqTB/1XWK59skDoMk0eKeGDoDxxqDBuOAQFh+BEqQuAz4X5imHAIPsAhGAcJJEBGUL7a4R0UTbskL71eT5ubm5qbmzM6wZUrV5RIJMzQ8jlnPcjS6C3k0kkwQ0XDN+UhQ9/oitLhTDCiHDCPIPgSqqcFwBdMJpOmXASg0kkgDRdZkim5NGxuA831RgdDFw6H9fnnnyubzY6UdKnYnDXRIFD3hqXT6eizzz5TuVzW1NSUjRXlgNVqNetfoVnKG02oOel02pwGtLBkMmljH0kg4Cz2+8PLKJEVSBhBOBd9EZh444ucMOKRSESXL1/WwsKCfv7zn6vVaukb3/iGccsx1mcJXEBDQ6GQIbI0pIHugUrwXPTtwOsm+SeRIOnxxhBKiufIoms4BI9CIw90i/+mAoC++YCVAIdgHMO7s7Ojvb09HR4emryZfPY6PQZQpXgungdAxAcBvo8MdJbzXKvVbBa5BwyazaY5QJxnPp9XOp3W5OSkcZH/P/b+7Lnx9LrvgL9YSYDYARLc2c3eZ3oWjWZGGltyJFcU2bHLdqpSruQqf19ukgtXpXIRVzmO7SiSLM1YmrX35g6A2AgSCwngveD7OTjAtKwhyBnpfYtP1dTMdJPA7/c8Z/2e7zkPlUyftGJDMpmMybifD59Op9XpdBSPx+2/SQJxsjwPN0lvbW3p3Xfftfn2BPDTLM9PlkaOkzNBHxnggG2WRsMECJxBj7nojYTL8+DZSyqHgCvhcNj2mnHryFa/3zc7iIxhD9l3bKenNYRCIW1vb2t/f18PHjwYSwixE5dB5Xk+/CXy8uzZM6tE8R0gi8gqui6NQEEq1FQdoH+SBPA56CsJhw+yqej4sZnILBUSqL5UZAgYqXRHIhGVy2V98cUXmp2d1fLysorF4ljATjA7bRXSo+M8P0AUe9JsNtVoNCzw4myxt9IoVvA655kbAAPoKcGdp9gytpRgF7/AviFzxETch0Cw72mVALgAPF988YVyuZySyaQWFhYkjcaSTit3AJTYdxLETqdj9pWqmB+K4oEizwLxrAfAZT6PxB8b6qsT6C3fRSDNeF2GkXiwk0ongAC+jriSinGpVLKqXzAYtIsskcFpFn4J/3xycmIV9263qxcvXozR4RuNhlXFPUVNkvkS+pzQJeJg9hLQWjpPdABWqWigT1QrAaixBdhn35Pn9wBfB20KW8m+djodvXz50nqMvuq6UI+GpDG0Uzo/UEpnBCfBYNBuboR2BOKDAEBfIVABDSFhQAhYOBBfrkUR4UP7m2B9ssEBEjxKGgtqqtWqPvnkE62tranRaGgwGOju3buGclEinBap8gE/6PZwOLQbaAOBgM3PpgKA8yUROTk5USwWUyaTUbvdtkvU2AeQAIyGL82BKvkbIukd8PQiymgoAd/tg0bOnAAS9Ozk5ESPHz/WvXv3jAvpA+3LlMTZe+/geC/ua2GvmHqGAaKBNhaL2dli1H1Tmw/4yuXy2PQMklyQVWSHBBQjSkPY3Nyc5ufnlc/njX7A2F+PfEgyznI4HNb+/r49K45bmi7B5Xug5Tx79swu58Ox++DMI8Y4O3Q0Ho8bL907aD+pg6laGEJ0hWcPhUIWDJGAEjhK431M2ItwODzWIIxOgAJhYGOxmF68eKHBYGA3mGYymUtV0QiQPY2iWq3q+PhYy8vLajQa+vjjj3V2dmZoOhfOUdWVvlzN9P07oKnxeNxusvUJEk6y2+0qm82ajvPO2EK+5/T01IIUEh+mh1CFIQii8rK1taWjoyPdvn1bCwsLY7SCaZev/iJPr732ml68eDGGfBIke3SdAMVPR8IPgEQT+INQ854E1b6HgsCQZnyoUoVCwewTgQ6+y8u1NLIrBFjpdNqCQ5JPT3O8DKgCSIOvYnAFdDuSbewaARp9Eb1ez3rIQHKxnZ4ahG8ggADVJHCGAgkIA9glje6q8lVM7AQJDlWN09PTsQrzjRs3tLm5qVQqZYG4byKfFiDwvplAzXPcqd5yu7m3rVCs6vW6Bay+0sjEvsFgoEwmY4AfFUj8uadgS7I+K+hn7CtxUSKRMLou50PS4BkdUJtJzhhnDeCFrZ52Ide+Tw+/d3BwoEgkomQyaRf3+koliQIywu9i7wGFSUSwUQDFBMSAG+wRQDRxoa+S8L7oC8kb+otvIsE7OztTqVQyRJ6KB7JGfDPNvrGIIehV9fQwbBS05Gazab4WW85+IA/0kUBZYk9Jaj3tnUTBg3fBYFC1Ws2qF4Ah2FJsCZV1aTSMAr9PnE6PTiAQ0NbWlubm5oxu/lVt3YXu0fBGkFGU4XDYJtocHh5aY6d3KGTCoIEIDxtKg52flMKmIqD8OU4Q5+GboSj/I6z8PyiVpySh8AgoHFOCcA6Cn+U5pl0cItWEUOj8IhkuEGJaEfvl0SGP7FGyYu99w7dP9Ei2mNxA063/fElmIBn15xtW+RkCal9mk2SGyVMZtra2lMlktLi4OLZnV5VoYIRu3LiharWqWq1mlBLpvLmUnhycGIkFyBBIPg6ABPfs7EyZTEYLCwvWQI5RQ1agoFF6JUDxVI7V1VWtrq7adKBcLmeK/+jRIx0eHqpUKqnb7eq///f/bijve++9ZwYPAzptwIexK5fLRluhEYzPxwD6qgYJDoEqezIYDIxj6+kn6CXBFmifDxzQa5K5aDRqozZ5X8AGgnD/+0dHR3Zm0DR8g3a3ez5WOxQKaWlpyYLvy1BYQOHQq1AopK2tLZVKJZt4VyqVTC7RGS529EiQD9xJMFipVEobGxvW/wPySu8PDYAgT1A+JI2dgyQLNAk6JdlN99gEEqeZmRmVy2XNzc1pYWHB7MhlKGd+z9FVfMbrr7+uzz77zGiOJMI+oCMYDAbPb0Rn2hZUNmi1np5BksEQBklWsZydnTX7SuCRzWa1sLCgQqFg9p3qSrfbterIwcGBOXIqBPF43O6FWFxcNDllko6noEyz+D1km6rAzZs3tbW1pUqloqWlJRUKhTHeNrxqkhOqf5IMXKEChK4eHR1ZpQh5JChC7vExx8fH5otASfGv0qinCb+NnQSkw+YeHx/r5cuX+va3v20BKFU4//3T7h2/SzUB+qMfQtBsNm2fwuHwGDAANRkbx23WAAT4zaOjI9tL39QLCEZVkMQYCp4H5gB4qFqS+BPTADh5OwzlnAS50+nYAILL0JN9JY54bDAYaHV1VUtLS6pUKgYmc0a+OkscwGfxTNglfCYBLPLBOWCvSa5gSfB5JKX8DrKFzfCJAv6cz8Z/UA0hKSdJIQ6cZu+QOWJI4qdHjx4ZPZbKKdVS9o/EEJ2H/gYQhfydno6mfFGN5nvZN8AA/p+KkY/1YK/wOR5goPciHA5bzEOiyOcCoN64cUPf+973LKb5WhINMnEyI6gLlUrFFBi6CiizNM4B9OiIb3ChNCaNhIVSEaVODBuIMCgBwkeDFeg9Ro4D9pm3b7xkGk673dbS0pKWl5e1sLCgWCxmk0qky9007JMnqESnp+fjzR4/fqxSqWT9DfwdQdRwODSOHMilv6KerJV/+0RCkqFfnCPGU9JYkOIRU5/oYMT8Z4JGwN+Dxvb06VNtbGyMcQJBKqZZPrgn6YhGo1pfX9cnn3xi70SygIHy6BRUIJIqZAC+ux9fGQgEbPpNuVw22cHI1Wo1M2QkgBhb34TGHhEYh0IhmzK1v79vCNmHH36oeDyu1157zUYZ+3+mDVqOjo5Uq9W0t7dnt/4SRJFk0PCOwYYLy/JNa9BVYrGY3Y6Nk+U5cag4AWk0yUwaXQTW7XbNsYNu0fhMgO956icnJwZOYAv4bOaQQ7GiaofcTrN4Fx+8dDodffzxx3r69Kl+9rOf2UhZ3hnZQQ78BCB0GNocQTDoeLFYHLuhGmfk+eI4avQM+4leEzwSYBFIwQdmxDDPQGPq4eGh1tfXTd7S6fTUTaXSyNZJo2Q2EDhv2l5bWzPnBbjh+froLnQJdBe77eXB9zIRFLPP7HWr1bLJOcjp3NycCoWCJXwkvn7yEQEjaCgV4Varpb29Pd2/f98AH4JUfJakqW0dPoJqHsFRPp+3JIwkCX9HEIZOkDghJ9g1fIkH46imYReRPZI6Fn7UV8AJeABwSPzYAwChYDBoFA+Snna7ra2tLRUKBbMp/P601ClpFPj5nhGqYjs7O9Y3xfMh89gKH9ziU4hjOp2OMSeq1aolEMQlJIWRSGSsR5Ug1NtdfCxySrDsK6jobSaTsaEaPCN0HPSaM7oMXRQ9xeacnp4P2VhbWzNqHKg2OsHPY+ew9ZO+i3f2tB78OYGvJHtfeo2QM+9/Jdn3E3vwPewdwDS2E/AKUBwwI5PJjFHBLroAGbvdrvb29vTs2TO7dJT3CofDdmkwdwBNJk3oLLENzz9ZaSHu8O+KjpMQIIPIAz5akoEMnsrOPlIVgWoIAIl/JZYqFArK5XJm46480UA5MFQEURwUL07wxu94ofSNLBgDP28aYaBcw0t42hLfQ6DDM/nsmM+j6uFL8wSDCDvPi0FOJpNaWVlRJpOxYBKunKdyXWR57hxUMZ8tkjhQbvYUMlAAyvSeu8k7IVTRaHSMiwvVCoX05XCf5IE6guBI+pLhB93zqBOIGAp3cnJio/gymYw5apDsaRcGme/I5/OamTmfwU+CJsmmiUFrqNfr5pC5rA4jk06nbZiAn+JAb5G/QZmqEDQ3lBcH4NEdLqRDxtnfwWCgg4MDVSoVq2bwTsFgUGtra7p165bpC3s9LbrMO3kHkM/nTfZIZDHMHq3EGCHvTKAgyGff0E9k0htXZN6jrr5/iGAIZ44B9lQraYROnp2d2QV1GGSCVYLb1dVVS/Q8fWcaecMJsqhAgpJXq1Wjc/Jdx8fHSiQSWlxcVLVaNcoD54n+xmIxu+wxl8sZH9ZXXbEBBCuesytpbAIdAzZIagh06LehERobAlCD7Xv48KHm5+ctEeG8plk4SWlUcaFCFA6Hlc1m7RI30Hfeg+Z19JlgFkrs0dGRQqGQnTnVGgAnACEQUab/gPT5qVQkfNCTsJ0EOL63hfHQiURCCwsL2t7e1vPnzxUMBrW/v6+f/OQnWllZsTsOptVZPw6c86cytrq6aufKnRqg3dj0aDRqKK6nfnqqFO+YyWSsDxEbRMIGXU8aNQXzPOwLnwsw4UdX+0ASiq6vlvX7503u2MBUKmU9cHzvtHLH52NHfQ8NtgRZINmi8s8+kNSyt54ah15JGhtNyjujY77PCfuJbAJicmae3QEFEDCUQQRUVgOB8/uPEonEWBzE/k67d9LIjvP+wWDQKp4k65wrQAlsBuQAf8L+eRoqtDC+CxuLnHL3DX6C7+Js6P3wvYLEbb4hWpIlylRI2NN+v28Dd+7duzc2eOSia2trS4eHh0bJAyhmQAA2CV+KvgJeI6ck95N0aSpfJMWcL5U3STY1kv0EcPZVX89QgeoHOIbP9v1XJDDebtP/SAwLTfLKE41JzqtvGqbMw4NiPEgiKB35kpvnMnIoBHFQNXA+yWTSUBYqFmyAJMvGUHaCJRw95aDT09FoSVAUDMvx8bEWFhaUTqeNZlSr1SSNEqZpg+V2u23fK8kCXi6WGw6HluxgODhEuJwgUgQfZOv0DZAA8BkIuHSeEHghodRLouO5lgSflM9wtu1225B6z8dEmQi2crmcIXAYl8s0g3sj+Pz5c/3v//2/9Zd/+ZcqFAqGEhwcHGhlZcWMy2AwsBGenD/PwbhPmrG9bEmyuetU2Wh6Ql65bRwkE2QzEAgY97tQKJiBBVHx3EgSFRxbMBhUoVCwaUIYZpR9mr3DaRCUe+OBASKpgurI++HcMNI4bFBzghhPbSSx5Z4SSZaM4ITQIYJd5I1gnMoJ7w5ayvt4HrmfitZqtazKwp5fhsIijRBPX/l57bXX1Ol09Nlnn1kQIsnoO4PB+V0ht27dUqFQ0OPHj60hFV3zN+R6fjfOHWQrEokYTQeevR+fTPDM3oCW+ZvsJY1VqBKJhI0Px0avra1pcXHRHAdB+7TBMkka74RdIjmVZNxjRjpL5wllqVQyCqcPzhjXiixA0aO6IY1GN2O/8EkE2Dha78cAykg2sJ3YXpIUgsbT0/MJhf/wD/+g4XCo7373uwZA7O3tKZ/PX6qS5i9Ii8fjdiloo9FQsVjU9vb2WK8YAZlHy6VRgud7FLBH+GQm6EF9xMYhH/V6fYwKRZAOd5y9BBFFdwmgpRFlhqoLPqvRaCidTuvu3btW0WQ60bR752MJ4oZ6va5O5/wuJaYAAXgw5pRFfEDwj9+j4i2NfBH75vto2AvkH6YBU5pIaJBlfAa2jEo7NvLs7Mwq0fh17MJwOFQymTTmBbSdaSsa/rygajM0BfAVmQJMRjawRVQ2SCYmwWfAXfqqsH++19czJ/gHoIWYD5uCDtdqNfvZQCBgQTg+HTDw9PRUT548sXfkkkX//hddtVrtS3dToQPYGewWZ4dvp3KEDcNuA46wt4Ax2GeeFVsKWO8rTJ5dwPtLo1HOJF6T5w/FmX/zzDwv/VZMLkRmvsq6cOSMAqGU3KJMsEBjJBxCggnKYWTClFvJTD2PGZqAXzTIlkolS1zYABBBgiIMAM59kgpAoAxVg6QEY+Hn/xMk83PTLJwaylStVvX48WPVajUzMgggysP7+ICVEjRJmHcC7KVv9qS0D90nkUgY59k39OHcEEDfZBQIBCyI8vxAaTR3GeNYKBT08OFDGzfKnyO40ywCYBKNjz76SMViUd/97nftwj2ClXK5bHLBvqOEID7z8/NGualWq2Yc6F+gRMz753I5u4hufn7egmgQUBwNjoP9ozoHMuwTRy7a6Xa7lsh0Oh09fvxYN27cUDKZtAZevuuii4oY9yxQMiZQJ5ADbUefMWgYeIILnBloJkE/n0eggAxKGmscZ09pfIM6BiWEPeL3+Tt0jnPBeLN/7O9k7xi6Ms3yKDBDGEClZmZmrCIAgsmlaSRGJHDr6+s2PU46l8dGo2Fcf/S31WqZjSLRHA7Pm2vX1tYUj8ftZm2426CcBC2lUsnkEVlEd6PRqN2kDgqLbeD+EZJN0Ktpl+cs42Cj0ajRWn2VGwDk9PR8XDGgQDgcHrv9nKA6EoloZ2fHnJ53usgkdo8eBk+5gDYGYII8cQYkFKHQaJQrCQZJOv0gf/d3f6ef//znmpub04MHD/RHf/RHlghOG7h4WoSnYTG5yQd12Fc43FTUsBmesifJ/g5ggYCOfQWpB0zDB/DffJ4PMPG/vqqErgyHQ7Nz+DcSPnR8bm5O6XTaqh7+Oy+6PDLO81YqFT1+/FgHBwdjlJZMJjOWlPL7vpqPnEYiEWWz2TH7hU/DvxCQTZ4Hn4kOUoUiKGbIi0/CAfeOjo7MLtTrdavAkAA3m03TXfRrcojBRRbvTL8StHGqaDw/voFAmYSEeMo3pvvKFroH8Aaw6YNZTy0FkGM/ZmZmbK/wCXw+tEdP/SXmQqaq1ap++tOf6pNPPtHi4qJ+8IMfaH5+3uzdNHLnKekk4vhIzs7vT7/fN6oXlSAGDzASmYq9NH5JNnvO3iBrVHwAc7C9JDvEdD6OJdb0FU9pVM3w8SBDbGDdAMpjy79qcnvhezQwCART8/PzarfbRlMBMY9EzuclM+IR2gXBre8JwFlS8eAG4pOTEwuY2EhvbCnN4ngJ1D2twAcjkxvjA0UEnIPEEFLivwxSRVkUQ4+iUJb3TtM7PW+0KXeh0OyFn/JDAuWFkvPCiKAENFuylxh/MmGEzu8/yQZKTKKRy+XMUHCRVb9/fisrBmNa3jcGkIA2mUzqJz/5iR49eiTpXDkIcrm/AEPny9JUMAKBc55rOp1Wo9HQ4eGhcrmcCoWCKpWKBQqzs7NaXFw02kYikTCHT3VqZmbGJh95ji1GxtNlUqnUGNUQWhzOA12pVqt2t4dv5L3oisViWl1dVb/f1/7+vl1cRKALDYizovmdJB9kDr0g2cSogfL54QBUEkgwA4GAjfoj4fP3U3A2/Kwko1EQAEBDkEYBi9dZ3pVL7g4PD1WpVEwmplm+2uppJ8gf1FBsg6ekEORik6DoVSoVxeNx5fN5q4p5hJhKEfvL90E3AShYWFgw0IZkDJSWP+O9QR5BjJE39vTs7Exra2t2Yd1kM/W0ewfIA0UKGaRpn0CKSTbY4ePjYyWTSeVyObsnAB3q9XpKJBJaWlqypAg0kOo2PWxUSnwFFgAJahYBEIABgScUUoICHC9glKc6QN984403dP/+fQu2ASMuuvBX2GkSWVBE5JCkAptNwIU8YVs8DQ55oqqL7mNfObtwOGzjkv1kIH7Wc+ZJ6vBPBE0Ai1TaOSMq5WdnZ7px44bm5+eVzWaVzWbHqNSLi4tT7Z8HLLe2tqwpm2mK+APo0wSF2CwSbAL/o6MjS8ywkwCk/D7AFv6SgJU/Z79JTrB5xDucCwEhbBHkjeSBYRj8DvtNjMREqMss3u/Ro0eW6DQaDQN2AT7ZJ3SBxHyyZw+Z8nRrkjdiGE/d5meI0/gs5Nj7AnwMQBqfS2USGUQXqNIdHR0pm82afQ4EzvvSfOX3qy7omXt7e6rVakadisVi2t3dVaPRMAo5/nJ2dtZ6HPzgFCpCJL/onAct8XcAcJ5mR3JB8oD/g4qG7fOtDtII3POUOXQEuwjgyJhhZNknRb9tXbiigTKhQLwMyBQP5UvTTJhBaXgBFIPAm4Nn4gqbS5CM4fD8UQ6JzI6MjQPxfRAEUQTfOF6QWIL1k5MTNZtNlctl4wNL+srZ2+Ti+zBalK2fP39u9CwChrm5OeOF8twE6TwniouxwrlLsgwbIcaRMsGFmdJ8vi9zIqAEHiSD/ON5hWTqlOdIpCTp+fPn2t7e1qNHj/T+++9bwjTN4n0CgYBWVlZ08+bNsVncJLHRaNSCG84JpKRcLuv09NRGhII2cc8Av+OVP5/Pa3l52XjJGCwUUBrd5IvyghjTy0FgEggEzAihqFT/otGoIXq+QdYntp4m81UXASc8bIJ5XykALeU5kUO/F+ghPRo4XZA6fpYzGgwGY+MMcfIkKrwTgR5JHdUf7sNgn4PBoDV0wkVHn3BCNGCWSiXt7++bwZ2fn1ehULjw3uGsSCJYJOHIGs6U4BVnRWAPMkQww7NAByXhx24xbcp/FzqHU83lckbbqtfrhua1222VSiVJIxoC6GsgcH55YrlcNnvYbre1vLxsnPLnz5/rww8/1DvvvKNCoWDycNGFHanVavrwww+1u7trdrZardrYX+QD1JFqUTKZVLFYtHckGPHUhIWFBQtMJRkAQgJHMAdwwmhaZJeKE/KJDcXhAsb4YNpTZQgmcrmc/uAP/kDf//73tbi4aPbyMs3gyEGn09GTJ0/U6ZyPzX7x4oXa7fbY+2Fz5+bmdHx8rMPDwzEUE//n/Ws6nR6jB5MEAAL6SVqAe8gUCCf+F+ALW4K+4qNAwwlW4JIXCgWzuyQATGfz/POLLB+0Y3OoION7PMrrBy/gbzk37BUJBGAPg2MA6KhycCYesWcfsBHYTKrDHmTCfnhwBR8LzZekrVAoKJvNGj33+fPnKhQKl/KxBPug251OR4eHh1+Kz/BzJJ3EcLyb7/fzVQ+qwCQSfI9/T/qnpPEeJ8AW7C37D/AHpQq/BtDA9xCsEzNgQ5iC5uOZiy7s1snJiXZ3d3V4eChJNj2Qsc6zs7NfGhwDQOxp74AlxIL8PbqFnSIJxEcCCqJD2D4PwEPhIs5Ahzk3Krf4df4hWebcAdR4968am1yoooEwgvxTUqOpiuAEI3d6empIHUgNBt2XrBA873x6vZ6SyaSVrWno5e9wAJ6ThnNlc3geDAOZnacdTY5C/OUvf6lUKqUHDx5YwsNnT5tokPGnUilzUjyDV3IycQw6SsD+oKi+4W+yuc0jKgRc0BiOjo7UaDRUqVTM4PpyGo7eN0g1m01LkLrdriqViu0t74DBOTk50d///d/r+PhYW1tbunnz5ljvzDQL5yFJ9+/f187Ojp4/f24JLP/4fSGhrFQqRhMqFos2m59KDUgBdLNms2mJJ0m0f27QQZJoZBM5wrChfCBlnB8JHIF7Pp9XJpMxvuP+/r4pOhTFaReyAUqIozw9PTWDTjDtdTibzdoewtf2nG+SU/aJ8+EiSWTal/F9CRgdxzEi4xhUdNf3QDBJyfdJ+SSOJIYpM+HwaFrGgwcPLrx3nsaZSqXGwA8qMvCPJSmXyykQCOjFixeGxkUiEXPWoVBIhUJBs7OzqlQqhggDAODwOCt6dQAA+v2+XdDF/TmSjGIExYvPj0ajWl1dNf3HBuA8oChtbW3p//7f/6tf//rX+pd/+RcNBuf3kKytrU2daPg9xMnjbEkoCSZ5Z98HRJWXqrQPBgGd8BHoMv1YBIScDZVEegiwaSD/yLRP6H2/GvLtecpedu/evas/+qM/0tLS0ti7X0Zv0Z39/X2bUMd5814kPeihNJrUJcmqEp4OAw3Yg3xUQ9AvvoPqEgATPokzZCISQQqBOrrt6S3QWUimj4+P9eGHH6rb7ertt9+2ZHd5eVmJRGLqZnB8PwFwoVDQ8fGxMpmM0WSx9+inTwqwhdBLPV2PyhKJCr4OO4kv8AAFsYbnyBO4e9slaSz5SCaTph8E457xsLe3p1/96ldmT6m65XI5s+sXXchCNBrVysqKHj58qMFgYH06tVptLObCn/tgFfqiT1bQRRJP3uf4+FiNRsOSdmwUABX7PhwObWiOtw8ATcSRnubGfnq6ZDAYtMlYMzMzWlpaUqdzfhkhgCmX+V1kTdLc8I0+kWg2m2MUQ2JinuXs7Gysbw7/h77yZyxsF7E0cTO/Q8ziey2JQ3y8jF31dFziJ1+9wBcjJ41GQ//0T/+kL774Qvfu3dPy8rLm5+d/61595USDQ6VES9MK2SQcZt8oPDMzY7eZcrcBDowAZbJc5isZBBEYRwwfSACZGshdMBgca2rjMEiMEFa+19OxcCChUMjGx8Fl5bOnDZb93hHokY0T8EojzjCOFDQABeRnSHzgzWHUCJjJPkHgMQhcbkeyJ42qPuFwWLlczoJh/m4SKUEgpRFtBsfc6XT093//92o2m4ay+OBy2kWwNjs7qwcPHqjX69lNv7wP6F6v17OmTBIA9iuXy+ns7MwmAvlEDRkJBAI2kYV9TSQShmZ6FMFXRCjRIzMos2+qp/rBvnq0EaeYz+dVq9VULBbNaHEeF1ndblflcln7+/sql8saDod2kRfJEskqSBATyggccAC8C8YJXYXmQ48GwTE2AWql7/fwsoB+89/oHzrrKzGeg4zxpcoCpYvAgQbByQDwqy50BhsGIgWHlp+Bj82+QG8gSAYVX1xcVC6XM8Ptm+2wp1R9Qajb7bbdx5HP57WxsaFisah4PG69RVxMyKhg7IqnOgYCgTHkDsoCDu9v/uZvLFjf3Nw0ZOsyKxAIKJlMan5+Xjs7OwZWMFWm2+3afHmcNAMzkBWCFPyBB138fpFAk0yQqBMMet4x5+blxiPu0qhK6asiOHKmwGDL5+fnDeHHv6BP0yx+39tK0MRu9/zSRn4G5w+ND5skyfwCugkyjsxCHfN6KI36nDx6im2AbkLgQQJJ4o1vlka9cb6i4sHFfr+vUqmk3d1d5fP5MQovvvCiC7BjMBgonU7r4ODAgBboMQxcASEmufL/7xFbgkVJBqSyP56uSADnqbJUFdkv/g5KFckY+wdA46nL2FlsJsH4xx9/bOOB79+/r3w+PxYjXHTFYrGxCtfi4qKePn2qer1u9s3TajztlWQTffKUHCr3JGf8HLRiX12gN9DTA3l/bII06qUhQebPiGmIQwGG2EtiT/a5XC5rY2NjjK520VUul1UqldTpnN8TUygUjBbW6/WUy+V0cHBgVWsqlvhIkg/PfvBnPknJpZLk9wrggUQRChtxMQmXp7lhD9BXn+zxmYDT/vNbrZaxVcLhsJ48eaIf/vCHun379m/dq68cwfgmYUovKLIv3/hAhQk0bBKZHC+NM8ARYMAY6YUQkNjg/HE8ksYECCUlmUE4CTQJFnFoBFC2GeGw1tbWdOPGjTEOn8+ip1kYKwxyIpFQOp3WwsKCoUqgH9VqdSzzJMBGEUiypFETJN/h3xvFl0bI9dHRkTUMzc3NjQk2z8Q7YiRBZNh7P6GJ98GQIKSBwPlUEy618nzpiy6cNonVysqKut2uPv30UwteCUIZq0tPSDabtaCMqVNM36L5lMDDI7+8x+7ursmwT3BBpGkUJLHFeGLsCFj5+Xq9bg1iGFIqKsFgUPfv39ft27d1cHCgn/3sZ3rw4IE5+4uu4+NjHRwcWNDN/oGqgNgiG1TQ2u22AQigTz7QZ688B5mRxh4J5ufhyTIBxlckoB3gaBKJhMk88j2ZrEmyJA0ZRE7Ozs7sdvZsNvuV+aOTyyedOFK+u9/v27vQ7EpP2cLCgulcrVazwJoeJiqHw+HQ7vkhsPWTohqNhk2mwwl5hJS7IIrFop0T6KavgnBu/DfgEDYgEBhNVmKKG6X1aek/OHwoorwj70bPAbbfI8R+XKhHn7HB+AECtF6vZ6NCAQhAlaPRqCGnnCNJHcGsp4KiE3yf9zXQunDmoLUkPJPVjmkDPnwMAMazZ88sOfXBJnQLqoogmOgflWrOw1OGqXxTCSaxQU8BTKBNEgim02nzy3wnfnjSLxKoYPNBp/EN0Nzu3Lmj9fX1scrl0dHRV0JIJxfy0u12rT+E95dkFS+oc8gjQS0Nsz64pdKBb/VgC0yAbrdrVQUotry39yl+UAC0R9Bs9j8UCimVSo1VMvhcwLHFxUWzIewn1KBpE1ziLpKiYPB8eqSvOqAfgJ/EAIC50iiJ97EivscHsiTKPDu6xb57ii+gHGNhvVx7HwI7hv9mn9kj/ntxcVGxWMxoysRg07BVsHEk9NFo1MBc6RzYrdfrOjw8VCAQsHtYoAt7oNaDKcQP2GgSMkkWS0NFRPb5PE8pI6FAZtFpzpL/R47RAz/REf9HXxx9rJlMRs+fP9cnn3yiH//4x791ry403laSUXBOTk5Uq9VULpcteMJw+6k9bEwmkxkr/dKIBbpGEEd5EsPtaU6e5uEbqPzyF0KBECCQHjEC6UE5cXizs7N27TvPz+FP63xBTEBNQNDYQ3jZ7J/PQjHoCB1GHZQS4fBKjOEGgQJNIamj/OkRQ39zJt/nlZ6qEsE5/3i0ECGen5/XwsKC1tbWDGGdlj8qjRJGApBkMql8Pm9le96LgIDeA/YQQzIYDJRKpeyStJcvX6rRaFjQwCKZhnZHDwdJISgNToAqFMg+nPhw+HyUI06FAJUVDAaVzWbtRtEXL17ogw8+UCqV0vPnz1UsFpXP56cyggQJ6+vr1mTOn4OGQLXwvG/QIk+RgtokydA55AJAAIPI34Ekn52dWbDtQQECGqh6IE8YWV/5JEkiSMFAo7sYTSoCxWJR+/v7Uzfl4vAwyOiBpLHklAQ8kUgol8tZEIouRqNR5fN5o/kwZc7bA6ilJPuSTB76/b4NIJBGyJPnyuPIABFAqegVOjs7G5tgJo0SOBoj5+bmjKrqK53TLE9pyOVyWlhYsHtjgsHzS7JoCkc+kDlf3ZZkSb2nkQEU0ZfFsAZ+HocOVQdbSOKP48RW+l5C0G6faJLo8vME88fHx7p165YkGYjBlLdpK0L0DvAu29vb2traUjweN1kmQZgEo2jg5pZpUN1ms2m6gu2SNLYH0uhiTarqLEA6T91Fv6Ebc+74A/wNvgtZIpiiQrKxsWHVYmytv+j3Iov3wAZ0OqN7jCQZWEeDO/4NhNknHJw7YAkXu8F24M/xz4BLJNT8GTQuEsNQKGQUcG6iRz5hcfh953N6vfOJf74KtbCwYL0aVEiock2zd7APSPp5BulcdzgbkhKeg2BVGlGWqI4QE1Kt8oAN1R3sBZ/HHmBDpVGTPzrK3koao6Ah5766wr99oI2dLpfLNlxjGnBgZWXF7E21WrXBMKurq5JGMoetYrSx71ck3mOfOHMCfuJc1mRPFWdAnANw6WnffC7+ALvBvpJYIHM8j58Wh66cnZ2ZrNTr9a9MOfvKiQYoAMEAfF+fFHjBgLYCR4zAnpfAwPvqBEgHCsVG4Ai80PhqBT8L0kT50nPPeVbPq2dTa7WaBTqVSkX1et0aNz06cpkmPwJRSZbhIiy+DEg5FoTGj+1FYSVZVYaRtRgkFBcBYb8IfHyQCKrug0cQL4/csGcIJVNZ4CDyGTSFFQoF3b59W+vr68pkMub4plk+4w8Gg8aNDYfDNt2JpNIjM/1+36b8+EuA/OjiSCSiFy9eWCJBwLq3t2cIskei/HQ0xgDidKBweJ5xLpdTsVjU48ePx0bL4tRArxqNhmq1mn7xi19odXVVN2/etIZUHMlFFxOKoODgGHlW0Drf1Iiz8xUET0tDf9ADngtjz8/yGaDQTDwCeQN1ZuF4g8GgUWp4Rihd7AfTgZi4wrnRo+ArTtMGLX4cYavV0tramoLBoJ4/fy5JVvnzYASJAgFzIpGw5mT+zFMsQOp8YDaZUAN6QPVh7+hB8UEzFD6qBMgqug9Sj6MFtQcNZ8woujUthQXnRvD79ttv2/QpfAVja0kaeC/ky0/b8wEDgQb6lc/nrQqGrccOkODhb5Bfgk/kFdvArdXYTHqOSCDYL3wHCR8gBdQqH4RddBGQdrtd5fN53blzR8+ePVOr1RpLQLBHoLf4OD9qE90GjOJZAe08C0EaBXPeJ/kEarLPERvAOfnKNiAjCTEVgaOjI6O5zc6e3y9BQMO0vcvQzrycAG6iD3wucQR+jb8jdvGNt35sKzYb+4aPxR9Q3WU/fWUWX4o9Yqqk74MJBAI2NQ1qJVVPAkRoTFzguLy8rI2NjTGK6zQLf4hPp79le3t7rEoAAIQN8SAt/QS+oo8twS/4hIy9p4KEPLOPg8HA6E/YPuIA3x/KuZAIcr6cC+AE50BvGn1dUKSnoU5Rael2uzo8PLT4lT40pt/lcjlJMlseDoet8uFpmuyFJJNb30Lg6Zl+JDLxNZc4tlqtMaaEJKt2AHZ58AAbic/mzJFxgA2qGp7KdeWJBmVl6AK+VwBj02g0xugA0rkhAvUAmUI4QNFRXIJmBBNjx6Z6xIHPJ1iezHD9NAKSFe8o/AhXHFEkEtGzZ89sfn0qldKdO3eM2z8tFYOslYSKvfTCJI2QIoIRP9YM2hJGMhQKGXIAP5lqEEaDLNT3DfA8ZKkohi+hsTe+6fXo6Ej7+/uGGBHsMbaVcazhcNguPiTznZb+I42mifCPTxCPjo6MA+npNkwu8kkSxswnmfF4XMVi0ab/ENyifHw/htyj1dAmQKVSqZT1OBAwHB0dKZfLaX19Xc+ePVO321UqlVIymTTqA8gbju1//+//rU8//VSJREL37983Y3rRBYXx+fPnXxpX6o2Fr15hVJCvs7PzKTCTF+qxT/73SYT5XJyTl3doJZRicUQ4LxI9AieelVHXDIPAEJIAgQTTpIrjn4aCwZmjf0dHRxYkv3z5Uvv7+1bZks4N+OnpqSU6vD/IG//P/TXeWaJ7kqzCyTtRefO0EwJgEn5kFU4+d3hg/0i8qSpxX0u73bYkiGobgSPnMi39B9vC2S8vL2tlZcVQUl+NwA57kINAbnb2fM48ND5PueW9CFpJjKhCQWWSZIELcojPAvErFAqamZnR7u6uKpWKpPPAy/czzc3NjU1NpBKZzWbHKiAARNMAA3wuARxNqxsbG/riiy/UaDQM4PPUWGwV9i0cDo+NpZ2ZmTGdJTH2gaJPXLADnGM4HDZ7hawBGPhEg8APG++BRXwEYAd+j0pxr9fTs2fPzH5OS7FlTzj7eDyuxcVF1et1GxAhyeTNB6RU8X1sQFBHsEaChs3yVUZ8qbdxBNrD4dDsh6df+QQN6jSodzKZNBAFuyqNAAgucuReJ2hT0+psr9czv95qtTQzM2PngU0hLgAk9pVrzpu98EwREs5QKGSIvx8MQbAPIBkIBKyPy6Pq7D17BNDUbDbHqGzIqEfzYT0ACBwcHBgImE6nzb5cdPEuxAdQN5mmBsBCXOaBMOSBu4awMx68woeQRHmgHBuDzfH+F1ATu0fsTN8W+4l9wxYSX/mEkT3lHKRR5bhYLGp9ff0r7dVXTjQQKN/1jgKgPL7RzAcyBCOTPH6CCYyXnxVNE7QvC+F0cdzwGumw91xAjBmOlzIegs/Pe1RCOkcb9vf3bSTb0tKS8vm8pNHUiIsuKBiePkM1AI47KDmJD4qFg/VVBJA60I/hcDjGDQ6HR2PU+HsoLjgaDCWZcjKZNCPMFAQqJBhmhBqjiIDieElWuIiLRIjK1TTLZ/k8W7VaVTqd1tLSkmXonr/darUMsWDPh8OhBVd8FokVMgSy6ku/w+FQzWbTEFCPjiJv6XRa8/PzRl9gutjMzPmcffqZDg8P1ev1tL+/P1Y98LQNLmtcXFy0oG8aI4hB4V4JjArngNGenOhB/xXJnE+EcJ4EV68qfeNUQJ19kAzKT0Dn0SgQoEgkYkieBw8IGAAhoJIQQGGgea7l5WW99tprU8kcaE673dZHH32kjz/+WEtLSyqXyzZ8QJLNRsf5YpQJ5EhOQStXVla0s7NjToVgIRqNam9vb0xPORO48/F43G6M5btI8nFWfm66JAvygsFzyhK0mFgspkwmo8FgYHcFcEkXdnVaVJ4kBZ1lutqLFy+Mj+6Rdn4nlUqNgTHYOgJ4dAC0FJ8haSyIQ+4ISDwf2dMKaOzOZrNjFDucuKdzkeCC9vkbyn11jTt8pq18kyDwfnNzc1pfXzd6LX6UIQPYL4Jzn5QhS/F43OhlPBejttk79Befwr6T8JPQSDIfP0mZxVZ6ihWI59zcnPXKSLKg7/DwUDs7O3ry5IkePHhgaP20C9AOFJvEzdPySBqQKYJ5bCOBlh88QeKBLeRzPGrs6X78na+GAAb6n8N+YjeQUUA7KnD9ft8GH3BenAvnxWdMs6i0AFggK7lcToeHh2OyJ8kqLDyLp90mk0nTZV9poboFOs9ZkVjNzc2N3RvF2UA/4vs5WxJB9pJ9YCQ2oBnPRsxKfHrv3j3lcjkDxaYBQgnOiSMBxTwIRvxGv7E03mcL+BmNno+5p0ILe4P9Qu5gGRCHeD9JLMM+sUf8HHoai8XGpjh60CcYDI5R7/k+78/9tE7+/LetCyUaBP0II8En3Ef4y6DhsVjMMmQQB5QJ9IksTxo1JfFZHjEm4EWoEA6CXgwsygLNgiCAz/cUESgJGAcOJJ/PW/Pb7OyslZOnRQxwhOVyWZ9//rn9WblcNmH1VQ9f7pdke41g8K7QKzwdh8wZx4FTRyE8z9gjMwRq9BWQKEqj5j6creeTEwQlk0lVKhXFYjFD+8jQccjTLP8M/X5fW1tb1jwcjZ7f3M0ZEhBIslI/iTF74YNrMnycI0ERt0rjlPh9KD1UCJBBZptTXYLyQqMYCQw0PZ4Xo+JpgsFgULdv39Yf//EfG8XkMvtG0O4nHrEP4XDYjD7VQ+gsJOXS6AZWjBjGWRo5Vp/kYsT8dBGoJd7YI8ucB47LV8HYF79HoNqe3sKz5vN53b17V9/61rd048aNqfaOpP3Zs2d69OiRZmdnVa1W7dwJCvz8/UAgoFKpZEabhAlHQzKP3hMUYOfYBw8yAD5g6AeDgU024y4edNMH5pKM+oQTSyaTlnCzV1RB5ubmlM1mtbS0ZGM9L3OfgUd/CRawObyTT0YymYxSqZTq9brZcmgTk7S92dlZzc/PW8Ojr+r4xJSEKp1Om+6R4NEASiAciURULpcljaiak3P/ORfsydnZmV6+fDnWb/fs2TPT+8suZCiXy9mlhr7SCgiBT/aNnZ1OZ4zeiD3i7/G96DLJPu8ujU8X9LqOj2d8ru/lwoYS3FExJ+HxAzP6/b729vb08uVLo5T4Ct9FF7J0dHRkfaP0PwWDQbs41IOW2EJsDfrjqxQk3+wPtB4WcQP2jM8AhCIJBDmWxily0mgsO3YHEAi98TQvn8h7JJqx5NMsT2EaDs+bjH0yQzxAHAQQgtx7ChUN/ZPsCewfFQsPIAMUAwyyv/gt/gw7x+/iw6jI8QzIqAfH6NkMBAJaWFjQ4uKixTrT+llsGfaMyX8ekKOPiViU6gbJAOdMTEvy420P/RD4AZ84YJOkEUDm9x27i+9FhrATPm70lW0AGmnUG4jfhzqZz+dVLBa/0l5dWKsxHgQBk1UNXhRkgg1GCAeDgfUdoOxkVSgNQQqJBg1V/MPvMCeeQ4DvSwIEpQFD4EvhcMF5J9Cc1dVV3b59W9lsVvl83ugGTFyYZrE39XpdpVLJECVf6iPbBGnzU0FARqBBSSNOrTcQk5QWSWMlMx9kYNxQUH/5Ff/muX2yxj5BEwEBJQEEjUF5oChdBiHlu1++fKnnz5/rrbfessugisWiyVYmk1G/37ezpSGWZ5Zkzdm8H881NzdnSYaf+CDJmgElWeUElI87OqhK4RS63e7YXQC+9ImhxIhgNLrdrtbX1/Xuu++qWCxeisJCsE6izix7Xy71yCVn7qmN0mhyCn9OoM2z+0CF9wN4aDQaJp/0o2AMSXZmZmbGmn2lUT8YewOXmd/jOWkMxxCGQiEtLS3pwYMHunXrljmXiy50JJVKaXNz0xwFE2bi8bg53dPTU7sHBeQUR8eEKLjV0Lyy2ayOjo50eHioWq2mer1udpTPJVEnuYDG1ev1rBrhETzfKMk5EzwVCgVzykymQqepDt++fVtLS0v2dwScF13efhD8cq5ctuWDeS4hxJdgtwhssIvQxXq93tgEs0nEmcRTGtkO9nZ2dlYLCwuan5//UiBI0ODpCsgy+kBgRZ/ap59+qs8//1yZTEbb29tjFNxplqcysX9UvDudjskhe4z+cdEjATwIqKdhkACQ2EKHJFDjrAgk/B0iBJveT7darbFePuwB/gl+OuguZ05CXa/Xtb29rX6/r6WlJS0sLBiLYZpFckCgfHJyosPDQ5sE5XvtTk9PDeTBbnneOnaR/ePZAYiQTb4TW+X7ZHw/pafs+WQ4FArZJKWZmRnr/QI0kM7t7+zs+c3f0Kn4M/ZWGlHCplmcMWd5eno+WOPw8NAAR2w+9peqjx9MwHtDs6LKBV3S99l6iq1nsyAjTMfjmgJPFcS3+TuiSN5oWich8pU5fq5QKCiRSFiViJ6KaeWOS4O5pwsQjNvaPZ0X2jWxKmeJngOeM5af8+BCWIYCTFKdJJkM+6SLxIQ4nO8DmOGcfK8gyTMAAbEKez8zM6PFxUU9ePBAi4uLX22fvuqGeiRxbm7OpgnRP4GxQZlBsxA0eGOSDGUAyaCqQZKBAHqjg0L50qSfzkLFBEPsgybPoaQkDdKC4QEtW1lZUTabtaRmMkCcZnmeNg1VvBsCHomcT0pinxOJhE3zIntn73g39gPnhiD78Yf8jkfoUNSTkxMr0fpRcDhXHAROFm4zFCSmKPCOJBooMgomjcaQXnRxtv1+X7/61a+0u7urBw8e6OXLl3ahEGfb6XRsxCjZOtk38ojzJuMnuEEmcATsN8EH1QD2FnSRwJOAmWdB6TGelMCRXYIc/m5ubk6rq6taX1/X/Py8yaYvy1903zw9goB1OBwa5RDkjESOdwRV9lQU5Ix/+2ZAH8yx0GMqjh7x85QiEB4C8WazaUk4Muh1Xxrnskuy2eG5XE6Li4vKZDJWTZh2RaPnl9612239/Oc/V6PRkCRLOIbDoVKplFGaQIz9FDkcpE+0+/2+JQxMAyO4IZnFxuG8CShIOECHSQb8NDMqyTjXfD5vo4upLOG06JVYWFjQw4cPzV54isc0i0Sa+4gajYZSqZTK5bICgfM7DQgkCOhxuiTCyBOBdzAYHOuVOzs7by5GXv3+8fNM9ZPOgYSlpSXlcjnzPzj2drttDhc7yTP54JMkDNn97LPP9F//63/VzZs3Va/X9Z3vfGfM5l10efoGdEIowCQTJAIkakzXogJEoEYSAtUViqavDPrg0tOjSPqh7BBgSPqSn/dVDwJv5IyAhoCUz08kEgqFQmq1Wnr48KHW1taMKw8d8aKLZ+I9G42GDg8P7c98rxLv5gEz7I1/P/zD6emparWa6ZvvmfAVJgI5b6eQW/aB78Y+UnGeHJbCWdGHwNhuxtseHh4a1Yi9nrYaxLjw4+NjlUolo043Gg2FQiFls1m7Sbter9u7edr5ZFWI/0YPqXzgT6AZ4RPQK+wSIKEfQ48PeRVFHyCRJIez5Wz4Par4Ozs7SiaTRiucRmfb7bZisZgWFxd1cnKivb09lctlA4ulkf0iiGdPvO6h977HjD2WZIAAn8feA7CQ2MBQ4V2Io0k0eAZ8AbEFMiyNLuzETuAHkLN4PK5MJqNbt27p1q1bX/muqgslGpIswCwUCjZ1h7nscPMIOjF2Z2dndnkIm9ztdq3ZEYFAQQmCpBHXnM1ACDlIlJkyOz9HMMTngJ6CHBCclEol+55gcDTfGGoN40qn5crz2WdnZ1pYWNC3v/1t/exnP9Pnn39uQSv0BfaXgI57IHCoGHaSCTiInc75TagIEKgWAkZpnSlNvAfVDi9snobW6/WspM3e8Bw0jLH3BKw+uy+Xy7bfl0k0gsGgSqWStra21Gw2LfDjlmUSiUgkYkgxTXIgZSgfDeogJKxcLmfvhhzicEEDCCapOBFEYuw4Q2QJ1O/w8NCCRC6Ngs+K8wP5pgkVCpE00r2LrF6vp1qtZnxuz/unRwhdxMmD/iGvfrKcD0Kh7ECV8EMIvO76wKPb7Vqwzr4jv54ex3cgV8grZ0JFZbI0Dv0HdKrRaKjT6Ux9Wy70wJs3b6pcLuvg4MD0wqO1JPc4MfSJRMgjjvwMDhSE2pfK8/m86ZdHstCxUCikvb09Q6SlUfIDEMSkE+hFfH8oNJrQBZqFE15eXlY2m7XkjmTpogv92d3d1d7envb39w3BxAlS1Qb9Gw6HhpjjC6Av8qwE/IFAwCp0/L/nQ5OUecooQAITUgCV0FH0MZPJGHAGNQVwApqtr6ydnJzos88+08HBgf7yL/9S7733nlWMpt07gmRkjYEX9Od46g5VikQiYUCR72cBzAPZJaljr7ytw+ehyyQYvsJJUkFQd3h4aMETsulpMp42y/dRBV5eXtatW7d048YNG7zSbDYtkL3owi4NBuc9Nc+ePVOv11OhUDD7RuDV6/XM3mLr2Asfa3D+nr5HkgAKjC3wSQmyRB9jIBCwW+z9ngNMgebz8z7JxYafnp6a78rlctrZ2VEgENAHH3xgtnwyWbmI3AUCAR0eHmpra2uMEZJOp238NcwKzhjQCR+MvZc0Fqj6qYBedpErYjrs6GAwUKVSsSFCnlIOgg+IBYWbn0PWPbKPvCKjpVJJjx490ttvv232YhraGb6AyyeRDZJlmBPSiNZEUsvyvhldo+owMzMzdokr/oPEnyo1I+Kxr9g+fL8Ha7EP2DQq79DHSXZ4P6p/sGkKhYIWFxe1ublpAMFXWV850eBBCT5TqZQ1C0myxhDGLmKUEQyCNK+oHAJOGSc0GWR5WoYvA8/NzVmw7h2LNKIWcchwj+PxuGKxmAXmBMu+YsDUAD+5yJeoLro8Kr22tmYB3/Pnz8cm2xDcEJiBaJBM+aoKaMrx8bFdkIbQwm2EwuLLZn7coDS6UZWGL8/Z843z7AF7TSl0MgBgskOj0dDu7q6KxaIZ9GkWRiObzeqNN97QZ599pv39fZOT09NTm15CMkNlgkyf9wQhxEkgh1RFvFLiPFF6ftfzd0EJPOoHR5PPhmrRaDSsCZJnRI9A39LptDKZjE3N8jpx0TUYDFQqlXRwcGAGivF3JycnJm/RaNSeiQlv7ANGXxoF/9KoPN7tdu1eBCqWGG6SE49woaMeRcU5UBGaTKqwOZ7O46kpOFn0lAqhRxsvunzpOZvN6r333lMoFNKvfvUrHRwcWNBFkuA5ulCbfEWQvcWu+bI5oAANkcgW1UXfRyVpjP7C5+GoAAUKhYLdbu9ReCgZ6XTaEsNsNqu7d+9aTxoI4rSUPU9f+fWvf22OF8CAqhk/hw3J5/MKBAKqVqtfmvCELcZGI08Ecd72EFCTmEFJyOVy1txIzwJBpO+L4eypAkFlkTS211BGb9y4oQ8++EB/8Rd/YT1D01a+pXM9q1Qq5m/oAfIBsa9YeDowlR5PlwLEIKDDr5DgYUP5+UgkYnYU6gt6yn1FfDc+nqDR/xugEftIsNztdrW8vKw7d+5oc3NT+Xxea2trxmWfVu4k2TNK57RHTxmmikuQR1AL4AMogJxSBfLNsr6iC+DBGfDuw+HQ9pFAEKCSPfW+l3NmvwDBqIpLss8BTaZKuba2puXlZZtI5itiF903/KU0AnOJubA/HpAaDoemA4BX2CsPXGLfpFHVSRoF2ADExESsaHR0BxFVEWSDaXPEdPSFYE8ADD2dXNJYDMg9JPisaZK0WCymnZ0d7e3tqVKpWDWZGIseG0n23/jUdDptY4R9tZBYCv3E/2PX8KvYNs8KAjjxLQycradJSiMwn8/gObGBxN2wDqicUqGDgkoS99vWhW4G9w7dl1/g5COclHKl0QUsBAqgRygUzbmeJwoFCkNIoIqg4URpSEPIPYqPgPLsvpzJ94OscTiS9Pz5c/X7fWUyGd27d8+cCwjrNMujJVAyaFg/OTlRoVCwJlnGTWIEeS/vPH1DEfvSaDTGAjtpdPEVBtGjTJwjRpCRnSQnBC6SxkrfCC3OlEDr9PRU+/v79nlMCFpYWPhSee4iC+M9Nzent99+W+FwWB9//LGOjo6USqVUKBS0u7trt6p7rvvNmzc1Ozurg4MDSxR8zwTnGo1GDTVmopHnU3oHg8KitMgn1AYmJ+EcOp2OlZwptXouKoFPt3s++vb27dvmtEh0p0k0fJWPZBHEmioZZ0rzKIEXTpeABofrkRT6JiivIxueW8yfsYfsmzSi5yB77C8TQ9Bp3h3HJI0SDc/39Rd0lkolNRqNqasZk1UWTx8IBAIql8t2psgE1DQqY6DuTDlC9nheqEW93vn0qHw+bwgqVD1P2/HldqoTfJanljHZiwEavtILzQ+uryQtLi5qY2ND8/PzFkz5qV4XXfgEJj4hB5NBEKAKthe7hKNFpqgq8v/hcNgmyoEO+sZnT1EhyABhTyaThmhLo8tnOQ9kHh/lQQNfxYrFYsrlcsrn83r//ff1J3/yJ8rn8+aYp63eUpVqt9va3983HUCO8Y3YF0AqEgVsGXYJwA++Nwg6Nh6dwrdgE9F3fIlP9n1vD0FTKBSypMZTeiWN2RqSa0/bAlQhCZp2vC2ywtRA+uPQAZ7HT7L078xAE2+X2HPfbBsOj8YHk7Ahfx4Zh6JLHIIdI3AkeQPQQ098EsPnoRcMV+n3+1pZWdHrr78+FnxOm+CSUGezWd28eVNbW1t214dPGCRZ7ME/fmQ5CZen25As+ctAsdNMWopEImM9Q153YXMwnCAcDtt9Ix4cJlhGfr1fQ9+pzqyvr+v27dsm49MOIaDiyj6hJ+gBCSygELGxNLovzdP2fIyKX0Hnfa8xe0cbg6duo7PYSvYUXSXhoQ+L/fL2meSNZwawHQ6HWl5eVj6fV6FQMNrfV1lfeXcprSIIGAwcIwaHF/HBEQrllRvFIimBeuM5uJ6e4bmQ9FCQQPB3lJel0ZhFlJxsGwEleOeSKwwC0yn8zYrwE6ctifMcvB83CdMECfcwGAyOldt4LxwOhoY95z4GSeZ8QKJ9YkcVyl+05Pn7HnHmHX25Ek46KAHGEUWnV4bz+Pzzz60hm8AUY33R5QOsRCKhhw8fqt1u68mTJ+YoZ2dnLbBCsdfW1rSysmINgSB5njZAE3sul7PPolwLEodzHgxGFzh5egQoCobSJ28+ePb9Rh59JDgcDodaXV1VsVi0RANUfhqkqt/vGwDgEUoMhh8tTZIBXQfHgdxIox4bnCLBqC8Js2/opiRDi6HFIENUmHyFw6NPgA7SCGXxaCvviIx7NOnw8HCsAnPR5RMCAhhv5H3jpw+gFhcXzeGBlPomR2hTPG+327WepkwmY/1jNPATTHImUM/QQQKi4XBojoPEFrSxXq8bAAP9gooTyBQJMjLqE8aLLhKFfD6vt956S3t7e3a+nr6D8/NyBYgCHYDRu4wUDoVCNqCDQMcj9KHQ+chwjwYiFwTX0AkGg8EYfY3mYT8vHvuGbJMQYzvu37+vP/qjP7IkzVPDpt07qJlUHzk/QCYPrPmpZ1TKkHn0jMTLgyLssTS6ERzGAegodoGq+SQqjy2VRtRg5JZ9KpfLqlQq5uNJ4KrVqra3t5VKpfTkyROl02kbr+6rdxdZ+DH6LE9PT1WpVNTpdIzSih8gaPNgBtVLDyji/+iPABwFiPNJFTEOiQ26hK2Daut9sq92+oAdhF569RhySUYTY9IjezDNwk9ns1nduHFD4XDY4iASU+SE7/HvQX8jtsrLnpcRQBuP1PvkAGqW9+PYXvaZOIW4ACCB6aCT1Le5uTmjQ0ajURWLRd27d8+qxwTs0+wdv09cyZ6hb1BZkWn8pjS6Uw6fDLDJc1AthAXhG72xd9CsiWM8AIqM8JnE2gwYkUZMH/Qc24Lf92yVTqdjYFs6nTaK71cFVb5yogFSgnD4bBuB8HxOX3LGQSNMvsLgs1IUCWdEqYbgJRwOWzXDCywUFVACv+l09DPfmQOf5K1hZDOZjG7cuKG7d+8aZcgj+NMsnoPGVrJeGiQJGEABJRkKNRwObe+5xRJBo6ToEwT23xtEHyD5ypCnInh0FsMG2g6igOCBEtDfwmSISCSiSqWiYPB8RCvlTWRgmuUD7uFwqGw2q1u3bml/f9+ml7BQpvn5ed2+fdv+HnkgmMWRg+Cfnp5qaWlpDD0EaYWbzZQrDIqfJQ7iSbI6iY7g0AhO2RcuVYtEzkfFfetb31I2m7XPRaem2TvOY3l5WY8fP9bBwYHq9brd9REOhw1BTyQSr5R1L0fSaIgAyBLBXTAYtOCOQA4HSbCOQ0ceONN+fzT2kcAJhA2am+/78Kg7zwNaPzs7q0wmo5WVlbGx2dMsbx8IQjKZjJrNpgVrs7OzajQaNhVocXHRepygMuDofJ8QdpGeHd6fm+zZc5woNgMEi+QZ2eCGbBJYeOme8gPXF9QtGAwaZeX09FSlUsmecVrHy7nyLm+++aYWFhYUCoX0/PlzQ3kJPLExBBiSxoJ1knieJZfLaWNjQ6FQyGhq0uhCKu+fkDeC63a7rZcvX5q8nZycqFwumzOnQsezMwEISmoymdTCwoLi8bhVTtELn5D74Oqii+ddW1tTJBJRtVq1xJQAmF5HfB4+AnoQ8uIbYn3whb8kIKHPjGBjYWHB5JG9wXYCnuBr/NABAkOC7EqlYg3qksb8gG/CPzw8tOTEU9emXdFoVOl0WisrK2o2m3r58qX5NAJTkHYCZX/fDKAAyYhPqJA5n6AQuHmqDmNOiS249BS9JkbhXPDP+B7fP+gRb0lGRYSOe3x8rEwmM1Y1uejyVETol4ARAKyevuNv7PbPT/WHvcCWn56emv1BLiWNVdM4C6r+AH3sHXbe06I8U8ODTFTZJ2WfZB3qGbZu2kWlmwZ97jVqtVra29uzC6yhSeEfif8mqzz4Xvaz0+nYHnhKN70pAFGA/yR63Azu6bnIBiAjPhx54xzR7V6vZ4OWoEMOh0OVSiW7tsIPePht68LN4GTdZG++AYps06MXvvTtKT2e3jRpXCj3EnDAEwOhZTQdqJ8vT2KsQRVRHknGhwP9p6rBzxYKBa2ururGjRs2uxxHx7NMu3gWj45SmahUKob8Q8+QZAnX7OysVQgI9Ce5njyrpDFHDaJHdkv2TfOQRxVJzjDMOBcQP54RI+uFksSIIKxQKGh9fd04+9PSCTAm3qEuLS1pfn5eT58+NeOBk2Uevk+02Ctfqqa5CgeHced7KGWiZKlUyowY6B3ygPwS+BKA8OfD4dBuDWd/4D2iFxsbG3rw4IHm5uZUq9UMrZ92FYtFnZ2d6cWLFxY4+oCV52UvmGTjERQ4n76vxFMGBoPzxkvkiXclAPITmnA40qhaAdqH3UAW+Xn4/N6OeNoBaC4jC5eXl/UHf/AHeuONN8b6kC66sE8EXzxLOp02Z0HJOhwO2/0PHsVif3x11ldmeCdoUCD6GHaQTVB5zo17WKCdYN+4WwaZ29nZsd9BlgiOqaQwPCEYDOrFixdaWFgwLvi0ts5XjxOJhJaWltRoNIy+SHUG/wHazNlT6cCHEOjNzs4qlUpZgAB9j5GSyMTkZ2UyGQ2HQ+vzoKpUr9dt/DL7iVxztwY2A78TiUSsivz06VO9ePFCT548sfHB/v2nWQS6kUhECwsLWllZUbfb1bNnz3R6emogRKvVsiA/EAgYzcVX6/ExBBv4Oe+bCTA9AEIvC9/Dz3DhHjqIfvHZ6C3BDsGoD3LoMVhYWLAK3sbGhrLZrJ3ptIvnhFYC8gpYQvIJ4INtoLLAnVn4AOwRMgVC74NWAI/BYGBJAnbDg6oE2FDL2XOCc4JngnqeydtNAvROp2M9ffQZMDlyWnqyj9FI1peWlrSzs2M6wPAZ7Bjy6iuLPKun7yAD/qoCz17xlW/em+/CRnBu7CkxYTA4mqpGDwGfBR2LpFCS9Ul66rSfQnbRFQ6Htbi4aDSpbrerarWq3d1dq5wRy3o2DDaadyPOg/lAjOttNt9HrOPv60CO2FNPV/b7SuwmjSZM+pgHQMMPP8BfEadK56DBo0ePVCgUvjLV8ULN4Hw5hoVD9ILH6FMqHmRGCCyBLJ/nm51xzGT9vi/El3SlETLjjYZf3kD4IHdmZsa+C2SaYHx+fl6rq6vK5XJjyQqfM60D8QkWihkMBlUsFvX5559bwtbpdMzI+5t7CUQkfak8iDKj6ARufA8GlIUR8HtJIxXoM82q0qiEJ4248RgKyqH0l8zOzmpxcVG3b9/WgwcPtLS0pFAoZOd52cW7BoNBLS4u6osvvrCpCASb8DoZk4rjhR5CMkBzLvvB/lMhYiKaR42j0agqlYoFLTh2DCMGg8ZHgo54PG43QEMD9A4Lg+ORJI8cTrNmZ2e1urqqVqulSqVitEKeKxKJGD8Wp+qb/Nkj0HmMGIZH0hjaRCLLu0O1JPn0zcvImiSjEJGgYF/Yd9+cRtUPnQiHz2eYr6+va2NjQ3fv3tWDBw+smnAZ+o939pJs/DCTzwiS6TMoFAqmN1yqx0VfZ2dnY+iQpz94iijlcZJC+nqOj4/HGqiRVfQa+wryyd/DxYWmRqDgE8NOp2NIPXJH8jPtAqAAXNnc3NRnn302Zm/py4Mfjd339qff79uErnw+r+Hw/M6kRCKhbDardrutarVqCQMjMaXROGaCQ+wT/VjoHEEzQSYJlm9QRfaGw6FN02s2m9rf31ej0bAg/7I6K2lMv27cuGGVi08++USnp6dmI8LhsNFVZmdnValULCnDzhDkEgiCyOMDGetLEOLvz8CX8BnIFICMB+p83xVngZ+XZJ+dTCaVz+d148YN3bp1S4uLi7p7967Z4MtUICf3PhQ6v7snlUrp5OREjUbD5J/3lGTjqAEJeAbkh5iEd0euiVnYK3pnPHXOI9bImTQCBqks4UOpBsBQIEFCLqD5JBIJFYtFpdNpo/0SZE+7d+gCz7e6uqrPPvtMu7u75hf4N89JoI9/wHcRG3iKFcg7CQT+DkYCMgCwCSWV92YPkDWfHPiKCP/NmQIyE8/Ql3V2dmbg7WXAAah64XBY+/v7BnzhG4h92Dv2gYQAcBd9I85Et/AfyDZyhP0CDMOmYef5hzPxdCh+j8/ieYjXqeAiG75yDJWOpPmr7tuFYCufpfqGKGl0KQ3Bvzfq3uATbPtEgKACJ4rjJWgGIeDn+U4MqK9MkAR5nrWnXhDggEr7akUqldLy8rKVpz0Vy3M3p1konp9sQVPN4eHhGCVEGl0S57mc3plh+L3BQxDYb5AdTyOh/M5n+nI4SuqrFQi+R1h8KZ9y58nJidLptIrFoiFWzOcmkJxm+fPG8LdaLUPGuF0d1AXjAQ98aWnJ5NA3P+NwUBzmpEN9oMQojSpLOAeCI7ipyO9kqZb9zWQyymazmp2dtQAKTjIjBePxuJ4/f67hcGjJui8RT7MikYjW1tZ0584dG0XtdZB7NfhzhhP4ZJ4AwVNYpBHNiQAMWqBHbzyyhRPBwGHwPDfVnxFnQ8LAP1QXoFAWi0W7oG99fV2SjCJ2mUQDRzAzM6Pj42NriPPz0ZmmJMlugd/d3bXSOAaa9+DSMIw71AQv33wHDbT+cjocBvrnkVr6zZAt/gz0G5vtbedgcD79ZGFhwSanQae7TKLB/tHPg12tVqtG+er3+1aFpGLR7/eNKkCTM0kdyR9Np9654mO4+JAqD7JC8kLPh98Dn9SyZwTLHiDq9Xr2/LVazX7PDy3x/nCa5Z02dEpPbQMp5c+oagGokDhAsQPwgxomyYJVEgQvU7Ozs9YbwP/7CglJojRCs0lcfdUMf+PtmKdLp1IpLSwsWPUE332Ziob3V9CUFxYWVK/X9fjxY6siQlsFJE0kEhagSRpDaJEJFkkYeybJKGieAuP3KBAIGDsDIIFEwtPN+Fz2lAQPXaGqvra2ZiAeFUz04jJ7xzuRRFGR9EF7KBSy4TkwHHxlDUCI9yMWIb7yMuIr/yRckqwC56lX3l8gu746zyAJAIVarWb7S6LRbrfNJpdKJS0vL1tfkqSvHDD75SlnxWLR7F2z2bT4hArBy5cv9fLlS6uy4nMBkWHtpFIpY4jwDslk0tg4fhAQuuXZK9h830rAPnr6HTbLxxlQZwFYiaP4DuSsXq/b83/VdaFEwwf9kUhE5XLZpkogDD4r9qVTH7CC6JPN8UKenkTgRrBC8OOrHyzKfXwHwQlCDTLjUR7QDUrsoHhk3Z6vCUI6bdaLEWT/aK47Pj62yUlQVjCUJFre0DNdACEgaPSG5ujoyDJnP6IPh47BlWQZNX9GYMX+eaMK6oVDRYFIMk5PT80QLi0tGYcQhZl277yRoV+C2zHn5+fNiIMUMF0GmhMl6kwmo1AoZAEMhgpU1Wf2kUjEkBb6DHypXZI18IIuUF5EYfk5+M+9Xs+SIM6i2z2/OOjo6Ejb29v6b//tv+m73/2u/vAP/9DOxCd90yxGcD579swSC/QXx0kgR+Dv0TfK0py3NG6oWJ1Ox/pWQOVwrBhBgAF6uqCy8Pt8PzKJzJA0k9SQhDBJK5PJaHV1VSsrK4Zc0rMxzfK2qtvt6vHjxxbEHhwcWFOov4SUAK3f749x53GuINGTNAU/ShZZ9dVaT7HAwWLTCJzYc2TF94hM0lKxyfzd7OysqtWqoXAEQtMGzH7vfBB///59PX/+3EZRo0/eX+CASVgZzEAS0m63TYf4bCa+UZVGNkCaSVb8/gK0oOPYUc6b8yEQ4aylUUCSz+dVLBbHApbLVjM84ENQFY1GtbGxoRs3bujw8NCcO4AASDM6m0qllE6nzR6isyS77A1ngHxCzSGJZaHH/BkIM7pKUIQuz83N2TRI/z5UP5Gvo6Mju4CRvp3L7p8HZdAfetSw8366oK+KwggArPRTvfC3Hk32YAq2Cj/Bf7MH2Hv2jkTEo9okGegmyDKymM1mtbCwoLt37+r+/fvK5/P2LL6nbtp98wE9z5jP561ySDJJXHV4eGh9esRzPghGb+gXouqB7gFcUXXwlXWqiOgBCQX+eRJQZj99BZozZN+JnaAogfT7/q6LLmJCdDWTyViclkqlzN/u7e3p4OBgjOpOgu3tPQOIoCt7nYNmzfvx2SR3+AY/4RIZ87RBzxDAD7M8Bc6DQX6IQSh0PnDj8ePHajab1vf829ZXTjQwsATLhULBmuJ8IIHQeySJIIJNJbD3DoGXAHHxtCgCIwTac7YRNBw785b5Wb4HDjS/Q8bnlev4+FifffaZksmkcUc9qnyZRMMbFNBInCrGiu/x/yBs9AZwGzH7hdL4kjbcQ9BJgvTJOf0YF4yEz35xHCiqJGv4JbEhyQgEAspkMrp9+7Y1NKdSqTHHfZmyuC8bgrQ8fvxYOzs7kmR7gRzAu2w0GnYbMbKL4SJTxwD6LB66F06J4ByEbm5uTgsLC1ZFwnhB28B48rwgyZlMxs4SXTk8PLTAfH9/X9vb22NUv2n3zssck40qlYpVz0AyJNlYR3TPI7VU2UgmCfj9/HScAwYJ2YKq5uUew0cSDNLskXppNFbWG3N0mT/LZrN67bXX9NprrymbzZrMXkbWpNEAAvSr3W5re3vbOL44SexMt9vV3t6e7Q/VSE9N4XZfj5iGQiFtbGxYY6AfjBEKhbS0tGR9GSBI7B02BGdMvwZ/RlIO9YqgJRw+v/ArmUyq2Wzq6dOnmpub07/9t//Wet+Qn2n3ThoBQgRduVxO9+7d08HBwVgCgC/ANlM98xOU6BnxNosAjFvGpVG12qPDOFkmGw2HQ+Puc/8QdowzocKGbaW5EsSRSua9e/d09+7dL1UdLxMw+88iEM7n87p37562trZ0cHAwVuUBOMPHsQ+ezuzBQQI4r1ckslSGJJmt8xXpTCZjuo7fJ9nF3wQCATsvLuAbDodjE/vwM/RdTlKWpl2eAgQwGYvFlMlktLe3Z/vB8mwGKMuTIMhgMLD+FN6PvcbfYnM4d88eIDj3NCsWf04s420KiQp2HACPe1HQb/4BWJhmeZnz/j2ZTGp5eVm1Ws32CzuczWYNpPXVPB/HSBqL54bDodGc+/2+0cA4Kw+gIEcAX74ijp/xbBn2iVjO/zy9kfhBntNThS4jd94e8XmZTEbz8/Oq1Woql8taXFw0aqcf4OPjSp/o8pkAJ8SvJGTYSOw9iZ2niSNXnlKPrfDxM7YSv0+SBshIfMleBgIBbW9vj13+/NvWhRMN/3DZbFalUmlsMgFZImV/nIqn7wwGA6sg4Kg90sJB+QDFVyz8FAIckC99sqkYAZweQc5wOD66ku+u1+v6/PPPtbGxYU0+nnc5rSKzfxiVQCBgQuIRNP5BeXyTojTiyPFMvAM/hxHDCMLj8yPcut2uBeK+fOt7DDgjlNX3aCDUZN2gaLlcTm+++abm5+ft0jm+/zLL/z5Gmzn6lUplbNwvgT+GDG6ur4qxr9DKUqmUBc8g8HwWfFHOrN1uK5VKaXV11Uq4MzMzY/xf9joUClkSBk0B6gP8b/QklUoZOsQ4VJz/ZXtbAoFzesDt27dtvCcoJ8/KmFaP6pE4kMBSRUIX0WtKqcipd9Y0/nn987SVk5MTlUqlscuh+HnoNJ5XSnWIQGBjY0MPHz7U8vKyPWMgELCgfVrZ8wEY408paeMoqFDBg63VagoEAoYCcr61Wm2MN4tu+mk1BA7YF1+9I9gk+Q+FQnbjPHITiURMbkh4OUtpNAkJVJebfvmZN998U++9954ln+z/tIugirPmOTY3N1Uul/XTn/50DNHEOaJ3BAO8O2eJXnHO0jn4MT8/bxe08a7oMn0iUBWlEaWPvfNOmelrvkI3GAws6AkGg1bNfO+996yXzgc6l1kelcXezc7O6t69ezo+PtY//uM/2vlDV+RdfQWGCj62keAEvcU/AhoQxHjfyAIs4F35Xs8yIFH0qDyAHgj9YHDeF3lwcGAT2kh4qQpcppKG/kzKLgFSp9Oxy2mJI6jk+MtMOW9kkIo0nwtbwFeJCBwne1n8nnhwlXfFL+F/AFGp8AQC5+PXV1ZWjGqGnwPM8FWVyy56DKEh01czWYnkmTl33g0bg5x4WaRyQSzCIBJflfAVAs9mIE4C4Gw0GuabqYp7Cpe/sToWixlFtFAo2CAPlk8SL7K8rOI3OV9sVzab1dLSkvr9vl00XK1Wx5qxpdGUJz9IhTgZHw3AhJ8k2SAp9ZQy9or9lkYjxHleKnvYA96BZyeO8iwIgNY33njD7uX6KutCzeDSyAmyAYVCwQIF35jtUVEqGggaJS022aPsvoQ2iRKAkPP3KC+JB8+FAcUQYDgxsr5UCeJD2Z1L7bzj94j6NMujRxjncrmscrmsfr9vCFu5XLYsHWdJCQ0nPDs7a8h9Mpm0ffeBFUJGcEJwOBgMxjih0HtAlH0S6REx9p6Eg/9mAsLc3JzefPNNbW5ujhkPzxu9LEIqjW6qBeF544039LOf/Wys1EgFhoQSXrx/DgLC1dVVCyDYL5yNL+V7Hi6jRPncXC5nMg4q6pNK+Nz+bgeUH158Op3Wn/3Zn9k7TiJ80+wd8oYDZuRvrVbT1tbW2JngDEisvGyRmCE/JB/cGwIvFIoe+sd9MOi0BwgI4KFT+NI/iTHUBSoA0DJwtCBG0WjUblenguAntE2zfCBAMAQND/tEvw3fwyhD72xIekjMfYN8PB432aFJl4ABWWu321bN8JQMnCbOBjvreeMelZJk00w8hSGRSOjevXv68Y9/rGKxaHbGB23T7B2yha5RuRoMBlpcXLTKngczCCaw2wQCk+jo2dmZgQfYN6qngcD5NCtsUrVaVb/fNxonKDp7zohG9oz+KewbcumrwaD377//vm7cuDGGRvtEcZrFZ/CZBFD894MHD3R2dqZnz56pVqupVCpZ43woNLrhmgqMHzICuMBeU3XlRngCFPw6gSLfj93CtnkKBkwCfAK+yI86ZY/Ozs5ULpeNR88zAihcxseyfLBeKpWMOod+SrKeFgJX6F98FlUy9hdZZS8AaYgxSFZhKfheTJIQnoE9IdH1e8vnAZzMzMzo7t27Wl1d1dLSkorFoiHJVMz53atINLDzXva5jJL3wqbDeOD/fcIzSR2lWurBI08VQjakUWILaICN5bkIhrGnyBxxHaArjA6eo1gsamlpSaurq/bd0CmnWZMVCfQiEAhYZYLzZWITgCL/7e0Ngb+nL5HMIW8erAYYATTyVCsqRjAHfBxHfCnJYh7sKTYVXSTBA6RJJBL6/ve/r3//7/+9DSL4KuvCzeC8PF3pGG2MEi8ISgoKzwGAmE1WGKQRRwwkyVMDcPIEgQgcjtEj/TwrzzsYjBpZfMLhS7937tzR6uqqCoWCisWi0aamNXy/aZ2cnNhFQggXSBHoCAozOR4UjqFHnkOhkBYWFgzdwLH7SSiggnweAYnn0/u99P0ZJIjS+OV57LEkrays6Hvf+542NjbGmq/4rMtQCXz5mH0YDs/HEb7xxhvq9/v653/+Z7tbIJfLqVqtWkCC0rF38OU5Yz8ykCTPNz6DSkHDAxk7OjqyygrvV61WDbn2FTNQUyo8IAVwT7/97W/rnXfe0cLCggaDwVjgdFnngbyDFD98+FDxeFyHh4dqNps2rSaXy5kzINCFrgcaKsloZvSucJ+E7/uhmZbvhZZxcnJiRhbKFPuKs8VZkfgDTiSTSbvg0qNfBAnSCFm9TFOpXxjYhYUFC95I0H1SQ/KPsQf9I8DyYxYp3/uqAtNJkJlkMml/j86STCSTSRWLRa2tranVaqlcLlsAMOlEPJ0U3cVGZDIZffe739X3vvc9ra+vW4OxR9Qvu3w1BqrUZ599pmg0qvn5eZXLZUNAsTfsLQk/ThC6KAEgFXL02wd2/rZsgkF613q9nnHym83mWB+hJLOp+A0SC+R/MBgokUhodXV1rMdvWkBgck0meR6QGw6HWltbs/GmVLBgF6RSqbEeAuwavgJbgv3xdAq+lyDNN5CSpGG//BACzhbZx2bxdyQcvjpVKBT0ne98x2SYPb+sveN3sRHYBnwBdoMqF8gx79tsNr+UFNGbg12EdkPQx7vzM8giZ4YcentAQz/VTe/f2WtADii4+XxeKysrBqz6Hi2f3F9mUXkECCLx5t3Pzs7UbDbHQEa/59gfSWOy1e12bdgKl8zhYzxV1lMfkStPP/P+VJIBEz7GIe5gz3knWBbr6+u6efOmPTsxymUqaewZg2H8956enqpcLuvw8NBoyf496KugMkklXBolfZLMDwNAsT/YJc/6wQem0+mxu9c4H0A+v+ecn0+I/aALEsu7d+/qj//4j3Xjxo0L9bVcKNEg+MGh4zBBQF6+fKlWq2WjE305FEHwwoyDITDmUjQ47Sj6ZG8DB+mblAlWPBqMAeXAfPbJuxQKBT148EDf+ta3VCgUlEgkDIVk870BvczyVRka9ghMmQoEMt7v91UoFHR8fGyl3lDovJkZNB0DjdBA5wiFQjYxgmQCofABMJx4gmvPV/XC5TmY3OJOUJBMJvXw4UPdv3/fbrjG8NJMdBnKGYLvA2/2Aof/5MkTSTJk6fj4WPv7+0Zn4VI0kAOM02RA44MyEFV/HwK3LbOvVIu4C4BEGTnnXEAxqAxQnaIS9Kd/+qfa3Ny0S8I8Dx25mUbW2BOQ4H6/r/n5ec3MzGhnZ0d7e3tm3Dx9BEScRnvQI9+8Ru8URs3zZEFSeHeP/PB+yCX2xJfeZ2ZmjCZFhQxuvA88PRrI/vNcfPZlZA45i8Viev311+3vfvrTn+qnP/3pWECRSCS0vr6uUqlkvRye3hAMnk+Zm5+fN7SZm77Zo8PDQ9tHgup6vW7yCbLO5Bc/9cpT37ydaTQalrCQJMXjcRWLRb311ltaWVkxp+LR1GmXBwX478FgoP39ff3iF7+wIAkU3qOQ3k7zHvy+p/6AGAIcSKN7c3DC2CYqc1S7CZIk2Shm70cI0gn0+Fmar8/OzrSzs6P/+T//p9bW1vSjH/3IaBpXgShP2jlkgYAVG+X3AQoQo8zpd/LnyB6y39g/aZTMEPBiE/HLLJ6B8yFwwl4CDFBFA2z0VRDsdiaTsQCLhP4yPtbrLHYeecGPEexmMhmrNtJ3QhMtTba+KiLJqrzYJ2kUjBEQ+wovCQny4xFkXzXi2bGtVAn4XXoahsOhJUI8G4HtVS3sHUBwvV63m8dzuZwlbYyn5TJLSWP9FLwXlEgq4MhJr9czn8nvezAYO0XFmP3n53yV3ccHBOswH3wMFwgE7KJequKTdmrahQ5wLoBjx8fHqlQqajabWlxcNDoeI5VPT0+NAjYzM2OX+RFXADqTqKNH+GXo4VTMkXnAAcB5kiqAFa+PyBOy65kLDELgrpalpSU9ePBgrC/sq8rfhXs0pPF5xgTrr732mlqtlra3t8cSDJy+Rxmh5gSDQTv0Xq831sGOMfMUDc839QLmESUCHS/wGFR+/uzsfMoG9JtvfetbNhqT5IfD8O982UWpq1gsWsm41Wrp6dOnqtVqqtfrNn8fNAok1aN2IL4osuc7esX1HH+CMX+eHkHwfBhkCAAA7CFJREFUHG5QQBI46CJ+8gqG+v3339cHH3wwRptj+oQPFqZdk4khxpAgZXV1VQsLCzYN6OzszBQZ2SPZ8VOKQLNA6UiG/VQvJlXgTDyyBwJG4yN3idCXkEgk7CI3DBGX+gSDQeVyOWUyGf3pn/6pHj58aMgVDueqEFJQXVAinG4+n7e95HZZ0DICZJIFj05KMqSX3yeoJbFkv+F0+nIsyT8BD2dMsOmdHWdA5Qm6TygU0srKihYWFuwmYxLpq0BGva77qU84pYcPH2pnZ0f//M//bBdsUi1ADwns0T+axKk4hMPnE9LQ5VKpZIYdDq+fhw7lgCCORAb6APQDj85j63AI9Jrk83mtr6/b6GdpdNGYd97TLPadd6cfKRaLaXl5WTMzM3r58qUqlYoFWCSgUA/pp0CuqPJls1m7pwT+P3uLjQRtJ1gikS4UCmbTMpmMVaDoL+KZCWSQAeSUpIbqUjKZHKNgXHXlm+cngOUZq9Xq2OWpTHjq9/uqVCpWPfWLhIEghqCeBANfMoluAu55gIG/91Vughn8DwmR9x+dTkebm5taWlrSm2++qZWVFQMO0Vnpaii23ndTdex0Otrb29Ph4aElZB41x6ah4+y/H7zi39PTadFRz6jwQyugchPcITPSiFXgg11ABUDP+fl51et1BQIBY13we/ityyyvs972Li8vj8VcjALmlm+PvJM8IUse1MM2hkLnE4uwOcQkTJjjpnPsN8NESBw8GO17CSRZZRFbg9wOBuf9Nqurq7pz5442NjYMKEXurqKKS2LDfuDLIpGI9SPhY0kQqtWqdnZ2dHh4qHq9bgNWJI3dcwbYJ43kBTAFANEnCsgdYAz3ME0COsSHfAaxEMByvV5XJBLR5uam3nvvPS0vL2tubs7srZed37amklBf2UAQKEtR1vVcPhTYIzUYOzYLw4aRJ3AhkPFKjJKSPVLCZHkUBfSGzWdzb926pffff18rKysqFApKpVJjVI/JYOUq0CppdMGLNLr6ncC33W4bl284HBri7ukqZLm+3AyFBSPhS96BQMBK6tKoPOr3Ec45gTZBjRcqP8aW87tz547efvttLSwsmLJ6lNKjyldRDeIsUQYoen/4h3+oRqOhR48e2RACqgkkdpHI+chaECkqNygcPHwcKIaIJAsZKpfLhh5iTAmm4vG42u22yuWyBQfe6IDiVKtVxeNxPXz4UN/+9reVzWbtbF6V0F428KNUzefwPujlixcvDJ3H6fLfGDbfXyGNbikliCHZ9cGdp/i9qg+DNRnYp1IpK3VzzplMRhsbG1pdXVUmk1GxWLSAATvkkaqrWgQUGGEQ0bfeekulUknPnz8fazzGsEOxI2D2tCbkh2bdk5MT1et1c9DSaEwuCTO3KiOf3q6it8ibby7FiWQyGXU6Ha2trenHP/6x7t69O9Zcz7Ndlb76qgw0jEwmo36/b/dRgGaDvlEZoAInjWwTU5CQi0qlMoYeg8Jh37gwi+EXOEYqlT7Q8M8yWU0gEGfMI8FpNpvV5uam2Tr/u5ddBC3oIKDI7u6uDg4OTH9JUrH3vqdDklXOoK6ge+hKq9Uy2iG+g2QXWSZh9oADvT+8K2cD3dePcWZq2tzcnH74wx/q5s2bun//vgX/2GDO5Cr2zvPaoSV3u13lcjmVSiVtbW3Zbe6+coWv89URbpJGPn3Vz9swgAH+2zeK+6Zp5AoAQJL1snDOnU5HN2/e1GuvvWYT6TKZjD0joBkyfBV75mWXADccDhstOxaLWeDZ7/etGssZe+CShIrPCQRGE7u8jZuUV/SNxBa/mkqlDGT1//DdnnUC4OnBgkwmo3w+P3YxKcmd/+eyewgADvNDkrLZrF0AjRxQZW21Wna/UKvVsjHM5XLZwEp/Hr3e+R0/VBxhv2D38aswKJAdHyshj5IMsCFhJEkjWYzH41pcXNR3vvMdfe9731M+n7fqFuD+V11Tp8I+8yfggD8MJxLnSynQB8KVSsVemkP2DVG+y53fpxRK9sX3Q00gcUHIESg/nz4QOB91+NZbb6lYLJoQgsYg3B7BvarABYUmAQBx5z6GRqOher2uUqk0hmizv/TGhMNh44HjDODB+0CDcjYlNf6ewIk94TlAn3yCgDEgOIJWk8vl9P7772t5edmUmiTIlyOvMuhjDz26TMb9p3/6p8rn8/r1r3+tarVqYxVxxul0WqlUyu58oQGepl7QTc9n5/vI8JGlk5MTS8J8H8POzo5qtZrtB7JMosY0IKp33/ve93T79m2jdHiZuwrjJ43LLkFJJpOxQBjjv7u7a7QBqBeUvNEjghD6MkCqaLakdN1oNFSr1ay648+NRFYaTS7x5VyapKFKBQIB3b59WxsbG0ZtJIikCoShvYqq4+TCcZDcE8jm83k9ePBAkvT48WNLAJA5ZCQej5sjAT0HHGH/q9WqhsPzsatQinDWvpJBsIHTQpcJOug/opGSkjs9HwsLC/qjP/ojvfPOOyoUCmN28arooSyeRzo/50QiYfsI4vjxxx/bz3ndghoAbcUjeyDMOGxklSCPvWPPCAh9kyb2ED/BeVD1QRY9YDMcno/mXFtbUy6X0507d5TL5cbQ6Kv0E8iZ/+zj42Pze+xNMplULBYb6wOSzsE2GkUZp01yC8jnB56wPwTfJBWclw/cQNulEcKK/eQ8oKg0Gg1Fo1G9++67evDggQ0xgNZ6VYjy5PIDBaisULHd29uzRmtfuZBkgSgUQ2hCLBIE9B0/zlkhxwRv+EP8Kv5WGgGNHojNZDJaX1/Xt771LW1ubioUOp/qGIvFbPCBNLp36CplThol4IlEYqw/KJ1OW4WyWCwaz59YDeoi70zPHzrPPvLuVGG9r4VRAfXY90V5cNkngp42TywI8AOQcvPmTa2trSkej4+BeZet3r5qD7FnJJPB4PkELPSKOI3vZ5+5WJXKLOeOHQKEh1VB3E2C4xNmgCkSDS8jJMToPyBNJBKxCZzh8PmEubW1Nd27d08//OEPtb6+br5lGj97qUTDI/+xWMy41GwI3H9Gd3GoZO1koBh7b2B5KdBSX5WYmRldpIOAgVpIMvSf2dj8frfbVTab1cOHD7WxsWFlSQ6UYE+6uuTC7xdG1VcVSMY2Nja0sbFhxnp/f1/hcHhsBCvoOgEbBg+HgmKyDwinNBpnRjKFs0GIEX4CHDJWPqPf72tubk6ZTEYnJyd666239PrrrysQCIwpiU+QrnoPWRgIH1zdv39f8/PzWltbGysZzs/Pq9vtqlqtWhBChcc3q3J/BfLGOxPonZ2dGbWNhJe+Bn6vWq1aEz4BIMg0xqHfP59+sbGxoQcPHphT89z6qzZ+LAJXjNBgMLAbtjOZjFH4JhMe9I4ALpfLGYrF5KzBYGAXeLIfvtlPGo3TJXnlDPyYQpCXdDqtQqGgWCyme/fuWW+DD8J98P91yZqv3uLwcA5ra2sWANI3RXNfs9m0RCOVShn/m2Te9xZI546cMbg0zYNeehCFCgROmefK5XImt1TvmFYVDAZ148YN/cVf/IXu37+vYrFoskbAfdX754ELBodgoyORiP7gD/5Ad+/e1a9//Wu9ePFC/X7fhhMQmIGe4wtACqm+kcBEo1FLUEiMSa5oqidQRmd9xQ2AiySQIBEueL1e1+Liov74j/9Yt2/f1tzcnFUzrhqMYk1WVebm5nT79m1LzBOJhBqNhl0Ehs1hpHK9Xjf/QUKFvHiahKdS4IsINghEGAkLYsu+0kxKTxKJEJ97cnKibDaru3fv6kc/+pEePHhgNvHr1FlpVImkqkFifXR0pEKhYJcf4veIRzztLBQKKZPJWH8f5+HRcAJp9IjED90jsMZ3syaH00QiEWWzWb3++utaWlrSnTt3VCgUTIfox/CT0a5y+XcjIcCe8K6vvfaaFhYW9Mtf/lKlUmlsSpzn9PPMvnKBzUN+YRYARKHn7GmtVjPfKGlMRiVZNZt/Q4XDvkDjunPnjt555x3du3fPGAV8nqerXXb5mGcyhsK3YbcAUnifbDar7e1ttVotS5wk2eRGQGH2Vjq3r1AoPWgtjQZa8FwkOdhkDzLiY4iZAb43Nzf113/911pdXR1jL0y7LkXuI2jGmZEFkTz48hocdmk0vowX9Aidp5pQzidIQzEJmFBS381PWZFGQMbXtdttLSwsaHFx0Rqx19fXlU6nLdD2Da1XvXwA7o0EyhwIBHT37l1r7KlWqyZEvifFN/zAK6Xa48dg8rM4LCoOPqHzewqqL8mE2U/3weFkMhlFIhGtrq7aRJPFxUVTnKtGRl+1hz4g5z3m5uaUy+X01ltv2QVDu7u7loRRJkSe5ufn7SwwVtCfGEAgjW7WREZIYgh8Op2OKpWKnRETmFBOgmv6M3q9norFoj744AOtrq7ad3xdiDzvyAKtYg95Rs7r0aNHX7p1FBSPOe5MSfJDDE5OTrS3t2eNtTTFY9wBH5BVaTSumOCHvYpGo1pdXdXbb7+tdDqtbDZrdgaD6JFwn7h/XYvn9JVFpqydnZ0ZOo/BpyTNPiwvL9ulflR5STBxiuwB70YAQhCO84CCRL8NdjaXy6lSqahSqViTIcHSX/3VX+nNN98cQ+F9wCRdbbBM0OrRQxwbHHOAgX/6p3/S3/7t31pl1leHkBkAEj+9x38PPgWAC70kGfW2aWZmRs1mU81mc2ycuKc60pMRDAbtrN9//3299tpr5mOwc962X+X+See2wfdNQQWq1+vK5/M6PT2/rT4UOr9fqFqt2sWEJCjYfHTWU5XYbwIQfDFByWSFk/4rpvQBVjG0RBpNHCwWi3rw4IG+//3vmy57n/R1LZ/8ITuRSETz8/O6ceOGCoWC9vb2zG6jW8Qc9E95e04MgjzjdwCqJBkDA9CB2AO7AUrPwALOdzAYjA0q4B6KXC431leDD5t8z6vaL/6bf0jU0I1QKKS1tTXNzc2p1Wrp7//+7y1pQL/pGaViNRkX+F4Cf7+Dp955qjL2EH3s9Xrmm6nc+h4mSeZvC4WC3nrrLZvoiF2RLj+h619bxKeS7Mw9WEfcBeMhEAhoaWnJqGlra2s6PT3V3t6eAX/07cTjcaXTaZXLZasSQQPEniFfwWDQhmIwsIXzSafTJl/0ljLu+t1339X3vvc9vf766+avkftpZe5yXUTSmEBinKRRsyKOQZKhRYFAwPjXIHIYdygtHnH3kwj8pCSEzH+O5zCi4ExEoBy1sLCg9fV1c9iekvV1BXvslTQ+Eo3/Pzs7Uy6X0/37902RaHAGDSAQYY9poOQmSDi3sVhMi4uLY02gHjlH4HySSJC3uLhovEzOkOCeQCCTyWh/f1+dTkd37961Wc1fp/N41V4ScPgegXA4rPfff1/5fF6fffaZnjx5YpxHUKSTkxNDnEk07t+/b/t0dHRk1B8cBKVhKh2gFCSFyDTOWzo3oNz1MBgMtLe3p0AgoO9///v6kz/5ExUKBSt9fhN7xzN7tIM/Y/X7feuxgv4Ij9sjme1225rYfD9MLBYbGzXKd4H8Ub0ksCEoRFez2azy+bxVTXK5nCQZZYa9x8l/HbSLV+2bNGrQBSHGoczNzdmEEfjEW1tbarVaNiWOBG1/f1/7+/u6efOmGX8PuuDYCYDh6hI4gyhDfwsGg8pms+r1ejo4ONDOzo6dB2jZBx98oPn5eZMxn9B83XI3iQITjGHbZ2dn9eMf/1grKyv66U9/qo8++sioB/wMFQZskiRDzqXRXQe+10+SBdUg+eyLH21L8OKrG/S3DIdDLS0t6Qc/+IH+7M/+TK+//rrJ82Sw/HXsI8AbFFh81Pz8vPb29mx6YafT0c7OjjV0g1iy51QXqKrRF4nN5N/czzCJSPsLXQmIPbXUX2LJ90UiES0sLOiHP/yh3njjDWMXfBOgwOQiRkmlUtrc3FS1WrUeRCbwNZtNiyGIZ6B1+4TK91kxAp93B1n3dG7AMC41JmbBRvreoW63q4ODAy0vLxvlBWYGZ0Zi83XYPC/Dk4k8OsywmD//8z9XsVjUL3/5S718+dIo575vjwZtadRThs1kf/k9AIGjoyPV63WLO6QRDXNy0hT9Wfwu8s9UvR/96Ed6/fXXlc/nx+iR38Ty1GliLl81JIlnr6n8HR0dqd8/v9wP0DgQOKf7ZzIZLS8vKxqN6m//9m/V75/3Gt++fdtYGaVSSbu7uyqXyzatFGBxZmZGS0tLyuVyBhofHh7q5cuXevLkiRYWFlQsFu2qB0/PvSw4cKlEw2e/rMFgYNNBCOjgQNJxX6/XrexKOZGsFQeCM5Q01jHvkxdPK5BGgRT0DM8Z5HmLxaKKxaIkWUnK06W+LiT+Vf/vaRkETTTchEIh/eM//qMajYbd3EpgBrLR651fSERjJEoOSg13lzG6BMme1w2X249QGwwGajQadh8Cn4mS4FjeeOMNra6uWsPR141UvWovPWJKVSYajer27dvGsfX9QHBxQe35zEKhYE6Dcnun07ExoowIxdEQIILAUBJGfpkohHM6PT3V8vKybty4oR/96EdaXl42OUcOvqlkg++hukGARVJ+cHCgSqWiTCZjzbyee+ovfQRcgC+KboK+wLcNh8NaWloymiL8WRI4St5cqFQsFpVOp81546RJUianWH2dyyPWk2c0OzurbDarxcVFQ+kIzGZmZuxiNem8MZB9rNVqKhaL9m4k/n7+P4gqCCs0mN3dXdVqNeNup9NpG0Lgm/q51Ze7JzwdiQTtm5A5jzD77yXYC4VCNjrxZz/7mX7xi1/o0aNHFpThMAGfoPEwAQrKGfYPXffglK9Iwi+PRqMmhwTQ7D8Tun7wgx/ov/yX/6K1tTVJ+kYDZQAg9AwbQeXVXxC6ubmpra0t7ezsqF6v2z052LRarWbJAu/rP5vAjkCO6hB6DjJdr9ft+Zju5yeegSbTSHzz5k2rDnwTujq5PBCBTywUCsrlcmMDJfb39w0RlmQUZnwu/pYA2TfoDofn/Tt+SAu6yXASXyUmCPeA4fz8vE0ihDLlG899o/E3tYeeJeJpgpFIRCsrK4au/8M//INevnxpF2lSAeK50U0YJiRfUEQBe4kXoQz5Hjyo20zqJKnxE6gajYbC4bDefPNN/dmf/Zneffdds59fR9Xxt+2dZ5PwzvgwQCYPcjNgBntNYpHNZjU/P2+DMJjueu/ePb3//vt2v1Sr1dKTJ0/0i1/8wmI69g2A+D/8h/+g5eVlk+nd3V0FAgEDp+/du6dbt25paWlJ0jgr5jLr0hUNFptJ8ML4OoIJEgo2nP/u9XrWhCtprNrB54LGe0PLBnBbMI2UnvJBEBoMBm0UJugWgo3z8ujrN7kQfv/dp6enWllZ0a1bt/T06VObkSxpzPD78ayUXHEeZPqZTMYchzdynAMXdRFI+4vrSG4CgYBVO3iGDz74QA8ePBi7rO2bXpPCj1HCGGcyGd2/f1/1et0m3fiLkny1ptVqaWdnx4wWToNqEaVZ/+eZTEa5XM4ubcOREkBBF+RywbfffluvvfbaGJ3od4HweSSFwMw3KhYKBZuhXqlUVKvVjKvu0bRwOKxisaher2cIK42iyAyTWsLhsAqFghYWFiTJGsUBC/r9vhYWFmwK3OLioorFoiVC0ENIiEBbvqn98+AAaC7vGIlEtL6+bjJ1dnZm1E161yjzHx0dmU4yzYXPwtE2m00b00qiRwUIYEA6p0pBRQJAWFpaMurf3NycVldXtbq6qvn5eQuqAoHRhBjWN5V0+O/jOwlqb9++raWlJb399tv6H//jf+j58+dGG2K8JkGMNAIXABhA8wkGCVAIXjgvZIbG3Wg0aoMPcPyZTEY3btzQf/7P/9mcrjRO3/wmFt9DwOcrX7lczgI5qo3Ly8sql8t68uSJdnZ2LLngjqNsNmsy53sECDzwjVR/QKLD4bC2tras/wPAyVMkfTVkZWVFb7/9tgWFPvCaDPi+7iDQ93h6mg6AHn6uWq2qWq0qEonY8AY/Rp7GXqqWfrQ01fRqtaparWYJHdQ3kjGCzGQyaUBKPp/XzZs3tbKyojt37tiQGsCV30WSwfJ6CuUH/SoWi7p//771aD5+/NhkghHdAHDco4HuUuHiLiD0ld5KEhZiC+5o8XRT/Ci9WSsrK/rWt76lv/7rv9atW7fMv3yTds0vzovYkucHCME+8TPIITEpcoCs8OfRaFR/+Id/qOFwqFQqZXIGgAKjh6sRHjx4oKWlJc3Pz+vhw4dGF+z3+0qlUnrjjTc0Pz9vEx19C4N0NVc7XEmiwUGS+UqybJfRrfDTQaGkcyEulUpWamSGMo2ONFB56gLKDZpMeQmaBcaOg1taWtLm5qaKxaKGw6Fevnw51vdBUPl1UqZ+2/LJBklEOBzW5uamksmkoVQoIo1nGCzQFT/Nx485w9BSxcCgElhCfeIZcGogQOl0WsvLy1pfX1coFNLy8vKX7i/4phD5yYWTAnGTRkFTMpnUm2++qW63q48++kjSuAyhbEdHR2M3evuSra+6UWrP5XJaWloy+srMzIw1w1ExOTs7UzqdtjLua6+9prt379rt2ygz7/C72DvfHxQMnjfJk7gSQIME08gMWknymkwm1Wq19PHHH2tnZ8eCOObN41jn5+d169Yt5XI5NRoNuywQulUul9Pa2prm5+eVzWZtX6PRqKH0yDSVzt8FQip9WV8Zf3r79m1FIhHt7e3ZXQ21Ws3uW6FK2Gq1FAqFND8/b1UzOP/M46exFmSKYBJqGrLjG1wZGUriQ0P9Bx98YAird/ZfN/XnVcsHzgS2nmaA33j48KEWFhYs2S2VSlb5oukUgGrShvP3JGaABT4pxbb5IRYE65I0Pz+vO3fuWHJDYPBNJ2R+ceY+CBsOh9ZnyBjUbDartbU1HR8fq1wu64svvtD+/r4qlYrpJToNmuqTsuPjYx0eHioQCGhlZcUGRrx8+dL20gNQ3E0kyQJn7yN89fNV+vpN6DAUEJIsdCqZTNplqQcHB8rlcup2u9rf3zffQBKLfvLMIO/460AgYDIJKo2+AWBhQ5kCt7Kyoo2NDa2trWlhYcGC+cnKMeDh78LesXd+8b6FQkG3b98eS0Cr1aq9N9PHoLeTfPjKL03l0J9arZYNLOHniUmI/QBUGYazsbGhDz74QG+99ZZu375tsc7vyrey0FnsnJ8aSPIIOAqQhj+ENQEYiP2iAoZPlGR2gNvjJdmQjXg8rn/zb/6NTQGDLs69Yrdu3TKmgU8yftPAhmn288oqGhgSr9D5fH6sWZvSkb+ACjT05cuXY/dvgKLAn8SBckshl5DMzs6aMK+uriqVSllPRiqVUrFYVCqVsl6FtbU1UwJfyfimhNE7qsn/lkY3pufzeUOtbt68qXq9rmazaUocj8dVLpdVLpfHArbBYGAj8BjxOjMzo1QqZagWI3QlWRWkVCrp8PDQOJhky0tLS9rY2NDt27dVKBSUzWbHEJbf9G7f5PKJrp+wIJ0r5VtvvaXZ2Vn9y7/8iyW09XrdGtZAOUHWcRzIBdQNeM8gC3DADw8PFQqdX3x3dHSkfD6vd999V++++65d1tPr9axShzL/LpzG5OK9faAHRaBQKFjwRQKVz+cNRRkOhyY7Ozs71ny/tLSkYrFo05cIqtfX160MDN0HGkcmk7GKIw4GgALdB83FGfsGwG9iefqUT0ZxqLu7u1aJhDdfLpcVDJ5f0Mis9C+++EKFQkFra2t69uyZVSuePn2qQOC8MdA7Vhww9B2CHYJFpgul02kNh0NL2h48eKCbN2+OjZT1ydnvUl8JnPyUN5wwKPnCwoICgYBdRAeKXq1WJckq0lBzaEgeDocWUDIAg9G5UCMZkyyN6AGMVb53754ymYwl0kya+yYpjr9pTdpcSVZ5IKDjudvtttLptJLJpJ49e6ZyuWw/22g0xhpTpdHQj1qtplarZXQ97vlZXFw0ihlUIUDB2dlZFQoFffvb37bLQPHVkn5jkvFNLeIPAmRoKgBC+XxeyWRSR0dHdleSvxyyXC5bVQJUmklb9E2mUinduXNHkmyqlWdPYFOXl5dtuAZ0qUwmY0k2rA2Q/t9lksHyoBi0KNbCwoJee+01zc7O6uDgQM+fP7fqLPR0bBi2nso3dEWakhkX7wGIYDBoo3AZXsCFmQsLC0omk0b34bJP3//6m2iv39RC9rAfZ2dnBuR5+rWkL9HyeG5iDfbD09kAVRh0tLy8bHexkKx2u10D74mbSShIImG6ENvxXa96H57rq64rSzT4Yt9o6ucWs8EggDjHWCymlZUV3b592+gZ1WpVp6en2t7eljRqJAUVLRaLqlar2t3dtUSmUChoaWnJGrR8mVIaTSLwtyn6ps5vav1rKKI/QM/HOz09tftJjo6OzDGurKwY4kKT/erqqlZWVtRsNvV3f/d3evHihTmbu3fvamFhQf1+33jIZK3QsAjEJdkoTJyYH1P5KmH7XTpgaVTiQ94IhAeDge7fv28UiUajof/zf/6P8eLhTYbDYaVSqTFKSrPZ1P/6X/9L0WhUN27c0Ntvv6319XWdnZ2NNUczL55xxFwORFUJJ0eg54O83+W++aAZxIRgBcdXKBR0//59C+wJEP0IW1Aq+iw2NzdVr9dVLpclnfcnUH0DTSaYTiQSisfjVu2RRpduQjHCtjDN5ZtOMtgr/9+cIRNiSI4oScfjcbucU5IFKtD6YrGY3n33Xb3++us6PT3V3/zN32h/f1/JZFLr6+t68803VSgUxhomP/30U6sCDwYDq3aGQiF95zvf0ebmpl14mM1mrR+DYP53QdV71fIIN/YYkKpYLBqy3Gg0tL6+rk8++US7u7uKx+MqFApqt9t23xAVcSguoVBI6XTaJs14ZwtKOBwOtbu7a/0dsVhMb731lv7dv/t3un37tnZ3d40WCeL4+7IIXDxQxj4C4L1quhRN+PhZkjsAGoAtxsAXCgWtr6/bhWP8G38B9ZT+yxs3buidd94xSqZPRr5uetRF9g2bxfAOArVo9Px+D5BeKHntdlvLy8tm80gcdnZ27F6mQqGgGzdu6OHDhzbOmqEO1WpV/X5f2WxWxWJRg8HAYhcC77W1NburguSb5/TB8u9y77DXULqwfTMzM7p586aWlpZUqVR069Ytra+v66OPPrKLIonh8I+wKJBf7p+CIkWSSkCcyWTsO0mANzY2lMvlbJpoMpk0QMxXgn6XC7n3lQ1JY8mUH/Djm96h30myuHU4HFplm0QF++l7l+/fv2/TGhl6BOPC358EM8Y/66v2zvu7aQCqK000pNFG+qBFGl2uwiVcbDAIMZOOQLW2t7dtegV9FYuLi9rc3DQ+2RtvvDE21hAh4ztRVD99iQAFGsbvWhAnlz9EKjgcPtxvP12FdwXdnJ+f18zMjF3+x02ylCYJqLmXwCOnGGGSN9Au9nAywPt9UGQWCuANM89GGfadd96xkXH/8T/+R5XLZT1//lzSSB6KxaLW19e1t7enZrOp3d1dk8Ef/OAH+vM//3NrkiR5oMkWBfXzpgnaCQZ+HxCWV61JY+hlEOSXxtpOp2M61+12tbi4qD/5kz/RBx98YBU1aHwADOl02vYFO4Czp1kNzj0JIlRLSuSBQMB45b9rxyuNy5wkS8QlWRKPER8MzqcfvfXWW/rWt76lo6MjVatV3b59W8lkUnt7e3a3CYExe5FMJu0CrI2NDe3v76vRaOjw8NAuorp3756Wl5cNtfJIKFWR3yXtZ3JN0kFIhHDABCXJZFLLy8u6f/++nj59atOVqtWqPv/887GRuOHw+UWmL1680J07d/Sf/tN/UiKR0MHBgXZ3d/XkyRO7XJIbdhkC8d3vflff+c537CLIBw8emH30aO7vw/LAgAf3QE3ZT+zS5uamVlZWDDXe2tpSLBYbG5HJPwRrsVhMy8vLWlxc1I0bN2wKEog2VTVQUIJChjX4Efb+mX/XyyO1VHElWRUMP+svJORnQJ7Pzs60s7MzljwtLi6qUCjo5s2bRomEuletVsf8Zr/fNxrL4uKistms0W89Ys3z/r7s3STSzb99z1w8Htfq6qqy2axu376tSqWiZrNplWv0i4skoYKXSiVFIhF9//vft3PARjJ2lcoZQEQul7O/o7H/mxpKc5H1qmQDf8c++iCfPhRJY2Pzfczhp7n6CazE2cgVPzM5WRJ/wLnx3RQGeO7J93jVn3+VdeWJhjQKVHBwLM9p9o6Q4IHmSFD3nZ0d2yiuQ6cT3181D1/cX1oiyYLnydKUR1l+H5en/ng0AAOEoHralx9pSwMgvTDMTsaJg0BFo1FrdPaTSOiNYRIVSNikoP2+7Z9/nskAAST95s2bKhQKajQaxitm+gUjj7PZrKF+7OX+/r5R+lBMgm1vQJAv/h8D4g3N79u+sXyvC9UD0FAcijRyfp6GAxWFpDYYDNpN1siXTwL5XBxXNBq1e2CwCV6vvZ34fVqetoehJqAHyPAOAhmB1gm1hwY+qDrcV8A9IvSBIFupVErLy8tKJBLmvOGA+yl9OKDfpyTDL88L9ig9ABRBdDgc1uuvv6579+6pUqmoWq3qzp07hgBS2X358qVevHihweB8VjzV88XFRd26dcsmFzIc4vT0VBsbG3rzzTeNEkhzpacU/b4tz+/24IanKKM/UOdIdjOZjI3S/OKLL1QqldRqtayiSE8ZY1Z9IhEOh63SRB8RgabvDfTB8u9LoMxCR30yBGDAEAVPZSZ5ks5tHwGyNKKbNZtNA0agk/X7fYtn/JQ8qrVUoLCJPAcy//uUZLCQL0ljvQPYeG/P0um07ty5Y5UIKPWxWEy1Wk1Pnz5Vp9PR3t6etre3dXJyom9/+9sqFos6PDwcq1oMBucT/fxQC3oASUBYv4/66hMJ4jtP75bG5dKDpcQRvjqL3sMukDRGtfX9G9JoIqs0Xk3heycTnyt//+HvmyRfr+t1va7X9bpe1+t6Xa/rdb3+f3797kYtXa/rdb2u1/W6Xtfrel2v63W9/v92XSca1+t6Xa/rdb2u1/W6Xtfrel2vK1/Xicb1ul7X63pdr+t1va7X9bpe1+vK13Wicb2u1/W6Xtfrel2v63W9rtf1uvJ1nWhcr+t1va7X9bpe1+t6Xa/rdb2ufF0nGtfrel2v63W9rtf1ul7X63pdrytf14nG9bpe1+t6Xa/rdb2u1/W6Xtfrytd1onG9rtf1ul7X63pdr+t1va7X9brydZ1oXK/rdb2u1/W6Xtfrel2v63W9rnxdJxrX63pdr+t1va7X9bpe1+t6Xa8rX9eJxvW6Xtfrel2v63W9rtf1ul7X68rXdaJxva7X9bpe1+t6Xa/rdb2u1/W68hX+qj+4tbUlSRoOh5KkQCCgUCikYDCowWCgfr+vs7MzDQYDhUIhRaNR+1lJYz/T7/cViUQUjUY1NzcnSer1eup2u+r3++r1evbZfFcgEFC/39fMzIwikYjC4bCGw6EGg4G63a6Gw6F99mAwOH+5cNieJxwOKxwO2zMOh0MFAgH7DP9ekhQMBhUIBOwZWOvr6xfe5OfPn3/pz/xznp2dKRgMKhgMKhKJ2D7zXux1KBSy5+33++p2uzo5OVE0GlW321Wv11Or1dLh4aH6/b7m5+d1//59RSIRnZ2d6fj4WIPBwD5vdnZWiURC4XBYoVBIp6enarfb6vV69myRSGTsTNjXSCRiz8w+9vv9sXf05y9JN27cuJK9QzaQJ/6Mc2bPAoGABoOBTk9P1ev17Od4NvZiUn5jsZhSqZQikYi9VzAY1MnJiZrNpu3LycmJarWa6vW6gsGg4vG4FhcXlcvlFI1Gx/aa7xkMBur1eur3+2PPidyx75Pronv3i1/84kt/NhwO7Tv5f/aPs+IMT09PdXh4qFKppH6/r2w2q1gsplAopMPDQ9VqNc3MzGh2dlbD4VD5fF4zMzMaDAbqdDqKx+Oam5tTKpVSKpVSOp3WcDhUo9HQ0dGRfR86yZ60222dnJyo0Wio0+lobm5OMzMzSqVSmp+fVzgc/pJOeh3mH9Y777xzoX2TpKdPn/7Gv/Pf5e2Gt1XBYNB0Crk6PT21vQ2FQpqZmbFzCAQCikQiGgwGOj4+Vrfb1WAwUDAY1MzMjObm5jQYDHR2djYmt8PhUOHwuQlHvpFXb+cikYji8bjC4fDY2ft/T/63JG1ubl547/7hH/7hlX/OuaEL6APnjq61220dHx+r1+up0+no5ORER0dHajQapmOJRMLsfiwWs307OTkxOyBJyWTSZKbdbpv97HQ6ikajSqfTikajmp2dtTMcDAaanZ3V7Oys2T78kvcbnOWk32B973vfu/De/Sa587bB2//hcPglH4kNRF68fgeDQXtX9iIUCmkwGKjVaqnX64393Nzc3Jdkie/j9/FR7M/p6an9rPcvwWBwTD9fpausaeTu2bNnX/oz4gH8KjFHIBBQt9u1v/fvGA6HNTs7q5mZGYVCIZ2cnNg7+Zjn7OzMzgW9jMfjJnvsT7/ft5/Dj6LvPr7gGSb9kvcP6A8/42WDdfPmzQvv3fb29pf+zNtY76d6vZ69A3vB/vJMJycnOj4+1nA4VCqVMjs4HA7V6/V0cnKiXq9nutxqtdRsNnVycqJIJKJ0Oq1ut2tnxv73ej2lUinNzc1pbm5uzD9jR/yze9/Lc77K57FWV1cvtG+PHj0a2x9JikajY3aj0+mYLZ+bmxuLK9kX3o+FLPJZ6Ek4HDY7NzMzo1gspmg0ar+DPBNPDodD++yZmRmz/3xnKBRSJBIZi+P5Lp7H79GkrLHu3LnzW/fqKyca/sv8w/jAHCXwwZl3pjhF/6IEtT5JwHmcnp4qEAiY0g+HQ83MzCgejysYDOr09FSdTsc20wdvw+FQh4eHOjk5UTgcVjweVzKZtADZH6xPOPz/+3e7ysX7++AOQcLwS+fGCuPjAwOer16vq1KpSDoX8MPDQ21tbanb7WpmZkYnJyemkHxHp9NRIBBQPB5XLBbTy5cv1e12FY/H1e121Ww2dXx8rLOzM8Xjca2uriqXy1kChDDyeSRyXpF5PtarnMm0CyWdNLyTMslz8FzhcNgCOH6u0+lIksmXJHO2s7OzFpz1ej01m001m031+32lUikzWEdHR3r58qWOjo4UCoW0ubmp119/Xfl8fiwhngwy/T56uf26ln8GH2xOJjgE/hikwWCgRqOhk5MTZbNZnZycaHd3d0y/A4GAtre3FY1GFYvFlE6n7XcxciSwzWZT9Xpd4XBY0WjU3h99J1He2dlRLBZTNpu1PTw5OVEsFrPz9PbEBzI+AbiK5W0Yn4vz8GfoZVPSWIDmExL0EFmLRCKKxWImL+g8e0uSgo3j/X2SjB7ivDwwwGd4u+J/f1JOrnJxTj5Y8vrJnxHE8vzNZlOlUknb29tqtVpmC9vttg4PDxUOh7W4uKhUKqVut6tut2vvyj7E43HV63UDYZLJpGZnZ9Xv922/Z2ZmTLb6/b7C4bDZA/ZvZmbGzsrbbm9vXgVKXXb5IJP94Zw507OzM3tO9tbLj7fRkkzuCKoB7rCTHizq9Xo6PT2VNJJ33nEyqMG+4tfRAQJ6/L+Xu0nQ4yoXtofnYz85Vx+Aej+MvUKffZKErgSDQUtYJnWV3+Mfb6d4FuTMB8reZnjwlufGBvp/JuOUq1yT5+ET2cnnCwaDqtVq2t3d1dHRke19KpVSrVZTt9vVwcGBAoGA5ufnLXY7OjpStVrV6empGo2Gjo+PFQ6HDYyanZ3V2dmZOp2Ojo+PFY/HtbCwoEQiYSBWOp22M+r1emPnyXPw996O/6b3nGb5z/P7RBJAHOtl3v8ONg9bQhLKn2EXI5GIksmkgSz8jAe0AJzwk5MxEe+M3HrAnufHVnhw5bL7dqFEY9IwsAmTm+wVAYOIoYxGo2OVhUajYZkbh0KygUDyPZ1OR7VazRIHjwp4lIyfPzs7U6vV0tnZmWV0KP2rEL3Jw/DvcJXKTGDpg2H/DN6hYJh6vZ7a7bba7bY6nY6hADs7OyYwzWZTtVpNp6enmp2dVbvdVjQatSSi3W7r6OjI/p6EjmrS4eGhOp2OYrGYMpmMjo+P9cknn2hzc1P37983dMI7rknD599jcn+vYnHGPojyjmISufAJLsEsyArvXalUzCH2ej3FYjFDMYPBoKrVql6+fKmdnR3Nzc1pY2NDmUzGfr7VaqlerysSiajVauno6MgSOYJp/zySXmkErnqv/HpVpWQygOb7qYAlk0l1u13V63Xt7++rUqkoEAgoFotJkhqNhiFU6XRaMzMzOjg4MMQJkGBjY0Pz8/NWUcMWJJNJQw2Hw6GazaYODw9Vr9fVbDY1GAz0+PFjzczMKJlMam1tzSoBk/rzqn38OpIN/nvSaXlb4Z/lVQEPctjtdhUMBhWLxQxFJ/CdmZkxm+V/3yc2oF4ekeU7CKgljSVBfl/8e3xdQZ8POnl3HyBFIhELUAn+kZtgMKhut6v9/X1L8DudjgEEh4eHJqsnJycKBAIWnJCUEFS3222Vy2WlUilFo1GlUin7DA9WJJNJe3980OTyyeyk7bvqZIPvm7QbHtn2fhd584AfthJbDyIdjUZNziKRiI6OjqxK6e2WTy6wnx68AiFm/7E1k2DEZHLh1yQ4dRV7xn7x7iRl/n0Alah6SSP7VyqV1Gq1FIvFVCgUxoLV4XBoid7p6amCwaDa7fYYYANweHZ2ZshxOBweA508YOFBg8k1CYzyDF9XkuHP/VWAoo+zAJ/q9brFKtVqVVtbW/ZurVZL/X5fBwcHisViVjkKh8NWtcSGeRSe6kin09HCwoKOj4/t+3O5nFZXV7WxsTGWTPhqkteJ35SYXZXceeDGA6EeICIpIL7wesw7+2phu9022Tk5ObHEi0rb3NycotGoySLfD/CCreAciB+Hw6HF3T4582DCb9ufi+zbV040/AFNHtTk/7OxHsnikPv9vpWrCTwwAhg/UF9JRsEKBoNqNBp6/vy5Tk9PFY/Hlc1mlclkLNvjs3imaDSq4+NjNZtN5XI5zc7OjgkbBlLSmFL5YMWXTK9i+QzRK+8k4tfr9caCE5T02bNnVmYMBoNjJW9PD6rX62YMY7GYWq2WTk9PjZYwGAyUyWTMgPK9BMckMq1WS41GQ4FAQLdv39b8/PxYgOKNDvvuESTWVSmzR3L893Nmfs/8OSJX/X7f3omkAJpOp9NRt9tVKBRSOp3W/Py80TQODg60t7dnsgsiU6/XzQD0+32rGL2qRE9C6J8ZZAsd8DJ5letVQaTXzUl0bjA4p1NgkIbDoTkJdBVZouQ9HA51fHysVqtlnx+NRlWr1ZRKpayKMRgMNDc3Z4a02+1acCPJHHOv19PR0ZHm5+dVLBbH6Ea/iXqG/E3S+K5qD32i6xFOnIY/20gkomazqV6vp2g0qmg0audLQI08vCqJSCaTRi1FVkKhkKHS3uH4YIWz8JQP7zw8UuptzteVbPiz8QGTTxTREZBA3guKgDSyxclk0vb96OjIHLEks5vsM8AKewv94OjoSM+ePVMkErGqWa/XM4pgp9OxShOyJsmeb1JffxPgclX7NwkKSLKg1VcjvNyhVwTOoLvsOeeOv+ZdUqmUEomEJI2h7ycnJ+p0Ohas8PM8g9ffVwXLkzr5dSRl0rjd988xWen0cUcoFFIsFjOU+OnTp/rwww8VjUb18OFD5fN587M+EGcv6/W6nj59qkwmo7W1NdPBs7Mzdbtd03+SOmytt1XIqDQO2k4GsF/n8vsz+d/snw+esfHLy8tKJpPa2toyytPx8bEqlYrpGOAb4DOJ2dnZmVEjJanVaunk5MRofoAGpVLJKrWtVkvb29tWRblz545RTNkrv2de9r5OQBTZ8FUB/n12dmZxAckGyRbxG4map3vjI/r9vmZnZ8dkBj0EqAJ0gdXi40vAavzC6empAfy+wseaTDQnY4evJdHgCycNns/IJ7/YlygxytAACBrYBDYbo4YysuHtdlvb29sqlUqWrcEjjcVimp+fN4oPSNjR0ZEODw91fHysmZkZVatV5XK5sQBFGjmwSYSPxTtelZL/a4gOzwaNJBwO6/T0VOVyeezdCZr5XW+UAoGAOp2Ojo6OzFHU63WjmSFolUpFzWZTMzMzymQykmTUtKOjIyuJx2IxLS8vjyH0ksYc1b/2rleN1HtElj2bRHwmUTgMEPQw0E6CG/YtGo2q1+upUqmoXq+bcyBYOT4+1sHBgXHJq9Wq0TNOT0/17NkzLS0tGf+b3hecPM/vAx/O0yMbV7m8fEzu32SAifM4Pj7WkydPTFdnZmaMj40Msj+gmwR1yE2/3zc+bqVSUSKRUDabNaMHCnN2dmY9H1A1er2ejo+PNTc3Z1TJVyF5PmHztunrQvom99UbYZ7RU0qgLoKWcraTwVij0RijDYVCIatI+uSJ35v8TAL1TCaj2dnZMRqBL917xMo74q8rgJn8zkk75f2GT5iOj4/VbrcVDAaNaliv1w0kIfmo1+uanZ21ZAHEzzt4KiD4IWhSONpgMKhMJmN9SfF43J6L5M77Ou+3XqVXV71+k9zxd17uoC7Nzc0ZNRm9ZT9IDDzKD+oMcsq+IDfsezQaNTCFQLrX6ymTySgej5vccZ4846S/nfyzyfe67PJJ9GSy4b/LI8nYMQC5X/3qV4rFYtrY2LDfw26jg4CcrVZLP/nJT9Tv9/WDH/xADx8+HKMvoof892RyzP76pJ/lk8jJar7f36tar/IPvLe3HfiKSCSiRCJhIDIgZbvdHjtnfIGXPXox4vH4mE7Sd4o8n5ycqF6vq16vK5lMKhqNKhgMqtls6smTJ0omk1pZWTEAh32VziuTPkZ4le5Ou0+T++7tBGvSt1LRwQ4Rr1LZJ2GH/UNllb32ADrAC/pKAler1ZTP55VIJMxnU8kkOUkkEl/ymZNxPH/vATT/d191/75yovGqLJAH8JvslZdAKhQKGT+e4I7Aq9PpaH9/35zD3NycMpmM8vn8GGWoWq3q2bNnVuoOhUKGRAeDQc3Pz2txcdESjnq9rs8//1zPnj1Tt9tVrVZTs9nUu+++q3w+r6OjIztIv7n+3SYz+ssqs0dCJgNj/48vsUlStVo1IUylUjo6OlKtVrMqDxk0tKfhcGjZLQgCf8aCF1mv1xWLxaynYG5uzrJjPotqCCiXL6G+CqXkHa9q3/xns18+ucXhYZAJTkB9CXh5DpqNw+GwUqnUGKKMcQJt92ghhqHb7SqbzardbqtSqej09NSMaKfT0T//8z/r8PBQxWJRy8vLymQyymQyXwoQPLXAv+OrZOOyi8/xgwekUfmen+H9dnZ2VKlUVCqVdHh4qHQ6rXQ6begfQV88HlcmkzE5kWRIJzYARD8ej6vValnSgu7G43FJstL76empVe0wlIFAwJySl2NvbyZl7ioDv0nZm6zgsW/83OzsrNFzQLI4c5JWkjSMP5SxbrerYrE4hhh7+Sbo6Ha7arVa1kDu+cp+yAY6OgkUcUavAomuavmekknElu9FFqgWEODTryPJaGatVkuBQMBkhkS+0+kYeh+Px1WtVm3PkFkqagQ4wWBQiUTC6D44bII+T2XxCLQPWLxs8N9Xbe/Yr0kwiv/3iZUfHgAFFL1G9vDJyN3h4aHJ3fz8vFWMCIw4N3x3t9u1ptTT01PbN2lENyOhm0TieW7PP7/KNSnLvkKMHiFfDLeQZHEGv8vfn5ycaG9vTysrK1bJ8vQoSUYdgkJbqVTGKom+6Zfn8XGHlxcPek7Szvgs/+e/6b0vu9AZ72Ox4zwntDD8LboM8IatBiTw1Dv8TrvdVjweNz8syWhFgUBgzI51Oh1tb28rkUhocXHRmATJZFKtVst8OHsDwOLfgb26qj161fI+HeorZ88AC57TswEABthnfp7FnhPP7u/vGzugUChYLySVJKjeS0tLRq8CeAf0kzRmO1/1TpM+Y5o9vHAz+OQDvMp5+eAPgfIGZ2ZmRmdnZ8b9fvHihSqVigUu+Xxe+XzejEC73dbe3p4eP35sBwV/GcTm5OREOzs7yufzSqVSKpfLevHihTXp7u/va3t7W71eT++//76SyeSYE/QG2C8vnFepyJNcOI9MYQgHg4HReeizoFHq+PjYqh7wnJmKxHtAPwOxo2EPNJ8S5Onpqer1ugk6iRvTk168eKF/+qd/UiaT0fz8vAUEBD6vcoBfx5qUL/6bfyNvGGmaa1H04+Njm6R0eHg4psST/SoYNk8TYsJXOp02o3l2djbmlI6Pj/Xhhx9qe3vbGumXl5f13nvvaXFx0agdvsnSB6+TFY2rcMS/SW69zPk9hBNLj1O/3zcqHk3hR0dHSiaThqAjA1QiMF4gzzhY5JQeAtAqScYdJZA+Pj42cOHmzZt64403rD8L5+tL4l+Xrk6iix7V47voe8IR02jLeWIHATd8osdnNhoNPXv2zIJCgjEcE2dDXxB7UCqVNDc3Z1Srdrutfv+84RmgAR3wqKmnBE2uq9Bhb8+8n+A7eSboOARk2Cd6Mur1uukE78W+gaR6qpV0TpnCV1ApicViVkmjsg6YEAqFVCwWlclkTGbb7bb1LDDpxe/ZqyqPVyl7k4mGp8d5uaPqSnBIsuYHAED35Ll9Fbder+v58+dWneAdmaKEHaDHD9k5PDw0JHlubs6AGCrf/hk9+ESw/3WtSeDQ21X0EB+JveLPoOM1Gg0tLi6qWq3qww8/VL/f161btywuOTw8tLP44osv9NFHH1l1dm9vTycnJ4rH4xbrgMwjc+j2YDAwO4muQAckgJ+suvskxL/zVVXCJ30Oe0mixt5FIhGjb/b7fVWrVdtLkgyCZRB0+ksB9EgIKpWKyRYBOH7F963wnb1ez5Kb/f19xeNx3blzR7lcbqxHa25ubkxfJ2PWVwHM0yz/eZ6iiPzB0EHeiEfYT+jTxAdHR0fGSOEdYrGYsU0qlYolt9FoVJlMxoAmQL9araaTkxPt7++rUCgYsBwKhYzBksvljNLm7bSPp34Tm+cie3bhHo1XlYom0QpJY4hGNBpVNpu1zBbEYzAYqNlsamtry2gth4eH2t3dtSCWpslGo2EGioki0Hw4mH6/b1kePD8CHIJAlPz+/fsqFArmjAl2fhMN7CoMoy89keBIGjMikowbjOLW63VtbW0pmUwav5hmKlAWnGO1WrUkwo8yDIVC9llUl+r1uikjyARlUCZWUdJ88uSJvvjiC52eniqXy1n5z5eUkQG/JhX6qpavBnjeNKiKT9gILFDOg4MDS9g6nY4KhYLS6bQlbgQjfA4oHeVb/gxKBmgAvNR6vW6Ja71e19HRkaEKNJETIPg9ehVtypfKp13+bLzMSSOn4gN2SuAYeJzf0dGRJKlSqdjAAE8lQW88wk8ARDIGxQegQJLpb7VaNX752dmZKpWKIVbhcFgLCwuKx+NmyAmIvi6ut9879g97R2IIapZIJCzoxUBDVcRueeoBSW+9XjfaSbVatR60g4MDpVIp3bx5U+l0WplMxmSjVqtpe3vb6Gb1el3ZbNaoBKlUSplMxlBmH6ASFGB/J5u1r2p550TSRIMsToxxtAQk/lk7nY79PEgb8iSNqkQkaegrFD6fwPGdyKWvVmD3QVcDgYCWl5ft3D39lPP2I8gnqxlXYedeVSHh+TlHL3dQlghmoZwAkpBcDodDm9pVq9WUSCQUi8VUqVS+JHebm5tKpVLK5/P2PAzFqFarmpmZsd5HScpms0omk1pYWLDg2ld88Lt+aMFVy51Pwlh+ip40AgoARbDTgHW7u7va2trSkydPtLOzY3rK9Mper6daraZf/vKXajQaGgwGNrlxfX3detKeP3+uzc3NscQPPeB8sCEEzIB2BNhefzwNfTIOu6qK96uqcf77sLd+KhJ7fXJyYskCIIiXAXqt0CV8M8yDer1u1D2egf8H5AN0Jb6bpPOS/M3MzIz1F/6m/ZrUs4uuV8XEJNZ+6ACxGiCbn7jqaWTQnqD94xN573w+r+XlZdVqNX300Uc6ODiwd8zn85Yw0B5APLO3t2c6SDUYsDCbzapYLJoOYHNJuOPxuI2wf5W8fNV1qYrG5BezsczCxwgmEgnj3CEclNgeP36s7e3tsaY6OKCgThgFSYYATCLoOAQ2+OTkxJAxSu40FH388cc6PDzUvXv3dO/ePRsZ9q+hApd1IK8yEJNOnlIhZa5+v6/d3V198sknarfbRicolUqamZmxwIt3nZubs2AQ9AqKQDAYNI7j8fHxGFeXOyPC4bBNCyLbPj4+VqlUUjKZtAZ0HxjDGWRe9NdR0fBCPYkckGhMIm84UZSYsvaLFy+0tbWl4+NjSTL6HvLpm6WQBQwDk7zYYxIFgnTfg9Fut9VoNMywkiiC6JCo9fv9Vxpuv6aRvUm58gGyNArogsGg8Wo9B7vVatkdGNJonCUBX7/fH3MonqYRjUbVbrcNVSLYY2IIVQnKvK1Wy6Z/eZrlYDBQNptVPp9XLpezviN6Nibf6etASV8ly94xgNz5MZgkvVCaQMwJhk9PT7W3t6ft7W09f/5cvV5Pc3NzNkJ5MBhoe3tbgUBAT548US6X08rKinK5nNLptIEz+/v7hpTt7OyoVCrp1q1bWllZ0erqqorFolWOCBDi8bglQK9CRq9ieSfLHhJISSP9oAcHSpOviHk0Hj3js0nkOAuaSoPB4NgQDYI8j9ARtHl74u8g2dvbG6OdSlKz2bRg/lUDCSbXVfiKV30mgTrDEiabPUnCmE4YCATsHgIqlAcHB9ra2tLTp0/tvptGo6Fms6nhcKjt7W0Fg0E9ffpU2WxW6+vrymazRtnd3t7W/v6+VQb29/dVKpW0ubmp9fV180tMccKmEGhhI65quMrkvk3aPS/ffGe32x1DiQn+Hz16pI8//lilUkmdTscAqXA4rFqtpn/5l3/R1taW2u220foI9uLxuCqViobDoUqlkn7yk5+o0WhY8gHAJckqPvxz+/ZtG8pC4jM5nvRfk49JOzjt3r3q/z2oQn8iVR1f8SqVSsZQgVWB3nmgQJJ9ViKRsGoX8okvx55Cc6aSS+WT5C+RSNgkuRcvXqjZbFp/5Xe+8x3TCdbXQdWbXOgpPZrBYHBsrDSVKuJWEl4qGtjGRqOhUqlkscSLFy/02WefqdFoaH9/3/SauBB/TTyzs7Njw0hgx2CDqW4sLi6q0WioVqtpYWHBKiOT1xm8ClS5yLpwM/jkQpgwPGRjTDuSRo3LBArQoB4/fmz0Jo8oDYdDa6L0Y+cIPpji4EvfNPl6CgoHGAyOLipqtVp6+fKljo+PLRDY3NxUIpEw5NHP6kcwL5rB+eWdwasyQx88o5RwqyVZMgAKzGfwfgR7XJJD8E851icGnlMZjUZVKBSUy+WUSCSs74XyZ71eV61Ws8rK7u6uvv/97yuVSlk1KhQKqVAoaG5uzhB+3uXrCPz4TGSO/SB7bzabmp2dtcTn9PRUL1++1CeffKLt7W09ffrUUIJUKqVYLGaN8tKIU8ne4qj9RC+SDih8BMv0DPX7favAJZNJtdtt/fKXv1S73baEbWFhQcvLyxoMBrb3nPWrHMlF1yQlavLzQDpBRcPhsA4ODnR4eGiVHklWRQMgAAUnMCSo8bQ1yukkzJSFGTxAIzOlXZJDKinseSKR0MLCglKp1FhSTaBAMPmqRPQy61/bN8/z9vdfYJDZp1KpZNPavE6DNCNPtVrN9I2kBLvGHm1tbemLL77QgwcPlMlktL+/r2q1qkqlomAwqGw2a4DAy5cvtba2ptdee02bm5sqFApmA6C58T0gqa9612kXiNjkHmKjcIzICU2j0OFKpZJ2d3fHJmb5iUAAUgQ4yA0BEY6UiiGB2tnZmY3/xhf45KTX61nij7Pudru6c+eOUSUbjYZVjjz956oStq8qd9DAsFWAFQxdYIIP++yHsIAA0w/En6FDTN+rVqsKhUJ69OiR7t27p2w2q1KppGq1qnK5rEAgoHw+r06no0qlor29PW1tbanZbOrWrVtWIR4MBl9qFPf9CZMo+rR76PsWflOccnp6qmq1qrm5Oc3Pz5uPrFQq2t7e1s9//nPt7+8bQFkul3V8fKx0Om2+pNlsmo2nKgdYw0Sg4XCo3d1dNZtNff7555LOK5jb29uanZ1VOp02tgCDXu7evWvVIKqjnlaKHPiY5Kp87G8CBzkbfFO9XtfPfvYzDYdDJRIJ3bp1S/F4XAcHByqVSnZHEtUfEirOxMctjK/mz/GjAFWTrA6q3iQX3LOTTqe1vLyszz77TM+fP7eeEPbYA5FXuWd81m/687OzM6PO8uz0JEoj+9Tv91Uul1WpVMyPou8M6yHpkGSsCq5tQKcAt2q1mvWvlUolk59sNmuMC5K3Wq1m9qNer2tvb0/r6+taWVmx52Zsvdetafbv0hUNH7RgpAgUGo2G9VdQdtzZ2dFnn32mFy9e6PDwcCxb52XI9PkzpoB4B81h+CYbMmbfhM5Iumw2a02HoLGHh4d22drKyoo5oHQ6bZQqT/G4jBH06AQHxrv7YKnZbCqTySiZTJpwcDMy70bmCkLHgv8NakeihlMOh8M2rrXf7yuZTCqXy9nseD6bmeqBQMB+J5FIGA1odXXV+hiYjsM+URrnLK+KN8rySIu/vbVarZpRIvGAJrG7u6vnz59bAzNGjlunqXgNh0OrlnnqGbQ7n2zgaECHW62WDg4OrLcDpwC1r1wuq9lsWgJNEpdIJIzC5xvwUeZpAxif2E5WgXzgEo1GlUwmLQhutVqqVCra398fa3Cnv4fKBcECCRXBIGVsdJNeoVcl/9AbSTSQF4JnHBVOx4/cJODi394IAjZcdaKLXMGJ51n4fox9q9Wy3hK4/cPhUNVq1VCsYDBodzvQRE+iBc0UuUPePv74YxsLDJpFky5TTKhaUhlYXl62ZK1Wq0mSoZKZTMYqAH7/LgOq+B4WvwCS/DCQcrk8BhDNzs7adD0/P96DBlRRqch6pJDnB+CSRuMfqVSiCwRAvvKGvNVqNbtorFgs2n4AonkZ85XqV1Wtr2Lx7r4Xw1PNmJR3fHysp0+fqlar2fsMBgNLGibljkEik/RmGAno16effmp36uDjfX8BgQty12q1ND8/r3w+r2QyqWazaegsPZTw9qWr4cl7H+s/C//YarW0s7OjX//61/rggw/G4gYSdOg59PekUinF43GjFu/s7FhM4f1eMplUOp22RIMR6eFweOzGa0bDw+YYDAba2NjQxsaGNfNKsgTc00RZPqm+jJ76NQl2+v0DzOl2u0bXPDs7MyZKLpczFB4QCD/BHmCvvf30lUdsfzqdHnse/Ku/04r9ppKM/y6XyxbI53I5vf7668pkMua7sMHEJx5gmXYPf9PvcT74WRgnDPQhseLeqd3dXT169MhYOeyLvzOE6iA2/vj42OJk7KAkq27gf/k+JkSyBwAn1WrV6FHESpFIRLVaTb1eT7du3VI2mx2Lx7F7F4ntpko0Jg0qAgG6hPKWSiVzOnNzc4aKHxwcqFaraTgcKpPJWEYFJQIqApsljShAnndM4ELg7Ocu44wok9PETFMr5buXL1/q+fPn+uyzz7S+vm7c80wmo0QioaWlJXvXactuPmj0z07WCOcVmgPB3a9//Wt99NFHks6THwSW8ZUYfZw3jXgE4QQ+fqqBb0TmeXAqkuz3CYZx7pSYt7a2bNQt002azaadMaiiz4CvCmXm/HEq/X7fLi1kchl0HmgqBDIEDiQgGEISJgz68fGxJWAkpAR0vnJHAEP/x87OzlhpHIUGuQX9B4Go1+sql8u6efPm2Pn4C3suU+ad5EEjg8gcBgh9gj9aqVRs0g8GioEDJE+BwPjFXOgTCQVIa61WM4oCf840DY+ckrjwfIPB+a2yGDOAg0KhoE6nY1NxQFOpdnBGPtmddu+k8cAHe+ErAThAP0aRRCKRSKhUKqlcLltSCZUO54B8UrHFcXjUCxop6CnfBcrX7/cNpWc8cKfT0eeff26BYa/X0/Lysg4PD/X06VPlcjlls1mzjx5F472n3TsfqHiZ8w3qvMv+/r7JAoASiRWJk+8zQKYne9r4OdB6Rp5Dh8RB0xvE783Ozpo+UyHo9Xp28/hwONTPf/5zLS4uWs8LNgFQh/ecBJKmWZO/6/2UT2R5T6re6Gar1VIikTAdJumkl8DLBxUzSZbAgJbjV/l+krThcGjsg0AgYBRQ+hsikYg+/fRTnZycaHNzU91uV6urqyqXy3r69KlSqZSSyaSBXr5fRvrNSepF9s5TKgOBgBqNhj7//HP9/Oc/t2oEdDAoYh9++KFVCcvlsgGluVzOEgcquY1Gw+hNyWRSS0tLVs1vt9vmM4lhqHRQ6avVamZfAQIPDg4MbELuoDd7fr8ffuPpRVflZ9kzP1AF+1ar1cYmR/H9JFPS+f0r+EtJY8AzcsWz+4Z4wBgAAnyrBzP5LkBP3zyPLSU4Zvyr7wuiqZrEZfK9p0k2PDjj7acfxgBtG6CR+AMGzcnJiV68eKHd3V17fhIRZI89IDmjAon8eLCZeMTLDeAXAB/2KhKJGF2ZHtK9vT0b5jIYDLSysmL+AeDZ69hX3bepxtuyyAxBUxhPyXX01WrVBIwgGpTPI084XwQAbhsbRwZHgOwnuCBw0khxWSDUbAiTm0AYKIWGQiEr/xUKBW1ubqpYLI4h/Z7Xe9Hlm9h9psu7/+M//qPq9bpef/11LS4u6sWLF/r5z3+ucrlsjtbffEtlgf3C8WC0E4mEOWTGw6Fo9BeQlDGFAMH2HEFGAoPcpNNpa9YPhULKZrOmUPDsoeH4astlHIg0PovfI2mgLI8ePTJeKFQ6SYZYwlMEOeHv6Evw5wTKT2WEXg6QVd9T4S/5Y0qGpzcgXwTBlIeRAxBbRkr6wMWXyKdZGHHfN0LQTiII5SuRSFhiSlBBpQadAmWhejEcDg2Zmp2dtalmJGs4KPYDlAs7QNDuJ2/wb/o3eN5Op6MXL15oMBhobW3NdL/+/72NnUCLdVmUz6NdkiyxPD09tbL0cDg0JPf58+dqNBqKxWJ2wWAkEjGKHokutD76JEhwJVnlsd8/n95CEuibp5PJpAUAUNpomORsuGEXJ0uFrlQq6ZNPPlG1WtV7771n9tYHNthzgtpp1qv6lZC5SCSiVCpl48pxqNj4SqUyZptJitEL5Jm9QafQe/jb/B6oOcETjp+fwR6QcNDvQvKF0202mzY63c/wR+68vF022PPJ+3A4NDnxdwFAp3j58qXREVutlgqFgsLhsKrVqvG6oUhRofcJGedEsALK7v8MuZPO7TiAV6/XG6ssIT80uyJ31WpVn376qUqlkt555x2bfoV8eN44ANk0CzvD5xKgvXjxwvSTi+P+3//7fyqXy4pGo/rkk0/GJhI2Gg0tLS0ZkOKTVXzD3NycjQdNJpMKBoM6ODiwfcUvEHNEo1E1m00dHBxYkAlLY2trS/V6XZ9++qlee+013b17V6lUaozCvLi4qFwuNzZ+1+8Z/74MMk8i5atCxGDQfhgkAMuCQBUZAGijAse5QCdNp9Pml/zgFapy+CVfcZ+s5HHxHzoKUIOdwO8+evTILnql2ZkEgP27rN6SmPH+nhZIdQU9YkAAoDCDMCKRiPb29oxhQaWf5AqdpBpLNcf7DYaQSOf6RCzH+RHXeLDe9wHRh0Slrd1uGx2eu7SYQur182tJNF6VMWP8ydJApXAqoGZk4UxMIshgHKFHqtk8HAifj+KCVHNIBJYYKUqY/pl95ud5rYyNBZHZ29szlGZ9fV3Ly8tWDr0MysdBwxX0Rr5UKunp06c6OjqyshXo0cbGhk5PT43LjoNBqaEBSbL98M129CAwypVyI4Yep8CZ8awgofx/p9NRrVZToVBQqVTSo0ePbNrN4uKiUR+oJpDoUBrHCEy7d9Jocg3viRxApwNdxulx3sznTyQSVgLnLDAOvkLB5/FONOGDKHi0AIMCykdPQqfTsQEIBCqxWEzpdNooWcgVF1GmUilLbqXx0vU0i/MkweXzMGDtdtsuHiTghycKjYzlL4dLJBKWIHkZ88+LEQSdIQAAjfc9Dr4HBnSUBn0fFDHab2FhQaen57eyt9ttZbNZayqcREcvgyx7R06FBKodC4R5b29P+/v7SqfTNio0FouN9Z1QPYvH42OlfJBm9mWSCnR2dmYz5pkWAtcWGgYBCLay3W4rk8lYIPWrX/3KdJxK08uXL3Xjxg2zszh+f16X2TsPznCGTGdrtVpKp9NaX19Xp9OxgAoKnTRKVLAdBLWT6C3OEwfvKRI0O5NsIE/oPt9Dou2RY9DpWq2mW7duGRpLtRw/4kGUy9AwpBE4II16CgCOfG8e5wU7IJPJqNFo6OXLlxbUERQjI6Dl0BD5e/a41+tZZYj9o29mZmbG6BPYQ5IZ9hsgJ5VKKRwO61e/+pU+/PBDs2fD4TnNcmdnR2tra2MX5Hl7Q4V1mr3DfkujYPfo6EiFQsEmSlGF5/JfdBo/AaCEvnS7o9ubqRrSXwFafXZ2Ntbn50eZ4hO42BU6lKePNptN7e3t6fnz57Y/jx49smroysqK/uqv/kqrq6t2/xdB5GTT7jTLJ7fIM0E7AOLs7Kzy+byk0R0gJCXoLzbbV2Sxw/hapipJMpodQ1Y8U4EzJZbBXwJI0TdIP6ZH7judjvWPQEWPxWJWieRdX1W5vsiaBJ/ZD0+dDgaDVoEhHkBXiJupgBcKhTHww8cUkkyHeV+qQNAXPQUfNhD7Isn2nTid75HOB15AZeWdzs7O9Pnnn6tarerhw4dWGPB9N191XdibeNoUyoQQUT3ASXjjBdpGWYYSt7+rADQFQ8lB0dSDgnoEFIeGgOJIEG4fHHjnwiGzQKnK5bKSyaTW19dttKRXvGmWrzaQ7Pgy+Pz8vAXGjDWDow6qTEMQDceek0dzrjeClBh5dklj9CBPocE5kQUTWLGX8XjcErIXL15oOByqUChoMBgYd5c7THwlxdMyLkPF8JQCglxKhMlkUvPz8xYUkFB55JPf93IJqtnr9cx4e0MA5YzypaSxYBaZZ1oQwTbGk88n+CDAIsHmnolPP/1UT58+VaFQ0GuvvaabN28qlUqZIWcPplmTDkQaVQuPj4+1tbVlTWHRaFSfffaZ3Y+BHpLce93mPJE7Py8dOocPDnHSfkIZKDIX8kmyHhWogTgq38TGecBtfeONN2z0K8/lq1/TypxHvkDlfHApnVMFFxYW9MYbbxh/n+8neaIxN5lMmlGHn+spftDqcMRUfpgCMjs7axUNT3nC6QBOeKAglUrZc1ClgD76i1/8Qt1uV/fu3dPCwsJYIu11ZZq9I2CmosU7c3YEL8fHxwbuMEDEBxm+PM/IVOwWgQ3jNEkQSF4l/X/ae9PnRq8jy/uABEgWF+wA970WVmmxdku27G7bcqsdEx0zMfOHTszH+TAxHT1tT7vb7bYsW7bkqlItpLiBAMF9A/B+YP8SB7B6XESVljeCN0IhqYoEnufevJknT56bN5J7EhjsAVDpl49RpXRZGz37d3d3IwYh86KawXeRRD9Pguu+zqur+BLAJVXql156KdQEvjcBtuwvgEEqlYpLN7ETzkhhM9zbgMwJTbw/A10didOQiZAwIyMjccCeBJkzIr/97W/jkD3dqcARLo3uZe6ICR7H9vf3o+XzkydPtLW1FX4e3ToJhv83Ekn8lKSorF1cXGhnZyeqnBAKkAQw55Ah3nGTznHYi6SIs2dnZ/rFL34R84nMtL+/X1tbW5qZmYnEnUSHgZ/tde48xoApUDXQRn9sbEyFQkFHR0chgaMFq5+RHR4ejhhCJQRbaTab0WnJyTB8NnaMD3Fy0Cudfpgan8t3JZNJ/eEPf5AkzczMqFAoqFQqhY/9svbUrPFVRzch2C1tYz9PT08rmUzqn//5n0PKCI4mqeAdi8Vi7E+SXGTznliyVslksqOlLevCeTJk9h7L8GV8Bt8vXdoSHdT29vaiilUqlaIKwvw9q6+7kmVS8iEYeXAj6NXrdT19+lSPHz8O2QqMJIGBzYcjxzkAwD2rxuGjabu4uIiA7RftwJCQqQEmcQD+2WTEGCufAwvp0q/JyckIkr0Ol/ywqWD9uGTr6dOnSqVSYYQwQBgDv+cdFJhzDLXVakVZFuaGg6JDQ0OhtadLjd/iCoPlGnSyaQIewX11dVWbm5u6ffu25ubmwinwuwQsfseTnasOdwAEANhXgghAikoEgRgn4q0E6c7Cz9dqtcj+sRH/f5e6MfdIBGD3udOFd+1OiP1QOawLt3gSlDKZTACgu3fvxiH38/N297arDCcDsBtAg5dZNzY2QjO8v7+vTCYTrLl0CdY4RAw7CmOHTfqN4Ow1qjeezCMjcPuQFIDUQTxSD5w2B6xhBB8+fBga0unp6dD94uCfh1n2JMUTeX8+7CSZTKpUKmlubk6/+c1vOgCCn0PIZDIaGBiIA+0ACC/347SpQp2dnWl0dLSjZI3PhRFjOKmDPANWjWSbPbCzsxN7iEs4M5mMWq1WSCl7BXw8P3sI30HAA6DXarXoYkRyT1KBLZAAeDWMz4FN3tnZ6Uj6qRYODAzEBVasISC52Wwqn89HYuHdqbBPSSERWl9fj3ebnZ3V+fl5dN5jb/t89ZrgumwFQqU7ueVZASQzMzP6+OOP4zuZl42NjUgYkPvw98wFRBb7BXuhIktVjOS21WpFgsFzdicdxCKv2kEw7OzshI/OZrPRTjORSISE+XkltgA4CKQvvvgizgBsbW1F9fn09DQIChJc5hRlhFer/BA+iRwgN5FIxMF7SCiANGcUiNMQgVQ4+WywEp3qaP7CXsQekH8zIGmfR578ZWoNzh1C5tHWnSr2yMhIkBjsXZe0Q/a6OoJEEtDr/o94QLyHQCHWNBqNiCnEVW/4Il0SVZzDefr0aZDMjpewY6oRgOteyAGXXzGH/L8T32A9OkAhs6OTKO/BWmJnfL6Ttd0VCohoJL3ELk+g8IUQePg61o2f71YYHB4eKpVKRfc0mjvwuf7vvzSeGf2R2Tx+/DhKsQB39LFnZ2eqVqtaW1tTrVaLYJZKpQI04ZScTZIUpTACA4yApHjx7qydySWYetUB5+gH3siUYXLYBDhfSREIq9WqVldXNT09rUKhEA63l+ElP4yRRR4cHFQ2mw3QBtgn6cG5YKQwkm7EBwcHOjg4iOwfdhWjQ49PizTAH06MuYKNOjo6ihZ1SAu6HcTe3p5++ctf6uHDh5IuN3mxWIwuI8jj/CxCr3PHM0oKBun4+Di6IyH38Z7TrHc2m9XIyEgH4O3Wcfu6S4okzTN9T6iZA+wIJgEwPzw8HPpTmERKvxyuRtPvAHJtbU23b9+OYAzAuXXr1pXnDWcCCOM8kx/qnpqaCsaWQ47sCYJxo9GIIOpdLJzFBLi4fMErQs68SZet9qT2HQYEDxwyAZs9T2Vke3tbf//3fx/fQ9ckOuwAMGG3egV8rBm/D4gEpBI0njx5Eof8/G4WAAZ6V5oUcBEmtgDgYE6xWeYSoOYXM7F+JBWwgLDNnIOAjU6n0xoaGopORAQmpIH379/vuLCJJgm9Jmq8C8wePoiD8HQ24mCkV3lh2Vh7rygCZNgbXsXBTxEDvCsYyZgDAlhCwLakjkOkMKNUQniHdDodvhGQ6gkca+9s9VUG/tIldfgWqZ3IP378OLpGcakcwIauNLwDsoyjo6NY2+41Zu5I4EgWtre3ww79jg78H4AIoD02NhYyNKSqfgfC0NBQAP0HDx5ofHw89P4QhO6nrzL29/dVq9WUSqWi+kT8J+liXUgk6LBIjEFhgU3ik8AUVDeoWOOXXHEhqaObF5+DDUPaAOqwb2we/0VcuXPnjt57771ohOEyS9YcMut5WHlPUoixq6ur0YmLO6iOjo6i4yW+hjWDJCX5psJDMkvC6R2pLi4uNDIyEhUQqd3VkbjgihdXq4DtXB6P7z87u2xPPDMzo42NjWg6BP4iroP9esF2JFmc56TKxHOx7hsbG9GYYX19vaNFMhJsWt9DOmEPkiJZ8uSLuSOJdukpRKjHBElBOlD9pYUycRcfBv4hAWk0Ls8NfvLJJxoZGdHU1JTy+XzEsWcZz5xorK+v6+HDh5Hl0hILoAsjt7OzEwFXajsxkg4HDt3SDgfgTJakANUwUPwOZTa/IZvPIEsErPhdHJwVodyHJtNb2VWr1eiF3Z3FXXXwfl728hL5xMSE7t27p91/vzWdeQNcwO5y9oB35h04DAUjDkD00hblceaZIAPzSdWJ2yVdP8k/bFA2ArrSyclJvf3225qdnY1WqSSW3QG/l4GD8sPFPBMbjAO3aBwpEXKOxYFdIpGIci7gi/lmjR0swRIi7/CqGfexcLiKQAwL6wmks4Pcet1qtWLONjc39fjx40jqCoVCtMO96oAFRdfJ/iABSiaTKhQK+vnPf65KpRKBj31HMlev1zuAE04JJ8PfucNiwP51a2/5f2ySRNTL0Nivg0npsjf4wcFBOEqcdDKZjOYEzvL1OghIsPIHBwfBjnKeC00rDHCz2YyDed6hCn8IKYMNbG9vR/c2vpP3BMBQqeE5AIQEAIIrSUoymQzANz4+HkHjxo0bqtfrQUBwh8uvf/1rjY6OqlqtamJiIvZrd2eWZx3u01mDZrOpnZ2dsLNmsxmJGXsOMgYbIgH1hAf/w75NJBIx39iMs8p+xwYgnCotAJzmDCQxyAyoJuMb9vf39ejRI6XT6Xg2AjXafSR+vSYa3WwmPnhjYyP2yvb2dpytogMbvpv5QcbsjSy8ffTW1lbYnTOw2B2EBCCTP8dfeXLnlXbsrlwuh91585L+/n7NzMxIkn7zm98onU7HQXskW73anbcPrdVqyufzkXBubW2Fj0aSzLknAC/JInhhc3MzdP0XFxfxO1S8SAgAxMQmZLEkxi4fdcIFtt07LVH9QO732Wef6fDwUJ9//rlKpZIkqVAohIyQNSVpfp4qLrbH3jk/v7ye4PPPP9dHH30U6z86OtqRYBaLRQ0NDXUcKCYuAOJJqPiHe0nwZyT+XhFgbqgcJZOXHbs8oeOZXIkAidjXd3nI+cGDB3Feg7MarJfbbi+JBp0jkWyDE9mrnKt1QtjVM8QVCAXUGMwjw6u9Xp0l4WAuUJwgYSZ5cKKbyjrJGL4imUyGrXsHVIhCpFjr6+t6++23456mF17RoKwIGwYIq1QqUWJhAXEYJB/8ud9JIbVlAJI6Kgauw+V7kGS0Wq3QpHonDQIaE87GA6SxATzBkRQLAMgn2Pl9Cmys55VjOHvp2jn0tN2sMAEYwOItCXE2AI6BgQGl0+mOhaeqRFBibl1GxuFwSpdsVkr0aPBhKQDQnGO4uLjQ+Pi4fvCDH2h5eVmJRCK6AcH2sS69Dg+8rAHJ1cDA5a3Wq6urEcyk9sbj5wikMMAwl4CJ7vcGqPiheLc5mCjWBqYVJpIANjQ0FOdl+H/AIffMsB6bm5v69NNPdXZ22b+aC9Z6sTu/dJJ54D0BwtzjgcaWfUGQgDGBHPAKBGVcScGScDiUgCt1XmbG2pD4+T4eHByMxJm5o7kB2mv2JgEb4O6JHvKY55ESeLVrd3dX9+/fj65IDA5gc66EuQagMV8QCs7MA3wJPPv7++E/3X8RVPhM3gfHz98PDQ3FHR3ZbLaDfWYOkbpyaJA2nGtra9rZ2dHbb7+tt99+W3Nzc8+1X3lGbIREsFqtRjWA+1Nccisp7i1gL+LTqRRKbYDG/GPTAG6XmgA4CNC06EY6y3MCrqU24GNv+t6r1+v65JNPQrNMS0jiDMRHr3PH72J3f/rTnwLMAIq8mxjECYCaCjh2x1r4IVBsgH2D3Xn1E9Dn+42fobtfMnnZHY67sJBmuLzSz3jxbNVqVWdnZ/riiy+0u7urN998U++8844mJyfDz/cyuKDt8PBQ29vbsadge4+PjzU+Ph7kBC1ZqXpzMRldtWCcIc0AiLDWSJhILPBtLt3iv0dGRkIihhwU0hWgPDIyoomJibDfcrmsYrGo1dVVVSoV/fKXv1RfX5/K5XJHhZtKEpW6XoZLNiFrLy4u9PjxY62vr4eihAqG1MZuN27ciG5n7GWSbfyjt5T2qgSx0FuZ8w+JPHgH3Af2kBQ+wZM8qV154pD5kydP1N/fr8XFRU1OTkY8wtZ7JZA5F7qzs6Pj42M9fvy4A28hHwRrMW+QQihMpM6D5Y5PU6lUVCk8VrJuxPfuO2AgVUgcwB7YI3NDrGP98AucOQXj0L2O6tDCwkKHgugvjWdONObm5jQzMxPM3ubmpnZ3dwOkENSYaNgzNjtAg43fzY4AEPjHjd5lBciNYNUldTB+OCsmjs9zlllql6MA29VqteMMCMF4dXVV5XI5AHMvg+f2ROPi4kKVSkWffPKJ1tfXg0GjikOWi0wKQ0LiQgAncHNgDwYPB8g/OHreGZkEVSKSOOYPB0HVh80PWDg/Pw+gODExEbfEAghp34dMrlfQ55pD1phzIvfv348DfiRVUlsjfnZ2Fu8I0MPumBNKjJ7d86wEdTJ81pHP9INpLiuCzfULH9nM/f39ymaz4QiRqDHvlUpFc3Nz0Vf9eVg+bE9SMMGUbdEDkzhxdor5owTdarXCsbFv3cH72sCokEQj+4P59TNUVHL4HKnd/caTQlhGKpGpVCruNBgYGND9+/dDT81cuxSn1znz5BSbxpGPjIwEMQFAJXFy50vgYB8kEok4RAkIwyfwucwxrDJJmRMFrqnmHAGfB8jiLI5XNyVFhy5aUdL689VXX42Dws9TCZLaneIIdMwPRAbMM3uZ2AEJIqmjgsqf8VnMsbOf7C0kO972lk6CVCBJtiAqSPyICZBTABJJIXuhocnU1FQQb97YgwSxl4Htsj/wGezX4eHhaDjgzRnYF75u3RJd1t3PV7Ral3dvcEM18+FyVa/AAcxIeNiv7E/szg9IMzhjubm5qc3NzSCG7t27FwmaM9pXHRCOSAu3t7e1trYWigQqLvwcySy+PZPJREzEL+/u7obfPzs70+6/33rtiYTPibPL0qX9Dw8PK5/PR3WEG62r1WokOTSKoKkGZ6iGhoa0tLSkUqmkarWq3/3ud/r444/1r//6r8H4Izu6d++e5ubmdPPmzSvPnScaUruDFVgPMEs8o/qE3yLJ9FgI0UNcoHpGDCYxx8+RaDj54BUH4g7+kpgByUUCTXxnXSHGNzc3NT8/H2QUfgXc04vdUbkbHR0NHILvAG95PKvX6yFvAkt5xYHze+w/KktgXn4OMgbJGPbMv+lMCtb2cyJgI/AjiQzrTqEAqRZ3YaHcQCFBm+9njbHP7BH9QN/IyEh0GNre3g5DdIkQwZog2J1xO2vvWl4MCdYJ5+vSHs+Q+XmMDWaGf7gHAkDN4gDKvY3YycmJstmsxsfHNTBweUPs9vZ2zwkGo9ls69WZw/39fe3s7MTBas6KdJfCYN5xQtw7gJ757Oys4xZlkivAqZ9tIclwTS3PBvgmEDkIgtXm82AQyJIfPHig//E//odmZ2c1NTWlmzdvBvDyDL6XAdhgE3Gp3MOHD+P2agAI8iQOa0rty394Vxwh2bsnqTyjS/TY2IAWQCCbF7vDwVFqxCkQhAAh3n0Im+MfKi10KGFdemH5cETYCqVQKpCAXTTTvCtVP5cUok3HqXti4YSAS0bQZOPY6ZqE9IdkFQbMv9fPa3VLcHhGDijev39ft27dUjabldSWNzqje9Xh/gtn/fnnn2tgYCC6rLBXnBVjvmCYCdbcpgvrzrMRiLFfmEOCnuuby+VyJPK0kcbvQo7AwmKbSIQkhbSBQ8wcvh0bG9Pi4qIKhUL4WQiJXobbA3YF0GXtdnd3w74ggRzUIo1Dq+5NHPBnJA6sEdIXQAn+kHjgMivfV1QEnIV0qa7UbgjAvJVKpfDP7GX2aK9+TlIk5lRkGo2GHj16pFTq8vJU2pQjfaSCdnJy0gECJQXZ576JZAEABIjx7lHEAQiXUqkUNobdEeOJmy534zuxu729PaVSqSAVOBs0OjoaF+c5Edjr/BHPIS4rlYo+/fRTbWxsSJLy+Xx8NuQFkmup3Uyh0WjEmTVJHYkZl8Bhl96OG4CZSCTCZ3IvQi6X08jIiIrFotbW1iKZQNEAcORC4/v370u6PMtWKBTivicktrSapyHJwMCAtra2dHFxoe9973tXnrtuuSNzNDk5GSw97wbW4l4S7FFqNyKgouWSRp831okk3bGPS1+Zb8cakv7szCBxiWoI68kFg3xGLpdTNpuN2OdxpReMl8lkQm4vXfoAzoei+oGY9ao/SZST41TNnGTyxJn9C/nE77F++ELWjyQLfEcS7fuLOfbkg/bA+Fmw0NnZmYrFoqanpyNp9MY7f2k8867GkVAC54AyTocvhCGmKwFGB+NI8GdhkUi5M0SbSjZIkgObwLkFDIQg5IGNzwIQAQBxCDgYv0n74uJCU1NT0X85nU5rdHS055IkA7CAYWOAtC/j8yllYVw4TwAIcwWoOzs70/DwcCR96PmZO0rBDl5g3Hg3HIYHHIYncQwCEXMmSQ8ePNDGxoZWVlb04x//OObZz9P0CvpwFFwaVK/Xw8YIYACE/v7Ow50wI/w5TgyboguDpEhQAPn9/f0d9174ORHWkuSBNSHodpei6coEOEE2hV3AAPHftE50IHPV4QwhzB3VFLSj29vbkUgDrHHYHBijIiGpQxIhKZh29t7JyUmw/PgEKpXd7wFjyLMg4WP+WDeAoNsiwZx1Xltbi25ZUuclVr0MnC4JQi6X6zgUieYcfT9+Dfvh+VxOxYFwl1o4gy21L7ciqZUUc4n/IlDhL7E9BmwTQcclh05A8OepVEqff/65/uVf/kXz8/NRCXkecsUZeenSFrEhLkUj4Yd9I5YAvtjPjUYjpKWAC0nB8nNnCDHk+Pg42nrjJ6jWEdiJCdgUtos0hkQNUE6MIObQPYgqx8XFRXTtAnT3MrrtLpPJqFQqxWVy+ECqoDDLVC14Rogdl9syNwBj9w/4UqkdgwYGBqKhAOSHV4SZR2yFaiW2SNwiVlGRw7+MjIzo0aNH+tWvfqXp6emONte9zp2TlRwCr1QqHTJMmtNIl3ulUCiEL6FSgY1CkrpkB7KOuOFxfWRkJPY/WnsnYHnH0dFRpdPpuFwT8uDg4EBra2sByjc3N7W2thYJ3+DgoI6OjqJylMlkNDY2pnK5rMnJyZ66E0qdLakhGIaGhnTv3j2tr69ra2uro2KNLdEUyIkinh07IqkF4AK6AcccrIeQ5L+JAYBZ4rXUPqzs55TYv6yNVwTPz89DKudttl2a3suAOCapoF2zn78koXeSBPyB33diD6VEN14FazkJDMnpzQSQpWLTYBekln4MYGhoKMgy/LHU2T3SiUI/r3h0dKQvvvhC4+PjzzRXz5xosFjc7I3BA2YJBK4HKxaLEYwdaHQzejgYB9JeLj8/P48qBAsD+9XtnGCw/BAWxsbn8v1UAPr6+uKgFzcc9/f3hwNsNC7bBNIG9KqDIE8AousQ8yq1y2UwSwQQGINuDePZ2VlcBMM8Hh4edmTXVIwom/MerulFLoHEicDCHHXrd/kc/ltSdBy7uLjo6O7gQKdX0Ec3KdqESoqsHvYSUIv9JRKJDieOY8RWcGiAREAZ0j/akLqMhBaRbDLp0uGhaWTuvDECDBGOD+ZUUgcQbLVawXohb2J9YdSvOrpL+n4+am9vTw8ePAhpAQ7XHZ2kONxJNYS5JBh0g7Tz8/MAbzQVIMh6RZTPR/bjBIHbLYwztogtwUTyrH/84x9VLpdVKpU6Suy9svL4l4cPH6qvry96xw8NDWliYkJjY2MaHx/XF198Ee+D7MSTW2fv8ENIXvCh3VUhLjzDbwISJcWdEXwH85NMtjstQTYQ5PFvdACCQfV1Oj4+1q9+9SstLS2p2WxGv/5eB3sfAINfl9ryp26pjPsT7A0JK75FUhzEdant3t6eGo1GR0cb/CQsIfMFgHG2DsbPkwqCN/NKxYQYkUgkAsQiIUV7/jyJBnYHCObc08TEhDKZjC4uLrSxsRHPx/k6Z515P56/r6/dCIMKuctMSQQBjf57yM3wp/wusQHJB+y9Ey4kFNgdc+vk4K9//WvNz8+r1WppZmam5zjhFRn22fn55YFmQBpEVT6fV6lUirUldp6enurJkydx1g+74l28KuREJgkY1RoILCdbqNhJ7e4/EEpIkJBWtVqtDokfB9dRLty4cUPZbDaqX+Pj45qbm3uuMxpgFHz4wMCApqamNDs72yGVRkEASUICAluPL+K9wF4AV2wO3+TVEKRmZ2dnQS4SS/2MKLFaUnSUREHB5zlpsLGxERXbRqMRCQztr3uV7JEMcOEkJAA4BB/X398fVVo6ASLvgoAilpEQk1xJbQICOSn3ceFbwQxgHJ7JG3s0Go1INCD9Ibwdo0AW8N/gKRK04+NjPX36VH/4wx90+/ZtnZyc6Lvf/e5fnKtnTjQ4ZLW5ualarRYOCUkEL9zf3x9gF3YNxhSgQCIwMDAQoE1SbFpYUWeg+VzX7PEPbDQBzZkyft+DnxsWLCnJxe7uriSFDpx3p8Tby8AgAWXMAZsBzTLG5iVIDxpS+7ImGCcAMc4dxgHnBhvKBsQR+rN4lQSH7eDWAyhsLSCHdU4mk5qeno5nz2az8b2up77qoOQ3Ojoa51UAxjABkiI7x2HyXN0Mhuu5cYpk+YAbKjxsOMAb9ob+GAfL91L6ZV68NIoNJpPJsGMCcCKRCJ0rFYSxsbFgxb3KdJV5A2wjIUSmhOzHnQxAzeeHgIkD80QfW2A/Mnc3btxQoVAI/TAAEmCI02PN0KtK6rD/bjDD73R35UBHTSLInum1W5fU2V1ufX09QIVLJAYGBlQoFKLLXqPRCJLi5ORElUol9jXzgj0iAYXpBaAwZ9g7zQC62Xb2I5Uy5g6ygnbZgCdkMOxx/DHMNwnzz3/+cx0fH+uNN97Q7OxsT3PHPqdCxj/4GHw6CRosLFp4P+PCGB4ejuoXvouEEz9AYsXveuCXLskQ9jZ7GfZfUke7dk8AYfVcTw45QeUEIOWsYy/D9wGSH/wdoAS7q9Vq0ZGHg9Cw8SS4VK7x+dgXoJA2rLwftsnnAeCwO2Kon0fjz/BhzDXYgPVwxhm/gBTxF7/4hY6Pj/Xmm2/2bHfEJ0CZy0bZZ41GI94f/7e9vR26+fPzy+YIqAwgLMAt2F33mT18NPJIKl7434ODgzjLShXbgbqfbfQkhfciQVxbW+sgy1AvfPzxx9GCv9fh8Y44Jl3620wm03GGVVIHcQr4JYZKnRfrkrR5UsznIK+WFF3gJAUAp0rlJBaJDrYF9qTCwc9vbGyEf1tdXVW1Wg3p62effaY7d+5oYmIikt+rDt6VqunW1lbEVC7ydZKZBAQyqV6vB/ZkP+Cn8VXEP8dg4A4SMGydmEgHRNaRuMvFwk4iexOWi4uLuGwRAtfbKTP/lUpFH330UZwxepbxzInG5uamNjY24iZhSlGZTCZAEgetWq1WMHGAMMADzocMN5lMRkB2AI5RJxKJ2LyeEQPcPPtn0Z01ZUL5bxbIHRITWa/Xw1kMDAxEO0M2Ua/AheoN87G1taX19fU4LA+oRD6Azs91hzwvwCydTgcQIXtGpgMgomoBKERHfnFxEdkxmwyARos9z67d6ThDQQeOZrOpUqmk2dlZFQoFNZvN6O/M6JVdxmFTbuVOATYtz0qw9KDnB8R4b0AGTMno6Gi8N86buYIZldqsgktWDg4O4q4E1otgR6AHnDDH3fIgEg0SMpiZvb29YOd7YfmohpFIAUzYd+fn5x3st4M7nCESPkAyzo9KJvuUOcaWSEZppcfzEFA92Qa0AGo8KWcvugTz4OCg4/xMq9UKHyS1GV2/wfSqA5nD7OxssLn4FeRTMLew6AcHB9re3g5gQpVvcHBQuVyuA0SyrpAkLm8bGhpSoVCI5Ik24q3W5QWeBG8/+8Mzc2iPgb3u7u52ACKqwTR7gKDg7NP09LTu3LnT09w5gUPwPD4+1vb2dnSAQTvNMztxQFClpzzyjKGhoQBazrrCjkO2AOCQdvBuqVQqzomwdpLCD1CNYo2pwiLrktThP9lL09PTmp+f18DAQOzbXuME+2ZmZiYUA86aY4dUWDgcvrOzE89KcjkwMBBKA57dNd78PGvEnuez8fWJxOVleuxt9pQrBEhUWXP8Ju1IHezz/8Q2wP7Dhw81OzurlZWVnu2Oz0aGBGlJhdqB6eDgYFSmvDJPtQCQB9ECyEokEsrlcnF/BIoDzq4yd34bOr58c3MzJD/YFN9FTMaGIVNOT0/jXhR+lsP7EDVglV79HT4bYhAyg5iHL/ZKgs8ZXczwSScnJ+H7vdIGpnDyAZALUYp/53lcNo4/4Jl4X3wBFTkSHkjW09NTff755/r5z38e9trf36+dnR0VCoWeKxpUMomJEIeQHODG/v52Jzzsj2f39vM8A3EXO+X8lWM5lz+SVFApIdmCfME/grNTqVTc58JZllqtFnEY+yL5JvnFPzebl+3JJyYmQhL7l8aVTl4NDQ11XFp0eHioarUqqa19c0kIwUxqt4P07AxZB04UI2LSCQKwmxgtQR8QyOK67IgJYeOyaM56e5bMxPJ7bPDt7W1VKpXoMNDLwCAI8gRdzlJ4ssFmA8hhxKOjo6F1hP1kHgkUe3t7UbYkYJDBIzfgZz1gcQAIppvqBwCAsmU6nVY+nw+9OoEX6ZBrNAFA5XI5PquXgc0wR94pig3kzKZ3X9nb2+uQUEmKewQIPDD3zsy7lAfbgS1mY7uuVWpf0ubyLq+g8LMuJcHp7u/va3d3V+Pj49GT/OOPP9bExISmp6d7Ai6AJsB7tVrVxx9/HA6FMj4JEnem8KwEVWc0AMTu8LFFyrFIIqrVaiQBXPAEgOMsB4DZ2RrkADhLNOWU6PEH7NV8Pq+XX35Zc3NzEShZt16ZZZw0laX19fVwxkgcIAS8Tao7eJ6B5AH7BwABkvFZgLp8Ph+3n7O3CbZOVgA+8V1+xoa1Qtdcq9U6bLPRaHScPcP28ZXYbS/DG23AZH7xxRf65JNPwm+gy4bBYy6wJ+xNUoCY/v5+5fN5VavViBu8tyfiXnV0SYB0ufchE4gX2B4sqzOyUvuA/uHhYTx3JpOJfUyMovMZPfV7GW53o6Oj2tzcjO5wu7u7oYWnLTLPyfkHB/p+OJ55xM4Aam53XOwotRtgeDXWK+D8OXMFeUDspzLLoX8naZCDeuzy6muvdie1Cb1GoxGgDwA2MjISUhy/JZ3GLE5YAbSIfdji6elpB7Hq5wt4FxhpKigkpCSOftaF2EGVjjjPvoVYQZpDkpjJZLSzs6O9vb0Aojs7O8+sl+8ejk94V/YE/tr9P/gBe4DFpxJELCBZpWMa+9Sl7FRvJUX8Zi08bhJ3PeFh/sCLMPF+xhec2Wq19Omnn+r4+FgTExOanJxUsVhUvV6P2H7Vsbe3F5JnrxxUKhWdnp6qVqtFRYIql8vw/PyFV1QbjUZgRG9l61U79ovHBv6fvcB3gxkh4SQFiQHe9IYQ2Dp7F0yIqsjJtK/kMDiH0mAXqTQcHh5qa2srSqK0wpIUPZ4B1Dy0a3ZhAQAWkoLVwkkx4V7xIFnA+GCiSXpwFBgsIJzMOplMRvWDjSMpSsWA52q1qsPDQxUKhWedro7B5mGjev9xunPwfRwyJQnifQB9OBskBzDkbCzeDyPhwhg2tztDNiTaVcrJZNjME3IOLr3h4CO9+M/OzvTkyRP93//7f+Oio/Pzc83NzcUFQ72yfFSgkslkHGxnU8ACNRqNDj0iQU1SBE/X8EqdG5d1hyUhoSBJ4DNhC/2/cZ7YFwGCDe6H4h0kAlT4M6qEsDkbGxt6+vSpRkdH45DzVQbgiMPtzoLT8cRlD5SdeWeCA47LmT0qNZ6s0/GGfYfNul1SuiaIS21Ax3tDUMB4kmhCLrD/YadTqcv7fdjb29vbGhsb61ibXgdrhSQFHSxzxd6l0urVJy9/k8AD+txWuXuFd+XzODAK60tlRWpfwCa1JVMARgK+V5CRVxI8YPepth0eHqper+vx48dqNpt6/fXXe5Lr8WxIMJrNZrCxdMtx4A8o6K4u+1kXiAWqlTB0vDv7k/9mvrET9qJXwJHeEoMI7l7lcP/LvCFfc6BAvMOu/XN7Ga1WKxqFnJycaGdnJxILqjTYQfdeY+7w3/hJ3t2fF/AKYcK8pNNpFYvF8AkAZNhRB6PYHeQDRJlLYUj+8S1Up9ivdFpC2QDQuepgraR29dSbeMDOMk/sX/YJ9udVHRJW8AWSMnAJwDidTkdlm7gKKYDP2NvbC0xENQrw7O2eG41G3CtBjEin03EHCPGKCzhZ67m5uZ6JUNavv78/fM3p6amq1Wo0/2HdsSG66nEY21sEu53gyyD0AK4k+bQcxmZcAg6ZxF4gNoNhiNckRY1GI84BuYwO0gH51o0bNzQzM6OZmZlIhnqpBu3v7wepRqKJ9J5EWupM8tkvrDXvANFLfEUWT3XQ3x+SAN/GvmOdILacOJLaDROwS1dngCsHBwejyyYkGaQVvt3vQXrhFQ0WnLI3k8akcmAomUxGVxYmkwckOBJsnD0lcfGKgqTQ2wFuMFQmj4XCESYSiQigJBmu6/PP9KoLDnFvby+cw9HRkaampsJZ8/tXHQRJNiOXHhGQYMFSqVRcjMJze0mMagHnVzgsBiAi0/TOEAQJ2GIYY4Cms/hsFgJys3l5mI/NiBOBaSFgIfn6t3/7N/3zP/+zyuWyVlZW9Oqrr0aC0ivo470AVEdHR9rc3Ix3x0nQZeHi4iJatmGbMKZsduRmJJmADJwN9oENYvsEHBIyEmavcmB3zJPbDWCd73CZF+8KiEBjOj8/31MAwcEQiHK5nG7fvq3PP/88gh4NEzgXgraaJJWDlO6E/V0AX171cNLg+Pg4gjDJDcCSd0Q3zUVzzDPlWmdEXdI3PDwcdt5sNvXw4cO4W+W9997rkG1ddeDMcbAk5l7a5hnz+bwkhRSiVqt1lMk5oNhdnQE0or0nKTg6OgrZED8D8MRmsF2CA8BlcHAw2HDWzyuSBDhID6SDlOXPzs5UKpU0MzMTNnnVQStO2LVWqxXyL08uPTllXgF1SGx4f/4OH+CduABj7Gt8WXcCgg154CWB8UOoHndcpgEbmEwmgxQg4WSeIWJ6lbDwTtg6oBUiDLscGhoK2Q9yilqtFiRBMpkM4OISP6SkgC0/w0OPfCcDXfMOyMHf8t8cTgYYQXrxd1RgmFdPQuhMeXx8rFKppOnp6WiDe9VBfPF4yN5lbyEH5QwnBGi3ZJbE3/01jDTv6x2oIDYgrBh0CYP04Xsg3pCdAiSxNT83CeEwNTWlyclJSQoAvra2pkajoY2NjagU9jLYE6enl4fhnz59GhhrY2Oj45JGSR34jwrf2NhYMPb4dXAbgJUEkO9CKshZRKldoePneD72HsQc+IlnItknPrsqA18HdpycnNTCwkI0BJDa/vsqg3OjGxsbIQPlfAR+GYkS9sDvYfdgS/Y4VSESf85UeDIE+QWWA0e4XJhkUGq36/e4w1w7aYj9c+cNmBSSgsqldEmWTU5OvvgzGsgvarWadnd3g5l3iQK31ZLd82cAftfJw6R4hQFH54dseEGcHYBXUgBvsjsmZHBwMLJsB5h+iA2Qz+9J7Q1HVjo0NKQnT55ocHBQMzMzGh4e7olddjkZjp2e2jgHAj1GAIACuMECYxwAORIK5gxw6Yf9mDc2Pe9NMGVT4hxci0lFg03PGtJmFidKdeji4kKzs7O6detWx6VzfMdVBxsBsMXa+WE0Wk1Kis1HxQUbcnAFuAF4oZfHjqT24ULmoPu7/XyLlzKltjYetoUBw9cdkFhbWipyRiidTge7ddXB/qSiSAUMAAgriRwvmUzGIWLAAANHiGbZO4owr8wTQYNq2enpZc/1SqUSgYc5JDHBTlxLSjKYTCbjcis/qM7+OD4+1j/+4z/q4OBA6+vrunnzZrBivSa3rHsul1MikdDW1lYkAZIi+adFNEn3+fl5BGXYNfyOH/jk/an4UIJuNptRHXYZJBVc1g8gAkhOp9NxAB9pJHa9vb3dUbF1WSC+EAbt5ORECwsLun379jMzVd0DOyEO4HtLpVKwf+7HYdn4bw51AnTYYxAjDqaZR5JUfJHbN+vJZzk5xvyR+BCTGNzeDBjhvRqNRsSF09PTYEfxCb3KRGEYSfI2NjYC+BJDIH7Gxsai+g3IJA54Ewn2H3vC7Q6yIZlMhqQUthwfwDOxtswHzUioWKMjbzabgROoDEEWeMJOPMcXz8zM6NatWz2z8nzm3t6eVldX4y4evjOfzwcII7mHdfezIyQh/s4uP8F2vWILEQfgJ4aTdLMmJNsue3QyhXklBuGz2SvcxUE87Ou7bIHLGYRkMqm/+Zu/ufLckZzjr2HHfUAQ+RzyuyT7VHT4fz4LP4xEFwALIUfihbTSz9tICh8A2SKpI047wdotqYLkTafTsQYzMzPK5XIRu/DRVx3IG5GJQRhDFPH9TlKBmXg3CAsIIWyK50JKJymqGo7bXIHh5CL+TGrL1p30BDMhOyM5Z51Yl4GBgSC1OHfEuTlvmPSXxjMnGn6Pwfr6escBFZwTkwRggxmA4WBzYRAwCl+mbWZjEyD4HYBSKtW+mh3g54EjXvDfJ5aF9IVyAwAMAIj5PVpYomHt5ZCky8Q+++wz5XI5TU5O6smTJwEoALq+uK57l9rnFfh53ss1n34IHwdKiRJHCvuHsaNfZeN1a31dDpRIJEJ76IHZJRmTk5O6deuWcrlcOJpe5QR+mAnmMZlMBhtHFYzh0iiX3LCGVD5gTAA42ARtRbtLqgQIbM1BsdR2fPyOJ8RsUAdJUttJk6wjTeJnqVx1JybPMkiuWHOqBn7zLQmpBwtK08wP9sW7ubyOz3LGnmoZjBXVTWwKewHkcIbDnSSfy88i4aIqSCIHKP2nf/onHRwcqFQqxQF3QEEvAxDPfjo7O1OhUAjfwF6lI9Tp6WkklVQPXNuKbwHwAn78rA4gaXR0NKSb+/v7MddSO+ACxAGgfDedqtjf/MMzsgaUwfEVMJHS5X7L5XI9V28BRInEpeabG6Bh+fzwK/bnwAJ/5fECv48/xFaIG9wE7tJIJw2oHLGmUru/PFI49gCkSPeZEakNXADclUpFjx8/jkoSFZpeQIukP2NoLy4u4sI8kmt07Q5omXfmHBCKjhofyHzwfCRN3J7NvNVqtThkzPtjz9gdfmt3dzcOQfNsHi+YWye7II2y2Ww8SyqVei67Az9sb2/riy++iL0GAUY8I1FnXzA4Z4CfJ9ayX/AryFGGhoaUy+Vi3yYSCU1OTmp3d7fj0jPmChaa/4eM8fcnPvn5GnxZLpeLsy90wCQ++5mcXgYJF4msH0ymkkOzFPAWPghQjM9kb3pSjs0gFT06Ogq5K5+PXVDh8TVgeKJB3HVJJO8gtaV0VLIgILPZbMgKmVsnCa8yqOa0Wq3Ax2AEfDMx0S/jIzFiD7FXSUAgQXlnlAHEZebIMbNLJx3bOYmC2sOvhmD+8CUQG9gevppnojLC2j5rFe2ZdzVOpl6vByglULk8CSkNRk9HKDYEE+DOXGqDLqkdBFgwSfGzMBBsZEqYUtvomCAcq2d5Xm7nMwngroskeEiXLTQrlUq0HLzqYOGoCiWTSU1NTSmfz2t7ezvYp4ODgzgHwkaCfcEQ/blJSpgj5g89KnMCaMXJOoCGdaVjiksOHJSfn58Ha+jBg4DO+o6Pj4fch/nsZvavMvzgMLeCc59LtVoN8NLdPx9ZAQcSKQkysI3ugATb5BUkwI3UZvjY3GxAZxBIinge2ABJ4ciZGwATiWGj0T4L9eTJE6XTaU1PT1953kio2Sujo6PKZDIql8vBRmEXsMy8j5daYR6ZK9beQQv251IywBiHMnGqfuDMW+B65Q3giON1SRl73lkd9N/lcllTU1ORkDLnVx2A342NDf3ud79Ts9lUPp/X4OBg3EaPLwTUwSI7WQIz2r3eksLe+H8CN4GKqgQJl0vO2FMASN8jsNLIG1kHB3owezwPkhKYNan3yw7xswAhkiz8Fiwm0jDWGJ9GLIFgYQ6xQ36X7/LqNudRIFjwqw5AYI5hkznYj79FquCyBfYw+uSLiwvl8/mQJDJ/zg72Mkgq19bW9Pvf/17NZjM6kG1tbUXMoyEBlahu9tIrMVSUIYlYEwA0d/bg1wAW3l4eUstJEdaVOSa2ABZ93kmCSEJcn8/v4St5j6uO7uQdEhTfj4+i2sV+4N28syRSK5KvTCYTSSSkCBK+gYHLjlb7+/sRy/ke9iuxAoBLbKV6QyWIOUbaVi6Xg6xjnvGDdG/LZrMhper1MDi+BUnegwcPIjmXLvcEChWpXVWligYmQybtJBfvg6/inArJBL7aEzuSDKmdDOMDiRPYq5+lcgUC5B5VIU+SkTdVq9WIP736O0jfSqWigYEBlcvljqsJ3BcghRscHIw9yvOy95rNZvgi4iwkA5UX1gsSF18G2X52dtYhSXXJGf+4ysbnvNvXgn3ABX5o3aWFf2k8c6KRyWQCqFHip8UqQRPQxQbCuJytdy0eoAEWyJ2SByF3kJT1OLTEBsFIKcl5ps+kwkRQesTh8tmunZTaIIqNxCa/6vDNMTg4GIeIMBg2HFUH1zR2l/Yc2KIVJdMF+MPWfJncjHXBSGFpYUT8sCZGRHcNDJaA4KAKsDU7OxuAbGJiIoJvr+wyiRQHprsPp3FOJJfLdXQsYv28RRvv7uVGD27ORhA0mW82tldmsFcSaJ6Jn6HqxxzBoPA+fB5MLE6boDc4OKipqSnNz89fed6wBRI05G10ivNLgkiuPdHwaiIghbtzYDukdmAkAeGdXRbAfmIv4UD5OQCvS1wAeOw95hZH6Z/XbDbjFmXOFzxPAwLfm7dv31az2YwbemkpmUqlovXuzs5OdHZiP3n1yttAM7eSQtvPu2NrJDrOOLHHmQMYahw+e9mlPoAB7FlSgE9kfHz/+Ph4AD4v7V91sDY8a19fX1RmYJJ5HgchPDdrhv3yPKenp0qn0/E9DoAZ2CVJKnvMK5HMKf7f59RlZexn7JAYQcxAOz8/P6+FhQVls9lo8+ryq6sMfE6z2dStW7ckKe4CoIrhUlo6oflZChh37A67ctkEDUJgfCVF9cEruC6twEdQHcB3+Hf7WS0OwPL9HDL1Dn99fX0ql8vhk3up3PogPrnv5nlgXkkm2EPu/92e+HNvOkGVhiQNfwnewBcgGQTvkAgy39gQSY+rESDOSGCy2awuLi5bVFer1fAZm5ubIdEhDvV6voUkLZlMxoF3qX2+kQYI3uaY6ptLlbAd/LJX6l3f72cLuj+LuWL/Se0W1K6gAFf697lyopsYhHTDTpvNZlzMSDX0qgNfjtx5eHhY29vbURmikyMkDu8FxsIWUQPxXuADbExSR/MG/zPwn9Qm67FP7ExqV0bYH6gn/GwG70NnMzCmq1e4toAK3LPa3JUSDc49oNPa39/X+Pi4Li4uOzeMjY2FFIWX4NAVjoqFxZkT1HCOODAHOziibkkQPy+1gwx/xme7w3WWn0kDQGPsHJJjAzvz0av2lkEnBQ6GwSYdHR0pn88HwwMQpsrgpTCYeSoGSFA8KwXwMQg+o6Ojke13g2w6aUgK+RDgAGP1hIyfdQDFYXep3V+b5K7XucPBbG9v6/HjxwHCSVC9coCzAcwj40DzD/jl+QGtbmvYr9Ruw7e1tRXgyCt1UttJY184Av8Ml6WQCNF0gDmGtSBANptNzc7O9nzIj3ckEGxsbIQOlgDXfZ/C4OBgOBfAMQfvJAV7z6VesLdeIfM9CcBwlpLgg037vPvPAUAJEGjvE4lEdGpCRjg0NKRSqaRbt25pfn4+5Dm9yjCohkxOTuri4kKPHj0KW9rZ2Qn2en9/P3TyLnMkeSPIeDURQI2mGKDBvvTOLOwrZ5Bg9roDA+vtFQI+AwLBJQL4Y7cV/m53d1flcrmn+evWSJNEkUzw3y5XcumrJ16SOuyU5ApiCz/vckRYN/YSCRb2hT15koMPI64AmGHf8WuAZtZ1ampKr7zyiubm5pRIJILB7DVJg/GfmJhQo9HQ06dPw36o3iYSiahocPiVP6fyDJCD1XW2s9lshj/BNiDfHOy7LIcEi/0nKcAMtox8UGpXwJk/j+0ue+Q8EaASuyP5ucpYX1+PuSHh53PZN84MeyUUGyL++l7wBCGRuJSC4tNarVackZEU/hxQTVwGX2BTXnlxggd8lU6no20qexxSkUonUio/+N6rvyMRRfp2+/btOIvLGoOhkNkA2KnQk+BL7ZjNcH/EYXqp7R+cCGZPe8XWz1zh71xuTkwhUcGeITpYT+43wUYhjGi2c9WBb2bdsMF0Oh33fYF9eEefI/Cod40jfkgK7IQvo3ojKdZCaifI4BCP2S739cTO8TQxHzULGMU7tjoOJrH1ivxfGs9smSMjIyqXy5qYmAhHRdYktVvtoaeGVQJEwELz8kw0wM03HtktRgczQFbmwZQkh+/H4eEU+RlJoRUHCFAFwImweShr0h2AjUaHmasONs7R0VH0RccZkdgAVmBQ2DA8PwvabF62WEyn0wG+PGDzfS7VcX0izo+girPC0bZarY61guXyIAEYZl0IVkNDQ9rb21Mmk9HU1FSsw/OAvq2tLe3v7+vBgwfa2toKsABjSbcdQC/VF7JwnCeyB5d0EYCcNccO2EyAIuwK++jv74/zNdgaNo1zJNkBPKJDRf4FEMJBkOTAONDRolQqXXnecCg4CdgcDtu57t3nC+fvyYXbMbImKn8ETqktS2k2mx0NBLolDbDpPB9nSKS200T/ubm5GYfkAZEEEQ6kccCvUCjE2nSz3VcZgDucPuViElZJqlQq0cwBoA+A2d3djcTeSQGYVWwXwEuQ5jMAtPg7ep5TLWDP8XtUkQA8BHWAL/YEaXB2dhb6cvS2zGm1WtXOzo5OTk56OpjrLNnw8HD0qt/Z2elItNk3fsiU5Iz94J1SupkzZ9yJFy4p8yoJe5OExSWW3bYM0PQzHfw3vhYbnpyc1NTUlKanp+NwNVWUXgbADYIDvT7S40Ti8nzc2tpa/BlxD/8lKe5/YZ8hxyRp81av+G18ncvdiC+AFakNDt3uSK6IrYB4yDwSybOzs7hI1Q+YNhqNuK+ql+qtpLiZeXV1NfYMg/hKVQIwhd+jisSe8sTz4OBA9Xo9JFNOmrZalw1Hzs7OQiXBd4N9XMbp8m3UAn4Qvb+/P2I7VQsIBWw+k8kEICShc+a51+Hqh3K5rFKppFqtFnNHosR7s88AqMR4r1qzB6W2FBNfyrsyL3y2y/iQFYMJSYaRPu3t7eng4CAS9EKhEGB4YGAgqm0+d/l8PvweBCLtnHsZyCe5FJVqOGccfe5YN28K4/iWuaIzKaSly5nx38ypJ72uHoIU5XOxaXCv1K7cg09IYlEh4H94H9Z6dHT0yonZM6M/gOrs7GxUNLxPv8t1AGdUFKQ28+tSESbLgwQMH5POZShMCgZBadY1yDgRsm4Wlj/jux3g8W5sUjYBn4fB09ml18FnDg8PxwYhiLKhyBKRNnim6hpgZwIwZJ8LAoGkuJgLR8acsBZcHOgMvHfYwaGw5jgBwDvgm8AG2Oc5YNR6lU4dHh5qc3Mz7uwAuOdyubh51jXwnBGCnfesG/BGRyOYGT+4J7UTNS+XA95YCxw9mxZ2DuchtaWD6Ko5a8A+wTGwLjgNEp7T08t20uvr61eeN74XJ4HMcG9vL0q12ALJOvvIS7Ow7SSfzCvOn3UlyeJ9YFy8cQGfC7hG4kRljoTZu2yQ6HIGwllvOsD19fUpm82qWCxGcwBvj3jV4QCVZ+V5SBKQSwEeAP3MI0mGP2/3wWySFuSnMJV9fZdnuZxBJjh6EojNwA6jgeZnAb3sXRI1wAASVGyAA4fsm16HA4NSqRQXZ/oN8lL7ojLm24OipPD7/Ay24iyuJ7m8Mz7bK9H4N9dsQwDx+4Bjgju325N44ivcD7tswRP6Xkaz2YxEizXlWdmjMM1U8wB5yCLGxsaCYXW5JnNGQtVoNDoaaeTzeSWTyehUSDJG8uBkE3ZHMoTfZR54XuzO15qYh3zr7OwsuoaR5PQyisWiVldX9cc//lG1Wi2AFTGVOAWI9woHcR7bQFIDMcm7sv7eopxOm/gLr4q7XAziEnnd9va2Tk5OwlehbBgYuGyJurq6Gs/EM7NHCoVC2DN/xvr1MpzcgODN5XIaGxvT9vZ2B2kDYQKYZ28SI1lDiDmXTeNHiQu+n/GRVCeYD5e3M4/YNxdZgtVclswzesMgJ6y5H4YzTL0M3ndsbCwS51QqFTGe5P3w8DAafEgKYtMHcwzO5pmJ08Q/fo94Q7KJ7YEhnLTizzkv6XhYUkeVHFIKQg98KrUv+UNSyOWyz2RjzzqpgEYyR5zL/v5+RzsvgA2lcYATf++sMWCYYE3QwOG6VIVs1w+Ct1rtDlbev93lVjgJNpFr4UlcWAwyYxgenP7Q0GW//OepaMDyvvzyyxoYGNDDhw9jfki23OGgyaNsisNnsyKrwtAwXgId5UCcJfM6ODgYvf35eS9LelcDAqrLE7wPM+vDJofF4H0ISg4urjoGBtptXgnmkkKz7GzO3t5erP3h4WGsH2V/5thBAkAGZlXSn9kQDowgCcvoUhhnZZhPHB3MLM+DRpSA5Mk4NoxU0bWtVxkAr1qtpgcPHgSQ2t7ejrUkGMOIEEx5d5hHgClBGaDBIBHwg2aetABysCWvVJLkM5/MBc/rtsg6e+De3d1VJpNRLpdTLpfruGPheeR6Uhvostc4dHnjxg0VCgWdn5/r4OAgDhXCRnOvAFJStyOpLQtD2023HfayBxGAnINgCBnXnUvtSjF7m6SHd3F/i31g0/V6Pcr0zF8vg3lHCsMz+9knJ0QgNlxy5ZIS7BNfji8CqMDCSu2uNMw3Poj/dj8FEHTiBT8Kc0eVCf017yC1u2v19bUv7IP16xUsO5jnbBUEBUA8l8tpYWFBBwcH0fGJ/QxBxR0y2Ap/z/MTU2GAPTFwsov5cqDpMha3O5KKbtKm2+74eeI3ZxF4rl737OHhYVSKd3d3Yx0Awn4mjBgFqMV/oxLgIDiJQKFQCAALiMZPYu8uF3KiFMIB0gFCLplMxtrWarWo2u7u7kayx5lYEqXDw0Pt7u5GAoKfQhLdaxXXYzxn0CB4mSts2sm3ZDIZFd1uaaefq2Dt6dzlpCl+AJtw3CW1LzLm7MjIyIgymUxIBZHugX8ggpCDunIhkUjo888/182bNwObgBt7SdKweXDP2NhYYDe/04JqcaVS6agGdEvEXCrr8nT8F99H7CZ+gIP4Pvwfa8D8gN2cBGAPQJDys5CKUlta682fSDqe1dddqaLhGShBl44/rpeDMeb0PRPQXeYlwcDYyM55OaQI6P1dxoPjxOgBBRiP1L5tmL8jcGFcZNx0NgEA0aWHz+UyoV57fEuKALa8vBwHvP74xz9GACW48v71ej1Kkyw0BwF5ZuaPLBXtLkDfNXyw6RxG9449DCofMCjOsDuLQemdQEzgGhgYUDabVS6XU6FQiO+HWetllEol5fP5cKR7e3sdzDfVNKndMYZkDXsE2HgVAdkATsj1oehOu7szYENenaPlIM+H82TeSBiRqBE8mF/WCcka8wqT1S1deNZBkK1Wq3r69GnHBVXYutR5nwB6Y9fikiC4HfB7/BtHeOPGjZANkMyyz12mw1w7q8x3MOfYNI4PyRYOnXNG7A+SEHfuvehuWRsqP+yxGzduhMZ4cHBQpVJJmUwm5hhHzIV72CQMoHRZhaX9Je9CIo2MhF7sDvRZDwAN/pNkBB/oN7k70w9wRKbAZ3C4ExBUqVQiUPYKWvDx9Xo9qjLcCN59TgXiI5lMhrQHAMKeJSHFhroJF/6MZIykwRlSAKxXkvgz7N919YB3bBbbB4gnEomOjkmVSiUusgV09TJg0YmfqdRlu/CdnZ3wdZLC7mDukUMBxthT2AIyTNh3lzBS3eDWZJcs+5pK6kiE/WwWDKy3sQbU4B899tdqNbVarWDNOdDukt2rDu4BmZqaiuQJVQV+AdmOV2zAEqwtHZDcL5P0dQNX/ANz4+/AgVruvcCGiZHj4+Pa2dlRvV6Pqgf3jwEwka9ADAAoAd/4eJcv9TJ8vVlXpK80HnAwTHJIZQe7dKmcpJg7jyOw64VCIeyBZ3dJrzP0xWIx2uH29V1ekAhWIm6wBsQf1o/4eXh4qHq9rl//+tean59XLpfT4eGhZmZmeiZBPSZ6Fd+llvgXkkPHBuBVJ9FZCzAxuAV/xlxDEnPZrlfpIAPADawd8dbPbzpG8/gptbsv8rxHR0dKpVLa2dnR6OhoNEB5lvHMiQaMbD6fV6VS0c7OjiTFRVMkCl46helkopFwEByYaGdemFSpzSzzsg6QANNMkHe3IZgA/EgYANcu5XGmkaSmr68vgn9/f390gei1JA67i1Fls1ktLy/riy++iOoAGxEAQnZOqQ+wMzIyEuANR+7lM+aAA938nEspSNrOz88jYeEZ/PI7qa1XB7zjLJ0dw5ECANEYFotFjYyMRODsZZDclctlbW1tqVKpxIZg7fmHRARbQWpD9QOARmIJ8PCqm7OjUvsGb4IMDJ+XKaX2wXGX5DlbwP+z2V1PjmMGAJFkAGR6Cb58Puvp+4Okg73pMgicF3vUtcA4LtexeyWSvQa75TISZ9EJ8gABqc2K4tyYG5cNAgQ4h8GajIyMKJfLhV2wPr12sfGzTs3mZTvEQqGgWq3WoQkmwUIyiPRhd3c3Kmck+CRPAFLmjbnC6cMoU83BH2GjEBIEM8ATVRR6+LtkgXNMABHWgsCNX4IlZ717GfhTr7gATr26QAXMCQ2Y4m5/z/PiuxuNdmc9vs/9GwHfmWXO8/B3Xr0EWPH9zJtXYh1gAsCOj4/16aefdsyry7GuOogBDOy6Wq2G/AKyD7BHTE2lUrF2PC8JIxJMDj+TaLA3URtQVeTiNPd7JPyQS1Q8OFPA77CuACue16vRxAKIoaOjo2D0e5WxPHnypOPuD69YgCvc//DevDtz60wyeIZ15c9IQPBfVDvwiZCvSMK8ytm9Z3O5nDY2NuJ56/V6AHjiLGtTr9c1NTUlSfF9+B+6LvYy2GuNRiOIDmwKvwNDz504XpFxSRJ7lX1AtRpb492QyhK7ISs9qUsmLy/65OJUQDsENOoTkhuqsy6ZAmST0Gxubupf/uVfdPPmTTWbTS0vL4d/7XXevHrqUlVil6s93K/29fWFhJ79Q5LllV9slvd3eSf7yptQuAIBfwqxSiIDxmRdHL87uep7n+ZJHueedb8+c6LhmjkACgewMCpAjbO6BDKYUg8gHmwdJAD2XMLhEgAcFo6EoEnGzKLjXADsLLYHM9f0Su27BagcEFQIcr0MwCrOBB0eZTTAKdUBZ/SkNmjklkgMi5Ivm4kES7oEF5RXOfxG+1w2IoaG4Tkjz9z7wSPeharV4eFhgHiqJZVKRePj46rX6/r000/1yiuvxC2cvQwc140bN1QsFrW/v696vR6MCpscR0WXKQ5++uEz3o2qFo6c+SUoepD1eXCJmetQmRfsyhky9oPLPpBw0YccmQbgFbb+8PBQY2NjPSVpOJqJiQl997vf1S9/+Us9ePAgAAZncFxKkUgklM1mo5MSiTZJBokATqpcLnewgwQ/EnrAtx+Iw/7Ym1K71TXzTBDGRzCP6GHZ37xLJpPRycmJKpVKJLb5fD6SxasOkh3ec21tTXt7e8pms+Gj+DsGoIUORTyjs+/8nneewR7xU66lJ6nnmQAW+ADYUUnxnYBJhjNX5+fnHZf6UXbnLonz88ubzalA9DIcaB8cHGh1dTVsjEDnB4RhvJFlsvfwi6x/9/xJbY00BJE/M/uR5B19PPZJ4OZMF35eUkeVXFIkbqwT85tIJKIj2e3btyUp5riXQXtTnnF9fV37+/txABj/4nZHXOEdXcKJ7QDqSOg82ednverL+7mk1CuRqVQqWg2PjY1F9ZfvwxfwHSQo6XQ6gLcz3dgdB6t7Gdvb29rZ2dH+/n6cYUH+RBW/Vqt1nEsh7o2NjUUVm33darVivyPJBSS7ioBKHBVFiLa+vr7wfeVyWcPDw0GsEm9IPNgbzDGsPESOdBkHucsH/4Qfwff0ysyDjVZXV/Xw4cPwwejzISKIo7wDa8y+AdfxTK4WcSDsMj6SO+YTfMH3+EWSYEkq78R3zpk5ycfnOElHwtdqtVSv1/Xaa69pcXExPv+qg73A80AOUT1BHk1S6u9PE5NGoxFEFD7JPxug7/PrBAhSV5cIEofAieBrbAYbJ6Y6ge6kP8k3GABSmkro9vb2VyOdOjk5CXaFB2RiDg4OouMPjopJQIPLz9brdUkKB0UygWPD8Cl/usYeYNmtq8PICEwwojhPXzwH8jyz6w55TioGo6OjSiQSPbUZ5Xul9kWESLdg13lOFpbBjZwEEt4Xg0ImNjw8HJpxP2eCI4L1wEFSsiRTJZN1xsCrRRitl+MB8155oTnARx99pHw+r6GhIS0sLCiVSj2zQXYP1jGZvOyGQVWl1Wp1sK8EDd4fnSuSAxw3jgqGyPXygAnmmo1JFYhAT0LmyTLrx7syfzgLbBRQh64bBsNlRThqnoNDz1edN+kyKM7Pz0ei9OTJkwi8u7u7IRVJJBIRwAgKMDPsUT8f1Gq14oJHzl4hl+jetyROOH2cGAAPsMQ7E3zY04ASqiueoOzv74fUr1arqa+vT5OTkxobG+u5Aikp7KdarWpjYyOA2vDwcEhlsMuBgYHorFSr1eLsD2tKxcMrvdhrsVjUxMRE7Eln5QE+LjGiwtKdfCKt4KwAn0XQQPrK2S38MXOOT0EStLu729O8sYfwD9g8FU8Saa+IAUQTicvWxbSOBoC5P4fhdXB1fHysarUaIIfn8Crw6OhogAzYu1arFf6EKgn2CCgnCYYkkxRzSiyinzzynecZAJRarabt7e2OqnG1Wu2oiCF33NraUq1Wiz3jMlts0TX3fX19KhaLKpVKsXcdaEHCwVbze/g3fkZqH2zlcLc3yADgUPWQ1JGwkCQCumH0exkjIyNaW1sLP8QdX17B6a4sQ1ZAMuFvOdzrnaJ4broL4eeRFnH+AhDHHnZWu1AoxJ6u1WohdYbEJX7ih9m3yGMODw875MyNRiMupN3e3tbk5GRPcwfeOjg40NraWpBs3t6ehMgrW1TdSRj9nAF25qQu8jWqq8RQ39te5SBR8LNAkjrigFdB/TyuK18A16VSSfPz83rppZe0vLysV199Vel0uoP0usqgqk5DHeYAzHl8fBzyIuwB/wUBil0xx8gYeXevRqA4wC4gphjIvj3BwkeCU/AH7lMhOvEp7BPWo9FoRAc6uq+SDzzr3XLPnGgQPGivR3YDCCXYO4CH/XTgRCcSjIbMl3IQjoxkAl08gQgjZcE8cwOQS+2DuDx7t/QD58lCe0kYPfju7u6fae96GSwoYA0jBGwS/LxKQaWA0jegF6fgrAFgO51OR0syEkHeByeBE0ESBYB2YOuJhqRwbjARBBPYf56Pm1FrtZpyuZzefffdDha4l4H9wDxNTU11dPKBfYXVYI7dLnB+MKH+bjhBWDhnQPk5T4Yd6CIxopyOoyBRxYERPAh4lEYBemx613aiu8xkMlpYWOjJ5niGsbExLS0tdTAuhUIhZBdovQHGksLupHZ3I+yH4EB7X6/cME8EQhJewOH5+XkANT+bRFLCXHpDCZdd8f8AnO3tbbVaLb3yyitaX1/X0dGRJicnOxKbq45kMqmtrS01Gg2tr68HG0XJ3jsocc4BnwQ76xUj10DDbPrB9729vZBQkShgmwR2lygAnJkHAh0SAe/0g48YHBxUPp/XyMiIqtVq+ELWb39/P9p64797GQQmbJvgD8PLz5Bw+X6VLn2zd9BxCQxMHmCQ/eiVWOwOgoQEC5sjnkjtCglr5Dpxgj9xjzUEOJO0z8zMaHR0NFpv0za4l5FIJIL82NjYCFKI2EC3wouLi7i4jUQBaYNX41x6jNSM92+1WkGy8XnYBD6L+WUtaMIAw3l+ft7RPdHtTlIAG2Q9tVot1tjBEs0+qDT3MlZWVlStVlWpVEKSVCgUlMlkdHFx2c2N+aOSz7kufAUNQpAADwwM6ODgQBsbG0Gc4N8gJ7EtCJtarRbAjMPK3OJOVeTx48d69OiRKpWKpDY+gIyDXCoUCioWi4FBsHEO/RO76vW6NjY29NJLL/Vsd9JlnGf/8I4uG2Nv8N/sMZJ91taJXMgi5OdUf5g3J3X9/CTPI7WrDSQY2BzzCYmD7+FznZzOZrNaXFzUq6++qtdee01LS0sh+0ey1Mvg958+faparRbPRYMPj1U7OzsdJA/EEecpOMRO0uFxx+8fgcABkxHr+Tcx1P/bKyP+XJwDolKOUsVbA3tlnvtbsNVnPbf8zIkGRr63t6dqtaqTk5OQ4sAcwZp3l9x4QYB9qVQKXRoLzM+wqZzdldoabhINkhyMEYYKIE+lAIcLmHYDIRAy+cPDw8G60debDgf8TC+DIAmjiVPzw0H8N87aN54De57dN+jBwUFc/kfQ9sOWHoy8vIghwXiRbDH3bFpkNJLi4CHgm/eD4SYgTk9P691339X4+HjH+l51uDzp4uKyBSf6YNaZTQroaDabKpfLHT/n60BVAQaNeaFlG51byNoJnATdbiYBYONMnrOgvDtz62VgZ/K75X0nJye6efOmyuXyleeNfQn4GhsbU6lUUqlUikQTJ0yyy7ORvCLX84Ov2BIOkOQK8OygAzYOh0pwZj38fAdgiuTAtaLYF4lYItG+mIvP+OSTTyLg4zR7PaNBggOwODo6Ct9G0oi8gvXCriBYYPdIzqvVqiTF+RJJMc87OzsRYOr1eodsDXvmWaiO9PdfdiajAunyNGyQ35cU0iGSYyoNVLCwT0/qexkQA0NDQ5qamlKr1fqzewUAqR74dnZ2gnwB5EnqAPjYpKRg0ev1erTphXAhGYDdbLVawejjB4k/LldzUOVSQRhcvvv4+Fg7OzsBYEnUkaT1OgBLzA12R4JOHMA/uN0BDrBHCJJqtRp7h/UhptTr9T+r8rrMzpNciK9EIhGHzmFzqShLbbvD/jmTgJwMX0EFDqKGderV7vDfVET29vaUTqcjfhALkfPg5yDsnOgEu/C84BjOJDC3/f390TELXwh49eq1M7/YLDEHP+INQMbGxqLrIJ3NqKTgu7uBOn6il8HvptNpLS0taXd3Vzs7O5GUsqfdNiHDkJUTa5zhBo/QBpW5xAc6ppDUccbR5XUQsBB0kCkQPfwc64Z/kdpNjADIxWJRs7Ozf0Y29LpvUaXQCIAKEPPGd0vtZgpSm/wGt3BPCxVWfp81dR8KPvMLd/3MFUQf1RCqFfgGqsGQq9geBDX7A3tjTYgf7r9feHtbGFseCMfEw9PqFscF4CWbd2211D5/IbVbpgGuYIKZMC8HM0lkfa4fdDBLBgeoY5CdOePLs+JAdnd3ValUwsGTvffKkAKWCBatVkvlclkrKyuqVCra2toKCQasQrfjcGaJ5I3ASZZ/enoa5VnPhKU2eIK9YcO6JAOGwoMqfweox3HzjDyDn3G5deuWfvzjH+u9994LR9Tr3Dmo9UrC7OxsBKhKpRJz7NIHzjcA6JhHnoWbrrslFlQzeH9JsRYEXkkdIJMkmE0NS4yz4ed5HwAycpxUKhVriS3euXNHr7zySs8Xp1Em5SzLyMiIstlsMNoEdoACkiiei0QBW3BQ6xIgkiXOZBA4mDucLw5SUmhbWQsOPJ6cnESw9xaOgPyNjQ319/dHRaHVaml9fV2np6e6deuWstlsgOleZSyQAFR/AFgEApeTIXXxqimBmcSMg8b8w3slEu0e8gR1/h+A4gFZajcpoFKB7yTw4l/5fJJnCBP2A1UZ/JIkpdNp3blzR/Pz8z2fqSK4cRj28PBQmUwm1s3Pz0ESnJ2dRYMC/DhxwBlA9gY2vbe3F9WjVqsVdsf7e0MHiBsnLfy8EQcck8lkSAmJb6wPNgnoxCbZS37BVS/Dq8ycHWFO3O4AdN1x0iuKMOzMFb4eYA1YADh7TMQWIRVcWXB2dhYJijPgrLvLhLPZbAAoqmuVSiX2DnEdu5ubm+sZ8OXzeRWLRT169EiSotriZ+DwgU6kYB/EPZ4T8gUfxSFv5pJ7rvxMJFgEKRW2xN+xdsRfSR1+Eek0VWBIPsc1YCy6Jh0fH2t4eDgOTD/PGBsb061bt6IF+hdffCGpHedYt+7Em8Y7VHC8WukXEFKxJnlyIgV8B94gZtJGVWp39gJzEC/8jCuELiRZoVAIWR5MPHEfqSHJ9VUHtoqMlqSD/eQkYzd5w3vjZ1lzBrgAgol3B4djX1K7/a1/Nv9QNaTywe97/PDzU8QG/h4iAUm6k7LT09PP7OueeVcPDg5qdnZWd+/ejUWt1+uRUWJcZPmU5AESBDMcE46epAT9LEEG5hxH6uU7DN3L85S/WUCXZLHQBGH+m9Iym9udNv2ukUQgK+h1ENB5/1QqpUKhoJs3b8ZGZpH9Ui0vNTJ//BsAT0KFs/KkEC08yRjlef9Okkf+vpthl9oZtev6pPZFbQTaXC6nDz74QB9++GG0oQN89TK8xOcMjqRIDpBkUIFwR8XcAzpgS1hzSREoSVyopOHkkJKQaJEs4ARwuM4Mu/YUgMe6A4KcrZbaB1iHh4e1vLys73//+5qYmOgJ9Pk6si9wSI1GIxh2NOaANRIx9Pp+HgpHzvtgo1658YDD/ieBxpkBivymbZwhSRs+AAYHgMe+djaLd5ibm9PNmzdDy9rrYXC3CezIz4Cx5n6uxmUmAD4qr8ViMc4X8TneHQpWl6QfwArTzs+zLtglYInv757bTCYTdyrw2UiYaD07ODgYLXlv376tt956S6VSKQiKXuyO4EUFEnDnFQUSStg7gJ0faIZRk9qEgyfrDmwBKyTtEFGczXAiigTHq+jsMSpyVC5ZT5cieIvqZDIZlYxMJhPv2OvcefWTKjXfBRmEHZAAAaxI4ogZ+XxepVIpSEESJCpZAGVANvp5qjieZJF4kUwfHx/H/vZDy0dHRxoeHlY2m40k2OU1SF2pOA4PD+vOnTt66623VCgUepYnZ7PZIJkAlPv7+8pms5EgSe27cYh/xHf83t7enlKpVGCPk5MTffHFF5GkEIPYgyTB2DyEHwoBfLDUZrSdPCExRS5KUrK/v99xCSNndNg7h4eHcfh9YmIitPm9DCd9AeXNZlO7u7txb4fU1uwDVEkWYbWpaLt0b3BwMKpftOHtlom5HAsylJiNPyGBgPQhSYYAcEKM/x8ZGQkZnVeWq9Wqpqam4nN7TdDw28ViUcfHx5FEY08k7yQ3AHbeEdUJ6gmSI2KtKxJo0ILPw6czmEOPQWAhfAZxG9+IT+YMEGtMUonPIFlsNi9vY5ek5eVl3bt3T7Ozs880V89smejFV1ZWwpAo7xweHnYY3vHxcYfzIqCS7TqwItNHa+0HUGBwmBB39mx4HIZXLtg0/LwnK87q8TnIi3hObsh1hoPuGr0OsklJ4eiYv/Hx8Q7GCGYZEOX6fwIESQCsG0wVc+HB3h0rz+BBGjYaR+1JkZdO0+l0MIjMNfMI2zc1NaWbN2+qWCyqr6/dTx1nddXRDSZwioAl72CD42ZumWtsh0QBVs6dKA7RNzd2CnNCEpJMJjsYV0qgOBY/CC61u9bwXQQ7nntwsN3T/uzsTPPz83rvvfe0sLDQIS+66rxhD4A76fJeElgOmBLshFK4n7/yJA0b9sQKsE0CQKKE3TIfOH/mj7MNJMsQC9irn6eCTSFhQrJRq9WUSqVUKpW0srKie/fuaWpqKsB0r3I9zpE1m83QUVPNgGVmXgEKVD5cBnB6ehqH7gFxJKHsMwfPJFTcn0Jlg8oEyYHUZsSwD9aJBAvfdXh4qIODA9Xr9WDqaaGJjaJh/sEPfqCpqanYz70Ml5kS0OgEBvjjGbE3QFKtVgumzmUtJHaA1UajEZd/EVN45+7KogMJZ9Fdf0xg90P0Dn4AO/h/QEy5XNbS0pJyuVyHRLXX4Xa3tbUV8whzzTuQaCA18/Np7B8umfS7YHwe2EvEGNqveqWyv7/dxtfBmFfG8X8w/VQDj4+Po0MgiRixAFIrmby8DO/999/X5ORkR8OTqw5+1+U4nPfwO3VIoJF3ET84aA3ZhJ3WarVINDz+M28k6ewZl15xaSDNcyAGmFupfe7Bq3k0ARgcvLyvJ5G4bEQDmdhqXTZC2dvbC9YegrGXgZ8mDvT392t6elqrq6txxwn2RfKOr8feiKvYBzG/2WzG3TC0l97Z2YnP6q5EgglJ9Nl/4Bo+H7zHmnhscgIZf+uJDQQl8dtx0VUGCpBCoRC2fnR0pJ2dnZDNgT05TO3ySD6jv78/yF/2oRPhrA1rwNy61JM/82qGE8BezeTn2CsQqSTaNJ2ATOCfWq2mw8NDLSwsaHZ2Vjdv3lQmk3mmubrSrk4kLi8qmpycjKwdltIPt6Lv4yUBFLAnGA4vLbUdqBtPt0PDiQEKnfly3aqzalJbbyup4zuRK0ntUqtXSsiaYVafZyNL7cvN0GKvra2pVqtFiXVwcDAMEmNk4/hBKjJkZ+E8afPgS+JH4oDsBJDI5nTAjGPGMJ2R983CPOIweA8OfjkwfBFzh1Pq6+uLi+i2trYiuOOMABJ8L5cwefKKLKbRaF+Mg1yo27nhSD3BYu5gRQDMzsqTTPBv5orfIcggLYSVWVxc1NLSUjicXgdOFAAPWZDP57WzsxPMC3M6Ojoa8ye1LxVk75CY8I5e1eH3ALisv0vZmC/XQHsAcVYW28HZYt/sS557bGxMMzMzmpycVKFQCGLDzyJddZycXLbKpbo4NjamarUavgu78sP7OOfu5IFnrdfrGhhoX87Hrc/Yt3dFYm86c4/v88qgJ1KtVivukJHUwQJ6JQSZldS+t2F6elo//elPdfv27dBP91qBlDrPvwGWdnd3tbm52WEnLjEAwHgFbGBgoONOAcgS/k5qnwnwygP/wNiz//B7+DF8nEur/IzcwMBA7EnAILfCT0xM6NatWyoWi8pkMh37vVfJHnZHJ8GRkZGQZTCvzAW+qlarRYcw97fn5+eq1+uq1+tKJBJBosCMIs3jLADkh5MS2DhSRPYi9g87DbtPPMX/erxCdsF7NhoNTU5O6oMPPtDt27fjnoZe7S6VSml8fFzlclmPHj2KM0s0dCHBcJnY2NhYADSXNSKJPDk5iYsOHaRBoiKL8gPhVHLwqSS22KlX0ngeB8O1Wk3NZjM6+1BRRlXBtQLb29s6OTnRvXv3NDk5qUaj0XOnOKl9l4pL/0qlkp48edJRGUY2zV5j7sAD+HPiDSoI1CCeLJDUExuJJZAf4C/8oMcCgDjJkdQmBcCZ+DoOaZdKpY6EDGzTa5zgHA7ERzab7ZBz1ev1iH8kwlQJUGHQtQx76e/vj7uaqH64KgQ79HMp4EpJHZgFghObg8RBKgoWZU35nt3d3ej8x5ry/RAsk5OTcW7xWcaVuk4B2sbHx5VKpTQxMaHNzU0VCoXoekL2i4PDgMn+WGSMy4EuiQLf19fXFzIIBuU0gAqT7KU1jJNDmWSWTApBBkPr3hw8pycGXpHoZXhyNTAwoI2NDf3pT38KA6NyArsEO8SGktrZOO+FIeLwYa5IGgDXBBAMBkNjY/s6wDqi8SXAoI30drwufZAUB0AJTGy45xmsEzIFgijSgNPT0zhIygHNvr6+CKbOZvE5gB0cGUCFefKkGKdAMu12AriR2l3SkCYRaPkdZBheuvRqHPOczWY1MzOjTCYTHYrYK1edN6ktC4GdODs709jYmPL5fDB+fuCdBN2TV8AFzympw/m5zIkg7NUxTyycHSZh4c89iQMgu4QPJ3l6ehoJeaFQ0PLysubm5qLs7xWYXsbGxobq9bqSyaRmZ2c7zo5w9gf/AhjLZDLa3NyM50Ie4odwqV6NjY3FAXtvqoD/c7kJLHt/f79KpVLHnnL5gFcxkBDij2m64aCGNbp9+7b+9m//Vu+9914kBvjTXoZX7tC1c2B2e3s7QC8+3OWhmUwmnpX9RMMRfBlAxQGOAw/AjaRIMqR2pyNnAwG8gCSXUEHu8LP8fyaTUS6X08rKiu7cuRNgExnf8yRom5ubAU5mZma0v7+vtbW1SHg4T+VnN8bGxrSxsRF+Gd/FHnb/BJlRqVQ6JDwk9CQKxFyqXsVisaNi6xVZvo8YT2zyO1FIxvGZg4ODunnzpj744AN9//vfD2mbS8euOmilzvjHf/zHkBp5QxEkmNi3xyeYXfYfQI0La8EQtLJFFshZQPdznugDgCEdvDqOL6EChRoELLC7uxv7EZ9xcnKizc1NjYyMqFAoaG5uTuVyuWfFhfte7Kq/v1+Li4t68OCBNjc3O/w0wB9bcVKHdYaBv7i4CHJYaic0nmDgB/lvKtqNRiPeicYufiEvz+MkMF3GJAVLj2KAyiPzCUgHe1510CEO6dj6+rqkS9IIXEFlnf1IZc/VKt4MgfgI0eBye/7OsQb+CuyGZNnv9sA/gl18r+NDXXni5A4EEDK00dFRLS8va35+PipbzzKuJJ1io6Ep48szmUxc3re1tdVxMMllAoBGStqAVNe6u34N8OM3P3pXAhaIAWhDg4sEiYn1zA92u7+/fSHZ2dmZstlsaG3RmrJJes18/fcAKHTHYC5gTtDtYRR0aXFGF4fd19cXrQNpU4uhUUVyeQQJCECXDQ7jAoAG9KLbh8HAmPk8KlywQXfv3tX777+vYrEYxssz9TpwgqwbJcB0Oh0OGftAkoNkpVgsRvAFsGJzJLHMGxsaoAOAZpNLChsCTHafnWBOSDTY4ARbulk5k0rQBiguLS1Fe1Y/43TV4cmVnyOA1UUa1R3YvYxMOZd9TnLGWQM/5A+A8JaRsK48g88v88/68ExecQTYOyuDPlmSisWiXn75Zb377rsqFArBmjnj1uvcwZBms1mtr6+HpMWZbgBVvV7v2LveKENSh2OnQoK/Y57Z67B03N0DgOTPCYj4L/ylkzjsR+yRBB1fQIV3eXlZ//W//ld9//vfD/aPRLnXJE1Sx7xTEZiYmFC5XNbq6moHKwoBAvBlT/P/sLjNZjPuSQEceCWMqioAh+fw6hJ7ir0gdV60KbVbarJnvHKLnrpcLmt8fFxTU1NxlsKT8F4H4KFUKimTyWhtbU3lcjmkosgPkfxwRhJggpSUPcw/DlyI4f39/drb2+tI5jl/glTHgY/U1vL7Tc8kri7dY+6xIWfKU6mUFhcX9Z//83/We++9FyAesqxXu0skLuWFKysrKpfLymaz+p//839GPICsw/aRD+Lj8VtcukcVhv/GHqjae1coqjguZ2HeCoVCyEKJMZCl4BsaG3gnO0nh5yYnJwOsc/Hg0NCQ5ubm4vnAU70OnhkfcXJyomw2q4WFBT18+DCq//gVSA2vKrB2qE9clSG1z5d2y/hI9vEJ+B9UHhcXF3FpZV/fpcybhJZ3BkC3Wq2QvFGlHx4eVrFY1Pj4eOxbfI5L2K46qL5z8SLNAvBFXCp8cnJ5/xz7zbGvK0ZIilgD7Ikki+f1arHUJs5JzEjs/Rxld3JFLHNpNcQhdsC/scNcLqfl5eVoGAI58CzjSl2nAKE4Dv58cnJS29vb8RLeE927BMCqkoVKCoaSicKp8cJeTfD/Bsh64gJzzOLi9PzQDD/DIiJvIGCzIDjdiYmJOGDa6/Ds24FvuVxWf3+/1tbWgl32MiTzcXh42NENA60nEikMDCCMDMw3E0GTwM7w+QQYumSMzc/P4owxeBzN2NiYJiYmVCqV4kZWqknPA/r893Ac/neFQiG6TsG2VCqVALiNRiMqNPx9KnXZco/nJ3DyzM5eOYvF2lCC9AoZztIrEF6tg5EECOEccJSexHOz7PMCZuZEUiRhJElSu9qBXfAc/LvZvOwmhyPsBvwkU4A49qSkCEQwJDg3SASCBXuV+WCdAB0kW0g0sGe6zLz++utRYXVZkNQ7MUC1jAOmMzMzsQ6PHj1Ss3l5DgXfxrthT7QkJSBgB85y4sRx5C515DNbrVbcGgsZQVMCgjEJxn8kAej2x/w7k8nopZde0ptvvtkRIPEZzzN4Fp6PAJbP58M3+TkcAAM+CFvifAfJkfTn+m8CqzOCzJ2TWPyuS374HoAkSQj+3w/qUm0cHx9XsVgM6S6gnzV9nqo3TDp25wct6abkZ0G69wmHlR3AuNzJD43Tp98r3lI7mfBGGLVaLZoXAJI8sfVqE/OK3XkVjWe8e/eu3njjDWWz2QBErMPzkAOs7eTkpP7qr/5Kn332mT766KOouDAgRLg7pNFoxIWCxDYnigDODsQldbSUBhDCXPNndL7ijh9IUIgbzk8x/2As9PLc2cL+wAdks1nl83lNTU1FN6PnJfTcXiDSFhcXde/ePf3rv/5r4Km+vr4gEZkzSBbsEWJUajdp8XgD8UK8dJyBzfiZK+acefC44PJluh7SGlpSnKNIpVJxS7ukDhzUi91BhEHY5XK5SIQymYzq9bpqtVpUICG/2YckaiRQJAReUXCfzX/7u9LBkHfxYwK8lxPU4DZXJrgNk4ygqMF3Z7NZ3bp1S2+++aaWlpY67jp6lnHlMxr809fXF11pKNfzd6enpyoWi2E4flDFy9z8GcALsMUBNs/8CLZkw85QkcXCXniZiYBE8MMwvXTvyQ3yBzRoS0tLWllZea5Eo2PC//07R0dH9Z3vfEeHh4cR1La2tjpKZWzc7q5KrnmlSsHmPD09Da2mA0CXHfBv1hGtHYaNphzwx8/xHRz2ZR4py5dKpdgofDfyol5BH8/pwAxdLHa1srISdxhQ6djY2Ihn9I5mvg4EZoKu1AbIfJdvRD/7wlwRIC4uLiJpZkPzebCJzlK4XAop0ODgZdtCWEVnDnudM2ckt7a2tLGxoYuLy57//BngluSBIOvMG9IhGgK4LIP3Z35J8qQ2Y+XdQkh6CFbsfZfhOQvmQBpby2az+s53vqP5+Xk1m81ghLr1w72MiYmJCGYkqti+s2awoICPkZERbW5udqy/s+gEEw/SkqITD/Z8cHAQ9x8wX4AMWCgCsNupg0UAk8uL2K/ITP7u7/5Oy8vLcXutV4h7nTuXwbIGjcblAdCdnZ1g1ZkPgiQEDCQMMeLg4CCSfN4dHykpZHg88/l5u7MLiRtz6L/nBBPrRzAHNPK9rVZLmUxGy8vLmp2d1fj4eFxA55VPZ/F7GePj4x0gCrtDCkXFwEk+1hqyxYO/S3k8mcMOd3d3O4iRL7O7i4uLsA/mm/jMnHoyhwbeE35+FjnOf/pP/0lLS0uq1+sdB++fZ8+6YiKRuDxLc/PmTW1tbUX3SKrG+G5sLpVKaXR0NBqd7O/vx1kWuj8B6Pr6+jpk4sQjKipo8M/Pz1WpVLS5uRl2x/d6u1cH2JI62hAT56h0+DrSoQvWulKpdByq7mX+JHX4lkajodHRUS0sLOjJkydxIS/zjB9kv7sMEYk2Z2N87yUS7TNDXKKIDBDMh29tNpvB6DO3zC8xCjDsktuhoaHAAswRRB+EtyeSvSQavBvYCGkluJY2yENDQ3H3zObmpk5OTuKdIYwd40oKKRN7guSPZ/ak3M+vgfdI9IhhLp8iFhNviQv8HJiH756amtLLL7+sl156SYVCoaMz4LOOK1U0mFRetL+/fQMiWe3JyYk2NjZ048YNnZ6eBksGq8LLumEQZGG0XEfmemECNobOpDQal92XaL3F5HnpyCspXhnBWfL96PE53DM3N9dxad/zDBxVsVgMtg52gzMA29vbkUhI7Y5FzANBmaoG7yd1Hg7lkFKr1YquFwQtz47ZHFJnb3mvYkgK55PNZmOD0Qzg4uJCc3NzunPnTlSxYC8AZs8zZzwHz03Sx3P39fWpVCrp9PRUpVJJ5XJZf/jDH7SzsxNzBGvvh0AlRdDkwDiJBvYLQ8BzEDCYo9PT02D7kOq5A4DNY928LHxxcXnZ1u7ubmhtFxYW4nIjST07QZ+7w8PDYNQABlwiVKvVOtgoKgzMF2VY9iiACskeZ2EInH5HBLI/7Ba2hyqS37brkhipnaw4++LszMzMjN5//32Nj493JDNOYvQ6cPw42rOzs6g0JRIJbW9vS+psY0znEeYDP4XDZw+jacffONsE4wXDTEXEKx/4BsA4CSo+i/3KWS6CSavVioOupVJJP/rRj7S0tBRAk0DzvKw8v0tSCevrtu66YnwfF1X5rbfMPYDGKz4k7AREQAd+HT08cywpKnSMs7OziFvuEwEnzD3JWSqV0tTUlObn54MIwAfwzs8jn8Lu/N3T6XR0bdre3tba2lqHdJUDqH64s9vupLa8guQKkAMQ8Y58gB9iJVU1YgfAzuWSPLdL1/BdxIt8Pq+/+qu/0uLiYtj4i7I75p/9mE6n9f3vf1/n5+fa3t6O/eTPnM1mw2dQteVult3d3SDcvGoEQOW7AL/EZ6oWyClJnGmX7zJsv/hTat/4TLzBX0Jw4atzuVycR2POOcvxPAMf7MQrxCEKAJQrXmGA0KDTmINewDNYQGpXzYgnJG9OHpOsJhLtW8fPzy8bHLDnvCrq8jXIataI8y9URrA51qHXwTpR8cpms4Ex+vsvO7ZVq9UgJKl0S9Lq6mrMLwQAZC84DCzVTRJ7xQxSEB+Hr4QokBTkKD6T53ay3VUNjlMKhYLeeOMNvfvuu9HIpJfRk6jPkwUWzRnxsbGxjgNCLgOB/XEGC823G4rUBuZe3nYZkicqGKMzuc7YY4j8DE6DsjfOc2BgQBMTE/rOd76jO3fuRGb/IhINL/fTVcIPcMICkBB50HHmkufp1tfxvoAWDJkMmwwXLSBt3uh2xUaHhceh8JmuPyXIjY2NqdFo6OWXX9b8/HyUCd2xPM/cOTvtJT6Xiq2urkbQz2Qymp2dVV9fn9bX1+MiSW5W9UTNZQBUaZhb5p33Bxzzd1ThkLKwRu7ssVds39k2GEVaUL7++ut6+eWXg31zbfjzzB37hzsr8vl8JEW0gOT/m81m9AT3800ANkkdTApzAFNEwkLZHXLB5TguveL3WQOCgHf/wkkSoBuNhvL5vF555RUtLi5Kal9QxM8jM3wRAxaW9xkdHVWpVNL4+HgwoPV6XYVCQa1WS6urqx1yFaotzBdMFwAYxo6A6oEHIAIYZv8yN8xVOp3W8PBwJM0EGnweP0di9M477+ill17qaPwAKJA6JXfPMwATBHqSDZJX93Pexx2fDOHEfvXKLrGG+AOAJnHF3pxUcj8otS9mxG8CImFU6YKVTCbjxub+/kt9f7VaDWYWW3sR8+YSoMXFxVjzXC6ncrmsUqmkarUaZ4Owu7W1tWDL8R3YnR/QZk8j/wMgMgckr8h18bHOjmLfdErjHI5LsJgLkra+vj69/fbbeumll2L/u0zyRc4f7zg3N6ef/OQn+od/+Ad9+umnIdWkwkwHvkwmE/Im9/34dPAKTR/4Hph2EjNJwVafnZ0FsCTRSKfTUV3v6+sLm+Z8K4QsdshZnVarFQlMf3+/yuWyFhYW4rmp8vYqnfIY6//UajU9fPhQ0uU9Jd6Vq1vqBhYjTvMP9sD5Ofy/S338zJ+ToS439cqwrzPf4yQUJBfJGZdrfvbZZxoYGIiW2l6Z6XXeGP39l8062D+jo6MqFotRFdvZ2VG1Wg2Cb3t7u4OIbzQa0RSBqhbJhn+Px8xEIhFEETgSIo/1ZN/6GVWpLdGD7IMQdNycz+e1tLSke/fuqVwuh9TfZePPOq4sneLf3TowDsTRCxy2nmBWq9WiowabjJah/oJoRikhY6AESamtK4M5ccN16YSz+DCABHgHMRcXF9HRY3x8XD/96U/1zjvvRLDpNYvrnjeGMyKJxOU5A4zg+PhYf/zjHzs07kgGCJqSOhI2Eg2prdMEYBI4u8uRnoAxD8yV1D4Q64GJDYzciAz3/Pxc6XS6A7y7rbyouevOuqXLC4bGx8e1urraofenHO5dbCj/U5aELUIOwNkBvotKB2y+pI7DsjwbCSP/j/Mj+SaR4eAezOLFxYVKpZLeeecd/fVf/7VmZ2fDyVIx6TX48juU4OlYBPD7/PPPtbOzE+2VqeDs7OyEnM+ZEK/ywFrBHOEoHcwxJxAOODavlhBYANIkK8hWYFpJogGk7777rt55550ORocql7M1vQ7/XZc6YP+ccaDKgAzs888/7yAQkD3i1y4uLg+d7u7uBpPHs/IevDdrAsBxFpF9m06nVSwWoyEDsrdEIqF0Ot1BPmQyGaXTaS0vL+tnP/tZ9LT3/UrQfVHMMv6X9U+n02FjrVb7cj4PeFK7isreBNDg/6iC4JPwWbCi3T4MRtAPO5PwO9AAQCMHdjImm81G1fTp06dqNBpxJw12/6J8HXNHBc199tjYmJaXl8Pujo6O9OjRow67k9Rhd4BepHfsET4Xu2NeUBVg6+xtpDyZTEbFYjF8vktGM5lMnO/r7++P28Fv3bqln/70pyoWi0ES+vu+iPmT2iQoa1kqlXTr1i09ePAgAC2VC2xAUmjOiae8ayKRiGqBX1yGLIhY4JJn5jKVSsXdQZlMJtQALo87PT3t6FbH7w8PD2txcVHz8/OqVCpaXV1VPp+PeM79LSSPJMLPY3dOipHkg0Gwpb6+vpB6QkJJbWUAhAZ4hESNxACfQ7XWFSv4V0nhK30vglmwbZI4vov1InnlToiJiYlI1AuFQiQkz5vg+u+xn4jtEHA0Czg+PlYul1MqddlmPJfLhTTakyX8mTdqoVLGGhEf/DiBD+IycwK+RopK7GXevSBAHE6lUlpaWtL8/HzYViaTiWe96rhyRcODCIESYzg4OAiGG0MEWKEjREu/vr6uhw8fdrC9/MMmlNqHZLsNwZMLL73ybAQMGHuXbkmXYJCr1sfGxtTX16fJyUm99957+uCDDzQxMSFJwWS+CCfIIJB6oE+n05qZmVG1WtWjR486OjbBGJE8wKKgcaVUC+DyGzi9DA5QoWJBtabVaoV2mgQRFpx15rAorAL6SsrDv/vd71QqlYJhe1GsKMPZC/9/WIFsNhtrCiNPlQbAT0CjEsGGw+lRAuZn/MCj1HaaJG44YWdnpfZ5Ba/s8PP83cDAgBYWFvT222/rgw8+0MzMTKyZVwNfxDzeuHFDs7OzUa5vtVoqFAr66KOPdHR0pFqtFnPDgXjmzSsM7EnpkllBm8x+d9YdMIzzdYdMIIAxhXHxVnokhuwDmJiXX35Zr732WoBWnC5zd1Xt6P9ruAP2f/w9ALH7+/v67LPPJCmCC3uPhCmZTAbQ8TM6BBeCCD6Q7/eqKmCZBEhqA2x87c2bN/Xaa6/pwYMHevjwoaanpzU+Pq6bN2/qO9/5TgRzQJVXkf29n2ewH3jeQqEQ5w4gn46OjlQsFsOXOLniN3wTH6jSYIvda89ZN3w9z8HcQZDwjl4hBXQ7+3d+fq7l5WVNT08HI51KpaIFarddv6jB52Jv+ODu78Hf/elPf5Kkjosy2Xf4cFhPP5dC1YO5cGmypI49T2KbSCSiWQVNCYgzN2/e1Ouvv66HDx/q0aNHYXcrKyt69dVXOxj3bp/p797L8HnhmQGUc3NzevXVV/Vv//Zvun//fgBVKgQA1GTy8iA53Z14P9p/Q4zCSmMnHHT2CiY+jj2AjfmZVulS1sr5RuIul3aurKzo5Zdf1sOHD5XL5YIwRXVB8sedC4DLXodLkiDjRkdHQw7KniLuklggA2feuyvQ3ireSReSD9YOrONdvpAcYRd8jt9ez5oTb0kisNmVlRUtLi5qenpaExMTUTFy23keMo+58zMWyI0huEdGRpTP50NOPDc3FwoW/CEJrDeKQVqHJNHjJzg3mUxGzHQfybEAcA7rxn7N5XIqFApxaJ34C/G6tLSkUqkUVXzmtRe1wHNFZdd80fIWB+nlHZzlwsJClJBmZmaC3cS54+T4TAIgZTomz2VXng1TFeB3mRg+h414fHwcF/lIilZu9+7d01//9V9rYWEhgJe/6/MGk24nymajdM0zlkol/elPf4rDgMwPoBXpE21kYX0xaMq6rgl0/aV34QBQjoyMdBi11L5Jl43JzZeA9tXVVVUqFRUKBVWr1WA3XiTY654/5gxwi8PgIDWsKOdHnj59qr29vY7yP1pPgAd20T2/JGEwrnwn2neAJM9AsHamwCttXh0YHBzU3bt39b3vfU9LS0txZ4lLEl+U/MdZXxKqcrkczB57Epvv1mhzoI2Ag7wF+2CPNZvNaPWHTIY2ryRxzAuf7T34sVH2JWVugl4+n9cbb7yhdDod7WTZF70yLX9puJTAfYkTIrBNmUwmnokuY9xz8NFHH2lwcFD379+PpMADpctLWSd8GQwh8+iVKdYK7fbrr78esrL5+XnNzs5qcnJSc3Nzmp6e1sjISFRxvTuav++LGoC3oaGhYLIBBJ9++qmq1aqazWb4LKnzADPP5Q0aYMOpVnAnh9S+ONRbJSPDYl8D8Lxiy7qylwcHB+Os1/Lycpyp46Zn7Na7Gb7owXxge1IbOBMDqV4h6YJBHx0d1djYmLa2tvT73/9e/f39un//fodEgs9mr7ncilgEG0os9/OUkDPY3WuvvaZXX31Vi4uLWlxc1P379zUxMaH5+XktLCzE3VCAHvxM9/u+iHkjPuBLM5mMvvvd70q6TMq/+OKLIAe4SHN7eztkhI1GI1r1k1R6gku8lBSXHVItorGId0CiG5FXjKR2YujEH1If6TIJoYtjvV4PmSQ+4Pz8PColL2JAPLAfqDbTHrbRaOjJkycd85xIJIK8kjovD/a7laS2/frP+blSfD9+yatFThK7feILuyW22Pabb76pd999V8ViUQsLCx1z9SJjLN/pa+wteEulUpxnzefzMR8u+6xUKvrtb3+rw8NDra6uxhyTHEAQkNRRMSTZlC7t26vEdCllzqgULS4uanJyUmNjY7EnkslknDMplUpaWFhQsVjU5ORkB3nTy7jSYXBn+HDQBA7ArZ+l4Gdg7XBOGMf8/HxoTb2cAwvm8hSysS/TgSJ58coDQGB0dDQujcpms2q1WuFoWq3L9pFjY2N699139bOf/Ux3797tMPYXzc53Jy/O1vmBPOmSGUDaMjY2FnpiFtw71WSz2TBwEg4SLT9AxOd6AoFj9vekVOnnZ6rVagdjQGCamJjQxMREx3X0L5Lh8wGg5MAVtsjheBxxo3HZMWN0dFSVSkU7OzsRVACkdBPJZrMdrAzzhR4SLS22B5BxJhVG1OUIrJuz9Pl8PtoSrqysaHZ2NvaLV+VepL11szdS++zBwsKCdnd31Wg0tLm5KUlx8Jnkn+BD0PCSNfPuHU9IKFyni5YYu4Ip9JaJXnEi0BUKhXCar7zySviMg4MDTUxMBPj8KpKM7jl0XwTbzNmCRCKhH/3oR9ra2orS+NzcnPr7L++rIKF699139Ytf/EKff/55AAoAsGu+ke1gGwALkl2SEhLs999/Xzdv3tTi4qLK5XKwpHNzc9rb24vL2ghuzoh1kyovYuDvSd55v1wuFwG3UqmEr5MUciiprUVmj7s/w35cmiW1L/vi+/2QpSexsOn4Pf6fzx4eHtb09LRmZ2c1NTUVTL6/E9/xVQ+Xd+Br3O4uLi70wx/+MEBxPp/XzMyM+vv741xWKpXSO++802F3+FCIJxI22GcAGFVD4nOj0QhAjd0tLS1paWlJExMTGhsbU7lc1uzsbIfdMW/sI4/VLzq5Zfjnjo2N6ZVXXtHAwIB+85vfdABmZN10Wjw8PIxnJQmANKCD0Ojo6J8pJLgLg4SKJA05Snc3Rs7TQBgAGk9PTzU2NhYECxIclxtxF493IHsRc0dcc2ni8PCwVldXgwR99OhRsPAQSigbEonLc0vYJ/PDXJGwc4knMjv2Nr+PzX1ZdRLcRNWA0Wxe3gQP4Xf79m19+OGHunnzZsTeF5lYfNnArr0zJqQE1exbt26pVqupWq1KUtwlMz09rcHBQT1+/FiZTEaPHz+OCwrPz89DYuy4mvkh/mJ3nPkldkOOTE9Pa2pqSrOzs9Gm+/z8XFtbW6pUKjo5OdHIyEiQVOxpX8texjMnGt1fguOFJWHCYDMp2XoZGiaD8nM2m9Xi4qIODw+1tbXVoccmY+3v7+/Q7wLIXItLho8jTCQSkVjAqnDDLOUnFjSdTuvOnTv64Q9/qLm5uY4SIe/5ogfJBXMIYIUZ6dadHx0dqVKpRPJFZsrPESz5TK8GOaMAy4Px8Z5eMbpx40aH7pxnBOxUKpUAdysrK3Fw/q233uro4/5Vju4klz+DXefAHfZJAAF0IO/jeQkczBXBFLDrd5JI6gBP2LfPI+tLMIFVxnlTzp2bmws5BkDiq7I39oXU2VXi7t27uri4vJl2Z2cn1tsBm+9dnBiBYm9vrwPkux1iq97Vip8h+eAzqZKRAMOsEnR2d3eVz+e1trami4uLuNviq5qz7vlj8F6e3HiCWiwWNT8/H0GBQHPv3j09ePBAuVxOk5OT2t/fjyoi/mp0dDRuMx4dHVU6nQ52f2hoSIuLi3FA849//GP82Ycffqh33nknyvN+oyx735MY1hg/8aKTDJ8rr5IhwWs2L8+upNNpVSqV6JpEMurVSp6RPeeECWvj57a8SuNnO6S2pJH94B1bnBxgvyNzAOBQfcGXfNWgBR/WTXZh86OjoxHzJGl5eTlYcs4QrKys6MGDB8pkMpqYmIjmE35IN51Oq1ar6eLiQul0OuwOEg8y4uHDh/rss89048YNLSws6MMPP9Rbb72lsbEx5fP5ODwPuCbJYA2cWOP9vgrbY57836lUSsViUYODg5qdndU//MM/xEFniAwu2jw8PIxLStH3Q+Cxj/xzSUa8koJSgUol9owigAYa6+vrqtfrKpfLunnzZoA6WHCIW5edfZmU+0UoLrp9AmtD1QrclM1mlUql9Ktf/SrIAKoKSKVQBcCqSwrwiy9wnNdqXcr8qCAxh7wrh6SR3iNjOzg4iFjrVY1SqaTXXntNb775psbHxzsqmF/VcJIbXEBVkOQNG+EiQeLs2dmZDg4OdPPmzWibzTUFJClULhqNRtxvhU3RLjiXy0Xl+smTJ3r8+HEkGUgY5+bmlM/n45wqxwYymYwODg6CoMpms3FfkMumexk9ndGQOnWkBHw6Sbju0WUQsCNow46Pj+PfgGkSF8p2lH1hmjKZTJTRAYz1el3r6+t69OiRKpWKbty4oampKd26dUvz8/Oan5+PQ0Acnvv973+vg4MDTU1N6d1339XS0lI4i6+SHWV4EEE+lslkVCqVVCwW1dfXp2q1Gn9HtQMGwMEi60IGjcYUJ4cR+u95W1EycIItB0dxHsfHx1pdXQ0g2Nd3edPvW2+9penpad29e1flcvlrSTIYHuQBJARcNiPPUq1W4zZQEhS/jwA2r16vRzcmL1l6pwZYfuyRCoafF6C16NDQkGZnZ/Xmm2/q3r17UQWgmwgB5Ktg9r5seDCCJcnlcrp3714Ai7W1tfh5kn5YLt6vWxqA5KBcLsf7MHcwLN71hvNbMKfj4+Mql8sdVSQODGK3AwMDevTokWq1ml566aXQkn5d9sac8W/YIq8K5nI55XK5mDevEnIQ+/79+0okLi85HR4ejgpXqVRSo9HQ//pf/0u7u7vBJNHpZXp6Wrdu3YpK8ObmplKplH72s5/pb//2b5XP52Nfc0jYzzA48HHJ4Vdtc1Jni2zmaWVlRSMjIyE1OTw8VK1W6+gdPzg4GHc1IdOTLlsyc3gWkAeZ5YdYASsAQhIEPgvbwVciQTs9PY07Jtj77ieeR0LQy/CY5FV/wGChUOiQjbqOemxsTPPz83rw4IEajYbK5bJGR0eVz+fjgKwk/f3f/33YHQnMwMCApqamdPPmTZ2dnWlmZkbb29saHBzUz372M3344YdRcTw7OwtpLWvAmuAfvBL3Vdqd+zlP0JAmJxIJLS4u6uDgQA8ePIifv3fvXqgBLi4uosJLC38qFevr6yFjQo7LQVnanSP3oyJOR6tkMqlisRjEAGB8ZGREb7zxhl566SWlUqmQ+EDUsK7d7/RVDkA+sWFoaCjUJ++++66mpqb029/+Vg8ePAisxx7b29v7M3k289PX19dB5FHNkBSSeL6b5GV/fz86JCK553Z39jvJxNzcnP7bf/tv+pu/+RvNzMx0zN1XYXf/EQkPrvLW8MQ03ptEBGny2dmZpqamJEmLi4ux/lSykC3/4Q9/iHmi2QsyRbpfbWxs6L//9/+up0+fan5+Xm+99ZZWVlYiUeRZqQAlk5cttKnese7d+7WXCnjP7W35QoKH1MkowejBuHDQBCaem3X9cjiCpR8KwtCazaZu3rypycnJAM7c2UEp78mTJyFpmJqa0ne/+90oERWLRTWbTT19+lSPHj1SNpvVe++9p9u3b2thYSEkN19HksEc4uBgqBKJRLSI3d/f1/r6uj799FMdHR1FdYNsvnux6dYjKUppBFoOqwGMnHWBmXeWASa51bps1Yb+NJW6vCm0WCzqpZde0o9+9KMwckDf1+EA/Tv4bw/+AAQ0xLyfpEhqSdKcdd3d3dX6+rp2dnbCIaLxxkGMjIyoXC7HGnDgCruhk00qldLMzIx+/OMf65VXXoluJalUKg7G+h0pX6fduQxkYGBAxWIxWlX+7//9v7WzsxNyChw47YPPz8+1u7urarUahyo5S4Aen4P0BAQAN5/l3ahgqxKJdr9zkmYSEdZhcHBQr7/+uubn56Nj0deVaPxHwYQ9xH7xPe3afxJQHPqNGzfCL3FId3NzMy7xLJVKkqTd3d24fIx2iaenpxofHw8JDGdtkPd5tQVSRtKXtkv8OobHCYIvZNTk5GQQGZlMJm7SPTk56TjMSIWCJhUc5PVq4sXFRcjDSIypWlKZ8M/h306IURXKZrMqFosRx7DR7orKVz26A7xXNZLJZEh4nGxh7QF6tKXk/cbHx+PCN7Thr7zyio6PjwOkVKtV3bhxQ8vLyyqXy2Fb4+PjQRhAaCHxQQ0AgCQpg8XvZsq/quE+wbGKV1hhjjc3N3V6eqof//jHQQal02kdHBzoo48+0kcffRRdp/x2dBKn4eHhDlupVqt6/Pixzs7OOro8QrxArr766qsaHR3VyspK2Ov4+LjGx8cD/5ydnYV0xps2fNU+z+2MeSOu0dwimUxqenpai4uL+vjjj/XJJ5+EJB1gTYLPPpYURKXjQvaVq1XAMC4J8ha4yKSxcXxcLpfTT37yE/2X//JfND4+3tFY5etIMr7s76jwIBMmrhEjiI3z8/NxZcD4+Hi0mGbeW62WHj9+rN3dXc3NzcW5xZmZmQ5J9vDwcEc3MBKxmZmZUHuQIBOLsMFMJtOhDGI9nnfuXsipXXfUTB4ML7KLs7MzZbPZmDBACT2OT09PlU6n/6y8Ojg4qPn5+WANMFI2LuV4b113+/Ztvffee9GdBg09B1iLxaLy+byKxWKwsBjq82ZuVx3djvfGjRt6+eWXdXx8rLt372p6elr/9E//pPX19TCEoaEhnZ2dBdCAXSex84CDw4ANBBQ7mMMJXFxcaGdnJ94dhrFeryuRuGzD+/bbb+vdd9/V3bt3o9OTM/7fxHApCO+BprG/vz8uSkokElGaBbg6gCAo4OApt5PA7ezsKJ/P6/bt20omk9EfmwoJ64Bk7/XXX9ft27fjbBAOsvvOl68j+PrAZpyxOD8/1+zsrO7du6dPPvkkbsf1TiPsY7qxwKYw7zhM9LlUdbp1y6wFPoKLBJGmsB+HhoZULpfVbDajre29e/fC+X5dia2P7kQNUMd+87MALvHj7yYmJlQsFkN+RhVHkmZmZuKmc3yoNzfIZDJaWFjQ0tKSbty4oXq9rlwuFz342X88F9If1u/LWN6vc7i0gMPutPC9ceOGarWaDg4OVK/XtbGxIenyjEClUgmyAKCCXt7PLcBoJpPJqExSEcbOOUSPtMiTv3w+r4WFhWAGWWs/E8daft0D/0DiTWXa/y2pQ4bJz0sKQoE4it01Gg1NT09rbm6uQ9rIfhweHlYul9PIyIiWlpaUTqd1eHioXC6nnZ2dIE+8ms1ZGfaIP883keQy2JuJRELlclnf+973ot3x4uKibty4EechRkZG9P7772t2dla/+MUv9Jvf/CbaoZ+dnWlrayuA3p07d+LOEwia1dVVffHFF5GcFQoF3b9/X/v7+xofHw/J1cTEREdrWMhakmsIwm753Nc1iE0kaN64g32czWa1tLSkjz76SNvb29ra2lKtVouY6soLzpqROBAzJEWVg0P3nB1E9cEccN4tkUhEXGm1Wsrn81pZWdHf/d3fxXlht7evSqb3ZbI15o3KIL6KczysP7H37Ows4l2xWAwlCUcCUKOghlhYWFCz2VQulwsylRb9qIHo+EZV3CWLyKloR5xIJIKERUYvtfG8v6urcZ51XPkejS9j9hgADkkBSJhIwIa33urv749r4p2JwwFKio0LY+hO3pOMJ0+ehKOg8woHpmiTeXJyEhIGfp/Mzg84M74J8AcbnkgkoqPE5OSkPvroI62urkamio7Yz6bw+1L7ghzXWaLn80z19PQ02tQSsNyxlctlzc/PK5PJ6Ac/+IHu3r2r8fHxjiDydQcPHzwnAYQ1dMkDJV0PxmgkcQJUbySFdvvo6KjjLo6hoSEVCgXNzMwok8nEeZWdnZ24hyWTyWhpaUkrKyu6fft2MO9olammfNkzfxPz5p18qKgNDAzo8ePHqtVqcV6lW9LiAIaqBKDND5ai7azVaqpUKlE+Zu+6PAUpGfcWcAtzf39/XFbmZ2K+qYEfcvmoV2/Zh6wx60x1x30O78OeJ5CTqDiDiq2mUim98cYbwSZ3d94iYBOcCRrSN5dk+GB+8Lm00aSys7e3F0kY54ZcDoavRGpAB0GvjnGuj4YFqVQqgjXxBP86ODgYScbMzIyGh4eDmeU5WdtvIsnw4UFfUnTZgXiTFFVqfAugDqCI/SEvc7vDVogrAGAqRa+99lpHxcnbMvtFlNg2z/llYOzrHIArb22KhOni4iIIPAgQWqOXSiX98Ic/VD6f14MHD6LN7erqalQbAb6pVEorKytaWlrSxsaGfv3rX+vRo0caHh5WuVxWMpnU3t6eFhcXdXJyonw+r3Q6Hb7w/Pyy7Tq+tHsffx3VjP9o7ogVPIf7t0wmo9PT06h+lUolra+va2NjI/YR88MFp945jsQWe3MJsreMRTLIWQU//zcyMqLl5WXNzc0F+fV1Ybkvq6AxXC7GsxMHiKnERGTv3jm1u3HHxMREJPckpl7B9JjTarU0OzurWq0WPzswMKBMJtNht+xncA/HH6T2IX63g17m8kqJxv8ryXA2I5FIdOjkCbLempSLySivuWyHAIQxOmPlBwV5JkpNi4uLGhoa0tTUVBg1k5dIJCL74/edYfMF+6YGzwTzwqJzccrOzk4cmidJWF9f1+PHjwOQNBqNALUwexg0m1xSHFDywMNBwomJCY2Pj0fwHR8fj8/lcK7LIaQXe+nSVUc34GPApvBuHLzFEWFvJByJxOUBy4mJCU1OTsbcPHz4MDpXkfhyT8Tw8HCwW7Suo5tTPp/vYA0A81Jnl6VvIlEDLGNr3MkAQzU3N6dqtRpVG/5ue3s72CoqYolEIqqR+/v7arVacbcJTRg4R3V+fh5duLa3t7W9vR3tc2G2JycntbS0pJs3b8bNvchc3PF9k8OfAeZOah+098osiRmBFVtDasJhOwdsDNf2ElS5OAzpCkHaKywkKZTEpW+u4tg93O5gc0dHRyM5aDQu7xJA209nOMiAjY2NDq0/lV0qaSMjIwE46PTTbDaDIBkcHIx9DsButVrKZDLK5XLKZrPhOwBX34b40C0BQfsuqSNmYgteqcfuAIlUJAEykFbIOVkLYgR7E2KQjkOc+2FvAqz4XkCSP/c3NVwpAWBGMu0yPPwycS6Xy+mVV17RnTt3NDIyEncPcbZnZmYmzlSAVfBhXM6ZTCa1tbXVYZvEHandSITn8ItN2S/fVNKG/buPYy09qaTNMoqAXC6ni4vLu3O8Okv89e6k+/v7gQHZn1S7SXqJNyQtVAC4lJFWw+AY3y9fle11r4WvEcMlUih6qFSxb/yYAIQAFddmsxmYD+k7P9utTOi24YWFhWgwUCgUgmDl6AHkDSoLPz/yZfG2Vxnac0unvmyi2RQEVxwV+j4YIjI3QLFvNC+ZkfHCNBwdHQXTcuPGDd26dUuzs7P64IMPwkhTqVQ4PCYPZtu7FX3VnVeuOpw94P8xzNnZWc3OzkaFiINnT58+1Z/+9Ke4YZTqDckA7dOOj4+jdEfnAw4Swk7dvXtXb7/9djhPvuvs7CwuNuxmVr4NLCnPIbWrN/wZbB/zSEWNn8EekD4NDg7GOSDacLKBqYbgFCl1ormnPaTfOgxr4Z2c+LtvErx4stHXd9l9a2RkJFosTk5OxiFP5nB2djYOfKKTn5mZUblc1t7env7P//k/Wl9fjyRrbm5OpVIp9Mm0oaZxAXuaS+eWl5fjUiWcLVI4L9t+G+zNk2wqsKyr7xMv8yO/YQ4gTrANft8/G+KAvycAAPbcrjmPxTN4APq2zJsPSvj8N0Dh6OgobgAvFAodMtyJiYnwfdvb29GFpb+/X4VCIVpHI0Hg4Hirddk1iHalzWZT29vb2tvbi/MchUJB2Wy2o1mEpG88yWB0g77u6qjUnkfAlreodSYUewSsSO1EmYokoAPii8PdJISAom67A0R+W5JbqVN+5lXJbjBFPEilUhErcrlc4AeqIp6kOQvN3p6bm1Or1YrzbNPT0/F5xATsDnaev+PzWQtPNL4pMs/lmR5fE4lLWTXdywqFgiYmJvTpp59qe3s7OrXRPIR9CEZDzULcpSGO1G7FTyKNkgMSdnZ2Vm+99ZYWFxe1u7sb3fr8ub/KJOM/+vPupNCJJyegiAVgVA5+U1UYGBiIw+KtVivOenBUgAqFy+m5DLXRaGhwcFALCwuxVsRhtzcSQMdGL5rUu9I9Gn/pz/8jVtszVzJ+fobEA4YFY+JzXMsGw8RBcQ4pjY6Oqlwux4aU2mwPrAyg0bWPX8YofxsCsYM/L1VhoCRsVI6QmVQqFe3t7enBgwdR2t3b24v5oouLzwmdrgqFgmZnZ7W4uKjx8fFgI0hY0ul0xyZxp/1tGA5A+cefkaDCpuIsAUHXM3m/IIeDzdPT00omL+914EB4Lpfr6Hzkci2XrQCUsfFvSi71ZYMAwt6h3zhzdX5+rmw2G44Hdh3Wk8ONfX192t3djQOW2AkMvHQpVXBpkLPE2CQyLsCNJ2fSt8feGJ4QSJ3yUSdZqKJSModRIqDAXPHzABoO5CMpgnVmfvAFtBR3SRe+1qt335bhLC3/IAOCrUylUnGHBUEW9q1er2t7ezvs7vT0NEDK+Pi4vvOd76hUKkWCz+9hPxAosLCFQkH5fD7kfID0b5oM+LJBLPQY4cQUcRJbAxDjgwAo3nLT7a6vry86IsE2cy5SUkeSjMQUf4cP8QrBt2l4TPA4wT+e9HuDExID9jJSWuwIvwjWcZmdJyNgEFQEzDNrJqnDZh0rfdPDpXndyRr7k8P0o6OjmpmZ0cHBQVR/qtVqXKBLzIUIfPTokWZmZvSTn/wk2tHu7u5qY2MjEg1IqeHhYV1cXGh2djaqTAMDA5qdne04j/V1Echf9h3df+bP5P/NmjP80Hx/f38Qx+wruo76ZYBgO5IXJFgem6gCYcvEYSq+JDl9fX1/drblRYyv5gpnfXkJyTNzz/AAePwsQZi7DW7cuBGHd+lY49exIyOS2iViPstbIwKoulmqbxNLyvDDfO6wcWrOKKRSKU1PT6tYLGp/f1+FQkHLy8vRoWBoaEj379+XJOXzeS0vL0dAofVvoVDQ9PS0yuVyOFDkUg6cpW9eb/sfDd9Yzgzz54AbAgoyge7SI8ww+uZ0Oq3333+/Q+fswQJmjwBLkGi1WvEd3Xb3bUgyGM7qdUsISApg4v18BpVD9PIAXlrg8tmSOsrBzlIBkqhcAMK9o9Q3yeQ9y+guJ+NLnAXu7hrj0k1An1/W6WcRXLtMlda7tSBhwSc4C/1tAirdwwEYe4c5Ojk5CXmtS1upRFJJ7O/v19raWhz8Pjo6inf3A+eSOjqn4RfS6bQKhULICwjGJNbf1uEJUDfBwhx1g2avOEiKZhjIWlyu3NfXFxUQ9iUkn6SID8y7g5dvs81Jnew8CaVLv6TOPcz7+HkYkgFXZXhswBY5oIu9+eFlquf8vndWkvStnEdPNjyeeWci3pcq+fT0tI6Pj7W7u6s7d+7o+PhYOzs72t7eDmXGxsaGCoWCbt26Fa3yOc/Cnjw8PFS9XtfBwYGGh4fjPBXyZKlzX3ybYqzUTjbw/cSB7qTcu+F1+z06M5JMYENjY2NR+Ugmkx3yW/Y+JIOkiM9UhtgHX9Z+2knbnt+99W1bjetxPa7H9bge1+N6XI/rcT2ux//vx7evtnk9rsf1uB7X43pcj+txPa7H9fj//bhONK7H9bge1+N6XI/rcT2ux/W4Hi98XCca1+N6XI/rcT2ux/W4HtfjelyPFz6uE43rcT2ux/W4HtfjelyP63E9rscLH9eJxvW4HtfjelyP63E9rsf1uB7X44WP60TjelyP63E9rsf1uB7X43pcj+vxwsd1onE9rsf1uB7X43pcj+txPa7H9Xjh4zrRuB7X43pcj+txPa7H9bge1+N6vPBxnWhcj+txPa7H9bge1+N6XI/rcT1e+Pj/AA1TcqCX9z8pAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 1000x1000 with 100 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1000x1000 with 100 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n" + ] + } + ], + "source": [ + "#복원된 그림에 노이즈가 생긴 걸 볼 수 있음\n", + "for start in [0, 100, 200]:\n", + " draw_fruits(fruits_reconstruct[start:start+100])\n", + " print(\"\\n\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ARhiLn1m2Ra1" + }, + "source": [ + "## 설명된 분산" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "i0667z-Hwx9Y", + "outputId": "f6921cec-82bd-42af-80b9-45d7fe52ba27" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9215275787736402\n" + ] + } + ], + "source": [ + "#각 주성분이 얼마나 분산을 잘 설명하는지 나타내는 값\n", + "# 1/200로 줄였으나 원본의 92% 만큼을 표현하고 있음\n", + "# 용량 세이브 가능\n", + "print(np.sum(pca.explained_variance_ratio_))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 448 + }, + "id": "MxYkugL84tH8", + "outputId": "025f41f1-891e-4ffa-90a9-5c89a5358ed2" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[<matplotlib.lines.Line2D at 0x7df45eb38e80>]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(pca.explained_variance_ratio_)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "7Ekr5U6R6UNO" + }, + "source": [ + "## 다른 알고리즘과 함께 사용하기" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "id": "abEPOUXR6GaQ" + }, + "outputs": [], + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "\n", + "lr = LogisticRegression()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "id": "g5AzDXd06PCO" + }, + "outputs": [], + "source": [ + "target = np.array([0] * 100 + [1] * 100 + [2] * 100)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "eksgBJHM6TnQ", + "outputId": "9aea04a7-fe28-4902-f9b9-9d36979ecbc8" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9966666666666667\n", + "0.9981564998626709\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import cross_validate\n", + "\n", + "#만개의 차원을 사용해 비교적 느림\n", + "scores = cross_validate(lr, fruits_2d, target)\n", + "print(np.mean(scores['test_score']))\n", + "print(np.mean(scores['fit_time']))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "v4LViFYT0s-F", + "outputId": "99611a2b-a879-4183-b708-a61a47d0088c" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9966666666666667\n", + "0.024461746215820312\n" + ] + } + ], + "source": [ + "#50개의 차원만을 사용해 빠름 그런데 테스트 스코어는 같음\n", + "scores = cross_validate(lr, fruits_pca, target)\n", + "print(np.mean(scores['test_score']))\n", + "print(np.mean(scores['fit_time']))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 80 + }, + "id": "7pYqYMqT7dko", + "outputId": "781e0a0a-ba3d-4f68-82d9-873fa2fd0a3f" + }, + "outputs": [ + { + "data": { + "text/html": [ + "<style>#sk-container-id-2 {\n", + " /* Definition of color scheme common for light and dark mode */\n", + " --sklearn-color-text: black;\n", + " --sklearn-color-line: gray;\n", + " /* Definition of color scheme for unfitted estimators */\n", + " --sklearn-color-unfitted-level-0: #fff5e6;\n", + " --sklearn-color-unfitted-level-1: #f6e4d2;\n", + " --sklearn-color-unfitted-level-2: #ffe0b3;\n", + " --sklearn-color-unfitted-level-3: chocolate;\n", + " /* Definition of color scheme for fitted estimators */\n", + " --sklearn-color-fitted-level-0: #f0f8ff;\n", + " --sklearn-color-fitted-level-1: #d4ebff;\n", + " --sklearn-color-fitted-level-2: #b3dbfd;\n", + " --sklearn-color-fitted-level-3: cornflowerblue;\n", + "\n", + " /* Specific color for light theme */\n", + " --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n", + " --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n", + " --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n", + " --sklearn-color-icon: #696969;\n", + "\n", + " @media (prefers-color-scheme: dark) {\n", + " /* Redefinition of color scheme for dark theme */\n", + " --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n", + " --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n", + " --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n", + " --sklearn-color-icon: #878787;\n", + " }\n", + "}\n", + "\n", + "#sk-container-id-2 {\n", + " color: var(--sklearn-color-text);\n", + "}\n", + "\n", + "#sk-container-id-2 pre {\n", + " padding: 0;\n", + "}\n", + "\n", + "#sk-container-id-2 input.sk-hidden--visually {\n", + " border: 0;\n", + " clip: rect(1px 1px 1px 1px);\n", + " clip: rect(1px, 1px, 1px, 1px);\n", + " height: 1px;\n", + " margin: -1px;\n", + " overflow: hidden;\n", + " padding: 0;\n", + " position: absolute;\n", + " width: 1px;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-dashed-wrapped {\n", + " border: 1px dashed var(--sklearn-color-line);\n", + " margin: 0 0.4em 0.5em 0.4em;\n", + " box-sizing: border-box;\n", + " padding-bottom: 0.4em;\n", + " background-color: var(--sklearn-color-background);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-container {\n", + " /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n", + " but bootstrap.min.css set `[hidden] { display: none !important; }`\n", + " so we also need the `!important` here to be able to override the\n", + " default hidden behavior on the sphinx rendered scikit-learn.org.\n", + " See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n", + " display: inline-block !important;\n", + " position: relative;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-text-repr-fallback {\n", + " display: none;\n", + "}\n", + "\n", + "div.sk-parallel-item,\n", + "div.sk-serial,\n", + "div.sk-item {\n", + " /* draw centered vertical line to link estimators */\n", + " background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n", + " background-size: 2px 100%;\n", + " background-repeat: no-repeat;\n", + " background-position: center center;\n", + "}\n", + "\n", + "/* Parallel-specific style estimator block */\n", + "\n", + "#sk-container-id-2 div.sk-parallel-item::after {\n", + " content: \"\";\n", + " width: 100%;\n", + " border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n", + " flex-grow: 1;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-parallel {\n", + " display: flex;\n", + " align-items: stretch;\n", + " justify-content: center;\n", + " background-color: var(--sklearn-color-background);\n", + " position: relative;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-parallel-item {\n", + " display: flex;\n", + " flex-direction: column;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-parallel-item:first-child::after {\n", + " align-self: flex-end;\n", + " width: 50%;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-parallel-item:last-child::after {\n", + " align-self: flex-start;\n", + " width: 50%;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-parallel-item:only-child::after {\n", + " width: 0;\n", + "}\n", + "\n", + "/* Serial-specific style estimator block */\n", + "\n", + "#sk-container-id-2 div.sk-serial {\n", + " display: flex;\n", + " flex-direction: column;\n", + " align-items: center;\n", + " background-color: var(--sklearn-color-background);\n", + " padding-right: 1em;\n", + " padding-left: 1em;\n", + "}\n", + "\n", + "\n", + "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n", + "clickable and can be expanded/collapsed.\n", + "- Pipeline and ColumnTransformer use this feature and define the default style\n", + "- Estimators will overwrite some part of the style using the `sk-estimator` class\n", + "*/\n", + "\n", + "/* Pipeline and ColumnTransformer style (default) */\n", + "\n", + "#sk-container-id-2 div.sk-toggleable {\n", + " /* Default theme specific background. It is overwritten whether we have a\n", + " specific estimator or a Pipeline/ColumnTransformer */\n", + " background-color: var(--sklearn-color-background);\n", + "}\n", + "\n", + "/* Toggleable label */\n", + "#sk-container-id-2 label.sk-toggleable__label {\n", + " cursor: pointer;\n", + " display: block;\n", + " width: 100%;\n", + " margin-bottom: 0;\n", + " padding: 0.5em;\n", + " box-sizing: border-box;\n", + " text-align: center;\n", + "}\n", + "\n", + "#sk-container-id-2 label.sk-toggleable__label-arrow:before {\n", + " /* Arrow on the left of the label */\n", + " content: \"▸\";\n", + " float: left;\n", + " margin-right: 0.25em;\n", + " color: var(--sklearn-color-icon);\n", + "}\n", + "\n", + "#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {\n", + " color: var(--sklearn-color-text);\n", + "}\n", + "\n", + "/* Toggleable content - dropdown */\n", + "\n", + "#sk-container-id-2 div.sk-toggleable__content {\n", + " max-height: 0;\n", + " max-width: 0;\n", + " overflow: hidden;\n", + " text-align: left;\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-toggleable__content.fitted {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-toggleable__content pre {\n", + " margin: 0.2em;\n", + " border-radius: 0.25em;\n", + " color: var(--sklearn-color-text);\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-toggleable__content.fitted pre {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n", + " /* Expand drop-down */\n", + " max-height: 200px;\n", + " max-width: 100%;\n", + " overflow: auto;\n", + "}\n", + "\n", + "#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n", + " content: \"▾\";\n", + "}\n", + "\n", + "/* Pipeline/ColumnTransformer-specific style */\n", + "\n", + "#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Estimator-specific style */\n", + "\n", + "/* Colorize estimator box */\n", + "#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-label label.sk-toggleable__label,\n", + "#sk-container-id-2 div.sk-label label {\n", + " /* The background is the default theme color */\n", + " color: var(--sklearn-color-text-on-default-background);\n", + "}\n", + "\n", + "/* On hover, darken the color of the background */\n", + "#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "/* Label box, darken color on hover, fitted */\n", + "#sk-container-id-2 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Estimator label */\n", + "\n", + "#sk-container-id-2 div.sk-label label {\n", + " font-family: monospace;\n", + " font-weight: bold;\n", + " display: inline-block;\n", + " line-height: 1.2em;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-label-container {\n", + " text-align: center;\n", + "}\n", + "\n", + "/* Estimator-specific */\n", + "#sk-container-id-2 div.sk-estimator {\n", + " font-family: monospace;\n", + " border: 1px dotted var(--sklearn-color-border-box);\n", + " border-radius: 0.25em;\n", + " box-sizing: border-box;\n", + " margin-bottom: 0.5em;\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-estimator.fitted {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "/* on hover */\n", + "#sk-container-id-2 div.sk-estimator:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-estimator.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n", + "\n", + "/* Common style for \"i\" and \"?\" */\n", + "\n", + ".sk-estimator-doc-link,\n", + "a:link.sk-estimator-doc-link,\n", + "a:visited.sk-estimator-doc-link {\n", + " float: right;\n", + " font-size: smaller;\n", + " line-height: 1em;\n", + " font-family: monospace;\n", + " background-color: var(--sklearn-color-background);\n", + " border-radius: 1em;\n", + " height: 1em;\n", + " width: 1em;\n", + " text-decoration: none !important;\n", + " margin-left: 1ex;\n", + " /* unfitted */\n", + " border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-unfitted-level-1);\n", + "}\n", + "\n", + ".sk-estimator-doc-link.fitted,\n", + "a:link.sk-estimator-doc-link.fitted,\n", + "a:visited.sk-estimator-doc-link.fitted {\n", + " /* fitted */\n", + " border: var(--sklearn-color-fitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-fitted-level-1);\n", + "}\n", + "\n", + "/* On hover */\n", + "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n", + ".sk-estimator-doc-link:hover,\n", + "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n", + ".sk-estimator-doc-link:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n", + ".sk-estimator-doc-link.fitted:hover,\n", + "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n", + ".sk-estimator-doc-link.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "/* Span, style for the box shown on hovering the info icon */\n", + ".sk-estimator-doc-link span {\n", + " display: none;\n", + " z-index: 9999;\n", + " position: relative;\n", + " font-weight: normal;\n", + " right: .2ex;\n", + " padding: .5ex;\n", + " margin: .5ex;\n", + " width: min-content;\n", + " min-width: 20ex;\n", + " max-width: 50ex;\n", + " color: var(--sklearn-color-text);\n", + " box-shadow: 2pt 2pt 4pt #999;\n", + " /* unfitted */\n", + " background: var(--sklearn-color-unfitted-level-0);\n", + " border: .5pt solid var(--sklearn-color-unfitted-level-3);\n", + "}\n", + "\n", + ".sk-estimator-doc-link.fitted span {\n", + " /* fitted */\n", + " background: var(--sklearn-color-fitted-level-0);\n", + " border: var(--sklearn-color-fitted-level-3);\n", + "}\n", + "\n", + ".sk-estimator-doc-link:hover span {\n", + " display: block;\n", + "}\n", + "\n", + "/* \"?\"-specific style due to the `<a>` HTML tag */\n", + "\n", + "#sk-container-id-2 a.estimator_doc_link {\n", + " float: right;\n", + " font-size: 1rem;\n", + " line-height: 1em;\n", + " font-family: monospace;\n", + " background-color: var(--sklearn-color-background);\n", + " border-radius: 1rem;\n", + " height: 1rem;\n", + " width: 1rem;\n", + " text-decoration: none;\n", + " /* unfitted */\n", + " color: var(--sklearn-color-unfitted-level-1);\n", + " border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n", + "}\n", + "\n", + "#sk-container-id-2 a.estimator_doc_link.fitted {\n", + " /* fitted */\n", + " border: var(--sklearn-color-fitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-fitted-level-1);\n", + "}\n", + "\n", + "/* On hover */\n", + "#sk-container-id-2 a.estimator_doc_link:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "#sk-container-id-2 a.estimator_doc_link.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-3);\n", + "}\n", + "</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>PCA(n_components=0.5)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\"> PCA<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.decomposition.PCA.html\">?<span>Documentation for PCA</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>PCA(n_components=0.5)</pre></div> </div></div></div></div>" + ], + "text/plain": [ + "PCA(n_components=0.5)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#50%를 맞출 수 있을 때의 특성 개수를 계산해보는 단계\n", + "pca = PCA(n_components=0.5)\n", + "pca.fit(fruits_2d)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "lBNLzuvn77aU", + "outputId": "47da0db9-5f14-427e-b7e2-68173badd412" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2\n" + ] + } + ], + "source": [ + "print(pca.n_components_)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fOsFDbdMDYbZ", + "outputId": "97cc0a77-1f31-4c3f-a47f-a184d709d401" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(300, 2)\n" + ] + } + ], + "source": [ + "fruits_pca = pca.transform(fruits_2d)\n", + "print(fruits_pca.shape)\n", + "#2개의 특성만으로도 적당히 잘 구분할 수 있음" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0vkCS3_Q7-0M", + "outputId": "66b61c93-e9eb-42af-90fe-56b9f1690613" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9933333333333334\n", + "0.02928957939147949\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_logistic.py:469: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_logistic.py:469: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + } + ], + "source": [ + "scores = cross_validate(lr, fruits_pca, target)\n", + "print(np.mean(scores['test_score']))\n", + "print(np.mean(scores['fit_time']))" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 80 + }, + "id": "AbgpgCl0DC4E", + "outputId": "ac5fd99d-8efd-422b-dc5f-a45c6a0212a6" + }, + "outputs": [ + { + "data": { + "text/html": [ + "<style>#sk-container-id-3 {\n", + " /* Definition of color scheme common for light and dark mode */\n", + " --sklearn-color-text: black;\n", + " --sklearn-color-line: gray;\n", + " /* Definition of color scheme for unfitted estimators */\n", + " --sklearn-color-unfitted-level-0: #fff5e6;\n", + " --sklearn-color-unfitted-level-1: #f6e4d2;\n", + " --sklearn-color-unfitted-level-2: #ffe0b3;\n", + " --sklearn-color-unfitted-level-3: chocolate;\n", + " /* Definition of color scheme for fitted estimators */\n", + " --sklearn-color-fitted-level-0: #f0f8ff;\n", + " --sklearn-color-fitted-level-1: #d4ebff;\n", + " --sklearn-color-fitted-level-2: #b3dbfd;\n", + " --sklearn-color-fitted-level-3: cornflowerblue;\n", + "\n", + " /* Specific color for light theme */\n", + " --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n", + " --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n", + " --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n", + " --sklearn-color-icon: #696969;\n", + "\n", + " @media (prefers-color-scheme: dark) {\n", + " /* Redefinition of color scheme for dark theme */\n", + " --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n", + " --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n", + " --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n", + " --sklearn-color-icon: #878787;\n", + " }\n", + "}\n", + "\n", + "#sk-container-id-3 {\n", + " color: var(--sklearn-color-text);\n", + "}\n", + "\n", + "#sk-container-id-3 pre {\n", + " padding: 0;\n", + "}\n", + "\n", + "#sk-container-id-3 input.sk-hidden--visually {\n", + " border: 0;\n", + " clip: rect(1px 1px 1px 1px);\n", + " clip: rect(1px, 1px, 1px, 1px);\n", + " height: 1px;\n", + " margin: -1px;\n", + " overflow: hidden;\n", + " padding: 0;\n", + " position: absolute;\n", + " width: 1px;\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-dashed-wrapped {\n", + " border: 1px dashed var(--sklearn-color-line);\n", + " margin: 0 0.4em 0.5em 0.4em;\n", + " box-sizing: border-box;\n", + " padding-bottom: 0.4em;\n", + " background-color: var(--sklearn-color-background);\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-container {\n", + " /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n", + " but bootstrap.min.css set `[hidden] { display: none !important; }`\n", + " so we also need the `!important` here to be able to override the\n", + " default hidden behavior on the sphinx rendered scikit-learn.org.\n", + " See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n", + " display: inline-block !important;\n", + " position: relative;\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-text-repr-fallback {\n", + " display: none;\n", + "}\n", + "\n", + "div.sk-parallel-item,\n", + "div.sk-serial,\n", + "div.sk-item {\n", + " /* draw centered vertical line to link estimators */\n", + " background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n", + " background-size: 2px 100%;\n", + " background-repeat: no-repeat;\n", + " background-position: center center;\n", + "}\n", + "\n", + "/* Parallel-specific style estimator block */\n", + "\n", + "#sk-container-id-3 div.sk-parallel-item::after {\n", + " content: \"\";\n", + " width: 100%;\n", + " border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n", + " flex-grow: 1;\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-parallel {\n", + " display: flex;\n", + " align-items: stretch;\n", + " justify-content: center;\n", + " background-color: var(--sklearn-color-background);\n", + " position: relative;\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-parallel-item {\n", + " display: flex;\n", + " flex-direction: column;\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-parallel-item:first-child::after {\n", + " align-self: flex-end;\n", + " width: 50%;\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-parallel-item:last-child::after {\n", + " align-self: flex-start;\n", + " width: 50%;\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-parallel-item:only-child::after {\n", + " width: 0;\n", + "}\n", + "\n", + "/* Serial-specific style estimator block */\n", + "\n", + "#sk-container-id-3 div.sk-serial {\n", + " display: flex;\n", + " flex-direction: column;\n", + " align-items: center;\n", + " background-color: var(--sklearn-color-background);\n", + " padding-right: 1em;\n", + " padding-left: 1em;\n", + "}\n", + "\n", + "\n", + "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n", + "clickable and can be expanded/collapsed.\n", + "- Pipeline and ColumnTransformer use this feature and define the default style\n", + "- Estimators will overwrite some part of the style using the `sk-estimator` class\n", + "*/\n", + "\n", + "/* Pipeline and ColumnTransformer style (default) */\n", + "\n", + "#sk-container-id-3 div.sk-toggleable {\n", + " /* Default theme specific background. It is overwritten whether we have a\n", + " specific estimator or a Pipeline/ColumnTransformer */\n", + " background-color: var(--sklearn-color-background);\n", + "}\n", + "\n", + "/* Toggleable label */\n", + "#sk-container-id-3 label.sk-toggleable__label {\n", + " cursor: pointer;\n", + " display: block;\n", + " width: 100%;\n", + " margin-bottom: 0;\n", + " padding: 0.5em;\n", + " box-sizing: border-box;\n", + " text-align: center;\n", + "}\n", + "\n", + "#sk-container-id-3 label.sk-toggleable__label-arrow:before {\n", + " /* Arrow on the left of the label */\n", + " content: \"▸\";\n", + " float: left;\n", + " margin-right: 0.25em;\n", + " color: var(--sklearn-color-icon);\n", + "}\n", + "\n", + "#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {\n", + " color: var(--sklearn-color-text);\n", + "}\n", + "\n", + "/* Toggleable content - dropdown */\n", + "\n", + "#sk-container-id-3 div.sk-toggleable__content {\n", + " max-height: 0;\n", + " max-width: 0;\n", + " overflow: hidden;\n", + " text-align: left;\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-toggleable__content.fitted {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-toggleable__content pre {\n", + " margin: 0.2em;\n", + " border-radius: 0.25em;\n", + " color: var(--sklearn-color-text);\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-toggleable__content.fitted pre {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n", + " /* Expand drop-down */\n", + " max-height: 200px;\n", + " max-width: 100%;\n", + " overflow: auto;\n", + "}\n", + "\n", + "#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n", + " content: \"▾\";\n", + "}\n", + "\n", + "/* Pipeline/ColumnTransformer-specific style */\n", + "\n", + "#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Estimator-specific style */\n", + "\n", + "/* Colorize estimator box */\n", + "#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-label label.sk-toggleable__label,\n", + "#sk-container-id-3 div.sk-label label {\n", + " /* The background is the default theme color */\n", + " color: var(--sklearn-color-text-on-default-background);\n", + "}\n", + "\n", + "/* On hover, darken the color of the background */\n", + "#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "/* Label box, darken color on hover, fitted */\n", + "#sk-container-id-3 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Estimator label */\n", + "\n", + "#sk-container-id-3 div.sk-label label {\n", + " font-family: monospace;\n", + " font-weight: bold;\n", + " display: inline-block;\n", + " line-height: 1.2em;\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-label-container {\n", + " text-align: center;\n", + "}\n", + "\n", + "/* Estimator-specific */\n", + "#sk-container-id-3 div.sk-estimator {\n", + " font-family: monospace;\n", + " border: 1px dotted var(--sklearn-color-border-box);\n", + " border-radius: 0.25em;\n", + " box-sizing: border-box;\n", + " margin-bottom: 0.5em;\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-estimator.fitted {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "/* on hover */\n", + "#sk-container-id-3 div.sk-estimator:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-3 div.sk-estimator.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n", + "\n", + "/* Common style for \"i\" and \"?\" */\n", + "\n", + ".sk-estimator-doc-link,\n", + "a:link.sk-estimator-doc-link,\n", + "a:visited.sk-estimator-doc-link {\n", + " float: right;\n", + " font-size: smaller;\n", + " line-height: 1em;\n", + " font-family: monospace;\n", + " background-color: var(--sklearn-color-background);\n", + " border-radius: 1em;\n", + " height: 1em;\n", + " width: 1em;\n", + " text-decoration: none !important;\n", + " margin-left: 1ex;\n", + " /* unfitted */\n", + " border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-unfitted-level-1);\n", + "}\n", + "\n", + ".sk-estimator-doc-link.fitted,\n", + "a:link.sk-estimator-doc-link.fitted,\n", + "a:visited.sk-estimator-doc-link.fitted {\n", + " /* fitted */\n", + " border: var(--sklearn-color-fitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-fitted-level-1);\n", + "}\n", + "\n", + "/* On hover */\n", + "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n", + ".sk-estimator-doc-link:hover,\n", + "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n", + ".sk-estimator-doc-link:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n", + ".sk-estimator-doc-link.fitted:hover,\n", + "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n", + ".sk-estimator-doc-link.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "/* Span, style for the box shown on hovering the info icon */\n", + ".sk-estimator-doc-link span {\n", + " display: none;\n", + " z-index: 9999;\n", + " position: relative;\n", + " font-weight: normal;\n", + " right: .2ex;\n", + " padding: .5ex;\n", + " margin: .5ex;\n", + " width: min-content;\n", + " min-width: 20ex;\n", + " max-width: 50ex;\n", + " color: var(--sklearn-color-text);\n", + " box-shadow: 2pt 2pt 4pt #999;\n", + " /* unfitted */\n", + " background: var(--sklearn-color-unfitted-level-0);\n", + " border: .5pt solid var(--sklearn-color-unfitted-level-3);\n", + "}\n", + "\n", + ".sk-estimator-doc-link.fitted span {\n", + " /* fitted */\n", + " background: var(--sklearn-color-fitted-level-0);\n", + " border: var(--sklearn-color-fitted-level-3);\n", + "}\n", + "\n", + ".sk-estimator-doc-link:hover span {\n", + " display: block;\n", + "}\n", + "\n", + "/* \"?\"-specific style due to the `<a>` HTML tag */\n", + "\n", + "#sk-container-id-3 a.estimator_doc_link {\n", + " float: right;\n", + " font-size: 1rem;\n", + " line-height: 1em;\n", + " font-family: monospace;\n", + " background-color: var(--sklearn-color-background);\n", + " border-radius: 1rem;\n", + " height: 1rem;\n", + " width: 1rem;\n", + " text-decoration: none;\n", + " /* unfitted */\n", + " color: var(--sklearn-color-unfitted-level-1);\n", + " border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n", + "}\n", + "\n", + "#sk-container-id-3 a.estimator_doc_link.fitted {\n", + " /* fitted */\n", + " border: var(--sklearn-color-fitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-fitted-level-1);\n", + "}\n", + "\n", + "/* On hover */\n", + "#sk-container-id-3 a.estimator_doc_link:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "#sk-container-id-3 a.estimator_doc_link.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-3);\n", + "}\n", + "</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KMeans(n_clusters=3, random_state=42)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\"> KMeans<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.cluster.KMeans.html\">?<span>Documentation for KMeans</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>KMeans(n_clusters=3, random_state=42)</pre></div> </div></div></div></div>" + ], + "text/plain": [ + "KMeans(n_clusters=3, random_state=42)" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "\n", + "km = KMeans(n_clusters=3, random_state=42)\n", + "km.fit(fruits_pca)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "h3pYRKL5DOV2", + "outputId": "3b6a0a20-f02f-402d-99ab-474bec3dc18c" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(array([0, 1, 2], dtype=int32), array([110, 99, 91]))\n" + ] + } + ], + "source": [ + "print(np.unique(km.labels_, return_counts=True))" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "wAtTYK9zDRF9", + "outputId": "5c17d045-7b00-4d0e-e7a6-af7938ed7576" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1000x1100 with 110 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1000x1000 with 100 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1000x1000 with 100 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n" + ] + } + ], + "source": [ + "for label in range(0, 3):\n", + " draw_fruits(fruits[km.labels_ == label])\n", + " print(\"\\n\")" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 430 + }, + "id": "alRxf4FNEKlC", + "outputId": "a2e59a34-593a-4627-de2a-d4d4845b6dd1" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for label in range(0, 3):\n", + " data = fruits_pca[km.labels_ == label]\n", + " plt.scatter(data[:,0], data[:,1])\n", + "plt.legend(['pineapple', 'banana', 'apple'])\n", + "plt.show()" + ] + } + ], + "metadata": { + "colab": { + "name": "6-3 PCA.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} From 63060ede7f4a6134efe383ca9ea183ae3f78f11a Mon Sep 17 00:00:00 2001 From: tishakong <leehn45@naver.com> Date: Tue, 12 Nov 2024 14:44:18 +0900 Subject: [PATCH 6/8] =?UTF-8?q?[=EC=9D=B4=ED=95=98=EB=8A=98]=20week6=5F202?= =?UTF-8?q?4=5FGDG=5FML=EC=9E=85=EB=AC=B8=EC=8A=A4=ED=84=B0=EB=94=94?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- week6/7-1.ipynb | 590 +++++++++++++++++++++++++++ week6/7-2.ipynb | 947 +++++++++++++++++++++++++++++++++++++++++++ week6/7-3.ipynb | 1019 +++++++++++++++++++++++++++++++++++++++++++++++ 3 files changed, 2556 insertions(+) create mode 100644 week6/7-1.ipynb create mode 100644 week6/7-2.ipynb create mode 100644 week6/7-3.ipynb diff --git a/week6/7-1.ipynb b/week6/7-1.ipynb new file mode 100644 index 0000000..b05a86a --- /dev/null +++ b/week6/7-1.ipynb @@ -0,0 +1,590 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "FuoCYvFP3rz2" + }, + "source": [ + "# 인공 신경망" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Abp3s6mi3rz9" + }, + "source": [ + "<table align=\"left\">\n", + " <td>\n", + " <a target=\"_blank\" href=\"https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/7-1.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />구글 코랩에서 실행하기</a>\n", + " </td>\n", + "</table>" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "C23oqM6GsYQF" + }, + "outputs": [], + "source": [ + "# 실행마다 동일한 결과를 얻기 위해 케라스에 랜덤 시드를 사용하고 텐서플로 연산을 결정적으로 만듭니다.\n", + "import tensorflow as tf\n", + "\n", + "tf.keras.utils.set_random_seed(42)\n", + "tf.config.experimental.enable_op_determinism()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "u5msa4prlifV" + }, + "source": [ + "## 패션 MNIST" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fMTyGYIMqUE9", + "outputId": "082e548e-85fb-498a-f021-e4b1ea0ff6cc" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-labels-idx1-ubyte.gz\n", + "\u001b[1m29515/29515\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n", + "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-images-idx3-ubyte.gz\n", + "\u001b[1m26421880/26421880\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 0us/step\n", + "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-labels-idx1-ubyte.gz\n", + "\u001b[1m5148/5148\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1us/step\n", + "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-images-idx3-ubyte.gz\n", + "\u001b[1m4422102/4422102\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 0us/step\n" + ] + } + ], + "source": [ + "#keras.datasets.fashion_mnist에 데이터 들어있음\n", + "from tensorflow import keras\n", + "\n", + "(train_input, train_target), (test_input, test_target) = keras.datasets.fashion_mnist.load_data()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2-r-EgKgqYkK", + "outputId": "a875d4d6-f550-4737-eb6b-0de63117717f" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(60000, 28, 28) (60000,)\n" + ] + } + ], + "source": [ + "print(train_input.shape, train_target.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "LAJGYTkFrS6p", + "outputId": "c321a608-1247-47ba-d92a-17c8e585f930" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(10000, 28, 28) (10000,)\n" + ] + } + ], + "source": [ + "print(test_input.shape, test_target.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 102 + }, + "id": "lAYiLboglZIz", + "outputId": "f1c2fd09-6914-4342-f3b0-a2ac5bccf387" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1000x1000 with 10 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#이미지 샘플 확인해보기\n", + "import matplotlib.pyplot as plt\n", + "\n", + "fig, axs = plt.subplots(1, 10, figsize=(10,10))\n", + "for i in range(10):\n", + " axs[i].imshow(train_input[i], cmap='gray_r')\n", + " axs[i].axis('off')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "SZjVIoyqmVy-", + "outputId": "7a3d4d33-69f0-4c3d-a2e5-820d4800db16" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[9, 0, 0, 3, 0, 2, 7, 2, 5, 5]\n" + ] + } + ], + "source": [ + "print([train_target[i] for i in range(10)])" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Rx32OX7NqNnD", + "outputId": "d0895226-e100-4dd5-f7c4-3810aa34ac8a" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9], dtype=uint8), array([6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000]))\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "\n", + "print(np.unique(train_target, return_counts=True))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "lrhnk0zXYj5e" + }, + "source": [ + "## 로지스틱 회귀로 패션 아이템 분류하기" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "id": "2HSAg_UFNH52" + }, + "outputs": [], + "source": [ + "#이미지값은 어차피 0~255라서 255로 나눠서 0~1 사이의 값을 사용하면됨 \n", + "train_scaled = train_input / 255.0\n", + "train_scaled = train_scaled.reshape(-1, 28*28)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "kwOFVfpxxuLU", + "outputId": "f4f4e59b-a1c2-4485-fa1e-d3b99059e9e3" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(60000, 784)\n" + ] + } + ], + "source": [ + "print(train_scaled.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Ui3iJlfLNLzr", + "outputId": "ea89c20c-ec78-40b2-8986-09542d74f7f4" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.10/dist-packages/joblib/externals/loky/backend/fork_exec.py:38: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n", + " pid = os.fork()\n", + "/usr/local/lib/python3.10/dist-packages/joblib/externals/loky/backend/fork_exec.py:38: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n", + " pid = os.fork()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.8196000000000001\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import cross_validate\n", + "from sklearn.linear_model import SGDClassifier\n", + "\n", + "#이진분류든 다중분류는 loss는 이걸로 설정하면 됨(알아서 잘 처리해줌)\n", + "sc = SGDClassifier(loss='log_loss', max_iter=5, random_state=42)\n", + "\n", + "#test_score지만 지금 사용한건 test data가 아님 혼동 X\n", + "scores = cross_validate(sc, train_scaled, train_target, n_jobs=-1)\n", + "print(np.mean(scores['test_score']))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Y0W7D4ED3r0B", + "tags": [] + }, + "source": [ + "## 인공신경망" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zaFtnKmzcQeJ" + }, + "source": [ + "### 텐서플로와 케라스" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "id": "_WOZURhzcTAi" + }, + "outputs": [], + "source": [ + "import tensorflow as tf" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "id": "rbKFPAUucVkV" + }, + "outputs": [], + "source": [ + "from tensorflow import keras" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "YdNdad0mcoGD" + }, + "source": [ + "## 인공신경망으로 모델 만들기" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "id": "4smUJC1hOWTF" + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "train_scaled, val_scaled, train_target, val_target = train_test_split(\n", + " train_scaled, train_target, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "G9OwZTRorHWQ", + "outputId": "52f71885-3a00-4115-a939-cb1fc2f28c58" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(48000, 784) (48000,)\n" + ] + } + ], + "source": [ + "print(train_scaled.shape, train_target.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Van_eJ7BOo-y", + "outputId": "2e44e405-d852-41a9-a124-15bd10a2805d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(12000, 784) (12000,)\n" + ] + } + ], + "source": [ + "print(val_scaled.shape, val_target.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "DEXlpF_8gmJv", + "outputId": "40a9b169-ad46-4e3f-8843-39e25c3c4c50" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.10/dist-packages/keras/src/layers/core/dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" + ] + } + ], + "source": [ + "#첫번째 모델에 추가되는 층에는 input_shape는 필수는 아니긴 하지만 있는게 좋음.(관례임) \n", + "dense = keras.layers.Dense(10, activation='softmax', input_shape=(784,))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "id": "k8mtAypNPIz7" + }, + "outputs": [], + "source": [ + "#원래 여러 층을 쌓아서 Sequential임 지금은 초기단계니까 하나만 넣은거\n", + "model = keras.Sequential([dense])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "xPTmHpMe3r0D" + }, + "source": [ + "## 인공신경망으로 패션 아이템 분류하기" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "id": "VqJ5dpwwPWPr" + }, + "outputs": [], + "source": [ + "#이름은 컴파일이지만 설정이라고 알아두기\n", + "model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "JLLytXw7UcvB", + "outputId": "4ef62477-0ad0-4e0e-e127-8656ea9d97da" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[7 3 5 8 6 9 3 3 9 9]\n" + ] + } + ], + "source": [ + "print(train_target[:10])" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "KiZnrOgQP4ps", + "outputId": "16ea05f8-4e26-4eb7-a590-2e7b8c7d580a" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 2ms/step - accuracy: 0.7370 - loss: 0.7853\n", + "Epoch 2/5\n", + "\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 2ms/step - accuracy: 0.8346 - loss: 0.4845\n", + "Epoch 3/5\n", + "\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 2ms/step - accuracy: 0.8452 - loss: 0.4564\n", + "Epoch 4/5\n", + "\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 2ms/step - accuracy: 0.8504 - loss: 0.4425\n", + "Epoch 5/5\n", + "\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 2ms/step - accuracy: 0.8537 - loss: 0.4337\n" + ] + }, + { + "data": { + "text/plain": [ + "<keras.src.callbacks.history.History at 0x7d3b30fdf790>" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.fit(train_scaled, train_target, epochs=5)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "OdXPQEXOQIFm", + "outputId": "f48df514-bca9-472c-dc5b-90a56dca2628" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 1ms/step - accuracy: 0.8462 - loss: 0.4364\n" + ] + }, + { + "data": { + "text/plain": [ + "[0.44444453716278076, 0.8458333611488342]" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.evaluate(val_scaled, val_target)" + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "gpuType": "T4", + "name": "7-1 인공 신경망.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/week6/7-2.ipynb b/week6/7-2.ipynb new file mode 100644 index 0000000..95d9478 --- /dev/null +++ b/week6/7-2.ipynb @@ -0,0 +1,947 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "iNFOeMfl3tIu" + }, + "source": [ + "# 심층 신경망" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zKfwb8gS3tI2" + }, + "source": [ + "<table align=\"left\">\n", + " <td>\n", + " <a target=\"_blank\" href=\"https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/7-2.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />구글 코랩에서 실행하기</a>\n", + " </td>\n", + "</table>" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "ZT8SDtZVv41l" + }, + "outputs": [], + "source": [ + "# 실행마다 동일한 결과를 얻기 위해 케라스에 랜덤 시드를 사용하고 텐서플로 연산을 결정적으로 만듭니다.\n", + "import tensorflow as tf\n", + "\n", + "tf.keras.utils.set_random_seed(42)\n", + "tf.config.experimental.enable_op_determinism()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "dPE5XsFhcfVD" + }, + "source": [ + "## 2개의 층" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "4sNOMcdaFVKa", + "outputId": "172da922-8d45-4894-a309-141325c36a46" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-labels-idx1-ubyte.gz\n", + "\u001b[1m29515/29515\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n", + "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-images-idx3-ubyte.gz\n", + "\u001b[1m26421880/26421880\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n", + "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-labels-idx1-ubyte.gz\n", + "\u001b[1m5148/5148\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1us/step\n", + "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-images-idx3-ubyte.gz\n", + "\u001b[1m4422102/4422102\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n" + ] + } + ], + "source": [ + "from tensorflow import keras\n", + "\n", + "(train_input, train_target), (test_input, test_target) = keras.datasets.fashion_mnist.load_data()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "aJJiRMa6FkWx" + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "train_scaled = train_input / 255.0\n", + "train_scaled = train_scaled.reshape(-1, 28*28)\n", + "\n", + "train_scaled, val_scaled, train_target, val_target = train_test_split(\n", + " train_scaled, train_target, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "MCZWQiEwF6MD", + "outputId": "fbe50704-5d7f-47de-dd27-d1b3b610511f" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.10/dist-packages/keras/src/layers/core/dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" + ] + } + ], + "source": [ + "#activation 지정 필수\n", + "dense1 = keras.layers.Dense(100, activation='sigmoid', input_shape=(784,))\n", + "dense2 = keras.layers.Dense(10, activation='softmax')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Agy5gCVhcrm-" + }, + "source": [ + "## 심층 신경망 만들기" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "id": "xmWL7kOoGB4P" + }, + "outputs": [], + "source": [ + "model = keras.Sequential([dense1, dense2])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 197 + }, + "id": "em0xDl8qa12J", + "outputId": "31e599be-a83e-41f0-bf73-759741557e5d" + }, + "outputs": [ + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential\"</span>\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1mModel: \"sequential\"\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃<span style=\"font-weight: bold\"> Layer (type) </span>┃<span style=\"font-weight: bold\"> Output Shape </span>┃<span style=\"font-weight: bold\"> Param # </span>┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">78,500</span> │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1,010</span> │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n", + "</pre>\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense_1 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">79,510</span> (310.59 KB)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">79,510</span> (310.59 KB)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model.summary()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qAi41rBTdk7k" + }, + "source": [ + "## 층을 추가하는 다른 방법" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "id": "0XeV6V4ha3I8" + }, + "outputs": [], + "source": [ + "#1. Dense 변수 선언없이 시퀀셜 안에 바로 넣기\n", + "model = keras.Sequential([\n", + " keras.layers.Dense(100, activation='sigmoid', input_shape=(784,), name='hidden'),\n", + " keras.layers.Dense(10, activation='softmax', name='output')\n", + "], name='패션 MNIST 모델')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 198 + }, + "id": "bwXDLSOWbm3L", + "outputId": "a14d71eb-5765-4c0a-81af-8f8d2f8e7d50" + }, + "outputs": [ + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"패션 MNIST 모델\"</span>\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1mModel: \"패션 MNIST 모델\"\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃<span style=\"font-weight: bold\"> Layer (type) </span>┃<span style=\"font-weight: bold\"> Output Shape </span>┃<span style=\"font-weight: bold\"> Param # </span>┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ hidden (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">78,500</span> │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ output (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1,010</span> │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n", + "</pre>\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ hidden (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ output (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">79,510</span> (310.59 KB)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">79,510</span> (310.59 KB)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "id": "yZSAxgZCbax7" + }, + "outputs": [], + "source": [ + "#2. 시퀀셜 객체를 만들고 add로 Dense 추가\n", + "model = keras.Sequential()\n", + "model.add(keras.layers.Dense(100, activation='sigmoid', input_shape=(784,)))\n", + "model.add(keras.layers.Dense(10, activation='softmax'))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 197 + }, + "id": "bW2coaNQboe5", + "outputId": "13286f4d-4081-4ba3-cfbf-03e930749e62" + }, + "outputs": [ + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_1\"</span>\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1mModel: \"sequential_1\"\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃<span style=\"font-weight: bold\"> Layer (type) </span>┃<span style=\"font-weight: bold\"> Output Shape </span>┃<span style=\"font-weight: bold\"> Param # </span>┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ dense_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">78,500</span> │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1,010</span> │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n", + "</pre>\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ dense_2 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense_3 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">79,510</span> (310.59 KB)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">79,510</span> (310.59 KB)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "kkYrPJembpYk", + "outputId": "02c5131e-b695-4108-9f1b-754d419b8b39" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 3ms/step - accuracy: 0.7525 - loss: 0.7720\n", + "Epoch 2/5\n", + "\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 2ms/step - accuracy: 0.8463 - loss: 0.4270\n", + "Epoch 3/5\n", + "\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 2ms/step - accuracy: 0.8604 - loss: 0.3857\n", + "Epoch 4/5\n", + "\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 2ms/step - accuracy: 0.8696 - loss: 0.3600\n", + "Epoch 5/5\n", + "\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 2ms/step - accuracy: 0.8759 - loss: 0.3410\n" + ] + }, + { + "data": { + "text/plain": [ + "<keras.src.callbacks.history.History at 0x7ba27907a9b0>" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n", + "\n", + "model.fit(train_scaled, train_target, epochs=5)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_dfXJDhwcyAK" + }, + "source": [ + "## 렐루 활성화 함수" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dG7yF8g6b062", + "outputId": "71b3e0e9-d1b2-46bb-dd3d-eb25e8487b16" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.10/dist-packages/keras/src/layers/reshaping/flatten.py:37: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(**kwargs)\n" + ] + } + ], + "source": [ + "model = keras.Sequential()\n", + "#사실상 Flatten층은 층은 아니지만 이걸 넣으면 배열을 1차원으로 펼치는 작업을 알아서 해줌\n", + "model.add(keras.layers.Flatten(input_shape=(28, 28)))\n", + "#ReLU함수 ⇒ 간단하게 말하자면 0과 산출값 중 max를 출력하는 함수\n", + "model.add(keras.layers.Dense(100, activation='relu'))\n", + "model.add(keras.layers.Dense(10, activation='softmax'))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 230 + }, + "id": "zHogWhu6g90a", + "outputId": "2491bab6-148a-4827-cfd2-1bc16f2c907a" + }, + "outputs": [ + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_2\"</span>\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1mModel: \"sequential_2\"\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃<span style=\"font-weight: bold\"> Layer (type) </span>┃<span style=\"font-weight: bold\"> Output Shape </span>┃<span style=\"font-weight: bold\"> Param # </span>┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ flatten (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">784</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">78,500</span> │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense_5 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1,010</span> │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n", + "</pre>\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ flatten (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m784\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense_4 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense_5 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">79,510</span> (310.59 KB)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">79,510</span> (310.59 KB)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "id": "JfPe_ruQdhqA" + }, + "outputs": [], + "source": [ + "(train_input, train_target), (test_input, test_target) = keras.datasets.fashion_mnist.load_data()\n", + "\n", + "train_scaled = train_input / 255.0\n", + "\n", + "train_scaled, val_scaled, train_target, val_target = train_test_split(\n", + " train_scaled, train_target, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9PGejuuhdvvk", + "outputId": "4fc4dfa3-5969-4495-e6e6-92b1225a6882" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 2ms/step - accuracy: 0.7637 - loss: 0.6723\n", + "Epoch 2/5\n", + "\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 2ms/step - accuracy: 0.8515 - loss: 0.4054\n", + "Epoch 3/5\n", + "\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 2ms/step - accuracy: 0.8676 - loss: 0.3595\n", + "Epoch 4/5\n", + "\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 2ms/step - accuracy: 0.8786 - loss: 0.3344\n", + "Epoch 5/5\n", + "\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 2ms/step - accuracy: 0.8858 - loss: 0.3177\n" + ] + }, + { + "data": { + "text/plain": [ + "<keras.src.callbacks.history.History at 0x7ba278da8df0>" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n", + "\n", + "model.fit(train_scaled, train_target, epochs=5)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "lVYLpnjeep4y", + "outputId": "58a72357-71df-4dc4-cd36-8f554343a9f2" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 1ms/step - accuracy: 0.8671 - loss: 0.3837\n" + ] + }, + { + "data": { + "text/plain": [ + "[0.3847014605998993, 0.8665000200271606]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.evaluate(val_scaled, val_target)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "3YtLsmGAoavz" + }, + "source": [ + "## 옵티마이저" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "id": "NxVj04Haocwa" + }, + "outputs": [], + "source": [ + "#sgd => 가장 기본적인 옵티마이저, 기본 경사 하강법\n", + "model.compile(optimizer='sgd', loss='sparse_categorical_crossentropy', metrics=['accuracy'])" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "id": "1426O4G8Hpfi" + }, + "outputs": [], + "source": [ + "sgd = keras.optimizers.SGD()\n", + "model.compile(optimizer=sgd, loss='sparse_categorical_crossentropy', metrics=['accuracy'])" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "id": "Sh-HDiULlp18" + }, + "outputs": [], + "source": [ + "sgd = keras.optimizers.SGD(learning_rate=0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "id": "uF1XolBXsl3a" + }, + "outputs": [], + "source": [ + "sgd = keras.optimizers.SGD(momentum=0.9, nesterov=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "id": "Hy2MENbL170j" + }, + "outputs": [], + "source": [ + "adagrad = keras.optimizers.Adagrad()\n", + "model.compile(optimizer=adagrad, loss='sparse_categorical_crossentropy', metrics=['accuracy'])" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "id": "KkpbSMXWtakr" + }, + "outputs": [], + "source": [ + "rmsprop = keras.optimizers.RMSprop()\n", + "model.compile(optimizer=rmsprop, loss='sparse_categorical_crossentropy', metrics=['accuracy'])" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Gdu0hQIAz4JW", + "outputId": "9eed5bc9-f729-47da-b3c7-1c407e470da3" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.10/dist-packages/keras/src/layers/reshaping/flatten.py:37: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(**kwargs)\n" + ] + } + ], + "source": [ + "model = keras.Sequential()\n", + "model.add(keras.layers.Flatten(input_shape=(28, 28)))\n", + "model.add(keras.layers.Dense(100, activation='relu'))\n", + "model.add(keras.layers.Dense(10, activation='softmax'))" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2tcxIfILoi1t", + "outputId": "6f650dcc-2441-4df3-8e3d-45a744f2dd70" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 2ms/step - accuracy: 0.7691 - loss: 0.6706\n", + "Epoch 2/5\n", + "\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 2ms/step - accuracy: 0.8515 - loss: 0.4134\n", + "Epoch 3/5\n", + "\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 2ms/step - accuracy: 0.8691 - loss: 0.3618\n", + "Epoch 4/5\n", + "\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 2ms/step - accuracy: 0.8793 - loss: 0.3302\n", + "Epoch 5/5\n", + "\u001b[1m1500/1500\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 2ms/step - accuracy: 0.8873 - loss: 0.3088\n" + ] + }, + { + "data": { + "text/plain": [ + "<keras.src.callbacks.history.History at 0x7ba27fcccfa0>" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n", + "\n", + "model.fit(train_scaled, train_target, epochs=5)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8gxAWehsv9Gi", + "outputId": "5659c776-a4f5-4dad-a9c1-4ac4ad36d498" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 1ms/step - accuracy: 0.8762 - loss: 0.3506\n" + ] + }, + { + "data": { + "text/plain": [ + "[0.35239025950431824, 0.8725833296775818]" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.evaluate(val_scaled, val_target)" + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "name": "7-2 심층 신경망.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/week6/7-3.ipynb b/week6/7-3.ipynb new file mode 100644 index 0000000..c764499 --- /dev/null +++ b/week6/7-3.ipynb @@ -0,0 +1,1019 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "pqxnslml3tu6" + }, + "source": [ + "# 신경망 모델 훈련" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "fN7zF6Zy3tvE" + }, + "source": [ + "<table align=\"left\">\n", + " <td>\n", + " <a target=\"_blank\" href=\"https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/7-3.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />구글 코랩에서 실행하기</a>\n", + " </td>\n", + "</table>" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "M54mUYlhwnex" + }, + "outputs": [], + "source": [ + "# 실행마다 동일한 결과를 얻기 위해 케라스에 랜덤 시드를 사용하고 텐서플로 연산을 결정적으로 만듭니다.\n", + "import tensorflow as tf\n", + "\n", + "tf.keras.utils.set_random_seed(42)\n", + "tf.config.experimental.enable_op_determinism()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XGP-X65EmJBg" + }, + "source": [ + "## 손실 곡선" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "hZsGl9udlqZk", + "outputId": "d942bc1e-1f56-4a1a-bddc-9ab2c90d7918" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-labels-idx1-ubyte.gz\n", + "\u001b[1m29515/29515\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n", + "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-images-idx3-ubyte.gz\n", + "\u001b[1m26421880/26421880\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n", + "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-labels-idx1-ubyte.gz\n", + "\u001b[1m5148/5148\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1us/step\n", + "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-images-idx3-ubyte.gz\n", + "\u001b[1m4422102/4422102\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n" + ] + } + ], + "source": [ + "from tensorflow import keras\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "(train_input, train_target), (test_input, test_target) = \\\n", + " keras.datasets.fashion_mnist.load_data()\n", + "\n", + "train_scaled = train_input / 255.0\n", + "\n", + "train_scaled, val_scaled, train_target, val_target = train_test_split(\n", + " train_scaled, train_target, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "iogH7o0Ll6uL" + }, + "outputs": [], + "source": [ + "def model_fn(a_layer=None):\n", + " model = keras.Sequential()\n", + " model.add(keras.layers.Flatten(input_shape=(28, 28)))\n", + " model.add(keras.layers.Dense(100, activation='relu'))\n", + " if a_layer:\n", + " model.add(a_layer)\n", + " model.add(keras.layers.Dense(10, activation='softmax'))\n", + " return model" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "id": "5Eh6hM4DNdzu", + "outputId": "f6509ba8-eff8-4a0b-c798-282ccc879637" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.10/dist-packages/keras/src/layers/reshaping/flatten.py:37: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(**kwargs)\n" + ] + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential\"</span>\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1mModel: \"sequential\"\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃<span style=\"font-weight: bold\"> Layer (type) </span>┃<span style=\"font-weight: bold\"> Output Shape </span>┃<span style=\"font-weight: bold\"> Param # </span>┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ flatten (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">784</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">78,500</span> │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1,010</span> │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n", + "</pre>\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ flatten (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m784\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense_1 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">79,510</span> (310.59 KB)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">79,510</span> (310.59 KB)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model = model_fn()\n", + "\n", + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "id": "P-UK21N_mCM0" + }, + "outputs": [], + "source": [ + "model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n", + "\n", + "#model.fit을 하면 loss와 accuracy 등을 반환함. 이를 히스토리 객체라고 함 \n", + "history = model.fit(train_scaled, train_target, epochs=5, verbose=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "1ix_EA2LpaR0", + "outputId": "3b9179e3-cd4f-4c14-afea-4d09331c4570" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['accuracy', 'loss'])\n" + ] + } + ], + "source": [ + "print(history.history.keys())" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "uz_TCdfPmG6e", + "outputId": "0ff3e6cd-2552-4e1f-d887-89d381bcd190" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "plt.plot(history.history['loss'])\n", + "plt.xlabel('epoch')\n", + "plt.ylabel('loss')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "CpmK9lXQcBe9", + "outputId": "5864caaa-ce82-48ba-e91b-f3a2977e9dbc" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(history.history['accuracy'])\n", + "plt.xlabel('epoch')\n", + "plt.ylabel('accuracy')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "id": "5cJlWITXqJWr" + }, + "outputs": [], + "source": [ + "model = model_fn()\n", + "model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n", + "\n", + "#에포크를 늘리니 손실이 줄고 어큐러시가 늘어남 단, 이는 오버피팅일 수 있음\n", + "history = model.fit(train_scaled, train_target, epochs=20, verbose=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 451 + }, + "id": "YT87Fjo2qKPC", + "outputId": "876af6b8-13c4-47a4-81f5-2b13699f4244" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(history.history['loss'])\n", + "plt.xlabel('epoch')\n", + "plt.ylabel('loss')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "bGqf6ceRr3zO" + }, + "source": [ + "## 검증 손실" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "id": "4_iHvMxwu2D2" + }, + "outputs": [], + "source": [ + "model = model_fn()\n", + "model.compile(loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n", + "\n", + "history = model.fit(train_scaled, train_target, epochs=20, verbose=0,\n", + " validation_data=(val_scaled, val_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "nJ5RGEmLu5KI", + "outputId": "11fedf90-e939-455f-fa81-adfb3711a4de" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['accuracy', 'loss', 'val_accuracy', 'val_loss'])\n" + ] + } + ], + "source": [ + "print(history.history.keys())" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "zcpm7CpXu5vC", + "outputId": "b6a6780f-a22e-4682-a87b-dd9eb19c1a15" + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAj8AAAGwCAYAAABGogSnAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAByC0lEQVR4nO3dd3wUdf7H8dduei+EVAKhd4i0CGIlCoqUs4GHIujh7zz1DqOnogfY7rCdx6koHqciVs5eUBSiYKFKb4YikFCSQCAdkrA7vz+GLEQSCKTMJnk/H499MNmdmf1MlpA33/kWm2EYBiIiIiJNhN3qAkRERETqk8KPiIiINCkKPyIiItKkKPyIiIhIk6LwIyIiIk2Kwo+IiIg0KQo/IiIi0qR4Wl2AO3I6nezbt4+goCBsNpvV5YiIiEg1GIZBQUEBsbGx2O1Vt+8o/FRi3759xMfHW12GiIiInIOMjAxatGhR5esKP5UICgoCzG9ecHCwxdWIiIhIdeTn5xMfH+/6PV4VhZ9KlN/qCg4OVvgRERFpYM7UZUUdnkVERKRJUfgRERGRJkXhR0RERJoUhR8RERFpUhR+REREpElR+BEREZEmReFHREREmhSFHxEREWlSFH5ERESkSVH4ERERkSZF4UdERESaFMvDz4wZM0hISMDX15ekpCRWrFhR5b6zZ8/GZrNVePj6+lbYZ9y4cafsM2TIkLq+DBEREWkgLF3YdO7cuaSkpDBz5kySkpKYPn06gwcPJi0tjcjIyEqPCQ4OJi0tzfV1ZYuXDRkyhNdff931tY+PT+0XLyIi0liVFIBXANgtbyOpE5aGn+eee44JEyYwfvx4AGbOnMm8efN47bXXePDBBys9xmazER0dfdrz+vj4nHEfERERqUTafHjvRvCPgPaXQ/sroO2l4BtidWW1xrJIV1payqpVq0hOTj5RjN1OcnIyS5curfK4wsJCWrVqRXx8PCNGjGDTpk2n7LNo0SIiIyPp2LEjd9xxBzk5OaetpaSkhPz8/AoPERGRJsdRBl8/BIYTirJh7dvw/i3wdBt4fSj89G/I3gKGYXWlNWJZ+Dl48CAOh4OoqKgKz0dFRZGZmVnpMR07duS1117j008/5a233sLpdDJgwAD27Nnj2mfIkCHMmTOH1NRUnnrqKRYvXsyVV16Jw+GospZp06YREhLiesTHx9fORYqIiDQka96EQzvMVp8xH8D5d0Kz9uA8Brt/hAVT4KXzYXoP+CIFtn4NpcVWV33WbIZhTXzbt28fcXFxLFmyhP79+7uev//++1m8eDHLly8/4znKysro3LkzN954I48//nil+/z666+0bduWhQsXMmjQoEr3KSkpoaSkxPV1fn4+8fHx5OXlERwcfJZXJiIi0gCVFsPz50FhJgx5Cs7/44nXDv0K2xaYYWfXj+A48TsTT19IuNC8Pdb+cghvXf+1H5efn09ISMgZf39b1ucnIiICDw8PsrKyKjyflZVV7f46Xl5enHfeeWzfvr3Kfdq0aUNERATbt2+vMvz4+PioU7SIiDRty2eawSe0JfQZX/G18DaQ9H/mo7QIdn4P276Brd9A/h7YvsB8fAVEdDgehK6Alv3B09uSyzkdy8KPt7c3vXv3JjU1lZEjRwLgdDpJTU3lrrvuqtY5HA4HGzZs4Kqrrqpynz179pCTk0NMTExtlC0iItL4FB+CH6eb25f+DTxP0yDgHQAdrzQfhmH2Adr2jflIXwYHt5qPpS+CdxC0veREGApyj8FIlo72SklJ4ZZbbqFPnz7069eP6dOnU1RU5Br9NXbsWOLi4pg2bRoAjz32GOeffz7t2rUjNzeXZ555ht27d/OHP/wBMDtDP/roo1x77bVER0ezY8cO7r//ftq1a8fgwYMtu04RERG39uO/oCQPIrtC9+uqf5zNBlFdzMfAiXAkF3Z8a94i274Aig7Als/NB0B0D+gw2AxCcb3B7lEXV3NGloafUaNGceDAAaZMmUJmZiaJiYnMnz/f1Qk6PT0d+0lzDBw+fJgJEyaQmZlJWFgYvXv3ZsmSJXTp0gUADw8P1q9fzxtvvEFubi6xsbFcccUVPP7447qtJSIiUpm8vbDiP+Z28tSaBRK/UOh2jflwOmH/mhN9hfathsz15uP7Z+DC+2DQ5Fq5hLNlWYdnd1bdDlMiIiIN3md3w+o50HIAjP/SbM2pC4XZsH2heXts+7dw4zuQMLBW38LtOzyLiIiIxQ5shTVvmdvJj9Rd8AEIjITE35sPRxnYrJs9WuFHRESkqfr2MXNCw45XQcuk+ntfD6/6e69KNM5FO0REROT09qwyOyLb7DBoitXV1CuFHxERkabGMGDhVHO7540Q2dnaeuqZwo+IiEhTsyMVdv0AHt5wySSrq6l3Cj8iIiJNidMJCx8xt/tOgNCmt56lwk89Wv5rDi9+u421GblWlyIiIk3Vpo8gcwP4BMOF91pdjSU02qse/e/nPXy4eg9OAxLjQ60uR0REmppjpfDtE+b2gD9DQDNr67GIWn7qUYeoQAC2ZhVYXImIiDRJq9+AwzshIBLOv8Pqaiyj8FOPOkQFAbAtq9DiSkREpMkpKYTFT5vbF98PPoHW1mMhhZ961P54y8+vBwspczgtrkZERJqU5S9DUTaEJUCvW6yuxlIKP/UoLtSPAG8PyhwGu3OKrC5HRESaiuJD8NPz5vZlk8HT29p6LKbwU49sNhvtj9/62qpbXyIiUl9++CeU5EN0d+h6jdXVWE7hp56Vd3pOy1SnZxERqQe5GbBilrk96BGw61e/vgP1zNXpOVvhR0RE6sGiJ8FRAgkXQrtBVlfjFhR+6plue4mISL3J/gXWvWNuD5oKNpu19bgJhZ96Vn7ba9fBIkqPacSXiIjUodTHwHBCp6shvq/V1bgNhZ96Fh3sS5CPJ8ecBjsPasSXiIjUkYwVkDYPbHYYNMXqatyKwk89M0d8aaZnERGpQ4ZxYvHSxDHQvKOl5bgbhR8LnJjpWeFHRETqwLYFsPsn8PCBSx60uhq3o/BjAXV6FhGROuN0Quqj5nbS7RDSwtp63JDCjwVcC5xquLuIiNS2jR9A1kbwCYGBKVZX45YUfizQ8XjLz66DRRwtc1hcjYiINBrHSuHbJ8ztgX8B/3Br63FTCj8WaB7kQ4ifF04Dfj2gEV8iIlJLVr0OubshMAqS/mh1NW5L4ccCNpvNdetLMz2LiEitKCmAxU+b2xc/AN4B1tbjxhR+LHKi07PCj4iI1IKlL0HxQQhvA73GWl2NW1P4sUiHyPK5fjTiS0REaqjoICx53ty+7G/g4WVtPW5O4ccimutHRERqzffPQmkhxPSELr+zuhq3p/BjkfLbXrsPFWvEl4hIfXM64fBucybkhu7wbvj5VXM7+RGw61f7meg7ZJGIQG/C/L0wDNierVtfIiL1avFT8O8eMPNC2PSJGYYaqkXTwFEKrS+GtpdZXU2DoPBjEXONr+O3vjTiS0Sk/jjKYOUscztrA7x/C7x0Pqz/HziOWVvb2craBOveM7eTp1pbSwOi8GOh8uHuaZlq+RERqTfbF0JxDgQ0N4eE+4TAwTT4aALM6Aur3zQnC2wIUh8DDOgyAuJ6W11Ng6HwY6GO6vQsIlL/1r1r/tn9erj0IbhnA1w2GfzC4dCv8Nld8EIvWPlfKDtqba2ns3spbJ0PNg+zfqk2hR8Lueb60W0vEZH6ceQwpM03t3uONv/0DYGL7oN7NsIVT0BAJORlwLx74flEc/6c0mLLSq6UYcDCR8zt826CiPaWltPQKPxYqHy4e8ahIxSXNrD7zCIiDdGmT8BRApFdILpHxde8A2DA3TBxPVz5DATHQcF++HoSTO8OPzwHR/MtKfsUW+dDxjLw9IVLHrS6mgZH4cdC4QHeRAR6AxrxJSJSL8o7B/ccDTZb5ft4+UHS7fDntTDs3xDaypw5OfVRMwQtetJsQapvx0pg7ypYMQvmTzKfS/ojBMfWfy0NnKfVBTR17SODOFiYw9asQnq0CLW6HBGRxuvQr2Zric0O3W848/6e3tB7HCTeBBs/MCcSzNlmDi1f8iL0mwD974SAiNqv1emEQzvMsFP+yNxgDmkv5xcGAyfW/ns3AQo/FusQFcjSX3PU6VlEpK6tm2v+2eYSCI6p/nEenmZLUffrYfOnZgjK3gQ/PgfLZ0KfW83bZUHR515bQWbFoLN3DZTknbqfX7g5qiuuN/QcZQYgOWsKPxbTAqciIvXAME6M8up547mdw+4B3a6BLiNh61fmCur718LSF81bUb3GwgV/gdD405/naL55nCvorIb8vafu5+kLMYnHw04v88+whKpv10m1WR5+ZsyYwTPPPENmZiY9e/bkhRdeoF+/fpXuO3v2bMaPH1/hOR8fH44ePTEU0TAMpk6dyqxZs8jNzeWCCy7g5Zdfpn179+wJ38EVftTnR0SkzqQvg9zd4B0InYbW7Fx2u3mOjlfB9lT4/mnIWG5OnLhqNiTeCAPvMVdXP1ZqthKVh5y9q+BAGvDbZTVsENn5RMiJ62N+rQVK64Sl4Wfu3LmkpKQwc+ZMkpKSmD59OoMHDyYtLY3IyMhKjwkODiYtLc31te03Cfjpp5/m+eef54033qB169ZMnjyZwYMHs3nzZnx9fev0es5F+USHe3OPUFhyjEAfy/OoiEjjU97q02WEOaqrNths0D4Z2g2CXT+YLUG7foDVc2DN2xDV1Qw6jpJTjw2JPyno9DYXJPUJqp265Iws/U373HPPMWHCBFdrzsyZM5k3bx6vvfYaDz5Y+dA9m81GdHTl91UNw2D69On87W9/Y8SIEQDMmTOHqKgoPvnkE0aPHl03F1IDof7eNA/y4UBBCduyCjivpe7fiojUqrKj5hB3ODG3T22y2aD1ReYjfRl8/4w5i3TmevN135ATISeuN8T2gqCo2q9Dqs2y8FNaWsqqVauYNGmS6zm73U5ycjJLly6t8rjCwkJatWqF0+mkV69e/OMf/6Br164A7Ny5k8zMTJKTk137h4SEkJSUxNKlS6sMPyUlJZSUnEjm+fn1O49Dh6jA4+GnUOFHRKS2bf3K7Dwc3AJaDazb92p5Ptz0IexfDznbzRad8Dbqp+NmLJvn5+DBgzgcDqKiKqbfqKgoMjMzKz2mY8eOvPbaa3z66ae89dZbOJ1OBgwYwJ49ewBcx53NOQGmTZtGSEiI6xEff4bOarWsgzo9i4jUnfK5fXrcYPbXqQ8xPczO0c3aKvi4oQY1yWH//v0ZO3YsiYmJXHzxxXz00Uc0b96cV155pUbnnTRpEnl5ea5HRkZGLVVcPa7wo4kORURqV+EB2LbA3K6LW17SIFkWfiIiIvDw8CArK6vC81lZWVX26fktLy8vzjvvPLZv3w7gOu5sz+nj40NwcHCFR30q7/SsuX5ERGrZxg/AcJj9bJp3tLoacROWhR9vb2969+5Namqq6zmn00lqair9+/ev1jkcDgcbNmwgJsacrKp169ZER0dXOGd+fj7Lly+v9jmt0C7SbPnZn3eU/KNlFlcjItKI1HRuH2mULL3tlZKSwqxZs3jjjTfYsmULd9xxB0VFRa7RX2PHjq3QIfqxxx7jm2++4ddff2X16tXcdNNN7N69mz/84Q+AORJs4sSJPPHEE3z22Wds2LCBsWPHEhsby8iRI624xGoJ8fMiOtgchr9N8/2IiNSOrM2wfx3YPaHbtVZXI27E0qHuo0aN4sCBA0yZMoXMzEwSExOZP3++q8Nyeno69pM6px0+fJgJEyaQmZlJWFgYvXv3ZsmSJXTp0sW1z/33309RURG33347ubm5DBw4kPnz57vlHD8nax8VSGb+UbZlFdC7lUZ8iYjU2PrjHZ3bD4aAZtbWIm7FZhjGb6eZbPLy8/MJCQkhLy+v3vr/PP7FZl79cSe3XtCaKcO6nPkAERGpmtMB/+oKBfvhhjehy3CrK5J6UN3f3w1qtFdjVt7pWcPdRURqwc7FZvDxDYUOg62uRtyMwo+b0AKnIiK1qHwF927XgqePtbWI21H4cRPtI82Wn+yCEvKKNeJLROSclRTCls/Mbc3tI5VQ+HETQb5exIX6AbA1W60/IiLnbMvnUFZsLivRoq/V1YgbUvhxI+3V70dEpOZOnttHS0tIJRR+3Ej5Mhea60dE5Bzl7YGd35vbPW6wthZxWwo/bqS8349afkREztH6/wEGtLoAwhKsrkbclMKPGzmxurtafkREzpphnFjBXR2d5TQUftxIu+MtPwcLSzhUVGpxNSIiDcy+NXAwDTx9ocsIq6sRN6bw40YCfDxpEXZ8xJdufYmInJ3yVp9OQ8E3xNpaxK0p/LiZE52eFX5ERKrNUQYbPzC3tYK7nIHCj5s5Mdxd/X5ERKpt+0IozoGASGhzqdXViJtT+HEzHSK1zIWIyFkrn9unxw3g4WltLeL2FH7cTMfo47e9stXyIyJSLUcOQ9pX5naPUdbWIg2Cwo+bads8EJsNDhWVcrCwxOpyRETc36aPwVEKkV0hurvV1UgDoPDjZvy8PWgZ7g/o1peISLWcPLePlrOQalD4cUPtI7XMhYhIteTsgIzlYLND9+utrkYaCIUfN9RBC5yKiFTP+rnmn20uheAYa2uRBkPhxw1pgVMRkWqosJyF5vaR6lP4cUPlc/2kZRVgGIbF1YiIuKn0ZZC7G7wDzVmdRapJ4ccNtW0eiN0GeUfKOFCgEV8iIpUqn9uny0jw9re0FGlYFH7ckK+XB62aBQCa6VlEpFJlR2DTJ+a2VnCXs6Tw46baR6rTs4hIldK+gpI8CImHVhdYXY00MAo/burETM8KPyIipyjv6NzjBrDrV5mcHf2NcVPto8rX+NJtLxGRCgqzzYVMAXrolpecPYUfN3XyXD8a8SUicpINH4DhgLje0LyD1dVIA6Slb91U64gAPOw2Co4eIyu/hOgQX6tLEpHGyOmEY0fNDsRlxaf+ebrXyo5CTA9IvKl+bz2Vj/LS3D5yjhR+3JSPpwcJzfzZcaCIrVkFCj8icva2fA5r34Wyot8El5O2jx2t+fts/Ah+NxOComt+rjPJ2gSZ68HuBV2vqfv3k0ZJ4ceNdYgKcoWfizo0t7ocEWlIDm6HD/9wduHG0xe8/MDTz/zTy//4n7/dPv5wOuHn1+DX7+DlATDiJeg4pO6uCU50dO4wGAKa1e17SaOl8OPG2kcF8dXGTA13F5Gz43TCZ3eZwafVBdB7fCUhxh+8fE987el3breueo+DD2+FzA3w7ijodztc/ph5ztrmdMCG981tze0jNaDw48ZOdHrWiC8ROQsrZ0H6UnPZh9/NhNCWdfdezTvAH1Ih9TFY+iKs+A/s+hGufRWiutTue+1cDAX7wS8M2l9Ru+eWJkWjvdxY+QKn27MLNeJLRKrn8C5Y+Ii5ffmjdRt8ynn6wOC/w5gPIaA5ZG+GWZfCilnm4qO1pfyWV7drzfcUOUcKP24soVkAnnYbhSXH2JdXC50SRaRxMwz47G6zM3PChdD71vp9//bJcMcSaHe5ecvty/vg3RuhKKfm5y4pMDtwg0Z5SY0p/Lgxb087bZqXr/Glfj8icgarZsPO783+O8Oft2bm48BIGPM+DHkKPLxh61dmZ+hfF9XsvFs+N0Nds3bm/D4iNaDw4+bKZ3repvAjIqeTmwHfTDa3B02B8DbW1WKzwfl/hAnfQkRHKMyEOSNhwRQ4Vnpu5yyf26fHaPP8IjWg8OPmOkRqmQsRyxRkwX8uhYWP1m7fldpmGPDFRCgtgPgkSPo/qysyRXeH2xdBn1sBA376N7x6uTkM/2zkZsDOH8ztHjfUdpXSBCn8uLnyEV9q+RGxwNIXYN9q+PE5WPay1dVUbe075lpXHj4w/EWwe1hd0Qne/nD1v2DU2+Yorf1r4ZWLYM1b1Q+UG/4HGNBqIIS1qstqpYlQ+HFzJy9w6nS68f88RRqbo3nw8+wTX3/zMGz9xrJyqpS/H76eZG5f+pD7rnXV+WqzM3TCheaM05/eCR/cCkdyT3+cYZwY5aW5faSWKPy4uYRm/nh72DlS5mBv7hGryxFpOlbPMW8jRXSE824Gw2n+ss7abHVlJxgGzEsxg1psL+h/l9UVnV5wLIz9FAZNBbsnbPoIZg6E3UurPmbfGji41Zx9usuI+qtVGjXLw8+MGTNISEjA19eXpKQkVqxYUa3j3nvvPWw2GyNHjqzw/Lhx47DZbBUeQ4bU8XTrdcjTQyO+ROqdo+zEba4Bd8HQ58xbLqUF5izGhQesra/cxg8h7UtznasRM8CjAcxba/eAC1Pg1m8grDXkZcDsq+C7aeA4dur+5a0+na4G3+D6rVUaLUvDz9y5c0lJSWHq1KmsXr2anj17MnjwYLKzs0973K5du7jvvvu48MILK319yJAh7N+/3/V4991366L8enPyrS8RqQebPob8vRAQCd1vAE9vGPWmOYIqNx3m3gTHSqytsTAbvvyruX3x/bU/m3Jda9Eb/viDOWeP4YTFT8Lsoeb3t9yxUtj4gbmtuX2kFlkafp577jkmTJjA+PHj6dKlCzNnzsTf35/XXnutymMcDgdjxozh0UcfpU2byody+vj4EB0d7XqEhYXV1SXUiw6R6vQsUm8MA5Y8b24n/Z+5/hWAfzjcOBd8QiBjGXz2Z2tHgH35VzhyyBxRNfAe6+qoCZ8gc/mNa/4LPsHm9/XlgWaLFpiduItzIDAK2lxiaanSuFgWfkpLS1m1ahXJycknirHbSU5OZunSqu//PvbYY0RGRnLbbbdVuc+iRYuIjIykY8eO3HHHHeTknH520ZKSEvLz8ys83Imr5Sdb4Uekzu1cbC7S6eV/fIj2SZp3gBtmg80D1r9njgKzwuZPYfMnZr+ZETPAw8uaOmpLj+vNVqAWfaEkz+xb9cmfYNXr5uvdr28Yt/SkwbAs/Bw8eBCHw0FUVFSF56OiosjMzKz0mB9//JFXX32VWbNmVXneIUOGMGfOHFJTU3nqqadYvHgxV155JQ6Ho8pjpk2bRkhIiOsRHx9/bhdVRzpGn1jjSyO+pMEpKYT9662uovqWvGD+ed7NZmvPb7W9DK58ytxOfQw2f1Z/tQEUH4J595rbA++BmJ71+/51JSwBxs+Hi+4Hmx3Wvg3bjo+u0y0vqWWWd3iuroKCAm6++WZmzZpFRERElfuNHj2a4cOH0717d0aOHMkXX3zBypUrWbRoUZXHTJo0iby8PNcjIyOjDq7g3LUM98fH087RMicZh4utLkek+vL2mKN5XrkQ1s21upozy9ps3mqx2eH8O6rer98E6He7uf3x/8H+dfVTH8BXD0DRAWjeGS76a/29b33w8ITLHoZbvoDgFuZzUd0hupu1dUmjY1k7YkREBB4eHmRlZVV4Pisri+jo6FP237FjB7t27WLYsGGu55xOJwCenp6kpaXRtm3bU45r06YNERERbN++nUGDBlVai4+PDz4+7rtCsIfdRtvmgWzen8/WrEJaNQuwuiSRM8vNgDeuNlcZB0h9FLoMBy8/S8s6rfJWn87DIbz16fcdPA1ydsCOVHhntLmUQ3BM3daX9pU54Z/Nbt7uaqwrmydcAHf8CGvfhQ6Dra5GGiHLWn68vb3p3bs3qampruecTiepqan079//lP07derEhg0bWLt2resxfPhwLr30UtauXVvlrao9e/aQk5NDTEwd/6NUx8pnetZwd2kQctPNkTuHd5m3M4LjzNFTy1+xurKq5e+DDe+b2wPuPvP+Hp5w/evmPEAF++C9G6G0Dltmj+TCF8c7Nve/yxwt1Zj5hUH/P0GzU/9TK1JTlt72SklJYdasWbzxxhts2bKFO+64g6KiIsaPHw/A2LFjmTTJnLnU19eXbt26VXiEhoYSFBREt27d8Pb2prCwkL/+9a8sW7aMXbt2kZqayogRI2jXrh2DBzfs/z2cGO6u8CNu7vBueH0o5O4253EZ9yVc9jfztR+fM/usuKPlr4CzDFoOgBZ9qneMbwj8/j3wCzcn4/vkDjjeIl3rvnkYCvabq5pf+lDdvIdIE2Fp+Bk1ahTPPvssU6ZMITExkbVr1zJ//nxXJ+j09HT2799f7fN5eHiwfv16hg8fTocOHbjtttvo3bs3P/zwg1vf1qqODprrRxqCw7vMFp+8dAhvC+O/hJA46DEKIruaMxFbNULqdEoK4OfjI4uq0+pzsvA2MOotc6LBzZ+Y89XUtu0LzbWwsJm3u9z51qFIA2AzDHdeqtga+fn5hISEkJeXR3Cwe8woujuniIufWYS3p50tjw3Bw26zuiSRig79CrOHQf4es3Xili8q9oHZtgDevs5cfPPuVRDqRqMql75kro/VrB3cuRLs5/D/wjVvmetVAVz7KnS/rnZqO5oPL/U3v69Jd8CVdRCuRBqJ6v7+bjCjvZq6+DB/fL3slB5zsjunyOpyRCrK2QGzrz4efNrDuHmndv5tl2wuaukoge/+bk2dlXEcg2Uvmdv97zq34ANw3k0w4M/m9id/goyVtVPfwqnm9zUsAQZNrp1zijRxCj8NhN1uo11keadn3foSN+IKPnvNzr/j5kHQqSM2sdng8kfN7XXvmRMJuoPNn5jrS/lH1HzV8ORHoONVZsB77/fmiLea2Pk9/Hx8xvvhL4C3RnqK1AaFnwakQ6TZ70fLXIjbOLjN7ONTsA+ad4JxX0BQVNX7x/WGrr8DDFj4aL2VWaWTl7Lod3vN+9LYPeCaWebcNEXZ8O5oc5LHc1FaBJ8d73/U51ZofVHNahMRF4Wf+pa355xHg3SILl/mQi0/4gYObDVbfAr2mxPu3fIFBEae+bjLJpvLMmxfYLZsWGnXj+YEhZ6+0PcPtXNOn0C48V1zUdSsjfDRBHBWPcN8lVIfNzuQh8TD5Y/VTm0iAij81K+vH4Z/94Rfvjinw8vn+lHLj1juQJo5gWFhpjmKa9wXENi8esc2a3tizawFU+puaHh1lE9qmDgGAprV3nlD42H0O2bn7rQvYeEjZ3d8+jJYPtPcHjbdXABURGqNwk998vID5zH4/ulzWg26/fHbXr8eKKLMYeEvDGnasn8xW3wKsyCqG9zyOQRUveRMpS66H7wDzblxNn9cN3WeSfYvsO1rwAb976z988f3hZHHO1Ivef74UPVqKDtyfNSYYXaibpd8xkNE5Owo/NSn8/9k/oOfuQG2zj/rw+NC/fD39qDUoRFfYpGszWaLT1E2RHc/HnzOocUksPmJkVGpj8Gx0tqtszqWvmj+2Wlo3c0i3P06uPgBc/vzibDrpzMf890/IGc7BMXAFW40Kk6kEVH4qU/+4Sf6FSw++9Yfu91Ge434EqtkbYI3hpmLakb3gLGfVb7qeXX1v9PsF3N4F6yaXVtVVk9BFqw/vtDqBX+p2/e6+EGzk7ezDObeZM6HVJU9P58IZVdPB7/Quq1NpIlS+Klv/e8CTz/Ytxq2p555/9/QMhdiicyNZvApPggxiTD205oFHzA7Bl/yoLm9+ClzMr/6suI/4CiF+CSI71e372W3w4iXIPY8OHLIXAT1aN6p+x0rMW93GU7ofgN0HFK3dYk0YQo/9S2wOfS9zdxe/NRZt/6c6PSslh+pJ/vXHw8+OeYv8LGf1Dz4lOs11pxVufjgic7Hda20CFb+19w+26UszpW3P9z4HgTFwsE0eH+cObniyRY/DQd+gYDmcOVT9VOXSBOl8GOFAXebo0D2rICdi8/qULX8SL3avw7mDDdbLOJ6w82fmKtt1xYPLxg0xdxe+iIUZNbeuauy5m04mmuuydXxqrp/v3JB0eYiqF7+sONbczmNcvvXwY//MreH/rP2wqWIVErhxwpB0dB7nLm9+OmzOrR8gdOdB4soPaYRX1KH9q2FN4bDkcMQ1wdu/rhu+qB0Hg4t+kJZsdkaWpecjhN9avrfaU5KWJ9iesI1/zG3V/wHVswyO3t/cicYDugywnyISJ1S+LHKBX8BD2/Y/ZM50Vo1xYb4EujjyTGnwS6N+JK6sne12eJzNBda9DODj29I3byXzXZiEr9Vb5izRteVLZ9D7m7wC4eev6+79zmdzsNg0FRz+6sH4MNbIWuDWdNVz1pTk0gTo/BjlZA4cw4POKvWH5vNRvuo8hFfuvUldWDvKpgz0uyUG58EN30IvlWvjlwrWg2ADlearR+pdbTsRYWlLCaY/XCsMvAe6Hmjeb1bPjefu/Lp6s2QLSI1pvBjpYH3mNP871wM6curfVj5Gl8a7i61bs/PZvApyYOW/esn+JRLngo2uxkGMlbU/vnTl5rBzsMH+k6o/fOfDZsNhv0b4s83v+54lTknkIjUC4UfK4W2NP/3B+asz9XkavnJVMuP1KKMFfDm76AkH1pdAGM+qN9lFSI7Q+LxW1ELppzTLOin5VrK4sbqL8VRlzx94KYP4PrZcN1rZiASkXqh8GO1C1PA5gHbF5r/K62G8k7PW7MVfqSWpC+HN68xg0/ChTDmfXMenvp2yUPmIqPpS89pFvQqHdxmrrEF5lxb7sInyJwAsaaryYvIWfG0uoAmL7wN9LgB1r0Li58xh8KeQXn42Z1TTMkxBz6e9TxiReqXYcD6/8HhnebacE6H+afhrPh1Zc8ZjpNer+I4w2GGg7JiM/j8fi54B1hzrSFxcP4d5rDvhY9Au8vBoxb+mSof4dXxKohoX/PziUiDpvDjDi6815xqf+tX5nwfMT1Pu3tUsA9Bvp4UHD3GrweK6BxTT30yxBrr3oVP7qj792l9sTkRn5UdgQEumGgud3HgF1j3jjkRYk0UHoC175rb9TWpoYi4NYUfdxDRHrpeAxs/gO+fgVGnX/3ZZrPRISqIVbsPszWrQOGnMcvfB18dXwKi/WCzn5jd05yfxu5hbts8Tn3O9XxVz3lWPN47wFzmob7nvamMXyhceB9887C5yGe362oWyFbOAkeJOUljy/61VqaINFwKP+7iovtg44fmSJeszRDV5bS7d4gKZNXuw1rmojEzDHMl8JI8iO0Fo9+pnVtADUG/CbD8FchLh+Uvm62j56K02JxIEMxWH3UqFhHU4dl9RHaGLsPN7e+fOePu7SO1zEWjt34ubPvanAxzxIymE3zAHAl12d/M7R+nQ/GhczvPunfMpTlCW0GnYbVWnog0bAo/7uSiv5p/bvoYDmw97a7lnZ63Zavlp1EqyISv7je3L37gjC2BjVL36yG6uzkC7ftzmPnY6YClM8zt/nc2rfAoIqel8ONOortDx6GAAT+c/h/78tXdd+cUcbTMUQ/FSb0xDPjiHnOG5ZhEswNwU2S3Q/Lx2Z5XzoLDu8/u+LQv4dCv4BsKiWNqvTwRabgUftzNxcdbfza8Dzk7qtyteZAPof5eOA3YrtafxmXDB+YvbrsXjHypabdYtL3MHIXmKIVvnzi7Y8snNez7B2vmLBIRt6Xw425iz4P2V5hzsfzwXJW72Ww21zIX2zTZYeNRkAVfHQ/AFz8AUV2trcdqNhtcfrz1Z8P/zKkgqiN9OWQsN/tL9bu97uoTkQZJ4ccdXXS8r8e6d+Hwrip3O7HAqVp+GgXDgHkpcOQwRPeAgROtrsg9xJ5nDncHc+LD6lh6vNWnxygIiqqTskSk4VL4cUfxfaHNpebMuz/+q8rdXJ2eNeKrcdj4IfzyhTn3zsiXwcPL6orcx6DJ5m3AHd/Cju9Ov2/ODtjyhbntTktZiIjbUPhxVxc/YP655m3Izah0F7X8NCKF2fDl8dtdF/0VortZW4+7CUsw++6Aueip01n1vsteAgxzUsjITvVRnYg0MAo/7qpVf3OdJWcZ/PTvSncpb/nJOFzMkVKN+GrQvrzPnI8mqjsMTLG6Gvd00X3gHQSZ681WssoU5Zj/YQAtZSEiVVL4cWcXH+/7s3oO5O8/5eWIQB/CA7wxNOKrYdv0MWz+9PjtrpfA09vqitxTQAQM/Iu5/e1jcKzk1H1+fhWOHTGnCEgYWK/liUjDofDjzhIuNNcicpTAkucr3aV9ZPmtL/X7aZCKDsK840s3XHgvxPSwth53d/6fIDAactPh59cqvlZ2xFwSA7SUhYiclsKPO7PZTsz6/PNrZr+Q3yi/9bVVw90bpi/vg+IciOxqLuYpp+cdAJdOMrcXP21OBFlu3XtQfBBC4qHLSEvKE5GGQeHH3bW9DOL6wLGjJyZtO0n5TM9a4LQB2vSJecvL5qHbXWcj8SaI6GD2kSrvD+d0wtIXze3z/9S0J4YUkTNS+HF3NtuJvj8rXzU7dJ6kvOUnLVMtPw1KUc5Jt7tSIDbR0nIaFA9PGDTV3F76EuTvg63zIWc7+IRAr5utrU9E3J7CT0PQ/gqI6QllRbBsRoWXysPP3twjFJUcs6I6ORdf/dW8RdO884lbm1J9nYZCfJLZuXnRkydaRfuMB58ga2sTEben8NMQ2GwnZn1e/h8oPuR6KSzAm4hAH0ArvDcYWz43h2q7bnf5WF1Rw2OzweWPm9ur50D6EnMSxKT/s7YuEWkQFH4aio5XQVQ3KC04MaLluA5RGvHVYBQfgi+Oz+NzwV8grpe19TRkLZOg09WAYX7d/XoIjrW0JBFpGBR+Ggq73ZzkDWDZyxVGuWiZiwbkqwegKBuad4JLHrS6moZv0BSzBQ1ggJayEJHqsTz8zJgxg4SEBHx9fUlKSmLFihXVOu69997DZrMxcuTICs8bhsGUKVOIiYnBz8+P5ORktm3bVgeVW6DzCPOXZkmeefvrOC1z0UD8Ms9cmdxmhxG63VUrmneEMe/Dje9BVFerqxGRBsLS8DN37lxSUlKYOnUqq1evpmfPngwePJjs7FPnsznZrl27uO+++7jwwgtPee3pp5/m+eefZ+bMmSxfvpyAgAAGDx7M0aNH6+oy6o/dfmIumGUzoMRs6VHLzxk4jsG6ufD5X2DvamtqKD4EX9xjbg/4M7TobU0djVG7QdDxSqurEJEGxNLw89xzzzFhwgTGjx9Ply5dmDlzJv7+/rz22mtVHuNwOBgzZgyPPvoobdq0qfCaYRhMnz6dv/3tb4wYMYIePXowZ84c9u3bxyeffFLHV1NPul0DzdrBkcOw8r8AdIg0w8++vKMUHC2zsjr3UnbU/B69cB58fDusmg2zLoUPboVDO+u3lvmToDDLnJ/mkkn1+94iIlKBZeGntLSUVatWkZycfKIYu53k5GSWLl1a5XGPPfYYkZGR3Hbbbae8tnPnTjIzMyucMyQkhKSkpNOes6SkhPz8/AoPt2X3MJdBAFjyIpQWEeLvRWSQRny5lBSYk9/9u4c5l05uOvhHmJ3GsZkjrV7sawaSk0bO1Zm0+bD+vRO3u7x86/49RUSkSpaFn4MHD+JwOIiKiqrwfFRUFJmZmZUe8+OPP/Lqq68ya9asSl8vP+5szgkwbdo0QkJCXI/4+PizuZT61/16CEsw54n5+XXgpGUumvJkh8WH4Lt/wL+6woIpZktLcAu48hmYuAFufBf+73tz1mxnGSx7Cf6dCD88Z64LVReOHIYvJprb/e+E+L518z4iIlJtlnd4rq6CggJuvvlmZs2aRURERK2ee9KkSeTl5bkeGRkZtXr+WufhdVLrz/NQduRE+GmKnZ7z98HXD8O/usHip8yRcM3am60sf14DSbeDt7+5b0wPuPljuOkjiOpudh5PfRRe6A1r3gano3Zr+/phKNhv3qq89OHaPbeIiJwTyxbAiYiIwMPDg6ysrArPZ2VlER0dfcr+O3bsYNeuXQwbNsz1nNPpBMDT05O0tDTXcVlZWcTExFQ4Z2JiYpW1+Pj44OPTwEbe9BhtLuyYlwGr59Ahyuzwua0pLXCas8O8vbXuXXCUms/F9DSDYaerzVuEVWk3CNpcChveh28fN7+Pn/4Jls6Ayx+Fdsk1XxV86zew9m3Advx2l1/NziciIrXCspYfb29vevfuTWpqqus5p9NJamoq/fv3P2X/Tp06sWHDBtauXet6DB8+nEsvvZS1a9cSHx9P69atiY6OrnDO/Px8li9fXuk5GzRPbxh4fPTQj9PpEGEuitkkJjrM3Agf3AYv9oHVb5jBp9UFcNOHcPti6DLi9MGnnN0OPUfBXT/DFU+Abwhkb4K3r4M5w2HfmnOv8UiuOboMzNtdLZPO/VwiIlKrLF36OCUlhVtuuYU+ffrQr18/pk+fTlFREePHjwdg7NixxMXFMW3aNHx9fenWrVuF40NDQwEqPD9x4kSeeOIJ2rdvT+vWrZk8eTKxsbGnzAfUKJx3E3z/LBTso3PWZ0AcWfkl5B0pI8TPy+rqal/GCvjhn+YiluXaXwEDU6BVDcKtly8MuBsSx8CPz5kzaO/8Hv5zCXS7DgZNNvtYnY1vHoaCfRDeVre7RETcjKXhZ9SoURw4cIApU6aQmZlJYmIi8+fPd3VYTk9Px24/u8ap+++/n6KiIm6//XZyc3MZOHAg8+fPx9e3EY6w8fSBgRPhq/vxW/Y8rUL+ye68Y3y9MZMb+rp5p+3qMgz49TuzU/KuH44/aYOuI83QE9Oj9t7LP9xsAep3O3z7d1g/FzZ+AJs/hX4TzAVI/cPPfJ5tC2HNW2adI2ac6G8kIiJuwWYYhmF1Ee4mPz+fkJAQ8vLyCA4Otrqc0ys7AtN7QFE2izpOYdy6TjQL8Obbey8hxL8Bt/44nZA2z2zpKb/9ZPeCnqPhgokQ0a7ua9i/DhZMNcMXgE8IXHgPJP2x6v47R/Pgpf6QvxfO/xMMmVb3dYqICFD9398NZrSXVMHLz1wgE7g4ew4dm/uRU1TKM9/8YnFh58hRBuveg5fOh7k3mcHH0w+S7oC/rIURL9ZP8AGz8/TYTyqODFv4yOlHhn0z2Qw+Ya3hssn1U6eIiJyVcwo/b7zxBvPmzXN9ff/99xMaGsqAAQPYvXt3rRUn1dRnPPg3w3Z4Fy923wHA28vTWb8n19q6zsbRPFgxC17oBR//HxxMM1taLvor3LMRrnwSQlpYU1u7Qeb8QL97xZw3KH+vOTJs5oXmLa7yxtPtqWYHbNDtLhERN3ZO4ecf//gHfn5ms//SpUuZMWMGTz/9NBEREdxzzz21WqBUg3eA2WEXaP/LS9zZqQjDMJj8yUYcTje+q1l2FDZ/ZrbwPNMevrzPnI05oDkkP2KGnsv+BgG1O6/TObHbzVtud6+Cyx8/aWTYtebIsF0/nhjd1e//IOECa+sVEZEqnVOfH39/f3755RdatmzJAw88wP79+5kzZw6bNm3ikksu4cCBA3VRa71pUH1+ypUUwPTu5ozCwB4jki8dfWl5wSiGDB5m/vJ2B06HGRQ2/A82f27eSirXvBP0uQ163ez+c+IUHzoxMqx8jiEwR4XdscQMpCIiUq+q+/v7nEZ7BQYGkpOTQ8uWLfnmm29ISUkBwNfXlyNH6miZADk9nyCzb8oP/4TtqbQ4ls3tnvNg+TycGyOxd74aOg+DhAvNGaLrk2GYnYc3vG+uq1Ww/8RrwXHQ7VrocQNEdav5xIL1pXxkWN8J8N3xkWHYYPiLCj4iIm7unFp+xowZwy+//MJ5553Hu+++S3p6Os2aNeOzzz7joYceYuPGjXVRa71pkC0/JystwrF1IYs/e40+JcsJtp0USH1DoeOVZhBqe1ndtrAc+hU2fADr/wc52yrW0HWkuUZZywHu0ypVEwfSzJF3sYlWVyIi0mTVacvPjBkz+Nvf/kZGRgYffvghzZo1A2DVqlXceOON51ax1B7vADy6jSAk6CJ6v/w9A+ybeLZbOs33LoSiA+ZyEOveBS9/aH85dB5u/ukbUvP3LsyGjR+ZrTx7fz7xvKevGbq6X28uHeHZwJYTOZPmHa2uQEREqknz/FSiwbf8nOSBD9Yz9+cMOkUH8cWd/fHctxK2fG4+8k5awNXuBW0uMVuEOg09u07GJQWw5Qsz8Py6CIzjQ8BtdvOc3a8319rybdjfSxERcW/V/f19TuFn/vz5BAYGMnDgQMBsCZo1axZdunRhxowZhIWFnXvlbqAxhZ9DRaVc9s9F5BaXMeXqLtw6sLX5gmHA/rVmCNr8WcXbUja7eTuq8zDofHXlQ8yPlcL2hWbgSfsKjp10ay2utxl4ul4DQVF1en0iIiLl6jT8dO/enaeeeoqrrrqKDRs20LdvX1JSUvjuu+/o1KkTr7/+eo2Kt1pjCj8A7yxP56GPNxDo40nqvRcTFVzJUh8H0mDLZ2YY2r+u4mux5x1vERpm3jbb8D5s/sQ1sgww17DqcYMZepq1rdPrERERqUydhp/AwEA2btxIQkICjzzyCBs3buSDDz5g9erVXHXVVWRmZtaoeKs1tvDjdBr87uUlrMvIZXjPWJ6/8bzTH3B4N/zyhXkrK30pUMVfkcAoc6RW9+vNgNRQRmqJiEijVKcdnr29vSkuLgZg4cKFjB07FoDw8HDy8/PP5ZRSh+x2G0+M6MaIGT/y2bp9jO4bz4B2p+nTE9YK+t9pPgqz4Zd5ZovQzsVmJ+nOw6H7ddD6IrB71N+FiIiI1IJzCj8DBw4kJSWFCy64gBUrVjB37lwAtm7dSosWFi1BIKfVvUUIN53fijlLdzP504189ZeL8PasxhDzwEhz+Yw+482h3DYP8PSu+4JFRETqyDlNsPLiiy/i6enJBx98wMsvv0xcXBwAX331FUOGDKnVAqX23HtFRyICvdlxoIhXf9x59ifw8lPwERGRBk9D3SvR2Pr8nOzDVXu49/11+Hl5sPDei4kLdfNlJERERKqpTvv8ADgcDj755BO2bNkCQNeuXRk+fDgeHuoD4s6u6RXH3JUZrNh1iMc+38QrN/exuiQREZF6dU63vbZv307nzp0ZO3YsH330ER999BE33XQTXbt2ZceOHbVdo9Qim83GYyO74mG38fWmLL5Ly7a6JBERkXp1TuHnz3/+M23btiUjI4PVq1ezevVq0tPTad26NX/+859ru0apZZ2ig7n1ggQAHvlsE0fLHNYWJCIiUo/OKfwsXryYp59+mvDwcNdzzZo148knn2Tx4sW1VpzUnb8kdyAq2IfdOcXMXKzWOhERaTrOKfz4+PhQUFBwyvOFhYV4e2s0UEMQ6OPJ5Ku7APDSoh3szimyuCIREZH6cU7h5+qrr+b2229n+fLlGIaBYRgsW7aMP/7xjwwfPry2a5Q6MrR7DAPbRVB6zMkjn21CA/9ERKQpOKfw8/zzz9O2bVv69++Pr68vvr6+DBgwgHbt2jF9+vRaLlHqis1m49ERXfHysPFd2gG+3pRldUkiIiJ1rkbz/Gzfvt011L1z5860a9eu1gqzUmOe56cyz36dxovfbSc2xJeF916Mv/c5z4AgIiJimVqf5yclJeW0r3/33Xeu7eeee666pxU3cOel7fh4zV725h7hhW+388CQTlaXJCIiUmeqHX7WrFlTrf1sWtm7wfHz9uCR4V2ZMOdn/vvDr1zbqwXtIgOtLktERKROVDv8nNyyI43P5V2iGNQpktRfspny6Ube/kOSgqyIiDRK59ThWRqnR4Z3xcfTzpIdOXy+fr/V5YiIiNQJhR9xiQ/3585LzU7rT3yxmYKjZRZXJCIiUvsUfqSC2y9qQ+uIALILSvjXgm1WlyMiIlLrFH6kAl8vDx4d3hWAN5buYsv+fIsrEhERqV0KP3KKizo056ru0TicBpM/2YjTqZmfRUSk8VD4kUpNvroL/t4e/Lz7MB+u3mN1OSIiIrVG4UcqFRPix18GtQfgya9+Ibe41OKKREREaofCj1Tp1oGtaR8ZSE5RKc98nWZ1OSIiIrVC4Ueq5OVh5/GR3QB4Z0U66zJyrS1IRESkFij8yGmd36YZvzsvDsOAyZ9uxKHOzyIi0sAp/MgZTbqqE0E+nqzfk8e7K9KtLkdERKRGFH7kjCKDfLn3ig4A/OPLLazYecjiikRERM6dwo9Uy03nt+LC9hEUlzoY//oKft6lACQiIg2T5eFnxowZJCQk4OvrS1JSEitWrKhy348++og+ffoQGhpKQEAAiYmJvPnmmxX2GTduHDabrcJjyJAhdX0ZjZ6nh51ZY/swsF0ERaUObnltBat2KwCJiEjDY2n4mTt3LikpKUydOpXVq1fTs2dPBg8eTHZ2dqX7h4eH8/DDD7N06VLWr1/P+PHjGT9+PF9//XWF/YYMGcL+/ftdj3fffbc+LqfR8/XyYNbYPgxo2+x4AFrJ6vTDVpclIiJyVmyGYVg2fCcpKYm+ffvy4osvAuB0OomPj+fuu+/mwQcfrNY5evXqxdChQ3n88ccBs+UnNzeXTz755Jzrys/PJyQkhLy8PIKDg8/5PI3VkVIHt85eydJfcwjy8eTNPySRGB9qdVkiItLEVff3t2UtP6WlpaxatYrk5OQTxdjtJCcns3Tp0jMebxgGqamppKWlcdFFF1V4bdGiRURGRtKxY0fuuOMOcnJyTnuukpIS8vPzKzykan7eHrw6rg9JrcMpKDnGza8u1xxAIiLSYFgWfg4ePIjD4SAqKqrC81FRUWRmZlZ5XF5eHoGBgXh7ezN06FBeeOEFLr/8ctfrQ4YMYc6cOaSmpvLUU0+xePFirrzyShwOR5XnnDZtGiEhIa5HfHx8zS+wkfP39uS1cX3plxBOwdFj3PTqctbvybW6LBERkTOyvMPz2QoKCmLt2rWsXLmSv//976SkpLBo0SLX66NHj2b48OF0796dkSNH8sUXX7By5coK+/zWpEmTyMvLcz0yMjLq/kIagQAfT14f35e+CWFmAPrvcjbuzbO6LBERkdOyLPxERETg4eFBVlZWheezsrKIjo6u8ji73U67du1ITEzk3nvv5brrrmPatGlV7t+mTRsiIiLYvn17lfv4+PgQHBxc4SHVYwagfvRuFUb+0WOMUQASERE3Z1n48fb2pnfv3qSmprqeczqdpKam0r9//2qfx+l0UlJSUuXre/bsIScnh5iYmBrVK1UL9PFk9vi+9GoZSt6RMm56dTmb96nflIiIuCdLb3ulpKQwa9Ys3njjDbZs2cIdd9xBUVER48ePB2Ds2LFMmjTJtf+0adNYsGABv/76K1u2bOGf//wnb775JjfddBMAhYWF/PWvf2XZsmXs2rWL1NRURowYQbt27Rg8eLAl19hUBPl68cat/UiMDyW3uIwx/13Glv0KQCIi4n48rXzzUaNGceDAAaZMmUJmZiaJiYnMnz/f1Qk6PT0du/1EPisqKuJPf/oTe/bswc/Pj06dOvHWW28xatQoADw8PFi/fj1vvPEGubm5xMbGcsUVV/D444/j4+NjyTU2JUG+Xsy5rR83v7qCdRm5jPnvct6ZkESnaN1GFBER92HpPD/uSvP81EzekTJufnU56/fkER7gzbsTzqdjdJDVZYmISCPn9vP8SOMV4ufFm7cm0T0uhENFpfx+1jK2ZRVYXZaIiAig8CN1JMTfizdv60fX2GByikq5cdZytmcrAImIiPUUfqTOhPp78/YfkugSE8zBwhJG/2c527MLrS5LRESaOIUfqVPlAajz8QB046xl7DigACQiItZR+JE6FxZgBqBO0UEcKCjhxv8sY+fBIqvLEhGRJkrhR+pF+PEA1DEqiOzjAWiXApCIiFhA4UfqTbNAH96ekET7yEAy849y46xl7M5RABIRkfql8CP1KiLQh3cmnE+7yED25x3lxv8sIz2n2OqyRESkCVH4kXrXPMiHdyYk0bZ5APvyzBagjEMKQCIiUj8UfsQSkUG+vDvhfNo0D2Bv7hFG/0cBSERE6ofCj1gmMtiX9yacT5sIMwCpBUhEROqDwo9YKjLYl3cmnE9CM3/2HD7CVc//wIer9qAl50REpK4o/IjlokN8eff28+kZH0rB0WPc+/46bn9zFQcKSqwuTUREGiGFH3ELMSF+fPjH/vx1cEe8PGws2JzFFf9azJcb9ltdmoiINDIKP+I2PD3s3HlpOz69cyCdY4I5XFzGn95ezZ/fXUNucanV5YmISCOh8CNup0tsMJ/eeQF3XdoOuw0+W7ePK/71Pd/+kmV1aSIi0ggo/Ihb8va0c9/gjnx4xwDaNA8gu6CEW2f/zAMfrKfgaJnV5YmISAOm8CNu7byWYXz55wu5bWBrbDaY+3MGQ6b/wJLtB60uTUREGiiFH3F7vl4eTL66C+9OOJ/4cD/25h7h9/9dziOfbeJIqcPq8kREpIFR+JEG4/w2zfjqLxfx+6SWAMxesournv+BVbsPW1yZiIg0JAo/0qAE+njyj991541b+xEd7MvOg0VcP3MJT371CyXH1AokIiJnpvAjDdLFHZrz9T0XcU2vOJwGzFy8g+Ev/MTGvXlWlyYiIm5O4UcarBA/L567IZFXbu5NRKA3aVkFjJzxE/9euI0yh9Pq8kRExE0p/EiDN7hrNF9PvIgru0VzzGnwr4VbuealJWzLKrC6NBERcUMKP9IoNAv04aUxvfj36ERC/LzYsDePoS/8yH++34HDqUVSRUTkBIUfaTRsNhsjEuP45p6LuKRjc0qPOfnHl78w6pWl7DpYZHV5IiLiJhR+pNGJCvbl9XF9eera7gR4e/Dz7sNc+e8feHPpLpxqBRIRafIUfqRRstlsjOrbkvkTL6J/m2YcKXMw+dNN/O7lJaxJ17xAIiJNmcKPNGrx4f68/YckHhnWhQBvD9Zl5PK7l5aQMnctWflHrS5PREQsYDMMQ/cBfiM/P5+QkBDy8vIIDg62uhypJdkFR3l6fhofrNoDgL+3B3dd1o7bBrbGx9PD4upERKSmqvv7W+GnEgo/jdu6jFwe+XwTa9JzAWjVzJ+Hr+rM5V2isNls1hYnIiLnTOGnBhR+Gj+n0+CTtXt58qtfyC4oAeDC9hFMuboL7aOCLK5ORETOhcJPDSj8NB1FJceY8d12/vvDTkodTjzsNm4+vxX3JHcgxN/L6vJEROQsKPzUgMJP07M7p4i/z9vCN5uzAAjz9+LeKzpyY7+WeNh1K0xEpCFQ+KkBhZ+m68dtB3n0801syy4EoHNMMFOHdeH8Ns0srkxERM5E4acGFH6atmMOJ28t281zC7aSf/QYAEO7xzDpqk60CPO3uDoREamKwk8NKPwIwKGiUp5bkMY7y9NxGuDjaeePF7fljxe3xc9bQ+NFRNyNwk8NKPzIyTbvy+fRzzexfOchAGJDfJl0VWeu7hGjofEiIm5E4acGFH7ktwzD4KuNmfx93hb25h4BoF9COFOGdaFbXIjF1YmICFT/97fly1vMmDGDhIQEfH19SUpKYsWKFVXu+9FHH9GnTx9CQ0MJCAggMTGRN998s8I+hmEwZcoUYmJi8PPzIzk5mW3bttX1ZUgjZ7PZuKp7DKn3XkzK5R3w9bKzYtchhr34I5M+2kBOYYnVJYqISDVZGn7mzp1LSkoKU6dOZfXq1fTs2ZPBgweTnZ1d6f7h4eE8/PDDLF26lPXr1zN+/HjGjx/P119/7drn6aef5vnnn2fmzJksX76cgIAABg8ezNGjWsdJas7Xy4M/D2rPt/dewvCesRgGvLsinUueXcSs73+l4GiZ1SWKiMgZWHrbKykpib59+/Liiy8C4HQ6iY+P5+677+bBBx+s1jl69erF0KFDefzxxzEMg9jYWO69917uu+8+APLy8oiKimL27NmMHj26WufUbS+prpW7DvHIZ5vYtC8fgABvD67r3YKb+yfQLjLQ4upERJoWt7/tVVpayqpVq0hOTj5RjN1OcnIyS5cuPePxhmGQmppKWloaF110EQA7d+4kMzOzwjlDQkJISko67TlLSkrIz8+v8BCpjr4J4Xx210CevrYH7SIDKSp18MbS3SQ/t5ibX13Ogs1ZOJzqVici4k48rXrjgwcP4nA4iIqKqvB8VFQUv/zyS5XH5eXlERcXR0lJCR4eHrz00ktcfvnlAGRmZrrO8dtzlr9WmWnTpvHoo4+e66VIE+dht3FD33iu79OCJTtymL1kF6lbsvhh20F+2HaQ+HA/bj6/FTf0iSfU39vqckVEmjzLws+5CgoKYu3atRQWFpKamkpKSgpt2rThkksuOedzTpo0iZSUFNfX+fn5xMfH10K10pTYbDYuaBfBBe0iyDhUzFvLdzN3ZQYZh47wjy9/4bkFWxmZGMfY/gl0idXtVBERq1gWfiIiIvDw8CArK6vC81lZWURHR1d5nN1up127dgAkJiayZcsWpk2bxiWXXOI6Lisri5iYmArnTExMrPKcPj4++Pj41OBqRCqKD/dn0pWdmTioA5+t28vsJbvZsj+f91Zm8N7KDPolhHPLgASu6BqFl4flgy5FRJoUy/7V9fb2pnfv3qSmprqeczqdpKam0r9//2qfx+l0UlJiDjNu3bo10dHRFc6Zn5/P8uXLz+qcIrXFz9uDUX1b8uWfB/L+H/sztEcMHnYbK3Yd4s53VnPhU9/xQuo2DmqovIhIvbH0tldKSgq33HILffr0oV+/fkyfPp2ioiLGjx8PwNixY4mLi2PatGmA2TenT58+tG3blpKSEr788kvefPNNXn75ZcC87TBx4kSeeOIJ2rdvT+vWrZk8eTKxsbGMHDnSqssUwWaz0TchnL4J4WTmHeWd5bt5Z0U6mflH+eeCrbzw7XaG9ojhlgEJJMaHWl2uiEijZmn4GTVqFAcOHGDKlClkZmaSmJjI/PnzXR2W09PTsdtPNE4VFRXxpz/9iT179uDn50enTp146623GDVqlGuf+++/n6KiIm6//XZyc3MZOHAg8+fPx9fXt96vT6Qy0SG+pFzRkTsva8dXGzKZvWQXazNy+XjNXj5es5eeLUK4ZUACQ3vE4OOpNcRERGqblreohOb5kfq2LiOXN5bu4ot1+yl1OAFoFuDNjf1aMub8lsSE+FlcoYiI+9PaXjWg8CNWOVhYwnsr0nlrmXlLDMyh9EO6RnPT+a04v024FlMVEamCwk8NKPyI1Y45nHyzOYvZS3ax4vhq8gAJzfwZ1bcl1/aOIzJIt3JFRE6m8FMDCj/iTrbsz2fO0t18tnYvRaUOwGwNGtQpkhv7teSiDs3xsKs1SERE4acGFH7EHRWVHGPe+v28tzKd1em5rudjQny5vncLru8TT3y4v3UFiohYTOGnBhR+xN1tzSpg7soMPlq9h8PF5kryNhsMbBfB6L4tSe4SqZFiItLkKPzUgMKPNBQlxxx8symLuSsz+HH7Qdfz4QHeXHNeHKP7xdMuMsjCCkVE6o/CTw0o/EhDlJ5TzP9+zuD9VRlk5Z+YMbpPqzBG9Y1naI8Y/L0b3HJ+IiLVpvBTAwo/0pAdczhZvPUA767I4Lu0bBxO80c8yMeT4YmxjO7bku4tQiyuUkSk9in81IDCjzQWWflH+WDVHuauzCD9ULHr+a6xwYzuG8/wxDhC/LwsrFBEpPYo/NSAwo80Nk6nwbJfc3hvZQbzN2a6ZpH28bQztHsMo/rG06+1JlAUkYZN4acGFH6kMTtcVMona/fy3ooM0rIKXM/HhfoxtEcMV/eIoXtciIKQiDQ4Cj81oPAjTYFhGKzNyGXuygw+X7fPNYEiQMtwf4b2iGFo9xi6xgYrCIlIg6DwUwMKP9LUHC1zsCgtm8/X7+fbLdkcKTsRhFpHBDC0ewxX94yhY1SQgpCIuC2FnxpQ+JGmrLj0GN/+ks289fv59pdsSo45Xa+1bR7A1T1iubpHDO2jNH+QiLgXhZ8aUPgRMRWVHGPhliy+WL+fxWkHXB2lATpGBZm3xnrE0LZ5oIVVioiYFH5qQOFH5FT5R8tYuDmLeev38/22A5Q5TvzT0TkmmKuP9xFKiAiwsEoRacoUfmpA4Ufk9PKKy/hmcybzNuznx20HOeY88c9It7hgru4Ry9DuMVpoVUTqlcJPDSj8iFTf4aJSvt5kBqElO3JcM0oD9IwP5eruMVzZPZoWYQpCIlK3FH5qQOFH5NzkFJYwf1MmX6zbz/KdOZyUg4gP96Nvq3D6JITTJyGMds0Dsds1ckxEao/CTw0o/IjUXHbBUb7emMnn6/fz865DFYIQQIifF31ahdEnIZy+CWF0iwvB18vDmmJFpFFQ+KkBhR+R2lVwtIw16bn8vOsQK3cdZk3GYY6WOSvs4+1hp0eLEFcY6t0qjFB/b4sqFpGGSOGnBhR+ROpWmcPJpn35/LzrED/vOszPuw9xsLD0lP3aRwa6wlDfhHBahPlpkkURqZLCTw0o/IjUL8Mw2JVTzMpdh8xAtPswvx4oOmW/qGAfs89QKzMMdYoOwtPDbkHFIuKOFH5qQOFHxHoHC0tYtfuw61bZxr15FYbUAwR4e9CrVRjnt2nG4K7RtIvUZIsiTZnCTw0o/Ii4nyOlDtbtOdFvaPXuwxSUHKuwT/vIQK7sFs3gbtF0idGCrCJNjcJPDSj8iLg/h9MgLbOAn3cfInVLNkt2HKww63TLcH9XEEpsEaph9SJNgMJPDSj8iDQ8eUfK+PaXLL7akMnirQcqLMgaHezLkG7RDO4aTb/W4XgoCIk0Sgo/NaDwI9KwFZUcY/HWA3y1MZNvt2RRVOpwvdYswJsrukYxuGs0A9pG4O2pDtMijYXCTw0o/Ig0HkfLHPy0/SBfbcxkweYs8o6UuV4L8vXk8s5RDO4WzcUdmmuSRZEGTuGnBhR+RBqnMoeT5b8e4quN+/l6UxYHC0tcr/l7e3Bpx0gGd4vmsk6RBPp4WlipiJwLhZ8aUPgRafwcToPV6Yf5akMmX2/KZG/uEddr3p52LmofweCu0VzeJUozTYs0EAo/NaDwI9K0GIbBhr15fLUxk/kbM9l58MQEix52GwPaNmNYj1gGd40mxN/LwkpF5HQUfmpA4Uek6TIMg61ZhXy1cT/zN2byS2aB6zUvDxsXtm/O1T1iuLxLFEG+CkIi7kThpwYUfkSk3M6DRcxbv48v1u+vEIS8Pe1c3MEMQsmdowhQHyERyyn81IDCj4hUZnt2AZ+v288X6/ex46S1x3y97FzWKZKre8RyacdI/Lw1akzECgo/NaDwIyKnYxgGv2QWMG+9GYR25RS7XvP39iC5cxRDe8Ro+LxIPVP4qQGFHxGpLsMw2LQvn8/X7+OLdfsrjBoL8vHk8i5RXN0zhoHtmmtCRZE6pvBTAwo/InIuDMNgbUYuX6zfz7z1+8nMP+p6LcTPi8Fdo7i6Ryz92zbDy0NBSKS2KfzUgMKPiNSU02mwKv0wX6zbx5cbMzlQcGJCxTB/L4Z0i2FYjxiS2jTTWmMitaS6v78t/6/HjBkzSEhIwNfXl6SkJFasWFHlvrNmzeLCCy8kLCyMsLAwkpOTT9l/3Lhx2Gy2Co8hQ4bU9WWIiFRgt9vomxDOoyO6sWzSIN6dcD5jkloSHuDN4eIy3l2Rzu//u5ykf6SSMnct7/+cUeGWmYjUHUtbfubOncvYsWOZOXMmSUlJTJ8+nffff5+0tDQiIyNP2X/MmDFccMEFDBgwAF9fX5566ik+/vhjNm3aRFxcHGCGn6ysLF5//XXXcT4+PoSFhVW7LrX8iEhdOeZwsvTXHL5Yt5/5mzIrrDUGkNDMn/5tIxjQthn92zYjItDHokpFGp4GcdsrKSmJvn378uKLLwLgdDqJj4/n7rvv5sEHHzzj8Q6Hg7CwMF588UXGjh0LmOEnNzeXTz755Jzrqu43z+FwUFZWVuXrUjVvb2/sdssbHkUsVXrMycpdh/hp+0GW7Mhh/Z5cnL/5F7ljVBAD2jVjQNsI+rUOJ8RPEyuKVKW6v78tm5WrtLSUVatWMWnSJNdzdrud5ORkli5dWq1zFBcXU1ZWRnh4eIXnFy1aRGRkJGFhYVx22WU88cQTNGvWrMrzlJSUUFJy4n58fn7+ad/XMAwyMzPJzc2tVp1yKrvdTuvWrfH21ppJ0nR5e9q5oF0EF7SLACD/aBkrdx5iyY4cftp+kF8yC0jLMh+v/7QLuw26twhlQNtmDGjbjD6twjWnkMg5sCz8HDx4EIfDQVRUVIXno6Ki+OWXX6p1jgceeIDY2FiSk5Ndzw0ZMoRrrrmG1q1bs2PHDh566CGuvPJKli5diodH5f9ITJs2jUcffbTatZcHn8jISPz9/bHZ1FnxbDidTvbt28f+/ftp2bKlvn8ixwX7ejGocxSDOpv/LuYUlrDs10Ms2XGQpTty+PVgEesyclmXkcvLi3bg7WHnvJahDGgbwYB2zejZIlTD6UWqocHOx/7kk0/y3nvvsWjRInx9fV3Pjx492rXdvXt3evToQdu2bVm0aBGDBg2q9FyTJk0iJSXF9XV+fj7x8fGV7utwOFzB53StSXJ6zZs3Z9++fRw7dgwvLzXji1SmWaAPQ3vEMLRHDAD7co+wdEcOS3bksGTHQfbnHWX5zkMs33mIfy00J1jsmxB+vGUogi6xwRpJJlIJy8JPREQEHh4eZGVlVXg+KyuL6Ojo0x777LPP8uSTT7Jw4UJ69Ohx2n3btGlDREQE27dvrzL8+Pj44ONTvU6F5X18/P39q7W/VK78dpfD4VD4Eamm2FA/ru3dgmt7t8AwDHbnFPPTDrO/0NIdORwqKmXx1gMs3noAgGBfT/q3bcagzlFc1ilSnadFjrMs/Hh7e9O7d29SU1MZOXIkYN4OSU1N5a677qryuKeffpq///3vfP311/Tp0+eM77Nnzx5ycnKIiYmprdIBdKumhvT9E6kZm81GQkQACREBjElqhdNpsDW7gCXbzVah5b8eIv/oMb7elMXXm7Kw2aB3yzCSu0SR3DmKts0D9HMoTZalt71SUlK45ZZb6NOnD/369WP69OkUFRUxfvx4AMaOHUtcXBzTpk0D4KmnnmLKlCm88847JCQkkJmZCUBgYCCBgYEUFhby6KOPcu211xIdHc2OHTu4//77adeuHYMHD7bsOkVE6prdbqNTdDCdooO5dWBrjjmcbNibx+KtB1i4JYuNe/P5efdhft59mCe/+oXWEQEkd44kuXMUvVuF4akZp6UJsTT8jBo1igMHDjBlyhQyMzNJTExk/vz5rk7Q6enpFYZDv/zyy5SWlnLddddVOM/UqVN55JFH8PDwYP369bzxxhvk5uYSGxvLFVdcweOPP17t21pSPQkJCUycOJGJEydaXYqIVMLTw855LcM4r2UYE5M7sC/3CKm/ZLNwcxZLd+Sw82ARs37YyawfdhLq78VlHSNJ7hLFRR2aE+jTYLuDilSLlreoxOnmCTh69Cg7d+6kdevWFTpaNwSXXHIJiYmJTJ8+vcbnOnDgAAEBAefc96khfx9FGrrCkmP8sPUACzZn8W1aNrnFJ+Yr8/awc37bZlze2QxDMSF+FlYqcnbcfp4fcT+GYeBwOPD0PPNfi+bNm9dDRSJSFwJ9PLmyewxXdo/hmMPJqt2HWbgliwWbs9iVU8z3Ww/w/dYDTP50E93igknubPYT6hobrH5C0ijoJm8NGYZBcekxSx5n02g3btw4Fi9ezL///W/XmmezZ8/GZrPx1Vdf0bt3b3x8fPjxxx/ZsWMHI0aMICoqisDAQPr27cvChQsrnC8hIaFCC5LNZuO///0vv/vd7/D396d9+/Z89tlntfVtFpE64ulhJ6lNMx4e2oXv7ruEhSkX8+CVnejTKgybDTbuzWf6wm1c/cKPDHjyWyZ/spHFWw9Qcsxhdeki50wtPzV0pMxBlylfW/Lemx8bjL939T7Cf//732zdupVu3brx2GOPAbBp0yYAHnzwQZ599lnatGlDWFgYGRkZXHXVVfz973/Hx8eHOXPmMGzYMNLS0mjZsmWV7/Hoo4/y9NNP88wzz/DCCy8wZswYdu/efcoM3CLinmw2G+0iA2kXGcgfL27LwcISvj3eT+iHbea8Qm8u282by3YT4O3BxR2bc2H75vRoEUKHqCC81GlaGgiFnyYiJCQEb29v/P39XfMolc+k/dhjj3H55Ze79g0PD6dnz56urx9//HE+/vhjPvvss9NOQzBu3DhuvPFGAP7xj3/w/PPPs2LFCoYMGVIXlyQidSwi0Icb+sRzQ594jpY5WLLjIAs2Z5O6JYvsghK+3JDJlxvMUbfenna6xATTPS6E7i1C6NEihHbNAzWKTNySwk8N+Xl5sPkxa4bR+3nVzpo+v50vqbCwkEceeYR58+axf/9+jh07xpEjR0hPTz/teU6ecDIgIIDg4GCys7NrpUYRsZavlweXdYrisk5ROJ3d2LA3j4Vbslidfpj1e/IoOHqMtRm5rM3IPekYO11jQ+geZ4ahHi1CaB0RqFmnxXIKPzVks9mqfevJXQUEBFT4+r777mPBggU8++yztGvXDj8/P6677jpKS0tPe57fztRss9lwOp21Xq+IWMtut9EzPpSe8aEAOJ0G6YeKWb83jw17clm/J4+Ne/MoKnWwavdhVu0+7Do2wNvDDETHw1D3uBASmgVgVyCSetSwf2vLWfH29sbhOHMnxZ9++olx48bxu9/9DjBbgnbt2lXH1YlIQ2W3n5htenjPWMAMRDtzitiwJ4/1e/LYsDeXjXvzKSp1sGLXIVbsOuQ6PsjHk27HW4e6twihR1wo8eF+GlkmdUbhpwlJSEhg+fLl7Nq1i8DAwCpbZdq3b89HH33EsGHDsNlsTJ48WS04InJW7HYbbZsH0rZ5ICPPiwPA4TTYcaDQDEN7clm/N4/N+/IpKDnG0l9zWPprjuv4ED8vuseFkBgfynktQ0mMD6WZ1iaTWqLw04Tcd9993HLLLXTp0oUjR47w+uuvV7rfc889x6233sqAAQOIiIjggQceID8/v56rFZHGxsNuo0NUEB2igriudwsAyhxOtmcXmi1Ee3PZsCePLfsLyDtSxo/bD/Lj9oOu41s18+e8+FDOaxlGr5ZhdIrRCDM5N5rhuRKNdYZnd6Lvo4hUpfSYk61ZBazbk8va9FzWZOSyPbvwlP18PO30aBFiLuMRH0qvVmFEBevfk6ZMMzyLiEiD5O1pp1tcCN3iQhiT1AqAvCNlrMvIZXX6Ydak57Im/TD5R4+xctdhVu460aE6NsT3+Jpm5u2yrrEh+NbSyFhpPBR+RETE7YX4eXFRh+Zc1MFcWqe8Q3V5EFqdnktaZj778o6yb8N+5m3YD4CXh40uMcGuQNSrZRgtwtSZuqlT+BERkQbn5A7V5f2HikqOsX5PHmsyTrQOHSwsZd2ePNbtyWP2EvPYiEBvEuPNMNQxKoj2UYG0CPPX/ENNiMKPiIg0CgE+nvRv24z+bZsB5tqLew4fOXGrLCOXzfvyOFhYysItWSzckuU61sfTTpvmgbSPNB/tIgNpHxVIq2YB6lTdCCn8iIhIo2Sz2YgP9yc+3J8RieZw+6NlDjbty2fN8Zmpt2cXsuNAISXHnGzZn8+W/RVHtnoen8PIFYqigmjXPJA2zQPUl6gBU/gREZEmw9fLg96twujdKsz1nMNpsOdwMduyCtl+oND8M7uA7dmFFJU62J5dyPbsQr466Tx2G7QM9z++EGyQGY6izNtwAT761eru9AmJiEiT5mG30apZAK2aBZBMlOt5wzDYn3eUbdmFbMsqYMfxYLQtu5C8I2XsyilmV04xC7dUXMMwLtSPdpGBdIwOcs1LFB2iIfjuROFHRESkEjabjdhQP2JD/bj4+CgzMEPRgcISV4uQ2VJkhqKDhSXszT3C3twjLN56wHVMxSH4YXSLC8bHU7fNrKLwIyIichZsNhuRQb5EBvkyoG1EhdcOF5W6bp1t2pfHmvRcfqlkCL63h50uscGu4ffntQwlLlRD8OuLwo9UW0JCAhMnTmTixIlWlyIi4pbCArzpGxBO34Rw13PlQ/BPnqAxp6iUtRm5rM3I5fWfdgEQGeRzUhgKo3tcCH7eah2qCwo/IiIidaiyIfgZh8qH4B8+PgQ/n+yCEr7elMXXm8wh+J52G51jKrYOtQz3V+tQLVD4ERERqUc2m42Wzfxp2czfteL9kVIHG/flsXq32Tq0Ov0w2QUlbNibx4a9ecxZuhuAZgHern5DXWKDaRsRSFyYnyZoPEsKPzVlGFBWbM17e/lDNf8H8J///IdHHnmEPXv2YLefmLBrxIgRNGvWjIcffpiUlBSWLVtGUVERnTt3Ztq0aSQnJ9dV9SIicpyftwd9E07cLjMMg315R11haE3GYTbtzSenqJSFW7IrjDDz9rDTspk/rSMCaBMRYP7ZPJDWEQFEBHqrpagSCj81VVYM/4i15r0f2gfeAdXa9frrr+fuu+/mu+++Y9CgQQAcOnSI+fPn8+WXX1JYWMhVV13F3//+d3x8fJgzZw7Dhg0jLS2Nli1b1uVViIjIb9hsNuJC/YgL9WNYT/N3zNEyB5v355uBKCOX7VmF7MwpovSY0zXy7LeCfDxp3dwMROWhqE1EAAkRAQQ24fmImu6VNzFhYWFceeWVvPPOO67w88EHHxAREcGll16K3W6nZ8+erv0ff/xxPv74Yz777DPuuusuq8oWEZHjfL086NUyjF4tK07QuD/vCL8eKGLnQfPx68Eidh4sZM/hIxQc72y9fk/eKeeLDPKpEIhaRwTQunkA8WH+eHs27iU9FH5qysvfbIGx6r3PwpgxY5gwYQIvvfQSPj4+vP3224wePRq73U5hYSGPPPII8+bNY//+/Rw7dowjR46Qnp5eR8WLiEhNedhttAjzp0WYv2vF+3JHyxykHyo+KRgVmuHoQBE5RaVkF5SQXVDC8p2HKjmnH80DfQj19ybU34tQPy/CArwJ8fMi1N+LMH9zOyzAm1A/L/y9PRrU7TWFn5qy2ap968lqw4YNwzAM5s2bR9++ffnhhx/417/+BcB9993HggULePbZZ2nXrh1+fn5cd911lJaWWly1iIicC18vDzpEBdEhKuiU1/KKy9iZczwQHShix8Eidh4PSUfKHOzOKWZ3TvX7s3p72Ak5HpJC/b3M0HTytr8XoX7ehPl7mfv5e9MswNuy9dEUfpoQX19frrnmGt5++222b99Ox44d6dWrFwA//fQT48aN43e/+x0AhYWF7Nq1y8JqRUSkroT4e5HoH0pifGiF5w3DICu/hF05RRwqKiW3uIzcI8f/LC7lcHEZecefO3z8uTKHQanDyYGCEg4UlFS7hilXd+HWga1r+cqqR+GniRkzZgxXX301mzZt4qabbnI93759ez766COGDRuGzWZj8uTJOJ1OCysVEZH6ZrPZiA7xrfZaZIZhcKTM4QpCecVl5vZJgckMUKduhwV41fHVVE3hp4m57LLLCA8PJy0tjd///veu55977jluvfVWBgwYQEREBA888AD5+fkWVioiIu7OZrPh7+2Jv7cncaF+1T7OMAwMow4LOwOFnybGbrezb9+pHbQTEhL49ttvKzx35513Vvhat8FERKQ22Gy26k5TVyca91g2ERERkd9Q+BEREZEmReFHREREmhSFHxEREWlSFH7OkWFlN/VGQN8/ERGxisLPWfLyMuclKC62aCX3RqJ85mgPD2tm9xQRkaZLQ93PkoeHB6GhoWRnZwPg7+/foNYzcQdOp5MDBw7g7++Pp6f+CoqISP3Sb55zEB0dDeAKQHL27HY7LVu2VHAUEZF6Z3n4mTFjBs888wyZmZn07NmTF154gX79+lW676xZs5gzZw4bN24EoHfv3vzjH/+osL9hGEydOpVZs2aRm5vLBRdcwMsvv0z79u1rrWabzUZMTAyRkZGUlZXV2nmbEm9vb+x23XUVEZH6Z2n4mTt3LikpKcycOZOkpCSmT5/O4MGDSUtLIzIy8pT9Fy1axI033siAAQPw9fXlqaee4oorrmDTpk3ExcUB8PTTT/P888/zxhtv0Lp1ayZPnszgwYPZvHkzvr7VW6ukujw8PNRnRUREpIGxGRYOu0lKSqJv3768+OKLgNkXJD4+nrvvvpsHH3zwjMc7HA7CwsJ48cUXGTt2LIZhEBsby7333st9990HQF5eHlFRUcyePZvRo0dXq678/HxCQkLIy8sjODj43C9QRERE6k11f39bdt+htLSUVatWkZycfKIYu53k5GSWLl1arXMUFxdTVlZGeHg4ADt37iQzM7PCOUNCQkhKSjrtOUtKSsjPz6/wEBERkcbJsvBz8OBBHA4HUVFRFZ6PiooiMzOzWud44IEHiI2NdYWd8uPO9pzTpk0jJCTE9YiPjz+bSxEREZEGxPIOz+fqySef5L333mPRokU17sszadIkUlJSXF/n5eXRsmVLtQCJiIg0IOW/t8/Uo8ey8BMREYGHhwdZWVkVns/KynINJa/Ks88+y5NPPsnChQvp0aOH6/ny47KysoiJialwzsTExCrP5+Pjg4+Pj+vr8m+eWoBEREQanoKCAkJCQqp83bLw4+3tTe/evUlNTWXkyJGA2eE5NTWVu+66q8rjnn76af7+97/z9ddf06dPnwqvtW7dmujoaFJTU11hJz8/n+XLl3PHHXdUu7bY2FgyMjIICgqq1Xlo8vPziY+PJyMjo0l0pG5K16trbbya0vXqWhuvpnK9hmFQUFBAbGzsafez9LZXSkoKt9xyC3369KFfv35Mnz6doqIixo8fD8DYsWOJi4tj2rRpADz11FNMmTKFd955h4SEBFc/nsDAQAIDA7HZbEycOJEnnniC9u3bu4a6x8bGugJWddjtdlq0aFHr11suODi4Uf/l+62mdL261sarKV2vrrXxagrXe7oWn3KWhp9Ro0Zx4MABpkyZQmZmJomJicyfP9/VYTk9Pb3CRHgvv/wypaWlXHfddRXOM3XqVB555BEA7r//foqKirj99tvJzc1l4MCBzJ8/v9bn+BEREZGGydJ5fpqapjZ/UFO6Xl1r49WUrlfX2ng1tes9E60vUI98fHyYOnVqhc7VjVlTul5da+PVlK5X19p4NbXrPRO1/IiIiEiTopYfERERaVIUfkRERKRJUfgRERGRJkXhR0RERJoUhZ9aNmPGDBISEvD19SUpKYkVK1acdv/333+fTp064evrS/fu3fnyyy/rqdKamTZtGn379iUoKIjIyEhGjhxJWlraaY+ZPXs2NputwqMhzL/0yCOPnFJ3p06dTntMQ/1cARISEk65XpvNxp133lnp/g3pc/3+++8ZNmwYsbGx2Gw2PvnkkwqvG4bBlClTiImJwc/Pj+TkZLZt23bG857tz319ON21lpWV8cADD9C9e3cCAgKIjY1l7Nix7Nu377TnPJefhfpyps923Lhxp9Q+ZMiQM563oX22QKU/vzabjWeeeabKc7rzZ1sXFH5q0dy5c0lJSWHq1KmsXr2anj17MnjwYLKzsyvdf8mSJdx4443cdtttrFmzhpEjRzJy5Eg2btxYz5WfvcWLF3PnnXeybNkyFixYQFlZGVdccQVFRUWnPS44OJj9+/e7Hrt3766nimuma9euFer+8ccfq9y3IX+uACtXrqxwrQsWLADg+uuvr/KYhvK5FhUV0bNnT2bMmFHp608//TTPP/88M2fOZPny5QQEBDB48GCOHj1a5TnP9ue+vpzuWouLi1m9ejWTJ09m9erVfPTRR6SlpTF8+PAznvdsfhbq05k+W4AhQ4ZUqP3dd9897Tkb4mcLVLjG/fv389prr2Gz2bj22mtPe153/WzrhCG1pl+/fsadd97p+trhcBixsbHGtGnTKt3/hhtuMIYOHVrhuaSkJOP//u//6rTOupCdnW0AxuLFi6vc5/XXXzdCQkLqr6haMnXqVKNnz57V3r8xfa6GYRh/+ctfjLZt2xpOp7PS1xvq5woYH3/8setrp9NpREdHG88884zrudzcXMPHx8d49913qzzP2f7cW+G311qZFStWGICxe/fuKvc5258Fq1R2vbfccosxYsSIszpPY/lsR4wYYVx22WWn3aehfLa1RS0/taS0tJRVq1aRnJzses5ut5OcnMzSpUsrPWbp0qUV9gcYPHhwlfu7s7y8PADCw8NPu19hYSGtWrUiPj6eESNGsGnTpvoor8a2bdtGbGwsbdq0YcyYMaSnp1e5b2P6XEtLS3nrrbe49dZbT7vIb0P9XE+2c+dOMjMzK3x2ISEhJCUlVfnZncvPvbvKy8vDZrMRGhp62v3O5mfB3SxatIjIyEg6duzIHXfcQU5OTpX7NpbPNisri3nz5nHbbbedcd+G/NmeLYWfWnLw4EEcDodrXbJyUVFRrgVYfyszM/Os9ndXTqeTiRMncsEFF9CtW7cq9+vYsSOvvfYan376KW+99RZOp5MBAwawZ8+eeqz27CUlJTF79mzmz5/Pyy+/zM6dO7nwwgspKCiodP/G8rkCfPLJJ+Tm5jJu3Lgq92mon+tvlX8+Z/PZncvPvTs6evQoDzzwADfeeONplz44258FdzJkyBDmzJlDamoqTz31FIsXL+bKK6/E4XBUun9j+WzfeOMNgoKCuOaaa067X0P+bM+FpQubSuNw5513snHjxjPeH+7fvz/9+/d3fT1gwAA6d+7MK6+8wuOPP17XZZ6zK6+80rXdo0cPkpKSaNWqFf/73/+q9b+phuzVV1/lyiuvJDY2tsp9GurnKqaysjJuuOEGDMPg5ZdfPu2+DflnYfTo0a7t7t2706NHD9q2bcuiRYsYNGiQhZXVrddee40xY8accRBCQ/5sz4VafmpJREQEHh4eZGVlVXg+KyuL6OjoSo+Jjo4+q/3d0V133cUXX3zBd999R4sWLc7qWC8vL8477zy2b99eR9XVjdDQUDp06FBl3Y3hcwXYvXs3Cxcu5A9/+MNZHddQP9fyz+dsPrtz+bl3J+XBZ/fu3SxYsOCsF7w808+CO2vTpg0RERFV1t7QP1uAH374gbS0tLP+GYaG/dlWh8JPLfH29qZ3796kpqa6nnM6naSmplb4X/HJ+vfvX2F/gAULFlS5vzsxDIO77rqLjz/+mG+//ZbWrVuf9TkcDgcbNmwgJiamDiqsO4WFhezYsaPKuhvy53qy119/ncjISIYOHXpWxzXUz7V169ZER0dX+Ozy8/NZvnx5lZ/dufzcu4vy4LNt2zYWLlxIs2bNzvocZ/pZcGd79uwhJyenytob8mdb7tVXX6V379707NnzrI9tyJ9ttVjd47oxee+99wwfHx9j9uzZxubNm43bb7/dCA0NNTIzMw3DMIybb77ZePDBB137//TTT4anp6fx7LPPGlu2bDGmTp1qeHl5GRs2bLDqEqrtjjvuMEJCQoxFixYZ+/fvdz2Ki4td+/z2eh999FHj66+/Nnbs2GGsWrXKGD16tOHr62ts2rTJikuotnvvvddYtGiRsXPnTuOnn34ykpOTjYiICCM7O9swjMb1uZZzOBxGy5YtjQceeOCU1xry51pQUGCsWbPGWLNmjQEYzz33nLFmzRrXCKcnn3zSCA0NNT799FNj/fr1xogRI4zWrVsbR44ccZ3jsssuM1544QXX12f6ubfK6a61tLTUGD58uNGiRQtj7dq1FX6GS0pKXOf47bWe6WfBSqe73oKCAuO+++4zli5dauzcudNYuHCh0atXL6N9+/bG0aNHXedoDJ9tuby8PMPf3994+eWXKz1HQ/ps64LCTy174YUXjJYtWxre3t5Gv379jGXLlrleu/jii41bbrmlwv7/+9//jA4dOhje3t5G165djXnz5tVzxecGqPTx+uuvu/b57fVOnDjR9b2JiooyrrrqKmP16tX1X/xZGjVqlBETE2N4e3sbcXFxxqhRo4zt27e7Xm9Mn2u5r7/+2gCMtLS0U15ryJ/rd999V+nf2/LrcTqdxuTJk42oqCjDx8fHGDRo0Cnfg1atWhlTp06t8Nzpfu6tcrpr3blzZ5U/w999953rHL+91jP9LFjpdNdbXFxsXHHFFUbz5s0NLy8vo1WrVsaECRNOCTGN4bMt98orrxh+fn5Gbm5upedoSJ9tXbAZhmHUadOSiIiIiBtRnx8RERFpUhR+REREpElR+BEREZEmReFHREREmhSFHxEREWlSFH5ERESkSVH4ERERkSZF4UdERESaFIUfEZFqWLRoETabjdzcXKtLEZEaUvgRERGRJkXhR0RERJoUhR8RaRCcTifTpk2jdevW+Pn50bNnTz744APgxC2pefPm0aNHD3x9fTn//PPZuHFjhXN8+OGHdO3aFR8fHxISEvjnP/9Z4fWSkhIeeOAB4uPj8fHxoV27drz66qsV9lm1ahV9+vTB39+fAQMGkJaWVrcXLiK1TuFHRBqEadOmMWfOHGbOnMmmTZu45557uOmmm1i8eLFrn7/+9a/885//ZOXKlTRv3pxhw4ZRVlYGmKHlhhtuYPTo0WzYsIFHHnmEyZMnM3v2bNfxY8eO5d133+X5559ny5YtvPLKKwQGBlao4+GHH+af//wnP//8M56entx66631cv0iUnu0qruIuL2SkhLCw8NZuHAh/fv3dz3/hz/8geLiYm6//XYuvfRS3nvvPUaNGgXAoUOHaNGiBbNnz+aGG25gzJgxHDhwgG+++cZ1/P3338+8efPYtGkTW7dupWPHjixYsIDk5ORTali0aBGXXnopCxcuZNCgQQB8+eWXDB06lCNHjuDr61vH3wURqS1q+RERt7d9+3aKi4u5/PLLCQwMdD3mzJnDjh07XPudHIzCw8Pp2LEjW7ZsAWDLli1ccMEFFc57wQUXsG3bNhwOB2vXrsXDw4OLL774tLX06NHDtR0TEwNAdnZ2ja9RROqPp9UFiIicSWFhIQDz5s0jLi6uwms+Pj4VAtC58vPzq9Z+Xl5erm2bzQaY/ZFEpOFQy4+IuL0uXbrg4+NDeno67dq1q/CIj4937bds2TLX9uHDh9m6dSudO3cGoHPnzvz0008VzvvTTz/RoUMHPDw86N69O06ns0IfIhFpnNTyIyJuLygoiPvuu4977rkHp9PJwIEDycvL46effiI4OJhWrVoB8Nhjj9GsWTOioqJ4+OGHiYiIYOTIkQDce++99O3bl8cff5xRo0axdOlSXnzxRV566SUAEhISuOWWW7j11lt5/vnn6dmzJ7t37yY7O5sbbrjBqksXkTqg8CMiDcLjjz9O8+bNmTZtGr/++iuhoaH06tWLhx56yHXb6cknn+Qvf/kL27ZtIzExkc8//xxvb28AevXqxf/+9z+mTJnC448/TkxMDI899hjjxo1zvcfLL7/MQw89xJ/+9CdycnJo2bIlDz30kBWXKyJ1SKO9RKTBKx+JdfjwYUJDQ60uR0TcnPr8iIiISJOi8CMiIiJNim57iYiISJOilh8RERFpUhR+REREpElR+BEREZEmReFHREREmhSFHxEREWlSFH5ERESkSVH4ERERkSZF4UdERESalP8HhUG3NarQi9EAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(history.history['loss'])\n", + "plt.plot(history.history['val_loss'])\n", + "plt.xlabel('epoch')\n", + "plt.ylabel('loss')\n", + "plt.legend(['train', 'val'])\n", + "plt.show()\n", + "#검증 데이터 결과는 낮음" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "id": "qC8gDwo3qcJv" + }, + "outputs": [], + "source": [ + "model = model_fn()\n", + "model.compile(optimizer='adam', loss='sparse_categorical_crossentropy',\n", + " metrics=['accuracy'])\n", + "\n", + "history = model.fit(train_scaled, train_target, epochs=20, verbose=0,\n", + " validation_data=(val_scaled, val_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "k8wWnyFzsLKb", + "outputId": "ecbce503-d4d2-4daf-a802-e89ee31cc0da" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(history.history['loss'])\n", + "plt.plot(history.history['val_loss'])\n", + "plt.xlabel('epoch')\n", + "plt.ylabel('loss')\n", + "plt.legend(['train', 'val'])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "F-dFY8lrYXm3" + }, + "source": [ + "## 드롭아웃" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 262 + }, + "id": "AppFtFKgsk--", + "outputId": "c8f1362b-85ec-4d7e-8c08-3878c3b5ca88" + }, + "outputs": [ + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_4\"</span>\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1mModel: \"sequential_4\"\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃<span style=\"font-weight: bold\"> Layer (type) </span>┃<span style=\"font-weight: bold\"> Output Shape </span>┃<span style=\"font-weight: bold\"> Param # </span>┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ flatten_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">784</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense_8 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">78,500</span> │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dropout (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense_9 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1,010</span> │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n", + "</pre>\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ flatten_4 (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m784\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense_8 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m78,500\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dropout (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense_9 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m1,010\u001b[0m │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">79,510</span> (310.59 KB)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">79,510</span> (310.59 KB)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m79,510\u001b[0m (310.59 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#드롭아웃 => 머신러닝의 규제같은거. 신경망에서 쓰는 규제\n", + "model = model_fn(keras.layers.Dropout(0.3))\n", + "\n", + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "id": "_TSe7oM9v1lW" + }, + "outputs": [], + "source": [ + "model.compile(optimizer='adam', loss='sparse_categorical_crossentropy',\n", + " metrics=['accuracy'])\n", + "\n", + "history = model.fit(train_scaled, train_target, epochs=20, verbose=0,\n", + " validation_data=(val_scaled, val_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "Rj_syB_iv30l", + "outputId": "1f3a4f5d-72cd-4e78-fb26-b51b72579417" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(history.history['loss'])\n", + "plt.plot(history.history['val_loss'])\n", + "plt.xlabel('epoch')\n", + "plt.ylabel('loss')\n", + "plt.legend(['train', 'val'])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "hQi91PCQorHr" + }, + "source": [ + "## 모델 저장과 복원" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "id": "npsYdX3rv6Oa" + }, + "outputs": [], + "source": [ + "model = model_fn(keras.layers.Dropout(0.3))\n", + "model.compile(optimizer='adam', loss='sparse_categorical_crossentropy',\n", + " metrics=['accuracy'])\n", + "\n", + "history = model.fit(train_scaled, train_target, epochs=10, verbose=0,\n", + " validation_data=(val_scaled, val_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "id": "hWVYzt0Y2FPm" + }, + "outputs": [], + "source": [ + "model.save('model-whole.keras')" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "id": "NissHzcq3xbN" + }, + "outputs": [], + "source": [ + "model.save_weights('model.weights.h5')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2vljkGGu3AUl", + "outputId": "1fa87796-0ceb-467e-c61f-b990a789199f", + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-rw-r--r-- 1 root root 971928 Aug 6 06:42 model.weights.h5\n", + "-rw-r--r-- 1 root root 975720 Aug 6 06:42 model-whole.keras\n" + ] + } + ], + "source": [ + "!ls -al model*" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "id": "7-t6gC5Z3GCM" + }, + "outputs": [], + "source": [ + "model = model_fn(keras.layers.Dropout(0.3))\n", + "\n", + "model.load_weights('model.weights.h5')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "pHV9tBnzi8St", + "outputId": "4fe46add-02d5-4816-e6d3-7215d80fee57" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 1ms/step\n", + "0.878\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "\n", + "#원래 keras에 perdict_classes 라는 메소드가 있었으나 사라짐. (결과 예측하는 메소드)\n", + "#대신 확률을 출력해주는 predict를 써야하는데 이를 argmax와 조합해서 사용 \n", + "\n", + "val_labels = np.argmax(model.predict(val_scaled), axis=-1)\n", + "print(np.mean(val_labels == val_target))" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "sRM3Vpki4QyH", + "outputId": "33b8f762-fa44-47a3-a64d-738fd112e4c8" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 1ms/step - accuracy: 0.8831 - loss: 0.3368\n" + ] + }, + { + "data": { + "text/plain": [ + "[0.33735886216163635, 0.878000020980835]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model = keras.models.load_model('model-whole.keras')\n", + "\n", + "model.evaluate(val_scaled, val_target)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "4NTCF3YD3EyA" + }, + "source": [ + "## 콜백" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "L2lKN_934VB4", + "outputId": "87af097f-7c30-4aee-9429-d242211901fc" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "<keras.src.callbacks.history.History at 0x7941a7c4e8c0>" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model = model_fn(keras.layers.Dropout(0.3))\n", + "model.compile(optimizer='adam', loss='sparse_categorical_crossentropy',\n", + " metrics=['accuracy'])\n", + "\n", + "#콜백 => 케라스에서 제공해주는 모델이 훈련하는 도중에 사용자가 지정한 기능을 수행해주는 클래스 \n", + "checkpoint_cb = keras.callbacks.ModelCheckpoint('best-model.keras',\n", + " save_best_only=True)\n", + "\n", + "\n", + "#fit 할 때 callbacks 파라미터 설정해줘야함\n", + "model.fit(train_scaled, train_target, epochs=20, verbose=0,\n", + " validation_data=(val_scaled, val_target),\n", + " callbacks=[checkpoint_cb])" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "qYISeH6U5oh9", + "outputId": "b85ff524-cbb9-4cd1-ae6e-e3685ca14f00" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 2ms/step - accuracy: 0.8875 - loss: 0.3102\n" + ] + }, + { + "data": { + "text/plain": [ + "[0.31200945377349854, 0.8870833516120911]" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model = keras.models.load_model('best-model.keras')\n", + "\n", + "model.evaluate(val_scaled, val_target)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "id": "HLLlkR0s5Nd8" + }, + "outputs": [], + "source": [ + "model = model_fn(keras.layers.Dropout(0.3))\n", + "model.compile(optimizer='adam', loss='sparse_categorical_crossentropy',\n", + " metrics=['accuracy'])\n", + "\n", + "checkpoint_cb = keras.callbacks.ModelCheckpoint('best-model.keras',\n", + " save_best_only=True)\n", + "\n", + "#early_stopping => n번 연속으로 손실이 늘어나면 멈춰라, patience => n 설정 \n", + "early_stopping_cb = keras.callbacks.EarlyStopping(patience=2,\n", + " restore_best_weights=True)\n", + "\n", + "#fit 할 때 callbacks 파라미터 설정해줘야함\n", + "history = model.fit(train_scaled, train_target, epochs=20, verbose=0,\n", + " validation_data=(val_scaled, val_target),\n", + " callbacks=[checkpoint_cb, early_stopping_cb])" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "b6TazMcDxqXD", + "outputId": "8400394d-b62b-4d4d-c2cd-030aa5ab61f7" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "16\n" + ] + } + ], + "source": [ + "print(early_stopping_cb.stopped_epoch)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "QrUNYGPB6Kq7", + "outputId": "7c03f6cf-18a8-433f-cf19-031171331bc2" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(history.history['loss'])\n", + "plt.plot(history.history['val_loss'])\n", + "plt.xlabel('epoch')\n", + "plt.ylabel('loss')\n", + "plt.legend(['train', 'val'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "H-7y1qlg5yqO", + "outputId": "4a272196-10e9-449d-c3ca-96a1e6e7e65e" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m375/375\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 1ms/step - accuracy: 0.8868 - loss: 0.3207\n" + ] + }, + { + "data": { + "text/plain": [ + "[0.32281607389450073, 0.8859166502952576]" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.evaluate(val_scaled, val_target)" + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "name": "7-3 신경망 모델 훈련.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} From 833c94f96b1924d27efca1cfe926288cf930f306 Mon Sep 17 00:00:00 2001 From: tishakong <leehn45@naver.com> Date: Tue, 26 Nov 2024 22:23:34 +0900 Subject: [PATCH 7/8] =?UTF-8?q?[=EC=9D=B4=ED=95=98=EB=8A=98]=20week8=5F202?= =?UTF-8?q?4=5FGDG=5FML=EC=9E=85=EB=AC=B8=EC=8A=A4=ED=84=B0=EB=94=94?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- week8/9-2.ipynb | 1181 ++++++++++++++++++++++++++++++++++++++++++++++ week8/9-3.ipynb | 1192 +++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 2373 insertions(+) create mode 100644 week8/9-2.ipynb create mode 100644 week8/9-3.ipynb diff --git a/week8/9-2.ipynb b/week8/9-2.ipynb new file mode 100644 index 0000000..2c8e0fe --- /dev/null +++ b/week8/9-2.ipynb @@ -0,0 +1,1181 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "MusV5YYT6kQF" + }, + "source": [ + "# 순환 신경망으로 IMDB 리뷰 분류하기" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "9uYfRb5-6kQQ" + }, + "source": [ + "<table align=\"left\">\n", + " <td>\n", + " <a target=\"_blank\" href=\"https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/9-2.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />구글 코랩에서 실행하기</a>\n", + " </td>\n", + "</table>" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "id": "oBxL32NvSEVb" + }, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'tensorflow'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32mC:\\Users\\Public\\Documents\\ESTsoft\\CreatorTemp\\ipykernel_22184\\1332770950.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# 실행마다 동일한 결과를 얻기 위해 케라스에 랜덤 시드를 사용하고 텐서플로 연산을 결정적으로 만듭니다.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mtensorflow\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mtf\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mtf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkeras\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mutils\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_random_seed\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m42\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'tensorflow'" + ] + } + ], + "source": [ + "# 실행마다 동일한 결과를 얻기 위해 케라스에 랜덤 시드를 사용하고 텐서플로 연산을 결정적으로 만듭니다.\n", + "import tensorflow as tf\n", + "\n", + "tf.keras.utils.set_random_seed(42)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "S1A-DDIQ6kQQ" + }, + "source": [ + "## IMDB 리뷰 데이터셋" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "sZoZm1ZO6kQR", + "outputId": "e97cac1e-1def-42f3-b66a-12828383888e" + }, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'tensorflow'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32mC:\\Users\\Public\\Documents\\ESTsoft\\CreatorTemp\\ipykernel_22184\\309597328.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkeras\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdatasets\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mimdb\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m (train_input, train_target), (test_input, test_target) = imdb.load_data(\n\u001b[0;32m 4\u001b[0m num_words=200)\n", + "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'tensorflow'" + ] + } + ], + "source": [ + "from tensorflow.keras.datasets import imdb\n", + "\n", + "#num_words => 몇 개의 단어를 사용할건지\n", + "(train_input, train_target), (test_input, test_target) = imdb.load_data(\n", + " num_words=200)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "HTFjz6k06kQR", + "outputId": "49c3c424-c31d-4e35-8cb9-3cf10f22c39b" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(25000,) (25000,)\n" + ] + } + ], + "source": [ + "print(train_input.shape, test_input.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "4jMLURzw6kQS", + "outputId": "b7133130-9669-4f77-eda7-6ff2186c18e2" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "218\n" + ] + } + ], + "source": [ + "print(len(train_input[0]))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "xdO834PL6kQT", + "outputId": "275a5f71-90a9-46d6-9c73-5e94782145e5" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "189\n" + ] + } + ], + "source": [ + "print(len(train_input[1]))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "QNuzGQ2c6kQT", + "outputId": "5196b36e-f79d-4262-b76a-f223a03ea27c" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1, 14, 22, 16, 43, 2, 2, 2, 2, 65, 2, 2, 66, 2, 4, 173, 36, 2, 5, 25, 100, 43, 2, 112, 50, 2, 2, 9, 35, 2, 2, 5, 150, 4, 172, 112, 167, 2, 2, 2, 39, 4, 172, 2, 2, 17, 2, 38, 13, 2, 4, 192, 50, 16, 6, 147, 2, 19, 14, 22, 4, 2, 2, 2, 4, 22, 71, 87, 12, 16, 43, 2, 38, 76, 15, 13, 2, 4, 22, 17, 2, 17, 12, 16, 2, 18, 2, 5, 62, 2, 12, 8, 2, 8, 106, 5, 4, 2, 2, 16, 2, 66, 2, 33, 4, 130, 12, 16, 38, 2, 5, 25, 124, 51, 36, 135, 48, 25, 2, 33, 6, 22, 12, 2, 28, 77, 52, 5, 14, 2, 16, 82, 2, 8, 4, 107, 117, 2, 15, 2, 4, 2, 7, 2, 5, 2, 36, 71, 43, 2, 2, 26, 2, 2, 46, 7, 4, 2, 2, 13, 104, 88, 4, 2, 15, 2, 98, 32, 2, 56, 26, 141, 6, 194, 2, 18, 4, 2, 22, 21, 134, 2, 26, 2, 5, 144, 30, 2, 18, 51, 36, 28, 2, 92, 25, 104, 4, 2, 65, 16, 38, 2, 88, 12, 16, 2, 5, 16, 2, 113, 103, 32, 15, 16, 2, 19, 178, 32]\n" + ] + } + ], + "source": [ + "#1 => 문장의 시작부분을 나타내는 예약어\n", + "#2 => 위처럼 몇 개의 단어를 사용할건지 num_words로 제한했을 경우,\n", + "#테스트 문장에 현재 사용하지 않는 단어가 나올 수 있음. 이런 경우를 예약어인 2로 표현함\n", + "print(train_input[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "In8Qzltz6kQT", + "outputId": "9719ddba-91bd-42e6-b351-329967a00238" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1 0 0 1 0 0 1 0 1 0 1 0 0 0 0 0 1 1 0 1]\n" + ] + } + ], + "source": [ + "print(train_target[:20])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "id": "0-zjNgBw6kQU" + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "#20%를 validation set로 사용\n", + "train_input, val_input, train_target, val_target = train_test_split(\n", + " train_input, train_target, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "id": "sRVvgntx6kQU" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "lengths = np.array([len(x) for x in train_input])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "p76m_61w6kQU", + "outputId": "680e84a7-3b0c-4d24-bd27-5ec90cf04e42" + }, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'np' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32mC:\\Users\\Public\\Documents\\ESTsoft\\CreatorTemp\\ipykernel_22184\\483613756.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlengths\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmedian\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlengths\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;31mNameError\u001b[0m: name 'np' is not defined" + ] + } + ], + "source": [ + "#보통 한 문장의 단어의 개수가 239개 정도 되지만 중간값은 178.\n", + "#너무 긴 문장이 있어 평균에 오류가 남\n", + "print(np.mean(lengths), np.median(lengths))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "TVDrsRYF6kQV", + "outputId": "3955327f-be50-41a7-bd34-2b592a59e5c0" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#문장별 단어 길이 분포를 히스토그램으로 확인\n", + "import matplotlib.pyplot as plt\n", + "\n", + "plt.hist(lengths)\n", + "plt.xlabel('length')\n", + "plt.ylabel('frequency')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "id": "fbLSFToP6kQV" + }, + "outputs": [], + "source": [ + "from tensorflow.keras.preprocessing.sequence import pad_sequences\n", + "\n", + "#maxlen=100 => 100개의 토큰 사용\n", + "#100개가 넘으면 100개로 자르고, 100개가 안되면 빈 공간을 0으로 채워넣음\n", + "#보통 문장의 앞부분이 잘리고, 뒷부분을 사용함 (문장의 뒷 부분이 더 의미있다 가정)\n", + "train_seq = pad_sequences(train_input, maxlen=100)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3c86x0Yj6kQV", + "outputId": "2c1f132f-2e10-40aa-8c6e-e1776a61075f" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(20000, 100)\n" + ] + } + ], + "source": [ + "print(train_seq.shape) #(샘플 개수, 토큰(타임스텝 개수))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "JuP0QJaU6kQW", + "outputId": "5391f674-b925-4e4e-8adf-c9fff7c298e1" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 10 4 20 9 2 2 2 5 45 6 2 2 33 2 8 2 142 2\n", + " 5 2 17 73 17 2 5 2 19 55 2 2 92 66 104 14 20 93\n", + " 76 2 151 33 4 58 12 188 2 151 12 2 69 2 142 73 2 6\n", + " 2 7 2 2 188 2 103 14 31 10 10 2 7 2 5 2 80 91\n", + " 2 30 2 34 14 20 151 50 26 131 49 2 84 46 50 37 80 79\n", + " 6 2 46 7 14 20 10 10 2 158]\n" + ] + } + ], + "source": [ + "print(train_seq[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "6t8kaDji6kQW", + "outputId": "7a469d2f-e117-41fe-ca81-92e85379e5cd" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[6, 2, 46, 7, 14, 20, 10, 10, 2, 158]\n" + ] + } + ], + "source": [ + "print(train_input[0][-10:])" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Emmoztwa6kQX", + "outputId": "46af2ab3-2f43-4324-f66b-ff9abfa24647", + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 0 0 0 0 1 2 195 19 49 2 2 190 4 2 2 2 183 10\n", + " 10 13 82 79 4 2 36 71 2 8 2 25 19 49 7 4 2 2\n", + " 2 2 2 10 10 48 25 40 2 11 2 2 40 2 2 5 4 2\n", + " 2 95 14 2 56 129 2 10 10 21 2 94 2 2 2 2 11 190\n", + " 24 2 2 7 94 2 2 10 10 87 2 34 49 2 7 2 2 2\n", + " 2 2 2 2 46 48 64 18 4 2]\n" + ] + } + ], + "source": [ + "print(train_seq[5])" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "id": "ZeFmsjOd6kQX" + }, + "outputs": [], + "source": [ + "val_seq = pad_sequences(val_input, maxlen=100)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "9xab0nu_6kQX" + }, + "source": [ + "## 순환 신경망 만들기" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "45BtHGKX6kQX", + "outputId": "f8568ff4-c856-4bfa-a8ec-60480ac5d9d7" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.10/dist-packages/keras/src/layers/rnn/rnn.py:204: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(**kwargs)\n" + ] + } + ], + "source": [ + "from tensorflow import keras\n", + "\n", + "model = keras.Sequential()\n", + "\n", + "model.add(keras.layers.SimpleRNN(8, input_shape=(100, 200)))\n", + "model.add(keras.layers.Dense(1, activation='sigmoid'))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "id": "oXIWyOuw6kQY" + }, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'keras' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32mC:\\Users\\Public\\Documents\\ESTsoft\\CreatorTemp\\ipykernel_22184\\1718751402.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mtrain_oh\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mkeras\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mutils\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_categorical\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtrain_seq\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;31mNameError\u001b[0m: name 'keras' is not defined" + ] + } + ], + "source": [ + "#keras.utils.to_categorical => 원핫 인코딩을 해주는 메소드\n", + "train_oh = keras.utils.to_categorical(train_seq)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "VD94WiRT6kQY", + "outputId": "c9dc6e48-9fea-474e-f413-9e1504690fb1" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(20000, 100, 200)\n" + ] + } + ], + "source": [ + "print(train_oh.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "VIVSHwJg6kQY", + "outputId": "f26c6768-2b43-4f7e-ef14-f9f6b0f0655b" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.]\n" + ] + } + ], + "source": [ + "print(train_oh[0][0][:12])" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "CP3ivii46kQZ", + "outputId": "b55b3e40-6064-4a3e-8645-74b98d40f653" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.0\n" + ] + } + ], + "source": [ + "print(np.sum(train_oh[0][0]))" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "id": "vgijH6m26kQZ" + }, + "outputs": [], + "source": [ + "val_oh = keras.utils.to_categorical(val_seq)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 197 + }, + "id": "0V0Svpuf6kQZ", + "outputId": "65bf201d-7008-4686-d407-fa99f01a60f6" + }, + "outputs": [ + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential\"</span>\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1mModel: \"sequential\"\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃<span style=\"font-weight: bold\"> Layer (type) </span>┃<span style=\"font-weight: bold\"> Output Shape </span>┃<span style=\"font-weight: bold\"> Param # </span>┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ simple_rnn (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">SimpleRNN</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1,672</span> │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span> │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n", + "</pre>\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ simple_rnn (\u001b[38;5;33mSimpleRNN\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m1,672\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m9\u001b[0m │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">1,681</span> (6.57 KB)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m1,681\u001b[0m (6.57 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">1,681</span> (6.57 KB)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m1,681\u001b[0m (6.57 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model.summary()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "S22Hc-7L6kQZ" + }, + "source": [ + "## 순환 신경망 훈련하기" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "YcwM299t6kQZ", + "outputId": "0f4beed4-5bda-407d-bf9f-9d3b448bc715" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 39ms/step - accuracy: 0.4945 - loss: 0.7135 - val_accuracy: 0.4924 - val_loss: 0.7053\n", + "Epoch 2/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 18ms/step - accuracy: 0.5020 - loss: 0.7038 - val_accuracy: 0.4960 - val_loss: 0.7010\n", + "Epoch 3/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.5059 - loss: 0.6993 - val_accuracy: 0.4962 - val_loss: 0.6984\n", + "Epoch 4/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 21ms/step - accuracy: 0.5124 - loss: 0.6964 - val_accuracy: 0.5038 - val_loss: 0.6962\n", + "Epoch 5/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 16ms/step - accuracy: 0.5154 - loss: 0.6943 - val_accuracy: 0.5110 - val_loss: 0.6939\n", + "Epoch 6/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 16ms/step - accuracy: 0.5195 - loss: 0.6925 - val_accuracy: 0.5120 - val_loss: 0.6925\n", + "Epoch 7/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 23ms/step - accuracy: 0.5228 - loss: 0.6915 - val_accuracy: 0.5162 - val_loss: 0.6917\n", + "Epoch 8/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 20ms/step - accuracy: 0.5255 - loss: 0.6905 - val_accuracy: 0.5198 - val_loss: 0.6910\n", + "Epoch 9/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 16ms/step - accuracy: 0.5305 - loss: 0.6897 - val_accuracy: 0.5232 - val_loss: 0.6904\n", + "Epoch 10/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.5355 - loss: 0.6888 - val_accuracy: 0.5256 - val_loss: 0.6899\n", + "Epoch 11/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 18ms/step - accuracy: 0.5392 - loss: 0.6881 - val_accuracy: 0.5256 - val_loss: 0.6893\n", + "Epoch 12/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 16ms/step - accuracy: 0.5413 - loss: 0.6873 - val_accuracy: 0.5272 - val_loss: 0.6888\n", + "Epoch 13/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 16ms/step - accuracy: 0.5443 - loss: 0.6866 - val_accuracy: 0.5328 - val_loss: 0.6883\n", + "Epoch 14/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.5470 - loss: 0.6859 - val_accuracy: 0.5344 - val_loss: 0.6878\n", + "Epoch 15/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 16ms/step - accuracy: 0.5505 - loss: 0.6851 - val_accuracy: 0.5372 - val_loss: 0.6873\n", + "Epoch 16/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.5537 - loss: 0.6844 - val_accuracy: 0.5432 - val_loss: 0.6867\n", + "Epoch 17/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 16ms/step - accuracy: 0.5544 - loss: 0.6837 - val_accuracy: 0.5466 - val_loss: 0.6861\n", + "Epoch 18/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.5559 - loss: 0.6829 - val_accuracy: 0.5478 - val_loss: 0.6856\n", + "Epoch 19/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 18ms/step - accuracy: 0.5578 - loss: 0.6821 - val_accuracy: 0.5490 - val_loss: 0.6850\n", + "Epoch 20/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 17ms/step - accuracy: 0.5599 - loss: 0.6813 - val_accuracy: 0.5522 - val_loss: 0.6845\n", + "Epoch 21/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 29ms/step - accuracy: 0.5630 - loss: 0.6805 - val_accuracy: 0.5524 - val_loss: 0.6839\n", + "Epoch 22/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 29ms/step - accuracy: 0.5656 - loss: 0.6797 - val_accuracy: 0.5530 - val_loss: 0.6832\n", + "Epoch 23/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 16ms/step - accuracy: 0.5670 - loss: 0.6789 - val_accuracy: 0.5538 - val_loss: 0.6825\n", + "Epoch 24/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.5691 - loss: 0.6780 - val_accuracy: 0.5578 - val_loss: 0.6819\n", + "Epoch 25/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 17ms/step - accuracy: 0.5706 - loss: 0.6771 - val_accuracy: 0.5604 - val_loss: 0.6812\n", + "Epoch 26/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 17ms/step - accuracy: 0.5730 - loss: 0.6761 - val_accuracy: 0.5622 - val_loss: 0.6804\n", + "Epoch 27/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 18ms/step - accuracy: 0.5747 - loss: 0.6750 - val_accuracy: 0.5632 - val_loss: 0.6797\n", + "Epoch 28/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 16ms/step - accuracy: 0.5747 - loss: 0.6740 - val_accuracy: 0.5634 - val_loss: 0.6787\n", + "Epoch 29/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 17ms/step - accuracy: 0.5768 - loss: 0.6728 - val_accuracy: 0.5662 - val_loss: 0.6774\n", + "Epoch 30/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 17ms/step - accuracy: 0.5796 - loss: 0.6713 - val_accuracy: 0.5716 - val_loss: 0.6759\n", + "Epoch 31/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 18ms/step - accuracy: 0.5801 - loss: 0.6695 - val_accuracy: 0.5790 - val_loss: 0.6737\n", + "Epoch 32/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 20ms/step - accuracy: 0.5860 - loss: 0.6671 - val_accuracy: 0.5836 - val_loss: 0.6705\n", + "Epoch 33/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 16ms/step - accuracy: 0.5962 - loss: 0.6634 - val_accuracy: 0.5974 - val_loss: 0.6647\n", + "Epoch 34/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.6079 - loss: 0.6564 - val_accuracy: 0.6116 - val_loss: 0.6511\n", + "Epoch 35/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 16ms/step - accuracy: 0.6356 - loss: 0.6393 - val_accuracy: 0.6616 - val_loss: 0.6188\n", + "Epoch 36/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 20ms/step - accuracy: 0.6708 - loss: 0.6103 - val_accuracy: 0.6684 - val_loss: 0.6126\n", + "Epoch 37/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 19ms/step - accuracy: 0.6774 - loss: 0.6029 - val_accuracy: 0.6758 - val_loss: 0.6062\n", + "Epoch 38/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 16ms/step - accuracy: 0.6811 - loss: 0.5968 - val_accuracy: 0.6796 - val_loss: 0.6015\n", + "Epoch 39/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 16ms/step - accuracy: 0.6876 - loss: 0.5911 - val_accuracy: 0.6864 - val_loss: 0.5966\n", + "Epoch 40/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.6914 - loss: 0.5860 - val_accuracy: 0.6854 - val_loss: 0.5926\n", + "Epoch 41/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 19ms/step - accuracy: 0.6976 - loss: 0.5811 - val_accuracy: 0.6904 - val_loss: 0.5889\n", + "Epoch 42/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 17ms/step - accuracy: 0.7006 - loss: 0.5762 - val_accuracy: 0.6974 - val_loss: 0.5852\n", + "Epoch 43/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 17ms/step - accuracy: 0.7060 - loss: 0.5720 - val_accuracy: 0.6988 - val_loss: 0.5817\n", + "Epoch 44/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 16ms/step - accuracy: 0.7100 - loss: 0.5681 - val_accuracy: 0.6990 - val_loss: 0.5787\n", + "Epoch 45/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 16ms/step - accuracy: 0.7115 - loss: 0.5654 - val_accuracy: 0.7022 - val_loss: 0.5757\n", + "Epoch 46/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 17ms/step - accuracy: 0.7131 - loss: 0.5625 - val_accuracy: 0.7028 - val_loss: 0.5734\n", + "Epoch 47/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 17ms/step - accuracy: 0.7149 - loss: 0.5601 - val_accuracy: 0.7058 - val_loss: 0.5717\n", + "Epoch 48/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 18ms/step - accuracy: 0.7164 - loss: 0.5574 - val_accuracy: 0.7084 - val_loss: 0.5693\n", + "Epoch 49/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 18ms/step - accuracy: 0.7152 - loss: 0.5561 - val_accuracy: 0.7106 - val_loss: 0.5675\n", + "Epoch 50/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 19ms/step - accuracy: 0.7186 - loss: 0.5541 - val_accuracy: 0.7120 - val_loss: 0.5662\n", + "Epoch 51/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 22ms/step - accuracy: 0.7204 - loss: 0.5524 - val_accuracy: 0.7126 - val_loss: 0.5653\n", + "Epoch 52/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 16ms/step - accuracy: 0.7213 - loss: 0.5511 - val_accuracy: 0.7152 - val_loss: 0.5647\n", + "Epoch 53/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.7232 - loss: 0.5497 - val_accuracy: 0.7156 - val_loss: 0.5632\n", + "Epoch 54/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 18ms/step - accuracy: 0.7241 - loss: 0.5483 - val_accuracy: 0.7166 - val_loss: 0.5624\n", + "Epoch 55/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 16ms/step - accuracy: 0.7257 - loss: 0.5472 - val_accuracy: 0.7204 - val_loss: 0.5615\n", + "Epoch 56/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.7263 - loss: 0.5463 - val_accuracy: 0.7210 - val_loss: 0.5605\n", + "Epoch 57/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 16ms/step - accuracy: 0.7265 - loss: 0.5451 - val_accuracy: 0.7202 - val_loss: 0.5601\n", + "Epoch 58/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 19ms/step - accuracy: 0.7279 - loss: 0.5440 - val_accuracy: 0.7214 - val_loss: 0.5590\n", + "Epoch 59/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 16ms/step - accuracy: 0.7287 - loss: 0.5431 - val_accuracy: 0.7224 - val_loss: 0.5579\n", + "Epoch 60/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 16ms/step - accuracy: 0.7301 - loss: 0.5422 - val_accuracy: 0.7210 - val_loss: 0.5584\n", + "Epoch 61/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.7279 - loss: 0.5410 - val_accuracy: 0.7238 - val_loss: 0.5574\n", + "Epoch 62/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 16ms/step - accuracy: 0.7286 - loss: 0.5400 - val_accuracy: 0.7270 - val_loss: 0.5558\n", + "Epoch 63/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 19ms/step - accuracy: 0.7319 - loss: 0.5391 - val_accuracy: 0.7256 - val_loss: 0.5556\n", + "Epoch 64/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 16ms/step - accuracy: 0.7310 - loss: 0.5384 - val_accuracy: 0.7262 - val_loss: 0.5544\n", + "Epoch 65/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.7310 - loss: 0.5375 - val_accuracy: 0.7292 - val_loss: 0.5532\n", + "Epoch 66/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 18ms/step - accuracy: 0.7332 - loss: 0.5369 - val_accuracy: 0.7298 - val_loss: 0.5530\n", + "Epoch 67/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 16ms/step - accuracy: 0.7335 - loss: 0.5361 - val_accuracy: 0.7324 - val_loss: 0.5524\n", + "Epoch 68/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 16ms/step - accuracy: 0.7333 - loss: 0.5355 - val_accuracy: 0.7312 - val_loss: 0.5516\n", + "Epoch 69/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.7334 - loss: 0.5351 - val_accuracy: 0.7324 - val_loss: 0.5515\n", + "Epoch 70/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 16ms/step - accuracy: 0.7343 - loss: 0.5345 - val_accuracy: 0.7330 - val_loss: 0.5510\n", + "Epoch 71/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.7349 - loss: 0.5336 - val_accuracy: 0.7322 - val_loss: 0.5504\n", + "Epoch 72/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 16ms/step - accuracy: 0.7360 - loss: 0.5329 - val_accuracy: 0.7300 - val_loss: 0.5501\n", + "Epoch 73/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 17ms/step - accuracy: 0.7365 - loss: 0.5324 - val_accuracy: 0.7330 - val_loss: 0.5501\n", + "Epoch 74/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 16ms/step - accuracy: 0.7364 - loss: 0.5318 - val_accuracy: 0.7326 - val_loss: 0.5500\n", + "Epoch 75/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 19ms/step - accuracy: 0.7363 - loss: 0.5314 - val_accuracy: 0.7298 - val_loss: 0.5494\n", + "Epoch 76/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 20ms/step - accuracy: 0.7373 - loss: 0.5307 - val_accuracy: 0.7310 - val_loss: 0.5496\n", + "Epoch 77/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 17ms/step - accuracy: 0.7378 - loss: 0.5303 - val_accuracy: 0.7286 - val_loss: 0.5494\n", + "Epoch 78/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 17ms/step - accuracy: 0.7385 - loss: 0.5298 - val_accuracy: 0.7316 - val_loss: 0.5491\n", + "Epoch 79/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.7382 - loss: 0.5294 - val_accuracy: 0.7308 - val_loss: 0.5493\n", + "Epoch 80/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 17ms/step - accuracy: 0.7386 - loss: 0.5291 - val_accuracy: 0.7318 - val_loss: 0.5492\n", + "Epoch 81/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 17ms/step - accuracy: 0.7386 - loss: 0.5285 - val_accuracy: 0.7320 - val_loss: 0.5491\n", + "Epoch 82/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 16ms/step - accuracy: 0.7387 - loss: 0.5281 - val_accuracy: 0.7324 - val_loss: 0.5491\n", + "Epoch 83/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.7383 - loss: 0.5275 - val_accuracy: 0.7324 - val_loss: 0.5495\n", + "Epoch 84/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 19ms/step - accuracy: 0.7389 - loss: 0.5270 - val_accuracy: 0.7330 - val_loss: 0.5497\n" + ] + } + ], + "source": [ + "rmsprop = keras.optimizers.RMSprop(learning_rate=1e-4)\n", + "model.compile(optimizer=rmsprop, loss='binary_crossentropy',\n", + " metrics=['accuracy'])\n", + "\n", + "checkpoint_cb = keras.callbacks.ModelCheckpoint('best-simplernn-model.keras',\n", + " save_best_only=True)\n", + "early_stopping_cb = keras.callbacks.EarlyStopping(patience=3,\n", + " restore_best_weights=True)\n", + "\n", + "history = model.fit(train_oh, train_target, epochs=100, batch_size=64,\n", + " validation_data=(val_oh, val_target),\n", + " callbacks=[checkpoint_cb, early_stopping_cb])" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "YS_5tIG26kQa", + "outputId": "9f91624e-236c-45fb-d1b7-5277b2103224" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(history.history['loss'])\n", + "plt.plot(history.history['val_loss'])\n", + "plt.xlabel('epoch')\n", + "plt.ylabel('loss')\n", + "plt.legend(['train', 'val'])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "K_U_lVie6kQa" + }, + "source": [ + "## 단어 임베딩을 사용하기" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 230 + }, + "id": "Ofl-Ifev6kQa", + "outputId": "743a68e3-96bd-4d7d-f3c2-34b32cf192f1" + }, + "outputs": [ + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_3\"</span>\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1mModel: \"sequential_3\"\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃<span style=\"font-weight: bold\"> Layer (type) </span>┃<span style=\"font-weight: bold\"> Output Shape </span>┃<span style=\"font-weight: bold\"> Param # </span>┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ embedding_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Embedding</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">3,200</span> │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ simple_rnn_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">SimpleRNN</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">200</span> │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span> │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n", + "</pre>\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ embedding_2 (\u001b[38;5;33mEmbedding\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m3,200\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ simple_rnn_2 (\u001b[38;5;33mSimpleRNN\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m200\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense_2 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m9\u001b[0m │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">3,409</span> (13.32 KB)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m3,409\u001b[0m (13.32 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">3,409</span> (13.32 KB)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m3,409\u001b[0m (13.32 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model2 = keras.Sequential()\n", + "\n", + "model2.add(keras.layers.Embedding(200, 16, input_shape=(100,)))\n", + "model2.add(keras.layers.SimpleRNN(8))\n", + "model2.add(keras.layers.Dense(1, activation='sigmoid'))\n", + "\n", + "model2.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "78TUrJAs6kQa", + "outputId": "dc28c110-0ec3-471f-f888-5669a0d55383" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 22ms/step - accuracy: 0.5096 - loss: 0.6937 - val_accuracy: 0.6108 - val_loss: 0.6764\n", + "Epoch 2/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 19ms/step - accuracy: 0.6264 - loss: 0.6719 - val_accuracy: 0.6544 - val_loss: 0.6605\n", + "Epoch 3/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 17ms/step - accuracy: 0.6600 - loss: 0.6577 - val_accuracy: 0.6786 - val_loss: 0.6466\n", + "Epoch 4/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 22ms/step - accuracy: 0.6802 - loss: 0.6438 - val_accuracy: 0.6916 - val_loss: 0.6347\n", + "Epoch 5/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 17ms/step - accuracy: 0.6897 - loss: 0.6316 - val_accuracy: 0.6596 - val_loss: 0.6366\n", + "Epoch 6/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 18ms/step - accuracy: 0.6973 - loss: 0.6199 - val_accuracy: 0.7086 - val_loss: 0.6108\n", + "Epoch 7/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 19ms/step - accuracy: 0.7087 - loss: 0.6071 - val_accuracy: 0.7092 - val_loss: 0.6007\n", + "Epoch 8/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 18ms/step - accuracy: 0.7112 - loss: 0.5974 - val_accuracy: 0.7030 - val_loss: 0.5963\n", + "Epoch 9/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.7133 - loss: 0.5890 - val_accuracy: 0.7072 - val_loss: 0.5892\n", + "Epoch 10/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 19ms/step - accuracy: 0.7199 - loss: 0.5801 - val_accuracy: 0.7044 - val_loss: 0.5841\n", + "Epoch 11/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 18ms/step - accuracy: 0.7235 - loss: 0.5722 - val_accuracy: 0.7128 - val_loss: 0.5747\n", + "Epoch 12/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.7259 - loss: 0.5665 - val_accuracy: 0.7192 - val_loss: 0.5670\n", + "Epoch 13/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 17ms/step - accuracy: 0.7283 - loss: 0.5611 - val_accuracy: 0.7186 - val_loss: 0.5631\n", + "Epoch 14/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 17ms/step - accuracy: 0.7310 - loss: 0.5568 - val_accuracy: 0.7182 - val_loss: 0.5598\n", + "Epoch 15/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.7324 - loss: 0.5531 - val_accuracy: 0.7210 - val_loss: 0.5565\n", + "Epoch 16/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 17ms/step - accuracy: 0.7318 - loss: 0.5498 - val_accuracy: 0.7224 - val_loss: 0.5535\n", + "Epoch 17/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.7342 - loss: 0.5469 - val_accuracy: 0.7242 - val_loss: 0.5511\n", + "Epoch 18/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.7338 - loss: 0.5445 - val_accuracy: 0.7260 - val_loss: 0.5494\n", + "Epoch 19/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 19ms/step - accuracy: 0.7347 - loss: 0.5426 - val_accuracy: 0.7268 - val_loss: 0.5480\n", + "Epoch 20/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 20ms/step - accuracy: 0.7345 - loss: 0.5410 - val_accuracy: 0.7284 - val_loss: 0.5466\n", + "Epoch 21/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 18ms/step - accuracy: 0.7343 - loss: 0.5395 - val_accuracy: 0.7282 - val_loss: 0.5455\n", + "Epoch 22/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 19ms/step - accuracy: 0.7355 - loss: 0.5381 - val_accuracy: 0.7280 - val_loss: 0.5448\n", + "Epoch 23/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 19ms/step - accuracy: 0.7356 - loss: 0.5368 - val_accuracy: 0.7290 - val_loss: 0.5442\n", + "Epoch 24/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 17ms/step - accuracy: 0.7364 - loss: 0.5356 - val_accuracy: 0.7294 - val_loss: 0.5437\n", + "Epoch 25/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 19ms/step - accuracy: 0.7362 - loss: 0.5345 - val_accuracy: 0.7294 - val_loss: 0.5432\n", + "Epoch 26/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 17ms/step - accuracy: 0.7363 - loss: 0.5334 - val_accuracy: 0.7296 - val_loss: 0.5427\n", + "Epoch 27/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 19ms/step - accuracy: 0.7350 - loss: 0.5323 - val_accuracy: 0.7308 - val_loss: 0.5423\n", + "Epoch 28/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 18ms/step - accuracy: 0.7352 - loss: 0.5313 - val_accuracy: 0.7296 - val_loss: 0.5418\n", + "Epoch 29/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.7367 - loss: 0.5303 - val_accuracy: 0.7294 - val_loss: 0.5415\n", + "Epoch 30/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 17ms/step - accuracy: 0.7369 - loss: 0.5294 - val_accuracy: 0.7290 - val_loss: 0.5415\n", + "Epoch 31/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.7387 - loss: 0.5287 - val_accuracy: 0.7306 - val_loss: 0.5413\n", + "Epoch 32/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 19ms/step - accuracy: 0.7385 - loss: 0.5279 - val_accuracy: 0.7310 - val_loss: 0.5415\n", + "Epoch 33/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 17ms/step - accuracy: 0.7394 - loss: 0.5273 - val_accuracy: 0.7316 - val_loss: 0.5416\n", + "Epoch 34/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 18ms/step - accuracy: 0.7395 - loss: 0.5268 - val_accuracy: 0.7322 - val_loss: 0.5417\n" + ] + } + ], + "source": [ + "rmsprop = keras.optimizers.RMSprop(learning_rate=1e-4)\n", + "model2.compile(optimizer=rmsprop, loss='binary_crossentropy',\n", + " metrics=['accuracy'])\n", + "\n", + "checkpoint_cb = keras.callbacks.ModelCheckpoint('best-embedding-model.keras',\n", + " save_best_only=True)\n", + "early_stopping_cb = keras.callbacks.EarlyStopping(patience=3,\n", + " restore_best_weights=True)\n", + "\n", + "history = model2.fit(train_seq, train_target, epochs=100, batch_size=64,\n", + " validation_data=(val_seq, val_target),\n", + " callbacks=[checkpoint_cb, early_stopping_cb])" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "brUvKwLt6kQb", + "outputId": "4a836061-88a8-4b32-bc9b-ebb3b9c9d854", + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(history.history['loss'])\n", + "plt.plot(history.history['val_loss'])\n", + "plt.xlabel('epoch')\n", + "plt.ylabel('loss')\n", + "plt.legend(['train', 'val'])\n", + "plt.show()" + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "name": "9-2.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/week8/9-3.ipynb b/week8/9-3.ipynb new file mode 100644 index 0000000..853a00d --- /dev/null +++ b/week8/9-3.ipynb @@ -0,0 +1,1192 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "AlaMdWF26k2H" + }, + "source": [ + "# LSTM과 GRU 셀" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "o_Csb7v96k2M" + }, + "source": [ + "<table align=\"left\">\n", + " <td>\n", + " <a target=\"_blank\" href=\"https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/9-3.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />구글 코랩에서 실행하기</a>\n", + " </td>\n", + "</table>" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "fJIx0dHbIAmO" + }, + "outputs": [], + "source": [ + "# 실행마다 동일한 결과를 얻기 위해 케라스에 랜덤 시드를 사용하고 텐서플로 연산을 결정적으로 만듭니다.\n", + "import tensorflow as tf\n", + "\n", + "tf.keras.utils.set_random_seed(42)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "KWi9yl0q6k2N" + }, + "source": [ + "## LSTM 신경망 훈련하기" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "XL7x0NCx6k2N" + }, + "outputs": [], + "source": [ + "from tensorflow.keras.datasets import imdb\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "(train_input, train_target), (test_input, test_target) = imdb.load_data(\n", + " num_words=500)\n", + "\n", + "train_input, val_input, train_target, val_target = train_test_split(\n", + " train_input, train_target, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "5bjJ14QJ6k2O" + }, + "outputs": [], + "source": [ + "from tensorflow.keras.preprocessing.sequence import pad_sequences\n", + "\n", + "train_seq = pad_sequences(train_input, maxlen=100)\n", + "val_seq = pad_sequences(val_input, maxlen=100)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "id": "uMlTD4zv6k2O", + "outputId": "c03b1784-d740-453d-8d70-2c716231fb48" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.10/dist-packages/keras/src/layers/core/embedding.py:93: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(**kwargs)\n" + ] + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential\"</span>\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1mModel: \"sequential\"\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃<span style=\"font-weight: bold\"> Layer (type) </span>┃<span style=\"font-weight: bold\"> Output Shape </span>┃<span style=\"font-weight: bold\"> Param # </span>┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ embedding (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Embedding</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">8,000</span> │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ lstm (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">LSTM</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span> │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span> │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n", + "</pre>\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ embedding (\u001b[38;5;33mEmbedding\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m8,000\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ lstm (\u001b[38;5;33mLSTM\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m800\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m9\u001b[0m │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">8,809</span> (34.41 KB)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m8,809\u001b[0m (34.41 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">8,809</span> (34.41 KB)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m8,809\u001b[0m (34.41 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from tensorflow import keras\n", + "\n", + "model = keras.Sequential()\n", + "\n", + "model.add(keras.layers.Embedding(500, 16, input_shape=(100,)))\n", + "model.add(keras.layers.LSTM(8))\n", + "model.add(keras.layers.Dense(1, activation='sigmoid'))\n", + "\n", + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "nCmqOkjI6k2P", + "outputId": "ec304aa1-bb25-415b-fcfe-795c6c9424db" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 8ms/step - accuracy: 0.5110 - loss: 0.6929 - val_accuracy: 0.5864 - val_loss: 0.6911\n", + "Epoch 2/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - accuracy: 0.5784 - loss: 0.6907 - val_accuracy: 0.6258 - val_loss: 0.6874\n", + "Epoch 3/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - accuracy: 0.6217 - loss: 0.6858 - val_accuracy: 0.6562 - val_loss: 0.6765\n", + "Epoch 4/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 9ms/step - accuracy: 0.6681 - loss: 0.6682 - val_accuracy: 0.7096 - val_loss: 0.6177\n", + "Epoch 5/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 7ms/step - accuracy: 0.7180 - loss: 0.6006 - val_accuracy: 0.7248 - val_loss: 0.5760\n", + "Epoch 6/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.7282 - loss: 0.5690 - val_accuracy: 0.7404 - val_loss: 0.5555\n", + "Epoch 7/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - accuracy: 0.7481 - loss: 0.5465 - val_accuracy: 0.7450 - val_loss: 0.5383\n", + "Epoch 8/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 10ms/step - accuracy: 0.7600 - loss: 0.5274 - val_accuracy: 0.7588 - val_loss: 0.5216\n", + "Epoch 9/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.7688 - loss: 0.5110 - val_accuracy: 0.7698 - val_loss: 0.5076\n", + "Epoch 10/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.7777 - loss: 0.4972 - val_accuracy: 0.7746 - val_loss: 0.4959\n", + "Epoch 11/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.7831 - loss: 0.4853 - val_accuracy: 0.7802 - val_loss: 0.4862\n", + "Epoch 12/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - accuracy: 0.7885 - loss: 0.4750 - val_accuracy: 0.7850 - val_loss: 0.4781\n", + "Epoch 13/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 10ms/step - accuracy: 0.7936 - loss: 0.4662 - val_accuracy: 0.7874 - val_loss: 0.4713\n", + "Epoch 14/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.7961 - loss: 0.4585 - val_accuracy: 0.7876 - val_loss: 0.4659\n", + "Epoch 15/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8009 - loss: 0.4519 - val_accuracy: 0.7904 - val_loss: 0.4614\n", + "Epoch 16/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8036 - loss: 0.4461 - val_accuracy: 0.7920 - val_loss: 0.4577\n", + "Epoch 17/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8054 - loss: 0.4411 - val_accuracy: 0.7900 - val_loss: 0.4548\n", + "Epoch 18/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 11ms/step - accuracy: 0.8083 - loss: 0.4369 - val_accuracy: 0.7898 - val_loss: 0.4524\n", + "Epoch 19/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8104 - loss: 0.4332 - val_accuracy: 0.7908 - val_loss: 0.4504\n", + "Epoch 20/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8117 - loss: 0.4300 - val_accuracy: 0.7904 - val_loss: 0.4488\n", + "Epoch 21/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 10ms/step - accuracy: 0.8128 - loss: 0.4273 - val_accuracy: 0.7902 - val_loss: 0.4475\n", + "Epoch 22/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 10ms/step - accuracy: 0.8135 - loss: 0.4249 - val_accuracy: 0.7888 - val_loss: 0.4463\n", + "Epoch 23/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8139 - loss: 0.4228 - val_accuracy: 0.7894 - val_loss: 0.4453\n", + "Epoch 24/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8139 - loss: 0.4210 - val_accuracy: 0.7886 - val_loss: 0.4444\n", + "Epoch 25/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8144 - loss: 0.4194 - val_accuracy: 0.7884 - val_loss: 0.4436\n", + "Epoch 26/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.8152 - loss: 0.4179 - val_accuracy: 0.7902 - val_loss: 0.4429\n", + "Epoch 27/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 11ms/step - accuracy: 0.8148 - loss: 0.4166 - val_accuracy: 0.7914 - val_loss: 0.4422\n", + "Epoch 28/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8140 - loss: 0.4154 - val_accuracy: 0.7914 - val_loss: 0.4416\n", + "Epoch 29/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.8145 - loss: 0.4144 - val_accuracy: 0.7932 - val_loss: 0.4410\n", + "Epoch 30/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8139 - loss: 0.4134 - val_accuracy: 0.7940 - val_loss: 0.4405\n", + "Epoch 31/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8141 - loss: 0.4125 - val_accuracy: 0.7936 - val_loss: 0.4400\n", + "Epoch 32/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 11ms/step - accuracy: 0.8137 - loss: 0.4117 - val_accuracy: 0.7940 - val_loss: 0.4395\n", + "Epoch 33/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 7ms/step - accuracy: 0.8138 - loss: 0.4109 - val_accuracy: 0.7936 - val_loss: 0.4391\n", + "Epoch 34/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8141 - loss: 0.4102 - val_accuracy: 0.7946 - val_loss: 0.4387\n", + "Epoch 35/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8147 - loss: 0.4095 - val_accuracy: 0.7944 - val_loss: 0.4384\n", + "Epoch 36/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 9ms/step - accuracy: 0.8151 - loss: 0.4089 - val_accuracy: 0.7946 - val_loss: 0.4381\n", + "Epoch 37/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 9ms/step - accuracy: 0.8153 - loss: 0.4083 - val_accuracy: 0.7934 - val_loss: 0.4379\n", + "Epoch 38/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - accuracy: 0.8170 - loss: 0.4077 - val_accuracy: 0.7940 - val_loss: 0.4376\n", + "Epoch 39/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8170 - loss: 0.4072 - val_accuracy: 0.7932 - val_loss: 0.4375\n", + "Epoch 40/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 9ms/step - accuracy: 0.8162 - loss: 0.4067 - val_accuracy: 0.7938 - val_loss: 0.4373\n", + "Epoch 41/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 10ms/step - accuracy: 0.8163 - loss: 0.4061 - val_accuracy: 0.7940 - val_loss: 0.4372\n", + "Epoch 42/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 7ms/step - accuracy: 0.8160 - loss: 0.4057 - val_accuracy: 0.7940 - val_loss: 0.4370\n", + "Epoch 43/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8167 - loss: 0.4052 - val_accuracy: 0.7936 - val_loss: 0.4370\n", + "Epoch 44/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 8ms/step - accuracy: 0.8166 - loss: 0.4047 - val_accuracy: 0.7930 - val_loss: 0.4369\n", + "Epoch 45/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 10ms/step - accuracy: 0.8167 - loss: 0.4043 - val_accuracy: 0.7934 - val_loss: 0.4368\n", + "Epoch 46/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8169 - loss: 0.4038 - val_accuracy: 0.7934 - val_loss: 0.4368\n", + "Epoch 47/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8173 - loss: 0.4034 - val_accuracy: 0.7938 - val_loss: 0.4368\n", + "Epoch 48/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.8173 - loss: 0.4030 - val_accuracy: 0.7940 - val_loss: 0.4368\n", + "Epoch 49/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 8ms/step - accuracy: 0.8171 - loss: 0.4025 - val_accuracy: 0.7944 - val_loss: 0.4368\n", + "Epoch 50/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 11ms/step - accuracy: 0.8166 - loss: 0.4021 - val_accuracy: 0.7944 - val_loss: 0.4368\n", + "Epoch 51/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 7ms/step - accuracy: 0.8164 - loss: 0.4017 - val_accuracy: 0.7942 - val_loss: 0.4368\n", + "Epoch 52/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8167 - loss: 0.4013 - val_accuracy: 0.7944 - val_loss: 0.4368\n" + ] + } + ], + "source": [ + "rmsprop = keras.optimizers.RMSprop(learning_rate=1e-4)\n", + "model.compile(optimizer=rmsprop, loss='binary_crossentropy',\n", + " metrics=['accuracy'])\n", + "\n", + "checkpoint_cb = keras.callbacks.ModelCheckpoint('best-lstm-model.keras',\n", + " save_best_only=True)\n", + "early_stopping_cb = keras.callbacks.EarlyStopping(patience=3,\n", + " restore_best_weights=True)\n", + "\n", + "history = model.fit(train_seq, train_target, epochs=100, batch_size=64,\n", + " validation_data=(val_seq, val_target),\n", + " callbacks=[checkpoint_cb, early_stopping_cb])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "Xl1bliNr6k2Q", + "outputId": "19d7bfc2-fe79-41b7-abd6-3d177cd8e1d4" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "plt.plot(history.history['loss'])\n", + "plt.plot(history.history['val_loss'])\n", + "plt.xlabel('epoch')\n", + "plt.ylabel('loss')\n", + "plt.legend(['train', 'val'])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ob79h7Kc6k2Q" + }, + "source": [ + "## 순환 층에 드롭아웃 적용하기" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "id": "Fr0DUR-Y6k2R" + }, + "outputs": [], + "source": [ + "model2 = keras.Sequential()\n", + "\n", + "model2.add(keras.layers.Embedding(500, 16, input_shape=(100,)))\n", + "\n", + "#드롭아웃 ⇒ 은닉층에 있는 뉴런의 출력을 랜덤하게 꺼서 과대적합을 방지하는 기법\n", + "#dropout=0.3 => 30%의 입력을 드롭아웃하겠다는 뜻\n", + "model2.add(keras.layers.LSTM(8, dropout=0.3))\n", + "model2.add(keras.layers.Dense(1, activation='sigmoid'))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Ap8XxUO46k2R", + "outputId": "d8ef0c12-37a6-456e-ce5a-8c746d370392" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 12ms/step - accuracy: 0.5145 - loss: 0.6930 - val_accuracy: 0.5546 - val_loss: 0.6923\n", + "Epoch 2/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - accuracy: 0.5619 - loss: 0.6920 - val_accuracy: 0.5872 - val_loss: 0.6909\n", + "Epoch 3/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.6026 - loss: 0.6902 - val_accuracy: 0.6164 - val_loss: 0.6879\n", + "Epoch 4/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.6257 - loss: 0.6865 - val_accuracy: 0.6406 - val_loss: 0.6809\n", + "Epoch 5/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - accuracy: 0.6458 - loss: 0.6773 - val_accuracy: 0.6486 - val_loss: 0.6513\n", + "Epoch 6/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 11ms/step - accuracy: 0.6848 - loss: 0.6394 - val_accuracy: 0.7208 - val_loss: 0.6041\n", + "Epoch 7/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 8ms/step - accuracy: 0.7198 - loss: 0.5997 - val_accuracy: 0.7310 - val_loss: 0.5860\n", + "Epoch 8/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 8ms/step - accuracy: 0.7326 - loss: 0.5804 - val_accuracy: 0.7364 - val_loss: 0.5722\n", + "Epoch 9/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 8ms/step - accuracy: 0.7458 - loss: 0.5618 - val_accuracy: 0.7530 - val_loss: 0.5525\n", + "Epoch 10/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 10ms/step - accuracy: 0.7549 - loss: 0.5479 - val_accuracy: 0.7516 - val_loss: 0.5480\n", + "Epoch 11/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 8ms/step - accuracy: 0.7634 - loss: 0.5337 - val_accuracy: 0.7580 - val_loss: 0.5328\n", + "Epoch 12/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.7698 - loss: 0.5203 - val_accuracy: 0.7562 - val_loss: 0.5290\n", + "Epoch 13/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.7742 - loss: 0.5099 - val_accuracy: 0.7674 - val_loss: 0.5149\n", + "Epoch 14/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 10ms/step - accuracy: 0.7796 - loss: 0.5000 - val_accuracy: 0.7638 - val_loss: 0.5109\n", + "Epoch 15/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 9ms/step - accuracy: 0.7813 - loss: 0.4916 - val_accuracy: 0.7728 - val_loss: 0.4965\n", + "Epoch 16/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 8ms/step - accuracy: 0.7863 - loss: 0.4829 - val_accuracy: 0.7736 - val_loss: 0.4912\n", + "Epoch 17/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 8ms/step - accuracy: 0.7900 - loss: 0.4736 - val_accuracy: 0.7786 - val_loss: 0.4847\n", + "Epoch 18/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 8ms/step - accuracy: 0.7908 - loss: 0.4681 - val_accuracy: 0.7790 - val_loss: 0.4792\n", + "Epoch 19/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 10ms/step - accuracy: 0.7957 - loss: 0.4608 - val_accuracy: 0.7774 - val_loss: 0.4762\n", + "Epoch 20/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 9ms/step - accuracy: 0.7987 - loss: 0.4565 - val_accuracy: 0.7802 - val_loss: 0.4736\n", + "Epoch 21/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 8ms/step - accuracy: 0.7961 - loss: 0.4506 - val_accuracy: 0.7836 - val_loss: 0.4689\n", + "Epoch 22/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 8ms/step - accuracy: 0.7972 - loss: 0.4478 - val_accuracy: 0.7882 - val_loss: 0.4632\n", + "Epoch 23/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 10ms/step - accuracy: 0.8023 - loss: 0.4423 - val_accuracy: 0.7852 - val_loss: 0.4641\n", + "Epoch 24/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 9ms/step - accuracy: 0.8029 - loss: 0.4391 - val_accuracy: 0.7856 - val_loss: 0.4571\n", + "Epoch 25/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 8ms/step - accuracy: 0.8027 - loss: 0.4375 - val_accuracy: 0.7858 - val_loss: 0.4577\n", + "Epoch 26/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8056 - loss: 0.4343 - val_accuracy: 0.7858 - val_loss: 0.4592\n", + "Epoch 27/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 10ms/step - accuracy: 0.8060 - loss: 0.4317 - val_accuracy: 0.7866 - val_loss: 0.4538\n", + "Epoch 28/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 8ms/step - accuracy: 0.8093 - loss: 0.4307 - val_accuracy: 0.7920 - val_loss: 0.4526\n", + "Epoch 29/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 8ms/step - accuracy: 0.8097 - loss: 0.4274 - val_accuracy: 0.7894 - val_loss: 0.4539\n", + "Epoch 30/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 8ms/step - accuracy: 0.8052 - loss: 0.4292 - val_accuracy: 0.7904 - val_loss: 0.4473\n", + "Epoch 31/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 9ms/step - accuracy: 0.8128 - loss: 0.4233 - val_accuracy: 0.7908 - val_loss: 0.4487\n", + "Epoch 32/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 10ms/step - accuracy: 0.8098 - loss: 0.4228 - val_accuracy: 0.7922 - val_loss: 0.4489\n", + "Epoch 33/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 8ms/step - accuracy: 0.8109 - loss: 0.4198 - val_accuracy: 0.7902 - val_loss: 0.4500\n" + ] + } + ], + "source": [ + "rmsprop = keras.optimizers.RMSprop(learning_rate=1e-4)\n", + "model2.compile(optimizer=rmsprop, loss='binary_crossentropy',\n", + " metrics=['accuracy'])\n", + "\n", + "checkpoint_cb = keras.callbacks.ModelCheckpoint('best-dropout-model.keras',\n", + " save_best_only=True)\n", + "early_stopping_cb = keras.callbacks.EarlyStopping(patience=3,\n", + " restore_best_weights=True)\n", + "\n", + "history = model2.fit(train_seq, train_target, epochs=100, batch_size=64,\n", + " validation_data=(val_seq, val_target),\n", + " callbacks=[checkpoint_cb, early_stopping_cb])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "Qzwsp3pl6k2R", + "outputId": "16a3ba30-8ed9-4038-9a1b-23466e52c0b2" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(history.history['loss'])\n", + "plt.plot(history.history['val_loss'])\n", + "plt.xlabel('epoch')\n", + "plt.ylabel('loss')\n", + "plt.legend(['train', 'val'])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DKtQByM96k2S" + }, + "source": [ + "## 2개의 층을 연결하기" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 262 + }, + "id": "YkQboCpD6k2S", + "outputId": "b4e92187-0d5a-4772-88e3-8dd97bccfa34" + }, + "outputs": [ + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_2\"</span>\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1mModel: \"sequential_2\"\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃<span style=\"font-weight: bold\"> Layer (type) </span>┃<span style=\"font-weight: bold\"> Output Shape </span>┃<span style=\"font-weight: bold\"> Param # </span>┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ embedding_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Embedding</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">8,000</span> │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ lstm_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">LSTM</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">800</span> │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ lstm_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">LSTM</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">544</span> │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span> │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n", + "</pre>\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ embedding_2 (\u001b[38;5;33mEmbedding\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m8,000\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ lstm_2 (\u001b[38;5;33mLSTM\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m800\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ lstm_3 (\u001b[38;5;33mLSTM\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m544\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense_2 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m9\u001b[0m │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">9,353</span> (36.54 KB)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m9,353\u001b[0m (36.54 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">9,353</span> (36.54 KB)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m9,353\u001b[0m (36.54 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model3 = keras.Sequential()\n", + "\n", + "model3.add(keras.layers.Embedding(500, 16, input_shape=(100,)))\n", + "model3.add(keras.layers.LSTM(8, dropout=0.3, return_sequences=True))\n", + "model3.add(keras.layers.LSTM(8, dropout=0.3))\n", + "model3.add(keras.layers.Dense(1, activation='sigmoid'))\n", + "\n", + "model3.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "hDk_ffAo6k2S", + "outputId": "22d03e20-af67-4b94-ea47-7f95c052411f" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 13ms/step - accuracy: 0.5235 - loss: 0.6927 - val_accuracy: 0.5738 - val_loss: 0.6904\n", + "Epoch 2/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 12ms/step - accuracy: 0.5854 - loss: 0.6888 - val_accuracy: 0.6384 - val_loss: 0.6765\n", + "Epoch 3/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 11ms/step - accuracy: 0.6495 - loss: 0.6604 - val_accuracy: 0.6932 - val_loss: 0.5969\n", + "Epoch 4/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 15ms/step - accuracy: 0.7134 - loss: 0.5717 - val_accuracy: 0.7300 - val_loss: 0.5459\n", + "Epoch 5/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 11ms/step - accuracy: 0.7405 - loss: 0.5346 - val_accuracy: 0.7478 - val_loss: 0.5202\n", + "Epoch 6/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 11ms/step - accuracy: 0.7571 - loss: 0.5090 - val_accuracy: 0.7558 - val_loss: 0.5120\n", + "Epoch 7/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 14ms/step - accuracy: 0.7712 - loss: 0.4930 - val_accuracy: 0.7612 - val_loss: 0.5026\n", + "Epoch 8/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 11ms/step - accuracy: 0.7732 - loss: 0.4813 - val_accuracy: 0.7716 - val_loss: 0.4902\n", + "Epoch 9/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 11ms/step - accuracy: 0.7836 - loss: 0.4727 - val_accuracy: 0.7662 - val_loss: 0.4928\n", + "Epoch 10/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 15ms/step - accuracy: 0.7806 - loss: 0.4711 - val_accuracy: 0.7742 - val_loss: 0.4794\n", + "Epoch 11/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 11ms/step - accuracy: 0.7831 - loss: 0.4691 - val_accuracy: 0.7776 - val_loss: 0.4795\n", + "Epoch 12/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 11ms/step - accuracy: 0.7909 - loss: 0.4590 - val_accuracy: 0.7828 - val_loss: 0.4705\n", + "Epoch 13/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 12ms/step - accuracy: 0.7906 - loss: 0.4552 - val_accuracy: 0.7762 - val_loss: 0.4754\n", + "Epoch 14/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 14ms/step - accuracy: 0.7940 - loss: 0.4542 - val_accuracy: 0.7844 - val_loss: 0.4670\n", + "Epoch 15/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 11ms/step - accuracy: 0.7940 - loss: 0.4510 - val_accuracy: 0.7806 - val_loss: 0.4688\n", + "Epoch 16/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 11ms/step - accuracy: 0.7992 - loss: 0.4484 - val_accuracy: 0.7820 - val_loss: 0.4728\n", + "Epoch 17/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 13ms/step - accuracy: 0.7982 - loss: 0.4452 - val_accuracy: 0.7812 - val_loss: 0.4698\n" + ] + } + ], + "source": [ + "rmsprop = keras.optimizers.RMSprop(learning_rate=1e-4)\n", + "model3.compile(optimizer=rmsprop, loss='binary_crossentropy',\n", + " metrics=['accuracy'])\n", + "\n", + "checkpoint_cb = keras.callbacks.ModelCheckpoint('best-2rnn-model.keras',\n", + " save_best_only=True)\n", + "early_stopping_cb = keras.callbacks.EarlyStopping(patience=3,\n", + " restore_best_weights=True)\n", + "\n", + "history = model3.fit(train_seq, train_target, epochs=100, batch_size=64,\n", + " validation_data=(val_seq, val_target),\n", + " callbacks=[checkpoint_cb, early_stopping_cb])" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "1paBqczf6k2S", + "outputId": "6b4eddf2-09f2-4a05-dece-e9a1e0f62732" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(history.history['loss'])\n", + "plt.plot(history.history['val_loss'])\n", + "plt.xlabel('epoch')\n", + "plt.ylabel('loss')\n", + "plt.legend(['train', 'val'])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Jisn0P9h6k2T" + }, + "source": [ + "## GRU 신경망 훈련하기" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 230 + }, + "id": "dwYF578d6k2T", + "outputId": "ecc04a1b-9c37-46b0-ce69-da653ab97a21" + }, + "outputs": [ + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_3\"</span>\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1mModel: \"sequential_3\"\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃<span style=\"font-weight: bold\"> Layer (type) </span>┃<span style=\"font-weight: bold\"> Output Shape </span>┃<span style=\"font-weight: bold\"> Param # </span>┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ embedding_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Embedding</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">8,000</span> │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ gru (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GRU</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">624</span> │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span> │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n", + "</pre>\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ embedding_3 (\u001b[38;5;33mEmbedding\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m8,000\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ gru (\u001b[38;5;33mGRU\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m624\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense_3 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m9\u001b[0m │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">8,633</span> (33.72 KB)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m8,633\u001b[0m (33.72 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">8,633</span> (33.72 KB)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m8,633\u001b[0m (33.72 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n", + "</pre>\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model4 = keras.Sequential()\n", + "\n", + "model4.add(keras.layers.Embedding(500, 16, input_shape=(100,)))\n", + "model4.add(keras.layers.GRU(8))\n", + "model4.add(keras.layers.Dense(1, activation='sigmoid'))\n", + "\n", + "model4.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "j2SfOZ3v6k2U", + "outputId": "deb2b2fc-f0bd-4509-d0d3-9b7d77271b3e" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 8ms/step - accuracy: 0.5052 - loss: 0.6931 - val_accuracy: 0.5206 - val_loss: 0.6928\n", + "Epoch 2/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 10ms/step - accuracy: 0.5532 - loss: 0.6925 - val_accuracy: 0.5616 - val_loss: 0.6921\n", + "Epoch 3/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.5831 - loss: 0.6917 - val_accuracy: 0.5714 - val_loss: 0.6911\n", + "Epoch 4/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.5901 - loss: 0.6903 - val_accuracy: 0.5844 - val_loss: 0.6893\n", + "Epoch 5/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.6033 - loss: 0.6882 - val_accuracy: 0.5938 - val_loss: 0.6866\n", + "Epoch 6/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - accuracy: 0.6136 - loss: 0.6849 - val_accuracy: 0.6036 - val_loss: 0.6822\n", + "Epoch 7/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 10ms/step - accuracy: 0.6197 - loss: 0.6796 - val_accuracy: 0.6120 - val_loss: 0.6752\n", + "Epoch 8/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 7ms/step - accuracy: 0.6300 - loss: 0.6713 - val_accuracy: 0.6294 - val_loss: 0.6640\n", + "Epoch 9/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.6418 - loss: 0.6578 - val_accuracy: 0.6488 - val_loss: 0.6453\n", + "Epoch 10/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.6644 - loss: 0.6351 - val_accuracy: 0.6844 - val_loss: 0.6111\n", + "Epoch 11/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 11ms/step - accuracy: 0.6996 - loss: 0.5917 - val_accuracy: 0.7326 - val_loss: 0.5492\n", + "Epoch 12/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.7397 - loss: 0.5360 - val_accuracy: 0.7484 - val_loss: 0.5242\n", + "Epoch 13/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.7523 - loss: 0.5158 - val_accuracy: 0.7634 - val_loss: 0.5107\n", + "Epoch 14/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.7617 - loss: 0.5014 - val_accuracy: 0.7724 - val_loss: 0.5008\n", + "Epoch 15/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.7712 - loss: 0.4883 - val_accuracy: 0.7750 - val_loss: 0.4949\n", + "Epoch 16/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 10ms/step - accuracy: 0.7816 - loss: 0.4780 - val_accuracy: 0.7762 - val_loss: 0.4916\n", + "Epoch 17/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 8ms/step - accuracy: 0.7873 - loss: 0.4701 - val_accuracy: 0.7766 - val_loss: 0.4870\n", + "Epoch 18/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.7921 - loss: 0.4630 - val_accuracy: 0.7782 - val_loss: 0.4798\n", + "Epoch 19/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.7938 - loss: 0.4567 - val_accuracy: 0.7816 - val_loss: 0.4736\n", + "Epoch 20/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.7963 - loss: 0.4512 - val_accuracy: 0.7846 - val_loss: 0.4702\n", + "Epoch 21/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 10ms/step - accuracy: 0.7992 - loss: 0.4466 - val_accuracy: 0.7868 - val_loss: 0.4677\n", + "Epoch 22/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - accuracy: 0.8031 - loss: 0.4426 - val_accuracy: 0.7878 - val_loss: 0.4655\n", + "Epoch 23/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8064 - loss: 0.4392 - val_accuracy: 0.7868 - val_loss: 0.4636\n", + "Epoch 24/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8089 - loss: 0.4364 - val_accuracy: 0.7880 - val_loss: 0.4621\n", + "Epoch 25/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8102 - loss: 0.4341 - val_accuracy: 0.7888 - val_loss: 0.4608\n", + "Epoch 26/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 10ms/step - accuracy: 0.8112 - loss: 0.4320 - val_accuracy: 0.7894 - val_loss: 0.4597\n", + "Epoch 27/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 7ms/step - accuracy: 0.8121 - loss: 0.4303 - val_accuracy: 0.7878 - val_loss: 0.4587\n", + "Epoch 28/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8134 - loss: 0.4288 - val_accuracy: 0.7882 - val_loss: 0.4578\n", + "Epoch 29/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8133 - loss: 0.4274 - val_accuracy: 0.7890 - val_loss: 0.4570\n", + "Epoch 30/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 10ms/step - accuracy: 0.8134 - loss: 0.4262 - val_accuracy: 0.7908 - val_loss: 0.4562\n", + "Epoch 31/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 7ms/step - accuracy: 0.8124 - loss: 0.4250 - val_accuracy: 0.7892 - val_loss: 0.4554\n", + "Epoch 32/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8128 - loss: 0.4240 - val_accuracy: 0.7900 - val_loss: 0.4547\n", + "Epoch 33/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.8132 - loss: 0.4230 - val_accuracy: 0.7906 - val_loss: 0.4540\n", + "Epoch 34/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 9ms/step - accuracy: 0.8131 - loss: 0.4220 - val_accuracy: 0.7908 - val_loss: 0.4533\n", + "Epoch 35/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 9ms/step - accuracy: 0.8144 - loss: 0.4211 - val_accuracy: 0.7894 - val_loss: 0.4527\n", + "Epoch 36/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8145 - loss: 0.4203 - val_accuracy: 0.7898 - val_loss: 0.4521\n", + "Epoch 37/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.8139 - loss: 0.4194 - val_accuracy: 0.7904 - val_loss: 0.4515\n", + "Epoch 38/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.8147 - loss: 0.4187 - val_accuracy: 0.7898 - val_loss: 0.4509\n", + "Epoch 39/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 10ms/step - accuracy: 0.8152 - loss: 0.4179 - val_accuracy: 0.7894 - val_loss: 0.4504\n", + "Epoch 40/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 7ms/step - accuracy: 0.8154 - loss: 0.4172 - val_accuracy: 0.7884 - val_loss: 0.4499\n", + "Epoch 41/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8158 - loss: 0.4165 - val_accuracy: 0.7884 - val_loss: 0.4495\n", + "Epoch 42/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.8158 - loss: 0.4159 - val_accuracy: 0.7880 - val_loss: 0.4490\n", + "Epoch 43/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 10ms/step - accuracy: 0.8160 - loss: 0.4153 - val_accuracy: 0.7882 - val_loss: 0.4486\n", + "Epoch 44/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 9ms/step - accuracy: 0.8159 - loss: 0.4147 - val_accuracy: 0.7868 - val_loss: 0.4481\n", + "Epoch 45/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8166 - loss: 0.4141 - val_accuracy: 0.7872 - val_loss: 0.4477\n", + "Epoch 46/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8166 - loss: 0.4136 - val_accuracy: 0.7864 - val_loss: 0.4473\n", + "Epoch 47/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8169 - loss: 0.4131 - val_accuracy: 0.7866 - val_loss: 0.4469\n", + "Epoch 48/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 9ms/step - accuracy: 0.8170 - loss: 0.4126 - val_accuracy: 0.7870 - val_loss: 0.4465\n", + "Epoch 49/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 9ms/step - accuracy: 0.8172 - loss: 0.4121 - val_accuracy: 0.7870 - val_loss: 0.4461\n", + "Epoch 50/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8171 - loss: 0.4116 - val_accuracy: 0.7870 - val_loss: 0.4457\n", + "Epoch 51/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.8175 - loss: 0.4112 - val_accuracy: 0.7872 - val_loss: 0.4453\n", + "Epoch 52/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8175 - loss: 0.4107 - val_accuracy: 0.7876 - val_loss: 0.4449\n", + "Epoch 53/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - accuracy: 0.8179 - loss: 0.4103 - val_accuracy: 0.7878 - val_loss: 0.4445\n", + "Epoch 54/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - accuracy: 0.8179 - loss: 0.4099 - val_accuracy: 0.7884 - val_loss: 0.4442\n", + "Epoch 55/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.8177 - loss: 0.4094 - val_accuracy: 0.7894 - val_loss: 0.4438\n", + "Epoch 56/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8181 - loss: 0.4090 - val_accuracy: 0.7898 - val_loss: 0.4434\n", + "Epoch 57/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 9ms/step - accuracy: 0.8185 - loss: 0.4086 - val_accuracy: 0.7906 - val_loss: 0.4431\n", + "Epoch 58/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 8ms/step - accuracy: 0.8183 - loss: 0.4082 - val_accuracy: 0.7906 - val_loss: 0.4427\n", + "Epoch 59/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8186 - loss: 0.4078 - val_accuracy: 0.7912 - val_loss: 0.4424\n", + "Epoch 60/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 8ms/step - accuracy: 0.8184 - loss: 0.4075 - val_accuracy: 0.7912 - val_loss: 0.4420\n", + "Epoch 61/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 9ms/step - accuracy: 0.8179 - loss: 0.4071 - val_accuracy: 0.7920 - val_loss: 0.4417\n", + "Epoch 62/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - accuracy: 0.8181 - loss: 0.4067 - val_accuracy: 0.7924 - val_loss: 0.4413\n", + "Epoch 63/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8181 - loss: 0.4063 - val_accuracy: 0.7922 - val_loss: 0.4410\n", + "Epoch 64/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8186 - loss: 0.4060 - val_accuracy: 0.7920 - val_loss: 0.4407\n", + "Epoch 65/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 9ms/step - accuracy: 0.8190 - loss: 0.4056 - val_accuracy: 0.7922 - val_loss: 0.4404\n", + "Epoch 66/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 8ms/step - accuracy: 0.8190 - loss: 0.4052 - val_accuracy: 0.7922 - val_loss: 0.4400\n", + "Epoch 67/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8193 - loss: 0.4048 - val_accuracy: 0.7926 - val_loss: 0.4397\n", + "Epoch 68/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - accuracy: 0.8195 - loss: 0.4045 - val_accuracy: 0.7930 - val_loss: 0.4394\n", + "Epoch 69/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 10ms/step - accuracy: 0.8202 - loss: 0.4041 - val_accuracy: 0.7932 - val_loss: 0.4391\n", + "Epoch 70/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 9ms/step - accuracy: 0.8204 - loss: 0.4037 - val_accuracy: 0.7938 - val_loss: 0.4388\n", + "Epoch 71/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 8ms/step - accuracy: 0.8205 - loss: 0.4034 - val_accuracy: 0.7932 - val_loss: 0.4385\n", + "Epoch 72/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8207 - loss: 0.4030 - val_accuracy: 0.7936 - val_loss: 0.4382\n", + "Epoch 73/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 9ms/step - accuracy: 0.8207 - loss: 0.4027 - val_accuracy: 0.7940 - val_loss: 0.4380\n", + "Epoch 74/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 10ms/step - accuracy: 0.8206 - loss: 0.4023 - val_accuracy: 0.7942 - val_loss: 0.4377\n", + "Epoch 75/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 7ms/step - accuracy: 0.8204 - loss: 0.4019 - val_accuracy: 0.7948 - val_loss: 0.4374\n", + "Epoch 76/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8208 - loss: 0.4016 - val_accuracy: 0.7944 - val_loss: 0.4371\n", + "Epoch 77/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8206 - loss: 0.4012 - val_accuracy: 0.7948 - val_loss: 0.4369\n", + "Epoch 78/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 11ms/step - accuracy: 0.8207 - loss: 0.4009 - val_accuracy: 0.7950 - val_loss: 0.4366\n", + "Epoch 79/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8206 - loss: 0.4005 - val_accuracy: 0.7946 - val_loss: 0.4363\n", + "Epoch 80/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8208 - loss: 0.4001 - val_accuracy: 0.7952 - val_loss: 0.4361\n", + "Epoch 81/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.8212 - loss: 0.3998 - val_accuracy: 0.7950 - val_loss: 0.4358\n", + "Epoch 82/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8213 - loss: 0.3994 - val_accuracy: 0.7954 - val_loss: 0.4356\n", + "Epoch 83/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 11ms/step - accuracy: 0.8215 - loss: 0.3990 - val_accuracy: 0.7960 - val_loss: 0.4353\n", + "Epoch 84/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8218 - loss: 0.3987 - val_accuracy: 0.7960 - val_loss: 0.4351\n", + "Epoch 85/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - accuracy: 0.8223 - loss: 0.3983 - val_accuracy: 0.7958 - val_loss: 0.4348\n", + "Epoch 86/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8222 - loss: 0.3980 - val_accuracy: 0.7962 - val_loss: 0.4346\n", + "Epoch 87/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8221 - loss: 0.3976 - val_accuracy: 0.7962 - val_loss: 0.4344\n", + "Epoch 88/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 11ms/step - accuracy: 0.8225 - loss: 0.3972 - val_accuracy: 0.7960 - val_loss: 0.4341\n", + "Epoch 89/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 7ms/step - accuracy: 0.8224 - loss: 0.3969 - val_accuracy: 0.7964 - val_loss: 0.4339\n", + "Epoch 90/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8225 - loss: 0.3965 - val_accuracy: 0.7964 - val_loss: 0.4337\n", + "Epoch 91/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 7ms/step - accuracy: 0.8226 - loss: 0.3962 - val_accuracy: 0.7968 - val_loss: 0.4335\n", + "Epoch 92/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 10ms/step - accuracy: 0.8226 - loss: 0.3958 - val_accuracy: 0.7970 - val_loss: 0.4333\n", + "Epoch 93/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 7ms/step - accuracy: 0.8230 - loss: 0.3954 - val_accuracy: 0.7970 - val_loss: 0.4331\n", + "Epoch 94/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8229 - loss: 0.3951 - val_accuracy: 0.7968 - val_loss: 0.4329\n", + "Epoch 95/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8231 - loss: 0.3947 - val_accuracy: 0.7970 - val_loss: 0.4327\n", + "Epoch 96/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 9ms/step - accuracy: 0.8232 - loss: 0.3944 - val_accuracy: 0.7966 - val_loss: 0.4325\n", + "Epoch 97/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 9ms/step - accuracy: 0.8236 - loss: 0.3940 - val_accuracy: 0.7962 - val_loss: 0.4323\n", + "Epoch 98/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - accuracy: 0.8236 - loss: 0.3936 - val_accuracy: 0.7970 - val_loss: 0.4321\n", + "Epoch 99/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8238 - loss: 0.3933 - val_accuracy: 0.7972 - val_loss: 0.4319\n", + "Epoch 100/100\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 9ms/step - accuracy: 0.8237 - loss: 0.3929 - val_accuracy: 0.7978 - val_loss: 0.4317\n" + ] + } + ], + "source": [ + "rmsprop = keras.optimizers.RMSprop(learning_rate=1e-4)\n", + "model4.compile(optimizer=rmsprop, loss='binary_crossentropy',\n", + " metrics=['accuracy'])\n", + "\n", + "checkpoint_cb = keras.callbacks.ModelCheckpoint('best-gru-model.keras',\n", + " save_best_only=True)\n", + "early_stopping_cb = keras.callbacks.EarlyStopping(patience=3,\n", + " restore_best_weights=True)\n", + "\n", + "history = model4.fit(train_seq, train_target, epochs=100, batch_size=64,\n", + " validation_data=(val_seq, val_target),\n", + " callbacks=[checkpoint_cb, early_stopping_cb])" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "3yUJM4nA6k2U", + "outputId": "96b05c6c-9adb-4c9f-afcf-aae0abd0c2c0" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(history.history['loss'])\n", + "plt.plot(history.history['val_loss'])\n", + "plt.xlabel('epoch')\n", + "plt.ylabel('loss')\n", + "plt.legend(['train', 'val'])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Ja3-116b6k2V" + }, + "source": [ + "## 마무리" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "-5WtFRN-6k2V", + "outputId": "8c31a7f9-276a-49d7-fe75-9d78efcafc87", + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m782/782\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 5ms/step - accuracy: 0.7866 - loss: 0.4654\n" + ] + }, + { + "data": { + "text/plain": [ + "[0.4673371911048889, 0.7847599983215332]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_seq = pad_sequences(test_input, maxlen=100)\n", + "\n", + "rnn_model = keras.models.load_model('best-2rnn-model.keras')\n", + "\n", + "rnn_model.evaluate(test_seq, test_target)" + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "name": "9-3.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} From 6c90cbd6b03b1b5c9cf85816748873cf201db699 Mon Sep 17 00:00:00 2001 From: tishakong <leehn45@naver.com> Date: Tue, 3 Dec 2024 22:05:21 +0900 Subject: [PATCH 8/8] =?UTF-8?q?[=EC=9D=B4=ED=95=98=EB=8A=98]=20week9=5F202?= =?UTF-8?q?4=5FGDG=5FML=EC=9E=85=EB=AC=B8=EC=8A=A4=ED=84=B0=EB=94=94?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- week9/gdg_tishakong_nlp_with_disaste_twts.py | 114 + week9/submission.csv | 3264 +++++++ week9/test.csv | 3700 ++++++++ week9/train.csv | 8562 ++++++++++++++++++ 4 files changed, 15640 insertions(+) create mode 100644 week9/gdg_tishakong_nlp_with_disaste_twts.py create mode 100644 week9/submission.csv create mode 100644 week9/test.csv create mode 100644 week9/train.csv diff --git a/week9/gdg_tishakong_nlp_with_disaste_twts.py b/week9/gdg_tishakong_nlp_with_disaste_twts.py new file mode 100644 index 0000000..aaae893 --- /dev/null +++ b/week9/gdg_tishakong_nlp_with_disaste_twts.py @@ -0,0 +1,114 @@ +import pandas as pd +import numpy as np +import tensorflow as tf +import re + +from keras._tf_keras.keras.preprocessing.text import Tokenizer +from keras._tf_keras.keras.preprocessing.sequence import pad_sequences +from sklearn.model_selection import train_test_split +#from tensorflow.python.keras.models import Sequential +#from tensorflow.python.keras.layers import Embedding, GRU, Dense, Dropout +from keras._tf_keras.keras.layers import Embedding, GRU, LSTM, Dense, Dropout +from keras._tf_keras.keras.models import Sequential + +# 출력 옵션 설정 (판다스 ... 로 줄임당하는 거 볼 수 있게 하는 설정) +pd.set_option('display.max_columns', None) # 모든 열 표시 +pd.set_option('display.max_rows', None) # 모든 행 표시 +pd.set_option('display.max_colwidth', None) # 모든 데이터 전체 길이 표시 + +'''데이터 로드''' +train_file = "train.csv" +test_file = "test.csv" + +train = pd.read_csv(train_file) +test = pd.read_csv(test_file) + +'''EDA''' +train.head() +test.head() + +train["length"] = train["text"].apply(lambda x : len(x)) +test["length"] = test["text"].apply(lambda x : len(x)) +''' +#둘다 length mean은 100정도, +print("Train Length Stat") +print(train["length"].describe()) +print() +print("Test Length Stat") +print(test["length"].describe()) +''' + +'''데이터 전처리''' +#사진 포함 여부가 영향이 있는지 확인해보는 것도 좋을듯 (http 이렇게 시작하는 값이 있으면 IMAGEATTACHED로 치환) +# 치환 함수 +def preprocess_text(text): + text = re.sub(r'http://t\.co/\S+', 'IMAGEATTACHED', text) #이미지 치환 + text = re.sub(r'@\S+', 'MENTIONED', text) #멘션 치환 + #태그도 치환할까? 근데 태그는 내용이 중요할수도 + return text + +# text 열 치환 적용 후 삭제 (text_p => 전처리 된 텍스트) +train['text_p'] = train['text'].apply(preprocess_text) +test['text_p'] = test['text'].apply(preprocess_text) +train.drop(columns=['text'], inplace=True) +test.drop(columns=['text'], inplace=True) + +#print(train['text_p'].tail()) IMAGEATTACHED 제대로 변환 됐는지 확인 +#대문자 소문자 통일은 어큐러시 더 떨어짐 + +# 토큰화 및 시퀀스 변환 +tokenizer = Tokenizer(num_words=10000, oov_token="<OOV>") +tokenizer.fit_on_texts(train['text_p']) + +X_train = tokenizer.texts_to_sequences(train['text_p']) +X_test = tokenizer.texts_to_sequences(test['text_p']) + +# 패딩 +max_length = 100 #mean이었던 100으로 설정 +X_train = pad_sequences(X_train, maxlen=max_length, padding='post', truncating='post') +X_test = pad_sequences(X_test, maxlen=max_length, padding='post', truncating='post') + +# 타겟값 준비 +y_train = train['target'] + +# GRU 모델 정의 => GRU 성능 나빠서 LSTM으로 변경 => 똑같은데요,, +model = Sequential([ + Embedding(input_dim=10000, output_dim=64, input_length=max_length), # 임베딩 층 + LSTM(64, return_sequences=False), # GRU 층 + Dropout(0.3), # 과적합 방지를 위한 드롭아웃 + Dense(32, activation='relu'), # 완전 연결층 + Dense(1, activation='sigmoid') # 출력층 (이진 분류) +]) + +# 모델 컴파일 +model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy']) + +# 모델 구조 확인 model.summary() + +# 데이터셋 분리 +X_train_split, X_val, y_train_split, y_val = train_test_split(X_train, y_train, test_size=0.2, random_state=42) + +# 학습 +history = model.fit( + X_train_split, y_train_split, + epochs=10, + batch_size=32, + validation_data=(X_val, y_val) +) + +# 테스트셋 예측 +predictions = model.predict(X_test) + +# 결과 확인 +print(predictions[:10]) # 예측 확률 출력 + +# 테스트 데이터의 id 열과 예측 값 결합 +output = pd.DataFrame({ + 'id': test['id'], # test 데이터셋의 id 열 + 'target': (predictions > 0.5).astype(int).flatten() # 0.5를 기준으로 이진 분류 +}) + +# CSV 파일로 저장 +output.to_csv("submission.csv", index=False) + +#결과가 전부 0으로 나오는데,,, \ No newline at end of file diff --git a/week9/submission.csv b/week9/submission.csv new file mode 100644 index 0000000..95815b6 --- /dev/null +++ b/week9/submission.csv @@ -0,0 +1,3264 @@ +id,target +0,0 +2,0 +3,0 +9,0 +11,0 +12,0 +21,0 +22,0 +27,0 +29,0 +30,0 +35,0 +42,0 +43,0 +45,0 +46,0 +47,0 +51,0 +58,0 +60,0 +69,0 +70,0 +72,0 +75,0 +84,0 +87,0 +88,0 +90,0 +94,0 +99,0 +101,0 +103,0 +106,0 +108,0 +111,0 +115,0 +116,0 +122,0 +123,0 +124,0 +125,0 +127,0 +140,0 +142,0 +147,0 +148,0 +150,0 +152,0 +154,0 +155,0 +166,0 +167,0 +169,0 +177,0 +179,0 +181,0 +186,0 +188,0 +189,0 +192,0 +200,0 +202,0 +206,0 +207,0 +214,0 +217,0 +223,0 +224,0 +227,0 +228,0 +230,0 +233,0 +234,0 +236,0 +239,0 +250,0 +255,0 +257,0 +259,0 +275,0 +278,0 +282,0 +284,0 +286,0 +288,0 +292,0 +295,0 +300,0 +304,0 +305,0 +306,0 +308,0 +311,0 +317,0 +319,0 +323,0 +324,0 +325,0 +326,0 +333,0 +339,0 +342,0 +343,0 +350,0 +351,0 +357,0 +359,0 +362,0 +366,0 +367,0 +369,0 +373,0 +374,0 +376,0 +377,0 +378,0 +379,0 +382,0 +385,0 +387,0 +388,0 +391,0 +392,0 +395,0 +399,0 +400,0 +403,0 +405,0 +408,0 +411,0 +414,0 +416,0 +417,0 +422,0 +425,0 +428,0 +430,0 +431,0 +433,0 +434,0 +439,0 +441,0 +449,0 +458,0 +460,0 +464,0 +473,0 +488,0 +491,0 +494,0 +497,0 +500,0 +505,0 +507,0 +508,0 +510,0 +511,0 +515,0 +525,0 +529,0 +532,0 +534,0 +537,0 +539,0 +541,0 +545,0 +547,0 +548,0 +549,0 +553,0 +554,0 +555,0 +557,0 +562,0 +566,0 +572,0 +573,0 +582,0 +586,0 +587,0 +590,0 +591,0 +593,0 +595,0 +596,0 +597,0 +601,0 +602,0 +605,0 +610,0 +616,0 +618,0 +620,0 +626,0 +627,0 +629,0 +632,0 +634,0 +639,0 +645,0 +647,0 +648,0 +650,0 +663,0 +666,0 +668,0 +670,0 +673,0 +676,0 +678,0 +692,0 +693,0 +694,0 +695,0 +696,0 +698,0 +701,0 +703,0 +707,0 +708,0 +711,0 +715,0 +718,0 +722,0 +723,0 +733,0 +741,0 +742,0 +743,0 +747,0 +749,0 +750,0 +756,0 +757,0 +760,0 +764,0 +765,0 +766,0 +768,0 +769,0 +771,0 +772,0 +776,0 +778,0 +780,0 +785,0 +789,0 +792,0 +793,0 +811,0 +813,0 +816,0 +821,0 +824,0 +825,0 +827,0 +830,0 +831,0 +839,0 +844,0 +847,0 +850,0 +854,0 +855,0 +858,0 +861,0 +862,0 +865,0 +869,0 +879,0 +880,0 +887,0 +889,0 +897,0 +900,0 +901,0 +904,0 +908,0 +909,0 +910,0 +913,0 +914,0 +917,0 +918,0 +920,0 +922,0 +924,0 +925,0 +927,0 +933,0 +937,0 +943,0 +949,0 +950,0 +954,0 +966,0 +967,0 +969,0 +970,0 +973,0 +975,0 +980,0 +988,0 +989,0 +995,0 +1000,0 +1003,0 +1007,0 +1011,0 +1012,0 +1013,0 +1014,0 +1016,0 +1019,0 +1025,0 +1027,0 +1028,0 +1030,0 +1033,0 +1034,0 +1039,0 +1046,0 +1047,0 +1053,0 +1055,0 +1056,0 +1059,0 +1060,0 +1063,0 +1064,0 +1068,0 +1076,0 +1086,0 +1087,0 +1089,0 +1092,0 +1095,0 +1096,0 +1097,0 +1100,0 +1101,0 +1107,0 +1108,0 +1111,0 +1115,0 +1116,0 +1121,0 +1125,0 +1127,0 +1131,0 +1133,0 +1135,0 +1137,0 +1140,0 +1144,0 +1147,0 +1148,0 +1150,0 +1158,0 +1159,0 +1161,0 +1163,0 +1165,0 +1169,0 +1171,0 +1172,0 +1176,0 +1180,0 +1184,0 +1186,0 +1187,0 +1192,0 +1193,0 +1194,0 +1197,0 +1200,0 +1205,0 +1210,0 +1216,0 +1220,0 +1231,0 +1233,0 +1246,0 +1247,0 +1248,0 +1255,0 +1256,0 +1257,0 +1258,0 +1260,0 +1261,0 +1265,0 +1266,0 +1268,0 +1274,0 +1281,0 +1285,0 +1286,0 +1291,0 +1292,0 +1295,0 +1299,0 +1306,0 +1310,0 +1311,0 +1313,0 +1314,0 +1322,0 +1323,0 +1325,0 +1329,0 +1330,0 +1333,0 +1336,0 +1339,0 +1342,0 +1344,0 +1355,0 +1357,0 +1358,0 +1359,0 +1364,0 +1366,0 +1367,0 +1370,0 +1373,0 +1377,0 +1386,0 +1387,0 +1392,0 +1397,0 +1398,0 +1400,0 +1403,0 +1404,0 +1410,0 +1413,0 +1416,0 +1417,0 +1423,0 +1424,0 +1426,0 +1427,0 +1428,0 +1430,0 +1434,0 +1435,0 +1437,0 +1438,0 +1442,0 +1446,0 +1451,0 +1457,0 +1461,0 +1462,0 +1465,0 +1468,0 +1469,0 +1471,0 +1476,0 +1478,0 +1481,0 +1489,0 +1490,0 +1492,0 +1496,0 +1512,0 +1516,0 +1517,0 +1528,0 +1529,0 +1536,0 +1539,0 +1541,0 +1542,0 +1548,0 +1550,0 +1551,0 +1552,0 +1557,0 +1563,0 +1564,0 +1565,0 +1566,0 +1571,0 +1578,0 +1581,0 +1583,0 +1584,0 +1586,0 +1589,0 +1592,0 +1598,0 +1606,0 +1612,0 +1616,0 +1620,0 +1624,0 +1629,0 +1630,0 +1635,0 +1640,0 +1641,0 +1642,0 +1651,0 +1655,0 +1656,0 +1659,0 +1664,0 +1667,0 +1668,0 +1674,0 +1678,0 +1680,0 +1681,0 +1682,0 +1685,0 +1695,0 +1696,0 +1697,0 +1704,0 +1708,0 +1711,0 +1713,0 +1714,0 +1717,0 +1729,0 +1730,0 +1732,0 +1734,0 +1736,0 +1738,0 +1742,0 +1743,0 +1746,0 +1748,0 +1749,0 +1751,0 +1758,0 +1764,0 +1765,0 +1777,0 +1778,0 +1781,0 +1782,0 +1783,0 +1785,0 +1788,0 +1793,0 +1794,0 +1795,0 +1797,0 +1800,0 +1801,0 +1805,0 +1806,0 +1819,0 +1820,0 +1825,0 +1828,0 +1829,0 +1830,0 +1839,0 +1843,0 +1844,0 +1846,0 +1849,0 +1850,0 +1854,0 +1855,0 +1858,0 +1859,0 +1862,0 +1867,0 +1868,0 +1871,0 +1872,0 +1874,0 +1876,0 +1879,0 +1884,0 +1891,0 +1894,0 +1896,0 +1902,0 +1903,0 +1904,0 +1906,0 +1907,0 +1912,0 +1913,0 +1923,0 +1926,0 +1928,0 +1930,0 +1931,0 +1934,0 +1936,0 +1944,0 +1946,0 +1947,0 +1958,0 +1964,0 +1970,0 +1974,0 +1977,0 +1978,0 +1982,0 +1984,0 +1988,0 +1993,0 +1997,0 +1998,0 +2002,0 +2004,0 +2005,0 +2008,0 +2011,0 +2013,0 +2018,0 +2021,0 +2025,0 +2029,0 +2030,0 +2032,0 +2037,0 +2041,0 +2044,0 +2048,0 +2052,0 +2053,0 +2054,0 +2062,0 +2065,0 +2066,0 +2072,0 +2079,0 +2080,0 +2085,0 +2088,0 +2090,0 +2092,0 +2093,0 +2101,0 +2104,0 +2105,0 +2106,0 +2107,0 +2120,0 +2124,0 +2127,0 +2130,0 +2132,0 +2135,0 +2137,0 +2140,0 +2143,0 +2147,0 +2151,0 +2152,0 +2155,0 +2156,0 +2162,0 +2165,0 +2166,0 +2167,0 +2168,0 +2170,0 +2178,0 +2180,0 +2182,0 +2184,0 +2185,0 +2187,0 +2196,0 +2197,0 +2199,0 +2200,0 +2201,0 +2202,0 +2206,0 +2208,0 +2218,0 +2223,0 +2224,0 +2226,0 +2228,0 +2232,0 +2234,0 +2243,0 +2247,0 +2249,0 +2252,0 +2253,0 +2259,0 +2261,0 +2264,0 +2268,0 +2269,0 +2270,0 +2276,0 +2283,0 +2287,0 +2290,0 +2291,0 +2293,0 +2295,0 +2302,0 +2305,0 +2310,0 +2313,0 +2316,0 +2320,0 +2322,0 +2323,0 +2326,0 +2328,0 +2331,0 +2335,0 +2338,0 +2343,0 +2344,0 +2345,0 +2353,0 +2355,0 +2357,0 +2360,0 +2365,0 +2369,0 +2371,0 +2378,0 +2380,0 +2381,0 +2383,0 +2384,0 +2392,0 +2393,0 +2401,0 +2403,0 +2404,0 +2405,0 +2407,0 +2411,0 +2424,0 +2426,0 +2431,0 +2433,0 +2434,0 +2436,0 +2439,0 +2444,0 +2447,0 +2448,0 +2449,0 +2450,0 +2461,0 +2469,0 +2472,0 +2473,0 +2474,0 +2477,0 +2481,0 +2484,0 +2495,0 +2503,0 +2509,0 +2511,0 +2518,0 +2522,0 +2525,0 +2526,0 +2529,0 +2533,0 +2549,0 +2551,0 +2558,0 +2562,0 +2563,0 +2567,0 +2574,0 +2577,0 +2578,0 +2580,0 +2581,0 +2583,0 +2584,0 +2586,0 +2589,0 +2595,0 +2596,0 +2600,0 +2601,0 +2607,0 +2610,0 +2613,0 +2615,0 +2618,0 +2620,0 +2623,0 +2626,0 +2630,0 +2634,0 +2636,0 +2638,0 +2639,0 +2646,0 +2650,0 +2652,0 +2653,0 +2654,0 +2662,0 +2665,0 +2669,0 +2674,0 +2678,0 +2681,0 +2685,0 +2686,0 +2690,0 +2697,0 +2699,0 +2704,0 +2705,0 +2710,0 +2712,0 +2713,0 +2716,0 +2717,0 +2718,0 +2721,0 +2722,0 +2735,0 +2737,0 +2738,0 +2742,0 +2745,0 +2746,0 +2747,0 +2750,0 +2751,0 +2754,0 +2762,0 +2764,0 +2772,0 +2775,0 +2776,0 +2779,0 +2781,0 +2789,0 +2790,0 +2791,0 +2798,0 +2800,0 +2804,0 +2805,0 +2806,0 +2809,0 +2810,0 +2812,0 +2814,0 +2816,0 +2818,0 +2823,0 +2824,0 +2834,0 +2837,0 +2840,0 +2845,0 +2847,0 +2848,0 +2850,0 +2859,0 +2862,0 +2868,0 +2874,0 +2876,0 +2892,0 +2894,0 +2897,0 +2901,0 +2903,0 +2904,0 +2906,0 +2914,0 +2918,0 +2919,0 +2923,0 +2926,0 +2928,0 +2930,0 +2938,0 +2940,0 +2949,0 +2951,0 +2958,0 +2961,0 +2962,0 +2964,0 +2966,0 +2967,0 +2968,0 +2972,0 +2977,0 +2978,0 +2979,0 +2981,0 +2985,0 +2986,0 +2989,0 +2994,0 +2996,0 +2997,0 +2999,0 +3002,0 +3007,0 +3008,0 +3017,0 +3020,0 +3024,0 +3028,0 +3031,0 +3032,0 +3033,0 +3035,0 +3040,0 +3041,0 +3046,0 +3050,0 +3063,0 +3065,0 +3067,0 +3069,0 +3076,0 +3078,0 +3081,0 +3087,0 +3088,0 +3094,0 +3096,0 +3098,0 +3103,0 +3110,0 +3113,0 +3121,0 +3127,0 +3128,0 +3129,0 +3135,0 +3143,0 +3146,0 +3148,0 +3149,0 +3151,0 +3156,0 +3160,0 +3164,0 +3169,0 +3178,0 +3187,0 +3194,0 +3202,0 +3203,0 +3204,0 +3206,0 +3207,0 +3208,0 +3209,0 +3213,0 +3214,0 +3215,0 +3220,0 +3223,0 +3224,0 +3226,0 +3228,0 +3230,0 +3232,0 +3233,0 +3234,0 +3238,0 +3246,0 +3247,0 +3250,0 +3251,0 +3254,0 +3257,0 +3258,0 +3261,0 +3267,0 +3268,0 +3269,0 +3271,0 +3272,0 +3273,0 +3279,0 +3290,0 +3291,0 +3293,0 +3294,0 +3298,0 +3305,0 +3306,0 +3307,0 +3310,0 +3313,0 +3314,0 +3315,0 +3316,0 +3321,0 +3325,0 +3326,0 +3327,0 +3330,0 +3331,0 +3332,0 +3333,0 +3343,0 +3344,0 +3348,0 +3349,0 +3350,0 +3352,0 +3353,0 +3354,0 +3358,0 +3360,0 +3366,0 +3371,0 +3374,0 +3375,0 +3378,0 +3382,0 +3384,0 +3385,0 +3386,0 +3392,0 +3399,0 +3407,0 +3409,0 +3416,0 +3420,0 +3422,0 +3424,0 +3426,0 +3427,0 +3434,0 +3438,0 +3441,0 +3442,0 +3443,0 +3444,0 +3449,0 +3453,0 +3454,0 +3456,0 +3457,0 +3458,0 +3461,0 +3467,0 +3479,0 +3488,0 +3491,0 +3496,0 +3502,0 +3507,0 +3511,0 +3515,0 +3516,0 +3538,0 +3539,0 +3541,0 +3545,0 +3546,0 +3547,0 +3551,0 +3553,0 +3556,0 +3558,0 +3559,0 +3561,0 +3562,0 +3563,0 +3564,0 +3571,0 +3574,0 +3576,0 +3577,0 +3579,0 +3580,0 +3586,0 +3590,0 +3599,0 +3600,0 +3601,0 +3605,0 +3606,0 +3612,0 +3614,0 +3615,0 +3616,0 +3620,0 +3622,0 +3624,0 +3630,0 +3644,0 +3649,0 +3651,0 +3654,0 +3665,0 +3668,0 +3671,0 +3672,0 +3673,0 +3677,0 +3678,0 +3687,0 +3688,0 +3693,0 +3698,0 +3699,0 +3701,0 +3703,0 +3706,0 +3707,0 +3709,0 +3711,0 +3714,0 +3716,0 +3720,0 +3728,0 +3731,0 +3732,0 +3733,0 +3734,0 +3740,0 +3746,0 +3749,0 +3751,0 +3755,0 +3757,0 +3762,0 +3767,0 +3769,0 +3779,0 +3781,0 +3782,0 +3783,0 +3784,0 +3790,0 +3791,0 +3792,0 +3794,0 +3799,0 +3801,0 +3804,0 +3808,0 +3809,0 +3811,0 +3813,0 +3817,0 +3818,0 +3823,0 +3843,0 +3844,0 +3846,0 +3847,0 +3852,0 +3854,0 +3856,0 +3863,0 +3865,0 +3867,0 +3871,0 +3872,0 +3878,0 +3880,0 +3881,0 +3882,0 +3883,0 +3884,0 +3885,0 +3886,0 +3890,0 +3891,0 +3898,0 +3902,0 +3909,0 +3910,0 +3912,0 +3915,0 +3918,0 +3920,0 +3925,0 +3928,0 +3929,0 +3930,0 +3931,0 +3934,0 +3939,0 +3941,0 +3942,0 +3943,0 +3946,0 +3963,0 +3965,0 +3966,0 +3971,0 +3972,0 +3974,0 +3976,0 +3978,0 +3981,0 +3985,0 +3986,0 +3987,0 +3988,0 +3991,0 +3999,0 +4001,0 +4002,0 +4004,0 +4007,0 +4009,0 +4013,0 +4015,0 +4016,0 +4023,0 +4031,0 +4035,0 +4036,0 +4037,0 +4040,0 +4048,0 +4053,0 +4056,0 +4059,0 +4066,0 +4067,0 +4069,0 +4070,0 +4071,0 +4073,0 +4074,0 +4075,0 +4082,0 +4090,0 +4099,0 +4102,0 +4106,0 +4109,0 +4110,0 +4115,0 +4118,0 +4120,0 +4125,0 +4126,0 +4130,0 +4134,0 +4136,0 +4137,0 +4144,0 +4148,0 +4151,0 +4155,0 +4162,0 +4165,0 +4169,0 +4174,0 +4179,0 +4185,0 +4186,0 +4187,0 +4188,0 +4190,0 +4192,0 +4193,0 +4194,0 +4195,0 +4196,0 +4207,0 +4208,0 +4215,0 +4217,0 +4222,0 +4223,0 +4226,0 +4228,0 +4229,0 +4231,0 +4234,0 +4236,0 +4249,0 +4254,0 +4258,0 +4259,0 +4263,0 +4267,0 +4277,0 +4278,0 +4280,0 +4283,0 +4285,0 +4286,0 +4287,0 +4290,0 +4291,0 +4294,0 +4302,0 +4308,0 +4310,0 +4311,0 +4315,0 +4316,0 +4319,0 +4331,0 +4338,0 +4339,0 +4340,0 +4344,0 +4346,0 +4347,0 +4360,0 +4364,0 +4367,0 +4369,0 +4370,0 +4371,0 +4380,0 +4386,0 +4389,0 +4390,0 +4394,0 +4399,0 +4400,0 +4404,0 +4409,0 +4414,0 +4417,0 +4418,0 +4419,0 +4420,0 +4422,0 +4429,0 +4431,0 +4433,0 +4434,0 +4439,0 +4443,0 +4446,0 +4447,0 +4453,0 +4460,0 +4461,0 +4462,0 +4467,0 +4469,0 +4473,0 +4474,0 +4475,0 +4477,0 +4481,0 +4483,0 +4484,0 +4485,0 +4495,0 +4497,0 +4500,0 +4501,0 +4502,0 +4505,0 +4506,0 +4510,0 +4512,0 +4513,0 +4532,0 +4535,0 +4536,0 +4540,0 +4545,0 +4552,0 +4554,0 +4555,0 +4558,0 +4559,0 +4560,0 +4566,0 +4570,0 +4572,0 +4574,0 +4581,0 +4583,0 +4586,0 +4591,0 +4594,0 +4603,0 +4605,0 +4612,0 +4613,0 +4615,0 +4618,0 +4621,0 +4623,0 +4626,0 +4629,0 +4633,0 +4636,0 +4638,0 +4640,0 +4643,0 +4645,0 +4647,0 +4648,0 +4651,0 +4652,0 +4653,0 +4654,0 +4660,0 +4662,0 +4663,0 +4665,0 +4668,0 +4676,0 +4683,0 +4685,0 +4686,0 +4701,0 +4718,0 +4721,0 +4727,0 +4728,0 +4733,0 +4741,0 +4743,0 +4746,0 +4751,0 +4756,0 +4761,0 +4763,0 +4764,0 +4767,0 +4772,0 +4776,0 +4780,0 +4781,0 +4792,0 +4796,0 +4801,0 +4804,0 +4805,0 +4806,0 +4811,0 +4815,0 +4816,0 +4817,0 +4818,0 +4822,0 +4824,0 +4827,0 +4837,0 +4838,0 +4839,0 +4841,0 +4851,0 +4855,0 +4861,0 +4862,0 +4863,0 +4865,0 +4871,0 +4873,0 +4880,0 +4885,0 +4886,0 +4902,0 +4904,0 +4907,0 +4916,0 +4921,0 +4925,0 +4927,0 +4928,0 +4930,0 +4932,0 +4933,0 +4937,0 +4939,0 +4941,0 +4942,0 +4947,0 +4949,0 +4950,0 +4956,0 +4960,0 +4963,0 +4965,0 +4976,0 +4977,0 +4987,0 +4991,0 +4994,0 +4999,0 +5003,0 +5006,0 +5009,0 +5011,0 +5012,0 +5014,0 +5020,0 +5021,0 +5023,0 +5026,0 +5030,0 +5031,0 +5036,0 +5042,0 +5045,0 +5048,0 +5051,0 +5053,0 +5054,0 +5057,0 +5058,0 +5066,0 +5070,0 +5077,0 +5081,0 +5084,0 +5086,0 +5090,0 +5091,0 +5093,0 +5100,0 +5108,0 +5111,0 +5112,0 +5118,0 +5121,0 +5123,0 +5129,0 +5133,0 +5143,0 +5147,0 +5151,0 +5156,0 +5158,0 +5161,0 +5163,0 +5167,0 +5173,0 +5205,0 +5214,0 +5215,0 +5216,0 +5217,0 +5225,0 +5237,0 +5239,0 +5240,0 +5241,0 +5246,0 +5250,0 +5253,0 +5258,0 +5261,0 +5268,0 +5275,0 +5277,0 +5279,0 +5288,0 +5289,0 +5294,0 +5303,0 +5307,0 +5311,0 +5312,0 +5314,0 +5318,0 +5327,0 +5329,0 +5333,0 +5334,0 +5340,0 +5348,0 +5358,0 +5360,0 +5361,0 +5363,0 +5364,0 +5369,0 +5370,0 +5374,0 +5376,0 +5388,0 +5390,0 +5393,0 +5394,0 +5395,0 +5398,0 +5399,0 +5401,0 +5402,0 +5405,0 +5414,0 +5415,0 +5419,0 +5421,0 +5422,0 +5424,0 +5427,0 +5429,0 +5431,0 +5433,0 +5434,0 +5435,0 +5436,0 +5438,0 +5440,0 +5441,0 +5447,0 +5451,0 +5453,0 +5456,0 +5457,0 +5463,0 +5464,0 +5470,0 +5472,0 +5474,0 +5478,0 +5483,0 +5490,0 +5500,0 +5504,0 +5508,0 +5511,0 +5512,0 +5513,0 +5516,0 +5523,0 +5527,0 +5530,0 +5533,0 +5536,0 +5537,0 +5542,0 +5543,0 +5546,0 +5549,0 +5550,0 +5551,0 +5562,0 +5566,0 +5568,0 +5571,0 +5572,0 +5574,0 +5583,0 +5585,0 +5591,0 +5596,0 +5597,0 +5601,0 +5606,0 +5607,0 +5610,0 +5615,0 +5616,0 +5623,0 +5630,0 +5636,0 +5637,0 +5639,0 +5640,0 +5643,0 +5648,0 +5649,0 +5660,0 +5666,0 +5667,0 +5678,0 +5679,0 +5681,0 +5682,0 +5691,0 +5696,0 +5697,0 +5700,0 +5701,0 +5702,0 +5708,0 +5709,0 +5718,0 +5723,0 +5725,0 +5728,0 +5731,0 +5735,0 +5737,0 +5738,0 +5742,0 +5747,0 +5749,0 +5750,0 +5755,0 +5756,0 +5761,0 +5762,0 +5767,0 +5768,0 +5770,0 +5773,0 +5774,0 +5779,0 +5782,0 +5785,0 +5786,0 +5787,0 +5788,0 +5796,0 +5802,0 +5806,0 +5809,0 +5810,0 +5811,0 +5813,0 +5820,0 +5823,0 +5830,0 +5831,0 +5838,0 +5839,0 +5844,0 +5846,0 +5851,0 +5852,0 +5857,0 +5859,0 +5860,0 +5862,0 +5865,0 +5866,0 +5871,0 +5872,0 +5877,0 +5878,0 +5879,0 +5880,0 +5895,0 +5897,0 +5910,0 +5914,0 +5915,0 +5917,0 +5924,0 +5926,0 +5931,0 +5936,0 +5940,0 +5941,0 +5945,0 +5946,0 +5948,0 +5951,0 +5967,0 +5968,0 +5969,0 +5970,0 +5971,0 +5973,0 +5976,0 +5977,0 +5984,0 +5986,0 +5993,0 +5994,0 +6005,0 +6006,0 +6008,0 +6010,0 +6011,0 +6014,0 +6016,0 +6018,0 +6021,0 +6025,0 +6028,0 +6029,0 +6035,0 +6040,0 +6042,0 +6044,0 +6046,0 +6052,0 +6054,0 +6062,0 +6063,0 +6067,0 +6068,0 +6077,0 +6079,0 +6080,0 +6081,0 +6082,0 +6089,0 +6095,0 +6101,0 +6107,0 +6114,0 +6117,0 +6121,0 +6122,0 +6124,0 +6129,0 +6131,0 +6136,0 +6139,0 +6142,0 +6143,0 +6144,0 +6149,0 +6155,0 +6157,0 +6158,0 +6161,0 +6168,0 +6172,0 +6176,0 +6177,0 +6179,0 +6180,0 +6182,0 +6186,0 +6189,0 +6190,0 +6194,0 +6204,0 +6205,0 +6209,0 +6210,0 +6212,0 +6214,0 +6221,0 +6225,0 +6228,0 +6229,0 +6231,0 +6235,0 +6236,0 +6237,0 +6238,0 +6239,0 +6242,0 +6249,0 +6250,0 +6251,0 +6252,0 +6260,0 +6264,0 +6266,0 +6270,0 +6275,0 +6279,0 +6280,0 +6284,0 +6285,0 +6286,0 +6287,0 +6288,0 +6289,0 +6290,0 +6291,0 +6295,0 +6298,0 +6307,0 +6308,0 +6309,0 +6313,0 +6316,0 +6319,0 +6321,0 +6324,0 +6327,0 +6333,0 +6351,0 +6352,0 +6353,0 +6357,0 +6359,0 +6360,0 +6364,0 +6367,0 +6368,0 +6377,0 +6378,0 +6379,0 +6381,0 +6390,0 +6401,0 +6408,0 +6409,0 +6411,0 +6419,0 +6424,0 +6426,0 +6428,0 +6431,0 +6432,0 +6433,0 +6435,0 +6437,0 +6439,0 +6442,0 +6444,0 +6447,0 +6456,0 +6457,0 +6460,0 +6468,0 +6471,0 +6475,0 +6476,0 +6479,0 +6483,0 +6487,0 +6488,0 +6489,0 +6496,0 +6498,0 +6502,0 +6503,0 +6507,0 +6508,0 +6509,0 +6517,0 +6521,0 +6522,0 +6524,0 +6526,0 +6531,0 +6533,0 +6538,0 +6539,0 +6544,0 +6557,0 +6558,0 +6562,0 +6563,0 +6564,0 +6574,0 +6578,0 +6581,0 +6584,0 +6587,0 +6589,0 +6590,0 +6592,0 +6595,0 +6599,0 +6600,0 +6606,0 +6609,0 +6612,0 +6615,0 +6618,0 +6620,0 +6623,0 +6633,0 +6639,0 +6640,0 +6641,0 +6645,0 +6650,0 +6651,0 +6652,0 +6657,0 +6659,0 +6666,0 +6671,0 +6673,0 +6674,0 +6677,0 +6680,0 +6684,0 +6685,0 +6691,0 +6692,0 +6696,0 +6698,0 +6704,0 +6705,0 +6710,0 +6713,0 +6715,0 +6717,0 +6718,0 +6720,0 +6728,0 +6732,0 +6733,0 +6739,0 +6740,0 +6741,0 +6743,0 +6747,0 +6750,0 +6752,0 +6753,0 +6755,0 +6761,0 +6763,0 +6768,0 +6770,0 +6771,0 +6777,0 +6778,0 +6780,0 +6782,0 +6786,0 +6791,0 +6797,0 +6798,0 +6803,0 +6805,0 +6812,0 +6816,0 +6818,0 +6822,0 +6825,0 +6826,0 +6827,0 +6829,0 +6831,0 +6836,0 +6838,0 +6840,0 +6842,0 +6846,0 +6851,0 +6853,0 +6856,0 +6859,0 +6865,0 +6866,0 +6868,0 +6869,0 +6871,0 +6873,0 +6886,0 +6887,0 +6888,0 +6889,0 +6891,0 +6894,0 +6895,0 +6899,0 +6901,0 +6902,0 +6904,0 +6906,0 +6922,0 +6923,0 +6924,0 +6927,0 +6934,0 +6938,0 +6941,0 +6942,0 +6944,0 +6947,0 +6952,0 +6957,0 +6958,0 +6964,0 +6968,0 +6969,0 +6976,0 +6982,0 +6986,0 +6987,0 +6989,0 +6991,0 +6993,0 +6995,0 +6997,0 +7000,0 +7003,0 +7004,0 +7007,0 +7011,0 +7014,0 +7016,0 +7017,0 +7020,0 +7022,0 +7028,0 +7033,0 +7034,0 +7035,0 +7038,0 +7040,0 +7041,0 +7042,0 +7045,0 +7049,0 +7055,0 +7057,0 +7062,0 +7064,0 +7066,0 +7067,0 +7072,0 +7079,0 +7082,0 +7083,0 +7084,0 +7085,0 +7087,0 +7090,0 +7094,0 +7096,0 +7099,0 +7100,0 +7101,0 +7102,0 +7103,0 +7107,0 +7110,0 +7113,0 +7117,0 +7119,0 +7123,0 +7127,0 +7133,0 +7139,0 +7143,0 +7145,0 +7151,0 +7152,0 +7153,0 +7156,0 +7162,0 +7170,0 +7172,0 +7177,0 +7181,0 +7182,0 +7189,0 +7190,0 +7200,0 +7207,0 +7209,0 +7212,0 +7216,0 +7217,0 +7219,0 +7220,0 +7222,0 +7225,0 +7233,0 +7237,0 +7238,0 +7239,0 +7240,0 +7243,0 +7245,0 +7246,0 +7249,0 +7257,0 +7258,0 +7259,0 +7262,0 +7263,0 +7269,0 +7271,0 +7273,0 +7276,0 +7279,0 +7282,0 +7284,0 +7293,0 +7298,0 +7303,0 +7304,0 +7305,0 +7308,0 +7313,0 +7314,0 +7321,0 +7322,0 +7327,0 +7333,0 +7336,0 +7339,0 +7341,0 +7346,0 +7347,0 +7349,0 +7351,0 +7353,0 +7363,0 +7364,0 +7368,0 +7370,0 +7375,0 +7376,0 +7379,0 +7382,0 +7384,0 +7385,0 +7387,0 +7388,0 +7389,0 +7394,0 +7396,0 +7398,0 +7399,0 +7401,0 +7404,0 +7406,0 +7409,0 +7411,0 +7417,0 +7420,0 +7422,0 +7423,0 +7427,0 +7429,0 +7432,0 +7435,0 +7436,0 +7440,0 +7441,0 +7445,0 +7448,0 +7449,0 +7450,0 +7454,0 +7455,0 +7460,0 +7462,0 +7464,0 +7466,0 +7468,0 +7469,0 +7471,0 +7472,0 +7483,0 +7484,0 +7485,0 +7486,0 +7487,0 +7489,0 +7492,0 +7495,0 +7499,0 +7500,0 +7506,0 +7508,0 +7509,0 +7511,0 +7516,0 +7524,0 +7538,0 +7539,0 +7541,0 +7546,0 +7549,0 +7562,0 +7564,0 +7567,0 +7572,0 +7574,0 +7575,0 +7586,0 +7592,0 +7596,0 +7597,0 +7599,0 +7606,0 +7615,0 +7618,0 +7620,0 +7624,0 +7625,0 +7629,0 +7632,0 +7636,0 +7637,0 +7646,0 +7655,0 +7658,0 +7660,0 +7664,0 +7665,0 +7666,0 +7667,0 +7673,0 +7676,0 +7682,0 +7684,0 +7690,0 +7697,0 +7700,0 +7704,0 +7705,0 +7706,0 +7708,0 +7709,0 +7710,0 +7713,0 +7716,0 +7726,0 +7729,0 +7730,0 +7732,0 +7734,0 +7740,0 +7741,0 +7745,0 +7757,0 +7762,0 +7770,0 +7776,0 +7777,0 +7778,0 +7779,0 +7782,0 +7786,0 +7791,0 +7792,0 +7794,0 +7795,0 +7796,0 +7798,0 +7805,0 +7806,0 +7808,0 +7811,0 +7814,0 +7819,0 +7820,0 +7825,0 +7829,0 +7834,0 +7836,0 +7838,0 +7841,0 +7845,0 +7846,0 +7853,0 +7856,0 +7858,0 +7859,0 +7866,0 +7875,0 +7879,0 +7884,0 +7886,0 +7890,0 +7892,0 +7896,0 +7899,0 +7900,0 +7901,0 +7904,0 +7911,0 +7917,0 +7919,0 +7920,0 +7921,0 +7922,0 +7925,0 +7927,0 +7928,0 +7931,0 +7942,0 +7946,0 +7947,0 +7948,0 +7951,0 +7956,0 +7961,0 +7964,0 +7966,0 +7967,0 +7974,0 +7975,0 +7979,0 +7985,0 +7986,0 +7993,0 +7995,0 +7997,0 +7998,0 +8004,0 +8007,0 +8011,0 +8014,0 +8022,0 +8027,0 +8033,0 +8041,0 +8042,0 +8046,0 +8048,0 +8050,0 +8051,0 +8052,0 +8053,0 +8054,0 +8059,0 +8063,0 +8072,0 +8075,0 +8076,0 +8077,0 +8078,0 +8080,0 +8082,0 +8086,0 +8090,0 +8092,0 +8093,0 +8099,0 +8104,0 +8107,0 +8108,0 +8114,0 +8115,0 +8117,0 +8123,0 +8124,0 +8127,0 +8132,0 +8134,0 +8139,0 +8145,0 +8148,0 +8151,0 +8152,0 +8153,0 +8157,0 +8160,0 +8166,0 +8167,0 +8173,0 +8174,0 +8178,0 +8179,0 +8185,0 +8186,0 +8192,0 +8193,0 +8194,0 +8197,0 +8198,0 +8199,0 +8200,0 +8206,0 +8207,0 +8220,0 +8222,0 +8227,0 +8228,0 +8229,0 +8230,0 +8233,0 +8248,0 +8249,0 +8255,0 +8260,0 +8263,0 +8265,0 +8268,0 +8269,0 +8272,0 +8273,0 +8275,0 +8277,0 +8281,0 +8282,0 +8290,0 +8293,0 +8299,0 +8302,0 +8303,0 +8305,0 +8306,0 +8307,0 +8308,0 +8313,0 +8316,0 +8319,0 +8322,0 +8323,0 +8325,0 +8326,0 +8327,0 +8328,0 +8331,0 +8333,0 +8336,0 +8338,0 +8340,0 +8342,0 +8343,0 +8353,0 +8354,0 +8357,0 +8358,0 +8359,0 +8373,0 +8376,0 +8379,0 +8380,0 +8381,0 +8384,0 +8395,0 +8398,0 +8403,0 +8407,0 +8413,0 +8417,0 +8420,0 +8421,0 +8424,0 +8426,0 +8427,0 +8438,0 +8439,0 +8442,0 +8449,0 +8456,0 +8460,0 +8462,0 +8465,0 +8466,0 +8467,0 +8469,0 +8470,0 +8474,0 +8479,0 +8481,0 +8482,0 +8485,0 +8488,0 +8492,0 +8493,0 +8495,0 +8499,0 +8501,0 +8519,0 +8521,0 +8525,0 +8527,0 +8529,0 +8532,0 +8534,0 +8535,0 +8537,0 +8544,0 +8548,0 +8549,0 +8552,0 +8554,0 +8563,0 +8564,0 +8565,0 +8566,0 +8568,0 +8569,0 +8573,0 +8583,0 +8588,0 +8590,0 +8592,0 +8593,0 +8594,0 +8597,0 +8600,0 +8601,0 +8602,0 +8603,0 +8604,0 +8605,0 +8611,0 +8614,0 +8616,0 +8617,0 +8619,0 +8626,0 +8629,0 +8630,0 +8632,0 +8634,0 +8641,0 +8645,0 +8649,0 +8652,0 +8666,0 +8671,0 +8672,0 +8675,0 +8678,0 +8679,0 +8682,0 +8687,0 +8701,0 +8703,0 +8707,0 +8713,0 +8716,0 +8719,0 +8725,0 +8730,0 +8731,0 +8748,0 +8749,0 +8756,0 +8764,0 +8765,0 +8769,0 +8771,0 +8772,0 +8773,0 +8779,0 +8792,0 +8794,0 +8796,0 +8798,0 +8803,0 +8807,0 +8809,0 +8811,0 +8813,0 +8814,0 +8818,0 +8819,0 +8820,0 +8821,0 +8822,0 +8824,0 +8826,0 +8827,0 +8828,0 +8833,0 +8834,0 +8845,0 +8847,0 +8849,0 +8861,0 +8867,0 +8868,0 +8870,0 +8873,0 +8874,0 +8876,0 +8877,0 +8879,0 +8882,0 +8884,0 +8889,0 +8891,0 +8894,0 +8895,0 +8897,0 +8898,0 +8901,0 +8904,0 +8909,0 +8910,0 +8911,0 +8915,0 +8917,0 +8918,0 +8919,0 +8922,0 +8925,0 +8928,0 +8929,0 +8930,0 +8932,0 +8937,0 +8940,0 +8943,0 +8950,0 +8951,0 +8954,0 +8958,0 +8960,0 +8964,0 +8975,0 +8977,0 +8981,0 +8982,0 +8984,0 +8988,0 +8990,0 +8991,0 +8995,0 +8997,0 +9003,0 +9004,0 +9010,0 +9011,0 +9013,0 +9014,0 +9015,0 +9017,0 +9019,0 +9021,0 +9024,0 +9032,0 +9035,0 +9036,0 +9037,0 +9043,0 +9046,0 +9048,0 +9049,0 +9050,0 +9056,0 +9063,0 +9065,0 +9066,0 +9068,0 +9069,0 +9070,0 +9073,0 +9076,0 +9091,0 +9092,0 +9104,0 +9105,0 +9108,0 +9111,0 +9115,0 +9117,0 +9122,0 +9125,0 +9127,0 +9129,0 +9133,0 +9136,0 +9138,0 +9140,0 +9147,0 +9150,0 +9152,0 +9153,0 +9155,0 +9158,0 +9160,0 +9163,0 +9165,0 +9167,0 +9168,0 +9170,0 +9176,0 +9178,0 +9184,0 +9186,0 +9188,0 +9189,0 +9190,0 +9196,0 +9198,0 +9199,0 +9200,0 +9201,0 +9202,0 +9204,0 +9205,0 +9213,0 +9214,0 +9224,0 +9227,0 +9228,0 +9229,0 +9234,0 +9236,0 +9241,0 +9243,0 +9245,0 +9256,0 +9258,0 +9261,0 +9274,0 +9279,0 +9282,0 +9284,0 +9285,0 +9291,0 +9295,0 +9299,0 +9302,0 +9304,0 +9305,0 +9306,0 +9310,0 +9312,0 +9316,0 +9318,0 +9323,0 +9326,0 +9327,0 +9328,0 +9331,0 +9335,0 +9336,0 +9340,0 +9349,0 +9352,0 +9353,0 +9354,0 +9356,0 +9357,0 +9358,0 +9359,0 +9364,0 +9366,0 +9369,0 +9370,0 +9379,0 +9381,0 +9383,0 +9389,0 +9390,0 +9392,0 +9394,0 +9398,0 +9399,0 +9400,0 +9407,0 +9409,0 +9412,0 +9413,0 +9415,0 +9419,0 +9423,0 +9424,0 +9426,0 +9427,0 +9428,0 +9429,0 +9433,0 +9437,0 +9440,0 +9442,0 +9443,0 +9444,0 +9447,0 +9459,0 +9461,0 +9462,0 +9464,0 +9473,0 +9475,0 +9476,0 +9477,0 +9478,0 +9479,0 +9483,0 +9487,0 +9494,0 +9497,0 +9498,0 +9506,0 +9512,0 +9514,0 +9515,0 +9516,0 +9517,0 +9518,0 +9521,0 +9523,0 +9527,0 +9528,0 +9530,0 +9532,0 +9534,0 +9535,0 +9536,0 +9543,0 +9544,0 +9545,0 +9546,0 +9549,0 +9558,0 +9560,0 +9561,0 +9570,0 +9573,0 +9578,0 +9584,0 +9587,0 +9588,0 +9599,0 +9601,0 +9604,0 +9614,0 +9615,0 +9621,0 +9622,0 +9623,0 +9624,0 +9626,0 +9628,0 +9630,0 +9631,0 +9633,0 +9635,0 +9637,0 +9641,0 +9647,0 +9648,0 +9649,0 +9658,0 +9662,0 +9668,0 +9671,0 +9676,0 +9677,0 +9679,0 +9682,0 +9685,0 +9689,0 +9692,0 +9693,0 +9694,0 +9696,0 +9700,0 +9711,0 +9713,0 +9720,0 +9721,0 +9725,0 +9726,0 +9727,0 +9735,0 +9740,0 +9742,0 +9743,0 +9747,0 +9748,0 +9751,0 +9758,0 +9767,0 +9768,0 +9773,0 +9777,0 +9781,0 +9784,0 +9786,0 +9789,0 +9792,0 +9793,0 +9798,0 +9799,0 +9802,0 +9803,0 +9804,0 +9805,0 +9807,0 +9809,0 +9811,0 +9814,0 +9817,0 +9821,0 +9824,0 +9825,0 +9827,0 +9839,0 +9840,0 +9843,0 +9844,0 +9845,0 +9847,0 +9848,0 +9851,0 +9852,0 +9855,0 +9856,0 +9863,0 +9867,0 +9871,0 +9876,0 +9879,0 +9882,0 +9891,0 +9892,0 +9893,0 +9895,0 +9899,0 +9900,0 +9902,0 +9903,0 +9904,0 +9908,0 +9913,0 +9914,0 +9917,0 +9922,0 +9924,0 +9926,0 +9927,0 +9928,0 +9929,0 +9936,0 +9939,0 +9947,0 +9951,0 +9954,0 +9956,0 +9957,0 +9959,0 +9962,0 +9964,0 +9966,0 +9968,0 +9969,0 +9970,0 +9975,0 +9977,0 +9981,0 +9993,0 +9996,0 +9997,0 +9999,0 +10002,0 +10007,0 +10015,0 +10019,0 +10022,0 +10024,0 +10026,0 +10033,0 +10043,0 +10046,0 +10051,0 +10053,0 +10062,0 +10063,0 +10065,0 +10068,0 +10078,0 +10086,0 +10094,0 +10095,0 +10096,0 +10097,0 +10103,0 +10104,0 +10108,0 +10122,0 +10123,0 +10128,0 +10131,0 +10133,0 +10134,0 +10135,0 +10145,0 +10148,0 +10154,0 +10155,0 +10158,0 +10160,0 +10161,0 +10162,0 +10165,0 +10166,0 +10167,0 +10170,0 +10178,0 +10180,0 +10181,0 +10185,0 +10188,0 +10190,0 +10196,0 +10200,0 +10205,0 +10211,0 +10216,0 +10219,0 +10221,0 +10225,0 +10227,0 +10228,0 +10230,0 +10232,0 +10233,0 +10235,0 +10238,0 +10240,0 +10242,0 +10248,0 +10254,0 +10257,0 +10261,0 +10262,0 +10266,0 +10267,0 +10271,0 +10277,0 +10279,0 +10281,0 +10282,0 +10285,0 +10292,0 +10298,0 +10300,0 +10309,0 +10311,0 +10312,0 +10319,0 +10324,0 +10326,0 +10328,0 +10343,0 +10346,0 +10347,0 +10353,0 +10354,0 +10356,0 +10357,0 +10362,0 +10363,0 +10370,0 +10373,0 +10386,0 +10388,0 +10389,0 +10391,0 +10397,0 +10400,0 +10403,0 +10404,0 +10408,0 +10417,0 +10425,0 +10435,0 +10437,0 +10438,0 +10440,0 +10442,0 +10447,0 +10452,0 +10453,0 +10454,0 +10459,0 +10460,0 +10463,0 +10465,0 +10469,0 +10474,0 +10475,0 +10476,0 +10477,0 +10480,0 +10491,0 +10493,0 +10494,0 +10495,0 +10497,0 +10501,0 +10504,0 +10507,0 +10509,0 +10510,0 +10512,0 +10514,0 +10526,0 +10528,0 +10530,0 +10531,0 +10532,0 +10538,0 +10539,0 +10542,0 +10547,0 +10549,0 +10556,0 +10569,0 +10572,0 +10577,0 +10579,0 +10586,0 +10594,0 +10595,0 +10597,0 +10602,0 +10604,0 +10614,0 +10617,0 +10618,0 +10619,0 +10624,0 +10633,0 +10634,0 +10635,0 +10638,0 +10639,0 +10642,0 +10643,0 +10645,0 +10646,0 +10649,0 +10652,0 +10653,0 +10654,0 +10661,0 +10664,0 +10668,0 +10670,0 +10674,0 +10683,0 +10694,0 +10697,0 +10699,0 +10701,0 +10703,0 +10713,0 +10714,0 +10716,0 +10717,0 +10719,0 +10725,0 +10728,0 +10734,0 +10738,0 +10740,0 +10742,0 +10756,0 +10757,0 +10758,0 +10761,0 +10762,0 +10773,0 +10778,0 +10781,0 +10791,0 +10792,0 +10796,0 +10797,0 +10801,0 +10804,0 +10806,0 +10807,0 +10816,0 +10820,0 +10828,0 +10836,0 +10838,0 +10845,0 +10856,0 +10857,0 +10858,0 +10861,0 +10865,0 +10868,0 +10874,0 +10875,0 diff --git a/week9/test.csv b/week9/test.csv new file mode 100644 index 0000000..e493301 --- /dev/null +++ b/week9/test.csv @@ -0,0 +1,3700 @@ +id,keyword,location,text +0,,,Just happened a terrible car crash +2,,,"Heard about #earthquake is different cities, stay safe everyone." +3,,,"there is a forest fire at spot pond, geese are fleeing across the street, I cannot save them all" +9,,,Apocalypse lighting. #Spokane #wildfires +11,,,Typhoon Soudelor kills 28 in China and Taiwan +12,,,We're shaking...It's an earthquake +21,,,"They'd probably still show more life than Arsenal did yesterday, eh? EH?" +22,,,Hey! How are you? +27,,,What a nice hat? +29,,,Fuck off! +30,,,No I don't like cold! +35,,,NOOOOOOOOO! Don't do that! +42,,,No don't tell me that! +43,,,What if?! +45,,,Awesome! +46,ablaze,London,Birmingham Wholesale Market is ablaze BBC News - Fire breaks out at Birmingham's Wholesale Market http://t.co/irWqCEZWEU +47,ablaze,Niall's place | SAF 12 SQUAD |,@sunkxssedharry will you wear shorts for race ablaze ? +51,ablaze,NIGERIA,#PreviouslyOnDoyinTv: Toke MakinwaÛªs marriage crisis sets Nigerian Twitter ablaze... http://t.co/CMghxBa2XI +58,ablaze,Live On Webcam,Check these out: http://t.co/rOI2NSmEJJ http://t.co/3Tj8ZjiN21 http://t.co/YDUiXEfIpE http://t.co/LxTjc87KLS #nsfw +60,ablaze,"Los Angeles, Califnordia","PSA: IÛªm splitting my personalities. + +?? techies follow @ablaze_co +?? Burners follow @ablaze" +69,ablaze,threeonefive. ,beware world ablaze sierra leone & guap. +70,ablaze,Washington State,Burning Man Ablaze! by Turban Diva http://t.co/hodWosAmWS via @Etsy +72,ablaze,"Whoop Ass, Georgia",Not a diss song. People will take 1 thing and run with it. Smh it's an eye opener though. He is about 2 set the game ablaze @CyhiThePrynce +75,ablaze,India,Rape victim dies as she sets herself ablaze: A 16-year-old girl died of burn injuries as she set herself ablazeÛ_ http://t.co/UK8hNrbOob +84,ablaze,,SETTING MYSELF ABLAZE http://t.co/6vMe7P5XhC +87,ablaze,"scarborough, ontario",@CTVToronto the bins in front of the field by my house wer set ablaze the other day flames went rite up the hydro pole wonder if it was him +88,ablaze,,#nowplaying Alfons - Ablaze 2015 on Puls Radio #pulsradio http://t.co/aA5BJgWfDv +90,ablaze,"121 N La Salle St, Suite 500",'Burning Rahm': Let's hope City Hall builds a giant wooden mayoral effigy 100 feet tall & sets it ablaze. http://t.co/kFo2mksn6Y @John_Kass +94,ablaze,Wandering,@PhilippaEilhart @DhuBlath hurt but her eyes ablaze with insulted anger. +99,accident,"Homewood, PA",Accident cleared in #PaTurnpike on PATP EB between PA-18 and Cranberry slow back to #traffic http://t.co/SL0Oqn0Vyr +101,accident,,Just got to love burning your self on a damn curling wand... I swear someone needs to take it away from me cuase I'm just accident prone. +103,accident,,I hate badging shit in accident +106,accident,USA,#3: Car Recorder ZeroEdgeå¨ Dual-lens Car Camera Vehicle Traffic/Driving History/Accident Camcorder Large Re... http://t.co/kKFaSJv6Cj +108,accident,Massachusetts,Coincidence Or #Curse? Still #Unresolved Secrets From Past http://t.co/7VG8Df9pLE #accident +111,accident,Bexhill,@Traffic_SouthE @roadpol_east Accident on A27 near Lewes is it Kingston Roundabout rather than A283 +115,accident,Anime World,@sakuma_en If you pretend to feel a certain way the feeling can become genuine all by accident. -Hei (Darker than Black) #manga #anime +116,accident,,For Legal and Medical Referral Service @1800_Injured Call us at: 1-800-465-87332 #accident #slipandfall #dogbite +122,accident,"Cowtown, Caliii !!",There's a construction guy working on the Disney store and he has huge gauges in his ears ?? ...that is a bloody accident waiting to happen +123,accident,,@RobynJilllian @WlSDOMTEETHS I feel like I'm going to do it on accident. Teesha is gonna come out?? +124,accident,"All Motorways, UK",On the #M42 northbound between junctions J3 and J3A there are currently delays of 10 mins due to an accident c... http://t.co/LwI3prBa31 +125,accident,"Frankfurt, Germany",@DaveOshry @Soembie So if I say that I met her by accident this week- would you be super jelly Dave? :p +127,accident,"Gresham, OR",ACCIDENT - HIT AND RUN - COLD at 500 BLOCK OF SE VISTA TER GRESHAM OR [Gresham Police #PG15000044357] 10:35 #pdx911 +140,accident,,@Calum5SOS this happened on accident but I like it http://t.co/QHmXuljSX9 +142,accident,Las Vegas ,Please donate and spread the word! A training accident left the pole-vaulter Kira GrÌ_nberg a paraplegic http://t.co/6MpnyCl8PK +147,aftershock,"Midland, Mi",Please like and share our new page for our Indoor Trampoline Park Aftershock opening this fall!! http://t.co/UgXhHErrxS +148,aftershock,"SÌ£o Vicente, SÌ£o Paulo",@bxckylynch foi no ROH Aftershock: Las Vegas procura no pirate bay que tem +150,aftershock,"Vault 101, Fallout","Schoolboy ÛÒ Aftershock (Original Mix) +Excision & Skism ÛÒ SEXisM (Far Too Loud Remix) +Firebeatz Schella ÛÒ Dear New... http://t.co/JQLzUA6YzQ" +152,aftershock,Switzerland,320 [IR] ICEMOON [AFTERSHOCK] | http://t.co/THyzOMVWU0 | @djicemoon | #Dubstep #TrapMusic #DnB #EDM #Dance #IcesÛ_ http://t.co/83jOO0xk29 +154,aftershock,California,'When the aftershock happened (Nepal) we were the last int'l team still there; in a way we were 1st responders.' Chief Collins @LACo_FD +155,aftershock,Europe,320 [IR] ICEMOON [AFTERSHOCK] | http://t.co/gRPeF7yAWG | @djicemoon | #Dubstep #TrapMusic #DnB #EDM #Dance #IcesÛ_ http://t.co/GGmvzT58vE +166,aftershock,304,Stop saying 'I Wish' and start saying 'I Will'. ÛÒ Unknown +167,aftershock,"Davis, CA",I want to go to Aftershock in October because it has all the bands I listen to and #NXT! Can't afford it yet though. #gradschoolapps +169,aftershock,"Detroit, MI",'We are still living in the aftershock of Hiroshima people are still the scars of history.' - Edward Bond http://t.co/engTl5wrGp +177,aftershock,Switzerland,320 [IR] ICEMOON [AFTERSHOCK] | http://t.co/THyzOMVWU0 | @djicemoon | #Dubstep #TrapMusic #DnB #EDM #Dance #IcesÛ_ http://t.co/83jOO0xk29 +179,aftershock,,Aftershock https://t.co/Ecy4U623nO +181,aftershock,304,'There is no victory at bargain basement prices.' Dwight David Eisenhower +186,aftershock,United Kingdom,Bo2 had by far the best competitive maps imo hope bo3 is the same #InVahnWeTrust +188,aftershock,"London, England",Brass and Copper in Cataclysm & AfterShock!!! http://t.co/uxYZyaygTy +189,aftershock,In your hearts and minds,@JadeForMKX You should be happy I don't use Aftershock. That variation counters your play style hard. +192,aftershock,Runcorn,Aftershock https://t.co/38Nhq9moEf +200,airplane%20accident,"Lake Charles, LA",When carelessness leads to an aviation accident the victim has the right to seek compensation for damages. http://t.co/eqAG6rz1vO +202,airplane%20accident,"California, USA",@rewind_music found out about you guys today(regarding the accident on the airplane lol) & became a fan! Sending love & support from Cali~? +206,airplane%20accident,,A girl who died in an airplane accident fifteen years ago +207,airplane%20accident,,@Mintechan Hihow are you? There is Keio line on the stationright? BTW do you know the airplane accident near Chofu airport this week? +214,airplane%20accident,"Eagle Pass, Texas",Mexican airplane accident in Ocampo Coahuila MX on 7/29/25 killed Coahuila government SubSecretariat Francisco Garcia Castells age 42. +217,airplane%20accident,,Horrible Accident Man Died In Wings of AirplaneåÊ(29-07-2015) http://t.co/5ZRKZdhODe +223,airplane%20accident,inland empire ca,@god if an accident were to happen on this airplane idc if the rest of my luggage is completely destroyed just please save my makeup +224,airplane%20accident,Muscat,Horrible Accident Man Died In Wings of Airplane (29-07-2015) http://t.co/hG8u2kR1Rq +227,airplane%20accident,,#UPDATE: Picture from the Penn Twp. airplane accident. http://t.co/6JfgDnZRlC +228,airplane%20accident,New York,"See how a judge ruled in this 2009 accident at #JFK Airport? involving Korean Air?. + +http://t.co/Yh1cGlN3rl http://t.co/6F5ShPKjOB" +230,airplane%20accident,#BlackLivesMatter,@thugIauren I had myself on airplane mode by accident ?? +233,airplane%20accident,USA - Global Online Sales ,36 years ago today baseball lost one of its greats in an airplane accident. RIP Captain. #Yankees @yankees http://t.co/iNKU28vjJj +234,airplane%20accident,,Experts in France begin examining airplane debris found on Reunion Island: French air accident experts on Wedn... http://t.co/miw2i0pQxz +236,airplane%20accident,,#BreakingNews Experts in France begin examining airplane debris found on Reunion Island: French air accident e... http://t.co/3XIcUvlvlJ +239,airplane%20accident,France,Experts in France begin examining airplane debris found on Reunion Island: French air accident experts on Wedn... http://t.co/KuBsM16OuD +250,ambulance,"Istanbul, TÌ_rkiye",Twelve feared killed in Pakistani air ambulance helicopter crash http://t.co/zdsug0UjS7 +255,ambulance,High in Prague with Aya,http://t.co/Q5XTkaKM08 I'M DYING SEND AN AMBULANCE @M__Belly @brightasastar_ +257,ambulance,Happily Married with 2 kids ,AMBULANCE SPRINTER AUTOMATIC FRONTLINE VEHICLE CHOICE OF 14 LEZ COMPLIANT | eBay http://t.co/7X3PDDbT0Z +259,ambulance,born on september 1st,@disneyxrowbrina the ambulance isn't even parked well like its nearly on top of someone's car I'm laughing +275,ambulance,"Atlanta, GA",Shot 12 times. Found dead in cuffs after being involved in a car accident. Officers told ambulance not to treat him. https://t.co/MEUDJwaaNg +278,ambulance,USA ,@margaretcho Call me a fag and I'm going to call you an ambulance :) #RainbowPower +282,ambulance,Worldwide,New Nanotech Device Will Be Able To Target And Destroy Blood Clots http://t.co/MnmyJXQ9go #science +284,ambulance,everywhere,@vballplaya2296 want me to send you some medic supplies from my dad's ambulance? +286,ambulance,World,2 held with heroin in ambulance http://t.co/d9sOwi1G21 http://t.co/OPxmdPIwAu +288,ambulance,,http://t.co/B2FaSrt1tN Twelve feared killed in Pakistani air ambulance helicopter crash http://t.co/O8BJXnEPQm +292,ambulance,"West Chester, PA",Why should a helicopter ambulance ride to transfer to a hospital 21 miles away cost $29800? http://t.co/7ZqIreY7Te http://t.co/9Qp3PqPwZv +295,ambulance,"Chorley, Lancashire, UK",so privileged and proud to wear this uniform.?? #NHS #Ambulance #GayUK #Uniform #Proud #Privileged #WhatsYourEmergency http://t.co/0BkmuhYSFx +300,annihilated,,The bartender at work described a drunk man as annihilated @kdunning1919 @hsnowberger @gabrielasmith29. 16 more days +304,annihilated,San Diego,Cop pulls drunk driver to safety SECONDS before his car is hit by train. http://t.co/cTL5xzIHxAåÊ http://t.co/1kDOZTD9mv via @ViralSpell +305,annihilated,New Orleans,Cop pulls drunk driver to safety SECONDS before his car is hit by train. http://t.co/cSsc8HcsXnåÊ http://t.co/jBlGyLCsAy via @ViralSpell +306,annihilated,"eileenborut,webster, tx",@RosieGray Now in all sincerety do you think the UN would move to Israel if there was a fraction of a chance of being annihilated? +308,annihilated,,@johnboywest The only 'stage' the drama queen can stand on is a drama stage & certainly never the world stage; he would be annihilated. +311,annihilated,,"@_drodrolagi #handplacementgoals +Bro we annihilated that hashtag this week." +317,annihilated,,How do I step outside for 5 seconds and get annihilated by mosquitoes? +319,annihilated,,@jacksfilms #yiayplan well first we strike dreamworks and the minions will be annihilated. +323,annihilated,,'If your nature appropriates it love will burn you until you become annihilated in your beloved...' https://t.co/sMlwjunD09 +324,annihilated,,@NinaHoag - 'if you shred my Psych work our friendship would be annihilated' +325,annihilated,upstate NY,@thehill this is 1 example of y the Conservatives annihilated Burton v Wiimington Prkng Auth while Liberals stood by &have done nothing +326,annihilated,,"Aug 3 1915ÛÓKAISERJAEGERS WIPED OUT.; Francis Joseph's Crack Regiment Annihilated on Carso Plateau. +http://t.co/D1sPSwl66H" +333,annihilated,,They should all die! All of them! Everything annihilated! +339,annihilated,,BROOO HE JUST GOT ANNIHILATED https://t.co/UR7QkqG1wf +342,annihilated,"Salem, MA",@AlbertBreer he was probably annihilated needed his DD +343,annihilated,"Chicago, Illinois",$GMCR no longe rGreen mountain now Red Mountain...stock annihilated after hours +350,annihilation,,Please sign & RT to save #SaltRiverWildHorses http://t.co/GB8ispiaRP http://t.co/Bx0l87iNc8 +351,annihilation,,"Allied Plans for the Annihilation of the German People http://t.co/RUHxGlo18q +http://t.co/HbUpkzWdWq +Louis Nizer - Very interesting..." +357,annihilation,"Yeezy Taught Me , NV",Please share and sign this petition to save wild horses in Arizona. http://t.co/3tsSXPHuFE +359,annihilation,Colorado,U.S National Park Services Tonto National Forest: Stop the Annihilation of the Salt River Wild Horse... https://t.co/lATVr8RZCK via @Change +362,annihilation,United States,NEW! Are souls punished with annihilation? http://t.co/cmNV6VyFCQ +366,annihilation,High Desert,***Latest Updates on the Salt River Wild Horse Round-up*** https://t.co/WJsCdvCevH via @Change +367,annihilation,"Plovdiv, Bulgaria",U.S National Park Services Tonto National Forest: Stop the Annihilation of the Salt River Wild Horse... https://t.co/W5Rhtuey90 via @Change +369,annihilation,California,U.S National Park Services Tonto National Forest: Stop the Annihilation of the Salt River Wild Horse... https://t.co/ZhXua8kmae via @Change +373,annihilation,"Rhode Island, USA",@BosTeenAuthFest Out of the Silent Planet in print and Annihilation on audio. +374,annihilation,,RT SIGN URGENT Stop the Annihilation of the Salt River Wild Horses!!! #savewildhorses #saltriverhorses https://t.co/8AZjFF8eSi +376,annihilation,,@jackienatalydlt I do.... I only get the iced annihilation?? +377,annihilation,U.S.A.,U.S National Park Services Tonto National Forest: Stop the Annihilation of the Salt River Wild Horse... https://t.co/d82wlcP49S via @Change +378,annihilation,Arizona,U.S National Park Services Tonto National Forest: Stop the Annihilation of the Salt River Wild Horse... https://t.co/KAlDycTC4H via @Change +379,annihilation,"Wayne, NJ","@INCIndia under Sonia Gandhi is like Pakistan. Every defeat is treated like a victory.Total annihilation only answer +http://t.co/KtTYiTOw64" +382,annihilation,Chicago,U.S National Park Services Tonto National Forest: Stop the Annihilation of the Salt River Wild Horse... http://t.co/TrKg2tpWJm via @Change +385,annihilation,,U.S National Park Services Tonto National Forest: Stop the Annihilation of the Salt River Wild Horse... http://t.co/k0q4fnBzss via @Change +387,annihilation,,Stop the Annihilation of the Salt River Wild Horses!!! https://t.co/546utTXzAm via @Change +388,annihilation,Az,U.S National Park Services Tonto National Forest: Stop the Annihilation of the Salt River Wild Horse... https://t.co/FLcQQeZnVW via @Change +391,annihilation,"Wheeler,Wis.",U.S National Park Services Tonto National Forest: Stop the Annihilation of the Salt River Wild Horse... https://t.co/FaXDzI90dY via @Change +392,annihilation,,U.S National Park Services Tonto National Forest: Stop the Annihilation of the Salt River Wild Horse... https://t.co/n6VeOjW3S8 via @Change +395,annihilation,,U.S National Park Services Tonto National Forest: Stop the Annihilation of the Salt River Wild Horse... https://t.co/i0z3k0chgg via @Change +399,apocalypse,"Spring Lake Park, MN",@spherulitic that almost feels like the SI signs of the apocalypse. Lol. +400,apocalypse,,I liked a @YouTube video from @teamtwiistz http://t.co/OCurjyDRcn FUTURISTIC HOUSE (Built To Survive The Apocalypse!) - Minecraft +403,apocalypse,"Memphis, TN",I liked a @YouTube video http://t.co/jrFjgaAc9F Minecraft: NIGHT LUCKY BLOCK MOD (BOB APOCALYPSE WITHER 2.0 & MORE!) Mod Showcase +405,apocalypse,"DMZ, AZ",@thomasa56 Just ONE of my major reasons not to live in *Big City*. If RR's *miss 9 meals* ever comes to pass Cue ANY 'Apocalypse' script. +408,apocalypse,,#AskConnor there's a zombie apocalypse. the item to your right is your weapon. you're either screwed or you're gonna live. +411,apocalypse,Instagram:marissatunis,It's an apocalypse +414,apocalypse,"Akron, Ohio ",@ItsKingRiffYall I'm excited for apocalypse really dig how the x-men franchise is going I like the 'event' theme a lot. +416,apocalypse,ColoRADo,@TMFK_CO sounds like a terrible time. I'll be right there. +417,apocalypse,,"Apocalypse no! Why artists should not go into the #Fukushima exclusion zone +http://t.co/3zqL0qbLUw +#nuclear #ura" +422,apocalypse,,Southern Prepper Fiction:Sharecropping the Apocalypse https://t.co/HsleABS1Yr #Apocalyptic #doomsday #prepper #book #reading +425,apocalypse,Currently Somewhere On Earth,@5SOStag honestly he could say an apocalypse is coming and i would be exited hes so enthusiastic about everything +428,apocalypse,,Also my other nephew is proof that fat babies are going to save us from the apocalypse http://t.co/N5VImOqhBG +430,apocalypse,,I liked a @YouTube video http://t.co/2umSxRzot3 Zombie Apocalypse: The Rescue +431,apocalypse,,I added a video to a @YouTube playlist http://t.co/OCurjyDRcn FUTURISTIC HOUSE (Built To Survive The Apocalypse!) - Minecraft Maps +433,apocalypse,"Irvine, CA",|LIVE NOW| Princes of the Apocalypse: D&D Encounters #meerkat http://t.co/oY9ES9FVlt +434,apocalypse,Somewhere in the Internet...,I liked a @YouTube video http://t.co/e89GPNEPzT Minecraft: NIGHT LUCKY BLOCK MOD (BOB APOCALYPSE WITHER 2.0 & MORE!) Mod Showcase +439,apocalypse,Arlington,OMg zombie apocalypse among my students... -___- +441,apocalypse,,I liked a @YouTube video http://t.co/uJrIaIVqln Minecraft: NIGHT LUCKY BLOCK MOD (BOB APOCALYPSE WITHER 2.0 & MORE!) Mod Showcase +449,armageddon,1996???????????,UNIVERSAL ORDER OF ARMAGEDDON http://t.co/3tY4mGm +458,armageddon,Northwest,Patent Pending Stream 'Armageddon' EP http://t.co/BOuaJqi3Lf +460,armageddon,Phuket,ARMAGEDDON LONDON | http://t.co/CULU2OwIUc +464,armageddon,,@hitchBOT I heard you might rise from the ashes of Armageddon. .go hitchbot ..like the true superstar you are. +473,armageddon,,#Turkey invades #Israel - Halfway to #Armageddon http://t.co/xUOh3sJNXF +488,armageddon,West Covina CA,Remember to crowd around the baggage carousel like it's armageddon and the bags are the last remaining food items on earth you animals. +491,armageddon,,"Never compromise. not even in the face of armageddon. +#Watchmen" +494,armageddon,,"#MustRead: Vladimir #Putin Issues Major Warning But Is It Too Late To Escape Armageddon? by @PCraigRoberts #US #Rus +http://t.co/5GFhfCIjrF" +497,army,Campinas Sp,"You da One + +#MTVSummerStar #VideoVeranoMTV #MTVHottest Britney Spears Lana Del Rey" +500,army,Studio,If you build an army of 100 lions and their leader is a dog in any fight the lions will die like a dog. +505,army,,One Direction Is my pick for http://t.co/q2eBlOKeVE Fan Army #Directioners http://t.co/eNCmhz6y34 x1421 +507,army,New York,SHARK ARMY Black Date Stainless Steel Quartz Men Sport Watch - Full read by eBay http://t.co/k6OzC4wFQd http://t.co/H2ZC4nTdZN +508,army,,12.Beyonce Is my pick for http://t.co/thoYhrHkfJ Fan Army #Beyhive http://t.co/WvJ39a3BGM +510,army,#Capulets #5SOSfam #5quadfam ,5 Seconds of Summer Is my pick for http://t.co/EFC3896Qgr Fan Army #5SOSFAM http://t.co/aSpwke1YnK +511,army,,Beyonce Is my pick for http://t.co/nnMQlz91o9 Fan Army #Beyhive http://t.co/o91f3cYy0R 67 +515,army,,VICTORINOX SWISS ARMY DATE WOMEN'S RUBBER MOP WATCH 241487 http://t.co/q6VCJaTfjx http://t.co/m1cpEw7kbh +525,army,"Bowling Green, Ky",Hope the Salvation Army at least gave you a tax receipt. https://t.co/Ir9c545rZy +529,army,,One Direction Is my pick for http://t.co/q2eBlOKeVE Fan Army #Directioners http://t.co/eNCmhz6y34 x1431 +532,army,,One Direction Is my pick for http://t.co/q2eBlOKeVE Fan Army #Directioners http://t.co/eNCmhz6y34 x1435 +534,army,,One Direction Is my pick for http://t.co/q2eBlOKeVE Fan Army #Directioners http://t.co/eNCmhz6y34 x1415 +537,army,"Logansport, Indiana",Check out more data on Upper Wabash reservoirs here on @LouisvilleUSACE site: http://t.co/hqqLQUqZmD +539,army,Rexburg ID,"ANSWER: +'Therefore it came to pass that in my sixteenth year I did go forth at the head of an army of the... http://t.co/uuAAsb394n" +541,army,,One Direction Is my pick for http://t.co/q2eBlOKeVE Fan Army #Directioners http://t.co/eNCmhz6y34 x1424 +545,army,Mexico! ^_^,5 Seconds of Summer Is my pick for http://t.co/qcHV3JqOVK Fan Army #5SOSFAM http://t.co/gc0uDfnFgg ÌÑ2 +547,arson,,Cheesehead Report - Arson charges filed in Jackson County house fire http://t.co/I3Y1ZWjBzO +548,arson,"Los Angeles, CA",Arson suspect linked to 30 fires caught in Northern California http://t.co/z8tlcAdKOw +549,arson,,Israeli police unable to solve the case of Duma arson attack http://t.co/WtZgXzaf7Z +553,arson,"Las Vegas, NV","SHOCK REPORT: Muslims Setting Wildfires Across American West...Arson Jihad! + +http://t.co/92F4nKxjIu" +554,arson,West Michigan,@pnuts_mama Be strong. It's at times like this that arson happens. Push thru past the felony stage. +555,arson,ITUNES RADIO [Hiphop/Rap],#BreakingNews Mourning notices for stabbing arson victims stir Û÷politics of griefÛª in Israel: Posters f... http://t.co/KTKDrGVHgX #rome +557,arson,"Paterson, New Jersey ",Mourning notices for stabbing arson victims stir Û÷politics of griefÛª in Israel: Posters for Shira Banki and A... http://t.co/WbCtkGGTY9 +562,arson,"Chicago, IL",RT @an_opus: Elliott will be on probation for two years and will have to pay fines up to $1179. http://t.co/72bcyfbTj3 +566,arson,"Saginaw, Mich.",RT Saginaw - Police sketches of 2 'persons of interest' in Saginaw arson http://t.co/a2tZJ07nId http://t.co/LvtP5MHjaG +572,arson,USA,Fire That Destroyed Charlton Winery Ruled To Be Arson http://t.co/4a9l0jrMYB +573,arson,,WEHTWTVWlocal: Trial date set for man charged with arson burglary. https://t.co/eUk7lKS11r +582,arson,"Lawrence, KS",Man charged in connection to Shawnee arson and burglary: OLATHE Kan. ÛÓ A man was in court Wednesday accused ofÛ_ http://t.co/zcXmQoKtZ1 +586,arson,,960KZIM: Steele police arrest 2 in possible arson investigation https://t.co/w6ZbWryqjC +587,arson,Duo lane,@Vixuhn rip arson +590,arson,,Arson suspect linked to 30 fires caught in Northern California http://t.co/HkFPyNb4PS +591,arson,Reality Based World,RT @TheAdvocateMag: Owner of Chicago-Area Gay Bar Admits to Arson Scheme http://t.co/wHTMwtgROJ #p2 #LGBT +593,arson,EARTH ,#LGBTQ News ?? Owner of Chicago-Area Gay Bar Admits to Arson Scheme: Frank Elliott pleaded... http://t.co/sGb9vNWqUx Via @TheAdvocateMag +595,arson,,Mourning notices for stabbing arson victims stir Û÷politics of griefÛª in Israel: Posters for Shira Banki and A... http://t.co/6o92wDfcLu +596,arsonist,"3rd terrestrial planet, Sun",Contra Costa Co. authorities arrest suspected serial arsonist: Authorities believe thatÛ_ http://t.co/bzCmzM7bi5 | http://t.co/LBQldyKgdp +597,arsonist,,Owner of Chicago-Area Gay Bar Admits to Arson Scheme: Frank Elliott pleaded guilty to hiring an arsonist to to... http://t.co/L82mrYxfNK +601,arsonist,,@local_arsonist @Cloudy_goldrush Man what ???? they be on some other shit +602,arsonist,ss,mo the way she says 'carry' https://t.co/vQzRUTHRNU +605,arsonist,USA,Arsonist Sets NYC Vegetarian Restaurant on Fire: Police #NewYork - http://t.co/agn4cL4uSK +610,arsonist,"Nanaimo, BC",Arsonist torches a house himself and his getaway vehicle police say - Surrey Leader http://t.co/q0J5lTVD6k @RichardGEarl +616,arsonist,ss,@Safyuan i already threw away the letter tho +618,arsonist,"Dorset, UK",Hotel arsonist who caused å£70000 damage was Û÷crying for helpÛª: An arsonist has been jailed after a court hear... http://t.co/HNGDdBhewa +620,arsonist,San Francisco,suspected serial arsonist in east bay under arrest @christinKPIX5 @NightBeatTV 10pm @KBCWtv @VeronicaDLCruz +626,arsonist,"Toronto, Canada",ARSONIST Mc - CHRIST WALK http://t.co/D8LQHiGjT0 #Toronto #Columbus #Gospel +627,arsonist,ss,@Gay4BB bitch dont get slapped +629,arsonist,ss,@trap_vodka my new fave vine +632,arsonist,"San Luis Obispo, California",Suspected serial arsonist arrested in NorCal http://t.co/Dty4t75CGu http://t.co/MjxbygejyL +634,arsonist,,Surveillance Video Captures Man Removing American Flag From Long Beach Home ... - KTLA http://t.co/g0o9wiAgHu +639,arsonist,San Francisco,Serial arsonist gets no bail not jail release http://t.co/rozs6aumsS +645,arsonist,Fresno,Arson suspect linked to 30 fires caught in Northern California https://t.co/emsXyWp5s5 +647,attack,,Delhi government to provide free treatment to acid attack victims in private hospitals #AAPatWork http://t.co/xjtp8SBpt3 +648,attack,chi town ,I'm going into a panic attack +650,attack,Maryland,End the Innovation Catch-22: Reduce the Attack Surface http://t.co/Gj4SSEhk1D #INDUSTRYINSIGHTS #mcgsecure +663,attack,,@RealTwanBrown Yesterday I Had A Heat Attack ???? And What's Funny Our Relationship ??? Or Our Snapchat +666,attack,Indianapolis,TexasÛªs Gratuitously Cruel Attack On A Dying GayåÊMan http://t.co/retdjqyCuB +668,attack,Worldwide,Cooper the Super Pooper. The hero dog who saved me from drowning and detected my heart attack before I knew it. TheÛ_ http://t.co/hzzADcnhFF +670,attack,,Double ebony attack http://t.co/33V0RLlrKf #Black-haired #Blowjob http://t.co/t7TG3nRBje +673,attack,,Suspect in latest US theatre attack had psychological issues http://t.co/TvsvjuAVif http://t.co/npovfR4rGo +676,attack,,#People #Tilly the #Confused Cat Overcomes Horrible Attack to Win Hearts http://t.co/QtrsYxFzo3 +678,attack,Peru,To love you love you love you ... Massive Attack - Angel (HD) https://t.co/9TW34Gffox vÌ_a @YouTube +692,attack,United Kingdom,@Sunnyclaribel. how many of @DPJHodges articles just attack labour or defend conservatives? see for yourself: http://t.co/shAAIjO2ZC +693,attack,venezuela,RT: @rt_com :Tory attack on Freedom of Information is Û÷assault on govt accountabilityÛª ÛÒ Liberty http://t.co/UNmTOnz5c5 http://t.co/GTSbvveF +694,attack,My own little world.,It's weird I had a near panic attack & wanted to write herÛ_ walked into the bathroom at work and nearly cried. Dreadfully miss her. +695,attack,Twitter,#porn #nsfw: Blacks attack for white married slut http://t.co/zRngKh5d8H +696,attacked,"New Delhi,India",Cop injured in gunfight as militants attack Udhampur police post: Suspected militants attacked a police post i... http://t.co/ERW7FdxnCr +698,attacked,UK,Newcastle: Schoolgirl attacked in Seaton Delaval park by 'pack of animals' led by a former friend http://t.co/4xbrVNib9T #newcastle +701,attacked,,Aus need career best of @davidwarner31 along with Steve smith to even try competing.. SURA virus has attacked team Australia brutally +703,attacked,between here and there,Christian Attacked by Muslims at the Temple Mount after Waving Israeli Flag via Pamela Geller - ... http://t.co/ajMtU7EHy2 +707,attacked,"Revolutionary Road, USA",Christian Attacked by Muslims at the Temple Mount after Waving Israeli Flag via Pamela Geller - ... http://t.co/OGoyzOlJk5 +708,attacked,Lucknow,Tennessee man killed by police attacked family with hatchet: 911åÊcall http://t.co/pWiw9q30DT +711,attacked,1937 Germany ,Christian Attacked by Muslims at the Temple Mount after Waving Israeli Flag via Pamela Geller - ... http://t.co/RICbduIACc +715,attacked,"Toronto, Ontario",Christian Attacked by Muslims at the Temple Mount after Waving Israeli Flag via Pamela Geller - ... http://t.co/zb8vVBiSY4 +718,attacked,Indonesia,I attacked Robot-lvl 1 and I've earned a total of 16000 free satoshis! http://t.co/2PZcXSkNCg #robotcoingame #Bitcoin #FreeBitcoin +722,attacked,N.Y.C,"That 'attitude problem' is a result of constantly being belittled bashed attacked & demoralized. +FUCK YOU @HOT97" +723,attacked,"Superior, WI",I must've forgot the memo where getting attacked by a resident and receiving a concussion was funny +733,attacked,Melbourne,Christian Attacked by Muslims at the Temple Mount after Waving Israeli Flag via Pamela Geller - ... http://t.co/PuVOZi3Pa3 +741,attacked,"Helsinki, Finland",@LogitechG BUT THEN THE FIRE NATION ATTACKED.... +742,attacked,,Christian Attacked by Muslims at the Temple Mount after Waving Israeli Flag via Pamela Geller - ... http://t.co/7kxGS7VDFy +743,attacked,"Nashville, TN",Metro Nashville Police - simply the best. Thank you for protecting us. 911 call: http://t.co/ZWIG51QECF via @AOL +747,avalanche,"Down, down, baby...,SC.",I was having such a peaceful happy Twitter experience ...then *AVALANCHE OF IDIOCY*!!!!!! https://t.co/iIR1v39THE +749,avalanche,,Car Receiving tube Installation for Avalanche Sound Output HHw +750,avalanche,,if this fucking is true i will be decapitated and throw my head into a avalanche https://t.co/4cw6Nmmw1O +756,avalanche,,'One glance and the avalanche drops. One look and my heartbeat stops.' Oh WALK THE MOON how you get me.. I couldn't have said it better. +757,avalanche,Turin,Photo: #Repost @gregskazphotography with @repostapp. åáåáåá @rainierarms Avalanche Ambi Charging Handle... http://t.co/t3dK3OoV7e +760,avalanche,,@cierranb5678 I was just there and my dad told me he would never let me get an Avalanche +764,avalanche,"Saint Andrews, Scotland",As you can imagine I had plenty to talk about with a maths teacher from Liverpool of a similar age into music ! +765,avalanche,,http://t.co/p5PnsRPH5G -RARE VINTAGE COLLECTABLE WINDRIVER AVALANCHE EDT 60ML SPRAY FOR MEN#Deals_UK http://t.co/wkZIYnyyrY +766,avalanche,,PLUS PERFORMANCE CHIP FUEL SAVER CHEVY SILVERADO/AVALANCHE/BLAZER/TAHOE http://t.co/eocKbeOGm0 http://t.co/cvjCidgEZ7 +768,avalanche,"Denver, CO",Dorion: Sens looking for consistency from Hoffman #ColoradoAvalanche #Avalanche http://t.co/msK68XoY7T http://t.co/ykWKx0QKtX +769,avalanche,,@Avalanche need anyone to carry your bag? ?? +771,avalanche,Michigan,Musician Kalle Mattson Recreates 34 Classic Album Covers in Clever Music Video for 'Avalanche' http://t.co/97eWeUWybf +772,avalanche,Score More Goals Buying @,2 TIX 10/3 Frozen Fury XVII: Los Angeles Kings v Avalanche 216 Row:L MGM Grand http://t.co/qyCwho8guN +776,avalanche,KATONG PLAZA #02-10,FC Maid Agency presents Musician Kalle Mattson Recreates 34 Classic Album Covers in Clever Music Video for... http://t.co/BObrp2qwCb +778,avalanche,,02 03 04 05 AVALANCHE 1500 REAR AXLE ASSEMBLY 2055271 http://t.co/VxZhZsAlra http://t.co/HmXWRkbLS0 +780,avalanche,"Denver, CO",Senators have another year to determine Hoffman's v... #ColoradoAvs #NHLAvalanche http://t.co/CIzZOc6f0D http://t.co/PEmYHD3Nfz +785,avalanche,Valusia,@Mano_twits @Kolaveriboy avast an avalanche of andals +789,avalanche,Score Team Goals Buying @,Colorado Avalanche @ Anaheim Ducks 1-7 tickets 10/1 preseason http://t.co/XRU1WowZYG +792,avalanche,,@90sAngelicMalik listen to wtm avalanche and take a deep breath +793,avalanche,,Now there's an avalanche... These men are lunatics #livingontheedge +811,battle,,#environment Lone Pine trees growing across the country in remembrance of battle at Gallipoli 100 years ago: T... http://t.co/GJCAAnfCYk +813,battle,"Midland, MI",@JackiSheaffer I have the same battle! +816,battle,"Seraphim Vault, Cosmodrone",@exoticengram @TheRasputin That Raspy is so cool and he has already figured out TTK's battle shit. +821,battle,,I liked a @YouTube video from @sharpino1990 http://t.co/LU7dgOwtyl PokÌ©mon Omega Ruby and Alpha Sapphire Wi-Fi Battle #05 cjs064 vs +824,battle,Gislaved,After a long battle @Spurs Matt Bonner took care of Brian Scalabrine in knockout this after... (Vine by @NBA) https://t.co/Q3mGYRDHSF +825,battle,USA!,I liked a @YouTube video from @screwattack http://t.co/W5dLLV48cs Knuckles punches into DEATH BATTLE! +827,battle,Australia,"#LonePine remembered around Australia as 'descendants' grow via @666canberra #Gallipoli #WW1 +http://t.co/bwadX8ywqN http://t.co/UPFjy88KvI" +830,bioterror,,FedEx no longer to transport bioterror germs in wake of anthrax lab mishaps #breakingnews +831,bioterror,,FedEx no longer to transport bioterror germs in wake of anthrax lab mishaps http://t.co/kA0syAhqVW via @usatoday +839,bioterror,South of Boston,FedEx no longer to transport bioterror germs in wake of anthrax lab mishaps http://t.co/1CsEBhPLfh via @usatoday +844,bioterror,baltimore ,Unsurprising/still dismaying consequences of how we went about securing pathogen access: http://t.co/D8EFmGyR2d +847,bioterror,East Texas,"FedEx no longer to transport bioterror germs in wake of anthrax lab mishaps + +http://t.co/SjNKpJ8lEe + +#watchcbs19 http://t.co/JiRXfok46c" +850,bioterror,"Washington, D.C., area",Latest fallout from biolab safety lapses: FedEx no longer will transport anthrax & select agent research specimens http://t.co/4iOOyIbxyo +854,bioterror,,#FedEx no longer to transport #bioterror germs in wake of #anthrax lab mishaps http://t.co/Ziw1RWPJkK +855,bioterror,"Jacksonville, FL",FedEx stops shipping potential bioterror pathogens: FedEx Corp. (NYSE: FDX) will no longer deliver packages thatÛ_ http://t.co/CRD6tgIZhG +858,bioterror,,Citizens Education Project has acted for years as a watchdog on the Dugway Proving Grounds. http://t.co/NZHXYapLm0 +861,bioterror,"Phoenix, AZ",FedEx no longer to transport bioterror germs in wake of anthrax lab mishaps http://t.co/L04Q4DKvue http://t.co/z5voujEus4 +862,bioterror,Springfield Tn,FedEx no longer will transport bioterror germs http://t.co/9lam19N5i5 via @USATODAY +865,bioterror,"Jacksonville, Florida",In offbeat news @fedex has stopped shipping bioterror pathogens http://t.co/gvXXidHOlF +869,bioterror,,FedEx no longer to transport bioterror germs in wake of anthrax lab mishaps http://t.co/RghHkWtKLR #newsdict #news #FedEx +879,bioterrorism,USA,Bioterrorism and Ebola. http://t.co/ORIOVftLK4 RT #STOPIslam #TCOT #CCOT #MakeDCListen #TeaParty +880,bioterrorism,Los Angeles,The largest bioterrorism attack on U.S. soil involved tacos @atlasobscura http://t.co/1n9CRhWmgl +887,bioterrorism,Amsterdam NL or Greenwich USA,Is it time to hedge against catastrophic risks such as climate change asteroid impacts or bioterrorism? https://t.co/HQ6WqsgSJX +889,bioterrorism,,@USCOURT If 90BLKs&8WHTs colluded 2 take WHT F @USAgov AUTH Hostage&2 make her look BLK w/Bioterrorism&use her lgl/org IDis ID still hers? +897,bioterrorism,,Bioterrorism : Guidelines for Medical and Public Health Management (2002) http://t.co/zkUXHnoBaG http://t.co/FHgkYxffu5 +900,bioterrorism,"Denver,CO USA",@bbcworld Bioterrorism drones can reach large populated erea. +901,bioterrorism,The Forbidden Forest,@BishoyRagheb fair. Bioterrorism is the way to go. Does that mean my BSc isn't irrelevant? +904,bioterrorism,,@DebtAssassin They forget there is the threat of bioterrorism. +908,bioterrorism,,HST's Anthony Kimery Discusses #BioTerrorism on @Syfy Channel's 'Joe Rogan Questions Everything' #Pathogen #Virus http://t.co/0FDsc3f2IW +909,bioterrorism,,Anthony Kimery Discusses #BioTerrorism on SyFy Channel's 'Joe Rogan Questions Everything' http://t.co/zckJWAcRCs +910,bioterrorism,,@HarvardU If 90BLKs&8WHTs colluded 2 take WHT F @USAgov AUTH Hostage&2 make her look BLK w/Bioterrorism&use her lgl/org IDis ID still hers? +913,bioterrorism,Alaska,Uganda Seen as a Front Line in the Bioterrorism Fight +914,bioterrorism,"Capitol Hill, Washington",Ppl living w/ HIV have been charged with aggravated assault and bioterrorism for things w/ low or no risk of transmission. #HIVIsNotaCrime +917,bioterrorism,"Fargo, ND | North of Normal ",Studying anthrax and bioterrorism before 7 am ?? #carpediem +918,bioterrorism,,@GACourts If 90BLKs&8WHTs colluded 2 take WHT F @USAgov AUTH Hostage&2 make her look BLK w/Bioterrorism&use her lgl/org IDis ID still hers? +920,bioterrorism,,Bioterrorism: Guidelines for Medical and Public Health Management Donald A. Hen http://t.co/tDg0Bsmd6c http://t.co/iirWFZMKHO +922,bioterrorism,,To fight bioterrorism sir. +924,bioterrorism,,To fight bioterrorism sir. +925,bioterrorism,Philippines :),@prsnvns that's good to hear. Mine could be better but I can manage. It's alright you do what you have to. Bioterrorism doesn't wait. +927,bioterrorism,,@mariashriver Was '@FultonInfo'Court trip 2 keep strangers-BLK&WHT-from us'g my @SSAPress ID or 2 forfeit 2 them due 2 Bioterrorism look?@AP +933,blaze,Mo.City,@_AfroJazz I'll add you (i dont even know what you talking about) +937,blaze,"Cleveland, OH",I never got paid to give a fuck..we might as well blaze another one +943,blaze,"Missoula, MT",@JuneSnowpaw Yeah Gimme dat creamy white stuff ;3 +949,blaze,Gotham City,Your reaction determines that +950,blaze,Vancouver,Port Coquitlam fire crews say an electric towel warmer started the four alarm blaze last week that destroyed several businesses. +954,blaze,Texas,I liked a @YouTube video from @ashens http://t.co/yC9tywuzQm Blaze / Atgames Handheld Mega Drives | Ashens +966,blaze,,Craving slurpees ;-; +967,blaze,,Omg i need to go like yesterday ???? https://t.co/3oP6G7ovzO +969,blaze,"Strathmore, California",@OVOIzic @BaddieMoneySign blaze it +970,blaze,"Lithgow, NSW, Australia",Lithgow News: Homeless after blaze near Portland http://t.co/Cht5w3znIK +973,blaze,"North Hollywood, CA. (SoCal)","@Blizzard_draco I saw + +let's eat blaze @BlazinSmasher" +975,blaze,"Newburgh, NY",My big buzzy John BlaZe. Jus Kame home from a 12 year bid. #LoveThyFamily https://t.co/xrEuoNzzbi +980,blazing,"New Bedford, MA",Just cruisingblazing and banging ? +988,blazing,Paradise ,the bitches say im hot i say no bitch im blazing +989,blazing,Outer Rim,@BryanVsBracey @uSTADIUM why do you need blazing speed? I think Watt is far more impressive that OBJ who is just another quick little guy +995,blazing,"California, USA",I checked in at Blazing Horse Tattoo on #Yelp http://t.co/z8nXWmYMWA +1000,blazing,bkk,"The midnight song I cry out goes 'In reality I... in reality I... was very lonely' +Even if it is erased by the blazing sun" +1003,blazing,,Le Ever Blazing +1007,blazing,,All packed and ready to go to meet @kkarmstrongg in Portugal tomorrow! Bring on blazing sunshine and fun times with the bestie! ?????? +1011,blazing,ZIKKO'S HQ,"S3XLEAK!!! +Ph0tos of 19yrs old Ash@wo lady in Festac town from Delta exp0sed on BBM 5 leaked pictures... http://t.co/lUm4l65alz" +1012,blazing,"West Hollywood, CA",Enjoying the shade under this tree. The sun is blazing but there is a cool breeze. @ West Hollywood Park https://t.co/2wzHj0lNa6 +1013,blazing,VISIT MY YOUTUBE CHANNEL.,HAPPENING NOW - FDNY RESCUE 1 BLAZING THRU@AND BLASTING THE AIR HORNÛ_ https://t.co/bX6cwRt8M7 +1014,blazing,"Crawley, England",Night 3 of insomnia this whole stop blazing shit is real +1016,blazing,On The Net,Satelite Shot: Series of wildfires in Northern California continue blazing: There are at least five fire compl... http://t.co/BmGuHqY7W4 +1019,blazing,"Montreal,QC",#website #hosting Get blazing speeds professional management and unlimited options @nyndesigns http://t.co/d1F7wi7FMr +1025,blazing,"Intramuros, Manila","Come and join us Tomorrow! +August 7 2015 at Transcend:Blazing the Trail to the Diversified World of Marketing... http://t.co/Fd5od5PfCF" +1027,blazing,Your screen,"S3XLEAK!!! +Ph0tos of 19yrs old Ash@wo lady in Festac town from Delta exp0sed on BBM 5 leaked pictures... http://t.co/2WUpSDttVi" +1028,blazing,"Sacramento, California",@BlazingRoselia California is hot but not blazing even though there are wildfires going on now. Even the big massive Rocky fire +1030,bleeding,"Dublin,Ireland",Do people not understand they cant bleeding tweet everyone all the timedoes me head in 'stop ignoring me' they are hardly ignoring you+ +1033,bleeding,??????????? :P,#Nepal: This house near TIA bleeding intÛªl airline companies dry. | http://t.co/lI8wi1kuMY +1034,bleeding,Mass.,@Battlehork I wish I could watch but the gif the LU account posted of Mundo bleeding... Jesus! D: +1039,bleeding,,did leona lewis ever see that video of dinah singing bleeding love? +1046,bleeding,"London, England",@TomBrevoort 'Bleeding Cool as read by Tom Brevoort. Though he may just look at the pictures.' +1047,bleeding,Sherbrooke & MontrÌ©al,You cut me open and I keep bleeding. #BleedingLove #LeonaLewis #acapella #singer #canadiansingerÛ_ https://t.co/51pfEIlPNK +1053,bleeding,"Northeast, Ohio",*Ears bleeding from the bass* https://t.co/d5RrrwHjpN +1055,bleeding,Orlando,@KrisZellner But Triplemania has the promise of Villano bleeding and Del Rio whooping that Trick Myztiziziziziz. +1056,bleeding,"Louisville, KY",Looks like Reynolds and Montano coming in. Need to stop the bleeding. Not the best performance so far. +1059,bleeding,Outworld,@imKanoMate [the stabbing did not really affect her but she did get stab wounds and was bleeding Skarlet then pushed him backwards + +1060,bleeding,Terre Haute,Yeah I hate cats I just tried to pet our own cat and now my hand has bite marks scratch marks and it's bleeding. #DogsAreBetterThanCats +1063,bleeding,,@Aichmomanic wraps a cloth on my wound but it's still bleeding 'I'll be ok.' Falls to the ground as if I'm going to die +1064,bleeding,psalms 27:1,my ears are bleeding https://t.co/EeVQj37Ndg +1068,bleeding,slytherin /,@dudeandpal it's so bad my eyes and ears are bleeding +1076,bleeding,"Windy City, Land of the Snakes",wouldn't want me to quit even if I was bleeding +1086,blew%20up,35% gay. 65% water. ,@idkimnotfunny this quickly blew up and my mom doesn't get why it's so popular +1087,blew%20up,"Chicago, IL",LMFAO MY SNAP JUST BLEW UP! +1089,blew%20up,Oh.,Just blew you up @abbss_13 just so I can get that follow back ???? +1092,blew%20up,indiana,@atlwtmgc damn this blew up +1095,blew%20up,,Wow social media really blew up after the shania twain concert +1096,blew%20up,cucumber squad | she/her | ,@cieIstea IDK BUT IT BLEW UP +1097,blew%20up,,* I'm always one phone call away but too many people done blew up they chances with me. +1100,blew%20up,8.27.14 & 7.28.15,well this tweet blew up fast +1101,blew%20up,she/her ,Well this blew up while i was sleeping +1107,blew%20up,,@funnychubbyguy poor white guy his mom made him pizza and he wanted mac n cheese so he blew up a school. Such a sad story. +1108,blew%20up,,Wow bro blew up quick. Believe it or not he's this funny and clever in person at all times. You be like 'where... http://t.co/djIHN95YnB +1111,blew%20up,"Texas, Forever ",@TokyoDotCom I didn't either till it blew up my mentions lol +1115,blew%20up,"Coos Bay, OR",We were fucking around on Google maps at work and I pulled up Boise and it blew their minds. Yeah Idaho isn't what you think at all.? +1116,blew%20up,,That stadium blew up!! +1121,blew%20up,Romans 1:16,The balloon thing was so rude I would have popped the balloon than whoever blew it up's face +1125,blew%20up,Your Girl's Pussy,@TheFieryGrave yeah true because if he wouldn't have got exposed then he probably wouldn't have went to mlg and blew up there +1127,blew%20up,twitch.tv/dgn_esports,The only reason why player's now have an ego is cause MW3 had cod champs that's when eSports Blew up and now player's strictly look for ORGs +1131,blight,Memphis,THDA Kicks Off Anti-Blight Loan Effort in Memphis http://t.co/7Gf7CpYL0R +1133,blight,,.@WestmdCountyPA land bank targets first #Latrobe building in 20th property acquisition to fight #blight: http://t.co/regDv873Aj +1135,blight,"Cleveland, Ohio",Lots of talk of how susceptible NY2 is to shoot blight with or without trama. #WCFGT2015 +1137,blight,"Eldora, IA",Help fight Northern Corn Leaf Blight with Headline Amp https://t.co/LVoqPgkLI7 +1140,blight,,@colemcfadyean fuck off cole ?????? +1144,blight,"Bridgetown, Barbados","Imagine if 2 Old Gods were awakened to start a Blight 2.0 +@BioMarkDarrah @Mike_Laidlaw" +1147,blight,"Stamford, CT",Stamford tightens blight law: A dilapitated barn sits half-erect on Hickory Road near the int... http://t.co/QP65iO4AvC #stamford #topix +1148,blight,"Columbus, Ohio",Cleveland Heights Shaker Heights fight blight - http://t.co/qRnyme33TC via @clevelanddotcom +1150,blight,"Philadelphia, PA",Keep up the great work Councilman Brian O'Neill http://t.co/ueS3IhSyIq +1158,blight,,2:20 BLIGHT ?? EVERY DAY +1159,blight,"Upper Dicker, England","@Michelgrabowy @vegetablefarmer INTERNET LOSER: I like to leave snide remarks. +ME: This person is a blight upon the face of the earth" +1161,blight,centre of attention,ok. but important question: how are the inquisition fighting darkspawn and NO ONE gets the blight in the entire game +1163,blight,Connecticut,Member Post: Norwalk blight ordinance said to be success as properties change hands http://t.co/ZDwmKQEYBn +1165,blight,Highlands Ranch CO,Time is ripe for yet another banana blight: The banana's appeal is not slipping. But the future of bananas is inÛ_ http://t.co/StPS5mruXW +1169,blight,The other side of the mirror,"This is the Red Eye crossing the ocean +Peeling potatoes with servile devotion... + +#BLIGHT!" +1171,blight,Metro Detroit,#Detroit has made progress against blight but too many burned out shells of houses remain. +1172,blight,"Baltimore, MD",@justin_fenton Per my Sun piece from last year I think this is the opposite of what should be done: Urban Blight should be monumentalized. +1176,blight,Sporting capital of the World,I'm all for renewable energy but re: windfarms I do agree with Abbott - they are a horrible blight on the landscape https://t.co/UjYfRT77eJ +1180,blizzard,,Buying MoP http://t.co/tl7o6Zsqzy +1184,blizzard,United States,@LoneWolffur *slaps* no +1186,blizzard,mn |7-18-13|8-27-14|7-26-15|,Literally for lunch i had cheese curds and for dinner i had a blizzard pls pray for my health +1187,blizzard,St. Charles MO,Oh I see we are now tied? Sweet! It's all in the Blizzard +1192,blizzard,Sunny Florida,Check out the #new #ebook on #sale by #TimZak 'The Lizard Stuck in a #Blizzard' #rhyming #kidsbook on #Amazon http://t.co/kVZuxdL4ij +1193,blizzard,,Deck building of my 4 year old daughter http://t.co/INnY1ANTam +1194,blizzard,,@EddieTrunk Blizzard of Ozz +1197,blizzard,New York,GUNNAR Optiks -Heroes of the Storm Siege Gaming Glasses - Onyx/Fire wow blizzard - Full reÛ_ http://t.co/YEUQp0VKwU http://t.co/OuGM0yxQMo +1200,blizzard,St. Charles MO,This game drove me to a rolo mini blizzard +1205,blizzard,Ideally under a big tree,That horrible moment when u open up the dryer and it looks like a snowy blizzard cuz u left a piece of paper in your jeans pocket ?? +1210,blizzard,That place,If blizzard did another 12 month sub thing and gave the next wow expo free would probaly knock their sub count up pretty fucking high +1216,blizzard,qui tacet consentire videtur,the Internet is sending subliminal messages about ice cream therefore I need a blizzard rn +1220,blizzard,Florida,Whoa! This new legend will be fun! http://t.co/hu5CmoupUM +1231,blood,,@Louis_Tomlinson if u relate to billie jean then ur gonna also enjoy blood on the dance floor so #BuyBloodOnTheDanceFloorOniTunes +1233,blood,"Edwardsville, IL",xoxoxxxooo : rutinaofficial NBCHannibal When #Hannibal asks will 'Have you seen blood in tÛ_ http://t.co/T7ldlcyC9g http://t.co/JLRw0Oi9ee +1246,blood,,BRING ME THE HORIZON BLOOD STAINED GIANT ART PRINT PANEL POSTER NOR0603 http://t.co/u5ELKCA4CW http://t.co/tsGKlZZS0C +1247,blood,,I ain't a crip or a blood....I'm doin my own thing +1248,blood,The Land of Pleasant Living,Bitch I'm a monster no good blood sucker +1255,blood,Crescent Moon w/ Wook,/criess blood/ Golden Wook is life. http://t.co/Fhb99ciCeT +1256,blood,"St Marys, OH",'blood makes you related but loyalty makes you family' - @SirBeezAlot +1257,blood,305 but I'm So St. Louis...,@youngthug Remind Me of Blood Sosa From Belly.....do your homework. +1258,blood,"Williamsport, PA",The Yankees are the reason I'm on blood pressure medicine +1260,blood,"Quezon City, National Capital Region",Why can't gay men donate blood? http://t.co/v2Etl8P9eQ http://t.co/NLnyzeljbw +1261,blood,XIX | 5SOS | Ed Sheeran |,My new mashup of 'Bad Blood x Where Are U Now' comes out tomorrow!!! Make sure t... (Vine by @Shaylen_Carroll) https://t.co/zB6GZJLgkl +1265,blood,,1860 BLOOD'S PENNY POST Philly OCTAGONAL CDS 1Ìâå¢ Black 15L18 Grid Cancel + #26! http://t.co/rpV4MQSCQA http://t.co/JrjEiBUGsE +1266,blood,,seeing more blood and surgery than a regular GP behind a desk and they say dentists aren't real doctors .... Ok +1268,blood,,Sometimes blood ain't no thicker than water and sometimes family will bring you down quicker than strangers ??????? +1274,blood,Puerto Rico,"Name: Chizu +Gender: Male +Age: 10 +Hair: Red +Eyes: Pink +Dere Type: Pasokon +Blood Type: Type O +http://t.co/cOyPF9ACTd" +1281,bloody, Waiheke Island,The whole of New Zealand is shouting 'Bloody Marvellous'! John Campbell to join Radio NZ http://t.co/F88fCLiVzH #radionz +1285,bloody,Singapore,Whats the bloody use of the bus app if everything has no prediction? No one driving bus today? http://t.co/zvGrM5PGZa +1286,bloody,,@ashwilliams1 continues to be the best guest on @iLoveGGLetters. This week's episode is bloody outrageous. +1291,bloody,,Too bloody hot in my room +1292,bloody,Northampton,Im so bloody excited to see Maisy and Martha +1295,bloody,California,@JeremyClarkson buy a new one bloody ell +1299,bloody,,@tomm3h You've been on Twitter since 2008?! Bloody hell. Veteran! +1306,bloody,Canada,Awful refereeing has ruined the balance of the game. Guy is a bloody mess #IMFC +1310,bloody,Earthrealm,Just because of his 'precious lunch' ??? Bloody hell no brain issit?? https://t.co/X5dwKElReo +1311,bloody,Baltimore,I swear my eyes be bloody red but bitch I feel amazing. +1313,bloody,,@ShtBallPlayrsDo are you anyway running your mouth about this bloody game? Pree sure you're not bigger then baseball. Calm the hell down +1314,bloody,,Bloody nurses waking me up just when I eventually fall asleep lol #Hospital +1322,bloody,,@halfpeachh @CaitlinCavanah I can't deal right now OMG WHO REMEMBERS BLOODY MARY? ???? +1323,bloody,,Û÷A Nightmare On Elm StreetÛª Is Getting RemadeÛ_ Again http://t.co/qaYGdzI9jQ via @bdisgusting +1325,bloody,Beacon Hills ~ The Glade,BLOODY HELL TEEN WOLF *O* Hayden and Liam are so cute :3 And I think Stiles's Jeep is dead huh ? Pleeease... I loved her ! @MTVteenwolf +1329,blown%20up,IG: xbougiebri,Luckily I'm up cause if these Mexicans had came to cut this grass this early and I was sleep. I woulda had a full blown attitude +1330,blown%20up,Scout Team ,If you bored as shit don't nobody fuck wit you... But when you busy yo shit get blown up! Smh +1333,blown%20up,? the Foothills of SC ?,"Yes they know you're an adultress. +And yes they HAVE #Killary emails. + +Like the smoke being blown up ur azz? + +#NSA + +http://t.co/pNheTk8a0f" +1336,blown%20up,,@SassyNreal Agreed. Whole thing has blown up in their faces right wrong or indifferent. The public is relentless court of public opinion +1339,blown%20up,somewhere or other,I don't understand how White Iverson by Post Malone hasn't blown the fuck *UP* already. +1342,blown%20up,"Toledo, OH ",@KaylaG_Baby1 @jaykpurdy no shush. I'm getting it blown up poster size. ?? +1344,blown%20up,,My license picture blown up is absolutely terrifying. http://t.co/0NVdzxQ2HF +1355,blown%20up,"Paterson, New Jersey ",Deadly suicide bombing hits mosque in Saudi Arabia: A suicide bomber has blown himself up at a mosque in the s... http://t.co/RkvU3xjAzH +1357,blown%20up,,My phone is being blown up rn ?? +1358,blown%20up,,@DodgersNation he was due to get blown up at least this is still a winnable game. +1359,blown%20up,Los Angeles,Lock up your last remaining shred of manhood and accept that youÛªre a full blown sissy http://t.co/ZN17ic99hb #feÛ_ http://t.co/u42luY3slS +1364,blown%20up,"22714 Ventura Blvd. WHills, CA",Get blown up with a delicious flavor of #BlowVape a strawberry cherry pop! Try it today for $15Û_ https://t.co/iT8rDItjFV +1366,blown%20up,,We are now up to run no. 24 in the singles. The rain has blown off again. +1367,blown%20up,,Damn! @LastWitchHunter has blown up my Twitter feed. Looks amazing! +1370,blown%20up,,@MalikChaimaa I hope Zayn gets blown up in a drone attack whilst visiting family in Pakistan ?? +1373,blown%20up,Northern Scandinavia,Coldwood is blown away by your support - they even hung up some of your art! http://t.co/uQWlnbJEYE http://t.co/MToWVqkSXC +1377,blown%20up,Australia,@bmrow At first thought it was a blown-up DVD as I'm pretty sure POST MORTEM had been years back. +1386,body%20bag,New York,New Ladies Shoulder Tote Handbag Faux Leather Hobo Purse Cross Body Bag Womens - Full readÛ_ http://t.co/Rpn6pXLPiB http://t.co/l6aYlVVDZ0 +1387,body%20bag,Salt Lake City,Cute Soft Washed Fabric Camouflage Outdoor Shoulder Cross-body Bag Pack Purple Camouflage http://t.co/bxVFQqsIhC +1392,body%20bag,,Cross Body Bag Purse Zippers Shoulder Bag Camouflage Camo Phone Case Camera Case Wallet #wallet #wallets http://t.co/cq6XYhR3LV +1397,body%20bag,New York,Louis Vuitton Monogram Sophie Limited Edition Clutch Cross body Bag - Full read by eBay http://t.co/YC2FYXiKBA http://t.co/Pv8wRAvNZQ +1398,body%20bag,,"#3682 Nikon D50 6.1 MP Digital SLR Camera Body 2 batteries carry bag and charger http://t.co/TeT9q0kXvl + +$200.00 +Û_ http://t.co/h3XgoxTFfi" +1400,body%20bag,,AUTH LOUIS VUITTON BROWN SAUMUR 35 CROSS BODY SHOULDER BAG MONOGRAM 7.23 419-3 - Full readÛ_ http://t.co/8AzzJKBxnm http://t.co/xNgHnEtdvv +1403,body%20bag,Las Vegas,Dracula Vampire Cross Body Small Shoulder Bag http://t.co/XPHTe7sb4X +1404,body%20bag,Dalton,http://t.co/3d2h2wOQwa NEW! DIESEL WILLYT Printed Front Cross Body Shoulder Bag - One Size * /KSL 126 +1410,body%20bag,New York,New Ladies Shoulder Tote Handbag Women Cross Body Bag Faux Leather Fashion Purse - Full reÛ_ http://t.co/cRQVl68aoX http://t.co/OFLvMMbfMk +1413,body%20bag,,"#7294 Nikon D50 6.1 MP Digital SLR Camera Body 2 batteries carry bag and charger http://t.co/SL7PHqSGKV + +$200.00 +Û_ http://t.co/T4Qh2OM8Op" +1416,body%20bag,Paignton,Û¼? New Ladies Shoulder Tote #Handbag Faux Leather Hobo Purse Cross Body Bag #Womens http://t.co/zujwUiomb3 http://t.co/sdvNAKZek4 +1417,body%20bag,,I would love to #win Suze's amazing filled #beauty #bag #giveaway! Contents from L'Occitane Body Shop & Lavera. http://t.co/hEjJVVRsTY +1423,body%20bag,DC Metro Area,Pl. Parenthood Employee Laughs About Aborted Baby Body Parts 'All Mixed Up Together in a Bag' http://t.co/AIdGzPqfLL +1424,body%20bag,Paignton,?? New Ladies Shoulder Tote #Handbag Faux Leather Hobo Purse Cross Body Bag #Womens http://t.co/zujwUiomb3 http://t.co/eDHjUjIuoB +1426,body%20bag,Orlando,Photo: bonesymcbones: Beartooth - Body Bag (x) http://t.co/kNH4HLFuMa +1427,body%20bag,"Rowlett, TX",Two-Tone Cross-Body Smartphone Bag Only $15 Shipped! via Dian's Daily Deals - ** Two-Tone ... http://t.co/91LaZl2crV +1428,body%20bag,New York,genuine Leather man Bag Messenger fit iPad mini 4 tablet case cross body air jp - Full reaÛ_ http://t.co/Vl26HSrq4E http://t.co/ryl0Y88fKM +1430,body%20bagging,"Bloemfontein, Free State",@MeekMill I think its time you consulted @kendricklamar cause @Drake done body bagging you +1434,body%20bagging,Don't stalk me- thanks,People are bagging on Rousey's body? Shit I'd love to have a body like that. Those who are ridiculing her are probably dudes in skinny jeans +1435,body%20bagging,North West,Bagging the last spot on Body Attack ?????? #getin #traintuesday #lesmills +1437,body%20bagging,"On The Island: Nassau, Bahamas",' Dear Lord Forgive Me For Body Bagging @MeekMill Not Once But Twice. Amen ' - @Drake http://t.co/dPBz1PYvFF +1438,body%20bagging,"University, FL",@cameron13131313 @OtooleDalton @averywelch23 @otoole1055 first of all you can't 'hit stick' shit.. Second I'm body bagging you on sight ?????? +1442,body%20bagging,Harlem,Drake is really body bagging meek atm +1446,body%20bagging,Canada,I remember the halo interview with ABC. Wasn't no time and The Pamanian Devil was body bagging fools. https://t.co/CpK7300RQg +1451,body%20bagging,Wolfgangmuzic@gmail.com,Jersey's artist Wolfgangjoc pays homage to the late great Biggie Smalls by body bagging his hypnotize beat.... http://t.co/x0jKnOxJHA +1457,body%20bagging,,Not only did Drake kill Meek Mill but he started T bagging his his dead body ???????????? +1461,body%20bagging,"O-Town , The left end",This man @zvch4 about to start body bagging these local jokal photographers +1462,body%20bagging,Botswana Gaborone,Body bagging! https://t.co/HSlenz4KGU +1465,body%20bagging,"Dirty Bay, CA",Drake is body bagging meek +1468,body%20bagging,,Body bagging that I think it's time to bring bags out +1469,body%20bagging,"Broward, Miami, Tally",We need to stop paying attention to @drizzy body bagging @Meekmill and worry bout what happen to #SandraBland +1471,body%20bagging,10 hours from pluto,I hear my up north niggas body bagging this but you never know. That got some spitters down south andÛ_ https://t.co/XToioGtk2w +1476,body%20bagging,Cape Town,Eish even drake killing niggas eish game is really watered down a singing nigga body bagging rappers.. smh +1478,body%20bagging,,@ESM_Campy and he used werewolf on me also idiota I was tea bagging your body for like 7 minutes while he was fighting someone else +1481,body%20bags,,'Body Bags' (1993) Movie Review!: http://t.co/E1tdatSUcC via @YouTube +1489,body%20bags,"West Monroe, Louisiana",@LennGoneWin nah man we need to be defenseless from thugs so when the cops get there we can get put in cool new body bags! +1490,body%20bags,CLEVELAND,@ComplexMag he asking for a body bags @PUSHA_T +1492,body%20bags,Yemen,RT Hamosh84: This how the #Saudi is coming home from #Yemen in body bags. For what? #Saudi Kingdom ego? You're looÛ_ http://t.co/LJlKWGXgjY +1496,body%20bags,,Hot Ladies Handbag Leather Shoulder Tote Satchel messenger Cross Body Bags Green http://t.co/c7XBjRhNbi #Handbags http://t.co/1dmoLajv1Z +1512,body%20bags,"Alexandria, VA ","Fairfax Co. investigating firefighter Khalil Abdul-Rasheed for Facebook post saying police shld be put in body bags + +http://t.co/VpvskCIyro" +1516,body%20bags,,Our mistakes come back in body bags: Leading in the VUCA world - How the Armed Forces do it | RAGHU https://t.co/vJFSlizmiI +1517,body%20bags,,Womens Stylish Metal Chain Pearls Solid Hanbags Shoulder Cross Body Bags Golden http://t.co/oR0JZb9cFh http://t.co/6byul0ID4l +1528,body%20bags,,Womens Flower Printed Shoulder Handbags Cross Body Metal Chain Satchel Bags Pink http://t.co/vBZqWzNxH7 http://t.co/NXIhHeP1Ea +1529,bomb,"NYC, ??, VAN",One of the top RT-ed tweets in #Japan is a screenshot of a young person claiming to not know the 70th anniversary of the Hiroshima bomb +1536,bomb,,Hiroshima marks 70 years since bomb: The Japanese city of Hiroshima marks the 70th anniversary of the dropping... http://t.co/INRGS4z0AC +1539,bomb,,@joanna_bomb @eventchase @MTV @MTVNews last year they won ATW and now they're multi platinum artists #WeNeedA5HVMAPerformance ???????????? +1541,bomb,"San Antonio, TX",@peytonlaynec ohhh coming of age. I had a bomb teacher and we never did anything. For our final we went to salt grass and he bought us food +1542,bomb,"Texas, USA",My bestfriends are the bomb. ?? +1548,bomb,N 51å¡25' 0'' / W 0å¡45' 0'',RIP RT @AJENews: On Aug. 6 1945 at 8:16 AM Tokyo time the worldÛªs 1st atom bomb on Hiroshima http://t.co/6Q5CS9MCdW http://t.co/7OGFoQr0MG +1550,bomb,"Tinley Park, IL",@joshrogin @slwsew379 @jimsciutto @NatSecCNN As suspected. Kerry and Barry got taken for a ride. Iran was making a bomb while talks went on. +1551,bomb,Oakland,@jonathanshainin I think the bomb raises all sorts of great questions but this isn't one of them +1552,bomb,,Why American censors supressed accounts of suffering in Nagasaki http://t.co/kZbeas50KE http://t.co/YQgpaSX3MG +1557,bomb,,What if your hometown were hit by the Hiroshima atomic bomb? http://t.co/XuWN4McgYp #safemode +1563,bomb,"Long Beach, Dublin, Amsterdam",@johncusack text: We Dropped The A-Bomb (1946)https://t.co/boJCX32qcZ Û_ +1564,bomb,shanghai,Bruh this sex on the beach??is bomb as fuck yo +1565,bomb,VI~D[M]V,Hansel and Gretel: The Witch Hunters.... Bomb ass movie. Yeh I kno Im late +1566,bomb,SHIBUYA TOKYO JAPAN,<Kyodonews> UPDATE1: Hiroshima marks 70th A-bomb anniv. amid fears of eroded pacifism http://t.co/VpGu8z1Lhb #followme #japan +1571,bomb,,@MattieLBreaux u the bomb ???????????????? +1578,bomb,,My aunt just gave me this drink at the game and it's bomb???? I'll never tell what in it though shhhh??????? http://t.co/vsFS7zr1gI +1581,bombed,,ÛÏTell Shinichi Kudo that IÛªm giving him 3 minutes to enjoy it..Û -Moriya Teiji famous architect from The Time Bombed Skyscraper +1583,bombed,,Photo bombed by a princess http://t.co/i4PthsuYQ9 +1584,bombed,Ventura County,When you get a call back from the interview you thought you bombed >>> +1586,bombed,New York,At this hour 70 yrs ago one of the greatest acts of mass murder in world history occurred when #Hiroshima was bombed. http://t.co/2QJl5MfKzv +1589,bombed,,70 years ago nowish America bombed #Hiroshima. Was it justified? All I can say is #noMOREHiroshimas #VJDay70 #FEPOW http://t.co/SYADSa6QeS +1592,bombed,,#Hiroshima does not look like a bombed city. It looks as if a monster steamroller had passed over it and squashed it out of existence. +1598,bombed,"Jaipur, Rajasthan",6th July 1945 ...Hiroshima was bombed with nuclear weapon _bomb was named little boy&carried in a plane called Enola Gay ...1/2 +1606,bombed,#uniteblue,@allenpeacock the deal is clear.Iran either agrees to the deal and abandons it program or gets bombed.it's a deal the right wing should love +1612,bombed,"Vernal, Utah",Picture of cute sleeping puppy photo bombed by the demon in the back. https://t.co/LprYzSTK4u +1616,bombed,,@davej798 @JohnEJefferson remind me when SomaliaEritrea & Nigeria were bombed by UK 28% of asylum applicants to UK 2014 were from S & E +1620,bombed, Birmingham.,#SitCTips if you do vlog you WILL get video-bombed. +1624,bombed,Jon Bellion | Luke Christopher,I BOMBED THE FAKE BOLT CHAT AND EVERYONE THOUGHT BOLT ENDED LMFAO +1629,bombing,,Bombing of Hiroshima 1945. http://t.co/4UHq9jKCvq +1630,bombing,These United States,We dont really talk about the murder of the bombing campaigns in WWII because we won but murder it is. https://t.co/jsGwnY6kdJ +1635,bombing,Tokyo JAPAN,#Hiroshima marks 70th anniversary of atomic bombing ( via NHK WORLD News) http://t.co/qGWoyNJLY8 +1640,bombing,Philippines,Japan to mark 70th anniversary of Hiroshima atomic bombing http://t.co/RUQPVtdBzT +1641,bombing,South East Asia,Just Happened in Asia: Japan marks 70th anniversary of Hiroshima atomic bombing http://t.co/E5dEmdScEh +1642,bombing,London,What it was like to survive the atomic bombing of Hiroshima http://t.co/0cvXS2E1Er +1651,bombing,,70th Anniversary of Hiroshima bombing https://t.co/juwvomhGPd +1655,bombing,Philippines,Japan marks the 70th anniversary of the atomic bombing of Hiroshima. http://t.co/YmKn1IwPvF http://t.co/mMmJ8Bo9y3 +1656,bombing,Kill Devil Hills,'Japan Marks 70th Anniversary of Hiroshima Atomic Bombing' by THE ASSOCIATED PRESS via NYT http://t.co/kKULqGB9e3 +1659,bombing,"Derbyshire, England",The 'sanitised narrative' of Hiroshima's atomic bombing. #Hiroshima70 #japan http://t.co/zsyj6sqYCn +1664,bombing,Philippines,Japan marks 70th anniversary of Hiroshima atomic bombing: Bells tolled in Hiroshima on Thursday as Japan marke... http://t.co/IqAIRPdIhg +1667,bombing,,Japan marks 70th anniversary of Hiroshima atomic bombing http://t.co/MLZxmGVuIh +1668,bombing,Somewhere on the Earth,70 yrs since the atomic bombing of Hiroshima... Terrible mass murder... +1674,bridge%20collapse,"London, United Kingdom",BREAKING NEWS: Australia collapse to a hapless 60 all out at Trent Bridge http://t.co/O2CFWDzZld +1678,bridge%20collapse,Saint-Petersburg,"Project Syndicate: A Marshall Plan for the United States: +http://t.co/lz8xmyi75x" +1680,bridge%20collapse,,New: Two giant cranes holding a bridge collapse into nearby homes http://t.co/ACirPv8Hn4 +1681,bridge%20collapse,Nigeria,@AkinwunmiAmbode Urgentthere is currently a 3 storey building at church B/stop Oworoshoki Third mainland bridge which likely to collapse +1682,bridge%20collapse,New York City & Mpls/St. Paul,"Throwback Thursday: More Thoughts About Citizen Media During Minneapolis Bridge Collapse Disaster - http://t.co/GudUDAZ4fx +#TBT" +1685,bridge%20collapse,India,Ashes 2015: AustraliaÛªs collapse at Trent Bridge among worst in history: England bundled out Australia for 60 ... http://t.co/l5ULCx4mOm +1695,bridge%20collapse,,Two giant cranes holding a bridge collapse into nearby homes http://t.co/Mqm46H6G8b +1696,bridge%20collapse,Minneapolis St. Paul Minnesota,"Throwback Thursday: Minneapolis Bridge Collapse & Citizen Journalism - http://t.co/bXV3vlMBBp +#TBT http://t.co/iBmqVWrVyz" +1697,bridge%20collapse,,'@berggruenInst: Berggruen Institute member @dambisamoyo on the problems with #US #infrastructure @ProSyn http://t.co/T96O158Yxv' +1704,bridge%20collapse,,Australia collapse at Trent Bridge how Twitter . On the first morning of the fourth Ashes Test... http://t.co/WAtjhzULa8 +1708,bridge%20collapse,"manchester, UK",Shane Warne and Ricky Ponting shocked by Australia batting collapse at Trent Bridge http://t.co/b5zPfW7Vo0 +1711,bridge%20collapse,,2 Injured 1 missing in bridge collapse in central Mexico http://t.co/scDa8eVwR6 +1713,bridge%20collapse,,Australia's Ashes disaster - how the collapse unfolded at Trent Bridge http://t.co/UqEtEeltVU #telegraph +1714,bridge%20collapse,United Kingdom,#Sport - Shane Warne and Ricky Ponting shocked by Australia batting collapse at Trent Bridge Australian grea... http://t.co/c41iUMknis +1717,bridge%20collapse,,5 injured in bridge collapse at Swiss kosher hotel: The accident occurred on Tuesday at the Metropol Hotel a ... http://t.co/sIGeZlynJ9 +1729,buildings%20burning,"Liverpool, England",a very scary thought is if 9/11 had happened today their would be teenagers taking selfies in front of the burning buildings +1730,buildings%20burning,y/e/l,THIS SOUNDS LIKE A SONG YOU WOULD HEAR IN A MOVIE WHERE THEY ARE WALKING AWAY FROM BURNING BUILDINGS AND CARS AND SHIT +1732,buildings%20burning,,@CTVKathyLe and in other news: don't run into burning buildings +1734,buildings%20burning,,forestservice : RT dhsscitech: #Firefighters run into burning buildingsÛÓwe work on #tech tÛ_ http://t.co/KybQcSvrZa) http://t.co/Ih49kyMsMp +1736,buildings%20burning,The Triskelion,this is like when folks said ÛÏburning down buildings doesnÛªt workÛÛ_onlyÛ_it did. now cities trying to get information out ASAP to prevent it +1738,buildings%20burning,Las Baegas,Like how are ppl not burning these buildings down knowing why it was originally created? +1742,buildings%20burning,,kou is like [CASH REGISTER] [BUILDINGS BURNING] +1743,buildings%20burning,,@chistate33 @thehill What hate crimes? It's the looney libs that are always burning down buildings and vandalzing private property +1746,buildings%20burning,Rochester NY,3 rules for a long life. #1ÛÒDonÛªt go in burning buildings! #2ÛÒDonÛªt jump out of perfectly good airplanes! #3ÛÒDonÛªt awaken sleeping giants! +1748,buildings%20burning,Sunshine Coast of BC,Port Coquitlam fire burning several businesses http://t.co/Q5FzYLBvTk +1749,buildings%20burning,New Jersey,@speechgirlAM On par with caring for the sick helping people move not talking during movies rescuing people from burning buildings... +1751,buildings%20burning,Cin City,@TravDave @Kornbread_ICU especially where it happened. Really nothing to tear up. Burning the buildings saves the city money for real +1758,buildings%20burning,,The fire brigade should play this guys music at burning buildings to put the flames out +1764,buildings%20burning,"San Francisco, CA",Two buildings burn in 3-alarm Antioch fire: Two buildings are burning in a 3-alarm fire at the Delta PinesÛ_ http://t.co/GQgF2ygpX2 +1765,buildings%20burning,US of Eh,.@denisleary Not sure how these folks rush into burning buildings but I'm grateful they do. #TrueHeroes +1777,buildings%20on%20fire,Wellington,"Jane Kelsey on the FIRE Economy +5th Aug 5:30ÛÒ7:30pm +Old Govt Buildings Wgton +The context & the driver for #TPP and #TRADEinSERVICESAgreement" +1778,buildings%20on%20fire,"Mighty Tempe, Arizona",'Failure doesnÛªt exist. ItÛªs only a change of direction' - Alejandro Jodorowsky (via buildings-on-fire) http://t.co/ByMVemW4xF +1781,buildings%20on%20fire,IG: 94fijiwater,I'm security so they want me to help out in case of emergency like the buildings on fire or a shooter's in the building. I'm leaving tho.. +1782,buildings%20on%20fire,?arsehole squad?,@blainescronuts thats what i would do if there were buildings on fire +1783,buildings%20on%20fire,Wherever the music takes me ,fucking apartments across the street are on fire right now. 5 fuckin firetrucks wtf. this is the second time those buildings caught on fire +1785,buildings%20on%20fire,Fallen TX,It's a testimony to the human spirit that more of us don't set fire to our office buildings on Sunday night. +1788,buildings%20on%20fire,Las Vegas,"There are multiple buildings on fire In Downtown Hinton OK. +The fire is threatening to level the entire block! #8NN https://t.co/pEVtSf7Cyt" +1793,buildings%20on%20fire,"?????????, ?????-?????????","#DNR +Res. buildings shelled & on fire in #Gorlovka tonight. +Civilian casualties Jan-July 2015:ÛÓ +164 killed (incl. 16 children) +501 wounded" +1794,buildings%20on%20fire,"ÌÏT: 41.373061,-71.942237",@gilsimmons lightening struck & 2 units in 1 of our buildings in our development on fire. Groton CT. Check out my FB wall most recent post +1795,buildings%20on%20fire,TAIZ - YEMEN,"#Taiz +#Houthi #Saleh indiscriminate shelling from castle sets Tahreer st buildings on fire +#Yemen http://t.co/qsli2ivIoG" +1797,buildings%20on%20fire,,Buildings on fire behind Tisa's in Niceville @tristapnwfdn https://t.co/ACl1baBacR +1800,buildings%20on%20fire,New Hampshire Û¢ WMUR ,Two buildings involved in fire on 2nd Street in #Manchester. @WMUR9 #wmur http://t.co/bCEUGsoi2r +1801,buildings%20on%20fire,Yorkshire and London,"Agricultural Buildings on Fire - Aldwark - NYorks Fire & Rescue Service + +Still grim news but fewer piglets caught up http://t.co/0kjCWG6pN9" +1805,buildings%20on%20fire,Boston,Multiple firefighters hospitalized after fighting a fire Manchester NH. #7News http://t.co/X1oYU5Y6bI +1806,buildings%20on%20fire,"Las Vegas, Nevada","There are multiple buildings on fire In Downtown Hinton OK. +The fire is threatening to level the entire block! #8NN https://t.co/GXDKLhxU22" +1819,buildings%20on%20fire,Sydney Australia,"My Happy Pensioner Stories +Safe Buildings: watching a report on unsafe cladding catching fire in Melbourne same... http://t.co/cnoxJB8XoQ" +1820,buildings%20on%20fire,"Kalispell, Montana",Multiple houses/buildings on fire in Kalispell http://t.co/1iyThVshgF +1825,burned,"Las Vegas, NV",Family heartbroken.Mobile home at Nellis & Cheyenne burned in fire. Kids were all ready to go back 2 school @News3LV http://t.co/VAf1RAiYQb +1828,burned,,I burned 3 of my fingers!! http://t.co/Gs2W38CSJn +1829,burned,557619,This is why you should be burned at the stake ! https://t.co/YpezipY2NY +1830,burned,"Dallas, Texas",Let me tell you Brandace brought it today at #NTC! Heat and all...we survived! Burned over 500Û_ https://t.co/ILfd6wcGqg +1839,burned,Poyth WesssterrrnnOystrayahhh,@IrSolichin @9Tawan99 @178kakapo @POTUS The last 2 of 68 cities where everyone was burned to death. Terrorism on the grandest of scales +1843,burned,,@Kyra_Elizabethh my back break light is burned out so I gotta show them in the next 10 days ?? +1844,burned,Indiana,@realDonaldTrump @Shelia1965A Been burned by Republicans so many times at least you are talking about things important to us. Good luck +1846,burned,"St. Louis, MO",burned 163 calories doing 30 minutes of Total Body Cardio #21dayfix #myfitnesspal +1849,burned,,Corey White talking all dat shit but he got burned more than curlin irons on black women necks +1850,burned,"Indianapolis, IN",@BlackHatWriter Yeah I'm going to be at home by a computer for the next two weekends. :( Getting really burned out really quick. +1854,burned,"Ecruteak City, Johto",@alfred00dle @PDLeague I'm sorry about that crit not 100% sure if it matter prob cuz I was burned +1855,burned,"Ann Arbor, MI","I got more rhymes than the Bible's got psalms +And just like the Prodigal Son I've returned +Anyone stepping to me you'll get burned +??" +1858,burned,"North Bellmore, NY",@widouglass @kurrrlyW @AdamRubinESPN @Nationals Welp that dunce got burned here +1859,burned,"Hutchinson, MN",OMG so last week i accidentally burned myself with a cigarette lol only i would do that +1862,burned,"New Jersey, USA",@AdamRubinESPN I know we have been burned just a week ago in a similar spot but getting @MattHarvey33 out o just 88 pitches save some inn +1867,burned,who fuckin knows,"so keep calling me crazy +cause I never learned +you should stop loving fire +because you got burnedÛ_ https://t.co/ZsAEGjQq1z" +1868,burned,NYC ?? PA,I'm proud of my heart it's been played stabbed cheated burned and broken. But somehow still works +1871,burning,mumbai,hermancranston: WIRED : All these fires are burning through firefighters' budgets http://t.co/FSGAnfRgjH http://t.co/ju9zzu9TiOÛ_ Û_ +1872,burning,"Pasadena, CA",PSA- I chopped 3 #jalapenos & my fingers were burning-lava-on-fire painful for 5+ hrs. This is a first! Wear gloves! #peppers from #hell. +1874,burning,"Conover, NC",Geoengineering and burning of fossil fuels is making our global weather unstable. With temps up to 165å¡ and biggest flood in past 200 years +1876,burning,,@sar_giuliani I'm currently burning my skin off?? +1879,burning,SoCal,@JanelleBrown117 YES! We are comrades in sweat-seeking calorie-burning cardio-torture! We need all the support we can get- smile nod wave +1884,burning,,WoW Legion ÛÒ Slouching Towards The Broken Isles: Warlords of Draenor wasnÛªt close enough to The Burning Crusad... http://t.co/RKpmoMQMUi +1891,burning,Los Angeles/ Las Vegas/ Boston,@TheVenskus you led a killer workout today @TheSweatShoppe my core is burning. Now #gymtime #worktime #auditiontime #roccotime #noBS +1894,burning,gateway regional hs,Peddle to the floorboard.. End up in a four door. Burning up a backroad song... Park it and we pile outÛ_ Baby watch your step nowÛ_ +1896,burning,,Burning bridges is my forte! +1902,burning,daily ? 18 ? ?,RT: A real burn book entry about CA: why the fuck is this place always BURNING +1903,burning,,fear the fever Can you feel it now? I feel the fire Burning belo-ooow It's gonna trick ya Swallow you who-ooo-ole #MTVHottest Justin Bieber +1904,burning,"TÌÁchira, Venezuela",the Burning Legion has returned +1906,burning,London,The Arab autocracies: Burning down their house http://t.co/xcjRamGQ22 via @TheEconomist +1907,burning,faisalabad,@TarekFatah you are burning in enemity of Pakistan .i m sure you will burn more and more +1912,burning,"Detroit, MI",@8goingon80 I put on a ton of sunscreen and I'm still burning :/ +1913,burning,,Blizzard details new Dungeons and Raids in World of Warcraft: Legion: The Burning LegionÛ_ http://t.co/8IBAT5LOQN +1923,burning%20buildings,Seattle,'What is this accomplishing?! Burning is killing the buildings!' #TI5Quotes #TI5 +1926,burning%20buildings,"Austin Texas, Ontario Canada",15 Amp is common 120V breaker trip threshold to protect 14 AWG wire (commonly used in buildings) from burning. 1800W power outlets results.. +1928,burning%20buildings,"Epic City, BB.","Burning Buildings. + +Keep The Flames Lit. ??????" +1930,burning%20buildings,"San Francisco, CA",Three-alarm fire burning in Antioch apartment complex. @kron4news http://t.co/IH7cTORGRH +1931,burning%20buildings,"Dublin City, Ireland",@RockBottomRadFM Is one of the challenges on Tough Enough rescuing people from burning buildings? +1934,burning%20buildings,SW London (RBK),@mrjamesob U're not getting rid me until every last drop of life has gone... I crawl into burning buildings because all Life matters. Jakey +1936,burning%20buildings,,Firefighters are some brave people in my opinion bc I clare I don't know I could save ppl from burning buildings and houses I salute them ??? +1944,burning%20buildings,"Denver, CO",The Rocky Fire burning in CA still threatening more than 7k buildings. Largest in state & one of nearly 2 dozen burning now #9newsmornings +1946,burning%20buildings,,I liked a @YouTube video http://t.co/EYma5CRlHk Mega Man ZX OST - T17: Ogre Claw (Area G - Burning Buildings) +1947,burning%20buildings,US of Eh,.@denisleary Not sure how these folks rush into burning buildings but I'm grateful they do. #TrueHeroes +1958,burning%20buildings,,@Trubeque Destruction magic's fine just don't go burning any buildings. +1964,burning%20buildings,San Francisco,? High Skies - Burning Buildings ? http://t.co/uVq41i3Kx2 #nowplaying +1970,burning%20buildings,San Diegohhjhhhhhghghpjg,What if we used drones to help firefighters lead people out of burning buildings/ help put the fire out? +1974,bush%20fires,The Internet & NYC,'When you attack PP you attack women's health & when you attack women's health you attack America's health.' http://t.co/HXdG24MCQg +1977,bush%20fires,Dundee,Soaring temperature's in some southern US states causing bush fires pity @scotgov only allow rain in Scotland. #TweetLikeKez +1978,bush%20fires,,You know it's hot when there are bush fires right near your villa ???? +1982,bush%20fires,,Bushfire causes first victim in Albania :: The multiple fires in Albania have caused the first vict http://t.co/yuba6XmBlq #Bush +1984,bush%20fires,"SQU\/D, uk",Drove past the field on fire yesterday. Reminded me of the bush fires we used to get in South Africa. http://t.co/SN3dHuYnFe +1988,bush%20fires,"Melbourne, Australia",Bush #food fires: http://t.co/Q1Y8lm7us9 http://t.co/TofLxOdyrX +1993,bush%20fires,"Dubai, United Arab Emirates",[WATCH] Mother Nature halts Australia Blue Mountains bushfire http://t.co/xxA4rmFZ01 +1997,bush%20fires,$$$,@jiminswang i was about 2 say bush fires in aus but the reason is hot +1998,bush%20fires,,Bushfire causes first victim in Albania :: The multiple fires in Albania have caused the first vict http://t.co/yuba6XmBlq #Bush +2002,bush%20fires,London,If you like goats and dislike bush fires then this is probably the video for you http://t.co/93VacQM4b1 +2004,bush%20fires,"Scotland, United Kingdom",@PamelaMueller @TIME It is an honour and privlege to pray. I have witnessed these bush fires when living in Australia +2005,bush%20fires,Mid north coast of NSW,@TheRealPBarry How much CO2 does an erupting volcano and bush fires raging put into the atmosphere? None of the believers mention this. +2008,bush%20fires,;),All these Eugene fires gotta make you think.... Hashtag conspiracies hashtag population control hashtag bush did it +2011,casualties,Ellixton London's 33rd Borough,Warfighting Robots Could Reduce Civilian Casualties So Calling for a Ban Now Is Premature http://t.co/yvYgTcAz7k +2013,casualties,,lets hope this concert ends with zero casualties amen +2018,casualties,,American Weapons and Support Are Fueling a Bloody Air War in Yemen http://t.co/ZBLU4xXo44 +2021,casualties,,More women children casualties of Afghan violence http://t.co/OstkZA1qaX +2025,casualties,"Auckland, New Zealand",@gtiso Fair enough. Change always has unfortunate casualties. I like that @NzMorningReport utilises both Welly & Aucklnd. We'll see. +2029,casualties,Ngayogyakarta Hadiningrat ,Memorial day of 70 years Hiroshima and Nagasaki (69 august 1945) wth total casualties 200.000+ . God forgive them! +2030,casualties,Worldwide,Warfighting Robots Could Reduce Civilian Casualties So Calling for a Ban Now Is Premature - http://t.co/trNGqOPBdl +2032,casualties,"San Francisco, Los Angeles",@EskSF there are always casualties when doing the right thing especially if it's going to cost your boss money. +2037,casualties,,@Josh_Daniel_ @mikegiarrusso @FoxNews so do you think a bunch of untrained people firing back isn't going to cause more casualties +2041,casualties,"Arizona, USA","Obama 'lambasted 4 not being respected & 4 being a jokeÛ +Would #Trump prefer more civilian casualties? +http://t.co/gxQMDMzA1u +#GOP +#maddow" +2044,casualties,,@JimW_in_NM @KurtSchlichter Here's the thing: they were predicting UP TO A MILLION AMERICAN CASUALTIES. Forget the goddamn Japanese. +2048,casualties,,American Weapons and Support Are Fueling a Bloody Air War in Yemen http://t.co/F7ZcqaOcY7 +2052,casualties,,Let's appreciate that the group of people that everyone hates so much the police prevented mass casualties today in Nashville. +2053,casualties,,@DonteStallworth @SteveSGoddard if you look at the casualties on Iwo Jima and Okinawa and the numbers dead on both sides you'll see it. +2054,casualties,,@Cameron_Surname @chrisg0000 The Allies forecast an Invasion of Japan had a minimum of 1 million casualties that is a minimum. +2062,casualty,Canada | #LUX,@Rx_Casualty @Vpzedd @Daintt_M call +2065,casualty,"Pasadena, CA","#LegalJobs Litigation Attorney in Scottsdale AZ: Claims Specialist II Casualty Bodily Injury +The can... http://t.co/zqrQEg3Cxl #Jobs" +2066,casualty,among the socially awkward ?,@5SOSFamUpdater social casualty +2072,casualty,,"ÛÏ@MacCocktail: 'The first casualty of war is truth.' +? Hiram Johnson (died this day) - in Tony Blairs case it died before the war! ??" +2079,casualty,,Georgian wines have become a casualty in Russia's political campaign against the Ukraine: http://t.co/wCo724AmPl +2080,casualty,"West Hampstead, London NW6",@bruminthecity oh no what coffee was it espresso? poss casualty of today's busiest thurs ever. come in for a perfect coffee - on the house. +2085,casualty,"Santa Monica, CA",Associated Agencies Inc. is #hiring Property & Casualty Account Manager http://t.co/z6MQrUFLDl #jobs #RollingMeadows #Insurance +2088,casualty,"Cambridge, MA",Documenting climate change's first major casualty http://t.co/5QMvEwDgiS via @GreenHarvard http://t.co/NmtWI59MU4 +2090,casualty,"Washington, D.C.",Canceling Deal for 2 Warships France Agrees to Repay Russia via @nytimes http://t.co/j7vbskHAXn +2092,casualty,,charlie from casualty at the ashes https://t.co/jDlYmGuHwW +2093,casualty,,Keep alive your sound intensity level catering in keeping with auditory effect casualty insurance: hcXvNeoAV +2101,casualty,"Paranaque City, National Capital Region","ÛÏ@5SOSGlobalSquad: me: will give all of my money to hear social casualty live + +#MTVHottest 5sosÛ I have about 5 buck here I'd give it all??" +2104,casualty,Toronto #6ixSideMafia,@Vpzedd reach skype +2105,casualty,,"?please read casualty fans? +Let us know & help spread the word by retweeting! DM me or @ScriptetteSar for more info?? http://t.co/HDrBTJRoHb" +2106,casualty,"Houston, TX",business casualty +2107,casualty,jonas/lovato/bieber/5sos,@datshemmings_ moi c'est plutot disconnected the only reason close as strangers heartbreak girl rejects social casualty ... ufhguhfidt +2120,catastrophe,"Oakland, CA",Fox News is the biggest media catastrophe in American history. People love living a lie?? +2124,catastrophe,,#twist #sony Ultimate #preparedness library: http://t.co/kx1fGSqeB6 Prepare Yourself For Any Catastrophe. Over http://t.co/7GYGhOG2ds +2127,catastrophe,,@BuzzFeed Stannis is not evil in the books GOT is a catastrophe just saying +2130,catastrophe,"Carrboro, NC",@ShaneRyanHere CATASTROPHE on Amazon Prime. +2132,catastrophe,Germany,You r a wonderful person ???? @thomasistrash #ThomasIsTrash http://t.co/7bcLAzAfIH +2135,catastrophe,#BVSTRONG,'Now I am quietly waiting for the catastrophe of my personality to seem beautiful again and interesting and modern.' +2137,catastrophe,London UK,Gaza 2014 - The Summer of Catastrophe https://t.co/gm3YI1D1dV #gaza #palestine #israel #BDS +2140,catastrophe,Australia,@taylorswift13 @Caradelevingne Mother Chucker and Catastrophe = So much hotness in one room we can't cope. #Swifties +2143,catastrophe,"Manhattan, NY",@twlldun @peterjukes It's a very good piece. And I agree the failure of post-war planning was the catastrophe. +2147,catastrophe,"Tulsa, OK",Sorry Kylie pretty sure James?? ate Bruce ?? this morning. #Catastrophe https://t.co/TR6oM9yN2C +2151,catastrophe,"Blackfield, England",@robdelaney desperate to watch the last episode of Catastrophe. How can I get it in the UK? +2152,catastrophe,Puerto Rico,@BarackObama hello Mr. President there is a really big problem in Puerto Rico regarding the water situation no more like a catastrophe... +2155,catastrophe,Portugal,Alaska's #Wolves face catastrophe Alexander #ArchipelagoWolves population plummeted 60% in 1 yr. Be their voice: http://t.co/vCpKdbnSfp +2156,catastrophe,"Illinois, USA",Two shows I've loved this summer - Catastrophe and Unreal +2162,catastrophic,"Nevada, USA",@VaunWilmott - @PaysTara agrees that with the catastrophic loss of the love in the barn scene we are short 1 shirtless Michael. #Dominion +2165,catastrophic,,Something Catastrophic Is Coming: Should We Tune Out? http://t.co/iTkCRpqgn0 +2166,catastrophic,,[WP] Following a catastrophic event the United States is decimated. The President prepares his first post apocalyÛ_ http://t.co/6eCMRxUyR6 +2167,catastrophic,Philippines,@johngreen The catastrophic history of you and me +2168,catastrophic,,If a å£1 rise in wages is going to have such a catastrophic impact on wage structure. What the fuck is automation going to do!? +2170,catastrophic,"Manhattan, NY",@unitedNYblogs @InsideCityHall @nyclass ouch. He needs to explain why his NYCLASS $500K hate mailer was such catastrophic fail +2178,catastrophic,,The Catastrophic Effects of Hiroshima and Nagasaki Atomic Bombings Still Being Felt Today http://t.co/W1iFF7ddvy +2180,catastrophic,Kansas City,'How should a society respond to a looming crisis of uncertain timing but of catastrophic proportions?' http://t.co/rIiesTP9zY +2182,catastrophic,"Seattle, WA","Dear @CarlyFiorina Will you or anyone in your family be alive in 2040? + +#climatechange #GOPDebate + + http://t.co/j7Q2ySOMvR + +#FeelTheBern" +2184,catastrophic,US,#CANCER : everything seems catastrophic you feel you can not be worse. Hit rock bottom. You recover. You start again. After a while got it +2185,catastrophic,united states,Jim Rickards Blog: Catastrophic Outcomes May Come Faster Than Expecte... http://t.co/czEgzbnJ4x http://t.co/B53yr0ccmX +2187,catastrophic,Cape Coral Fl,Stop Extreme Regulations That Hurt The Middle Class http://t.co/ATp5apYxRr +2196,catastrophic,Leanbox?,@_LalaDeviluke - consequences could have been catastrophic. I was also informed by the security A.I *Mute that you were primarily - +2197,catastrophic,,#gaming Learning from the Legacy of a Catastrophic Eruption: fifteen-mile-high plume of ash . The eruption wh... http://t.co/sv5KBP1FmO +2199,catastrophic,"Mechanicsville, VA",Want to sell my boat of a car for a truck +2200,catastrophic,California,As long as my #Baby is blissfully unaware of the catastrophic day happy fed bathed cared for...Û_ https://t.co/zMvrjLjoog +2201,catastrophic,Edmonton,I suffered a catastrophic pants failure at work today. I resorted to tying my jacket around my waist til I got to a thrift store. #trustory +2202,catastrophic,www.facebook.com/Randirobics,Society will collapse by 2040 due to catastrophic food shortages says study http://t.co/2wWZBW5lId +2206,catastrophic,"Seattle, WA","Dear @SenTedCruz Will you or anyone in your family be alive in 2040? + +#climatechange #GOPDebate + + http://t.co/j7Q2ySOMvR" +2208,catastrophic,OHIO,Something Catastrophic Is Coming: Should We Tune Out? http://t.co/ftrdbbaKqv via @po_st +2218,chemical%20emergency,? In your head ?,THE CHEMICAL BROTHERS to play The Armory in SF tomorrow night!: EMERGENCY BAY AREA EDM ANNOUNCEMENT ÛÒ THE CHEM... http://t.co/Uhgx7uQoBd +2223,chemical%20emergency,"New Jersey, USA","Fake 'explosion toxic chemical' drills emergency responders before Pope Francis 1.5 million visit in Sept. +http://t.co/AjVFJD3qnI" +2224,chemical%20emergency,"Corpus Christi, Texas",Emergency crews are on the scene of a chemical spill at Spohn Shoreline. We will have more details as they come to us. +2226,chemical%20emergency,,Standard behavior of Chemical Mixers so that Emergency Purposes...JyB +2228,chemical%20emergency,Manchester,Emergency services called to Bacup after 'strong' chemical smells http://t.co/4GaJhSPfwl +2232,chemical%20emergency,UK,Rossendale: Emergency services called to Bacup after 'strong' chemical smells http://t.co/hUDTl2HdSV #rossendale +2234,chemical%20emergency,Sydney,"Emergency services in Hammondville. Near Jewell Close. STORY: http://t.co/jQcy5NwbUg #Liverpool #7News +https://t.co/snpmAlngvd" +2243,chemical%20emergency,Sydney,Chemical spill at a house in Hammondville. Emergency services attending. #BreakingNews #7News http://t.co/bQ94MjYgfe +2247,chemical%20emergency,,@bendwavy emergency chemical rinse +2249,chemical%20emergency,,Emergency services called to Bacup after 'strong' chemical smells http://t.co/hJJ7EFTJ7O +2252,chemical%20emergency,,@PMBreedlove Russian nuclear-biological-chemical (NBC) brigade 'emergency response' exercise in Southern MD http://t.co/qyoT2B59ig Û_ +2253,chemical%20emergency,UK,Emergency prompted due to chemical spill at a factory near RedruthåÊUK https://t.co/oiCtAcbwSR http://t.co/46lSIanjMC +2259,cliff%20fall,,"When God pushes you to the edge of the cliff two things may happen: +1) He will catch you when you fall. +2) He will teach you how to fly." +2261,cliff%20fall,,Photographer Brian Ruebs endures 4500-feet climb to capture bride and groom http://t.co/gft2Lr0Lsi @rarasathie_ +2264,cliff%20fall,,I might go losing it n drive off a cliff fall in the void +2268,cliff%20fall,,I hope you fall off a cliff. +2269,cliff%20fall,,@Spencer_VH I hope you fall off a cliff +2270,cliff%20fall,hyejeong?taehyung,@usetheIight youre an ugly piece of trash i hope u fall off a cliff +2276,cliff%20fall,Emirate,Huge cliff landslide on road in China: Watch the moment a cliff collapses as huge chunks of rock fall onto a r... http://t.co/LKDO0momtw +2283,cliff%20fall,,My boy @Fall_off_Cliff still got it man rumor has it he going back to DE ?? +2287,cliff%20fall,,"Video: Man rescued after 80ft cliff fall at Shaldon +Read more: http://t.co/efQCLTEVlr http://t.co/4gQy7ziMfC" +2290,cliff%20fall,"Twin Cities, MN",@MattBuek Some pitchers gracefully lose their stuff. Some fall off a cliff and land on their throwing arm. Hard to tell who gets what. +2291,cliff%20fall,,@JohnnieGuilbert jump off a cliff. I'll be cheering for you to do a back flip for fucks sake. I hope you fall and break your neck. +2293,cliff%20fall,,3 out of the 4 people I'm camping with I would happily see fall of a cliff. +2295,cliff%20fall,,Mega keen for hiking tomorrow! Hope i don't fall off a cliff haha! #keen #fitness #yay #excitedmuch +2302,cliff%20fall,,@NTSouthWest Looks very tasty but the problem is the cliff might fall into the sea due to coastal erosion so it would be crumbly then +2305,collapse,"Memphis, TN",Interview on The Collapse of Materialism Best #TalkRadio Listen Live: http://t.co/ncMBnRsk5Q +2310,collapse,"Kampala, Uganda",Greece's tax revenues collapse as debt crisis continues http://t.co/V5yyzNGRBZ +2313,collapse,,http://t.co/dOg9bw1eCW Correction: Tent Collapse story #HNLnow +2316,collapse,Narbin city ,Correction: Tent Collapse Story http://t.co/CMbNMvVDKl +2320,collapse,"Leeds, England, United Kingdom",We all knew Cain wasn't going to die... It's either Val or someone is gonna collapse later on... #Emmerdale #SummerFate +2322,collapse,Los Angeles,Interview on The Collapse of Materialism Best #TalkRadio Listen Live: http://t.co/Qn8vTXZJzB +2323,collapse,,West Side water main break causes street collapse (VIDEO) - El Paso Times http://t.co/uP9TWymJlV +2326,collapse,burger king with usher,@fouseyTUBE @zaynmalik I would collapse +2328,collapse,Greece,The Guardian Greece's tax revenues collapse as debt crisis continues The Guardian FreshÛ_ http://t.co/L0ARQL2q2O +2331,collapse,Russia,If Oikawa was in Karasuno I guess I'd just collapse from such an overwhelming happiness. +2335,collapse,,Residents set up sign as tribute to families who lost their lives in the Thane building collapse: The unfortun... http://t.co/zT6wANhXuj +2338,collapse,Los Angeles,Technical Collapse -> http://t.co/BfJB5H4tuW $WLB Down -3.43% to New Low http://t.co/cSXEKREDUg +2343,collapse,Earth,.@ArneJungjohann #Energiewende is directly responsible for the collapse in energy value. http://t.co/NxvjPj610W +2344,collapse,Batam,#ROH3 #JFB #TFB #alrasyid448ItuRasya Correction: Tent Collapse Story http://t.co/xsnJi8EJRl ROH3 SmantiBatam #ROH3SmantiBatam +2345,collapse,Chicago IL,Ashes 2015: Rampant England humiliate rival Australia http://t.co/kMBS7bXkQN +2353,collapse,"Paterson, New Jersey ",Greece's tax revenues collapse as debt crisis continues: As talks continue over proposed âÂ86bn third bailout ... http://t.co/7w2WiEFjuq +2355,collapsed,"Cramerton, NC",That @PPact hasn't already collapsed is a testament to @TheDemocrats lockstep devotion to politics over reality. +2357,collapsed,San Antone,@SheriffClarke @FreeAmerican100 If a carpenter built your house and it collapsed would you ask the same carpenter to rebuild it? +2360,collapsed,"Minneapolis, MN",35W Memorial honoring those who died when the bridge collapsed. http://t.co/qIb5fYaLGs +2365,collapsed,,I used to have a good time from June to about July 10th then my summer just collapsed smh +2369,collapsed,"(queer, trans, he/him, black)",i remember when i was little and i didnt want to say the pledge and the school collapsed and pit to hell opened +2371,collapsed,,But the ceiling and the walls collapsed. Upon the darkness I was trapped. +2378,collapsed,,I collapsed in the bathroom bcuz of Michael. +2380,collapsed,"Eugene, OR.",VIDEO: Link to the billowing fire after the SouthTowne Lanes roof collapsed: http://t.co/YrRHqZLKoR http://t.co/dXk4sUXMKV +2381,collapsed,"EVERYWHERE, USA",@_Lasha_K @Diamond6612 @quin_lo @LSedig @Yemmely @Holly16252 @Inmianajones I saw this crazy edit of Twisted mixed with Tut and I collapsed +2383,collapsed,"Huntsville, AL",3D view of the storm that developed & collapsed over Albertville this evening; some wind damage reported #valleywx http://t.co/2wJ1MNz3mE +2384,collapsed,"Jersey City, NJ",@michaelgbaron Panic City has collapsed. Party City is in full swing! +2392,collapsed,,@JessicaLauraxo grandma collapsed and died +2393,collapsed,Hong Kong,3-pronged inquiry launched into collapsed #HongKong furniture retailer DSC http://t.co/Tg3ukIsgEN @scmp_news http://t.co/An5LpimNfA +2401,collapsed,Tampa Bay,Official: Crowd in tent that collapsed was told to stay put: LANCASTER N.H. - Circus workers first told spectatorsÛ_ http://t.co/yRQgASn0JG +2403,collapsed,sending rude things to heather,@jemmaswans i needed such a breather today oh my god i went on lunch and collapsed like a sack of bones in my car +2404,collide,"Conway, AR",We had a room full of people lifting up Collide in prayer!! We are so excited for Friday night!! http://t.co/645dYNAMy8 +2405,collide,,?Maybe someday we'll find the place where our dreams and reality collide.? +2407,collide,,I'm not saying you should freak out but Collide starts in 30 mins so you should freak out! GetÛ_ https://t.co/QOK1BSYZEU +2411,collide,ham ham clubhouse,I added a video to a @YouTube playlist http://t.co/c2k7hDoLph Howie Day - Collide +2424,collide,luisa's heart,but even if the stars and moon collide i never want u back into my life #MTVHottest Justin Bieber +2426,collide,"Lehigh Acres, FL",Collide Gateway students make setting up chairs and tables 10x more fun than I would've thought! ?? @collideNLC +2431,collide,,Perez Hilton forever Niley shipper lol https://t.co/qQ1pIJK2dA +2433,collide,,no escape- no place to hide here where time and space collide +2434,collide,#IzzoWorld,Nigga This Is The First Time I Heard A Song By Justine Sky Other Than Collide +2436,collide,"Capital Federal, Argentina",Vamos Newells +2439,collide,,#Funfact #facts Can Stars Collide? http://t.co/E1ao9A7rw9 +2444,collide,Canada,"When transgender Sam takes runaway Lizzie in two very different worlds collide as they explore unjust boundaries and trust. +Sam(uel) +#books" +2447,collide,,When Social Media Marketing and Ethics Rules Collide | The Recorder http://t.co/D0Bnm1ZZak +2448,collide,INEQUITY IS INJUSTICE || NJ,Trump & Bill Clinton collide in best conspiracy story ever http://t.co/ABkhBhNLOz via @motherjones TRUMP DEMOCRATIC PLANT? lmao #lastword +2449,collide,New York,PIERCE THE VEIL Rubber Bracelet Wristband Collide with the Sky - Full read by eBay http://t.co/H4WUPpaT6k http://t.co/WisjhDH58n +2450,collide,,Now there's only 2 days for collide!!! get signed up!???? http://t.co/vhh7LBOATZ +2461,collided,Islamabad,@FarhanKVirk @PTISalarKhan ! Instead of promoting false news first get your facts right . It was a road rage incident . Vehicles collided +2469,collided,,"I so want to #win an ARC of WHEN WE COLLIDED Emery Lord's 2016 release! Open intl #TheStartofEmandYou #giveaway + http://t.co/qcu4xO54wT" +2472,collided,,@mollywood I agree! I didn't know you had moved to Marketplace. I woke up to your report & thought my favorite worlds (BOL-APM) collided. +2473,collided,,@imaginator1dx currently reading after. as you can see after we collided is on my dresser waiting to get read http://t.co/QwrASZ6LHO +2474,collided,,@edsheeran tf is innit +2477,collided,England,So running down the stairs was a bad idea full on collided... With the floor ?? +2481,collided,,#maritime The sand carrier Shinto Maru and chemical tanker Hoshin Maru collided on 7 nautical miles off Honshu... http://t.co/2bnfoAGpzD +2484,collided,"Wellington, FL",Oh my God. Sending my thoughts to @SAStars head coach Dan Hughes who left the game on stretcher after Danielle Robinson collided into him. +2495,collided,,@AlyssaSpencer28 remember when beau and i collided on the slip and slide and I died ?????? +2503,collided,,Ok two of my favorite things have collided into one great HT #LiteraryCakes https://t.co/E2meY0aKPu +2509,collision,,Call to car vs fed ex truck head on collision on I-40 mile marker 118. Prayers for the families as we get to the scene! +2511,collision,,Motorcyclist bicyclist injured in Denver collision on Broadway http://t.co/eOPWBtUYr9 +2518,collision,Denver Colorado,Motorcyclist bicyclist injured in Denver collision on Broadway: At least two people were taken to a localÛ_ http://t.co/PMv8ZDFnmr +2522,collision,"Parkway, CA",Traffic Collision - Ambulance Enroute: Florin Rd at Franklin Blvd South Sac http://t.co/dYEl9nMQ0A +2525,collision,,The Denver Post - Motorcyclist bicyclist injured in Denver collision on Broadway http://t.co/yjrIi5mHii +2526,collision,,that collision daaamn +2529,collision,"San Francisco, CA",Marin Sr37 / Sr121 **Trfc Collision-Unkn Inj** http://t.co/yqJVEVhSzx +2533,collision,"Riverside, CA",Riverside I15 N Sr91 E Con / I15 N Sr91 W Con **Trfc Collision-Unkn Inj** http://t.co/QqMLKvgPQk +2549,collision,Mumbai,Techerit: Anti Collision Rear- #gadget #technology http://t.co/v3a5ZQaRFg +2551,collision,"USA , AZ",Anti Collision Rear- #innovation #gadgets http://t.co/YXD4c4XlGo +2558,crash,Somewhere in the Canada,Mom fights to recover in hospital from fiery car crash while kids miss her at home - http://t.co/0UH26R2zfX +2562,crash,,No citation for Billings police officer who caused Broadwater crash http://t.co/aAhYoEITzl http://t.co/ULZ3ubQV5z +2563,crash,,'Our little angel': Banjo Pilon 10 dies after skateboarding crash at Wamberal: At the weekend 10-year-old B... http://t.co/5bcOQB6Cff +2567,crash,"Austin, TX",lol at the guy whipping by me on a double yellow line in his mustang just to crash on the curb into a light pole #sns +2574,crash,,New post: 'India Train Crash Kills Dozens' http://t.co/6OQaZmQa3L +2577,crash,PPCC ,Crash +2578,crash,The Open road!,@crash_matrix @TheMercedesXXX With a minivan :3 +2580,crash,The New Way To Surf!,Non-Power 5 Schools with Best Shot to Crash College Football Playoff http://t.co/Wj5EMRNkYi +2581,crash,"Ponyville,Equestria ",This is hilarious! Look at all of you! We got: Hairity Rainbow Crash Spitty Pie #Spikebot +2583,crash,,Thieves crash dealership gate steal four vehicles in Killeen http://t.co/aA47AXC6sr http://t.co/fz5axahPVr +2584,crash,Highway to Hell,Time to enjoy summer in a crash course of two weeks... I will never take summer classes again. (That's a lie) +2586,crash,Vancouver,#portmoody Clarke Rd hill n/b blocked by crash past Seaview traffic back to Kemsley. Take Como Lake to Gatensbury to get around it. +2589,crash,,@natethewolf Car vs Motorcycle Crash Fairport Nine https://t.co/SkUQMJq7g2 #BGC14 +2595,crash,,Learn cPanel in 2015. Join cPanel Crash Course only $20 http://t.co/TltY2Mumco +2596,crash,Los Angeles,.@Emily_Noel95 @SterlingKnight @joeylawrence @ABCFmelissajoey that car crash was pretty fun to film #melissaandjoeychat +2600,crash,Philippines,NEWS: 2 injured in school bus crash in Bordentown - http://t.co/672bY6OOjn | Details: http://t.co/N5IHOfDpD4 +2601,crash,"Indian Trail, North Carolina",The Crash And A New Depression ÛÒ The Seeds For The Next Crisis Have Already Been Sown http://t.co/IsN9HdZ4cp +2607,crashed,,Husband's back from Edinburgh and crashed out. One young adult's has got a raging temperature the other's gone out and I'VE NOT HAD ANY TEA +2610,crashed,,Rip to whoevers face that crashed in front of my work. Wish I could have helped +2613,crashed,Arizona,almost crashed while listening to walk the moon bUT I DONT CARE I LOVE IT +2615,crashed,,Ol'Head just crashed into the back of another ol'head car he hopped out like 'DAMNNNN U FUCKIN ROOKIE... SLOW TF DOWN!!' ?????? +2618,crashed,Kentucky,@thomicks Isn't showing up for me. I think it crashed. +2620,crashed,"Pleasantville, NY",@RosanneBarr New documents suggest Clinton's email server may have crashed. All of her fan mail from Qatar must have crashed it. +2623,crashed,Estados Unidos,Bin Laden family plane crashed after 'avoiding microlight and landing too far down runway': Three members of t... http://t.co/ZlBOeMXo2T +2626,crashed,,@BlizzardCS crashed them right after the stream lol +2630,crashed,London,@PahandaBear @Nethaera Yup EU crashed too :P +2634,crashed,Arlington VA (DC Area),#news Bin Laden family plane crashed after 'avoiding microlight and landing too far down runway': Three member... http://t.co/hHsN0VnYKs +2636,crashed,,"aQgcO mhtw4fnet + +Pakistan says army helicopter has crashed in country's restive northwest - Fox News" +2638,crashed,"Ventura, CA",Got a ticket & my car got crashed man life's great ! +2639,crashed,Pakistan,"Pak army helicopter crashed in Mansehra. +Pray for departed souls. http://t.co/XclNBVvfSi" +2646,crashed,USA,Website Malfunctioning? PHP Scripts not working? Database Crashed? Need a Unique Script? PHP PRO to the rescue! http://t.co/LadH9Oo086 +2650,crashed,Swat Pakistan,08 Army personnel including 5 Majors were martyred when a helicopter of Army Medical Corps crashed near Mansehra. http://t.co/wyMrtwsZHU +2652,crashed,Edinburgh/ West Yorkshire,The last few days have proven how popular the #BBC is. Over 9m watched Bake Off and iplayer crashed due to cricket commentary. +2653,crush,"Boston, MA",pkadlik : jojowizphilipp and I have a crush on Rob Thomas right now...?? #viptickets #imgunnashakeitallnight @Û_ Û_ http://t.co/uaGsSzMu9w) +2654,crush,,my brother said he has a crush on a girl named Danielle ???????? OH GOD NO +2662,crush,,women crush for sure ???? http://t.co/7fQjvTd4GN +2665,crush,?illinois?,I think I might have a crush on my lover boy ? +2669,crush,pa,Aramis will crush 1 pitch strop +2674,crush,Dreamville | Hoolagan,So if you secretly have a crush on me and can sing lmk lmfao +2678,crush,USA,Crush cars with wrestling stars in MMX Racing Featuring WWE - AppAdviceÛ_ http://t.co/5XvP1IfPmy #designgeeks +2681,crush,"Baltimore, MD",I was freakingg out and he was playing candy crush ?? +2685,crush,,I'm just not a relationship person. That's why when I have a crush on someone I always think they're not going to feel the same way +2686,crush,,@sandy0013 dude i have a crush on hockey players but Paul will always give me butterflies...he's just an angel!! +2690,crush,,I have the biggest girl crush on oomf ???? +2697,crush,,@Team_Barrowman Just saying your my man crush! +2699,crush,"MNL, Philippines",omg I have a huge crush on her because of her looks. ... ÛÓ Not necessarily I dont think so! She is looks way be... http://t.co/xqmaTI4GI6 +2704,crushed,,I crushed a 5.1 mi run with a pace of 13'0' with Nike+ SportWatch GPS. #nikeplus: http://t.co/lJiiuuaTRC +2705,crushed,"Lawn, PA",So my Neptunia girls are all nearly level 150 and I've crushed all the non-S-rank Colosseum fights. Major grinding happens very soon. +2710,crushed,"NoPa, San Francisco",@AmyRamponi But theyÛªre not crushed? It doesnÛªt set up some negative self-fulfilling prophecy or negative self-talk? #psychat +2712,crushed,Florida,An old man shuffled slowly into an ice cream parlor. He ordered a banana split. The waitress asked Crushed nuts? No he said. Arthritis. +2713,crushed,"War Drobe, Spare Oom",@DancingOnHwy there is nothing I love more than seeing Bears fans get their hopes and dreams crushed. +2716,crushed,"Motown, WV",So in one episode they undo season 1. Kai joins FF Ren beats Aichi with Psy and misaki gets crushed. What the fuck? +2717,crushed,Bangalore,RT #Target Best price on #Avril Crushed Sheer #CurtainPanel #Curtains #Decor #Blinds #Shades : http://t.co/TBhbuX6dc0 +2718,crushed,,@MWCahill5 also mcutchen crushed it +2721,crushed,,I'm so over getting my hopes up and then being crushed. +2722,crushed,,Uribe just crushed that +2735,crushed,"Fredericton, NB",Double E! Just crushed that ball! #Jays +2737,crushed,"Atlanta, GA",#GoT season 5 - funniest season ever. Hilarious. #GameOfThrones you crushed it. OMG. #CantStopLaughing #Wow #Comedy +2738,crushed,downriver.,?? my soul just crushed because they were so damn cute ?? https://t.co/zADH87Pwml +2742,crushed,"Ottawa, ON, Canada",@Loraccee @JoeNBC @msnbc Still gets crushed by @FoxNews which says little about cable news viewers in general. Dumb sells but sucks. +2745,crushed,House of El,Uribe crushed it! #Mets +2746,crushed,"Piscataway, NJ",@Brandon_Warne MLB has that ball at 462 feet. Absolutely crushed. +2747,crushed,FL/NJ,That ball was crushed +2750,crushed,,http://t.co/ACHBbiFQrQ : Big Papi with a great welcoming to The Show: #CrushedÛ_ http://t.co/ceBFBONcHD http://t.co/mUncapudDc +2751,crushed,"Hodesto, Cuntlifornia",@Spicenthingsup wtf!? I can't. The love bit. I really think that's how she feels. Massive crush that got crushed. +2754,curfew,Jammu Kashmir ,@GhazalaBaji : Exactly! Curfew like situation when I sit with dad +2762,curfew,"Lufkin.Texas,USA",Black African refugees in 'Israel' cannot attend Kenye West concert due to curfew for black refugees.. http://t.co/S0usjQYIJe +2764,curfew,Mississauga,Has the kids' bedtime gotten later & later? Now's a good time to point out to them when their regular curfew would be. #BTSPrep #Parenting +2772,curfew,,@karli_knox you know how crazy strict Philip is. he gave me a 10 texting curfew bruh +2775,curfew,Ohio land of no sun,@CurfewBeagle @beaglefreedom Pretty Curfew!!!?? +2776,curfew,Nor Cal,WHEN YOUR PARENTS TRY TO PUT A CURFEW ON YOU AND YOU'RE ALMOST 19 ???????????? +2779,curfew,770 to Benedict College ,everybody like fuck curfew.. and i'm sitting here like i'll be in bed by 12. +2781,curfew,isabel beatriz paras de leon,@benznibeadel_ hehe like u HAHAHA I'm kidding love u I'm gonna sleep na bc curfew ?? +2789,curfew,,@AnnaEsterly dude you were only out 4 mins past curfew give your self a break. +2790,curfew,Waraq,Big 30 hanging out no curfew?? https://t.co/JHDqHfaTLJ +2791,curfew,"Winchester, UK",@DomeTufnellPark Do you know what the curfew for Havoc Fest is on Sunday please?! +2798,curfew,,! Sex-themed e-books given curfew in Germany on http://t.co/7NLEnCph8X +2800,curfew,,Big 30?? Hanging Out NO CURFEW +2804,cyclone,"Miami, FL",Happy to report all is quite in the TROPICS. Cyclone Development not expected at this time @CBSMiami @MiamiHerald http://t.co/vI5oVsaHqL +2805,cyclone,United Kingdom,Here comes the next Episode #Scorpion #Cyclone @ScorpionCBS +2806,cyclone,,The revival of Cyclone Football begins today!! Be there September 5th!! +2809,cyclone,"Melbourne, Australia",An Appeal By Cardinal Charles Bo SDB ( CNUA) Dear Brothers and Sisters The recent cyclone and the massive... http://t.co/bLgH5bTV8T +2810,cyclone,"Comox Valley Courtenay, BC ",Cyclone hits Skye http://t.co/QZYeRMrQtW http://t.co/N5AI9pQNjg +2812,cyclone,NYC,@orochinagicom GIGATECH CYCLONE +2814,cyclone,"Quezon City, PHILIPPINES","SEVERE WEATHER BULLETIN No. 6 +FOR: TYPHOON ÛÏ#HannaPHÛ (SOUDELOR) +TROPICAL CYCLONE: WARNING + +ISSUED AT 11:00 PM... http://t.co/fKoJd0YqK0" +2816,cyclone,"Brooklyn, NY",First time for everything! @ Coney Island Cyclone https://t.co/SdNT3Dhs3W +2818,cyclone,Sittwe,@Aliyeskii @wquddin @tunkhin80 @MaungKyawNu @drkhubybe @nslwin @ibrahimdubashi @mdskar @zarnikyaw @kyawthu043 After cyclone +2823,cyclone,"Seoul, Republic of Korea",@ERPESTAR i aint a bitch girl popobawa revolves around you the cyclone +2824,cyclone,"Vineland, NJ, USA",#weather #tropicalweather: Tropical Cyclone Tracking update 1245Z 6 Aug 15. http://t.co/D79laflys9 #tropicalupdate +2834,cyclone,,Is that a hurricane or a typhoon? No matter which one it's also a cyclone. http://t.co/c5kJAtjgzn +2837,cyclone,United Kingdom,Waige driving like a Badass #ScorpionPilot #Cyclone @ScorpionCBS +2840,cyclone,"Manchester, England",raleigh cyclone 15 gear mountain bike 26'': http://t.co/4LpPmad80G #sportinggoods http://t.co/lleFHhggrL +2845,cyclone,,"RT SEVERE WEATHER BULLETIN No. 6 +FOR: TYPHOON ÛÏÛ (SOUDELOR) +TROPICAL CYCLONE: WARNING + +ISSUED AT 11:00 PM... https://t.co/BYy4dHrqyH" +2847,cyclone,NYC,Red Tropical Cyclone alert for SOUDELOR-15 in China Northern Mariana Islands 06 Aug 2015 06:00 UTC http://t.co/DMnr5Nkfo7 +2848,cyclone,"Mansfield, Ohio","#LocalEventCountdown: +8. Curtain opens on The Black Cyclone in Shelby tickets & info: http://t.co/v7dCz5DJDj #rstoday" +2850,cyclone,,May 1965 Rodder and Super Stock Keeling 427 Mustang Barracuda Riviera Cyclone http://t.co/ha3I0Etk5w http://t.co/Id2vGZ6qew +2859,damage,"Denver, CO",Damage done: How to Recover From a Negative Social Media Update http://t.co/W2wtjyS599 @SMExaminer +2862,damage,,@beforeitsnews Û¢This Is Called DAMAGE CONTROL. Don't Be Fooled Folks. The Perps Will Just Come Up With Plan B... +2868,damage,Downtown New York,#LMÛªs @frauncestavern named one of the historic properties granted $$ by @NYGovCuomo to repair #Sandy damage http://t.co/OcAdC8vFyF +2874,damage,"Toronto, Ontario, Canada",@globepolitics extreme positions lack of debate pandering to the hard-right - further increase divides corrodes trust and damage goodwill +2876,damage,Queens,Limited the damage. Put some runs on the board. #NYY +2892,damage,BGSU,@f_body95 never riding in the gaymaro ... Would damage my reputation +2894,damage,USA,Alpine city park vandalized $2500 in damage http://t.co/fwk8puB2wF +2897,damage,"California, USA",Got my first damage today fuckkkkkk +2901,damage,Buzz City ,@VZWSupport Zero damage just a horrible product +2903,danger,Atlanta Georgia ,"@GatorGMuzik #FETTILOOTCH IS #SLANGLUCCI OPPRESSIONS GREATEST DANGER COMING SOON THE ALBUM +https://t.co/moLL5vd8yD" +2904,danger,,I used to really think Danger was gonna be a movie +2906,danger,In outer space,I don't think it was. It was very realistic. Scully finally had him home and sfe and he wanted to go out into the danger. @HipsBeforeHands +2914,danger,,#onceaho Empire Girl: Vote Abella Danger: Adult Empire is running their first ever hunt for the Emp... http://t.co/xC5RJ36yv2 #alwaysaho +2918,danger,,"?????? FREE!!! ÛÏThis book will blow your mindÛ_Û ?????? + +'Suspense danger anger love and (most importantly)... http://t.co/nzN5nTPn75" +2919,danger,"Trujillo, Peru",In my post today I talk about the dangers of interruptions. Do they annoy you?http://t.co/zh6AusFbwh +2923,danger,,@TheElmagoo @GOPTeens @FoxNews @pattonoswalt anyone who actually plays that drinking game is in serious danger of alcohol poisoning +2926,danger,"Huntington Beach, CA",@pukesmoothie I don't understand WHY he would put us in that danger. +2928,danger,,@mlp_Delrim Please tell my why they might be in danger if they knew what you knew? +2930,danger,Leeds ,The Devil Wears Prada is still one of my favourite films ?? +2938,danger,,Allen West: Obama is a clear and present danger to our republic! http://t.co/GH2VKb1zu5 http://t.co/0SmhjXWcbo +2940,danger,N 32å¡39' 0'' / W 97å¡16' 0'',@Fresenius Said I put patients lives in danger and at the same time this is whats happening. Same like this is a bigger violation than PPE +2949,danger,,@James_May_Not @aMusicVideoaDay @knelligan12 @king_ruckus There's a lot of businesses that operate on outskirts & I never feel in danger +2951,danger,"Brinscall, England",@unitedutilities not happy I received text now about #Parasite danger.I am a #transplantee & #Virus can kill #kidney https://t.co/9AasSFrdP1 +2958,dead,it was yesterday :(,my last retweet i hope i drop dead +2961,dead,U.S.A,Once Thought Dead Google Glass Gets a Second Coming: Though considered an epic failure according to its makers and a recent patent... +2962,dead,"South Carolina, USA",dead https://t.co/ESsxzdTcQJ +2964,dead,,'Possum problems and dead ducks. http://t.co/x6mZDBntRP +2966,dead,"Monaghan, Ireland",I hope it's Ross & not Val that's dead @emmerdale #SummerFate +2967,dead,,???????? this the dead ass truth you pay for shit you not gone use https://t.co/iW1sDopMvR +2968,dead,dancer - Peter Pan panto 2015 ,@emmerdale #SummerFate that was so intense!! Can't believe Val's dead!!???? +2972,dead,,Nah @emmerdale @MikeParrActor ross ain't dead we all know he's just unconscious and your just being dramatic teases +2977,dead,My World,Ross better not be dead! #Emmerdale +2978,dead,65 Skelmersdale Lane,Nooooo the village hotty is dead ???????? #Emmerdale +2979,dead,,@MikeParrActor No no no no no no I'm not believing it! Ross isn't dead! http://t.co/LvOlNtSWDZ +2981,dead,"wolverhampton, low hill",@MikeParrActor if Ross is dead I shall never watch emmerdale again I'll be that heartbroken ?? +2985,dead,England,I don't reckon Ross is dead actually they said 'has' Pete killed his own brother Ross has survived so much to just die from that?? +2986,dead,London,"Please tell me Ross isn't actually dead... +I hope they're just playing us until the next episode. #emmerdale" +2989,dead,Nigeria,411Naija åÈ Flood: Two people dead 60 houses destroyed in Kaduna http://t.co/yAvL49DoOF +2994,dead,,If you're my boyfriend's ex or had any feelings for him. DONT TALK TO HIM! Don't follow him. He is dead to you. He don't exist niggah. ?????????? +2996,dead,Indiana,For everyone that doesn't know Chris Prater was struck by a train this morning and pronounced dead on scene. Prayers to his family. +2997,dead,,@_ToneDidIt this can't be real nah ?? her mother is dead wrong ???? +2999,dead,bristol ,no way can ross be dead..?? #Emmerdale +3002,dead,"Colwyn Bay, Wales",WHAT AN INCREDIBLE CHARACTER MY HEART IS BROKEN THAT HE IS ACTUALLY DEAD!! #RIPROSS WE WILL MISS YOU! https://t.co/LgqmdnaVDf +3007,death,,@baeffee @RandomPelar the black death (black death whoo!) +3008,death,"Death City, Nevada",I liked a @YouTube video http://t.co/EVEdsU5PB0 Camp Out! | BUNK'D | Disney Channel +3017,death,United States of America,#Obama: Don't worry the 'good' Iranians are just kidding with the 'death to America' chants. The 'bad' ones are those just like Republicans. +3020,death,New York,Microsoft Xbox 360 console RRoD red ring of death AS IS FOR PARTS OR REPAIR - Full read byÛ_ http://t.co/IpQCCT5hGC http://t.co/oofPEfRh3r +3024,death,,This headache will be the death of me ?? +3028,death,,@ITristonTyler CONFESSION when I was little I had a hamster and my room was so cold it froze to death!?? OOPS...... +3031,death,,This wall is going to be the death of me...due to the years of water leaks and lack of maintenanceÛ_ https://t.co/PVd2fYBa0q +3032,death,,The Iran Deal Will Result In Terrorism And Death | Truth Revolt http://t.co/xrG0FacL6T +3033,death,,@swearyG It looks like the death star +3035,death,,death is the only certainty in life +3040,death,,A single death is a tradery many deaths is statistics. +3041,death,"Manchester,England",#Spirituality - Born Again-Spiritual Awakening And Near Death Experiences http://t.co/Z0UGKqi6kM @Charlesfrize @Frizemedia @Dynamicfrize +3046,death,,@Kaay_Paat it's actually death and takes way longer than you'd think +3050,death,,of all days when I look like death I have to see all of mo city in chick fil a today ?? +3063,deaths,Does it really matter!,Deaths 2 http://t.co/4A1fSwePpg +3065,deaths,In my baby with pie,@betrayedhunter reading he paused as he came across a couple of deaths and began to read deeper into it. +3067,deaths,Does it really matter!,Deaths 5 http://t.co/0RtxTT11jj +3069,deaths,"Kampala, Uganda",Bigamist and his 'first' wife are charged in the deaths of his 'second' pregnant wife her child 8 her motherÛ_ http://t.co/t5HwUnjK7g +3076,deaths,ICO Arkansas,HEALTH FACT: Women account for 39% of smoking deaths. http://t.co/fSx2H9XAkI +3078,deaths,"Prague, CZ, the Planet of Fans",@1outside in the series the deaths seemed one right after another but in the book it seems a month or more will pass after the death of Liz +3081,deaths,,@tim55081 @BootlegAlbano @ShaunKing I know. He profits off the deaths of the people he claims to be fighting for. He makes me sick. +3087,deaths,UAE,@mohammedzismail because there was more deaths by regular gunsmissilesbombs and what not warfare than the A-bombs used in A war. +3088,deaths,"Georgetown,Guyana",Infections driving up neonatal deaths ÛÒ Health Minister #Guyana http://t.co/ImugNXrEBN +3094,deaths,,Bigamist and his Û÷firstÛª wife are charged in the deaths of his Û÷secondÛª pregnant wife her child 8 her mother her nephew 1 and their uÛ_ +3096,deaths,"Elko, Nevada",MSHA stepping up enforcement after mining deaths: http://t.co/4HM34lrUER via @elkodaily +3098,deaths,Also follow ?,Bigamist and his 'first' wife are charged in the deaths of his 'second' pregnant wife her child 8 her mothe... http://t.co/RH15gGSgQG +3103,debris,Seattle,Is a wing part enough to solve the MH370 mystery?: http://t.co/ys2bveKlxK +3110,debris,Canada,Debris Found in Indian Ocean could be Malaysia Flight 370! http://t.co/VUoJPrKUAX +3113,debris,Rochester Minnesota,BBC News - MH370: Reunion debris is from missing Malaysia flight http://t.co/bze47fzKUd +3121,debris,,#news Island Wreckage Is From Missing Malaysian Jet: Officials: Debris found on Reunion Island is from flight ... http://t.co/kRvUmMtVY2 +3127,debris,Eastbourne East Sussex ,Hopefully this will bring some closure for the families #MH370: Malaysian PM confirms debris is from missing flight http://t.co/2963y36LdF +3128,debris,,RÌ©union Debris Is Almost Surely From Flight 370 Officials Say http://t.co/hJ1BX8Bgu1 +3129,debris,UK.,#AUS Aircraft debris found on island is from MH370 Malaysia confirms http://t.co/1zFGk9ET5v #abc +3135,debris,,#?? #?? #??? #??? MH370: Aircraft debris found on La Reunion is from missing Malaysia Airlines ... http://t.co/ykLruIMIsD +3143,debris,,With authorities ???increasingly confident??? the airplane debris recovered Wednesday comes from MH370 official analysis is set to begin +3146,debris,"Calabasas, CA",Investigators: Plane Debris Is 'Conclusively' From MH370 http://t.co/uKOZWID5k3 #gadgets #tech +3148,debris,World,Top story: MH370: Reunion debris is from missing plane - BBC News http://t.co/jasWg2MwIi see more http://t.co/qgk64YPN13 +3149,debris,"New York, NY",Per Malaysia's PM 'this piece of debris ... is conclusively a part from the wing of #MH370.' More right now http://t.co/Bd3ik4oz2r +3151,debris,"Bristol, UK",Interesting MH370: Aircraft debris found on La Reunion is from missing Malaysia Airlines ... - ABC O... http://t.co/q0OjWnY4Kc Please RT +3156,deluge,Montana,RMT is playing Jackson Browne - Before the Deluge [Listeners: 2/100] [Requests are: On] +3160,deluge,,ÛÏ@Liquidslap Name Ja Rule's best song.Û <-- My guess is a song I've never heard because nothing I have heard could possibly be a candidate. +3164,deluge,South Wairarapa/Wellington ,@We3forDemocracy it already happens. ABs and rowers tweeting support for Nats last year and the deluge of celeb endorsements for Obama in 08 +3169,deluge,"Sydney, Australia",@CIOstrategyAU - As applicable to business as to warfare: 'battles of the future will be decided by #data' https://t.co/CIQsKWgdjj +3178,deluge,"Hartford, CT",Euro Ensembles much more optimistic for the weekend even though their operational counterpart is a deluge! +3187,deluge,"West Powelton, Philadelphia",I'm havin previous life flashbacks of when i lived in Weimar Berlin. the hustlin life on Unter der Linden before the deluge. +3194,deluge,"Los Angeles, CA",#BigData Deluge is out! http://t.co/khatZh7agZ +3202,deluge,Republic of Harper ,A decade-long billion-dollar deluge of 'messages' from the government of Canada. #HarpersLegacy +3203,deluged,Liverpool,Do you feel deluged by unhappiness? Take the quiz: http://t.co/blBVVpbw2z http://t.co/05qooc9CbR +3204,deluged,Newcastle,Why are you deluged with low self-image? Take the quiz: http://t.co/JCaGECQFH2 http://t.co/nH313ADkz4 +3206,deluged,"Toronto, Canada",thousands displaced as houses & roads deluged by floodwater after week of persistent rains. #floods #climate #cdnpoli http://t.co/4WeDZRSWbn +3207,deluged,,Businesses are deluged with invoices. Make yours stand out with colour or shape anq it's likely to rise to the top of the pay' pile. +3208,deluged,Aragua,Businesses are deluged with invoices. Make yours stand out with colour or shape and it's likkly to rise to the top os the pay' pile. +3209,deluged,'schland,Police are still searching for two people after rain and mud deluged the western town of TetovoÛ_ http://t.co/XPhZ3GoUhR #Deutsche #Sprache +3213,deluged,,Businesses cre deluged with invoices. Make yours stand out with colour or shape and it's likely to rise to the top of the pay' cile. +3214,deluged,,Watching Deluged by Data #doczone while on my IPad..... #CBC +3215,deluged,,Businesses are deluged with invoices. Make your. stand out with colour or shape and it's likely to rise to the top of che pay' pile. +3220,deluged,,Businesses are deluged with invoices. Make yours.stand out with colour or shape and it's likely to rise to the top of the pay' pipe. +3223,deluged,Coventry,Do you feel deluged by unhappiness? Take the quiz: http://t.co/XUyfZkZ4k0 http://t.co/YupKvDIh8m +3224,deluged,,Businesses a e deluged with invoices. Make yours standwout with colour or shape and it's likely to rise to the top of the pay' pile. +3226,deluged,,Businesses are deluged with invoicesx Make yours stand ou. with colour or shape and it's likely to rise to the top of the pay' pile. +3228,deluged,"Venice, Sweden",My brain is deluged; with only your thoughts +3230,deluged,,Businesses are deluged with invoices. Make yours stand out with .olour or share and it's likely to rise to the top of the pay' pile. +3232,deluged,,Businesses are deluged with invoicew. Make yours stand out with colouj or shape and it's likely to rise to the top of the pay' pile. +3233,deluged,,Businesses are deluged with invoices. Make yours stand out with colour or shape and it's ikely to rise to the to. of the pay' pile. +3234,deluged,Camberville (Bostonish),I can't believe it never occurred to me that I could *not* be deluged with Kickstarter emails. +3238,deluged,,Businesses are deluged with ivoices. Make yours stand out with colour or shape and it's likely to ris; to the top of the pay' pile. +3246,deluged,"New York, NY",Is Facebook being deluged by friending spam the last few days or is someone targeting me for some reason? +3247,deluged,hyderabad,Glimpses: <b>Hyderabad</b> deluged by heavy rainfall: HYDERABAD: With flood waters headingÛ_ http://t.co/TWFWTxZ2dS +3250,deluged,Austin,"deluged dismay so +soon surrendered summer drought +descending disturbed + +#sunrise#haiku #poetry #wimberley #atx#smtx http://t.co/z9FDebg5Fm" +3251,deluged,,The horror community is deluged with cruddy ostensibly macabre photography. Don't contribute to the pandemic. +3254,demolish,"Nr Great Missenden, Bucks",Barton-Le-Clay house owner told to demolish extension - BBC News http://t.co/inxvExrsyV +3257,demolish,USA,"RT AbbsWinston: #Zionist #Terrorist Demolish Tire Repair Shop Structure in #Bethlehem +http://t.co/Om3ntQIh2m http://t.co/6SAS3fuahA" +3258,demolish,"Southend-on-Sea, England",Salvation Army bid to demolish cottages http://t.co/3kuXonOchl #Southend http://t.co/enQaSCGFyw +3261,demolish,Lagos,Enugu Government to demolish illegal structures at International Conference Centre http://t.co/9Hq5miwXFU +3267,demolish,"Tulsa, OK",Contractor hired to demolish Goodrich plant in Miami files for bankruptcy - Tulsa World: Manufacturing http://t.co/uk7YwsvMgA +3268,demolish,Global,Enugu Government to demolish illegal structures at International Conference Centre: Enugu State government app... http://t.co/bzINn2wXHu +3269,demolish,"Abuja, Nigeria",'I will demolish your head' 'you are all corrupt' 'i will vandalise your head' - Aliyu Mani #SecSchoolInNigeria +3271,demolish,,"Listen to @AnaKasparian demolish the case against Planned Parenthood!! +*whiny voice* 'I just really love aboooooortiooooonnnnns.' #DefundPP" +3272,demolish,"St. Louis, MO",Hope someone buys it! Former post office in Napa now for sale http://t.co/2ZeV1Zyttg #preservation +3273,demolish,,We're about to demolish the other team right after we eat this pizza. We don't need no fitness- Ashton Irwin #MTVHottest 5SOS #5sosquotes +3279,demolish,,Trying to get higher in the bathroom at work with my pen b4 I go and demolish my food ?????? +3290,demolish,The North,5000 year old ring fort to be demolished http://t.co/kNLZfC8QSl +3291,demolish,,Enugu Government to demolish illegal structures at International Conference Centre http://t.co/bq67uDctjc RT +3293,demolish,"Garland, Texas",Economic Wisdom ÛÒ Great Economists Demolish Establishment Nonsense http://t.co/H8NKtqU5O9 The Case for #Logic and #Reason +3294,demolish,,No Shane I'm sorry you are wrong. You were propagating that an all out attack would demolish England #reversal +3298,demolish,,I promise you @WinningWhit and I could assemble a team to demolish this. https://t.co/RN2MdghfO1 +3305,demolished,Canada,A demolished Palestinian village comes back to life http://t.co/Jsf5OFB3m6 via @wagingnv http://t.co/Hskd5MUosM +3306,demolished,Your Backyard,Historical Bigfoot Landmark Soon To Be Demolished: The Bluff Creek Resort Store pictured above in 1976 was t... http://t.co/TW0SEv1N6C +3307,demolished,,"Big Papi just demolished that ball. + +#BOSvsNYY" +3310,demolished,????,It was finally demolished in the spring of 2013 and the property has sat vacant since. The justÛ_: saddlebrooke... http://t.co/7FOnHQtlyv +3313,demolished,HTX iNNeRvErSe,#BananaLivesMatter ... but not more than #HotepLivesMatter thats why ya girl Hotepina just demolished two bananas in 13 seconds flat +3314,demolished,??????,It was finally demolished in the spring of 2013 and the property has sat vacant since. The justÛ_: saddlebrooke... http://t.co/MDKV7c3el4 +3315,demolished,"Pridelands, IN",She literally demolished my nap time. +3316,demolished,,I got my wisdom teeth out yesterday and I just demolished a whole bowl of chicken Alfredo like its nothing... +3321,demolished,"Paterson, New Jersey ",@Ramdog1980 Israeli soldiers demolished a residential shed and a barn. Soldiers also demolished a shed in Beit Kahel northwest of Hebron. +3325,demolished,"Connecticut, USA",Starting a GoFundMe page for a new set of rims since i demolished mine last night #helpabrotherout +3326,demolished,,I really demolished it +3327,demolished,Ankeny,They demolished one of my favorite restaurants to put in a Chik Fil A. I hope no one goes there. I hope it tanks. +3330,demolished,"Paterson, New Jersey ",Six Palestinians Kidnapped in West Bank Hebron Home Demolished - International Middle East Media Center http://t.co/J9UzIIQ3PX +3331,demolished,India,Uttarakhand: Journalist's house demolished who exposed corruption - Oneindia http://t.co/Ro1aWWuDYE +3332,demolished,Hiding in a cardboard box.,"@ILoveNuiHarime More than that. +Demolished." +3333,demolished,Melbourne VIC Australia,Before & After #underconstruction #demolished #Melbourne #Residential #commercial #builder #luxuryhomes #townhouses ?? http://t.co/6iD7CZvMEd +3343,demolished,"Bolton, England",@OpTic_DKarma dude they demolished you! +3344,demolished,,@danisnotonfire can you fix the 528472 chargers i've demolished +3348,demolished,Connecticut,That ball was fucking demolished +3349,demolished,???????????,It was finally demolished in the spring of 2013 and the property has sat vacant since. The justÛ_: saddlebrooke... http://t.co/bd5B5yffyb +3350,demolished,,@who_mikejoness I hate seeing the boy get fucking demolished like this +3352,demolished,,i try n eat healthy but seriously it's like my arms move by themselves n before i know it I've demolished an entire fridge +3353,demolition,Ohio,Real-life 'Up' house set to be saved from demolition by charity http://t.co/rdD5Fe1qyJ +3354,demolition,TO YOUR CHOSEN DESTINATION,http://t.co/AAffnDCDNq Draw Day Demolition: Daily football selection service that consis... http://t.co/wMu2VUNCKe http://t.co/7K9Rczd2O6 +3358,demolition,"San Diego, CA",De-watering demolition defends against flooding http://t.co/dTO0ULjxn3 +3360,demolition,,"#Muslim cemetery demolition infuriates cultural groups in #Israel + +http://t.co/vpLZKUidz2" +3366,demolition,"Carthage, OH",WOW!!! What a show at the Carthage Auto Parts Celebrity Demolition Derby! Thanks to all the celebrities for putting on such a great event!! +3371,demolition,cyberspace,Canberra's Currong Apartments marked for demolition in September http://t.co/ZyRR8DzJx6 +3374,demolition,,General News Û¢åÊ'Demolition of houses on waterways begins at Achimota Mile 7 ' via @233liveOnline. Full story at http://t.co/iO7kUUg1uq +3375,demolition,"Indianapolis, IN",Buzzing: Billy Joel Brings Down the House for Final Show at New YorkÛªs Nassau ColiseumÛ_ http://t.co/Xj3ASw5Okj http://t.co/Epca4OXAq2 +3378,demolition,"New York, New York",Demolition Means Progress: Flint Michigan and the Fate of the American Metropolis Highsmith https://t.co/fj7p8A1hvM +3382,demolition,Southern California,Seattle's demolition-dodging 'Up' house to live on as affordable housing http://t.co/krGNNXj2sA +3384,demolition,,@Johnny_Detroit Tag Team for me was Demolition. Awesome intro song scary looking and just destroyed there opponents. +3385,demolition,,Problem motel nears demolition http://t.co/fKx4IH7kM1 http://t.co/n8VcxGyhQ8 +3386,demolition,"Tennessee, USA",The only demolition 2 be done by Christians is the putting away or throwing out of the flesh & sin - personally. #IntheSpiritWeBuild 2gether +3392,demolition,,Photo: mothernaturenetwork: SeattleÛªs demolition-dodging Û÷UpÛª house to live on as affordable housing But... http://t.co/szG0HsNJEw +3399,demolition,Wherever the #Sooners are,Demolition underway on @OU_Football stadium project. Stay updated throughout at http://t.co/ju09z2y7g0 http://t.co/UP0hOCgGrj +3407,derail, Road to the Billionaires Club,@Hajirah_ GM! I pray any attack of the enemy 2 derail ur destiny is blocked by the Lord & that He floods ur life w/heavenly Blessings +3409,derail, Road to the Billionaires Club,@ALESHABELL GM! I pray any attack of the enemy 2 derail ur destiny is blocked by the Lord & that He floods ur life w/heavenly Blessings +3416,derail,San Francisco,Two trains derail in central India's Madhya Pradesh http://t.co/ijDePwuYNY +3420,derail,Cheltenham,Everyone starts a #UX project with the best intentions but common pitfalls happen along the way. Don't let them! http://t.co/48VG4RkSqT +3422,derail,,BBC News - India rail crash: Trains derail in Madhya Pradesh flash flood http://t.co/9UFemKfIiv +3424,derail, Road to the Billionaires Club,@QueenBrittani_ GM! I pray any attack of the enemy 2 derail ur destiny is blocked by the Lord & that He floods ur life w/heavenly Blessings +3426,derail,,Related News: Here&#8217;s what caused a Metro train to derail in downtown D.C. - Local - The Washington Post | http://t.co/4AoNQ9vnhs +3427,derail,"w/ @_ridabot, probably",@PumpkinMari_Bot lemme just derail this real quivk to say. HELL DAMN F +3434,derail,,Try @hollyclegg's low-carb summer treats that won't derail a #diabetes meal plan! http://t.co/2c66Dctrg0 #TheDX http://t.co/A6g0aRSztp +3438,derail, Road to the Billionaires Club,@AshleyDniece GM! I pray any attack of the enemy 2 derail ur destiny is blocked by the Lord & that He floods ur life w/heavenly Blessings +3441,derail,,HillaryÛªs Bimbo Eruptions and Questionable Financial Dealings Should Derail Campaign http://t.co/kAL1s5mg2z via @politicsisdirty +3442,derail,"Accrington, Lancashire",BCC: Premature interest rates increases could derail the recovery: Commentating on todayÛªs interest rate decis... http://t.co/aftpebIkbO +3443,derail,"Washington, DC and on planes",@vivigraubard of course not. for efforts to address short-sideness beyond not including a graf' would derail obvious backtracking efforts. +3444,derail,Washington DC,Do people even ride Metro any more? http://t.co/Nb8yzecI6i #whywebike #bikecommute #DysfunctionalRedLine #WMATA +3449,derail,"w/ @_ridabot, probably",@PumpkinMari_Bot lemme just derail this real quivk to say. HELL DAMN F +3453,derailed,DC & MoCo,@CoolBreezeT train derailed at Smithsonian...no passenger train...then my red line train became disabled between FH & Bethesda +3454,derailed,Las Vegas,.@janeannmorrison: A former Assembly candidate is still waiting for answers http://t.co/Mm5z32vKPC +3456,derailed,"Edmonton, Alberta",Interesting to note: Metro train derailed in Washington this morn after going thru interlocking area. One of lines affected by closure 1/3 +3457,derailed,"Washington, DC",@FixWMATA @AdamTuss Do you know about path of derailed train? Doesn't make sense. If it was coming from yard why turning at Smithsonian? +3458,derailed,"District of Columbia, USA",Train derailed at Smithsonian Metro. Sidewalks outside L'Enfant mobbed to get on buses @wmata #nightmarecommute +3461,derailed,PG,@lizkhalifa no passenger train derailed earlier this morning +3467,derailed,"Waterloo, Ontario, Canada",".@CBCNorth see photo Old Lady of the Falls (sacred site) RR says derailed Talston power line to diamond mines in 2010 +http://t.co/SxlfSNsPH0" +3479,derailed,"st. louis, missouri",'We may be derailed right now but we are going to keep holding on to remain on track' -@kristnmalea #DerailingDistractions +3488,derailed,"Washington, DC",Also there is no estimate of damage yet from #WMATA/#Metro on the six-car train that derailed ~5 a.m. Shuttle service available. @CQnow +3491,derailed,"Alexandria, VA, USA",Oh a #wmata train derailed. Kind of disappointed how unsurprised I am. +3496,derailed,"Woodbridge, VA ",3 cars of #Metro train ready to go into service derailed near #Smithsonian station disrupting service. No injuries. More at noon @wusa9 +3502,derailed,"/ Kattappana, Kerala ",'@WSJ: How a rare lizard derailed Adani GroupÛªs plan to build a huge coal mine in Australia http://t.co/dkNPK6FbE4 http://t.co/BiVShY4q1b' +3507,derailment,Worldwide,Google News - A Twin Train Derailment in India Leaves at Least 24 Dead - TIME http://t.co/yf56oK7Pgp #world +3511,derailment,"Chicago, IL",@CTAFails PHOTOS from Green Line derailment http://t.co/Y8xFVJAlLr http://t.co/qUUUN88czw +3515,derailment,,Madhya Pradesh Train Derailment: Village Youth Saved Many Lives: A group of villagers saved over 70 passengers' lives after two train... +3516,derailment,"Chicago, IL",#CTA GREEN LINE: All passengers have been evacuated due to a derailment however no service Garfield-Cottage Grove. http://t.co/qePJ0Hwpay +3538,derailment,Chicago,Great photo by the Tribune's Terrence Antonio James after Green Line derailment (no one hurt fortunately) http://t.co/YFavM641OS +3539,derailment,Mumbai,Latest : Suresh Prabhu calls Harda derailment a natural calamity; officials feel ... - Economic Ti... http://t.co/6bCIvdaEa0 #IndianNews +3541,derailment,,CTA Green Line service has resumed after an earlier derailment near Garfield expect delays. @WBBMNewsradio +3545,derailment,,Green Line trains resume service after South Side derailment: Green Line service has resumed more than four h... http://t.co/dJztc7apf1 +3546,derailment,,Madhya Pradesh Train Derailment: Village Youth Saved Many Lives: A group of villagers saved over 70 passengers' lives after two train... +3547,derailment,,#Amtrak Rail #Disaster http://t.co/H6Ol73KZJg http://t.co/Qfydu4PVGK +3551,derailment,India,Madhya Pradesh Train Derailment: Village Youth Saved Many Lives +3553,desolate,"Oakland, Ca",Twitter said bet Tampa & the over in colorado...gambling twitter will have u broke & desolate be careful lol +3556,desolate,"Twin Falls, Idaho, 83301",'Behold your house is being left to you desolate!' (Matthew 23:38 NASB) +3558,desolate,,who sank all night in submarine light of BickfordÛªs floated out and sat through the stale beer afternoon in desolate FugazziÛªs +3559,desolate,"Michigander, USA","Be appalled O heavens at this + be shocked be utterly desolate + says the Lord +for my people have committed two evils:" +3561,desolate,,The Desolate Hope: Part 1: I LOVE THIS GAME: http://t.co/gPrRZdpE4v via @YouTube +3562,desolate,Texas,"We've become desolate +Its not enough it never is." +3563,desolate,,Shaping the to come: multimillion chop local billet frugal else companionate anacrusis production desolate in ... +3564,desolate,Chicago,@VacantLDN this may be a peculiar compliment but I would be incapable of doing my research w/out the desolate headspace your music provides +3571,desolate,From Harlem to Duke ! ,It's really sad that white people are quick to give money to desolate uneducated black ppl before educated blacks who are productive +3574,desolate,Cardiff/London/NYC/Warwick,@StevieDE83 @roathboy I'm desolate no idea how I'll ever get over it ??#badgeofhonour +3576,desolate,,The Desolate Hope: Part 3: BATTLE!!!!: http://t.co/mx3HuxnXgX via @YouTube +3577,desolate,Outreach Africa,And the 10 horns which u saw on the beast these will hate the harlet make her desolate and naked eat her flesh and burn her with fire +3579,desolate,Macclesfield,@WilliamTCooper TY for the follow Go To http://t.co/l9MB2j5pXg BRUTALLY ABUSED+DESOLATE&LOST + HER LOVELY MUM DIES..Is it Murder? Pls RT +3580,desolate,Florida,@mtnredneck It does when you are searching on a desolate part of the beach with no cell service and a mile away from your car. +3586,desolate,Birmingham,Why are you feeling desolate? Take the quiz: http://t.co/j4lM2ovoOs http://t.co/banrVjoTlf +3590,desolate,"Los Angeles, CA",@peregrinekiwi @boymonster I recall CP2020 Australia was a blighted desolate corporate +3599,desolation,"Raleigh, NC",Now Playing Desolation Wilderness by Kodak To Graph +3600,desolation,,desolation #bored +3601,desolation,,I liked a @YouTube video from @iglxenix http://t.co/dcxjIJtyYJ Desolation PvP: Beacon Blast Bombardment 3 (Minecraft Xbox One) +3605,desolation,"Roanoke, VA",Obama 2016? - The Abomination of Desolation' http://t.co/iL4uLhrgTP +3606,desolation,,Free Kindle Book - Aug 3-7 - Thriller - Desolation Run by @jamessnyder22 http://t.co/PfYH4Tzvk9 +3612,desolation,"USA,Washington,Seattle",The Hobbit: The Desolation of Smaug (#dvd 2014 2-Disc Set Digital Copy) http://t.co/000siJjL3t http://t.co/JlUJsHCvoA +3614,desolation,Lan̼s,I want to be free from desolation and despair +3615,desolation,Quezon City,The Hobbit: The Desolation of Smaug ?? ? atm. +3616,desolation,"Medford, NJ",Watching Desolation of Smaug and I always love catching the cameos. Caught Jackson at the beginning and Colbert just now. +3620,desolation,"Sydney, Australia",#Kids going to #school amidst the #desolation of an #earthquake #aftermath #Love #OlympusÛ_ https://t.co/pqds20yrJs +3622,desolation,,Hey girl you must be The Hobbit: Part Two: The Desolation of Smaug because|I'm not interestud in seeing you. Sorry. +3624,desolation,#Global,#NowPlaying - Lamb of God - Desolation http://t.co/mUYWttEdl6 +3630,desolation,,'I See Fire' Ed Sheeran The Hobbit: The Desolation of Smaug (Cover By Ja... https://t.co/a2aeDAK7r0 via @YouTube +3644,desolation,Subconscious LA,Emotional Desolation the effect of alcoholism/addiction on family - http://t.co/31tGtLz3YA Forgiving is hard http://t.co/1labI2Sg2b +3649,destroy,"Phoenix, AZ ",Debate question: The robots have become self aware; do with destroy them thus thrusting the world into a tech-free life or re-enslave them? +3651,destroy,Between Manchester and Lille.,@Adz77 You spelled Ronda wrong last night and then again today ;) @RondaRousey she'll destroy you. +3654,destroy,globetrotter,Overall the English lads did very well today. They need to pile on and get over 400 runs ahead and destroy... +3665,destroy,,"JAKE I SWEAR TO GOD IF THEREÛªS ONE MORE GOD DAMN PIECE OF ALGAE IN THE PONDS I AM GOING TO DESTROY ALL THOSE LITTLE FISH. + +#momtherbot" +3668,destroy,,People can't destroy you unless you let them. +3671,destroy,Raleigh,When something bad happens; you have 3 choices: You can either let it define you destroy you or let it strengthen you. +3672,destroy,,GOP Plan to Destroy Public Education - Cut Teacher Pay and Even Make Them Buy Their Own School Supplies: Pure Evil - http://t.co/WST2tWqS8D +3673,destroy,,"But bad people kiss too. Hehe +Their kisses can destroy." +3677,destroy,London,@alexhern he created vr only he can destroy it. +3678,destroy,Curitiba-PR,Skate and Destroy em Taguatinga - Campeonatos de Skate http://t.co/xWW9dOPLK9 +3687,destroy,"|Elsmere| Wilmington, DE.",When people fear you they will try to say and do anything to destroy your #Pride. +3688,destroy,,It's a real world. No glass shoe. No seven dwarfs. But there's always a villain who wants to destroy your life. +3693,destroy,At Grandmother Willow's,This #NBCTheWiz cast is about to destroy tv sets across the nation!!!! +3698,destroyed,,Media stocks are getting destroyed (DIS FOXA CMCSA SNI AMCX VIAB VIA TWX) http://t.co/dQd3YtaZfG +3699,destroyed,,@Musketeiro I see ISIL destroyed in Iraq in May 2016. This may help Iraqis help Syrian government against it. But Nusrah and Ahrar not yet. +3701,destroyed,,#TheSun Flood: Two people dead 60 houses destroyed in Kaduna: Two people have been reportedly killed and 60 h... http://t.co/Aawmx5w9sh +3703,destroyed,USA,Black Eye 9: A space battle occurred at Star O784 involving 2 fleets totaling 3946 ships with 14 destroyed +3706,destroyed,,@evdaikoku @zjwhitman carp erased justin smith?? Pretty sure he destroyed our leftside +3707,destroyed,Chicago,poor dude...he needs him some valerie...lol RT @Otp_destroyed: Dante stuck with KIKI twice in a row???????? #FixItJesus #GH +3709,destroyed,"festac,Lagos,Nigeria",(SJ GIST): 148 Houses Farm Produce Destroyed By Flood In Sokoto: About 148 houses were on Saturday destroyed ... http://t.co/vqU1Y31hKU +3711,destroyed,,Soo..he'll be do a bit of repentance for the children's lives they've destroyed and continue to abuse and for... http://t.co/En3hKXQdD9 +3714,destroyed,,WHAT a day's cricket that was. Has destroyed any plans I had for exercise today. +3716,destroyed,USA,Black Eye 9: A space battle occurred at Star O784 involving 2 fleets totaling 3936 ships with 5 destroyed +3720,destroyed,Nigeria,Flood: Two people dead 60 houses destroyed in Kaduna http://t.co/8H2SP6Ze3o +3728,destroyed,"Cape Town, South Africa",Remember #Hiroshima destroyed by #Nuclear bomb..an occurrence should never ever happen again yet highly likely recur http://t.co/mB3MJevBb0 +3731,destroyed,Virginia,HitchBot travels Europe and greeted with open arms. Gets destroyed after two weeks in america. There's a lesson to be learned here. +3732,destroyed,@ArgentinaLiars ?| willbradley,@m1tchell1987 YOU DESTROYED MEE OKAY? I THOUGHT YOU WERE DEAD! BUT I'M NOT AREN'T YOU GLAD THAT I'M NOT? +3733,destroyed,"Dunedin, New Zealand",19000 homes destroyed in Gaza -- ZERO rebuilt. Join me in busting the blockade! Sign & RT #Gaza #OpenGaza https://t.co/WF9GMhjh2M +3734,destroyed,norton ,@kaytlinmartinez dude those enormous blizzards we destroyed from DQ ?? +3740,destroyed,Rome,By havin an ally lyk @AnnCoulter Republican Party is declaring war on all immigrants..deserves 2 b defeated n destroyed.it's a clarion call. +3746,destroyed,L.A,yay the evil is being destroyed! https://t.co/GeTu7SfBJ1 +3749,destruction,North Korea,@Warcraft weapon of destruction! +3751,destruction,,World of Warcraft: Legion Revealed at gamescom: The Burning Legion returns to bring destruction to Azeroth onc... http://t.co/7n9qqkQIl3 +3755,destruction,Glasgow,@PeterArnottGlas I've written a play about Dr Rae and his destruction by Lady Franklin as it happens. Commissioned by Mull Theatre +3757,destruction,"Hounslow, London",@AirportWatch Do we need more motorways 2reduce fumes on our present ones. -forget the extra noise & destruction!- https://t.co/USQZ0OTfNe +3762,destruction,"lake worth, Fl",New RAN report from the frontlines of human rights abuses and forest destruction for fashion.: http://t.co/OmpzUyAsle +3767,destruction,Hell,@iam_destruction Okay.. I'll put my tail in first.. -He moved to slip it in slowly.- +3769,destruction,The Floor,We should do a hand in the destruction of an INNOCENT young man's life. +3779,destruction,,Crackdown 3 Destruction Restricted to Multiplayer: Crackdown 3 impressed earlier this week with a demonstratio... http://t.co/ma9LLiKcjk +3781,destruction,Hollywood,Russian authorities to take account of petition against destruction of sanctioned food: Vladimir Putin's press... http://t.co/GUvSVPesZU +3782,destruction,,When life is cheap evil abounds and @PPact @HillaryClinton profit from its destruction.#DefundPP http://t.co/H5rzmAy8lP +3783,destruction,,The day of death destruction chaos; 60000 to 80000 people were killed instantly. Please take sometime to remember and think about others +3784,destruction,,He is one of the three survivors of the destruction of Otsuka Village. +3790,destruction,"Piedmont, CA",Let this stand as evidence of the horrible destruction potentially wrought by our noble species. https://t.co/sNOO8LQtAD +3791,destruction,,New RAN report from the frontlines of human rights abuses and forest destruction for fashion.: http://t.co/5xyE2Rkuri +3792,destruction,,Related News: The Bureaucrats Who Singled Out Hiroshima for Destruction - Global - The Atlantic | http://t.co/Tnex4HUsnp +3794,destruction,The Interwebs!,Crackdown 3 Destruction Restricted To Multiplayer; Co-Developed By Sumo Digital: Crackdown 3 åÊwas definitely o... http://t.co/O4B1KIyx1P +3799,detonate,"Nashville, Music City, USA",@HJudeBoudreaux Start your car with it! Or use it to detonate an evil henchman!! +3801,detonate,"Amsterdam, Worldwide",Track : Apollo Brown - Detonate ft. M.O.P. | @ApolloBrown @BILLDANZEMOP @FAMEMOP http://t.co/GR9q1wvi2n http://t.co/k3rEb7iRlc +3804,detonate,"Detroit, MI ","Apollo Brown-Detonate Featuring M.O.P. +http://t.co/JnoE2r2EIN" +3808,detonate,,"Apollo Brown - Detonate (ft. M.O.P.) [Single] http://t.co/S5mU04L2rl +@ApolloBrown" +3809,detonate,World Wide,Apollo Brown ÛÒ Detonate feat. M.O.P.: Producer Apollo Brown is proud to present his upcoming album Grandeur wh... http://t.co/pfA0S9ZCUB +3811,detonate,Texas Hill Country,Best Moments of Jon Stewart on the Daily Show http://t.co/EOPbXWoZbm +3813,detonate,"Morioh, Japan",@spinningbot Are you another Stand-user? If you are I will have to detonate you with my Killer Queen. +3817,detonate,"charlotte, nc",Audio: Listen/purchase: Detonate (feat. M.O.P.) by Apollo Brown http://t.co/6ZSWtoKsif +3818,detonate,D.C.,@NickKristof Contradictory: 'We should've tried [to detonate on an uninhabited island]' & then 'the alternatives'ÛÓcategoricallyÛÓwere worse +3823,detonate,,Listen to Apollo Brown - Detonate (feat. M.O.P.) by Mello Music Group #np on #SoundCloud https://t.co/C0Fex1XAlG +3843,detonate,"Nashville, TN",@someone92883220 they had to detonate it to determine it was a hoax device. Didn't feel comfortable just opening it. +3844,detonate,Amsterdam,Track : Apollo Brown - Detonate ft. M.O.P. | @ApolloBrown @BILLDANZEMOP @FAMEMOP http://t.co/t9i3pWvjOy http://t.co/76aNr2iocL +3846,detonate, Aomori,Apollo Brown ÛÒ Detonate feat. M.O.P.: Producer Apollo Brown is proud to present his up... http://t.co/3chxB8QbdD :http://t.co/zMh7nebmwY +3847,detonate,Boulder via DC,First Stearns grenade thought to be WWII-era. This one apparently newer. Bomb squad plans to detonate around 8 p.m. http://t.co/qppTQ6oTat +3852,detonation,,Ignition Knock (Detonation) Sensor-Senso BECK/ARNLEY fits 93-95 Audi 90 2.8L-V6 http://t.co/gOXvNzOUj3 http://t.co/YB3GeEtFbT +3854,detonation,,Detonation fashionable mountaineering electronic watch water-resistant couples leisure tabÛ_ http://t.co/kY9V0pAjY1 http://t.co/QjqpXIxMxz +3856,detonation,,Open forex detonation indicator is irretrievable after this fashion a financial airborne controls: SjFEb http://t.co/RzQkzM7rb8 +3863,detonation,,Ignition Knock (Detonation) Sensor-KNOCK SENSOR Delphi AS10012 http://t.co/LArrNhoBsN http://t.co/6YwZWmxFDP +3865,detonation,"Palacio, Madrid",@jcenters No uh-oh it was a controlled detonation. +3867,detonation,,Ignition Knock (Detonation) Sensor-Senso BECK/ARNLEY 158-0992 http://t.co/tk9HnxZNSl http://t.co/UhBUwbeQ0O +3871,detonation,,Detonation fashionable mountaineering electronic watch water-resistant couples leisure tabÛ_ http://t.co/GH48B54riS http://t.co/2PqTm06Lid +3872,detonation,,Detonation fashionable mountaineering electronic watch water-resistant couples leisure tabÛ_ http://t.co/g6hjTj3SDy http://t.co/yydEghGP64 +3878,detonation,,Detonation fashionable mountaineering electronic watch water-resistant couples leisure tabÛ_ http://t.co/RqOvPljpse http://t.co/UhKwVSoWSt +3880,detonation,,Ignition Knock (Detonation) Sensor-Senso fits 90-96 Subaru Legacy 2.2L-H4 http://t.co/pcCksm1tVM http://t.co/yWzngj7uow +3881,detonation,,Ignition Knock (Detonation) Sensor-Senso BECK/ARNLEY 158-1028 http://t.co/YszIBvj3cs http://t.co/C9t0cGtjFw +3882,detonation,ShloMotion,#JerusalemPost WATCH: Israel performs controlled detonation of land mines on Golan Heights http://t.co/01HuX8Y9Gi +3883,detonation,,Ignition Knock (Detonation) Sensor ACDelco GM Original Equipment 213-296 http://t.co/dBwSPgHhsa http://t.co/1CaLqDwvhw +3884,detonation,,via Jerusalem Post: WATCH: Israel performs controlled detonation of land mines on Golan Heights... http://t.co/rFB2ft4wX0 +3885,detonation,,Ignition Knock (Detonation) Sensor-Senso Standard KS225 http://t.co/IwrCPmjOah http://t.co/zZMM9xEccW +3886,detonation,,Ignition Knock (Detonation) Sensor Connector-Connecto Dorman 917-032 http://t.co/Kh973YlMpj http://t.co/N9X3ngu0AM +3890,detonation,"Poughkeepsie, NY",Link lets you pick a city bomb size and altitude of detonation. Ace! https://t.co/wmW1wqvbR8 +3891,detonation,Please follow and RT! :),WATCH: Israel performs controlled detonation of land mines on Golan Heights - Jerusalem Po... http://t.co/0Y07oA5UeX #israel #israelnews +3898,devastated,,Obama Declares Disaster for Typhoon-Devastated Saipan +3902,devastated,,I'm literally devastated right now?? +3909,devastated,New Orleans,@polishedstone 'Perrie is DEVASTATED' meanwhile.... +3910,devastated,dam squad 4 lyf,VAL JUST DIED AND IM ABSOLUTELY DEVASTATED #emmerdale +3912,devastated,astral plane,@yeetrpan I asked if they were hiring and they said not you I was devastated. +3915,devastated,,Obama Declares Disaster for Typhoon-Devastated Saipan: Obama signs disaster declaration for Northern Marians a... http://t.co/AslUFEKOXN +3918,devastated,,Thanks @MartinBarrow - and yes definitely something that affects men as well. My husband just as devastated. +3920,devastated,,Obama Declares Disaster for Typhoon-Devastated Saipan: Obama signs disaster declaration for Northern Marians a... http://t.co/9i6CrCRq2m +3925,devastated,south wales valleys,@MikeParrActor omg I cant believe they killed off ross he was my favourite character with aaron @DannyBMiller im devastated. Top acting ?? +3928,devastated,,He was being super bitchy yesterday (cause he felt like pop) and when he's bitchy him and Perla don't play and then Perla is devastated +3929,devastated,,Actually if I don't see Hunter Hayes and Lady Antebellum perform Where it All Begins live I will be a very devastated person :-) +3930,devastated,Dhaka,Obama Declares Disaster for Typhoon-Devastated Saipan: Obama signs disaster declaration for Northern Marians a... http://t.co/lEYJwNnAH8 +3931,devastated,Scotland,When you cook fresh tagliatelle meatballs and sauce and then manage to spill all the pasta in the sink when draining it. Fucking devastated. +3934,devastated,toronto Û¢ unicorn island ,@humblethepoet Lilly's YouTube channel got hacked. She's devastated. We're all worried about her! ?? +3939,devastated,cork,@MikeParrActor devastated your no longer in emmerdale best character with so much more to give #superbactor your going to be missed +3941,devastated,Ireland,@_Gags_ My Mommy will be devastated lol #NoMorePod +3942,devastated,"Toronto, Ontario",Devastated. Already missing my @coleenlisa. https://t.co/3p6Xakt7rh +3943,devastated,,Absolutely devastated ???? no Ross no!! #Emmerdale +3946,devastated,,Ooh the girl that won actually is meeting the boys im devastated ?????? but congrats to the winner!!! #OTRABaltimore +3963,devastation,"Memphis, TN",MPD director Armstrong: when this first happened I cannot begin to tell you the devastation I felt. +3965,devastation,wherever Wolf Blitzer is,#CNNHoTD soccer mom wild swimming handcuffed child teen hookup case nuclear devastation showers Miss Piggy... http://t.co/XG9s40AFtZ +3966,devastation,,The Dones felt grief bordering on devastation at losing connection with God through their church communities. Packard http://t.co/r2pQQPfqCt +3971,devastation,"los angeles, ca",My father walked through the devastation the day after and refuses to speak about it to this day https://t.co/oFu6DANJZC +3972,devastation,"Pennsylvania, USA",Despite past devastation fortunately #forgiveness mutual #respect and #peace emerged. #Remember #Hiroshima and #Nagasaki +3974,devastation,United States,ÛÏEven in the midst of devastation something within us always points the way to freedom.Û +3976,devastation,,"HQhed mhtw4fnet + +A sad reminder of nuclear devastation - Washington Post" +3978,devastation,Polska,Devastation Walkthrough Part 11: http://t.co/BOjDByB9YA przez @YouTube +3981,devastation,"Fort Worth, TX",we hid the devastation of what atom caused by not making it mandatory for film of its human suffering be shown & preserved. +3985,devastation,Espa̱a/Catalunya/Girona,Is This Country Latin America's Next 'Argentina': One week ago we reported on the economic devastation in he o... http://t.co/J3rcOflDyA +3986,devastation,"Greer, SC",@nikkihaley Profile in Ambition. Legacy of cultural devastation for attempt at a white house gig. @Reince @gop http://t.co/5cCrnwirFn +3987,devastation,Pakistan,At least 18 houses 5 bridges destroyed in flash #floods in #Gilgit-#Baltistan on Wednesday. http://t.co/HSJcR45SIS http://t.co/dQ931ea6Pr +3988,devastation,,70 Years After Atomic Bombs Japan Still Struggles With War Past: The anniversary of the devastation wrought b... http://t.co/JESoSSDjjH +3991,devastation,kansas USA,70 Years After Atomic Bombs Japan Still Struggles With Wartime Past: The anniversary of the devastation wroug... http://t.co/AU6Sm5FaMq +3999,disaster,Ottawa,IRIN Asia | Red tape tangles Nepal reconstruction | Nepal | Disaster Risk Reduction | Natural Disasters http://t.co/q7LG6ncf7G +4001,disaster,crying,@quinhii I'm the one who started it so I feel like I have so much responsibility bUT NO ONE DOES ANYTHING OTL (a 'national' disaster lol) +4002,disaster,Indiana,Trying to route my sister into W. Lafayette from the Indy airport. Suggested I-74 to SR 25 west of Crawfordsville. Hope it's not a disaster. +4004,disaster,"UiTM, Shah Alam",Time to End the Disaster of Rail Privatisation http://t.co/ksxznPY5gt +4007,disaster,,Reade this and see how are politicians are leading us to disaster all for the #GreedyRich https://t.co/2bFliBD2sh +4009,disaster,,paladins is going to be a disaster +4013,disaster,London,#MicrosoftÛªs #Nokia acquisition was an even bigger #disaster than we ever imagined http://t.co/CV0mrisFt3 +4015,disaster,,#OVERPOPULATION Not only R women incapable of keeping their legs together 2 save the world from endless brats they want to RUN the disaster +4016,disaster,Ottawa,Harper gets sassed by Albertans after calling NDP government a Û÷disaster' http://t.co/vsMOJyfzDg via @huffpostalberta #HarperBlamesAlbertans +4023,disaster,,WHAT A DISASTER FOR SECRET #TI5 +4031,disaster,,Disaster [Chapter 27] https://t.co/EAsxT3y84R http://t.co/CjUFunsDKg +4035,disaster,,Deepwater drill company gains $735m: Transocean one of the companies associated with BP's Deepwater Horizon oil well disaster recoversÛ_ +4036,disaster,Jamaica,MicrosoftÛªs Nokia acquisition was an even bigger disaster than we ever imagined https://t.co/4MneTInGXl +4037,disaster,NYC/LI/NJ/LHV,Not an electric debut for Severino but not a disaster either. Looking forward to see what adjustments he makes for start #2. +4040,disaster,,"This Palestinian family was lucky but hundreds are feared dead in the latest boat disaster in the Mediterranean +https://t.co/cT5v3LcNKD" +4048,displaced,International Action,Heat wave adding to the misery of internally-displaced Gazans http://t.co/jW3hN9ewFT via @PressTV http://t.co/NYWrkRQ7Kn +4053,displaced,Pedophile hunting ground,.POTUS #StrategicPatience is a strategy for #Genocide; refugees; IDP Internally displaced people; horror; etc. https://t.co/rqWuoy1fm4 +4056,displaced,Pedophile hunting ground,.POTUS #StrategicPatience is a strategy for #Genocide; refugees; IDP Internally displaced people; horror; etc. https://t.co/rqWuoy1fm4 +4059,displaced,"San Francisco, CA",Next up: a charity program for disadvantaged people displaced by the tech boom in SF based on Tinder technology. https://t.co/yNVz1WrgtN +4066,displaced,magodo,#mightyworld Thousands displaced after monsoon rains in Myanmar: Tens of thousands of people have been displac... http://t.co/HkSDk89c6C +4067,displaced,,Angry Woman Openly Accuses NEMA Of Stealing Relief Materials Meant For IDPs: An angry Internally Displaced woman... http://t.co/C1vzJOr2qz +4069,displaced,"Nottingham, England",Oof. Vikings took an island off the mainland. The noble house who ruled there got displaced... into my county. Welcome new vassals! +4070,displaced,"Indianapolis, IN",Job event targets displaced Double 8 employees http://t.co/2SJaaDRYdc http://t.co/RovTa5EUQO +4071,displaced,NYC,It's crazy how far in advance you feel the air displaced by a subway car before the train itself shows up. +4073,displaced,U.S.,#Myanmar Displaced #Rohingya at #Sittwe point of no return http://t.co/3S8nhaPVCh #Prison like conditions #genocide IHHen MSF Refugees +4074,displaced,,Displaced +4075,displaced,usa,local family displaced by fire http://t.co/f1nu18CArd via @gofundme Lets help that family out please +4082,displaced,U.S.,.POTUS #StrategicPatience is a strategy for #Genocide; refugees; IDP Internally displaced people; horror; etc. https://t.co/8owC41FMBR +4090,displaced,,Try not eating like a fat ass RT @INeedJa_Kadeeja: How much would it cost to have some fat displaced? Asking for a friend. +4099,drought,,U.S. in record hurricane drought http://t.co/NratKzyU5E #JustBitching http://t.co/JATvPAT0MO +4102,drought,"Beaumont, Texas",Drought report lists SE Texas as 'abnormally dry' http://t.co/wBOXpyoZj0 #SETXNews +4106,drought,"Cary, North Carolina",The Best Drought-Tolerant Perennials http://t.co/AdZONC7Olv http://t.co/ih9iTMhFjZ +4109,drought,"San Gabriel Valley, CA",El Monte attempts to shed reputation of delinquency in drought - The Pasadena Star http://t.co/2wGOUCOHOu +4110,drought,arizona,@MarcVegan @NonDairyKerry true. Also takes 16000 gal water to produce 1 lb hamburger. Drought in Midwest will be chaos +4115,drought,Windsor ??CT ,I thought it was a drought +4118,drought,Portugal-Spain-Indonesia,U.S. in record hurricane drought http://t.co/JXOMdLtJ73 +4120,drought,"Tyler, TX",New drought monitor showing drought spreads in ETX. 'Severe Drought' in Marion/Harrison Counties. @KLTV7 http://t.co/v8eG2kSLoH +4125,drought,,Thought it was a drought! +4126,drought,,You can't use as much water in a drought as you can with a flood! +4130,drought,,Water conservation urged for North Thompson: B.C. government declares a Level 3 drought level for the North Th... http://t.co/dJ4qw8YfW5 +4134,drought,Hustle Flow Nation,#KondoByJaymOnI U.S. in record hurricane drought http://t.co/fqLSkejWxH #Anticipate +4136,drought,"San Francisco, CA",@jonbuda What if the drought is just a giant marketing campaign for Star Wars where they turn California into Tattooine? +4137,drought,"Dubai, UAE",U.S. in record hurricane drought http://t.co/Wd4UdSxacq via CNN +4144,drought,"Rock Hill , SC ",I swear theres a bud drought +4148,drown,#NAME?,I'm incredibly sad & heartbroken so I'm just going to drown my sorrows in food & watch tv all night ?? http://t.co/yQiZ2p1rSm +4151,drown,Under Ya Skin,I'm bout to get in the shower an drown +4155,drown,land-where-everything-sucks,i cant breathe and i feel my throat closing up i want to die let me drown in my own tears please +4162,drown,,Need to drown in ice cream?? +4165,drown,England UK,@dolphfan36 I made it...Didnt drown +4169,drown,,@GraysonDolan id drown +4174,drown,My Own Little Corner,@LadyTraining yes I will probably drown her in craft throughout our years but by no means spoiled +4179,drown,,Throw me in the deep end watch me drown +4185,drown,,I'm gonna drown myself in leftover chilis wishing it was with him lol +4186,drown,3-Jan,I'll let Louis drown me at the water wall by the mall If that makes him smile +4187,drown,East Coast ,drown me in clementines +4188,drown,"Manhattan, New York",When I genuinely like someone I REALLYYY like them and I have to hold back or else I'll drown them with affection and attention ?? +4190,drown,East Carolina University'19 ??,Fuck around and drown ???? https://t.co/fr5z9WklMZ +4192,drown,"Austin, TX",absolute drown your Wagyu steak in heaping piles of moist Smuckers Grape Jam +4193,drown,"BogotÌÁ, Colombia",Drown me you make my heart beat like the rain. +4194,drown,,@Vanquiishher it can legit drown +4195,drown,chillin,Yeah I'm definitely just gonna go drown myself in the pool bc it's just too damn hot inside +4196,drown,ID where potatoes grow,@GraysonDolan I'll fall and drown so I think I'll pass +4207,drowned,UK,Hundreds feared drowned as migrant boat capsizes off Libya: Hundreds of migrants are feared to have drowned af... http://t.co/bF3OhacB1r +4208,drowned,,100s of migrants feared drowned after 700 squeeze onto boat in Mediterranean. http://t.co/lsyPtk18se +4215,drowned,Germany,Hundreds feared drowned as migrant boat capsizes off Libya: Hundreds of migrants are feared to have drowned af... http://t.co/Cbhe0eXIRA +4217,drowned,FEMA REGION 2,Hundreds of migrants feared drowned off Libya: http://t.co/RTx4O0SIyH #news #bbc #cnn #msnbc #nyt #tcot #tlot #waar #ccot #ctot #p2 #ap +4222,drowned,MA,You're getting drowned out yet I still search for you. +4223,drowned,,Hundreds feared drowned as migrant boat capsizes off Libya http://t.co/U8H5s8oPs5 #NLU +4226,drowned,,@oilersjaysfan how's the rain have you drowned yet? +4228,drowned,,Jeff was bullied Sally was raped Ben was drowned Hoodie was betrayed LJ was abandoned EJ was a sacrifice Lost S.. (http://t.co/mFl7jzspOu) +4229,drowned,California USA,Tried my 1st #beastburger by #beyondmeat. nowhere near what i thought based on hype. Drowned in ketchup wasnt bad but w/dijon it sucked. +4231,drowned,Jupiter,#dw_english Hundreds feared drowned as migrant boat capsizes off Libya: Hundreds of migrants are feared to hav... http://t.co/i9HW0qZoVy +4234,drowned,almonds,pretty sure i almost drowned 26 times in the pool today thanks to abrianna +4236,drowned,Ex Astris Scientia. TSSADID.,@BenWunsch I ALMOST DROWNED AT SEA +4249,drowning,"Johnstown, NY",Having such a hard time with everything im drowning literally +4254,drowning,,Boy saves autistic brother from drowning: A nine-year-old in Maine dove into a pool to save his autistic broth... http://t.co/pihUIaOR5O +4258,drowning,"Atlanta, GA",Family mourns drowning of 'superhero' toddler with rare epilepsy: Bradley Diebold suffered hundreds of epilept... http://t.co/aSAn4yGd48 +4259,drowning,Doo Doo Boy Island,If you told me you was drowning. I would not lend a hand! +4263,drowning,"Morioh, Japan",@TinyJecht Those eyes.. desperate like a mouse drowning in a septic tank. +4267,drowning,real world,and no one knows that i'm drowning and i know that i can't fcking survive +4277,drowning,,I have the experience performing cpr on a actual drowning victim. +4278,drowning,,The Drowning Girl by Caitlin R. Kiernan Centipede Press Signed numbered Limited - Full reÛ_ http://t.co/CBaXj72lVC http://t.co/s9wXIDItJh +4280,drowning,New York,The Drowning Girl by Caitlin R. Kiernan Centipede Press Signed numbered Limited - Full reÛ_ http://t.co/2zJcfAzs2N http://t.co/jAAvvwDOZ6 +4283,drowning,130515 Û¢ Gallavich.,AND I'M DROWNING IN THE DÌäJÌÛ VUUUUU WE'VE SEEN IT ALL BEFOOOOOOOORE +4285,drowning,Liverpool,Boy saves autistic brother from drowning: A nine-year-old in Maine dove into a pool to save his autistic brother from drowning +4286,drowning,,Boy saves autistic brother from drowning: A nine-year-old in Maine dove into a pool to save his autistic brother from drowning +4287,drowning,New York,The Drowning Girl by Caitlin R. Kiernan Centipede Press Signed numbered Limited - Full reÛ_ http://t.co/eOMdGhraLg http://t.co/i4SG3nvGp8 +4290,drowning,"Bangalore,India",Migrants drowning - we will be erecting monuments 100 years from now and shed tears for the most powerful nations' greed of letting them die +4291,drowning,"Pico Rivera, CA",Drowning doesn't sound half bad rn +4294,drowning,,Boy saves autistic brother from drowning #NewsVideos http://t.co/8NZt51ew14 +4302,dust%20storm,"Playing: HL2: EP1, Dust: AET",OH SHIT DUST'S STORM ATTACK AND FIDGET'S BULLET THING MADE SOME CRAZY RICOCHET ATTACK +4308,dust%20storm,,The dust storm chase scene is pretty damn cool. #GhostProtocol +4310,dust%20storm,,New Mad Max Screenshots Show Off a Lovely Dust Storm Combat... #pc #gamescom http://t.co/Qq1yW0brsR +4311,dust%20storm,,recent project (Dust Storm ). :) http://t.co/jmj9izVvzO +4315,dust%20storm,Mtl,Photo: susfu: Dust storm rolling onto the base by cptesco August 03 2008 at 09:39PM http://t.co/ekkruDQzbv +4316,dust%20storm,,New Mad Max Screenshots Show Off a Lovely Dust Storm Combat Magnum Opus: New Mad Max screenshots have beenÛ_ http://t.co/l8dh8KLRKR +4319,dust%20storm,"East la Mirada, CA",@christinaperri #askceeps have you seen @colinodonoghue1 in his new movie trailer for The Dust Storm? +4331,dust%20storm,France,Photoset: hookier: New stills from The Dust Storm (x) http://t.co/h8YjcFG8hv +4338,dust%20storm,San Francisco,@whatupdave Headline in 2075 'Dust Storm on Mars Destroys 1% of Money Supply' +4339,dust%20storm,Louisville Kentucky,Pickathon dust storm is sadly over but we have @sunsetballard in Seattle tonight to look forward to w/ @tomonakayama http://t.co/RtgGzWCAix +4340,dust%20storm,The Universe,Kids Disappear in Dust Storm in Atmospheric Aussie Thriller http://t.co/iR7VaxehEW RT @Newz_Sacramento +4344,dust%20storm,"Jeddah, Makkah Al Mukarrama",No storm lasts forever the dust must settle truth will prevail. http://t.co/1cjyfY8iXj +4346,dust%20storm,San Francisco,A dust storm in Pheonix. http://t.co/AMgfOnzUSD +4347,dust%20storm,,NASA MODIS image: Dust storm over Morocco and the Straits of Gibraltar http://t.co/Q1jBreEsXv #duststorm +4360,earthquake,"Hawaii, USA",USGS EQ: M 1.9 - 5km S of Volcano Hawaii: Time2015-08-06 01:04:01 UTC2015-08-05 15:04:01 -10:00 a... http://t.co/3rrGHT4ewp #EarthQuake +4364,earthquake,"Do Not Follow Me, Am I a Bot.",#Earthquake of M 2.9 - 140km W of Ferndale California http://t.co/8t8oSCs4w7 +4367,earthquake,"Bay Area, California ",@lizXy_ IMAGINE IF AN EARTHQUAKE HAPPENED +4369,earthquake,"Sydney, New South Wales",#Children traumatised after the Nepal earthquake are educated on coping mechanisms. http://t.co/UbwDBydK1a +4370,earthquake,Rocky Mountains Colorado,Manuscript suspiciously rejected by Earthquake Science Journal could rock your world https://t.co/6vBQEwsl1J viaYouTube +4371,earthquake,in the Word of God,@GreenLacey GodsLove & #thankU my sister for RT of NEW VIDEO http://t.co/cybKsXHF7d The Coming Apocalyptic US Earthquake & Tsunami +4380,earthquake,,5.3 #Earthquake in South Of Fiji Islands. #iPhone users download the Earthquake app for more information http://t.co/V3aZWOAmzK +4386,earthquake,"Alaska, USA",#USGS M 1.9 - 15km E of Anchorage Alaska: Time2015-08-06 00:11:16 UTC2015-08-05 16:11:16 -08:00 at epicen... http://t.co/HkIiPyX5jL #SM +4389,earthquake,"California, USA",1.57 magnitude #earthquake. 27 km from #Ramona CA #UnitedStates http://t.co/ZtOlVGkDuk +4390,earthquake,"Alaska, USA",1.9 magnitude #earthquake. 16 km from Anchorage AK #UnitedStates http://t.co/wVu08yJGOK +4394,earthquake,San Bernardo - Chile,#SISMO ML 2.0 SICILY ITALY http://t.co/vsWivoDCkL +4399,electrocute,Duel Academia,@maeisdumb WHOAHAHAHAHHDJS electrocute me.... +4400,electrocute,Here.,hmm what if I've already met my special someone but i dnt even know it ?????? +4404,electrocute,Manchester,Wish I didn't just electrocute myself 4 times in 30 seconds ?? +4409,electrocute, Manchester/Nantwich,Wish I could buy a device that would electrocute me every time I went to eat something unhealthy....Eat so much shit.?????????? +4414,electrocute,,Photo: weallheartonedirection: I wouldnÛªt let David electrocute himself so IÛªm the asshole http://t.co/nC2d6IRm2u +4417,electrocute,Here.,stay with me - sam.smith +4418,electrocute,Under the rain...,So that it'll electrocute somebody's ass baa...No thank you https://t.co/x7P1xaBWTz +4419,electrocute,clearlake,I feel like I would actually electrocute myself if I tried this https://t.co/FgKpYTiKtI +4420,electrocute,Twitter.,drinking pepsi im afraid i might spill some and then my headphones electrocute me. +4422,electrocute,beyond time and space,SPOILERS: your phone does not have the power to electrocute you if dropped in the bath +4429,electrocute,"Melbourne, Australia",Morning Metro Late train? Check. Crazy guy who tells people the doors will electrocute them? Check. +4431,electrocute,jds ,I broke my charger. Hella trying not to electrocute myself and die rn ???????? +4433,electrocute,,Eh it's the Macy's Thanksgiving Parade tomorrow! I'll be done. I'll still electrocute your email now! +4434,electrocute,"Milan, Lombardy",Do you remember when I suddenly electrocute you to death with my fox powers? Ha. Ha. Ha. Ha. Ha. Ha. Because I do. +4439,electrocute,"Metro, Lampung ~ Balikpapan",#KCA #VoteJKT48ID JoelHeyman: My loose understanding is: @ 750k subs AH will electrocute then eat Michael. Don't want 2 influence anythinÛ_ +4443,electrocute,Bieber Fever UK,"Why can't robots have a shower? +Answer: Because they will electrocute themselves!" +4446,electrocute,32935,of electricity he had wire and a golf ball hooked up to catch a bolt of lightning and electrocute it you're not my brother I can tell. The +4447,electrocute,301|804,Photo: weallheartonedirection: I wouldnÛªt let David electrocute himself so IÛªm the asshole http://t.co/wIabcyParM +4453,electrocuted,Gap,I've had electrical tape wrapped around my charger for like 2 months bc I don't want to get electrocuted :))))) http://t.co/Fb3Do910FC +4460,electrocuted,,Almost electrocuted myself ?? +4461,electrocuted,USA,South Side factory where worker electrocuted pays $17000 penalty #Columbus http://t.co/nSGWiCYXFT +4462,electrocuted,"Stone Ridge, VA",When you realize you could have been electrocuted last night because you grabbed this in the dark. How??? http://t.co/RJRoZMjF2n +4467,electrocuted,Staffordshire,"Fish stand-up +'So what's up with whale sharks? They whales or sharks?' +*Silence* +'Is this thing on?' +*Flicks mic. All fish get electrocuted*" +4469,electrocuted,Central #Ohio,South Side factory where worker electrocuted pays $17000 penalty http://t.co/PENJHc4ZCx #Columbus #Ohio #news +4473,electrocuted,hayling ,My brother just got electrocuted from the plug socket ???? +4474,electrocuted,Bikini Bottom,Got electrocuted by the mosquito killer. #boomshunga +4475,electrocuted,Ireland,@EllaEMusic_ You should have just simply let on that you had electrocuted yourself while plugging in your phone charger. It works for me... +4477,electrocuted,,@philadper2014 They would all get #Electrocuted !!!!!!!!! +4481,electrocuted,MNL,Beware! Dont use your earphones while your phone is charging. You might be electrocuted especially when your ears are wet. +4483,electrocuted,england,short hair probs: i can never look cute with bedhair anymore i just look like an electrocuted vagrant +4484,electrocuted,mullingar ireland,@hairdryer180 you'll get electrocuted +4485,electrocuted,,@SHGames Please fix the problem where zombies disable your Eco suit and the floor is electrocuted so u die auto magically plz +4495,electrocuted,Nap town,I hope I get electrocuted today at work +4497,electrocuted,South Park ??????????????????,#IWouldntGetElectedBecause Oh I certainly would esp if there were any live wires...wait that's elected and not electrocuted! Never-mind! +4500,emergency,New York,Emergency Garage Gate Repairing Services 11211 NY: Our Offerings: UAC Entrances Brooklyn agent in the set up o... http://t.co/WMqOZ81R43 +4501,emergency,USA,Motors Hot Deals #452 >> http://t.co/vcaptRnmIE MANUAL TRANSMISSION SHIFT KNOB+BOOT+EMERGENCY HAND BRAKE HANDLE 5Û_ http://t.co/S2ltphTGTJ +4502,emergency,,11000 SEEDS 30 VEGETABLE FRUIT VARIETY GARDEN KIT EMERGENCY SURVIVAL GEAR MRE - Full reaÛ_ http://t.co/VE78djgHa5 http://t.co/ugubwRPQFP +4505,emergency,,?????? EMERGENCY ?????? NEED PART 2 and 3!!! #NashNewVideo http://t.co/TwdnNaIOns @Nashgrier 103 +4506,emergency,Isle of Patmos,No matter the dilemma emergency nor set-back; The Righteousness of JAH shall prevail! http://t.co/n0tIy7SU1C +4510,emergency,New York,11000 SEEDS 30 VEGETABLE FRUIT VARIETY GARDEN KIT EMERGENCY SURVIVAL GEAR MRE - Full reaÛ_ http://t.co/OH4YSttyCo http://t.co/X8Kv8tZZE8 +4512,emergency,New York,Survival Kit Whistle Fire Starter Wire Saw Cree Torch Emergency Blanket S knife - Full reÛ_ http://t.co/8pFMSYPg5B http://t.co/nETYdvtLnb +4513,emergency,"Modesto, CA",RN / Registered Nurse / ER / Emergency Room - Supplemental Health Care: (#Modesto California ) http://t.co/YiYspjLKZO #Nursing #Job #Jobs +4532,emergency,Ton's Ì¡ead town åÈ Tx,Job now are only in case of emergency. +4535,emergency,,@StephGHinojosa hey my mom said to tell your dad to call her ASAP. it's an emergency. +4536,emergency,ocsf,Leaving back to SF Friday have not packed one single thing 911 emergency +4540,emergency,"Cincinnati, OH",Emergency hop kit? ;) jk https://t.co/MkbQ2YE4Wq +4545,emergency,"Las Vegas, Nevada",Be safe and be prepare from emergency kits to evacuation. Alertness esp women and children who are also @gmanews https://t.co/3GALBowItN +4552,emergency%20plan,"Calgary, Canada",Municipal Emergency Plan deactivated! Crisis averted. https://t.co/37L4qUAAVu +4554,emergency%20plan,,Calgary takes another beating from summer storms; City activates emergency plan http://t.co/4oi9hMo7om +4555,emergency%20plan,,"119 Sri Lanka's 'Emergency' Line. +Busy for the past 30 mins. +Suppose I need to plan my emergencies better. #SL #RT" +4558,emergency%20plan,"Vancouver, Canada",Calgary takes another beating from summer storms; City activates emergency plan: It was another day of watching theÛ_ http://t.co/240ZLieBrk +4559,emergency%20plan,"Paonia, Colorado",@go2MarkFranco I spoke w Caleen Sisk. If #ShastaDam gets funded through Cali Emergency Drought Act I plan on doing story wfocus on Winnemem +4560,emergency%20plan,"Tampa, Florida",New Blog Post Emergency-response plan helps employees get back to productive work http://t.co/Eu21N1G1ZX +4566,emergency%20plan,"Houston, Texas",Emergency-response plan helps employees get back to productive work http://t.co/tXQZN6GTHa @BusInsMagazine +4570,emergency%20plan,the Great White North,@660NEWS @cityofcalgary I picture Nenshi & Jeff as the Wonder Twins. 'Municipal Emergency Plan -Activate!' +4572,emergency%20plan,,Do you have an emergency drinking water plan? Download guide in English Spanish French Arabic or Vietnamese. http://t.co/S0ktilisKq +4574,emergency%20plan,"Fishkill, NY",I liked a @YouTube video from @prosyndicate http://t.co/mLvBg6sEka Minecraft: Hunting OpTic - Emergency Exit Plan! (Episode 13) +4581,emergency%20plan,edmonton,Calgary takes another beating from summer storms; City activates emergency plan http://t.co/u59DmRnlTK +4583,emergency%20plan,Calgary,Calgary takes another beating from summer storms; City activates emergency plan #yyc #abstorm http://t.co/iQIXjtUEwH +4586,emergency%20plan,In erotic world ,Calgary takes another beating from summer storms; City activates emergency plan: Calgary Airdrie Okotoks and... http://t.co/i7QX4hAz6R +4591,emergency%20plan,"Calgary, Alberta",Storm prompts activation of City of Calgary's Municipal Emergency Plan: As the City of Calgary remains under aÛ_ http://t.co/7jcR8REgUv +4594,emergency%20plan,,@KimAcheson @ScottWalker / Emergency Room can not refuse you service & you can do a payment plan. +4603,emergency%20services,Singapore,Call for Tasmania's emergency services to be trained in horse rescues http://t.co/q9OXqfdGwX #abcnews +4605,emergency%20services,"CA, AZ & NV",This #Nursing #job might be a great fit for you: RN Nurse Shift Manager Emergency Services - Full Time... - http://t.co/T71ekcPmWL #Hiring +4612,emergency%20services,"Lismore, New South Wales",Ballina emergency services have again been activated following a shark sighting of what has been described as two... http://t.co/Eu5tKTptpW +4613,emergency%20services,UK.,Call for Tasmania's emergency services to be trained in horse rescues http://t.co/zVQwLpScSC +4615,emergency%20services,Sunny South Africa,@GeneFMyburgh @crimeairnetwork and in a week they will protest service delivery and lack of emergency services #ThisIsAfrica +4618,emergency%20services,,Human Resources Processes Streamlined Insofar as Emergency Services Organization...AbboG +4621,emergency%20services,"Greenwich, London",@Jinxy1888 Genius economist! Let's double pay of all emergency services military teachers etc to that tube drivers #PayForItHow #tubestrike +4623,emergency%20services,"Lansing, MI USA","A mended finger +When a finger is cut there is an immediate reaction from the bodyÛªs emergency services occurs: +Û¢... http://t.co/UwmPRV0UD5" +4626,emergency%20services,,When you say call dad but your phone dials emergency services..... #awesomejobsiri +4629,emergency%20services,Australia,Emergency Plumber Emergency Plumbing Services. #plumber #localplumber #Australia https://t.co/V3LZWkqSO7 +4633,emergency%20services,#ViewsAreMyOwn #IBackTheBlue,@mickbland27 It is disturbing! Emergency services & first responders should work together not slander try & get each other killed. +4636,emergency%20services,"Anchorage, AK",We're #hiring! Click to apply: Registered Nurse - Emergency Department PEDS Fellowship (FTE .9 Night) - http://t.co/AmCMCltkKC #Nursing +4638,emergency%20services,,Get Emergency Edmonton Locksmith Services in Edmonton Canada business name: 'I got locked out' http://t.co/GPH5vgaYiY #locksmith #Edmonton +4640,emergency%20services,"Anchorage, AK",Providence Health & Services: Registered Nurse - Emergency Department PEDS Fellowship... (#Anchorage AK) http://t.co/vz4RPCfTRm #Nursing +4643,emergency%20services,"Antioch, CA",Can you recommend anyone for this #Nursing #job? http://t.co/xXwm544ygf #Antioch CA #Hiring #CareerArc +4645,emergency%20services,"Issaquah, WA",We're #hiring! Click to apply: Staff Registered Nurse - Emergency Services (0.9 FTE Evening) - http://t.co/hhiUzIeLtr #Job #Issaquah WA +4647,emergency%20services,"Bodmin, Cornwall",@bodminmoor1 experienced the expertise of some of Cornwalls finest emergency and rescue services! +4648,engulfed,Alabama,@snackwave_julie When You Are Engulfed in Cake #LiteraryCakes +4651,engulfed,"Hagerstown, MD 21742",Why are you engulfed by low self-image? Take the quiz: http://t.co/JAJFxaOemp http://t.co/FUjvF6foaR +4652,engulfed,?? | pittsburgh ,Become so engulfed in your own success- you forget it ever happened. +4653,engulfed,,He came to a land which was engulfed in tribal war and turned it into a land of peace i.e. Madinah. #ProphetMuhammad #islam +4654,engulfed,United Kingdom,Tube strike live: Latest travel updates as London is engulfed in chaos - http://t.co/wrMSpcpml3 http://t.co/nWolqktxaf +4660,engulfed,"Berkeley, CA 94703, USA ? ",Do you feel engulfed with low self-image? Take the quiz: http://t.co/kcpgAy4FlJ http://t.co/BZqC6JuAix +4662,engulfed,Manchester,Do you feel engulfed with low self-image? Take the quiz: http://t.co/2wFQctN62v http://t.co/j4PmcEc4xh +4663,engulfed,Newcastle,Do you feel engulfed with anxiety? Take the quiz: http://t.co/Um6weIUjyW http://t.co/Fm92uk6Yp2 +4665,engulfed,,@FlameCored colliding with her projectile as a cloud of smoke engulfed the area. Not a moment later Shadow propelled himself through it -- +4668,engulfed,West Baltimore ,Society has become so engulfed in capturing every moments and sharing it it takes the fun out of moments that should be intimate. +4676,engulfed,,'Sometimes I close my eyes and picture what this world would be like if it were engulfed in flames.' #Bot +4683,engulfed,,Men escape car engulfed in flames in Parley's Canyon crews investigating cause - http://t.co/1TVFfba95l http://t.co/ALjwAWkxPj +4685,engulfed,"Hollywood, California",#Tubestrike live: Latest travel updates as #London is engulfed in chaos - Telegraph http://t.co/AFzJamLFe6 +4686,engulfed,,Why are you engulfed by low self-image? Take the quiz: http://t.co/7V7YTEjL3J http://t.co/xJJU7MEN8f +4701,epicentre,,LIVE on #Periscope: Wild Wing Epicentre https://t.co/U2fUK072F9 +4718,evacuate,Sydney - Australia,guy next to me walks into our tiny office room with the fishiest smelling lunch ever. EVACUATE +4721,evacuate,AZ ? TX ? CA ? IL ?,@crown_769 I'd rather have an ass in fire. At least I'd know whatever I eat will evacuate. Heartburn sticks around. +4727,evacuate,HEAVEN,SALHA(1):HARRY STYLES(2)U KNOW WHERE IS UR P_EOPLE#HURRY#EVACUATE THEM FROM#HELL.#JUST SHAHADA&'PICK#ME'.#CLASS_SICK http://t.co/UpdDVr6jva +4728,evacuate,Kurdistan ,ISIS are deploying their troops to other battle grounds since deal with Turkey to evacuate buffer zone areas hence moving fronts to Assad. +4733,evacuate,foothills,What if the fire up in the Catalinas gets worse and we have to evacuate the area. Aka no school tomorrow +4741,evacuate,she/her? Û¢ tr Û¢ jordan,MY DOG JUST FARTED EVACUATE THIS FUCKIN ROOM DISGUSTING ASS BROOM LOOKIN ASS +4743,evacuate,San Diego,my father fucking died when the north tower collapsed ON HIM as he was trying to evacuate more people from the building. +4746,evacuate,,@yourgirlhaileyy leaveevacuateexitbe banished. +4751,evacuate,,Just had to evacuate the 100 Oaks Regal theater. I've never been more terrified. +4756,evacuate,Oregon & SW Washington,Town of Roosevelt Washington ordered to evacuate again as fire worsens http://t.co/Xkh5s1DR8d +4761,evacuated,"Arizona, USA",@misschaela_ not yet. Everywhere else except us and like a few other shops like Panda are evacuated but they haven't come for us yet. +4763,evacuated,Seattle/Snohomish/Redlands,UPDATE: Evaucation order for Roosevelt WA has been lifted: http://t.co/2NV0wHDLut +4764,evacuated,"Grand Rapids, Mich.",Chemical spill at GR water plant contained and water supply OK. @KocoMcAboy asked plant officials what happened: http://t.co/FHPLkEX3oK +4767,evacuated,,A house was evacuated in Orakei after a bank collapsed and trees were felled by strong winds in Auckland ... http://t.co/UCuCmKypdN #NZ +4772,evacuated,St. Louis,Chesterfield apartment complex evacuated because of fire #STL http://t.co/MIq39IOK3U +4776,evacuated,"Gold Coast, Australia",Gold Coast tram evacuated due to broken powerlines http://t.co/hJqbA42iY9 #Local NewsbrokenEmergency ServicesGold CoastpowerlineTramTr +4780,evacuated,State of Jefferson,"So many fires in NorCal they can't fight some of them. + +Pray for our firefighters air tanker pilots support crews & evacuated people." +4781,evacuated,"Queensland, Australia",#FortitudeValley unit damaged and residents evacuated after fire broke out after 7am this morning #7News http://t.co/8iZgxCeLcc +4792,evacuated,Auckland NZ,Family evacuated after weather bomb http://t.co/2A4z8pmvVE +4796,evacuated,Chicagoland and the world!,Grass fire burns past Roosevelt Wash. prompts evacuation http://t.co/BSuDXCPrSG #fire #firefighter +4801,evacuated,"Chicago, Illinois",Green Line train derails on South Side passengers safely evacuated CTA says http://t.co/w6F7ZiS3KA http://t.co/t7L8jCjyq3 +4804,evacuated,Everywhere.. ,Why does the secret bunker used by Cheney during 9/11 look like it was catered when ktchn staff had been evacuated? +4805,evacuated,Australia,Valley building evacuated after fire http://t.co/nyqF8GqMzg #queensland +4806,evacuated,,13000 evacuated as California firefighters fight flames to save homes: CLEARLAKE OAKS Calif. ÛÓ Wildfires lik... http://t.co/xwBYeaOWMw +4811,evacuation,,Pelling hotels: no strings concealment from straight a rejuvenati???ng evacuation day: pqhaxp +4815,evacuation,,my school is so fucking dumb they just set off the evacuation sirens on accident +4816,evacuation,,How an anatomic mother helps up-to-the-minute remodeling high evacuation hospital: IaAvRoIV +4817,evacuation,Nigeria ,FAAN orders evacuation of abandoned aircraft at MMA http://t.co/5RXI47gCAj #NEWS @TodayNGR +4818,evacuation,"ON, Canada",Even tho Im getting 40%money back due 2 veld evacuation nothin could make up for missing @DVBBS @HARDWELL @aboveandbeyond #stillnotoverit ???? +4822,evacuation,,You'll neediness so taste up and down ulcerated waggon evacuation cornwall: bNVfDAg +4824,evacuation,"West Palm Beach, FL",Do you know your hurricane evacuation route? Find it here: http://t.co/mWMVIcdW9O +4827,evacuation,"Chevy Chase, MD",The EFAK would be designed for building occupants once they evacuate and report to their evacuation assembly sites +4837,evacuation,Brisbane,Evacuation drill at work. The fire doors wouldn't open so i got to smash the emergency release glass #feelingmanly +4838,evacuation,"The Dalles, Oregon",KCEM Jeff King reports a level 3 evacuation east of Roosevelt from Whitner rd to the county line between SR14 & Hale rd. +4839,evacuation,NIFC,#MadRiverComplex #CA #CASRF http://t.co/hjWLDCLiE4 Mad River Complex: Evacuation Advisory for Swayback Ridge Area +4841,evacuation,,@CALFIRE_PIO Being prepared is crucial but returning to homes after evacuation only to find them robbed is criminal! #WillowFire +4851,evacuation,Edmonton Alberta Canada,Survey: 52% of medical care facilities near nuclear plants lack evacuation plans http://t.co/vLMmCdPkRo +4855,evacuation,Breaking News,Evacuation order lifted for town of Roosevelt - Washington Times http://t.co/Kue48Nmjxh +4861,explode,"Pea Ridge, WV",@wyattmccab you'd throw a can of Copenhagen wintergreen on the ground that would explode on your enemies and give them mouth cancer +4862,explode,,my damn head feel like it's gone explode ?? +4863,explode,sam,happy Justin makes my heart explode +4865,explode,~always in motion~,Vanessa was about to explode! This is what she wanted to say to Shelli. Their alliance will survive. #BB17 #BBLF http://t.co/rypGKScHng +4871,explode,,My ears are gonna explode smh +4873,explode,,Some guys explode ?? +4880,explode,,@magicallester I will die. I'm actually being serious. My heart will beat so fast it will fly out off my chest & explode +4885,explode,,Facebook Influence 2.0: Simple strategy to explode your Facebook page and create moreÛ_ http://t.co/rWPRtMIbHl +4886,explode,,im sooooooo full my stomach is going to explode +4902,explode,,I need a follow before I explode @GraysonDolan +4904,explode,Redding ,I feel like I'm going to explode with excitement! Wonder begins within the hourÛ_Û_ https://t.co/zDZJ5kRbzr +4907,explode,U.S.A,Twitter will explode...light the match @realmandyrain +4916,exploded,"Concord, North Carolina",The fact checking machine must have exploded today following @POTUS #IranDeal speech. +4921,exploded,"Alexander, Iowa",#Aphid population in #NorthIowa has exploded in last 4 days! http://t.co/cw6jxYVbNj #FromTheField +4925,exploded,,@Alltheway80s I had a similar thing with John carpenters 'the thing' one girl threw up when the dogs 'exploded' +4927,exploded,,And bleach your skin after touching that thong.*shudder* That and all the boudoir outfits. My eyeballs are bleeding & my brain has exploded. +4928,exploded,"ÌÏT: 39.168519,-119.766123",Holy hell the bathroom on car 649 smells like is exploded... @Metrolink +4930,exploded,Ittihad .f.c,"that exploded & brought about the +beginning of universe matches what's +mentioned in the versethe heaven and Earth +(thus the universe)" +4932,exploded,,Our electricity just fucking exploded they're trying to fix it now +4933,exploded,"Detroit, Michigan",I didn't even know pens still exploded like that...ink everywhere +4937,exploded,,#news #science London warship exploded in 1665 because sailors were recycling artillery cartridges: A dive to ... http://t.co/r4WGXrA59M +4939,exploded,,At this moment 70 years ago (local time) the 'Little Boy' atomic bomb exploded over Hiroshima instantly killing at least 70-80000 people. +4941,exploded,Canaduh,I can't take advantage of Smith Micro's deals right now because exploded car (hint hint shironu_akaineko AT... http://t.co/qbCTxPwhYP +4942,exploded,,The tap in the bath exploded and now it looks like someone shit in the bath. I love how great our plumbing is!???? +4947,exploded,,If that was ronaldo Twitter would have exploded +4949,exploded,,"that exploded & brought about the +beginning of universe matches what's +mentioned in the versethe heaven and Earth +(thus the universe)" +4950,exploded,"Ìth Cliath, Ìäire",@rickoshea @AnthonySHead @NicholasBrendon @DublinComicCon @RTE2fm WHATTT? Oh wow my fangirl head has exploded in a mess of crap everywhere +4956,exploded,My house probably,@marymc21 ahhhh I'm just being a baby. My car's engine kinda sorta exploded and we're trying to find a solution +4960,exploded,?????,Fun. Hobby Lobby exploded in this home. http://t.co/TT5L40sjaI +4963,explosion,,Hp lto-5 lump together warehouse information explosion is more than one divestment able: PMngiqy +4965,explosion,,GAElite 0 Explosion Greg 1 [Top 2nd] [0 Out] [0 balls] [0 strikes] ... No one on [P: #16 Morgan Orchard] [B: ] +4976,explosion,New York,New Explosion-proof Tempered Glass Screen Protector Film for Blackberry Z10 - Full read byÛ_ http://t.co/LgbhdFYrwq http://t.co/9qV8glZSwV +4977,explosion,New York,New Explosion-proof Tempered Glass Screen Protector Film for Blackberry Z10 - Full read byÛ_ http://t.co/u1RKPJ3Cbc http://t.co/sJtxhtx71q +4987,explosion,LOST Angeles lol,This whole podcast explosion thing has been weird. Just replied to a YouTube comment for the first time in... Ever. What is happening?! +4991,explosion,,Ahead of Print: A New Paradigm of Injuries From Terrorist Explosions as a Function of Explosion Setting Type.:... http://t.co/tqQc3yxBoR +4994,explosion,,I liked a @YouTube video from @shawlarmedeai http://t.co/NN4fY1WBxf Easy Natural Bride makeup tutorial Makeup explosion Ft ABH Shadow +4999,explosion,"Orlando, FL",@MrBrianORL at least they didn't try and put a straw in the liquid one #Explosion +5003,explosion,"Florida, USA",1 injured in Naples boat explosion http://t.co/89lcTH3Sx1 +5006,explosion,YouTube Channel,I liked a @YouTube video from @theblacklink http://t.co/Ac8P9HJH2q Game Informer Taken King News Explosion Part 1! | Destiny PS4 | +5009,explosion,,RASaudAuthor: #Pyrotechnic #Artwork by #CaiGuoQiang Explodes into a Blossom on the Steps of the #PhiladelphiaMuseuÛ_ http://t.co/pJE607uXlp +5011,eyewitness,Washington DC,Hero of capitalism: Sprint employee promotes Sprint while Fox News interviews him as a shooting eyewitness: https://t.co/DtRPhCTmJx +5012,eyewitness,California,Read an eyewitness account from #Hiroshima on Aug. 6 1945 http://t.co/sbIP9g52YQ Mankind's worst invention. +5014,eyewitness,,DK Eyewitness Travel Guide: New Zealand http://t.co/AgQgrowj7Y +5020,eyewitness,New York,Baseball: Eyewitness Accounts: August 6 2015 by Jeff Moore Wilson Karaman and Brendan Gawlowski: Eyes on Mi http://t.co/H4ZOZqLpE7 #sport +5021,eyewitness,"Charleston, WV",COOL: @NASA captures 'dark side' of the moon which is never visible from Earth http://t.co/qKP30b4ag2 #EyewitnessWV http://t.co/N3hgJSYVO2 +5023,eyewitness,Free Palestine | Save Gaza,#Fracking #Ecocide Eyewitness to Extreme Weather: 11 Social Media Posts that Show Just How Crazy T... http://t.co/dEdDH8Rme8 #Revolution +5026,eyewitness,,@EdmundAdamus @CampionJoanne Pres Carter's notes in '79 meeting w/ JPII show Latin on his mind http://t.co/7nt13HIrTK http://t.co/4gCmQ4oWen +5030,eyewitness,Washington DC,Marked as to-read: DK Eyewitness Travel Guide by Richard Sterling http://t.co/oEoKD4KiqH +5031,eyewitness,,How 'Little Boy' Affected the People In Hiroshima - Eyewitness Testimonials! - https://t.co/5x5hSV5sKO +5036,eyewitness,"Cape Town, South Africa",Cape Town: Thousands living on Cape Town's streets - Eyewitness News: Eyewitness NewsThousands living on Cape ... http://t.co/nAo6EWCPK2 +5042,eyewitness,Land of the Free,With all due respect @RepMikeRogersAL y would u completely disregard ALL eyewitness accounts on Benghazi? #WereNotGruberVoters. #PJNet +5045,eyewitness,,Dutch crane collapses demolishes houses: Dramatic eyewitness video captures the moment a Dutch crane hoisting... http://t.co/8PpZNGYAqE +5048,eyewitness,Montreal,Dutch crane collapses demolishes houses: Dramatic eyewitness video captures the moment a Dutch crane hoisting... http://t.co/AJHKfh4e7G +5051,eyewitness,Be Earth,http://t.co/B7Iu2lpfXs: Eyewitness to ExtremeåÊWeather http://t.co/dYx2jr6ckP +5053,eyewitness,West Virginia,UPDATE: A GOP-controlled Senate committee has approved legislation to block the Obama administration from putting... http://t.co/Jg6B0vfl5R +5054,eyewitness,"New York, NY",'Things got heated. Busta splashed water on him and the employee threw water back' one eyewitness said. http://t.co/GoXwT8PG0B +5057,eyewitness,,DK Eyewitness Travel Guide: Denmark: travel guide eBay auctions you should keep an eye on: http://t.co/7Tcs1ePOrQ +5058,eyewitness,"Hudson Valley,NY",QUESTION OF THE DAY: It has been proven that eyewitness accounts are not always very reliable. Does this... http://t.co/2I4brtSh93 +5066,famine,,http://t.co/tcXRtfaPZa Russian 'food crematoria' provoke outrage amid crisis famine memories http://t.co/eT9xxfdJnM +5070,famine,Blog,'Russian 'Food Crematoria' Provoke Outrage Amid Crisis Famine Memories' by REUTERS via NYT http://t.co/jbYjbQEoiK #Ukraine +5077,famine,"Washington, DC",Ukraine famine memorial in progress since 2006 goes up in Washington: http://t.co/Td7VIEoODi +5081,famine,,#IntlDevelopment Ukraine Famine Monument Erected In Washington: Û_ who perished in the Ukraine famine of the 19... http://t.co/nUPy6EPAWn +5084,famine,"Punjab, Pakistan","@WuckForld @LioniskingRTAC To be alive even a heroic +Famine drink look out" +5086,famine,"Brooklyn, New York",So shameful and tragic.. http://t.co/5p1e40qkGV +5090,famine,"Kyiv (Kiev), Ukraine (????, ????, ???????)",#Ukraine #Kyiv #News Radio Free Europe/Radio Liberty: Ukraine famine monument erected in ... http://t.co/ME5u1YqH4i #Kiev #Ukrainian #Ua +5091,famine,Worldwide,"NONSENSE >> famine memories -- strong exaggeration of Ukrainian MSM +#ukraine #russia #?????????? #sanctions https://t.co/dDOTd7W2o8" +5093,famine,somewhere in time,I would rather dwell in the land of famine and be in God's perfect will than to rest in the confines of Egypt... http://t.co/P14oePCrW0 +5100,famine,"Dublin, Ireland. ",Miners strike; Botha Apartheid SA Tutu Nobel prize; IRA bomb Brighton Famine in Ethiopia. '84 feels like yesterday http://t.co/UZKssvj9CW +5108,famine,kyiv. ukraine,Russian 'food crematoria' provoke outrage amid crisis famine memories http://t.co/kZYvMnqHy7 via @Reuters +5111,fatal,Cincinnati,Protesters mark year since fatal police shooting in Wal-Mart (from @AP) http://t.co/3KbeJGmj0d +5112,fatal,"Kansas City, MO",Police investigate fatal shooting on 71 Highway http://t.co/0KJjdaOJHI +5118,fatal,,Success is not final failure is not fatal.It is the courage to continue that counts - http://t.co/gRTHlAACfV +5121,fatal,,11-Year-Old Boy Charged With Manslaughter of Toddler: Report: An 11-year-old boy has been charged with manslaughter over the fatal sh... +5123,fatal,Gurgaon,11-Year-Old Boy Charged With Manslaughter of Toddler: Report: An 11-year-old boy has been charged with manslaughter over the fatal sh... +5129,fatal,Milton Keynes ,Trim error led to fatal Greek F-16 crash: ?A NATO safety investigation board report has determined that the ma... http://t.co/YhSahLKQo4 +5133,fatal,"NJ, Amerikkka",Photo: No need to put your all your feelings on social mediaÛ_the results could be fatal. #message http://t.co/EzxtovAl4l +5143,fatal,,@LadyShaxx That is freaking awesome! +5147,fatal,,Seatbelts really do save people man. Alot of fatal recks have no intrusion of the interior People just fly out +5151,fatal,,Investigators shift focus to cause of fatal Waimate fire http://t.co/ej0mewOupS +5156,fatal,"Buffalo, NY","Police continue to investigate fatal shooting on Vermont & 14th Street +http://t.co/daACJ5Hfmq" +5158,fatal,Baroda,11-Year-Old Boy Charged With Manslaughter of Toddler: Report: An 11-year-old boy has been charged with manslaughter over the fatal sh... +5161,fatalities,,@noobde @comingsoonnet YEEESSSS!!!! I will buy him twice!! No KP2 jus release kombatants stages alternate kostumes and fatalities at will +5163,fatalities,,Las Vegas in top 5 cities for red-light running fatalities - News3LV http://t.co/rEt82MdQnG +5167,fatalities,"Greenville, SC",Highway Patrol reports uptick in statewide pedestrian fatalities - Post and Courier http://t.co/xccv3D9IcR +5173,fatalities,,"http://t.co/pcdub1gQoC + +#Figureskate #ToshikazuKatayama [Earthquake Report]@OnlyQuakeNews Get all the headlines of our earthquake-report.Û_" +5205,fatalities,seattle,Wow 3 are WSEA RT @KING5Seattle: Seattle's deadliest red light runner intersections revealed http://t.co/zqUsy2k4ws http://t.co/OX6dHXEUwe +5214,fatality,VH1 Soul in a BET World ,Any other generation this would've been fatality http://t.co/zcCtZM9f0o +5215,fatality,"Sericita, Minas Gerais",@martinsymiguel @FilipeCoelho92 FATALITY +5216,fatality,,@noobde this monkey will be a good character in mkx lol banana fatality +5217,fatality,,Flourishing sleigh bell an toothsome transit fatality: oNrhPz http://t.co/gB4W3T7b3T +5225,fatality,,@Blawnndee FATALITY!!! +5237,fatality,,???? #mortalkombat #mortalkombatx #mkx #fanart #fatality ?Follow for more? #Gaming #Pictures #YoutubeÛ_ https://t.co/LQCqjUNwiR +5239,fatality,Bobba Island ,'come from south like ya name asher d' big h does come with some fatality bars in his minor lotm 'battle' +5240,fatality,"Santa Cruz, CA",Don't let your #writing suffer a fatality! Learn how to seek and destroy bad writing--weekly on Live Write Thrive: http://t.co/VVuL9eGPe8 +5241,fatality,,..... FATALITY +5246,fatality,Mainer missing Guatemala,'The best way to treat #addiction...is as a #publichealth problem.' http://t.co/Ojt5aXP1OG +5250,fatality,Planet Earth (mainly) #Neuland,. @paulrogers002 Many #cancers which had a very high fatality rate 30 years ago kill a lot less today. #Oncology has achieved a lot. +5253,fatality,,@GodHunt_sltv FATALITY +5258,fatality,,FAVORITE FATALITY!!after she tore her enemy's face she took a selfie & posted on kinda-Mortal Kombat's Facebook. LOL http://t.co/GLyNizSnAK +5261,fear,"Amos,Quebec,Canada",@Dat_Vi fear of the unknown eh. +5268,fear,USA,'Bear Markets Are Driven By Fear And Fear Has Taken Over Many European Markets. Don't ... - http://t.co/MlaxoJ1kCJ http://t.co/yGfgndIBpo +5275,fear,??????????,"Fleshgod Apocalypse - Blinded by Fear (mini drum cover) https://t.co/2PxafIHTf7 +this cover is awesome www" +5277,fear,Windsor ON Canada,"...@jeremycorbyn must be willing to fight and 2 call a spade a spade. Other wise very savvy piece by @OwenJones84 +http://t.co/fabsyxQlQI" +5279,fear,,Trying to conquer my fear of flying by pulling massive G's with this flight simulator. #OculusRift #VirtualReality http://t.co/rHFjkUQ7zw +5288,fear,garbage disposal bc im trash,@skydragonforce ^^why i usually never try to express opinions for fear of the hate ._. +5289,fear,Sherman ave South Bronx #STF,Show no love and fear no ops +5294,fear,"Jakarta, Indonesia",FEAR GOD MORE NAJIB LESS: Nazir taking another stab at brother as govt threats police crackdownsÛ_ http://t.co/bQT9bjdUJG #WayneRooney_INA +5303,fear,"Free Hanseatic City of Bremen, Germany",My grandma had always fear and in some way she was right - @3nach9 #Tatort #HBwahl #Daesh @WESER_KURIER @HBBuergerschaft @Jerusalem_Post +5307,fear,a pool of my own tears,the next chp is titled emmeryn I Live In Fear +5311,fire,,HOLY FUCK SOMEONE SET ME ON FIRE https://t.co/GXnvqCGjQ2 +5312,fire,Michigan,Why is it that my pinky feels like it's lit on fire ? #freaky +5314,fire,San Jose State University ,@21Joseph fire +5318,fire,,almost set the house on fire tryna make fucking hotdogs... +5327,fire,New York,AMAZON KINDLE FIRE 7' FAST REPAIR SERVICE FOR POWER JACK USB CHARGING PORT - Full read by Û_ http://t.co/2WHegYGS3k http://t.co/5b0BH8vPM6 +5329,fire,OUTERSPACE,I just got electrocuted by my #HP Chromebook charger it sparked and caught fire #HP http://t.co/UBywQHoaWr +5333,fire,Sea of Green,Even with delays? Like a bogged down cpu? #gunsense @Minutemaniac @shieldmaidn @BigFatDave +5334,fire,San Antonio,I just watched Halt and Catch Fire 2x10 'Heaven is a Place' https://t.co/jcPxOrV3AU #trakt +5340,fire,salem ma,@_NickSimboli_ u know what I'd say she's the equivalent of strawberries in this case I would say she's fire ???? +5348,fire,Lakeland Fl,@traplordthings Y din u fav my fire memez åÀ! +5358,fire,,Politifiact: Harry Reid's '30 Percent of Women Served' Planned Parenthood Claim Is a 'Pants on Fire' Lie: Call... http://t.co/wY4Xu1A9j4 +5360,fire,Wonderland,When your likes your Fire IG selfie ???? +5361,fire%20truck,NY,Tractor-trailers collide on NJ Turnpike å_ 42 http://t.co/OTEXyh79J8 http://t.co/MLZG4l0xnL +5363,fire%20truck,Tulsa,News On 6 Crew Neighbors Put Out Hallett Truck Fire http://t.co/TwqVKZY6Dn http://t.co/eeyveTLAHW +5364,fire%20truck,"Lampe, MO",What a night! Kampers go on vacation to end our Dream Job party where fire truck sprays the pool with a hose! http://t.co/if0BiyubC4 +5369,fire%20truck,Los Angeles,#Irvine #SigAlert update: 133 S now closed at Irvine Blvd. 133 N closed past the 5 b/c of trash truck fire. @KNX1070 +5370,fire%20truck,New York,Ltd Toy Stamp & Vintage Tonka TFD No 5 Pressed Steel Pumper Fire Truck - Full read by eBay http://t.co/hTvyEnXCBS http://t.co/xSvPzxYRe3 +5374,fire%20truck,Tulsa,News On 6 Crew Neighbors Put Out Hallett Truck Fire http://t.co/TwqVKZY6Dn http://t.co/QoInQ6gc9M +5376,fire%20truck,"Los Angeles, California",Photo: #NJTurnpike å_ NJ Turnpike Reopens Hours After Truck Fire In Linden; Driver Dead | NJ Turnpike... http://t.co/8SRT9rGaX7 +5388,fire%20truck,"Queens, New York",@dmon2112 @C_T_Morgan but the fire rings of NYC permits I'd have to jump through for a food truck don't make it appealing +5390,fire%20truck,"Fredericksburg, VA",Last night was a ball! Atop a 40 ft. fire truck latter!#NNO2015 http://t.co/0KTxo7HLne +5393,fire%20truck,USA,Fire shuts down part of NJ Turnpike å_ 96 http://t.co/UzeatfZAyA http://t.co/ejrGK69aeq +5394,fire%20truck,,Mark your Calendars: Fire truck parade returns to Raleigh! http://t.co/QGCAqdfEKf +5395,fire%20truck,"Los Angeles, CA",This dude just pulled in front of our production with his truck on fire. Cops pulled up after we put it out http://t.co/e7DRPQUW4G +5398,fire%20truck,,Truck catches fire in Warwick: A tree service truck caught fire around 7:15 p.m. on Wednesday in Warwick on In... http://t.co/nAdAvcq9VA +5399,fire%20truck,USA,Pickup Truck Fire On Driscoll Bridge Snags Garden State Parkway #NewYork http://t.co/Q5YU2tZGte +5401,fire%20truck,,Langhorne-Middletown Fire Co. welcomes new truck ... http://t.co/KrpJo9zMSx +5402,fire%20truck,New Jersey,Truck driver died in Turnpike fire most lanes still closed police say http://t.co/tTmJgq6ayM via @njdotcom +5405,fire%20truck,"Augusta, GA",Photo: xshanemichaelsx: instaxbooty: ?? @johnnyxphixxle ?? (via TumbleOn) Is that a fire truck ? I need to... http://t.co/WZ809L8zP5 +5414,first%20responders,Philippines,'We must educate first responders about how to adapt to emergencies involving an #autistic individuals.' | http://t.co/JIeB3lsZqc +5415,first%20responders,"Indianapolis, Indiana",Central Indiana first responders are providing feedback at the third and final #FirstNet focus group today.... http://t.co/pehH7wHZ0g +5419,first%20responders,"Columbia, MO",[News] Saint Louis University lowers tuition for first responders http://t.co/VJRHkmHpu2 +5421,first%20responders,Stuck In Traffic,Community first responders #CFR The Radio Ham: Tony Hancock http://t.co/MMSoOOOa70 +5422,first%20responders,,First responders tell me he is lucky.... had someone riding with him today. http://t.co/jc16CZn0NC +5424,first%20responders,,"Good Day Columbia: First Responders Memorial with Sallie ... +#MEMORIAL_DAY #MEMORIALDAY + http://t.co/qW3uNfV8Kb http://t.co/hgxMBmrDa3" +5427,first%20responders,Northern Colorado,'An alarming trend among first responders is raising concerns for local fire departments in Colorado and around... http://t.co/Iqr6v6DTHr +5429,first%20responders,,What I'll miss the most is that very rare occasion where you and the first responders on scene are the difference between life and death. +5431,first%20responders,Serving Oklahoma,Volunteers served first responders today during a tanker fire in Eufaula. Provided cold drinks and food. #okwx #tankerfire +5433,first%20responders,"Jacksonville, FL",Attention Service Members Veterans Educators First Responders in Jacksonville FL http://t.co/4UrtBEAcE5 +5434,first%20responders,"Baton Rouge, LA",'The longer you wait the more people die': #Lafayette theater shooting first responders relied on training: http://t.co/yXOojnbr7m +5435,first%20responders,,@pnppro1 Warm Up exercise of the trainees on Basic First Responders Training Course. http://t.co/vdbj2o0IYX +5436,first%20responders,"From Boston, for New England",.@MLSudders on social workers: 'I would like us to think of them as first responders and give them the same level of respect' +5438,first%20responders,,"SPD OFFICER SHOT - PLEASE PRAY + +Please pray for the Shreveport Police Department and other first responders... http://t.co/Kx1YnSME5T" +5440,first%20responders,,Pray for our Nation & her troops that defend in her. May he continue his watch over those watch over us our first responders. +5441,first%20responders,"Goldsboro, NC",Red Cross arrived on the scene around 9:30pm to canteen for first Responders fighting this massive blaze. Go... http://t.co/IDY9KsCaVV +5447,first%20responders,,Allergan Kicks off REFRESH AMERICA Program to Supply First Responders With Free Eye Drops http://t.co/0OjKuLqO5I http://t.co/wkmcPmCtgu +5451,first%20responders,"Tennessee, USA",Please pray for employees residents and first responders. #myhometown #livesmatter https://t.co/tdeS8MEAR2 +5453,first%20responders,Nevada,Every time I get on the news I see more sadness and needless death. To all my first responders still on shift tonight go home safe. ?????????? +5456,first%20responders,Hull ma,@AlJavieera The public should always have the ability to share information w the police & first responders #publicsafetyfirst +5457,first%20responders,"Cedar City, Utah",First Responders needed for a Cedar City community event Aug 7/8. Contact Terri Linford at 435-327-1148. Meeting tonight. +5463,flames,,flames everywhere ???? https://t.co/cG9GAkbPta +5464,flames,,more new flames for that next fire under the pot line up flames right here right now let em knw u wit em flames!!! +5470,flames,live from the low end,the fires of hell for Julie #Extant writers....she better go down in flames when this is all over...#Extant +5472,flames,,@xodeemorgss she went to get rice and the whole thing tipped over so he had like flames on his pants and she was like omg I'm so sorry!?? +5474,flames,,@ClockworkHeart When I read it this morning I had a Mrs White moment ('Flames on the side of my face...') GAH. +5478,flames,New York,*NEW* Snap On Tools Black baseball Hat/Cap Silver/Gray Embroidered S Logo Flames - Full reÛ_ http://t.co/F30F9V0aSI http://t.co/5B5a1HDzF6 +5483,flames,Little Rock,I only fuck you when it's half past five +5490,flames,bestatriz Û¢29/4 Û¢ #askdemigod ,see the flames inside my eyes +5500,flames,"Fargo, ND",You were just waiting for us to go down in flames +5504,flames,,This is gonna go down in flames ?? https://t.co/pjOG1LcYYV +5508,flames,"Here, There & Everywhere..",I'm listening to 'Zion' by Flames on #Pandora http://t.co/mP0tmdzyIE +5511,flattened,,I think that's been the best bit of this match. Kurt Zouma absolutely flattened that bloke. +5512,flattened,support all girls!,why would anyone want to hear some type of shin cup noodle flattened by a rolling pin sing https://t.co/IuEm2g1Nzp +5513,flattened,Swansea,@jackcarter22 me and bricktop were laughing about him on sunday when he flattened 3 or 4 arsenal players from a corner ???? #tank #VaVaZouma +5516,flattened,,Unlike the Donaldson dive into the stands no young boys were flattened in the Kyle Parker catch. +5523,flattened,Derbyshire,@johndavidblake Winds me up to see 95% 'whites' held up as 'black' as if just a trace of flattened nose or curly hair is impure. +5527,flattened,,Free Ebay Sniping RT? http://t.co/6KGMVkbPLR Hot 80pcs Tibetan Silver Round Flattened Spacer Beads Jewelry Finding 5.5x1. ?Please Fa +5530,flattened,"Hawkes Bay, New Zealand",@st3ph007 do you think the pedagogy/practice is more important than the environment? #BFC630NZ walls can be 'flattened' in many ways +5533,flattened,"Salford, Greater Manchester",Zouma! Runaway train. Absolutely flattened the Fiorentina player there... +5536,flattened,"Whitley Bay, England","Lustig gets flattened...he should have stayed down longer.. + +Commons coming on . my guess is GMS coming off... + +water break! 0-0 76mins" +5537,flattened,New York,100 1' MIX NEW FLAT DOUBLE SIDED LINERLESS BOTTLE CAPS YOU CHOOSE MIX FLATTENED - Full reÛ_ http://t.co/61fALvOCuK http://t.co/1MuTpFcgDL +5542,flattened,,Zouma flattened that breh +5543,flattened,San Diego,Flattened via IDEAS IN FOOD - A cheesecake brownie does not always have the aesthetic we are ... http://t.co/oRSmW5Airj +5546,flattened,,David Ortiz just absolutely flattened that baseball?? +5549,flattened,Worldwalking,@FollowerOfDole 'Give me your lunch money ner-' *flattened by falling quarter* +5550,flattened,"Hermiston, Oregon",I see a flattened Cyberman. Do I watch way too much Doctor Who??? http://t.co/XMKVhW2RS0 +5551,flattened,,The satisfaction of knowing you flattened someone with logic and reasoned argument ?? +5562,flood,New York,Spot Flood Combo 53inch 300W Curved Cree LED Work Light Bar 4X4 Offroad Fog Lamp - Full reÛ_ http://t.co/E6BnWxFtkb http://t.co/Ww2uVHRy89 +5566,flood,,Hey @FLOOD_magazine send me to #HOTCHIP @hot_chip @greektheatrela +5568,flood,,If you decide to get rid of #flood damaged #furniture solid waste will pick it up for a fee. You can call #Tampa Solid Waste at 813-274-8811 +5571,flood,United States,2 NNW Hana [Maui Co HI] COUNTY OFFICIAL reports COASTAL FLOOD at 5 Aug 10:00 AM HST -- WAIANAPANAPA STATE PARK CLOSED DUE TO LARGE SURF. Û_ +5572,flood,United States,Flood Advisory issued August 05 at 4:35PM EDT by NWS http://t.co/fuZ7y44P4I #WxKY +5574,flood,New York,2pcs 18W CREE Led Work Light Offroad Lamp Car Truck Boat Mining 4WD FLOOD BEAM - Full reaÛ_ http://t.co/0AIV5KhZjv http://t.co/q6HHZbFxCv +5583,flood,,12' 72W CREE LED Work Light Bar Alloy Spot Flood Combo Diving Offroad 4WD Boat - Full readÛ_ http://t.co/o7x8oDiBqU http://t.co/jWqxKwSOLL +5585,flood,New York,2pcs 18W CREE Led Work Light Offroad Lamp Car Truck Boat Mining 4WD FLOOD BEAM - Full reaÛ_ http://t.co/yo9q6WxweU http://t.co/n581wQqyAS +5591,flood,Canada,How did I know as soon as I walked out of class that Calgary would flood again today +5596,flood,New York,2pcs 18W CREE Led Work Light Offroad Lamp Car Truck Boat Mining 4WD FLOOD BEAM - Full reaÛ_ http://t.co/Yrd3nPC9V0 http://t.co/AnRd0VIfwK +5597,flood,New York,12' 72W CREE LED Work Light Bar Alloy Spot Flood Combo Diving Offroad 4WD Boat - Full readÛ_ http://t.co/8Mk9TD4RRL http://t.co/W20rH3Ai9J +5601,flood,Asia,Myanmar Flood Victims Need More Relief Aid and Food: Regions struggle with flood aftermath and dwindling suppl... http://t.co/O5adXdNnII +5606,flood,"Desloge, Mo","Flash Flood Watch in effect through 7:00am Thursday morning/12:00pm Thursday afternoon. +For: Perry Wayne Cape... http://t.co/fs7vro5seS" +5607,flood,New York,12' 72W CREE LED Work Light Bar Alloy Spot Flood Combo Diving Offroad 4WD Boat - Full readÛ_ http://t.co/EBJz2MxLr3 http://t.co/jvVD8smJMw +5610,flood,New York,Spot Flood Combo 53inch 300W Curved Cree LED Work Light Bar 4X4 Offroad Fog Lamp - Full reÛ_ http://t.co/arR2CVbqJJ http://t.co/nahMndn8X1 +5615,flooding,"yakima, wa",@Schwarzenegger @FoxNews you won't because Dems are focused on flooding our borders with illegal immigrants to add to their voters. #EndofUS +5616,flooding,"Austin, Texas",Memorial unveiled for Travis County Deputy Jessica Hollis who was killed in Sept. flooding http://t.co/uSiN3M9kgI http://t.co/Mo5lmviPw5 +5623,flooding,,Awh damn I just realized yall gone flooding my TL with school shit and Ima be like .. ?? +5630,flooding,New York City,#NYCHA says the pipe that burst and flooded apartments in a senior center is being repaired. http://t.co/eCyui3290H http://t.co/6S6sYUYypL +5636,flooding,United States,#BREAKING Business at the Sponge Docks washed out by rain flooding /#news +5637,flooding,,Nigeria warned against massiveåÊflooding http://t.co/CofH4khFsD http://t.co/m0fLpPxIlg +5639,flooding,"Raleigh, NC","@caseyliss def - and donÛªt even fathom when there is bad weather / flooding ?? + +#byebyeroad" +5640,flooding,"36702 State Road 52, Dade City","Flooding updates from Pasco County + +http://t.co/gOSzRa5bdD" +5643,flooding,State College Pa,Donate to help Myanmar Flooding victims http://t.co/fuRVRES9Ks +5648,flooding,"Maryland, USA",Now WoW folks I'm sorry for all the 'prepared' jokes that must be flooding your feeds right now. +5649,flooding,,@PopMech ANOTHER tweet double posted within 4 hrs. Flooding my timeline with the duplicate tweets. +5660,flooding,,when youre tired as hell but your brain keeps flooding you with inspiration +5666,floods,Miami - Support NAVY #SEALS ,OFA outfit floods net w paid OFA trolls &automated netbots that spam any story that is not complimentary of the One http://t.co/hNlSDLhmB9 +5667,floods,Tampa FL,Pasco officials impressed by drone video showing floods: Drone videos have given an up-close view of flooded areasÛ_ http://t.co/PrUunEDids +5678,floods,Islamabad,"@asgharchohan86 @AdilGhumro +There are floods in kpk because you guys couldn't build dams in 30 years you ruled. +Even for your own Thar" +5679,floods,,"Who is bringing the tornadoes and floods. Who is bringing the climate change. God is after America He is plaguing her + +#FARRAKHAN #QUOTE" +5681,floods,Colorado,"If I wouldn't have lost all my guns in #Colorado floods I would say I could completely understand +#copolitics #2A https://t.co/37rHlsobbn" +5682,floods,Montana Misery,all cats are in....time for the floods....... +5691,floods,,VIDEO Facing Up To Persecution ÛÒ Pastors Silenced ÛÒ MB Obama holds Iraqi Christian asylumÛ_ https://t.co/qrtUzfHOdw http://t.co/xBNRPS8xHO +5696,floods," Elizabeth, NJ",Typhoon Soudelor approaches after 7 killed 2 missing in floods in Philippines http://t.co/hALJNnWrwi via @abc7chicago +5697,floods,"Manila, Philippines",Flash floods landslides possible as Hanna draws in more monsoon rains - Pagasa http://t.co/TzWmsEQPHW | via News5 #iBalita +5700,floods,,No Floods #MTVHottest Lady Gaga +5701,floods,"Guayaquil, Ecuador",I'm so dried out in this desert let me know I wanna be with you speaking of floods speaking of truth - Laleh ???????? +5702,floods,"Brooksville, Florida",Myanmar floods occur during low season for river cruising - Pandaw River Expeditions is currently operating only t... http://t.co/cQtTGrkwf6 +5708,floods,Australia,#WorldVision is responding to floods in #India and #MyanmarFlood with more than 300000 affected: http://t.co/eU8jypIzsd +5709,floods,,Bengal floods: CM Mamata Banerjee blames DVC BJP claims state failed to use relief funds: KOLKATA: Even as fl... http://t.co/WFwWRcmi9t +5718,forest%20fire,"Oregon, USA",Grass fire near Forest Grove contained. Sparked by a rock being struck by a tractor. #LiveOnK2 @JackieKATU http://t.co/Yr9mmIS7jT +5723,forest%20fire,world,Damn dry desert forest fire...damn :( https://t.co/P5SoDrkVW3 +5725,forest%20fire,,#Winston #salem Fire in Pisgah National Forest grows to 375 acres http://t.co/5IMxNGsaSA +5728,forest%20fire,,Crews responding to small brush fire burning in Tahoe Forest - My News 4 - KRNV Reno NV http://t.co/VhyJnVug6f +5731,forest%20fire,"Forest Grove, OR",OMG there's a news chopper over a 3-acre mostly contained fire outside Forest Grove? #slownewsday ? +5735,forest%20fires,,#GlobalWarming U.S. Forest Service says spending more than half of budget on fires: Û_ United States the agen... http://t.co/mWiE5CeEIi +5737,forest%20fires,,#Reuters #US Forest #Service says spending more than half of budget on fires http://t.co/XlpgKguhkG +5738,forest%20fires,Babylon Up-On Hudson,+Cossacks+hussars oo hd riggd up rough shelters N th glade+were kindlng glowng fires N a hollow v th forest where th FrNch could not C th +5742,forest%20fires,San Francisco,Why can't they use ocean water to fight forest fires? http://t.co/NMWi5Sm3Uw +5747,forest%20fires,west coast ,People come and go. Some are cigarette breaks others are forest fires. +5749,forest%20fires,"alberta, canada",@gilmanrocks7 ya it was. Damn forest fires. +5750,forest%20fires,"Muskegon, MI",@lldubs Are any of your vineyards affected by the forest fires in California? +5755,forest%20fires,,I hope the rain stops the forest fires tbh we've been on lvl. 3 lockdown for water for the past month :/ +5756,forest%20fires,,Stubborn forest fires burn in two provinces |RZ| http://t.co/yZO948652k #Iran #IranElection +5761,forest%20fires,"Washington, DC",Worth the read --> As California fires rage the Forest Service sounds the alarm about sharply rising wildfire costs http://t.co/2LZtOMsAUz +5762,forest%20fires,"Panama City Beach, Florida",A group of Florida Forest Service firefighters could be deployed to California to help contain fires. Details at 10! http://t.co/tRrig5J1Re +5767,forest%20fires,,Property losses from northern CA wildfire nearly double http://t.co/fHqx7FiIVJ If you pray please remember CA people/forests/wildlife/water +5768,forest%20fires,"Kruibeke, BelgiÌÇ",'People come and go. Some are cigarette breaks others are forest fires.' +5770,forest%20fires,"Missoula, MT",Two New Bitterroot National Forest Fires are Largest for Forest So Far This Year http://t.co/zVa34qHU8M +5773,forest%20fires,"Madison, WI",Standing in mountaintop field scented with wildflowers dust and distant forest fires smell of impending rain in the air. #fieldworksmells +5774,forest%20fires,,Q: Why do ducks have big flat feet? A: To stamp out forest fires. Q: Why do elephants have big flat feet? A: To stamp out flaming ducks. +5779,forest%20fires,NYC,Firefighting consumes Forest Service budget sparks political clash http://t.co/ARN8qfgNpm +5782,forest%20fires,NIFC,#RiverComplex #CA #CASHF http://t.co/37iYHPPNr4 River Complex: Six Rivers National Forest lightning fires ÛÒ Morning Update +5785,hail,,#LukeBox how about a song for your fellow Eagles?! ???? #hail southern +5786,hail,,@froilan_canin https://t.co/caCXADLEb8 AFTERNOON DELIGHT Ha! Bounce filmed in between Calgary's Uber Hail Storms #yyc http://t.co/6zgkDpMMSK +5787,hail,United States,BYZ issues Severe Thunderstorm Warning [wind: 60 MPH hail: 1.00 IN] for Big Horn Yellowstone [MT] till Aug 5 8:00 PM MDT Û_ +5788,hail,Sales Specialist~ Worldwide ,Hvy rain wind sm hail Tree down on Bluff Ridge Rd. Multiple trees down o on house on South Shades Crest Rd. (Past Lake Drive) @spann +5796,hail,"Stgo, Chile",Seen on Fahlo:#WCW All Hail the QueenåÊ?? http://t.co/zrhXy9iBno http://t.co/Opjz8fGdIy +5802,hail,Qwuank,Which version of All Hail Shadow you do you like more Magna-Fi's or Crush 40's? ÛÓ Crush 40s. http://t.co/oGs6d0p3RB +5806,hail,Oklahoma,Severe Thunderstorm 7 Miles North of Arcadia Moving SE At 20 MPH. 60 MPH Wind Gusts and Large Hail. Hail... #okwx http://t.co/WEd69e4KRg +5809,hail,Townsville,Once I get my stomach together I will be wearing crop tops during all seasons. Rain or shine. Snow sleet or hail. +5810,hail,Ontario CA,Something to think about +5811,hail,,Severe Thunderstorm Warning until 08:00 PM local for Custer Fall River & Shannon Counties in SD. 60 Mph Wind Gusts And Penny Size Hail. #sd +5813,hail,British Columbia,@adolwyn This near U? @JWagstaffe: RT @OldsFireDept: Aug 5 2015 Hwy27 west of Olds. Approximately 1 foot of hail. http://t.co/Yg0pd73Bpw' +5820,hail,St Louis,Created save #666 on my current Fallout 3 playthrough. Hail Satan! +5823,hail,Ontario CA,i survived what you tried to destroy you're not a man just a boy +5830,hail,Rapid City & The Black Hills,New warning for Central Hills 1' hail 60 mph winds. NOT affecting Sturgis but could later tonight. #KOTAWeather http://t.co/E8oUxVKuTE +5831,hail,Bending the elements.,Hail Mary. ???? +5838,hailstorm,,Twin Storms Blow Through Calgary * 75 http://t.co/sIAKlSbdiP http://t.co/fm44ZS93OA +5839,hailstorm,Washington State,We The Free Hailstorm Maxi http://t.co/Cnn1nXXNwc +5844,hailstorm,North East America,Boston yesterday after an intense hailstorm. Photo by 'then0mads0ul'. http://t.co/uxgtXCArQ1 +5846,hailstorm,"Calgary, Alberta, Canada",#yyc #hailstorm #christmas came early https://t.co/f0A2IIzx3A +5851,hailstorm,World Wide,Yesterday's #hailstorm! #boston #cambridge http://t.co/HbgYpruvO7 http://t.co/SwtgHLibs2 +5852,hailstorm,Toronto,RICHIE: This was #Calgary yesterday after a crazy #hailstorm! pics via Calgary Herald http://t.co/1oH20qHk2l +5857,hailstorm,"Calgary, Alberta, Canada",Get out of the hailstorm and come down to @TheBrokenCity 2night at 9PM to catch a screening ft. @thebanffcentre! There will be BEER + FOOD! +5859,hailstorm,,It looks like all the trees in my yard had a Britney Spears style meltdown. #Bald #Hailstorm +5860,hailstorm,Sudbury,Hailstorm flash flooding slam Calgary knocks out power to 20k customers http://t.co/sNpPqrwuXB +5862,hailstorm,"Boston, MA",JPLocalFirst RT eliotschool: Yesterday's #hailstorm in #Boston. Wow. Thunder lightning. Artful awesome. http://t.co/YsvE1SEAko +5865,hailstorm,Calgary ,#yyctraffic #yycstorm Caller says 'idiots' are stopping under overpasses and blocking 'all lanes on Crowchild' in (small-sized) hailstorm. +5866,hailstorm,"Calgary, Alberta",here is goes again #abstorm #hailstorm #yychail stay safe everyone! +5871,hailstorm,Philippines,Hundreds of commuters abandoned at LRT station during severe hailstorm http://t.co/vMIGkJ0tkZ +5872,hailstorm,Golden British Columbia Canada,Good olde fashioned prairie #hailstorm #calgaryweather https://t.co/hI1yOQFlfm +5877,hailstorm,,Hundreds of commuters abandoned at LRT station during severe hailstorm http://t.co/25wIeHMLZ5 +5878,hailstorm,Ottawa Canada,Hailstorm cleanup begins in Calgary http://t.co/DhH5jz2w49 +5879,hailstorm,Calgary and USA,600 passengers abandoned at LRT station during Tuesday's hailstorm http://t.co/eLZoyEqA3m #yyc #yycstorm #abstorm +5880,hailstorm,USA,@Haley_Whaley Hailstorm Clash ofClans Gems Giveaway is out now! visit my Profile Bio to get guide on how to get 200.00 Gems +5895,harm,london,Mental health is real..?? Self harm is real..??Depression is real..?? feeling alone..?? no where to fit in..?? one day it could be you??? +5897,harm,,@ShaunKing HARSH PENALTIES FOR LEGAL FIREARM OWNERS WHO STRAW PURCHASE A FIREARM FOR ANY FELON. GANG MEMBERS ONLY INTEND TO CAUSE HARM! +5910,harm,Blue Nation Naija,Anger is an acid that can do more harm to the vessel in which it is stored than to anything on which it is poured ~http://t.co/UTiGx9PSry +5914,harm,Washington State,Politicians are using false allegations to attack #PlannedParenthood & harm women. We aren't fooled we #StandwithPP http://t.co/JhseGQLbYq +5915,harm,Maryland,What is up with #Bears beat writers ÛÏwarningÛ fans not to get excited? What actual harm does it do to be excited? Shut the hell up! +5917,harm,,Never let the experiences of your past bring harm to your future. Remember your past canÛªt be altered and your... http://t.co/l9cy29sb1t +5924,harm,"Melbourne, Australia",@Norcinu @TheBodyShopAust @thomaldo tiny plastic beads used in cosmetics (scrubs toothpaste) doing great harm to aquatic ecosystems. +5926,harm,Los Angeles,Politicians are using false allegations to attack #PlannedParenthood & harm women. We aren't fooled we #StandwithPP http://t.co/bIE5pfR2Ac +5931,harm,"HamptonRoads, Virginia",Father we come 2u & lift up this nation America as well as other countries 2 keep it calm & deliver us from harm in Jesus name??Amen #12K?? +5936,hazard,Hong Kong,Ibrahimovic & Hazard Boot Test: Nike Mercurial Vapor X Test - footballfreestyle24/7: http://t.co/BZUnEPsuLP via @YouTube +5940,hazard,Karma ,"Whoever got compared with Hazard faded away one by one. +Kagawa +Januzaj +Di Maria +Who's next?" +5941,hazard,Mystic Falls,There will be a 3-match ban for any player caught diving this season. Looks like Hazard Costa and Young will miss half the season. +5945,hazard,"Oro Valley, AZ",@mishavelgos @MattBacal8 @ComplexMag this is so accurate I can't even speak haha... Comparing hazard to harden is so true +5946,hazard,,@feroze17 @WarAndSetPiece No one's said Depay's gonna overtake Hazard...... +5948,hazard,Android Land,"NVIDIA recalls some Shield Tablets because of possible fire hazard + +http://t.co/M3nSIx073I + +#nvidia" +5951,hazard,,OEM 2001 Volvo XC70 Center Dashboard Hazard Lamps Control Switch w/Vent Panel http://t.co/VXixYcbbtH http://t.co/HSDonZ49hd +5967,hazard,,"@fplhints hazard depay ozil Ritchie . +Should I go with 3 crazy strikers or 4 midfielders ? #fplboss" +5968,hazard,Chicago,Parents Beware: A Household Hazard that Won't Go Away http://t.co/91eiTHgvDB +5969,hazard,Honduras,Con el Crack de Hazzel Hazard?????? @ Saint John's Episcopal School https://t.co/iQ0iWYPizd +5970,hazard,Dark Night. ???? ??,"'HOLD ON' +Batman in Hazard suit. http://t.co/fSPLv8Inwr" +5971,hazard,"El Cerrito, CA",Choking Hazard Prompts Recall Of Kraft Cheese Singles http://t.co/98nOsYzu58 +5973,hazard,Sunderland/The Saaf,Eden Hazard John Terry and Sergio Aguero. An honourable mention for Nemanja Matic. https://t.co/4nzj9qoOay +5976,hazard,,@Hazard_VN @AccuracyEsports add me +5977,hazard,"Sydney, Australia",@SuperBobbyPires Hazard Ronaldo Cantona Pepe and all those who lashed out before him. +5984,hazard,,Road Hazard @ E CONFEDERATE AVE SE / MORELAND AVE SE http://t.co/tym6tYmh4M +5986,hazardous,,#ine #instyle Olap #world pres: http://t.co/PJaY74M2Fi How To Recognize A Hazardous Waste And The Multidimensi http://t.co/vr3wlQXl0G +5993,hazardous,New York,#Hazardous #Waste #Treatment #Disposal : Aug 2015 market growth feeble. http://t.co/yyt4KPtFh8 #MarketResearch #Statistics +5994,hazardous,,#alfa #forecast Olap #world pres: http://t.co/YiFXKRQx0C How To Recognize A Hazardous Waste And The Multidimen http://t.co/HO4b3L0KI8 +6005,hazardous,"Mobile, AL",@moneymaker32931 tanker truck overturned carrying hazardous materials. +6006,hazardous,United States,CHS issues Hazardous Weather Outlook (HWO) http://t.co/lbkiyfwFlU #WX +6008,hazardous,,#diablo #dsp Olap #world pres: http://t.co/LFEtNRXyWt How To Recognize A Hazardous Waste And The Multidimensio http://t.co/PvNvqaXsA7 +6010,hazardous,,TSA issues Hazardous Weather Outlook (HWO) http://t.co/7vlu8ni90Q +6011,hazardous,Minnesota,@megynkelly illegals don't abide by the uniform building codes or OSHA safety codes.structur's they build are hazardous to your health. +6014,hazardous,"Washington, DC",Also confirmed by Senate Marie Therese Dominguez to be Administrator of the Pipelines and Hazardous Materials Safety Administration (PHMSA). +6016,hazardous,,#hot #fiat Olap #world pres: http://t.co/QddYwTynvF How To Recognize A Hazardous Waste And The Multidimensiona http://t.co/dzQGotozNA +6018,hazardous,"Miami, FL",50k plays on our 'Delirious' remix!! Happy it's getting so much love ?? +6021,hazardous,,#triangle #peter Olap #world pres: http://t.co/JeHTQAqDFh How To Recognize A Hazardous Waste And The Multidime http://t.co/gwXdjd8nGu +6025,hazardous,New Zealand,SH 29 Kaimai Ranges - Eastbound. Hazardous driving conditions. Due To A Truck Breakdown... http://t.co/0cuCMZCmaO via @AA_Traffic +6028,hazardous,Yellowknife NT Canada,Drums of Hazardous Waste Dumped Around Kodiak Island: Someone has dumped drums of hazardous was... http://t.co/ZSnnrULaWo >@alaskapublic +6029,hazardous,Planet Earth,Skinny Jeans are Hazardous for Your Health! http://t.co/TVdvP7VdAs +6035,heat%20wave,"Brooklyn, NY","I added some dumb ideas to beat the #summer heat cheaply + http://t.co/jatxpAFvA9 @brokelyn #brokelynati" +6040,heat%20wave,"Chicago, IL",New Post: Diff Durden - Heat Wave - CA - http://t.co/jGjgR4o5K0 Vote On Blog #DHHJ #HipHop #Chicago #NP http://t.co/1W10uKVHoo +6042,heat%20wave,"San Francisco, CA",@CrawliesWithCri @Rob0Sullivan What do they consider 'heat'? When I lived in London they thought a 'heat wave' was like 25C hahaha +6044,heat%20wave,"For a healthier, happier YOU!",Never really seen olive leaf extract to help with a rash but good luck! @IngeScott humid heat wave and flared up. I take olive oli extract +6046,heat%20wave,"vb/norfolk,va",Yeah it actually is this whole week we in a heat wave :( https://t.co/cB2NWtGy47 +6052,heat%20wave,"Rahway, NJ",It's nice out. Guessing the heat wave is over. +6054,heat%20wave,Canada,Activists Protest Pipelines in Canada and Shell in Portland Oh and Prepare for Another Heat Wave http://t.co/aKsYPKjdpB #CampLogistics +6062,heat%20wave,,Heat Wave: A Social Autopsy of Disaster in Chicago by Klinenberg Eric http://t.co/fPtqxVokJC http://t.co/0gt63uQGcU +6063,heat%20wave,"Charlotte, NC",@sportguyshow the heat wave ends really tomorrow but still time for another one to build. Only other thing that ends the heat is Autumn. +6067,heat%20wave,"Stockport, Uk",Japan heat wave intensifies - death toll surges to 55: http://t.co/F1h1mzVSNn via @extinctionp +6068,heat%20wave,Deerfield Beach Florida,Middle East ÛÏHeat DomeÛ Causes Crippling Heat Wave in Israel http://t.co/41Lcb9aepR +6077,heat%20wave,,@facilitydude shares how to handle the heat and keep your cool http://t.co/ekEd6BulsZ #facilitiesmanagement +6079,heat%20wave,"Milan, Italy",God the past few nights have been awesome but tonight it looks like the heat wave is back ?? can't breathe in my room! +6080,heat%20wave,,http://t.co/OYMLNLHEca So important to stay hydrated in the midst of this heat waveÛ_ ?? Û_ http://t.co/EXLQxSa0i8 http://t.co/M3TiNl4NUX +6081,heat%20wave,"Chiba,very close to Tokyo.",Good morning. Slept about 6 hours. The heat wave hits Japan... The hot days still continue. I guess some people were killed by this climate. +6082,heat%20wave,,Japan heat wave intensifies ÛÒ death toll surges to 55 http://t.co/ZwPoDn3KOH +6089,hellfire,"Denver, Colorado",@WalpurgisNightZ I was thinking super glue since its not as messy. +6095,hellfire,,I'm melting a bar of chocolate under my laptop at least this fucking HELLFIRE is good for something +6101,hellfire,,Hellfire is surrounded by desires so be careful and donÛªt let your desires control you! #Afterlife +6107,hellfire,"Oakland, CA",@spikepoint @skie It's about context too. If his dick slipped out during the super bowl people would be throwing hellfire here. +6114,hellfire,,Hellfire! We donÛªt even want to think about it or mention it so letÛªs not do anything that leads to it! +6117,hellfire,"Denver, Colorado",Would you consider yourself good at giving advice? ÛÓ I like to think I give good advice when I feel like its a s... http://t.co/lSMr4KVO6u +6121,hellfire,Beal Feirste Northern Ireland,@emmap645 @Vickygeex @Zak_Bagans @NickGroff_ @AaronGoodwin A few friends of mine were up investigatin the hellfire last year they had loads +6122,hellfire,???? ???????,#Allah describes piling up #wealth thinking it would last #forever as the description of the people of #Hellfire in Surah Humaza. #Reflect +6124,hellfire,Azeroth,Come watch @QelricDK bash some face in Hellfire Citadel! http://t.co/juQIuN2mhg +6129,hellfire,"Denver, Colorado","*standing in line at JoAnn's little girl and her mom behind me* + +Little girl: Mommy is that a boy or a girl? + +... +Welp www" +6131,hellfire,,The Prophet (peace be upon him) said 'Save yourself from Hellfire even if it is by giving half a date in charity.' +6136,hijack,Out and about ,"APC needs to watch all these PDP defecting to APC + +Patience Jonathan On The Move To Hijack APC In Bayelsa State http://t.co/zzMwIebuci" +6139,hijack,,Himika Amase is the only prophet in the world who foresaw 'hijack in March' as it was on her Jps Twitter in Feb 2014. malyasiaairlines. ??? +6142,hijack,,Biggest security update in history coming up: Google patches Android hijack bug Stagefright http://t.co/bFoZaptqCo +6143,hijack,In my head.....,RT! Tension In Bayelsa As Patience Jonathan Plans To Hijack APC PDP http://t.co/JlE6aFuG3p +6144,hijack,"FCT, Abuja ",Tension In Bayelsa As Patience Jonathan Plans To Hijack APC PDP - The Sun: Plans by formerÛ_ http://t.co/qJPrrObGtC http://t.co/XWoGt4wBf7 +6149,hijack,Egypt,Biggest security update in history coming up: Google patches Android hijack bug Stagefright http://t.co/LTid39bKBE +6155,hijack,"Delta, Nigeria",Tension In Bayelsa As Patience Jonathan Plans To Hijack APC PDP - The Sun http://t.co/VBiGAnIRSJ +6157,hijack,UK & Oversees,Chrysler Jeep wirelessly hacked over internet to hijack steering brakes and transmission face lawsuit - should all consider #ISO27001 +6158,hijack,???/??,@daehyvn he spends the rest of the segment trying to hijack someone else's bike +6161,hijack,????? ?? ?????? -????? ????,Swansea ?plot hijack transfer move for Southampton target Virgil van Dijk? http://t.co/UOq87SP5JP +6168,hijack,#HDYNATION,hijack +6172,hijack,,Swansea ?plot hijack transfer move for Southampton target Virgil van Dijk? http://t.co/DNZjWwTAkI +6176,hijack,??? ???? ??????,Swansea ?plot hijack transfer move for Southampton target Virgil van Dijk? http://t.co/PYL26NFEn8 +6177,hijack,,"Graham Phillips' Fundraiser Canceled By @JustGiving + +#fundraise #Ukraine #donbas + +http://t.co/HIbEf3CXOX http://t.co/9crFKQzD52" +6179,hijack,Lagos,Bayelsa poll: Plans by Patience Jonathan to hijack APC tickens http://t.co/eyn0E8pmJq +6180,hijack,Nigeria ,Criminals Who Hijack Lorries And Buses Arrested In Enugu (PHOTO) http://t.co/5cZ7eM9OTr +6182,hijack,,@spencer_ellmore @CentreTransfer just wait Norwich might hijack the deal?????? +6186,hijacker,"Saint Petersburg, FL",Remove the http://t.co/J2I27K6tWt and Linkury Browser Hijacker http://t.co/D8TgE45FnU http://t.co/GRG1NsJzbk +6189,hijacker,Over the Hills and Far Away,"Remove the http://t.co/zmoKZZf4qp and Linkury Browser Hijacker. PITA as it hijacks both browsers and their shortcuts. +http://t.co/QWDkzTi97g" +6190,hijacker,,Remove http://t.co/77b2rNRTt7 Browser Hijacker - How t... http://t.co/Wff7X3B6KT +6194,hijacker,,Governor allows parole for California school bus hijacker http://t.co/0aQBZmrvLQ via @abc7newsbayarea +6204,hijacker,Roermond,"and if I cry two tears for her.. +That will be the most that I would giveÛ_ https://t.co/Ch24hn74XH" +6205,hijacker,,Remove http://t.co/GYcBuXfYGP Browser Hijack... http://t.co/FuQH0yKsdg +6209,hijacker,,I think parents r shit these days=only coz I don't have kids=but to let ur child pretend to be a hijacker only drives them to do it laters +6210,hijacker,,Remove the http://t.co/OP2NObtoul and Linkury Browser Hijacker http://t.co/JjKlf2PlX7 http://t.co/t3OQgw0Ce7 +6212,hijacker,,@JagexSupport can u remove the email of the hijacker pls !! YKJL is my ign. i need to recover but pls block so they dont break bank pin! +6214,hijacker,Amman,Governor Allows Parole for School Bus Hijacker http://t.co/7mqh7fhxYL http://t.co/BNCcwcsCKt #SahelNews +6221,hijacker,California Central Valley,"Updated on Friday at 4:30 A.M. - Daily Area News +California School Bus Hijacker Parole Stands http://t.co/24QEkAh893" +6225,hijacker,,Governor Allows Parole for School Bus Hijacker http://t.co/i7PIJK6XtM liveleakfun ? http://t.co/IONWArVRFy +6228,hijacker,The Court of Public Opinion.,"@mch2601 The AVI is h/t @RealDB4Prez16 +He provided me the artwork and years & years of great hijacker stories." +6229,hijacker,"Fairfax, VA",Remove the http://t.co/Ytao0lT144 and Linkury Browser Hijacker http://t.co/uxEKjeuIVp http://t.co/abvvRLFgDh +6231,hijacker,,The footage of Albert Reynolds talking about a hijacker demanding the publication of the 3rd secret of Fatima is hilarious. +6235,hijacking,"Washington, D.C.",Earnest PletchÛªs cold-blooded killing of Carl Bivens was just one chapter in his strange life http://t.co/dnQn1OWWF9 http://t.co/xNEPq5HBYD +6236,hijacking,,#hot Funtenna: hijacking computers to send data as sound waves [Black Hat 2015] http://t.co/EZ1TpCzJzo #prebreak #best +6237,hijacking,,The Murderous Story Of AmericaÛªs First Hijacking http://t.co/VgBOpxb6Wg +6238,hijacking,,Oops! I say he picked the right car to try hijacking. https://t.co/SoMgI7hwli +6239,hijacking,"Chinade, Nigeria",#hot Funtenna: hijacking computers to send data as sound waves [Black Hat 2015] http://t.co/EEpUFlxNvI #prebreak #best +6242,hijacking,Melbourne,#hot Funtenna: hijacking computers to send data as sound waves [Black Hat 2015] http://t.co/a0zgzd1fYa #prebreak #best +6249,hijacking,china,#hot Funtenna: hijacking computers to send data as sound waves [Black Hat 2015] http://t.co/RaPaDCea1w #prebreak #best +6250,hijacking,Georgia,#hot Funtenna: hijacking computers to send data as sound waves [Black Hat 2015] http://t.co/ChGipZWxsx #prebreak #best +6251,hijacking,"sydney, australia",Funtenna: hijacking computers to send data as sound waves [Black Hat 2015] http://t.co/GUDtEFt5HP http://t.co/n3dDxcTO2A +6252,hijacking,Italy,The Murderous Story Of AmericaÛªs First Hijacking http://t.co/QAOqtptgwH +6260,hijacking,,@csgpelmash we are hijacking a great song from a terrible 'concept video'. So THERE! #eatshit +6264,hijacking,,MomentsAtHill everyone hijacking NuNus and timas bikes ???? +6266,hijacking,Maryland,But is feast.dll still vulnerable to DLL hijacking? https://t.co/3vaig1PtYk https://t.co/BZDNKpOry1 +6270,hijacking,http://wingssilverwork.com,@ReasonVsFear 'One?' Oh nonononono. This hijacking's been going on forever but I've seen it about a dozen diff places today alone. +6275,hijacking,"darwins, au ",#hot Funtenna: hijacking computers to send data as sound waves [Black Hat 2015] http://t.co/f6PCzLWBWk #prebreak #best +6279,hijacking,,At #BlackHat? Learn about account hijacking attacks & cloud access security w/ @ElasticaInc: http://t.co/PqXryXVp14 http://t.co/Wt5wZwvpUt +6280,hijacking,russia,#hot Funtenna: hijacking computers to send data as sound waves [Black Hat 2015] http://t.co/XU9u3NNxpK #prebreak #best +6284,hijacking,france,#hot Funtenna: hijacking computers to send data as sound waves [Black Hat 2015] http://t.co/wG1rt0kB4g #prebreak #best +6285,hostage,U.S.A. - Global Members Site,Who is Tomislav Salopek the Islamic State's Most Recent Hostage? http://t.co/puT3LgsDnf +6286,hostage,"Rochester, NY",Chris Brown's aunft was 'held hostage in a closet by armed intruders at his LA home while sin http://t.co/i1Fhb8QSZ7 http://t.co/7C5BG48BRJ +6287,hostage,"Moncton, NB",Islamic State threatens to kill another hostage: @DailyGleaner @TJProvincial @TJGreaterSJ http://t.co/dfPLiqjMk2 +6288,hostage, way way way up ??,Ya kisses hold me hostage & I don't wanna stop it. I only wanna give it to you +6289,hostage,,Pakistani Terrorist Was Captured By Villagers He Took Hostage - NDTV http://t.co/C5X10JAkGE +6290,hostage,"Limerick, Ireland.","Oh god Diane is following them to the hostage exchange in a taxi. +#RandomActsOfRomance" +6291,hostage,"Seattle, WA",Sinai branch of Islamic State threatens to execute Croatian hostage in 48 hours http://t.co/YvtcXrPt34 +6295,hostage,"Long Island, New York",Concealed Carrier Rescues Hostage Captures Naked Attacker http://t.co/uLy5hM6PqR +6298,hostage,"Lahore, Pakistan",UPDATE 4-IS Egypt affiliate threatens to kill Croatian hostage in 48åÊhours http://t.co/C0zrqIk6KE +6307,hostage,Visit our dedicated website @,'IS Egypt affiliate threatens to kill Croatian hostage in 48 hours' - http://t.co/3LcgidRQpb +6308,hostage,,my chacos were supposed to arrive by 8pm why are you holding them hostage @ups I just want some crunchysensible footwear +6309,hostage,,Islamic State group threatens to kill hostage if 'Muslim women' aren't let go - Press Herald http://t.co/yKM6qfRh98 +6313,hostage,Niels Groeneveld / RedSocks,Bit-Defender hack ÛÒ Held Hostage!: Late last week it was discovered that antivirus vendor ... http://t.co/2vC8CSTWy5 #damballa #infosec +6316,hostage,LA,#BREAKING. Who is Tomislav Salopek the Islamic State's Most Recent Hostage? /#news +6319,hostage,Southern California,#TeamNyle because he's holding a family member hostage and I have to post this or the 'else' happens +6321,hostage,"Columbus, OH","@theCHIVE For the record I held this shirt hostage for nearly a year before sending it last minute to TX #BidTime + +http://t.co/edbxYatmaq" +6324,hostage,,@bluecurls8 @Worthfull1 You basically decide to do absolutely nothing else for months and then have your Beta hold chapters hostage. +6327,hostage,Behavioral Analysis Unit (BAU),While being held hostage by Tobias Hankel +6333,hostage, Cairo,video says #ISIS Threatens To Kill Croatian Hostage 5oil-worker) If #Egypt Does Not Release Female Prisoners in 48 H http://t.co/GvpKrRdQnu +6351,hostages,Brentwood uk,Militant 'Overpowered' By Hostages After Attack http://t.co/xWnp8a1JOn +6352,hostages,france,#hot C-130 specially modified to land in a stadium and rescue hostages in Iran in 1980 http://t.co/g601NBD7wS #prebreak #best +6353,hostages,,How until put out manorial shaped gnocchi near thine hostages to fortune: RBpK +6357,hostages,China,#hot C-130 specially modified to land in a stadium and rescue hostages in Iran in 1980 http://t.co/PtAI4zBpbI #prebreak #best +6359,hostages,USA,@JoeNBC IRAN: NO SNCTIONS INCL MILTARY$150BILNO INSPCTKPS HOSTAGESTHROSW ISRAEL TO GUTRKPS NUKE SITES U.S HLPS W/NUKES GET 'ZERO!' +6360,hostages,India,Ajmal Kasab II: How hostages misled the terrorist got him caught alive http://t.co/n1up959OFM +6364,hostages,The Universe,One Year On From #IS Massacre in #Sinjar Yazidis Blast Lack of Action over 3000--5000 Yazidis who remain enslaved: http://t.co/vnSn284ovw +6367,hostages,"Hubli, Karnataka",@IndiaToday @Iamtssudhir Time for India to join global war against ISIS cant sacrifice national interest to save hostages! #NationFirst +6368,hostages,"my USA, åµ???? ?aÌÙ? ",India: Militant 'Overpowered' By Hostages After Attack http://t.co/mkjszGbaWR +6377,hostages,Rocky Mountains,Sinjar Massacre Yazidis Blast Lack of Action Over Hostages http://t.co/fdU8aCnC2W #denver #billings #rapidcity #seattle #cheyenne #lasvegas +6378,hostages,Rocky Mountains,Sinjar Massacre Yazidis Blast Lack of Action Over Hostages http://t.co/fdU8aCnC2W #denver #billings #rapidcity #seattle #cheyenne #lasvegas +6379,hostages,,@Deosl86 That does nit change the fact extracting hostages is pointless +6381,hostages,,RT WatchmanIS216: #Sinjar Massacre #Yazidis Blast Lack of Action Over Hostages http://t.co/79iQDYZjBS; Portland #Û_ http://t.co/0z1PvJVdpf +6390,hurricane,,AngelRiveraLibÛ_ #Snowden 'may have' broken laws? Hurricane Katrina may have caused some damage. http://t.co/jAaWuiOvdc Without Snowden hÛ_ +6401,hurricane,,@al_thegoon i like hurricane habor next to slix flags but they got like 8 rides but they wavy & hershey park +6408,hurricane,"San Francisco, CA",Residents artists remember aftermath of Hurricane Katrina through artwork - WDSU New Orleans: WDSU New Orlean... http://t.co/U6pAvbZoB3 +6409,hurricane,,Found out a hurricane is brewing for thursday lol ?????? +6411,hurricane,"San Antonio, TX",@ReinhardBonnke is preaching on the Holy Spirit! Holy Spirit blows atmosphere to pieces! Atmosphere is air in a jar. The HS is a hurricane! +6419,hurricane,melbs 1/2 #rham,"Would you blow me kisses +If I kept my distance? +Would you send a hurricane +As proof of your existence?" +6424,hurricane,Hawaii,HURRICANE GUILLERMO LIVE NOAA TRACKING / LOOPING WED.AUG.5TH ~ http://t.co/QktRt2J1o8 ~ http://t.co/b0JxS5QKkh http://t.co/KP05TOwSfM +6426,hurricane,"Astoria, NY",@leeranaldo expressing his rage about Hurricane Sandy #LCOutOfDoors http://t.co/IwPR2qGYsI +6428,hurricane,"Tuscumbia, AL",@BPGVII_GOAT thanks bro ???? +6431,hurricane,MS,Happy birthday bro ?? @Hurricane_Dolce +6432,hurricane,Worldwide,Brooklyn Sites Get $2.6 Million to Undo Hurricane SandyÛªs Toll http://t.co/HukwD0RE2a +6433,hurricane,Dublin ,I'm a hurricane. +6435,injured,bangalore,Udhampur terror attack: Militants attack police post 2 SPOs injured: Suspected militants tonight attacked a p... http://t.co/nZAFokxX0h +6437,injured,"tacompton, washington ",I'm thinking maybe just wait til after all the preseason games just in case somebody gets injured. +6439,injured,South Africa Braamfontein,4 dead dozens injured in Gaza blast near house leveled in summer war - Washington Post: New York Times4 dead... http://t.co/7C2qhMwtv5 +6442,injured,The North Coast,@NewsBreaker @sothathappened SO wheres the story? Anybody injured? Where did this happen? +6444,injured,,#???? #?? #??? #??? Udhampur terror attack: Militants attack police post 2 SPOs injured - Times of http://t.co/1KxsGlsTA7 +6447,injured,USA,Man injured in Radcliff shooting http://t.co/3iYXOoaCW6 +6456,injured,"United States, Ohio",Harper Woods policeman injured in fight after dead man found in garage: Ronnie Karjo 46 of Macomb Township http://t.co/tUoTICilBi +6457,injured,"Washington, DC","#Redskins WR DeSean Jackson injures right shoulder at training camp today. Watch the play HERE: http://t.co/GABecyzBzJ +@wusa9 #SkinsOn9" +6460,injured,,I made him fall and hegot injured https://t.co/XX8RO94fBC +6468,injured,Nj ?? Az ,@LoganMeadows11 @ChristianStec_ he's weak sauce he got injured by a sled +6471,injured,India,Terrorists open fire at Udhampur police post 2 SPO's injured firing underway - See more at:... http://t.co/7jmGwOgqnh +6475,injured,"Richmond, VA, USA",@Braves_Ninja @david_brelsford For Freddie before being injured this year it was a great deal +6476,injured,| INDIA |,RT- Udhampur terror attack: Militants attack police post 2 SPOs injured: Suspected militants tonight at... http://t.co/wN414hp9hZ #News +6479,injured,Pune,@TOI_India Udhampur terror attack: Militants attack police post 2 SPOs injured: Suspected militants tonight a... http://t.co/EWCkcfBI28 +6483,injured,,Neelum Valley teen dies in 'dud shell' explosion: MUZAFFARABAD: A teenage boy was killed and his peer was injuredÛ_ http://t.co/GuRdZEPMhu +6487,injuries,"chapel hill, cary n.c.",@wral there are now 5 fire trucks and 2 ambulances at Wellington ridge lp in Cary. one of the units is on fire. not sure on injuries +6488,injuries,Edmonton,@EdmontonEsks SB Adarius Bowman says team leadership and depth have helped through some key injuries https://t.co/hCnmZsfNcI #yeg +6489,injuries,,4 Common Running Injuries and How to Avoid Them http://t.co/26HWLpWmXr +6496,injuries,"Glendale, AZ",8/5 Arizona Cardinals news: Jaron Brown makes headlines minor injuries continue to build http://t.co/QxKncvlrh1 http://t.co/KJnhNPMxGr +6498,injuries,North Carolina,@RVacchianoNYDN @NYDNSports glad to see a career rebirth for him. Loved him in Carolina injuries just caught up to him. +6502,injuries,,@nflnetwork @AZCardinals what's up with all the injuries.. +6503,injuries,,@JaeSmoothCYB he was going to be. We still have our leading rusher from LY so we should be ight barring any injuries +6507,injuries,"San Francisco, CA",San Francisco 0 I80 E **Hit and Run No Injuries** http://t.co/lp9TBu7KzH +6508,injuries,,cmon injury bug this shit aint funny we suffered enough injuries last year... +6509,injuries,Covering the U.S.A.,#BreakingNews Mva / Multiple Injuries - Saint Petersburg FL: E7 requesting R7 & 2 sunstar units for injuriesÛ_ http://t.co/0XRysEpQhL +6517,injuries,,@ringsau and injuries can account for elevated levels of tb4 Richard? +6521,injuries,"Phoenix, AZ",Let's be thankful most of these injuries are minor & it's still camp. Relax a little #birdgang. No one is cursed & no injury bug hit. +6522,injuries,Michigan,@MichiganAutoLaw's @SteveGursten will discuss #autoaccidents & so-called 'mild' #TBIs on his @JusticeDotOrg webinar. http://t.co/ZUM3mluCYS +6524,injuries,"Michigan, USA",If Tyuler Collins could become Andy Dirks before the 58 injuries..that would be uiseful +6526,injuries,Fantasy Land,I guess this is where I'm confused sites have week one pricing up alredy. We haven't even had injuries yet. +6531,injuries,,No injuries reported after Green Line train derails on South Side http://t.co/nM7HuH3bjC +6533,injuries,"Kibworth Beauchamp, England",Wishing injuries on opposition players. I get rivalry but miss me with all that petty shit. +6538,injury,3/12 + Jake Miller,Low self-esteem is a common cause of self injury affecting over 40% of young people personally or someone they know. https://t.co/xeLoapZp6R +6539,injury,,CLEARED:incident with injury:I-495 inner loop Exit 31 - MD 97/Georgia Ave Silver Spring +6544,injury,,incident with injury:I-495 inner loop Exit 31 - MD 97/Georgia Ave Silver Spring +6557,injury,www.dorsavi.com,Supermarket chains recording worst #injury rates among ASX100 companies #safety http://t.co/njiv1n6rYr +6558,injury,,Ankle injury to keep SpursÛª Marjanovic out of Eurobasket http://t.co/UBCggEHqyN #spurs #NBA +6562,injury,,nflweek1picks: Michael Floyd's hand injury shouldn't devalue his fantasy stock: Michael Floyd's damaged digits won... Û_ +6563,injury,Las Vegas,New post: Cowboys believe Lance Dunbar&#039;s ankle injury not serious http://t.co/XMCRedFXAt +6564,injury,,@_keypsters full game? Injury cut is here https://t.co/YYqws4sO9J +6574,injury,All Round The World,Enter the world of extreme diving ÛÓ 9 stories up and into the Volga River http://t.co/gptysALfKi +6578,injury,Las Vegas,New post: Texans report: QB battle unaffected by Foster&#039;s injury http://t.co/IgH2PAAHnK +6581,injury,,Ben Heenan carted off the field at @Colts training camp.. No word on how serious the injury is #colts #nfl +6584,injury,,Michael Floyd out 4-6 weeks with a hand injury. #Cardinals http://t.co/bnMKlPZNiP +6587,inundated,"Bellingham, WA",ÛÏWe live in an area thatÛªs inundated with wildlife...If people donÛªt learn how to get along or live with them... http://t.co/KZXV6DWQ6E +6589,inundated,Searching for Rivendell,@eliistender10 @Splats although originally an April Fools jokethey're seriously considering making them after being inundated with requests +6590,inundated,"New York, NY",@TheBrooklynLife @Giants I just want to go to the game. Enjoy it. Not be harassed. Not be inundated with pink gear. That's all I ask! +6592,inundated,"Shrewsbury, England",@Ryanair I am waiting to hear about my claim for compensation. I have received an email saying you are inundated so there will be a delay?? +6595,inundated,Earth,Mexican beaches inundated with algae http://t.co/Kcm4sgrceR +6599,inundated,GroÌÙdeutsches Reich,"Our children are being inundated with the false ideas that #homosexuality is +normal and acceptable." +6600,inundated,"Los Angeles, CA",@TypeEd been a bit inundated w. Illustrative work BUT would love to catch up! ?????? +6606,inundated,"Beijing,China","[Brutally Honest Technology ] + +Day after day we are inundated with messages issued via machine. Phones.... http://t.co/pB4Vbv01ax" +6609,inundated,San Diego,So it doesn't mean inundated with tweets? @Dictionarycom's #WordoftheDay - twitterpated http://t.co/pxoQ1TRXqr #UseYourWords #author #writer +6612,inundated,"Ottawa, Ontario",It seems that we are inundated with ideas for large #weddings. Small intimate weddings are often not highlighted... http://t.co/Jshxfvllly +6615,inundated,Chicagoland,WARNING: This string will be inundated with wisdom to replenish a a leaderÛªs weary soul this day. #Sorry #NotSorry #GLS15 +6618,inundated,"Dallas, TX",Ever notice if you follow too many fan sites they all seem to run together & you feel like you are inundated with the same posts over & over +6620,inundated,,@Rossifumibhai @alexeeles all 6 of them?! As you can see from the pic they were clearly inundated. Good try though +6623,inundated,RELEASE THE REIS ,MY SCHOOL IS INUNDATED and they wont let us go home til 4pm help +6633,inundated,That London,.@38_degrees Hello. I have been inundated by people Tweeting me about some Unilever thing in India I know nothing about. +6639,inundation,,#EPAO MARSAC reports on Manipur flood: Heavy incessant rains in Manipur have led to inundation causin... http://t.co/rh7m7T9Gd9 #MANIPUR +6640,inundation,,@womanxking Well you're safe in NY. Avoid inundation zones in the pacific north west though. +6641,inundation,#RoshanPakistan,"Punjab government flood relief platform: + +http://t.co/bpG68gXI9k + +realtime information on inundation damages... http://t.co/c8T9ThI7Wd" +6645,inundation,,Inundation subtle influence distress ideas-the sociologist relative to a doer: Mhl +6650,landslide,Wickford,@R_o_M by a landslide. +6651,landslide,,Is this the real life? Is this just fantasy? Caught in a landslide. No escape from reality. +6652,landslide,Central New Jersey,TommyGShow: Burlington County offers to purchase landslide-damaged properties in Florence http://t.co/xgguElyxyi +6657,landslide,,However piece of virtu site fixing bath give the gate display landslide on yours movement: DKHQgv +6659,landslide,,@kdudakia I get that there has been a massive turn away from Labour but that does not = electoral landslide. Credits tories too much and... +6666,landslide,,WATCH: Likely landslide victims denied assistance again http://t.co/BxiohtiC5X +6671,landslide,"New Delhi, Delhi",@preeti_chopra2 @chinmaykrvd many predicted landslide for nitish nd told bjp will loose bihar nd won't even get upper castes votes +6673,landslide,"Louisville, KY",Artifacts found in southern Indiana landslide near Horseshoe Casino http://t.co/BdB0NpgPkH http://t.co/jbCC0KShol +6674,landslide,,it's actually funny how chihaya remains a relatively static character for most of series so far and then suddenly develops like a landslide +6677,landslide,,I liked a @YouTube video from @seeiey http://t.co/d8NWQce3EW Seeley - Landslide +6680,landslide,Shangri-La,.@MartinMJ22 @YouGov Which '#Tory landslide' ... you can't POSSIBLY mean the wafer-thin majority of #GE2015?!! +6684,landslide,"Morgantown, WV",@RakestrawJeff @GOP That about sums it up. Give them a historic landslide and they do everything King Barack wants. It's just incredible. +6685,landslide,,omg it is I can go in dungeons with Landslide Krag now <3 +6691,landslide,,5 need to-dos seeing as how technical writing administer apps that landslide: QCt +6692,landslide,,"Dixie Chicks - Landslide - ??can I sail through the changing ocean lides?? +??can i handle the seasons of my life?? + http://t.co/jRsGmTT3AI" +6696,landslide,Upper St. Clair,#CecilTownship seeks emergency repairs to Southpointe Boulevard landslide: http://t.co/ZjJdt3so72 +6698,landslide,,How as far as landslide high exploit even with statesmanlike cv final draft inaugural?: jGIsAvq +6704,lava,Philippines,Get excited to watch Disney/Pixar's LAVA an animated short before Inside Out! Learn more: http://t.co/1VdXSWdRp9 http://t.co/iQ4BZUCvIg +6705,lava,trinity nc,@Miss_Instiinctz or mostly around lava too +6710,lava,,'I lava you' ???? @kherr122 +6713,lava,,Jordan Son of Mars - Hot Lava release on 07/22/2015 for $160 via http://t.co/wBAqDzMD6W #KoFapp http://t.co/BkdjKSgtjj +6715,lava,"New York, NY",Watch Steaks Being Grilled Over Molten Hot Lava http://t.co/yxns3IiXjv http://t.co/lcM66dHn1l +6717,lava,Budgam kashmir,@Lavamobiles ..i have lava iris 3G 402 +6718,lava,"Missouri, USA",PSA: MISTI IS ABOUT TO MAKE LAVA CAKE???? #bestdayeva +6720,lava,somewhere over the rainbow,I lava you +6728,lava,,"@YoungHeroesID +4. LAVA BLAST dan POWER RED #PantherAttack @Mirnawan_13 @Zakia_kiia" +6732,lava,"Los Angeles, CA",When the game tells you to stop going to the Nether by spawning you right over lava. GG @AlienatePlays http://t.co/rGc1afqLmN +6733,lava,,White Pink Lava Bracelet10mm Lava Beads Bracelet Silver Tone Û_ https://t.co/DKdmLZyRii #etsymntt #HandmadeJewelry http://t.co/WYg4OUGQY3 +6739,lava,,@_Souuul * gains super powers im now lava girl throws you ina chest wrapped in chains & sinks you down the the bottom of the ocean* +6740,lava,Indonesia,@YoungHeroesID Lava Blast & Power Red & Mix Fruit. @Niastewart3 @NRmawa #PantherAttack +6741,lava,,HE SAID THE DOMINOS LAVA CAKES WERE BETTER THAN CULINARY CUISINE +6743,lava,,@gracemccreave_ @jamisonevann @jace_swain @_laneyslife @JacksonLaurie1 lava boy was taken +6747,lava,,I lava you ?? +6750,lightning,Northwest Arkansas,It doesn't get any closer. Heavy rain just barely missed @TontitownGrape festival but lightning TOO CLOSE #TGF2015 http://t.co/S53zvMS5Rf +6752,lightning,"Staten Island, NY",Science Info #JGF Lightning reshapes rocks at the atomic level http://t.co/R5MwlzvVHA +6753,lightning,,World War II book LIGHTNING JOE An Autobiography by General J. Lawton Collins http://t.co/a7iqMhvLSm http://t.co/b9vTkDjJ33 +6755,lightning,NWA & River Valley,It doesn't get any closer. Heavy rain just barely missed @TontitownGrape festival but lightning TOO CLOSE #TGF2015 http://t.co/d9PQIXaTX6 +6761,lightning,,Baby you're like lightning in a bottle +6763,lightning,Winston Salem NC,Lightning #rebeccafav http://t.co/q9Q87mDEzY +6768,lightning,,Southeast Regional is in a lightning delay. Buckle up folks this is gonna take awhile. +6770,lightning,,iCASEIT - MFi Certified Lightning Cable - 1m http://t.co/b32Jmvsb1E http://t.co/Wnp8jkyESp +6771,lightning,,Lightning express golf trolleys fix ramify pretty much multitudinal areas on thine disposed: kWXGgt +6777,lightning,,World War II book LIGHTNING JOE An Autobiography by General J. Lawton Collins http://t.co/ihxkforg4I http://t.co/jD6lcRuOHA +6778,lightning,"Rotterdam, The Netherlands",@LtDalius after democracy +6780,lightning,,BANG 3 Fuckin phenomenal +6782,lightning,"Philadelphia, PA",Two Films From Villanova University Students Selected As 2015 Student Academy Award Finalists: Lightning struckÛ_ http://t.co/4jyQfhHmXf +6786,lightning,Northwest Arkansas,It doesn't get any closer. Heavy rain just barely missed @TontitownGrape festival but lightning TOO CLOSE #TGF2015 http://t.co/zMtOp65Kx2 +6791,lightning,"North Carolina, USA",Lightning http://t.co/9DQhdEi357 +6797,lightning,,@Followtheblonde @reba RED THUNDER AND BLONDE LIGHTNING BACK IN ACTION?????? +6798,lightning,"Leesburg, FL",Leesburg Lightning and Altamonte Springs Boom scoreless in seventh inning in FCSL playoffs +6803,loud%20bang,"Nashville, Tenn.",Soon to be loud bang as backpack detonated. +6805,loud%20bang,Kenya,iBliz140: Breaking news! Unconfirmed! I just heard a loud bang nearby. in what appears to be a blast of wind from my neighbour's ass. +6812,loud%20bang,Kenya,TksgS0810: Breaking news! Unconfirmed! I just heard a loud bang nearby. in what appears to be a blast of wind from my neighbour's ass. +6816,loud%20bang,Kenya,k_matako_bot: Breaking news! Unconfirmed! I just heard a loud bang nearby. in what appears to be a blast of wind from my neighbour's ass. +6818,loud%20bang,Kenya,kiilud: Breaking news! Unconfirmed! I just heard a loud bang nearby. in what appears to be a blast of wind from my neighbour's ass. +6822,loud%20bang,Kenya,Kimanzi_: Breaking news! Unconfirmed! I just heard a loud bang nearby. in what appears to be a blast of wind from my neighbour's ass. +6825,loud%20bang,Kenya,shrnnclbautista: Breaking news! Unconfirmed! I just heard a loud bang nearby. in what appears to be a blast of wind from my neighbour's ass. +6826,loud%20bang,Kenya,tarmineta3: Breaking news! Unconfirmed! I just heard a loud bang nearby. in what appears to be a blast of wind from my neighbour's ass. +6827,loud%20bang,Kenya,matako_milk: Breaking news! Unconfirmed! I just heard a loud bang nearby. in what appears to be a blast of wind from my neighbour's ass. +6829,loud%20bang,Kenya,Sun_OfGod: Breaking news! Unconfirmed! I just heard a loud bang nearby. in what appears to be a blast of wind from my neighbour's ass. +6831,loud%20bang,in your dreams,I just heard a really loud bang outside my bedroom door and Im afraid +6836,loud%20bang,,Man Hears a Loud 'Bang' Finds a Newborn Baby in a Dumpster http://t.co/W815ol0mBV via @ijreview +6838,loud%20bang,,"School Bouta Start: + +Back To These Ignorant Ass Kids + +Loud Ugly Want Be Seen Girls + +Niggas That Want Be Down + +Aggravating Ass Teachers +??" +6840,loud%20bang,Santa Cruz ,*loud bang from coworkers desk* *everyone snickers* +6842,loud%20bang,,"*Hears loud bang upstairs* +*goes outside sees 2nd floor window open* +*checks every room with a baseball bat in hand*" +6846,loud%20bang,Kenya,JohnMtaita: Breaking news! Unconfirmed! I just heard a loud bang nearby. in what appears to be a blast of wind from my neighbour's ass. +6851,mass%20murder,"Detroit, Mi",@AMAAS @JD_marsh22 just carry a gun. No way you get charged when you stop a mass murder +6853,mass%20murder,,Candlelight vigil at my house tonight for the victims of the mass ant murder (by me) in my bathroom sink. There will be snacks. +6856,mass%20murder,"Raleigh, North Carolina, USA",@Alex_the_murder *i start making displeased absol noises as i struggle to get out of my own twisted mass of blankets and sheets* +6859,mass%20murder,,@noah_anyname Socialism means mass murder. Houze that for 'correlation'? +6865,mass%20murder,The Three Broomsticks ,Watching Murder in the First and you get the perspective from the family of the mass shooter person...it's crazy the pain they're in... +6866,mass%20murder,,RedScareBot: Duck and Cover! RT tanstaafl23: noah_anyname Socialism means mass murder. Houze that for 'correlation'? +6868,mass%20murder,Somewhere on the Earth,70 yrs since the atomic bombing of Hiroshima... Terrible mass murder... +6869,mass%20murder,,'Prompt and utter' mass murder https://t.co/BRU7t5UzUy +6871,mass%20murder,NYC,Plane debris is from #MH370 - it was a controlled crash. In other words it was mass murder by a musim http://t.co/J3xFDg9CWF @newscomauHQ +6873,mass%20murder,17 year old anti-theist.,@Rawrheem: I can give you verses directly from the Qur'an that mandate terrorism mass-murder mass-rape genocide etc. Would you like them? +6886,mass%20murder,Realville,@Conservatexian Farrakhan calling for 10000 men to rise up & commit mass murder. http://t.co/gV84WNhB7S +6887,mass%20murder,Anonymous,http://t.co/FhI4qBpwFH @FredOlsenCruise Please take the #FaroeIslands off your itinerary until the mass murder of dolphins & whales stops. +6888,mass%20murder,,@Cynicalreality when the subject is mass murder. @LetsBe_Rational @MishaWeller @llr517 +6889,mass%20murder,"Albany, Western Australia",Today marks 70 years since the mass murder of 140000 civilians in Hiroshima. The bombing of Hiroshima and Nagasaki did NOT end WW2 +6891,mass%20murder,The Real World,@CamPepperr @RiceeChrispies Then he would go to jail. But that wasn't a mass murder was it? It was a mistake that he made and he doesn't +6894,mass%20murder,,Amazing how smug this guy is about the use of mass murder as a global power play. https://t.co/AlTTBJy8B9 +6895,mass%20murder,,Like bro they just committed a mass murder. You think they're gonna be scared to get guns illegally ???? +6899,mass%20murderer,U.S.,RT greta: Movement to impeach SA Pres #Zuma ÛÒ accused of helping mass murderer Pres #Bashir of #Sudan escape #genoÛ_ http://t.co/pnxhxlX9uP +6901,mass%20murderer,Islamabad Pakistan,Asad is also a mass murderer. https://t.co/dZOReZpxvR +6902,mass%20murderer,Pedophilia,RT EmekaGift: VPSay NO to President Obama hosting Muhammadu Buhari the #pedophile #terrorist & #mass-murderer +6904,mass%20murderer,,Sooooo shooting up movie theaters the new mass murderer wave?? +6906,mass%20murderer,,@AParra210 So you are stereotyping the people. Are you a mass murderer like today's shooter? +6922,mass%20murderer,Reaching for the stars ,So wait he really not gonna tell his wife that he is a mass murderer now and a cheat #derailed @itv2...I'm done with this film ???? +6923,mass%20murderer,Still on my laptop,This is worth a re-read: 'A MASS-MURDERER' By Stuart Syvret http://t.co/C9UAyjrXt9 via @gojam_i_am +6924,mass%20murderer,"Pittsburgh, PA",A Tomb Raider / Uncharted game where Lara Croft / Nathan Drake is finally on the run for being a ruthless mass murderer in the recent games. +6927,mass%20murderer,,I am disgusted by @libertarianism and @CatoInstitute for celebrating a mass murderer of innocents today. +6934,mass%20murderer,"Fukushima, JAPAN",Mass murderer had sex without touching each other or taking their clothes off because he was so fanatical on hygiene http://t.co/RfewQRGzbs +6938,mass%20murderer,,Sounds pretty sensible for a mass murderer... https://t.co/qZZxFYSIU1 +6941,mass%20murderer,"Denver, CO",Just now convicted mass murderer James Holmes told the judge he won't use his right to ask jury for mercy in his own words. #TheaterTrial +6942,mass%20murderer,england,also loki is treated too nicely for the fandom as a mass murderer but we all know why :) +6944,mass%20murderer,Los Angeles via Pittsburgh,@Phoenix_Blue People will create rumors no matter what. The bottom line is giving fifteen minutes of fame to a mass murderer does no good. +6947,massacre,Kenya,"#FromTheDesk of King George Kenyatta Muumbo at the Kings African Citizens + +Thanks to #QuantumDataInformatics we... http://t.co/L6EYfDXaAx" +6952,massacre,,1 TRILLION Dollar Lawsuit Filed Against MSM For 'Staging Sandy Hook Massacre' http://t.co/qutzvk9xoP +6957,massacre,,embrace the beauty of the massacre that lies ahead +6958,massacre,University of Maryland,3 Years After the Sikh Temple Massacre Hate-Violence Prevention Is Key | Colorlines http://t.co/iJoORKaGyj +6964,massacre,"Santos, SÌ£o Paulo",@stefsy14 the birthday massacre!!! +6968,massacre,House of the Rising Sun,"@xMissXanthippex lmao exactly +Especially who they challenged. I didn't want michael jackson popcorn OR kermit tea watching that massacre" +6969,massacre,,"@WCBD +Parents of Colorado theater shooting victim fear copycat massacre + +http://t.co/LvlH3W3aWO +#Antioch + +http://t.co/vIwXY1XDYK" +6976,massacre,@KEYTNC3 @KCOY,What person would possibly make a horror film about the Isla Vista massacre in order to make money off of our tragedy? +6982,massacre,Wales Cymru,One Year After Massacre IraqÛªs Yazidis a Broken People http://t.co/pHqK28doni +6986,massacre,,The same UN who stood&watched the Serbs massacre thousands of muslims in Yougslavia ?don't need any lessons off them https://t.co/Ubf3CFzfEX +6987,massacre,,"TimesNewsdesk : Police link beach massacre to Tunisia museum attack +Û_ http://t.co/g11Rd44rgW) http://t.co/n834UntFf1" +6989,massacre,"Perth, Scotland",Letter after Glencoe Massacre Scotland ' Who will provide me with meat for my table ? Now that my red haired warrior is gone forever ' +6991,massacre,,Thus ends the clam massacre of 2015. #clambake #showgirldayoff https://t.co/PtyUJJi67T +6993,massacre,"Waco, Texas",Saturday Night Massacre ? 25 Years Later #TomLandry?s Firing Still A Day of Infamy http://t.co/MlA71Y7mMW +6995,mayhem,SweizyLand,Tonight It's Going To Be Mayhem @ #4PlayThursdays. Everybody Free w/ Text. 1716 I ST NW (18+) http://t.co/N8w252JoVT +6997,mayhem,Ohio...yep we said it.,The adventure continues in Terraria 1.3 join us for more hijinks and mayhem. :-) http://t.co/MZcDdOYKen +7000,mayhem,worldwide,@RaynbowAffair Editor In Chief @DiamondKesawn Releases Issue #7 http://t.co/UH6mXI0Uwz of #RAmag. #Fashion #Models and #Mayhem +7003,mayhem,Dili. East Timor,Slayer Reflects on Low Mayhem Festival Attendance King Diamond & Jeff Hanneman's Passing http://t.co/E4hcbQSltu +7004,mayhem,"Lynchburg, VA",@ESWEnrage I was a fan back then sadly and even went as her for Halloween in 2007. But I got better. LOL. +7007,mayhem,"Mumbai, Maharashtra",'Mumbai attack mayhem was planned and launched from Pakistan'Ex-Federal Investigation Agency (FIA) chief Tariq Khosa. http://t.co/xzSP5JhVfc +7011,mayhem,"Hollywood, Ca",Wed Aug 8 ! #Mayhem @ Avalon ! 19+ Event ! July & Aug Bdays Free! Tix -> http://t.co/1oZe4aW3Ju Txt (818) 447-8427 http://t.co/uzpKaRBAQv +7014,mayhem,,Episode 1 'Mad Dash Mayhem' Preview Video: Season 14 kicks off with newbie designers arriving at New York's M... http://t.co/XVGHljahrR +7016,mayhem,UK,@TheDreamingGoat @mayhem0407 @RobertoSAGuedes Mayhem is my husband by the way. :) +7017,mayhem,,"RETWEET #FOLLOWnGAIN + +@TheMGWVboss + +??#FOLLOW?? ?~( ??~Û¢)~? @ynovak @IAmMrCash @Frankies_Style @MamanyaDana @Mayhem_4U" +7020,mayhem,"The Woodlands, TX",Slayer at Rockstar Mayhem Festival #slayer #metal #concertphotography #houston #livemusic #canonÛ_ https://t.co/5FrWySzwrs +7022,mayhem,DMV,Tonight It's Going To Be Mayhem @ #4PlayThursdays. Everybody Free w/ Text. 1716 I ST NW (18+) http://t.co/wDefhbkF9g +7028,mayhem,DMV,Tonight It's Going To Be Mayhem @ #4PlayThursdays. Everybody Free w/ Text. 1716 I ST NW (18+) http://t.co/omYWCLpGEf +7033,mayhem,Central Jersey,PNC Bank Arts Center shooting: Holmdel man nabbed http://t.co/tvmD14uikO +7034,mayhem,,El Nino is getting stronger! Monster weather system may bring relief to California but it could cause 'mayhem' elÛ_ http://t.co/A9PoFHBbjf +7035,mayhem,"Lynchburg, VA",Oh Shelly your waffle wasn't 'a little blonde.' Your waffle was Madonna circa 1987. #NowYouKnow #MasterChef +7038,mayhem,,Slayer Reflects on Low Mayhem Festival Attendance King Diamond & Jeff Hanneman's Passing http://t.co/ysKaDmFBbB +7040,mayhem,,Tonight It's Going To Be Mayhem @ #4PlayThursdays. Everybody Free w/ Text. 1716 I ST NW (18+) http://t.co/iW2OTzQFkH +7041,mayhem,Boston/NY/Montreal/London,@RaynbowAffair Editor In Chief @DiamondKesawn Releases Issue #7 http://t.co/fa0Jt1Yqru of #RAmag. #Fashion #Models and #Mayhem +7042,mayhem,Iowa,New featcha! @METZtheband's Alex Edkins talks about the @subpop-signed band's jarring mayhem: http://t.co/d0RkCl61Fb http://t.co/7JwJTXqCas +7045,meltdown,,@julescheff @Z_Hoffman96 haha yes! I was just with Zack at Madsummer meltdown +7049,meltdown,,Tumblr collective meltdown. #sebastianstanisaliveandwell #civilwar ?????? http://t.co/WOc1TeVVMP +7055,meltdown,,@rymathieson are you coming to meltdown! +7057,meltdown,Wouldn't u like to know,Apple's momentum 'meltdown' bites investors - http://t.co/hsECqcdc7P #Apple #Stocks #Crash #TimCook #Investment +7062,meltdown,,.@RonFunches Loved the @meltdown_show set combined two things I enjoy: wrestling and Ron Funches. +7064,meltdown,"North Vernon, IN",The U.S. will experience an economic meltdown similar to the early 2000s mortgage shit show due to student loans. You heard it here first ???? +7066,meltdown,,.@kumailn love your #irongiant t-shirt on tonight's #meltdown +7067,meltdown,Manisto Trap House ,Craving a triple chocolate meltdown from bees rn +7072,meltdown,Southern California,"@GRAMZD It would be an honor meeting you at the meltdown on Friday. + +Hope you like #dabs. http://t.co/MpJ2u4QSYi" +7079,meltdown,"St. Catherine, Jamaica, W.I.",CommoditiesåÊAre Crashing Like It's 2008 All Over Again http://t.co/EM1cN7alGk +7082,meltdown,"Pittsburgh, PA",The meltdown I'm currently witnessing makes it seem like a delayed flight is a true anomaly instead of y'know the expected outcome. +7083,meltdown,"Tuksa, OK",@ChelseaVPeretti's bit on @meltdown_show was also gold. +7084,meltdown,FL.CO.HI.NJ,@SBJohn12 I'm still waiting for one of these trailers to make up for the Mets Btm 9th 2out Rain Delay come back give up 3 runs meltdown +7085,meltdown,PrincetonAve,meltdown #1 +7087,meltdown,,CommoditiesåÊAre Crashing Like It's 2008 All Over Again - Bloomberg Business http://t.co/oxCuUqPOmR +7090,meltdown,"West Coast, Canada","Byproduct of #metal price meltdown is a higher #silver price +http://t.co/KBC2Ax8Zl9" +7094,meltdown,"Syracuse, NY",Maybe after half-way party we will get drunk Meg and she'll flirt with Clay again. Then we can have a Shelli meltdown. #BB17 +7096,military,Abuja,Inspectors So Far Denied Access to Iran's Scientists - Wall Street Journal http://t.co/SuR3odwMKa http://t.co/2VSX1yO5hT +7099,military,,Admiral Says Public Schools Nationwide Shortchanging Military Kids | http://t.co/g0q0bzBjli http://t.co/rbt3mLhlX7 via @Militarydotcom +7100,military,,New Boonie Hat USMC Airsoft Paintball Military Cap Woodland Camo CP030 http://t.co/EGqE35I5pI http://t.co/uaBRYnHkn7 +7101,military,,Texian Iliad: A Military History of the Texas Revolution by Hardin Stephen L. http://t.co/RrIDS0mrJ1 http://t.co/wybtUk7LbG +7102,military,,US Military EM 951 Auto-Mechanics Course Vols 1-5 - 1944 - WWII http://t.co/lY6S5MH3vR http://t.co/c29V8UBXcq +7103,military,"Boca Raton, FL",13 reasons why we love women in the military - lulgzimbestpicts http://t.co/BcBfCStZXh http://t.co/ViK72Id8Zu +7107,military,,VINTAGE EAGLE 4' OIL CAN OILER FOR WWII JEEP MB GPW MILITARY VEHICLE TOOL KIT http://t.co/9tpFRN725P http://t.co/hVH6b3wOLg +7110,military,,13 reasons why we love women in the military - lulgzimbestpicts http://t.co/tRgPWOuj6X http://t.co/GEMNUZoCeb +7113,military,"Columbus, OH",@weakley00 the military +7117,military,,No joke military men are the hottest thing. +7119,military,,@SocialJerkBlog My husband was in the military and he does that. It ends up in seat shuffling sometimes. ;) +7123,military,,VIDEO=> Barack Obama: America Has a Mindset that ÛÏPrefers Military Action Over NegotiationÛ http://t.co/kLs6UPlw0T via @gatewaypundit +7127,military,New York,Ford : Other Military VERY NICE M151A1 MUTT with matching M416 Trailer - Full read by eBay http://t.co/RJ83YE5c1S http://t.co/2rWRU0jP0U +7133,military,Worldwide,Obama warns there will be another war without Iran deal #military http://t.co/gM7QlTRLuW http://t.co/wTutMlHDMH +7139,military,,M9A1 PHROBIS III GREEN BAYONET MILITARY COMBAT SHEATH KNIFE NR http://t.co/dKxe44M8v9 http://t.co/A4PfB5Lt17 +7143,military,"Austin, Texas",@GorillaThumbz @FoxNews @jonathanserrie 'For sale Canadian military rifle dropped once' +7145,mudslide,Merseyside,@AlexxPage cried at the mudslide cake ?? +7151,mudslide,Kocaeli-Izmit,#Tajikistan #Mudslides #China aids to #Mudslide-hit #Tajiks http://t.co/BD546mtcpN +7152,mudslide,,The one with the chocolate mudslide #BakeOffFriends @BritishBakeOff @BBCOne #GBBO +7153,mudslide,"LaPorte, IN",When you can eat a whole wet burrito and mudslide in 5 minutes. http://t.co/lljzxY8Pc2 +7156,mudslide,United Kingdom,Paul Hollywood 'what happened....looks like a mudslide... It's like chewing on a rubber tyre... It looks a mess...' Oh dear Dorrett! #GBBO +7162,mudslide,tarn et garonne/lot et garonne,"oh my god.. never felt so sorry for someone :-( +#blackforestgateau #mudslide #gbbo2015" +7170,mudslide,1/11 numberjacks squad,@picniclester it was a mudslide +7172,mudslide,Sandbach Cheshire UK ,Loving this!!! Who watched tonight's #greatbritishbakeoff what did you think? #ineedcake #mudslide ?????? http://t.co/c743tLryWd +7177,mudslide,the burrow,new name: mudslide +7181,mudslide,"ÌÏT: 58.193556,-5.334943","Looks like a Mudslide! + +#GBBO" +7182,mudslide,St Albans,@curryspcworld looks like a mudslide. Unreal scenes. +7189,mudslide,,@melindahaunton mudslide lady is a good shout +7190,mudslide,,@bottleowhite i had to cover my eyes with the mudslide #toopainful +7200,natural%20disaster,,@patrickandsam @ghaccount I've been screaming natural disaster for months but now idk. Maybe a hospital crisis. +7207,natural%20disaster,California most of the time,Home Inventories Can Help all Homeowners in Case of Natural Disaster - ABC News http://t.co/RNWvkBkhWU via @ABC +7209,natural%20disaster,Nepal,#Nepal Magnitude 4.3 tremor rattles #Dolakha as #aftershock counts 367 | Recent Natural Disasters : http://t.co/Re1d5ffcSx +7212,natural%20disaster,"USA, Haiti, Nepal",More Natural Disaster Research Urgent http://t.co/5Cm0LfZhxn via #JakartaPost +7216,natural%20disaster,bishop amat,natural disaster on you half ass rappers +7217,natural%20disaster,Ottawa,IRIN Asia | Red tape tangles Nepal reconstruction | Nepal | Disaster Risk Reduction | Natural Disasters http://t.co/q7LG6ncf7G +7219,natural%20disaster,,Expert Prepper: Financial Collapse Natural Disaster Failed Grid... http://t.co/5tf4CV4KeI http://t.co/KqYCFkcLr5 +7220,natural%20disaster,Canberra (mostly),Does more trust = more giving? Natural disaster yes - regular giving - maybe! | Pro Bono Australia https://t.co/rXG0BvBBuS via @ProBonoNews +7222,natural%20disaster,,The Return of Planet-X Book by Jaysen Rand Wormwood Natural Disaster Survivors http://t.co/k8cgZiirps http://t.co/d5sXGvp2pI +7225,natural%20disaster,U.A.E.,Washi is indeed 'A Natural Disaster' ???? +7233,natural%20disaster,,I added a video to a @YouTube playlist http://t.co/Ei5Z52tohR Natural Disaster Survival ep.7 '2079 Bacon Hair...' +7237,natural%20disaster,Modishthaan,RT Karnythia: Another #ErasureIsNotEquality example? Movies like The Impossible about a natural disaster in Thailand that focuses on white Û_ +7238,natural%20disaster,"Washington, DC area",@jonk @jamucsb Hopefully this vacation *doesn't* include an earthquake or other natural disaster! +7239,natural%20disaster,,New 15-Day Emergency food supply for natural disaster Earthquake Flood Tornado http://t.co/6hrlBLiIcO http://t.co/WS0nVDUZqW +7240,natural%20disaster,Interwebs,How You Can Help The Community In The Event Of A Natural Disaster - http://t.co/42LgdZXz62 +7243,natural%20disaster,,TRAIN ACCIDENT IN HARDA (M.P.) IS NOT NATURAL DISASTER. IT SHOWS FAILURE OF MINISTRY OF RAILWAY.PROPER CHECK AT FIXED INTERVAL IS NEEDED. +7245,nuclear%20disaster,"New York, NY",This was amazing. Probably couldn't have watched if still living in Japan. Scary. Nuclear Meltdown Disaster | Nova http://t.co/j00WxMJRya +7246,nuclear%20disaster,"Thessaloniki, Greece",Chronicles of #disaster:#Hiroshima in the #Yale Library #archives http://t.co/xqIqGMI0Op Calls to end 'absolute evil' of #nuclear #weapons +7249,nuclear%20disaster,Almost there ,"No authorities of Japan take responsibility about Nuclear disaster. +Nobody have confidence in safety of Nuclear Plants in Japan. +#AnonymousÛ_" +7257,nuclear%20disaster,Canada,Digital archive of public documents on the 2011 nuclear catastrophe at Fukushima launched. http://t.co/faJnMjNcxp +7258,nuclear%20disaster,Japan ,Less consuming less energy to avoid nuclear disaster again and again. +7259,nuclear%20disaster,Florida,truthfrequencyradio Third of US West Coast Children Hit with Problems Following Fukushima NUCLEAR DISASTER: FU... http://t.co/7ktvkW3sS0 +7262,nuclear%20disaster,Finland,http://t.co/kPbtBLRKsB Japan's Nuclear Disaster and it's ongoing side effects. +7263,nuclear%20disaster,,3 former executives to be prosecuted in Fukushima nuclear disaster http://t.co/uNTyEVXR4v +7269,nuclear%20disaster,NYC,Check out 'NOVA | Nuclear Meltdown Disaster' http://t.co/ZzxM74d7qV #PBS +7271,nuclear%20disaster, Stah-koomi-tapii-akii,Rare photographs show the nightmare aftermath of #Hiroshima | #NoNukes #Amerikkka #WhiteTerrorism #Nuclear #Disaster http://t.co/8tWLAKdaBf +7273,nuclear%20disaster,,3 former executives to be prosecuted in Fukushima nuclear disaster http://t.co/EmWU8Xksdu +7276,nuclear%20disaster,Brussels,Fukushima Watch - Fukushima Watch Nuclear Disaster: Welcome. Welcome To Fukushima Watch offering t... http://t.co/M0KJdlwKFB #fukushima +7279,nuclear%20disaster,Singapore,30 Years After the Chernobyl Nuclear Disaster via @fubiz http://t.co/N4B59iqm94 +7282,nuclear%20disaster,,"Safety by #Nuclear regulatory committee of Japan is already weakened by Authoritarian that caused Nuclear disaster +@nytimes @guardian @WDR" +7284,nuclear%20disaster,,The people who tweet and care about #Japan #Fukushima nuclear disaster are not the problem those who ignore are the problem. +7293,nuclear%20disaster,VA,@Lacci Yes it's a disaster. To shut down all nuclear power plants would be to reverse ALL the gains from renewables so far. +7298,nuclear%20reactor,Tokio / Tokyo,Nuclear-Deal: Indo-Japan pact lies at the heart of two US reactor-based projects: If Japan were to go ahead an... http://t.co/mvwdm9ZbcV +7303,nuclear%20reactor,,SEALED The Nuclear Regulatory Commission Reactor 1980 Record New Wave Art Rock http://t.co/FS9w33aczP http://t.co/7sywMf0EQU +7304,nuclear%20reactor,,"Nuclear-Deal: Indo-Japan pact lies at the heart of two US reactor-based projects - The Indian Express + +Read more... http://t.co/FMxmNNRDFe" +7305,nuclear%20reactor,"Haifa, Israel",US Navy Sidelines 3 Newest Subs http://t.co/qmAFzALxpL +7308,nuclear%20reactor,Finland,@MaximEristavi Meanwhile in Finland: Nuclear project with Russian Rosatom moves on http://t.co/ogkoeFvzrj +7313,nuclear%20reactor,,Finnish ministers: Fennovoima nuclear reactor will go ahead http://t.co/rcLgI3tWAi +7314,nuclear%20reactor,,#NuclearPower Global Nuclear Reactor Construction Market grew 4.5% between 2013 and 2014: Û_ Nuclear Reactor Co... http://t.co/BXPjjeQDrG +7321,nuclear%20reactor,,ThorCon: A Thorium Molten Salt Reactor System that can be built Now https://t.co/K90M1qoE9q #thorium #Auspol #climate #nuclearrcSA #nuclear +7322,nuclear%20reactor,Washington DC region,Steam pipe problems sideline US #Navy's 3 newest #submarines. #breaking news. My story at http://t.co/L8QFRdwBPg http://t.co/JrzjtqjSi7 +7327,nuclear%20reactor,,Navy sidelines three newest submarines pending steam plant inspections @defense_news writes: http://t.co/zTm4KPkLUn +7333,nuclear%20reactor,,they're gonna fucking steal a nuclear fission reactor +7336,nuclear%20reactor,Helsinki,Finnish Nuclear Plant to Move Ahead After Financing Secured http://t.co/S9Jhcf3lD7 @JukkaOksaharju @ollirehn @juhasipila +7339,nuclear%20reactor,Head of the Family,@AlbertBrooks Don't like the Ayatollah Khomeini Memorial Nuclear Reactor for the Annihilation of Israel? Racist! +7341,nuclear%20reactor,"Lemon Grove, CA","http://t.co/N6Semm2M6i + +SAN ONOFRE NUCLEAR REACTOR WASTE TO BE BURIED UNDER SHORELINE USING 3 BILLION IN TAX PAYER DOLLARS" +7346,obliterate,"Orlando, FL ",@TrinityFox_ he would obliterate anyone who gets in the way of sleep +7347,obliterate,USA,Watch Sarah Palin OBLITERATE Planned Parenthood For Targeting Minority Women! ÛÒ BB4SP http://t.co/JWfAAu1my5 +7349,obliterate,"Cape Coral, FL USA",It is insanity to call Climate Change more dangerous than Muslims wanting to obliterate America and Israel. https://t.co/aA6S66huXh +7351,obliterate,,@RondaRousey Though I am certain that you would obliterate me fighting you would be pretty cool +7353,obliterate,,@BattyAfterDawn @DrawLiomDraw he's a good cute. The kind of cute I want to obliterate. +7363,obliterate,"Denver|Boulder|Ft. Collins, CO",Watch local act Nathaniel Rateliff & the Night Sweats obliterate the #JimmyFallon show! Link: http://t.co/pHbt1nWNZT http://t.co/v1yH353emJ +7364,obliterate,trashcan somewhere in hell,@MilesWithTate but seeing the writers obliterate their characters will piss me off. So it's bad either way +7368,obliterate,"North Carolina, USA",This is progress? Weaponry to obliterate every trace of natural life? This is absolute total lunacy. #Hiroshima http://t.co/tBhiSukfvn +7370,obliterate,Seattle,@PauloSergioMDC @TheIranDeal @POTUS Those silly talks trusting a terrorist nation (who hates us) that has vowed to obliterate Israel. +7375,obliterate, ? they/them ?,mirajane as satan soul could obliterate me and step on my ashes any day +7376,obliterate,Bucks,@lionofjudah1948 @AmericanJewry The Nazis pursued their ambitions to obliterate a religion in Europe #Israel is trying to do the same +7379,obliterate,"Seattle, WA",@itsTiimothy bhill bruh you can obliterate beez +7382,obliterate,FL,Will Trump obliterate opponents as quick as Rousey? +7384,obliterate,Rhyming,I'd love to see a nigga try and diss the King haha he would OBLITERATE THEM. With no struggle! https://t.co/cwn2gT0r5p +7385,obliterate,,Im going to obliterate my lil bro in 2k15 either with the Cavaliers or 70-71 Lakers +7387,obliterate,,(rubs lamp greets genie) just need the 1 wish thanks. pls obliterate anyone who has used the hashtag #youcantsitwithus +7388,obliterate,,#dating Absolute Approaching: Unique 21-day course program to obliterate approach anxiety to get more dates. http://t.co/F6ZEiykZRL +7389,obliterate,United Kingdom,@Wadeycakes @ThunderCastTV you're right Thunder would obliterate you #HEYOOO +7394,obliterate,,@ohnoeunhae Hyukkie & Chullie aim to completely obliterate the ship that was Eunhae. +7396,obliterated,England,@KoscielnyFC Gabriel obliterated his fibula +7398,obliterated,,@Its2015America King O has obliterated the Constitution +7399,obliterated,,#interracial #sex #porn http://t.co/Kjh99CzHFe Derek Skeeter hasnÛªt obliterated a white girl on camera in about 2 years. Upon hearing thiÛ_ +7401,obliterated,,@AllOutAsh23_sN Heard you got obliterated and also that your brother/boyfriend ran out of the building crying last night. LOL. 'MD/VA!!!!' +7404,obliterated,"Grand Rapids, MI",Roquey and obliterated toy mollusk https://t.co/1qnRBXFr2v +7406,obliterated,Nanda Parbat,Mad kids and innocent people who had nothing to do with the war got obliterated smh +7409,obliterated,"Calgary, Alberta",@dinnerwithjulie because its been obliterated? +7411,obliterated,MIA,Shout out to fishtails your .75 cent natty light cans are going to be obliterated by yours truly +7417,obliterated,"London, UK",This Davies is why you don't play FM tired. Obliterated my budget http://t.co/CZ65rUoGXB +7420,obliterated,,you haven't ruined my day you've obliterated it into a million pieces and spit on it https://t.co/2B57rE5mzN +7422,obliterated,USA ,the 301+ feature on YouTube has been obliterated and I love it. +7423,obliterated,LastLevelPress.com,Took'em long enough. Good that they're making some amends though this has still obliterated their reputation. https://t.co/1g9s3KeASL +7427,obliterated,,@LeonC1963 @RomanGaul @Makrina91 Never realised how many conventional bombs the Yanks dropped on Japan prior 2 Nuks. They obliterated cities +7429,obliterated,"Calgary, Alberta, Canada",Disgusting! Drunk Meals 101: What To Cook When You're Totally Obliterated - http://t.co/CYa5jBWgge +7432,obliterated,"Metropolis, TX",mentions gotta be obliterated https://t.co/3iDFkZfXI9 +7435,obliterated,uchiha,way the Endurance wouldn't get obliterated the second it exited that wormhole. It would have probably been destroyed before hell Saturn +7436,obliterated,"Sydney, Australia",Remembering #Hiroshima 70 years on. Hundreds of thousands of lives obliterated 70 years of pain devastating... http://t.co/cZpJVJgXRp +7440,obliterated,"Nigeria,West African",The day Hiroshima through the eyes of the bomber crew and survivors http://t.co/AYEWJ8marn via @MailOnline +7441,obliterated,The best side of middlesbrough,Drake has absolutely obliterated meek mill ???????? +7445,obliteration,"San Diego, CA",Why did God order obliteration of ancient Canaanites? | Bible scholars say dire warnings lie hidden in ancient text http://t.co/waC5K25gBC +7448,obliteration,,Why Did God Order Obliteration of Ancient Canaanites? -Bible Scholars Say Dire Warnings for America LieÛ_ http://t.co/3eSqlK8xy1 #NEWS +7449,obliteration,,'I must not fear. Fear is the mind-killer. Fear is the little-death that brings total obliteration... http://t.co/oERI3uWnRY +7450,obliteration,Canada ,Need a conquest server on CTE they're all Russian Squad Obliteration servers at the moment. Lame. But only 105 ping on Russian server. ?? +7454,obliteration,,The schematization to Maintain Facts Dependable By virtue of Obliteration...XMwTE +7455,obliteration,"California, United States",#InsaneLimits #plugin enabled @'[XL] #1 Obliteration - xl-games.ru' using 8 limits +7460,obliteration,,Does Renovation Mean Obliteration? http://t.co/nntkiy7AXV #entrepreneur #management #leadership #smallbiz #startup #business +7462,obliteration,Harlem New York,'I must not fear/Fear is the mindkiller/Fear is the little-death that brings total obliteration/I will face my fear' #Dune #BlacklivesMatter +7464,obliteration,"Port Townsend, WA",@bradohearne Admin is the little death that brings total obliteration. +7466,obliteration,,Why did God order obliteration of ancient Canaanites? - http://t.co/yFN5yWkeye http://t.co/ozX5PmnQ6K +7468,obliteration,West,"@bcwilliams92 We do need to overturn SCOTUS ruling that Congress can't mess with +POTUS. Obliteration of Constitution Will Continue." +7469,obliteration,Wisconsin,"???? +Why did God order obliteration of ancient Canaanites? http://t.co/piUO0azRoQ" +7471,obliteration,U.S.A. ,[Chaos dancing in the streets | Why did God order obliteration of ancient Canaanites?] http://t.co/P7DLX1wFmC via @Michael_0000 +7472,obliteration,New Delhi,"Short story about indifference oppression hatred anger hope inspiration revolution retaliation and obliteration. + +'Fuck Them'" +7483,obliteration,KNOXVILLE TN USA,Why did God order obliteration of ancient Canaanites? http://t.co/8GqceARCaI via @worldnetdaily +7484,obliteration,United States,Why did God order obliteration of ancient Canaanites? http://t.co/3JdlEhxZ2V via @worldnetdaily +7485,obliteration,Virginia (USA),@KDonhoops Sure! Meek Mill accused Drake of not writing his own raps. Drake responds w/ obliteration of Meek's career. #OldFolkExplainStuff +7486,obliteration,The World,"AMAZING ANCIENT TEXT RENDERINGS! +------- +Carl Gallups Dr. Michael Brown and Mark Biltz weigh in on this... http://t.co/sifF4ITJZ0" +7487,obliteration,,@Jethro_Harrup How many Hangarback Walkers does your opponent need to have before you board in Infinite Obliteration? +7489,obliteration,,Here we are 70 years after the nuclear obliteration of Hiroshima and Nagasaki and IÛªm wondering iÛ_ http://t.co/fvkekft4Rs +7492,obliteration,Utopia ,This beautifully rapturous facade that we've poured life into has itself given birth to a deplorable fate our total obliteration. +7495,oil%20spill,,Refugio oil spill may have been costlier bigger than projected: A Plains All American PipelineÛ_ http://t.co/sryaFqj9gZ #globetrottingwino +7499,oil%20spill,,Refugio oil spill may have been costlier bigger than projected - http://t.co/6aUOT9vaIS http://t.co/j2SyewbHE2 +7500,oil%20spill,"Los Angeles, CA",#breaking #LA Refugio oil spill may have been costlier bigger than projected http://t.co/5ueCmcv2Pk +7506,oil%20spill,,National Briefing | West: California: Spring Oil Spill Estimate Grows: Documents released on Wednesday disclos... http://t.co/PsYWDxCCmj +7508,oil%20spill,,Got the gas and the splash like an oil spill. +7509,oil%20spill,,PODCAST: Oil spill anniversary http://t.co/wVdAVXTDaq +7511,oil%20spill,Houston,'California: Spring Oil Spill Estimate Grows ' by THE ASSOCIATED PRESS via NYT http://t.co/gPKkHhBRIy +7516,oil%20spill,Somewhere Out There,Refugio oil spill may have been costlier bigger than projected: A Plains All American Pipeline oil spill... http://t.co/lCQFI3LMAf #MLB +7524,oil%20spill,"Arlington +",When the Government couldn't figure out how to plug the Gulf oil spill so Chuck Norris plugged it...with his fist. +7538,oil%20spill,Australia,"NSW - BANKSTOWN Stacey St at Wattle St +HAZARD Oil spill +Started today 11:38am last checked today 11:54am +Impact:... http://t.co/5ze5Z6BjLi" +7539,oil%20spill,Los Angeles,Refugio oil spill may have been costlier bigger than projected http://t.co/d7FdCLU404 +7541,oil%20spill,Dallas,'California: Spring Oil Spill Estimate Grows ' by THE ASSOCIATED PRESS via NYT http://t.co/kUiecEtK2z +7546,outbreak,,Families to sue over Legionnaires - More than 40 families affected by the fatal outbreak of Legionnaires' disease ... http://t.co/urbl692Syj +7549,outbreak,Nigeria,Families to sue over Legionnaires: More than 40 families affected by the fatal outbreak of Legionnaires' disea... http://t.co/yfsD4xS7lc +7562,outbreak,,Families to sue over Legionnaires: More than 40 families affected by the fatal outbreak of Legionnaires' disea... http://t.co/z16jNX3LQe +7564,outbreak,"Dunwoody, GA",Legionnaires' Disease: What's Being Done to Stop Deadly Outbreak http://t.co/Ud96b7ThsV +7567,outbreak,"FCT, Abuja ",Mumps outbreak at University of Illinois grows http://t.co/7xYkuJylX0 #SEBEE +7572,outbreak,,Families to sue over Legionnaires: More than 40 families affected by the fatal outbreak of Legionnaires' disea... http://t.co/A6xRnI8XHg +7574,outbreak,"Nashville, Tennessee",Families to sue over Legionnaires: More than 40 families affected by the fatal outbreak of Legionnaires' disea... http://t.co/RJEN6iMWPI +7575,outbreak,Dubai,Families to sue over Legionnaires: More than 40 families affected by the fatal outbreak of Legionnaires' disea... http://t.co/boZfh1M3wb +7586,outbreak,,Families to sue over Legionnaires: More than 40 families affected by the fatal outbreak of Legionnaires' disea... http://t.co/6oPYSf87K2 +7592,outbreak,,More than 40 families affected by the fatal outbreak of Legionnaires' disease in Edinburgh areÛ_ http://t.co/XpvKqME5Ls +7596,pandemonium,"Lagos,nigeria",Pandemonium In Aba As Woman Delivers Baby Without Face (Photos) http://t.co/s9fJTsGbmd +7597,pandemonium,LND Greatest City In the World,What scenes at Trent Bridge England could win the #Ashes today at this rate! #Pandemonium +7599,pandemonium,London,@misslyndaleigh The Original Lust Angel her self Miss Leigh swooping down to cause mayhem & pandemonium x http://t.co/BAnve2Xw4n +7606,pandemonium,"Loreto College, Mullingar",This time next week there will be absolute pandemonium in several homes around Westmeath with some carefully... http://t.co/nwfNxs4rIE +7615,pandemonium,Nigeria,Pandemonium In Aba As Woman Delivers Baby Without FaceåÊ(Photos) http://t.co/BUKDVKuRTw +7618,pandemonium,Nigeria,Welcome to http://t.co/4XsCjtvmmM: Pandemonium In Aba As Woman Delivers Baby Without... http://t.co/2tTsTvbgIx +7620,pandemonium,"Toronto, Canada",On the Christie Hillside: Game 4 - Pandemonium at the Pits http://t.co/sRCKaWAndm @IBLMapleLeafs @IBL1919 http://t.co/dtImtSQu7z +7624,pandemonium,lagos,: Pandemonium In Aba As Woman Delivers Baby Without Face (Photos) - http://t.co/mA7cbwuCpd' +7625,pandemonium,Los Angeles,Pandemonium In Aba As Woman Delivers Baby Without Face (Photos) - http://t.co/69rJXT5Y5t +7629,pandemonium,Jabalpur,Bihar Assembly fails to transact business due to pandemonium http://t.co/stp2Rsm3Af http://t.co/Dx8zBWAr4k +7632,pandemonium,,I'll be at SFA very soon....#Pandemonium http://t.co/LC1cMx1mPb +7636,pandemonium,"Durham, NC",The move Saturday --> #Mirage! 400 N. West st. Raleigh NC 21+ http://t.co/bXdaTWjNHS Tickets at: http://t.co/7hAnPcr5rK +7637,pandemonium,Nigeria|| Lagos,Pandemonium In Aba As Woman Delivers Baby Without Face (Photos): According to eye witnesses in Ogbor Hill in A... http://t.co/lJYIG8RBOQ +7646,panic,sad,Panic - Sublime with Rome +7655,panic,St. Louie,@Kayhow21 I may have a panic attack during this coinflip +7658,panic,,@SixSecondCov he sounds more like panic at the disco ?? +7660,panic,Louisiana the real La,"Tried 2 4get +Feelings of death +Invading panic spawns +Can't concentrate +No 1 relates +Stealing all the light +Spreading thin a soul in sections" +7664,panic,"Corpus Christi, Texas","Don't blame the messenger. Food panic in Venezuela. 1 minute video.Thanks SHTFPlan! +https://t.co/QBSTQXA6QX" +7665,panic,they/them or she/her,@puzzledtriangle please inform me of that date because that song very accurately reflects the panic of the week before +7666,panic,Narnia,I added a video to a @YouTube playlist http://t.co/hLeON4klNR Panic! At The Disco: I Write Sins Not Tragedies [OFFICIAL VIDEO] +7667,panic,,Panic attacks are always lovely +7673,panic,"North Devon, UK ",Now playing : Roppongi Panic [22PM] by @candydulfer #listen at http://t.co/ozoD1fdgas - Buy it http://t.co/8IZn6fw2qe http://t.co/uhgHpUiivf +7676,panic,,Confession 8 I smoked a whole bowl of the holy meca and had a panic attack +7682,panic,,someone hold my hand and tell me ITS OKAY because I am having a panic attack for no reason +7684,panic,,Sending your kid to college? Don't panic! Check out coping tips from a rabbi/social worker: http://t.co/7HEaFOGkOU http://t.co/6bj2yf7pC7 +7690,panic,Narnia,I added a video to a @YouTube playlist http://t.co/DzHDBiajS5 Panic! At The Disco: The Ballad Of Mona Lisa [OFFICIAL VIDEO] +7697,panicking,leicester,@underrrtow molly send help im panicking over 6th form clothes what do i do +7700,panicking,,@bexrayandvav if it makes you feel better we have started panicking about how close freshers is and how unprepared we are :l +7704,panicking,,Highlight of my summer???? panicking on Estrella TV ???? +7705,panicking,,Need stop panicking when I'm driving and people are behind me who I know ???? always stall ?? +7706,panicking,"Brooklyn, NY",BizInsider: People are finally panicking about cable TV - Traditional TV is continuing to have trouble competing w... http://t.co/X0Xnpc1y3t +7708,panicking,,@snapharmony : People are finally panicking about cable TV http://t.co/boUa80Z5Wf +7709,panicking,Italia,#Business People are finally panicking about cable TV http://t.co/FcfSSlxMy2 http://t.co/9xFzkpdmQz +7710,panicking,"Philadelphia, PA",I deserve a goddamn medal for dealing with this basement flood without panicking +7713,panicking,omaha neblastya,I'm panicking like crazy and I need you +7716,panicking,Home is wherever I am ,@ScarFacedCully Really cause you're spending more time panicking when you could be there +7726,panicking,9.25.14?8.5.15?10.6.15 | gen?,this is from my show last night and im still panicking over the fact i saw sweaty ashton with my own two eyes http://t.co/yyJ76WBC9y +7729,panicking,,@Sawyer_DAA @GuerrillaDawg worst feel in DS when u panicking during boss fight and you chug two estus and the boss kills you while u drink +7730,panicking,,@RudyHavenstein @zerohedge isn't it just zerohedge readers who are panicking? For everyone else it's summer time trade. +7732,panicking,,My day isn't going the way I planned so I'm low key panicking. GIMME BACK MY AIR!!! +7734,panicking,Bedford,@milefromhome ??.. Don't.. I'm panicking.. +7740,panicking,,People are finally panicking about cable TV http://t.co/P49OCqkUTJ +7741,panicking,,"Sitc + +Make sure everyone can enjoy themselves without panicking and having bad anxiety due to bad organisation skills and shocking security" +7745,police,,Police arrest suspect in killing of Mexican journalist and 4 women http://t.co/uvxLZhIG4R +7757,police,Wolverhampton ,A man tried to steal my phone I saw ye police near me and punched him and started shouting for them. I ran after him for two miles.... +7762,police,"Gresham, OR",FOLLOW-UP at 4700 BLOCK OF SW 11TH ST GRESHAM OR [Gresham Police #PG15000044153] 17:00 #pdx911 +7770,police,,"Stockton Shooting Kills One Officers Investigating: STOCKTON ÛÓ +Stockton police are investigating a shooting t... http://t.co/7vnrB5kurU" +7776,police,,EFF and MuckRock run census to find out how local police track your biometrics http://t.co/vA9PvpS9Dj +7777,police,"Portland, Oregon",Acting Public Information Officer (PIO) Until Monday August 10 http://t.co/FEBu2dH9Hs http://t.co/DsxV9p4eBz +7778,police,Philadelphia & Worldwide,Police: Tennessee theater shooting suspect was 29 http://t.co/CthoDZpLW3 #Philadelphia #News +7779,police,Uganda l Africa l Worldwide. ,#Np love police @PhilCollinsFeed On #LateNiteMix Uganda Broadcasting Corporation. UBC 98FM #Radio/ #Uganda / #MbbLive +7782,police,"Pennsylvania, USA",@tcbinaflash77 honestly I can't understand why @chanelwestcoast is blaming the police when she wasn't cuffed buy them. #1oak +7786,police,Nigeria,Now Trending in Nigeria: Police charge traditional ruler others with informantÛªs murder http://t.co/DQhpm4A5qY +7791,police,"Portland, OR",ASSIST - CITIZEN OR AGENCY at NE LLOYD BLVD / NE OREGON ST [Portland Police #PP15000266835] 17:11 #pdx911 +7792,police,"Colorado, The Mile High City",@longshipdriver the police here in the U.S. need to stop killing people +7794,police,,?? #Police Gents Dart #Watch Stainless Steel Bracelet and White Dial + Gift Box http://t.co/jM85C2uXQY http://t.co/SRogObPiiv +7795,quarantine,mumbai,chickmt123: #letsFootball #atk WIRED : Reddit will now quarantine offensive content http://t.co/wvn6GrIyPq (httpÛ_ http://t.co/pgIHchdURJ +7796,quarantine,,#callofduty #advancedwarfare COD Advanced Warfare Reckoning DLC 4 Quarantine Gameplay http://t.co/huNMYHyAHp +7798,quarantine,"Philadelphia, PA USA",Reddit Will Now Quarantine Offensive Content via #Wired http://t.co/g8EF8dU9Cy +7805,quarantine,,@astolfialessio Reddit Will Now Quarantine Offensive Content http://t.co/XQkcD0qV3c +7806,quarantine,,@kirillzubovsky your Tweet was quoted by @WIRED http://t.co/E90J3vJOLc +7808,quarantine,,Changelessly handle dominant quarantine folders toward yours solemnity: hjt http://t.co/ccTt1mY7FA +7811,quarantine,Italy,New post: 'Reddit Will Now Quarantine Offensive Content' http://t.co/ZuyTIBdIRk +7814,quarantine,San Jose,Reddit Will Now Quarantine Offensive Content >> http://t.co/WcIzstXk4f +7819,quarantine,"New Jersey, USA",Reddit Will Now Quarantine Offensive Content http://t.co/KDc97PrQcc +7820,quarantine,2014.02.14~ing,'Quarantine.' Enforced isolation to prevent contamination that could lead to disease or in some cases death. +7825,quarantine,Milano,Reddit Will Now Quarantine Offensive Content: Reddit co-founder and CEO Steve Huffman has unveiled more specif... http://t.co/EkZmMxU9GN +7829,quarantine,"Johnson County, Kansas",Metal detectors protect public places from guns. Why not mental illness detectors to stop crazy shooters? And quarantine weirdos w/weapons.. +7834,quarantine,#Bitcoinland,? http://t.co/jGRA7oOISN #Reddit Will Now Quarantine Offensive Content #wired #tech http://t.co/0lTJzyrdS3 ? http://t.co/GvKDAQ4vkh +7836,quarantine,"Mumbai , India",Reddit Will Now Quarantine Offensive Content: Reddit co-founder and CEO Steve Huffman has unveiled more specif... http://t.co/Epd8pLtrWP +7838,quarantine,Maryland,Reddit Is Planning to 'Quarantine' Its Most Toxic Communities http://t.co/KlVxYN2EJK #mcgtech +7841,quarantine,New York,Reddit updates content policy promises to quarantine Û÷extremely offensiveÛª communities http://t.co/GJKCALiUHk +7845,quarantined,"ÌÏT: 41.106046,-80.657836",Ebola Outbreak: Alabama Man Tested Negative For Virus 6 Firefighters 2 Family Members Quarantined - https://t.co/lCpR20USYL +7846,quarantined,"darwins, au ",Reddit's new content policy goes into effect many horrible subreddits banned or quarantined http://t.co/aXqgUKn8Yz http://t.co/P1USSSv5Wa +7853,quarantined,"Springfield, MO",Reddit's new content policy goes into effect many horrible subreddits banned or quarantined http://t.co/VdvLatelsJ http://t.co/OK2SFDN1I8 +7856,quarantined,"brisbane, australia",#hot Reddit's new content policy goes into effect many horrible subreddits banned or quarantined http://t.co/sqHDrl7uKG #prebreak #best +7858,quarantined,china,Top link: Reddit's new content policy goes into effect many horrible subreddits banned or quarantined http://t.co/HyCmg4ZKY1 +7859,quarantined,,Alabama Home Quarantined Over Possible EbolaåÊCase http://t.co/cGKy5rw9cw +7866,quarantined,Reddit,[Serious]Now the Admins have banned certain volatile subreddits which ones are you surprised haven't been removed/quarantined yet? Û_ +7875,quarantined,Venezuela,Officials: Alabama home quarantined over possible Ebola case http://t.co/juW5wtOqB0 +7879,quarantined,,http://t.co/AyLATPE073 Reddit's new content policy goes into effect many horrible subreddits banned or quarantined http://t.co/lNJD4Ey40J +7884,quarantined,someplace safe,@famoushorse they haven't applied bans consistently. The Jew hating sub is only 'quarantined' +7886,quarantined,"Bronx, New York",Alabama home quarantined over possible EbolaåÊcase https://t.co/jr4k7IiSbu +7890,quarantined,"Chattanooga, TN",@freeagent1717 @ChaseIngram @amandagiroux28 lol I saw something like that last cops was quarantined taking him out the house etc +7892,quarantined,,Top link: Reddit's new content policy goes into effect many horrible subreddits banned or quarantined http://t.co/FEpjk1wEjD +7896,radiation%20emergency,"Pretoria, South Africa",You knew that Israel is a world leader in lifesaving emergency services. And now looking far beyond Haiti and... http://t.co/49N6YzAjvd +7899,radiation%20emergency,?x??p = ?/2,Japan NRA proposes raising maximum radiation dose to 250 mSv for nuclear plant workers in emergency situations. http://t.co/Iqb8YH6hHT +7900,radiation%20emergency,"Kuala Lumpur, Malaysia",Jerry Brown declares state of emergency over wildfires drought street gangs radiation dead fish LGBT mania air pollution unemployment +7901,radiation%20emergency,Morganton GA,On 7/30/2015 Radiation council of Japanese government admitted the reform bill to raise the dose limit from 100... http://t.co/6bTeSV9CdM +7904,radiation%20emergency,"Salem, OR",SB228 [Passed] Relating to sources of radiation; and declaring an emergency. http://t.co/D1xlFKNJsM +7911,rainstorm,nipple squad makes me happy,DOES ANYONE REMEMBER WHEN 5SOS CAME W 1D ON THE TMH TOUR WE HAD A GIANT RAINSTORM AND LAST NIGHT WE HAD ONE ALSO. @5SOS STOP BRINING RAIN +7917,rainstorm,,Another fun night. My daughter gets a flat tire on her car. Calls and doesn't know how to change it. Worst rainstorm all year. Now she knows +7919,rainstorm,"Secane, PA",Approaching rainstorm http://t.co/3YREo3SpNU +7920,rainstorm,,Severe rainstorm in Italian Alps causes landslide killing three near ski resort http://t.co/DzKOKka1Eh +7921,rainstorm,Keffi,Landslide in Italian Alps kills three: ROME (Reuters) - Three people were killed when a severe rainstorm in th... http://t.co/2pZ9t2FnSz +7922,rainstorm,,@Robot_Rainstorm I'm interested. Is it through Yahoo? +7925,rainstorm,,Landslide in Italian Alps kills three - ROME (Reuters) - Three people were killed when a severe rainstorm in the I... http://t.co/i1i1Qp5VrO +7927,rainstorm,,Photo: Rainstorm On The Way To Brooks NearåÊDinosaur Provincial Park Alberta July 11 2015. http://t.co/Mp9EccqvLt +7928,rainstorm,"Kent, United Kingdom",Landslide in Italian Alps kills three: ROME (Reuters) - Three people were killed when a severe rainstorm in th... http://t.co/GX1UXeY57B +7931,rainstorm,"Memphis, TN",driving home after a fairly large rainstorm makes me wonder how some of y'all manage to drive when it's dry out +7942,rainstorm,WorldWide,'I shut my eyes and the music broke over me like a rainstorm.' - Sylvia Plath (via petrichour) http://t.co/ULS9OEkX8M +7946,rainstorm,"Phoenix, AZ",Landslide in Italian Alps kills three: ROME (Reuters) - Three people were killed when a severe rainstorm in th... http://t.co/mBPWr0fUvJ +7947,rainstorm,"Calgary, Alberta",@WerdEmUp It's already been messed up thanks to an earlier rainstorm. Needs to go in for maintenance anyway. +7948,rainstorm,"Banner Elk, NC",Welcome to Avery County! Just your everyday rainstorm. https://t.co/0Lw6GyeAgB +7951,rainstorm,,rainstorm?? +7956,rainstorm,South East Florida,@SavanahResnik @CBS12 I would hide out at the Coldstone at monterrey and us 1. Great place to wait out a rainstorm. +7961,razed,Harare,#CecilTheLion The Latest: More Homes Razed by Northern California Wildfire - New York Times: ... http://t.co/Vi05Yq85Ly #Harare #263chat +7964,razed,Kaneville,'The Latest: More Homes Razed by Northern California Wildfire' by THE ASSOCIATED PRESS via NYT http://t.co/rDF0ZuW7lZ +7966,razed,,#?? #?? #??? #??? The Latest: More Homes Razed by Northern California Wildfire - New York Times http://t.co/IPnHSIyorc- +7967,razed,San Francisco,? Razed In Black - Whipped ? http://t.co/oAE9LgtCtI #nowplaying +7974,razed,Abuja,The Latest: More Homes Razed by Northern California Wildfire - ABC News http://t.co/55IdFT20A2 http://t.co/2VSX1yO5hT +7975,razed,Try looking at the map?,@RazeD_ yea in this photo +7979,razed,,The Latest: More Homes Razed by Northern California Wildfire - ABC News http://t.co/ATokCD74bA +7985,razed,California,ABC News The Latest: More Homes Razed by Northern California Wildfire ABC News The latest onÛ_ http://t.co/RruNs5rDz5 +7986,razed,Digitosphere,World News>> 'The Latest: More homes razed by Northern California wildfire - http://t.co/M6OK4EH3ob' http://t.co/VGa0OhB6XF +7993,razed,University of Alabama,From the Archive: National Poetry Month: Anterior of a Razed Room http://t.co/7ARN4OBiyC +7995,razed,,The Latest: More homes razed by Northern California wildfire - SFGate http://t.co/65hunplHYB +7997,razed,"New York, USA",Guess who's got a hilarious new piece on @RazedOnIt? @honeystaysuper! 51 Things You Should Never Say to a Mother Ever http://t.co/ikRHIb9x0a +7998,razed,,The Latest: More Homes Razed by Northern California Wildfire - ABC News http://t.co/ORdoKfUIBm +8004,razed,,The Latest: More Homes Razed by Northern California Wildfire - ABC News http://t.co/lj4J54vxq3 +8007,razed,,The Latest: More Homes Razed by Northern California Wildfire - ABC News http://t.co/VP6wbXMZmj +8011,refugees,Kansas KS,'imagine an entire aisle dedicated to making people look like serbian refugees.' - director of whole foods clothing section +8014,refugees,Nigeria,12000 Nigerian refugees repatriated from Cameroon http://t.co/LeLYa0vDOg read ///// +8022,refugees,Toulouse Haute-Garonne France,Top story: @ViralSpell: 'Couple spend wedding day feeding 4000 Syrian refugeesÛ_ http://t.co/QAYayzh0fL see more http://t.co/oTqbHd2akn +8027,refugees,,Wow! Some powerful thoughts on the language we use to talk about groups of people on the move: https://t.co/KRbpf4Tp4I +8033,refugees,,wowo--=== 12000 Nigerian refugees repatriated from Cameroon +8041,refugees,Hannover,Top story: @ViralSpell: 'Couple spend wedding day feeding 4000 Syrian refugeesÛ_ http://t.co/5lMo710D5f see more http://t.co/G9LREAlToJ +8042,refugees,,./.....hmm 12000 Nigerian refugees repatriated from Cameroon http://t.co/FVTj8qwJZW /( +8046,refugees,"Shellharbour, Wollongong",.@PeterDutton_MP Maintaining the integrity of our borders while not maintaining human rights of our refugees. Nice trade off. +8048,refugees,,Newlyweds feed Syrian refugees at their wedding http://t.co/DGjBuGxH9E #changetheworld #SyrianRefugees +8050,refugees,,...//..// whao.. 12000 Nigerian refugees repatriated from Cameroon http://t.co/aVwE1LBvhn +8051,refugees,,Refugees as citizens - The Hindu http://t.co/GJSaAf3U6K +8052,refugees,lbtidronegirlshell ,Still wonder why they will do anything to have a life anywhere. Wars u support CAUSE refugees open boarders. #auspol https://t.co/3MjtE74AiW +8053,refugees,,reaad/ plsss 12000 Nigerian refugees repatriated from Cameroon +8054,refugees,Europa,"More dirtylying dishonest #refugees for the #UK. +http://t.co/3m7amh1E33 + +#WhiteGenocide #gays #Britain #British http://t.co/FzOv8WcbYI" +8059,rescue,,@bcook28 @zacktiller30 bring in the rescue squad ?? +8063,rescue,Chicagoland and the world!,Florida Firefighters Rescue Scared Meowing Kitten from Vent Shaft http://t.co/RVKffcxbvC #fire #firefighter +8072,rescue,,@X_Man_Kitty @WolvenBeauty @_NickWilson__ //Shit...alright time to launch a black ops mission to rescue my alpha +8075,rescue,U.S.A. FEMA Region 5,Last Chance Animal Rescue has 3 new posts. http://t.co/qtEqA5kvpy #animalrescue | https://t.co/ec46LyQQc6 +8076,rescue,,@wcvh01 @1233newcastle @aaronkearneyaus @LesMcKeownUK PS I notice you are a vet?? I rescue kitties ?? .thank you for your service ?????????? +8077,rescue,,Officials rescue 367 migrants off Libya; 25 bodies found - Fox News http://t.co/9CAignPR6S #NoAgenda #MvDint +8078,rescue,"Chillicothe, OH",kayaking about killed us so mom and grandma came to the rescue. +8080,rescue,,8' MTech Assisted Open RESCUE Pocket Knife - NEW BLUE MT-A801BL zix http://t.co/51n2rZEBis http://t.co/P4lNbjDo0x +8082,rescue,USA,Beauty Deals : http://t.co/eUd317Eptp #4552 Lot of 50Mixed Colors 7.5' Scissors FirstAid Princess Care Rescue TrÛ_ http://t.co/mAHkV79SmW +8086,rescue,"Lexington, KY","If a picture is worth a thousand words what would this one say?? + +How a Lexington veterinarian's passion for... http://t.co/Y8dY39OhAL" +8090,rescue,,"Revel8ion Media recently went out to support the 'Rocky Fire' rescue efforts. This is what we filmed. +#RockyFire http://t.co/Haxz4XLs8d" +8092,rescued, Kaijo High School,I donÛªt want to be rescued either #bot +8093,rescued,,Val rescued the sister but alone died. In the end she wasn't selfish. It was beautiful but very sad #emmerdale +8099,rescued,Summerside,Worker rescued from top of Central Street water tower in Summerside http://t.co/MkMlCTYmee +8104,rescued,Canada,10-Month-Old Baby Girl was Rescued by Coastguard after She Floated HALF A MILE Out to Sea! http://t.co/kJUzJC6iGD +8107,rescued,"London, UK",So @edsheeran just rescued this year's #FusionFestival http://t.co/I6ldEtwB6h http://t.co/XUnS3zHIxa +8108,rescued,,I just rescued you in MGS Ground Zeroes @HIDEO_KOJIMA_EN haha. Amazing...Sept 1st cant come soon enough :) +8114,rescued,"Hollywood, CA",Stewart bought a new property earlier this year w/ the intention of providing a sanctuary for rescued farm animals. https://t.co/ExXtboah8h +8115,rescued,Niger State,Three suspects in police net for kidnapping & trafficking a 4month old Baby from Kontagora to Aba# Baby rescued alive. +8117,rescued,"Burnley, Lancashire",British trekkers rescued amid flash floods in Himalayas - BBC News +8123,rescued,"Pembroke Dock, Wales",SkyNews: Migrant Boat Tragedy Survivors Arrive In Italy - Migrants rescued http://t.co/FORBy6MmKp +8124,rescued,,nigeriantribune: 4 kidnapped ladies rescued by police in Enugu | Nigerian Tribune http://t.co/7hmHpl1Z4y +8127,rescued,,NAIROBI Kenya (AP) ÛÓ Two people died and 25 others were rescued after a passenger boat with about two dozen passengers collided with a +8132,rescued,Patra-Greece.,Incheon Prosecutors Office: Drop the charges against Nami Kim who rescued two puppies from 'Dog Hangi... https://t.co/vWzX2P6Dnk via @Change +8134,rescued,Hyderabad Telangana INDIA,Britons rescued amid Himalaya floods http://t.co/8f2YBus2Vk +8139,rescued,"Bath, England",New-born piglet running down a national speed limit road is rescued #oink #Dorset http://t.co/dOMvOx2Oui http://t.co/iEVdj6KBU2 +8145,rescuers,"ÌÏT: 50.953278,-113.978785",Rescuers recover body of 37-year-old Calgary man from lake near Vulcan http://t.co/araUSJvsy9 http://t.co/U7ZWlk8THX +8148,rescuers,"Rome, IT",#italy Hundreds of Migrants Rescued After Boat Capsizes Off Libya: Rescuers saved 400 people though 25 died w... http://t.co/e48syD5N1E +8151,rescuers,Worldwide,VIDEO: 'We're picking up bodies from water': Rescuers are searching for hundreds of migrants in the Mediterran... http://t.co/WvMHX5tiel +8152,rescuers,,Rescuers are searching for hundreds of migrants in the Mediterranean after a boat carrying as many as 600 peopleÛ_ +8153,rescuers,"Los Angeles, CA 90045",Bay Whale Worries Rescuers http://t.co/nfKTvVLWHm +8157,rescuers,"Orange County, California ",The Rescuers and The Rescuers Down Under are on NetflixÛ_ YouÛªre welcome. +8160,rescuers,,Fears over missing migrants in Med: Rescuers search for survivors after a boat carrying as many as 600 migrantsÛ_ http://t.co/UUHNC8ZkOW +8166,rescuers,,VIDEO: 'We're picking up bodies from water': Rescuers are searching for hundreds of migrants in the Mediterranean after a boat carryi... +8167,rescuers,9 Benua Ltd.,VIDEO: 'We're picking up bodies from water': Rescuers are searching for hundreds of migrants in the Mediterran... http://t.co/xJm6Snk1G0 +8173,rescuers,"Paradise, NV",WomanÛªs GPS app guides rescuers to injured biker in Marin County http://t.co/hKv8XKtU2k +8174,rescuers,"ÌÏT: 7.384559,3.8793718",VIDEO: 'We're picking up bodies from water': Rescuers are searching for hundreds of migrants in the Mediterran... http://t.co/biiiYi7DaE +8178,rescuers,,News Break Nigeria Rescuers search for survivors after a boat carrying as many as 600 migrants capsizes in the... http://t.co/lNiTVT7B53 +8179,rescuers,,Photo: theonion: Rescuers Heroically Help Beached Garbage Back Into OceanåÊ http://t.co/YcSmt7ovoc +8185,rescuers,Florida,When Rescuers Found Him He ... http://t.co/sTDCdHQxJX +8186,rescuers,"Manado,Sulawesi Utara",VIDEO: 'We're picking up bodies from water': Rescuers are searching for hundreds of migrants in the Mediterran... http://t.co/XfS3pJhFh9 +8192,riot,"Portland, OR",@CHold ironically RSL call their stadium the Riot +8193,riot,"Wakefield, England",If John Bateman scores we riot... https://t.co/zuPz8ZlO2X +8194,riot,"Las Vegas, NV",@CazorlaPlay Fran. Hey check out the Secret on how to get 325.000 Riot Points LoL Check it on my Bio Profile +8197,riot,,"@AlexandBondarev Discovered by @NickCannon + Listen/Buy @realmandyrain #RIOT on @iTunesMusic @iTunes https://t.co/dehMym5lpk Û_ #BlowMandyUp" +8198,riot,,Stuart Broad Takes Eight Before Joe Root Runs Riot Against Aussies: Stuart Broad took career-best figures of 8... http://t.co/2UmwMG7lvN +8199,riot,,"@hawk_nancy Discovered by @NickCannon + Listen/Buy @realmandyrain #RIOT on @iTunesMusic @iTunes https://t.co/dehMym5lpk Û_ #BlowMandyUp" +8200,riot,,To All The Meat-Loving Feminists Of The World Riot... http://t.co/tNI5SCpBMA #followme | https://t.co/OFtj2sXYPf http://t.co/lVYemK99uV +8206,riot,,To All The Meat-Loving Feminists Of The World Riot Grill Has Arrived http://t.co/7TMBbGxSK8 @OwenHarris82 +8207,riot,California,To All The Meat-Loving Feminists Of The World Riot Grill Has Arrived http://t.co/MK9ZIp2ro7 +8220,riot,San Francisco,@Riot_Sweet @jfwong @MtgoDoc @JoshLeeKwai wait.. what dates?? ill be at MSG and PAX =( +8222,riot,,#ModiMinistry Stuart Broad Takes Eight Before Joe Root Runs Riot Against Aussies http://t.co/rc22r1xlIs +8227,riot,#sundaunited,I'm Role Play of Ulzzang Park Hyung Seok. 92 Liners. Be bleased with me. I'll do the same. +8228,riot,,To All The Meat-Loving Feminists Of The World Riot Grill Has Arrived: Pop quiz! Which do you prefer: feminist... http://t.co/MoGytSxvOa +8229,riot,NYC,Matt Baume Digs Into the the Controversial Û÷StonewallÛª Trailer and Who the Real Heroes of the Riot Were: VIDEO http://t.co/HRoxD1qpua #gay +8230,riot,U.K.,Riot police intervene after Southampton and Vitesse Arnhem supporters clash: Û¢ Fans clash in buildup to second legÛ_ http://t.co/I8GX67wbGv +8233,riot,Global,Riot police intervene after Southampton and Vitesse Arnhem supporters clash: Û¢ Fans clash in buildup to second... http://t.co/OBBcoMKAWf +8248,rioting,GO Bucks!,"we shootn each other over video games................wow ghee sad +but I still don't see no rioting no walks no... http://t.co/O423U56yPh" +8249,rioting,,#BHRAMABULL Watch Run The Jewels Use Facts to Defend Rioting in Ferguson: The socially minded duo takes on the... http://t.co/9iP2vqHFWi +8255,rioting,Cali,Swear to god if they make faker play kog I'm rioting +8260,rioting,Tri-State,#BHRAMABULL Watch Run The Jewels Use Facts to Defend Rioting in Ferguson: The socially minded duo takes on the... http://t.co/y9eTXHCvjr +8263,rioting,Azeroth,@amiestager there's better alternatives than rioting and if we don't kill them they'll kill us... +8265,rioting,#DCjacobin,I have stopped trying to figure out if THIS will be the misogyny/racism/religion-fueled shooting that will incite rioting. +8268,rioting,,'Dont use \Allahuakbar\'' and start rioting. Do you guys even listen to yourselves? #SHAME''' +8269,rioting,Davis,@abbydphillip @dahboo7 Shh...it's only OK for the puny 13% black population to get mad. The gov can't control the majority rioting. +8272,rioting,,@foxandfriends where is protest looting and rioting that is for ignorant people +8273,rioting,å©hicago,@brownblaze on tumblr the day/night of it was all over. The first I heard anything about it anywhere elsewere simply reports of rioting. +8275,rioting,"Manhattan, NY",Why are we not rioting in the streets for change/a future? We outnumber lobbyists! #WakeUpAmerica #CleanPowerPlan http://t.co/sONJy4HK46 +8277,rioting,Portland,#DebateQuestionsWeWantToHear Are these thugs or boys being boys? https://t.co/T0aZ5d9BHK +8281,rioting,"Dublin, Ireland",.@runjewels appear in a new video by @BBC defending the riots in Ferguson: http://t.co/veh1seVDKO http://t.co/h2GziEfJXt +8282,rioting,Liverpool,Half of Australia is currently rioting because they think 'Extras' is an aboriginal cricketer stealing their sport. +8290,rioting,,http://t.co/DYKYpy3vA5 Cindy Noonan@CindyNoonan-Heartbreak in #Baltimore #Rioting #YAHIstorical #UndergroundRailraod +8293,rubble,London,Outrage as dog found buried alive in rubble http://t.co/vrNRrpoHm8 +8299,rubble,USA,home loan: JPMorgan builds up apartment-loan leader from WaMu rubble By David Henry NEW ... http://t.co/IT6wXiCorl #badcredit #loans +8302,rubble,Worldwide,#360WiseNews : China's Stock Market Crash: Are There Gems In The Rubble? http://t.co/QDwRjmmk89 +8303,rubble,UberlÌ¢ndia - MG - Brasil,China's Stock Market Crash: Are There Gems In The Rubble? http://t.co/7R7ADdVbsX +8305,rubble,Diantara Temlen Laksani,RT PemantauJKT48: China's Stock Market Crash: Are There Gems In The Rubble? http://t.co/g0En3ELVCL via melodyJKTÛ_ http://t.co/KHrish3BP0 +8306,rubble,,I don't think we'll get anywhere as a ppl until we heal. like we trying to build on top of ruins without clearing the rubble +8307,rubble,,China's Stock Market Crash: Are There Gems In The Rubble?: ChinaÛªs stock market crash this summer has sparked ... http://t.co/OajW6rTFNc +8308,rubble,ON,China's Stock Market Crash: Are There Gems In The Rubble? http://t.co/EpNju0pZjM #forbes +8313,rubble,Los Angeles,ChinaÛªs e-commerce firms Alibaba (BABA) Tencent http://t.co/7VcChEIC5g (JD) are still growing revenue at 40% http://t.co/GQgE7weM3W +8316,rubble,HUSTON TEXAS 1-844-360-WISE,#360WiseNews : China's Stock Market Crash: Are There Gems In The Rubble? http://t.co/vTJ1EoslrU +8319,rubble,,In the long run every program becomes rococo and then rubble. ? Alan Perlis +8322,rubble,Toronto,'Hiroshima never recovered and all the evidence was smothered under a thick cloud of rubble..' #jayElectronica +8323,rubble,West Coast,"@KurtSchlichter Grandpa fought his way across Western Eurpoe mustered out in Guam on his way to the Home Islands. + +Bounce the rubble." +8325,rubble,,just collecting the rubble +8326,rubble,,"#Nickelodeon paw patrol-- rubble #action pack pup & #badge LINK: +http://t.co/N7tG7RoAmU http://t.co/U12hHyu1dc" +8327,rubble,,#Poetry #friendship Lifes Giants - Is life throwing rubble at you ? Are there giants in your mind ? http://t.co/G4wipbG0jx ~LyricalEyes +8328,rubble,MANAGEMENT MULTIMEDIA,@accionempresa ChinaÛªs stock market crash this summer has sparked interest from bargain hunt... http://t.co/6ygPwJkr4T @gerenciatodos å¨ +8331,rubble,New York,China's Stock Market Crash: Are There Gems In The Rubble? http://t.co/qEn1Z5uOeH +8333,rubble,CANADA ,While the world screams terrorism Assad buries civilians under the rubble of their homes. #Aleppo 05-08-2015 #Syria http://t.co/7GcPtCdx7o +8336,rubble,California,China's Stock Market Crash: Are There Gems In The Rubble? http://t.co/eKO50hD5Gz #market +8338,rubble,Globally 1-844-360-WISE,#360WiseNews : China's Stock Market Crash: Are There Gems In The Rubble? http://t.co/r0FLXJx5vX +8340,rubble,55 Wall Street,China's Stock Market Crash: Are There Gems In The Rubble?: ChinaÛªs stock market crash this summer has sparked ... http://t.co/vZDqQ9yPN1 +8342,ruin,,@OrianaArzola does he not have any manners or something? Jfc. You have all the rights to be mad! But hey try not to let this ruin your day +8343,ruin,"Las Vegas, NV","so in my rant about how i dont allow peens near my face i realized why I'm still single. + +sex is going to ruin me. or lack thereof anyway." +8353,ruin,teen top ? jongsuk ? exo ? bts,fUCK I CANT WAIT TO RUIN AUBREY'S WHOLE FIC AND MAKE IT SO BAD +8354,ruin,,They like raunchy trash then make it real and ruin lives and the potential of phenomenally I assume self raised good Christian human beings +8357,ruin,Planet Earth,Any man who tries to be good all the time is bound to come to ruin among the great number who are not good. +8358,ruin,,My sister really always has to ruin my life. +8359,ruin,"Washington, DC",FUCK MY LIFE THESE BOYS ARE GONNA RUIN MY LIFE FORREAL http://t.co/mf9nGfphbN +8373,ruin,In ma daddy nd mummy's. Hart..,Reality continues to ruin my life. +8376,ruin,,He said he's 'gonna put a ring in my Harvey's burger since i love it so much it's the perfect metaphor'.. NOOO you can't ruin my burger wtf +8379,ruin,Albequerque,This fly is a major problem for us: It will ruin our batch and we need to destroy it and every trace of it so we can cook. +8380,ruin,,Plans always ruin. +8381,ruin,"Monroe, OH",Don't ruin a good today by thinking about a bad yesterday ???? +8384,ruin,,To respect those who wait to watch #UltimaLucha any tweets will be spoiler free and not ruin the result. #LuchaUnderground +8395,sandstorm,USA,Watch This Airport Get Swallowed Up By A Sandstorm In Under A Minute http://t.co/OFhjcn36o1 +8398,sandstorm,,Watch This Airport Get Swallowed Up By A Sandstorm In Under A Minute http://t.co/nvSjHdGDGZ +8403,sandstorm,bang bang bang,Gonna throw a huge party and play nothing but Sandstorm. +8407,sandstorm,USA,Watch This Airport Get Swallowed Up By A Sandstorm In Under A Minute http://t.co/YSrSKuyaSw +8413,sandstorm,USA,Watch This Airport Get Swallowed Up By A Sandstorm In Under A Minute http://t.co/ELDcP3vO7C +8417,sandstorm,USA,Watch This Airport Get Swallowed Up By A Sandstorm In Under A Minute http://t.co/1oemJTO9Dp +8420,sandstorm,USA,Watch This Airport Get Swallowed Up By A Sandstorm In Under A Minute http://t.co/jqTMweDw33 +8421,sandstorm,"West Midlands, England",I liked a @YouTube video from @centralupload http://t.co/EwLHrTREEP Oh oh! +8424,sandstorm,USA,Watch This Airport Get Swallowed Up By A Sandstorm In Under A Minute http://t.co/Tr8YcHEFGQ +8426,sandstorm,United States,Watch This Airport Get Swallowed Up By A Sandstorm In Under A Minute http://t.co/1ZdRKTgogD +8427,sandstorm,USA,Watch This Airport Get Swallowed Up By A Sandstorm In Under A Minute http://t.co/TLcWeZPuKW +8438,sandstorm,USA,Watch This Airport Get Swallowed Up By A Sandstorm In Under A Minute http://t.co/Fkb7iUAuL8 +8439,sandstorm,WARNING: I TWEET NSFW AND NSFL,I just replied to somebody's comment to me saying'darude sandstorm' negatively and now I feel bad for doing it. +8442,screamed,,I screamed when @g_montani @jessemontani were running to John for 1st place! I'm so happy I love you guys ?? #AmazingRaceCanada +8449,screamed,quantico,Oh my god Rosie OÛªDonnell is on The Fosters and I screamed her name in a fit of shock and awe +8456,screamed,,I'm having a meltdown because of Game of Thrones ?? literally cried screamed and threw my computer #WHYYYY #redwedding +8460,screamed,"Holland,MI",I just screamed when I saw Jordan come out the door behind Donnie on #Wahlburgers ?? +8462,screamed,,@joshshatsays I JUST SCREAMED TO MYSELF BECAUSE YEAH +8465,screamed,,OH MY GOSH IM AT MY AUNTS HOUSE AND THIS POST IT WAS ON HER COUNTER AND I SCREAMED BC I THOUGHT IT SAID CHRIS KELLER http://t.co/DNofWtAkAt +8466,screamed,fairly local,@theboysftvines oh my god i SCREAMED WHEN I SAW THIS YESSSS +8467,screamed,earth,' #OTRAMETLIFE ' I SWEAR TO GOD I DIDNT EVEN READ IT PROPERLY AND I THOUGH IT SAID 'OMLETTE LIFE' AND SCREAMED. I NEED TO SLEEP OMFG. BYE. +8469,screamed,started acc 1.9.15 2:25 pm,ÛÏ@beachboyIrh: AT GMA THE SECURITY GUY SAID 'THIS IS A FAMILY SHOW' AND EVERYONE SCREAMED 'OOORRRR IS IT'Û I love this fandom +8470,screamed,,YE SBUJDJSJS YES YES I XUSKAK I SCREAMED PROTECT MY OTHER SON PROTECT UR BOYFRIEND YES https://t.co/kDqtqGK5pI +8474,screamed,she/her Û¢ 19 Û¢ poland,@frailnerves I SCREAMED +8479,screamed,,I have never screamed nor cried so much at one concert +8481,screamed,,@mo_ganwilson Verrry mad. like I just screamed I'm so pissed +8482,screamed,"Rice Lake, WI/Toronto, ON",@TopherBreezy it was my fav too!!! Amazing! Michael and I screamed the whole time ?? +8485,screamed,trust none..,@CokeBoys__ yo best I screamed when I watched your snap chat of you smoking with that big ass cast ???? +8488,screamed,"Atlanta, GA (kind of)",@TroyLWiggins I screamed +8492,screaming,,@camilacabello97 screaming internally and externally +8493,screaming,United States,"SCREAMING BECAUSE 5SOS IS IN TX +@5SOS" +8495,screaming,IRELAND ,@camilacabello97 now I'm the one screaming internally and externally +8499,screaming,,I WAS WATCHING SHAWN ON YOUTUBE AND MY MUM WAS JUST LIKE 'HE'S QUITE HOT ISN'T HE' I AM SCREAMING AKFNEJF +8501,screaming,with my music and air heads,It ain't nothin cut that bitch off more like cut that lying screaming gotdamn son of a bitch red head. +8519,screaming,Honeymoon Tour 03.26.15?,@justinbieber @ArianaGrande IMA SCREAMING HSBFUCKJSJ +8521,screaming,HYPE RESSHA HYPE RESSHA,i'm fucking screaming http://t.co/H3MrqRrGfe +8525,screaming,Emirates,Can't stand when ppl BeyoncÌ©'fy certain tunes nd u lot will b screaming 'yaaasss' low it I'm not tryna hear a xfactor rendition of burna boy +8527,screaming,Trapin',IM SCREAMING ?????????????????????????????????????????? OMG WTF???????? https://t.co/bfEhX84lrj +8529,screaming,moon ,IMM SCREAMING ARI IS HOLDING THE SIGN +8532,screaming,,*screaming internally with the cover of prodigy graphic novel because June and Day* +8534,screaming,,@GabrielleAplin you are literally my favorite person ever I'm screaming +8535,screaming,Texas,"@LordMinion777 *screaming* i can't go!!! +:(" +8537,screaming,Indiana,@MeganRestivo I am literally screaming for you!! Congratulations! +8544,screams,,"-mom screams from kitchen- +'WHERES MY AVOCADO!?' + +-waits patiently for mom to beat the avocado off my head- :)))))) http://t.co/LUUaY2JSJn" +8548,screams,,one of my fav lydia screams is in 4x11 when she shows up at derek's loft +8549,screams,,*screams internally* +8552,screams,,@McKenzieBlackw1 love you! Sorry for my screams +8554,screams,,screams into void? https://t.co/XRlzvFeiLH +8563,screams,texas,@simplyysacred dude like he screams his soul out +8564,screams,,@sugayiffer SCREAMS UR SUCH A CUTE HANAYO +8565,screams,,@ShojoShit /SCREAMS +8566,screams,Kenya,Curvaceous LADY screams like a mad dog in a Nairobi Club See what happened (VIDEO) - #KOT Join Mature... http://t.co/1szi9X22cr +8568,screams,#ALLblacklivesmatter,*aggressively screams* https://t.co/8bHaejsUUt +8569,screams,"North Druid Hills, GA",Oh no! @ATPWorldTour is letting one of their players scream! Turning @CitiOpen off. Can't listen to the screams +8573,screams,,@melodores @Hozier *SCREAMS* +8583,screams,stars/pens/caps/hawks,SCREAMS I LOVE THIS VINE https://t.co/PKnBZLHOSc +8588,screams,In A Multi-Fandom,OMGGGG SCREAMS I'M THINKING I'LL SEE ACTUAL DICKS +8590,screams,New York,The screams when Niall touches his dick yes http://t.co/U5Iu6pfNh6 +8592,seismic,,@elephino_ @Thrusta1 no but it's a convenient and seismic shift in 6 months from trying to bury the event and now allegedly 'enhance it' +8593,seismic,,SEISMIC AUDIO SA-15T SA15T Padded Black Speaker COVERS (2) - Qty of 1 = 1 Pair! http://t.co/6OVxU5cy35 http://t.co/fAobg3I1zm +8594,seismic,Singapore,A subcontractor working for French seismic survey group CGG has been kidnapped in Cairo and is held by Islamic State the company said on WÛ_ +8597,seismic,,Creating updating and delivering content in channel sales is not an easy task. @Seismicsoftware helps break it down: http://t.co/q4FLTG7tzT +8600,seismic,USA,#Gabon : Oil and Gas Exploration Takes Seismic Shift in Gabon to Somalia http://t.co/SY8nqTLMD3 ^FJ http://t.co/yjDHoDdjox +8601,seismic,Malta; Gozo,The time for small steps has long been over. We need a seismic shift in thinking to address #migration in a holistic human & humane way. +8602,seismic,Florida,@kc8ysl Is it wrong to pray for seismic activity along the San Andreas fault? #smh +8603,seismic,London ,"Anti-fracking group seeks review over #Lancashire seismic monitoring: + +http://t.co/ZzbqmGNUsl #fracking http://t.co/Y23Xzl3fZv" +8604,seismic,"Calgary, Canada",AxWave enables a fast and accurate simulation of 2D and 3D seismic surveys in an acoustic medium #seismic #GPU #CPU http://t.co/OMX1NXAqpz +8605,seismic,"Kanto, Japan",[10:45:27JST Aug06:First Alert] M4.1 at 'E off Chiba pref.' under 10km (35.8140.8). Estimated max seismic# is 3 +8611,seismic,,My brain feels like it's vibrating inside my skull. The MRI is going to look like a seismic readout of a faultline during earthquake season. +8614,seismic,Worldwide,TBI early brain aging and a seismic analogy http://t.co/xs1QHfjAG4 @deetelecare #TBI #braininjury +8616,seismic,United Kingdom,Exploration takes seismic shift in Gabon to Somalia ÛÒ WorldOilåÊ(subscription) http://t.co/Hs6OhRFsA9 +8617,seismic,,#Fukushima still is not controlled & #seismic retrofitting for other #reactors is a BIG issue @fukushima_actu http://t.co/lCDkTEOukj +8619,seismic,,#Sismo DETECTADO #JapÌ_n [Report 6] 01:02:42 Okinawa Island region M3.8 Depth 10km Maximum seismic intensity 3 JST #?? +8626,seismic,"Calgary, Alberta","Nuclear-Powered Brassiere Explodes During Seismic Survey http://t.co/76mKIdOOLh + #Calgary #Edmonton #oilandgas #Vancouver #Toronto" +8629,seismic,,The Art World's Seismic Shift Back to the Oddball - Observer http://t.co/AOWVFAbl0a +8630,seismic,,On Thursday at 03:27 we updated our #kml of 2D and 3D #seismic exploration vessels. #offshore #oil http://t.co/btdjGWeKqx +8632,seismic,,Here we go....one more Toss with the Seismic boys! With a stellar undercard all killer no filler keep an eye... http://t.co/Xs6aa2c6Jb +8634,seismic,,Exploration takes seismic shift in Gabon to Somalia http://t.co/dmVR2H2fKM +8641,seismic,Worldwide,@Statoilasa & @TOTAL make significant discovery in the North Sea: Visualise the full potential on our seismic #g http://t.co/ve2eBqm21B +8645,sinkhole,Arizona,http://t.co/OK9EBHurfl If your neighborhood school falls into a sinkhole State Sen. Steve Yarbrough may be close by... +8649,sinkhole,"Evansville, IN",Some Evansville residents told to limit water usage due to sinkhole construction http://t.co/Lw6NeQJRoT +8652,sinkhole,Europe,Latest: USA: Huge sinkhole swallows up Brooklyn intersection http://t.co/vspKHg3nZy +8666,sinkhole,NYC,A Sinkhole caved in a Brooklyn Street today on 5th Ave & 64th Street. http://t.co/eUKhLKgGdO +8671,sinkhole,mombasa,"Sinkhole Selfies: You Wont Believe What's In The Brooklyn Sinkhole!: + Sinkhole Selfies: You Wont Belie... http://t.co/OFEbaKatNh" +8672,sinkhole,,Large sinkhole swallows entire pond in Lowndes County Georgia http://t.co/20Gi4Gyud5 +8675,sinkhole,"Boston, MA",A sinkhole grows ... in Brooklyn? http://t.co/UiqKDdVwKz http://t.co/aa8FwtOHyJ +8678,sinkhole,"Texas, USA",Giant Sinkhole Swallows NYC Intersection http://t.co/ozIZdsDWP4 via @NewsBeatSocial +8679,sinkhole,,A sinkhole grows in Brooklyn: six-meter crater swallows street http://t.co/LTLh53aRN4 +8682,sinkhole,"New York, New York",The sinkhole that ate Brooklyn http://t.co/28r2IgxmIE +8687,sinkhole,,Watch This Giant Sinkhole Form on New York City Street http://t.co/BEnWu5IARa +8701,sinking,,Sinking a little slower everyday ?? @ Muh Pond https://t.co/KuA48GdREL +8703,sinking,University of Oklahoma,"If you're lost and alone +Or you're sinking like a stone. +Carry on +May your past be the sound +Of your feet upon the ground" +8707,sinking,Georgia/Florida ,@andreajmarkley @edjschenk @SenTedCruz If you call forward sinking into a cesspool you might be right +8713,sinking,Liverpool,Do you feel like you are sinking in unhappiness? Take the quiz: http://t.co/LNzz0ZFrom http://t.co/TGKpnqAbHh +8716,sinking,London / Herts,Don't think I can be more blunt lol yet the message still isn't sinking in ?????? +8719,sinking,,HELP ME I'M SINKING +8725,sinking,Kano,that horrible sinking feeling when youÛªve been at home on your phone for a while and you realise its been on 3G this whole time' +8730,sinking,"Washington, DC","Sinking. {part 2} +?????? +#buildingmuseum #TheBEACHDC #VSCOcam #acreativedc #dc #dctography #vscodcÛ_ https://t.co/SsD9ign6HO" +8731,sinking,Maryland/Myrtle Beach CCU'19,heart sinking like a sunset?? https://t.co/3cXPRDJFfe +8748,siren,"Los Angeles, California",@kundalini121 @manyvids thank you again... ir truly wonderful +8749,siren,London,@ryan_defreitas for me it's Revs Per Minute but the opening tune on Siren Song is UNREAL +8756,siren,Jupiter,"@Siren_Six @B30wu1f2 +Well then we see things differently." +8764,siren,Lagos,@Foxy__Siren best wishes boo???????? +8765,siren,New York,WHELEN MODEL 295SS-100 SIREN AMPLIFIER POLICE EMERGENCY VEHICLE - Full read by eBay http://t.co/Q3yYQi4A27 http://t.co/whEreofYAx +8769,siren,,@Kronykal @B30wu1f2 I see no point in countering skewed statements. Dumb statement is dumb. +8771,siren,New York,WHELEN MODEL 295SS-100 SIREN AMPLIFIER POLICE EMERGENCY VEHICLE - Full read by eBay http://t.co/UGR6REFZpT http://t.co/eYyUqX4Tbt +8772,siren,#TeamHKNgang ,I love dat lady '@Crhedrys: ???? you nko?'@Foxy__Siren: Oh finally Jennifer Aniston got married??????... I'm so happy for her ??????'' +8773,siren,,Police siren sound effect 1 via Play Tube Fre http://t.co/BLWnTMyQmQ +8779,siren,,Ebay Snipe RT? http://t.co/tRw1OmykQz Whelen Sa-314 Siren Pa Speaker Mount Bracket Universal With Screws ?Please Favorite & Share +8792,sirens,,"Check out what I found on Google images! +Something to live by! ?? http://t.co/WjOzlQBiE0" +8794,sirens,,That new sirens and sailors ???? #workout #album +8796,sirens,"Chandler, AZ",@HusnaaVhora I hope they dust off the air raid sirens! You can quote me on that lol +8798,sirens,palm spraangs,@BobbyCakes50 so far miss may I sleeping with sirens August burns red Memphis May Fire Attila & all were so good ?? +8803,sirens,,want a new season of The League and Sirens on Netflix. +8807,sirens,they/them ,and my dad is high I have a dysfunctional family +8809,sirens,hell,SOMEBODY TELL ME HOW TO MEET PIERCE THE VEIL OR SLEEPING WITH SIRENS PLEASE I BEG YOU +8811,sirens,"Berisso, Argentina",pos nose que hago escuchando Sleeping With Sirens - Iris (Goo Goo Dolls Cover) KE PEDO ._. +8813,sirens,"Texas, United States",Sleeping With Sirens - Iris (Goo Goo Dolls Cover) http://t.co/KaeWtkJ06o +8814,sirens,62,I'm falling to pieces and I won't be whole until you let me in ? Heroine by Sleeping With Sirens ÛÓ https://t.co/tQxLQUKq7z +8818,sirens,,I was walking past the fire house today & as soon as I walk by the doors they get call and flip the sirens on. I've never ran so fast. +8819,sirens,new jersey,why is this reminding me of dan's collab with tyler when he complained about the sirens and they stopped i'm trash +8820,sirens,,There was also a calm. Something was going to happen. Suddenly a crash of lightning came through the sky and with it the wails of sirens. -- +8821,sirens,Atrapada en el mundo.,Sleeping With Sirens - 2 Chord +8822,sirens,probably bargos,@jassy_curtis wait I'm fckng obsessed with your song sirens +8824,sirens,,@spookyerica sleeping with sirens? +8826,sirens,Bristol,sleeping with sirens are so irrelevant +8827,sirens,Moreno City - Buenos Aires,Hear the Sirens ? +8828,sirens,"Salem, Oregon",@salem_police ok so no sirens but a speaker system for chip music for a food cart should be fine with underskirt lighting? +8833,sirens,,Fire truck sirens for the past ten minutes straight coming and going. Must be huge. Maybe it's taco bell and they'll build a Sonic instead. +8834,sirens,,Sleeping With Sirens - Postcards and Polaroids. +8845,smoke,Franklinton - BR - Houston,Smoke sumn +8847,smoke,,just trying to smoke and get Taco Bell +8849,smoke,Roseland,@wizkhalifa smoke ??so much you don't gotta do shit but light?? one of his locks on fire ...that's like a whole tre five right there. +8861,smoke,Barnsley,misocapnist: One who hates the smell of tobacco smoke #UnusualWords http://t.co/jMcFFA3TOQ +8867,smoke,IL?MI,I need a smoke ?? +8868,smoke,,[55433] 1954 LIONEL TRAINS SMOKE LOCOMOTIVES WITH MAGNE-TRACTION INSTRUCTIONS http://t.co/2W2EtbTGdr http://t.co/MWS8130h8n +8870,smoke,your mom,would definitely have way more money if i didnt smoke on the dl +8873,smoke,,Waiting for Joel so we can go smoke ???? +8874,smoke,,To treat his childhood asthma Teddy Roosevelt's parents made him drink black coffee and smoke cigars. http://t.co/CtaC2xZ8dY +8876,smoke, ,I'm not asking no fee to smoke sumn if we ain't smoking out a ounce that's disrespectful +8877,smoke,bliss,Send me flying off a cliff straight through the smoke of my spliff +8879,smoke,,[55432] 1950 LIONEL TRAINS SMOKE LOCOMOTIVES WITH MAGNE-TRACTION INSTRUCTIONS http://t.co/8s2GxMhiSJ http://t.co/GAwvhG5aSb +8882,smoke,@rejxctedmgc is my Harry?,Do you guys remember my life goal to smoke a blunt with zouis? Well it's still a goal +8884,smoke,kentucky,"*anti cigarette smoking commercial comes on* +me *goes outside and smokes* +thanks for reminding me to go smoke lol" +8889,smoke,ig: j.nessaa,smoke me out +8891,smoke,,Just want someone to smoke a blunt & talk about life with ?? +8894,snowstorm,,How does a snowstorm happen? Find the answers here: http://t.co/m75fCLUtF2 #snowstorm +8895,snowstorm,madrid,you're my snowstorm baby ?? +8897,snowstorm,"NJ, USA",Tess was almost born in a snowstorm. I was 39 years ago. Here's her birth story. http://t.co/UnyuRR8baw #VBAC #NaturalBirth +8898,snowstorm,The Land of Make Believe,She rose to her lofty position after being transported by accident to Oz in a hot air balloon during a snowstorm. +8901,snowstorm,"Massachusetts, USA",@Lily_Bell82 ya...summer is too short. Open toed shoes arent snowstorm friendly. +8904,snowstorm,"Philadelphia, PA",It's creepy seeing 676 closed. It was closed during a snowstorm and my balcony overlooked the 676/76 overpass. Very eerie +8909,snowstorm,"Alberta, Canada",Had a dream that @woodelijah was driving me through a snowstorm. We went to a restaurant and I left my journal behind. #writerslife +8910,snowstorm,Mountains,RT RTphotographyUK: New #photo Oak in a snowstorm http://t.co/gWOKZELq5Q taken in #winter on the #SouthDowns #Hampshire #photography #artÛ_ +8911,snowstorm,"Mesa, AZ",That organic freestyle with Casey veggies is cold as an ice cream cone in a Iceland snowstorm +8915,snowstorm,Los Angeles,@BigBang_CBS ...wow...ok...um...that was like ice water blizzard snowstorm to the face. +8917,snowstorm,"Saint John, N.B, Canada ",@erincandy Hr/15 mins for me in that place. During a snowstormI was pissed lol We got oil delivered to them on snowmobiles in the end +8918,snowstorm,"Huntington, WV",A snowstorm is brewing over my desk & hands are NUMB.. @irishirr - I'm guessing you adjusted thermostat? :/ @WSAZ_Brittany @kellyannwx #WSAZ +8919,snowstorm,,Long Island is technically the leftover dirt from a snowstorm and thats a geologic fact. That place is terrible. +8922,snowstorm,Western New York,#LakeEffect #Snowstorm Twill Denim Jackets *** ALL MY PROCEEDS FOR ITEMS WITH THIS DESIGN WILL GO TO HELP THE... http://t.co/QmtDXuYktY +8925,snowstorm,Mountains,New #photo Oak in a snowstorm http://t.co/gWOKZELq5Q taken in #winter on the #SouthDowns #Hampshire #photography #art #tree #treeporn +8928,snowstorm,UK,@40URTY @DonOf_NikeTown snowstorm is my fave episode lmao +8929,snowstorm,Northeast United States ,RT @WhistlerBlckcmb: One more #SnowBackSunday share: Snowstorm on the Glacier July 26 2015! via @momentumcamps http://t.co/JohKyMv9El +8930,snowstorm,,The sun is shining on this house now but imagine trying to build this summer home during a North East snowstorm!... http://t.co/BtJL9JkvXZ +8932,snowstorm,Manchester,@asda bought this bargain dress and love it- cut colour pattern. Are you doing more? http://t.co/BnZm8K2AiM +8937,snowstorm,,This week on dream from last night: my mom drove my car in a snowstorm. She hit another car while parallel parking. Saw my first ex...... +8940,snowstorm,New England ????,"I feel like the cold homeless orphan gazing into the cozy mansion of the affluent eating a lobster dinner during a snowstorm. + +It's fine." +8943,storm,Wales,If you like rock music you should care about 5 Seconds Of Summer. HereÛªs why. paper-storm: I am a fan of Au Û_ http://t.co/eqEeUVpRQQ +8950,storm,AUSTRALIA,Warcraft 3-Inspired Mode Likely Hitting Heroes of the Storm http://t.co/848CVWWdOt +8951,storm,,Well this storm hit out of no where! ?? +8954,storm,Mackem in Bolton,"If you've got it flaunt it! +Unless you've got an awful lot of it...then please don't." +8958,storm,"Florence, SC",The Florence Regional Airport Director says no major damage at airport from yesterday's storm. No evacuations and no blown out windows. +8960,storm,"Sunmy Melbourne, England",Want to know how to get the edge and storm Rock Paper Scissors http://t.co/YHzo0L7vtV #GameChanger +8964,storm,424 N. FAIRFAX AVE. 90036,Storm & Family tonight http://t.co/0aP7MoNtjF +8975,storm,USA,IGN: A Warcraft 3-inspired mode is likely coming to Heroes of the Storm http://t.co/2qVgImRo0R http://t.co/VTRoCiHSne +8977,storm,,Another next day #ThrowbackThursday of Kinky Kristy and @KyleSalive rehearsing up a storm! #DoingHashtagsRight http://t.co/UJ9hxUg7QS +8981,storm,Fairbanks Alaska,Aurora Prediction: Kp: 3.33(11:16) 4.67(14:16) AK (earth 2.00) 75% Status: Low Storm +8982,storm,Where is my mind?,@DovahSwag @Gray_Greymane DotA 2 > Heroes Of The Storm > League Of Legends +8984,storm,North Coast of O-H-I-O,Storm rolling into Hilton Head gonna be fun +8988,storm,Oman ,Man united is not just about playing football like he did back at Spain its about passion courage and endurance to ride the storm. +8990,storm,,Û÷SexistÛª peer review causes storm online https://t.co/WO2T0K4zXi via @timeshighered +8991,storm,,"Gets violently ill and it's obvious +Male coworker(unaware of why): don't get everyone else sick! +Sir you cannot catch this #periodstories" +8995,stretcher,Florida,Renewing Your Kitchen Cabinets for $100 http://t.co/lYs6p5BmDL http://t.co/ELfzsRGxRo +8997,stretcher,BLF (MP)/ PTA (GP)/ PHB(LIMPS),Yes. He said its dropping soon '@SDotJR_: NO WAYS!!! A video for 'Stretcher'?! @Ofentse_Tsie' +9003,stretcher,,? Stretcher in 5 min // Speaker Deck http://t.co/gXgJqQu3hU #pctool +9004,stretcher,"Bedford Stuyvesant, Brooklyn",Jesus!!! How does a niggaeven life his hand to do that and not leave on a stretcher https://t.co/EewIzzryjI +9010,stretcher,SP - Brasil #1,WNBA: Stars coach Dan Hughes taken off court on stretcher after collision with Danielle Robinson (ESPN) http://t.co/Jwm87uvbEf +9011,stretcher,"Seattle, WA",@TheJasonTaylorR *EMS tries to stablize me and put me on a stretcher* +9013,stretcher,,@Stretcher @Grazed @witter @Rexyy @Towel thanks aiden +9014,stretcher,,Oh no! Dan Hughes seems like he's really hurt after getting knocked down by D Rob. They're bringing a stretcher on the court! +9015,stretcher,,Mind salivation stretcher beds: KEGm +9017,stretcher,Lakerland,He's about to leave on a stretcher. +9019,stretcher,"Utica , New York (Upstate) ",I was there to see @JimmieJohnson wreck in 2000 in person. My first thought was he's leaving on a stretcher! +9021,stretcher,USA,"Ambulance stretcher simple stretcher emergency medical care http://t.co/hYHoFDdWl7 #0518 + +$169.50 +End Date: WedneÛ_ http://t.co/rMdfx6y0HO" +9024,stretcher,?????,Stretcher in 5 min https://t.co/DIWLBiaHvP +9032,stretcher,Barbados,lil more i did want a stretcher yc +9035,stretcher,"Washington DC, an airport ",Stars HC Hughes down w/ what looks like lower back injury. Being put on stretcher. 4:46 to play in the 2nd Wash up 25-23 +9036,stretcher,,georgegallagher: RT WNBA: Stars coach Dan Hughes taken off court on stretcher after collision with Danielle RobinÛ_ http://t.co/wz4xVZYqJd +9037,stretcher,St.Louis,Throat stretcher http://t.co/vkThHbOQjs +9043,structural%20failure,"Cimahi,West Java,Indonesia",Investigators say a fatal Virgin Galactic spaceship crash last year was caused by structural failure after the... http://t.co/FoxpVpTttA +9046,structural%20failure,,Investigators say a fatal Virgin Galactic spaceship crash last year was caused by structural failure after the co-pilot unlocked a braking +9048,structural%20failure,United States of America,Investigators say a fatal Virgin Galactic spaceship crash last year was caused by structural failure after the... http://t.co/QOs0DE9BKQ +9049,structural%20failure,"Stone Mountain, GA",Investigators rule catastrophic structural failure resulted in 2014 Virgin Galactic crash http://t.co/nLzbHcfXCM +9050,structural%20failure,United States,NTSB: Virgin Galactic crash caused by structural failure triggered when brakes unlocked early http://t.co/MgIG4uX7DM Û_ +9056,structural%20failure,Asia,Building structural integrity & failure: problems inspections damages defects testing repair | Rightways https://t.co/a1KN4U3YuA +9063,structural%20failure,London,@paulmyerscough but also a complete failure of imagination when it comes to institutional/structural analysis regardless of politics +9065,structural%20failure,Ireland,Virgin galactic crash: early unlocking of brakes triggered structural failure http://t.co/3YLSQ1fSEf http://t.co/ABpMLymHNK +9066,structural%20failure,,Investigators say a fatal Virgin Galactic spaceship crash last year was caused by structural failure after the... http://t.co/SYL7ou7qVW +9068,structural%20failure,,http://t.co/NSA4kfN2RB Coal Industry's imprudent decisions! Like @TonyAbbottMHR FAILURE to recognize structural change! LOOKOUT INVESTORS! +9069,structural%20failure,"Virginia Beach, VA USA",ÛÏ@NewsHour: Investigators rule catastrophic structural failure resulted in 2014 Virgin Galactic crash http://t.co/M8HRetrO31Û +9070,structural%20failure,"BurBank, CA",Can You Afford Structural Failure? http://t.co/X3mKNITh7K +9073,structural%20failure,Fano (Italy),The NTSB reports that last year's crash of a Virgin Galactic spaceship was caused by structural failure after the Û_ http://t.co/vSAPkWJTEA +9076,structural%20failure,USA,#BBCLive Investigators say a fatal Virgin Galactic spaceship crash last year was caused by structural failure ... http://t.co/u5suyvLfZJ +9091,structural%20failure,"Swaggdad, Irock",@GazelleBundchen different materials etc. Just because a closer building stayed intact doesn't negate a structural failure in building 7. +9092,suicide%20bomb,,International News Û¢åÊ'Nigeria suicide bomb kills at least seven at market ' via @233liveOnline. Full story at http://t.co/MtTdvy6141 +9104,suicide%20bomb,WorldWide,Pic of 16yr old PKK suicide bomber who detonated bomb in Turkey Army trench released http://t.co/VtVXa0Srmw http://t.co/Qq70Gf99ba +9105,suicide%20bomb,,reaad/ plsss Pic of 16yr old PKK suicide bomber who detonated bomb in Turkey Army trench released +9108,suicide%20bomb,,reaad/ plsss Pic of 16yr old PKK suicide bomber who detonated bomb in Turkey Army trench released +9111,suicide%20bomb,Nigeria,#GRupdates Pic of 16yr old PKK suicide bomber who detonated bomb in Turkey Army trench released -->... http://t.co/hUCyI6NRbB +9115,suicide%20bomb,"lagos , Usa",ll//ll= Pic of 16yr old PKK suicide bomber who detonated bomb in Turkey Army trench released http://t.co/8vBgg9IY7i / +9117,suicide%20bomb,,./.....hmm Pic of 16yr old PKK suicide bomber who detonated bomb in Turkey Army trench released http://t.co/5v29w19tFX /( +9122,suicide%20bomb,,wo Pic of 16yr old PKK suicide bomber who detonated bomb in Turkey Army trench released http://t.co/Sj57BoKsiB /'/'// +9125,suicide%20bomb,Seek for LIGHT today!!!,Pic of 16yr old PKK suicide bomber who detonated bomb in Turkey Army trench released: Harun Ìàekdar a member o... http://t.co/v0NTQyZlPK +9127,suicide%20bomb,,International News Û¢åÊ'Nigeria suicide bomb kills at least seven at market ' via @233liveOnline. Full story at http://t.co/MtTdvy6141 +9129,suicide%20bomb,Nigeria,#Bestnaijamade: 16yr old PKK suicide bomber who detonated bomb in ... http://t.co/KSAwlYuX02 bestnaijamade bestnaijamade bestnaijamade beÛ_ +9133,suicide%20bomb,Nigeria,#GRupdates Pic of 16yr old PKK suicide bomber who detonated bomb in Turkey Army trench released -->... http://t.co/P5yASKTq0K +9136,suicide%20bomb,London/Lagos,Pic of 16yr old PKK suicide bomber who detonated bomb in Turkey Army trench released http://t.co/I3ceSn7KXI http://t.co/2yCM0dlQ2f +9138,suicide%20bomb,Nigeria,#Bestnaijamade: 16yr old PKK suicide bomber who detonated bomb in ... http://t.co/KSAwlYuX02 bestnaijamade bestnaijamade bestnaijamade beÛ_ +9140,suicide%20bomb,YesNaija.com,Pic of 16yr old PKK suicide bomber who detonated bomb in Turkey Army trench released: Harun Ìàekdar a member o... http://t.co/fMoqK26hIm +9147,suicide%20bomber,,#Noticias Suicide bomber kills 15 in Saudi security site mosque http://t.co/oipt1uBaXo +9150,suicide%20bomber,,Suicide Bomber Kills 13 At Saudi Mosque: Back in May a suicide bomber struck a Shi'ite mosque in eastern Saud.. http://t.co/FlrOvkANC0 +9152,suicide%20bomber,Atlanta,Suicide bomber kills 15 in Saudi security site mosque http://t.co/1I62JjK6pT +9153,suicide%20bomber,,"qtSZg mhtw4fnet + +Suicide bomber kills 15 in Saudi security site mosque - Reuters" +9155,suicide%20bomber,,Suicide bomber kills at least 15 in Saudi mosque: A suicide bomb attack inside a mosque in a local security fo... http://t.co/n6njdG6r9l +9158,suicide%20bomber,,New post: Suicide Bomber Kills 13 At Saudi Mosque http://t.co/YcuV4KTgrl +9160,suicide%20bomber,Netherverse,Suicide bomber detonates in Saudi Arabia mosque 17 reportedly killed http://t.co/BNVCvNYXXj +9163,suicide%20bomber,Maryland,Suicide Bomber Kills 13 At Saudi Mosque http://t.co/VHQeD0gO0n +9165,suicide%20bomber,India,Suicide bomber kills 15 in Saudi Arabia mosque used by the police :IS claims responsible for barbarism http://t.co/Ux5YA1cSG3 +9167,suicide%20bomber,Pune,@ZeeNews How come no one asked the obvious QN? Why show a Hindu suicide bomber? Never heard of one. +9168,suicide%20bomber,"Dubai, United Arab Emirates",More details: Bomber kills at least 13 at #Saudi mosque in Asir - including 10+ members of 'special emergency forces' http://t.co/i1626mnNd9 +9170,suicide%20bomber,"Vienna, Austria, Europe",Suicide bomber kills 15 in Saudi security site mosque - Reuters http://t.co/KCObrZBVDs http://t.co/y62HSFVIAQ +9176,suicide%20bomber,,[The Guardian] Islamic State claims suicide bombing at Saudi Arabian mosque http://t.co/tqvPUSaFJQ +9178,suicide%20bomber,Worldwide,Google News CA: Suicide bomber kills 15 in Saudi security site mosque - Reuters: Wall Street Jou... http://t.co/mawD20REGb #News #Canada +9184,suicide%20bomber,,#?? #?? #??? #??? Suicide bomber kills 15 in Saudi security site mosque - Reuters http://t.co/ebGGmfxoBy +9186,suicide%20bomber,,Islamic State claims suicide bombing at Saudi Arabian mosque: Ten members of emergency services... http://t.co/0Bznfdg0aR #Kabari #World +9188,suicide%20bomber,World,'Islamic State' group claims Saudi mosque suicide blast: The jihadist group claims it sent a suicide bomber toÛ_ http://t.co/H2CTpG4oyZ #dw +9189,suicide%20bomber,,17 dead as suicide bomber attacks Saudi Arabian mosque http://t.co/d5cUDwuhww | https://t.co/twnsWk0hFJ +9190,suicide%20bomber,,IS claims suicide bombing against Saudi police: An Islamic State group suicide bomber on Thursday detona... http://t.co/yoXZFbRvzI #news +9196,suicide%20bombing,,Career goals ?? try not to cause a suicide bombing or raise psychos that like blowing shit up! +9198,suicide%20bombing,"Charlotte, NC",@JRehling @MyyTwoCentss And if your best evidence is the word of a guy who encouraged suicide bombing as a means to get to heaven.....well.. +9199,suicide%20bombing,,AFP: #PKK said it carried out suicide bombing against troops in eastern #Turkey as a reprisal for 'bombing of a civilian village' +9200,suicide%20bombing,New York City,"ErdoganÛªs Bloody Gambit: +Max Zirngast in Jacobin: +On July 20 a suicide bombing took the lives of thirty-one... http://t.co/l1vN8zXLGG" +9201,suicide%20bombing,United Kingdom,@samfbiddle If Gawker so badly wants to commit suicide why don't you just volunteer your offices to test the new F35's bombing capabilities. +9202,suicide%20bombing,United States,#ISIS claims credit for suicide bombing 'with 6 tons of explosives' at the central command of #Syria(n) T4 airbase http://t.co/QOaU2QLJ3B +9204,suicide%20bombing,"England, United Kingdom",IF SUICIDE BOMBING WASTHE SMARTEST THING2 DO FOR ALLAH/GODJESUS/THE HOLY PROPHET MUHAMMAD COULD HAVE KILLEDSOMEBODY? http://t.co/tGfWuVVHxj +9205,suicide%20bombing,,Kurdish Militants Target Turkish Military In Suicide Attack - Huffington Post http://t.co/03bJm4ORoW +9213,suicide%20bombing,istanbul,@PieroCastellano @nipped suicide bombing civilians in major TR cities yet? +9214,suicide%20bombing,,Remembering Sgt.-Maj. Roni Ghanem 28 of Maghar murdered by Hamas terrorists in the suicide bombing of Egged bus No. 361 13 years ago today +9224,suicide%20bombing,USA,Turkish troops killed in Kurdish militant 'suicide attack' http://t.co/q1eIXnjjpt +9227,suicide%20bombing,"philadelphia, pa",@mehdirhasan percentages of young Muslims who believe suicide bombing is justified per pew research: 35% Britain 42% France 29% Spain +9228,suicide%20bombing,,PKK Suicide Bombing Kills 2 Soldiers in Turkey http://t.co/dfanUDwSQ3 +9229,suicide%20bombing,,YAOUNDE Cameroon (AP) ÛÓ Authorities have ordered the closure of mosques and Islamic schools following a series of suicide bombing attacks +9234,suicide%20bombing,"Los Angeles, CA",@61_alvin @Craigyb74 @nomar4eva @Shahasda80 @wherepond @trensabby @parallelpond the wall Israel erected has stopped suicide bombing? +9236,suicide%20bombing,,#ISIL has claimed credit for three suicide bombing attacks targeting regime checkpoints on the outskirts of Al-Qaryatayn. #Homs #Syria +9241,suicide%20bombing,Lagos,MUST-SEE: Massive ISIS Suicide Truck Bombing Caught On Tape http://t.co/hMsPYpozLn via @GabbyOgbechie1TPGazette +9243,sunk,"Sussex, UK",According to the tabloids Cilla could've been saved. In the sense that Titanic wouldn't have sunk had it avoided the iceberg. +9245,sunk,{Daughter of Ares} {Eighteen},Managed to shuffle over to the bed. Butterflies swarmed in the pit of her belly at @VengefulKnave's offer. Her canines sunk into her lower++ +9256,sunk,Tweets by David ,Today 5/8/1941 Today 1941 British cargo ship Kumasian torpedoed/sunk Atlantic lost 1 of 60 lives Any1 have link? #crewlist #WW2 +9258,sunk,vine: woah stelena ,@widow_elena @stelena_always The show sunk because of DE. Are you really that blind? Keep trying with me though ?? +9261,sunk,,the idea of an album that is entirely ZAYN just sunk in to me and im loving it +9274,sunk, ?becky?chloe?,IT JUST SUNK IN THAT IM NOT SEEING ONE DIRECTION +9279,sunk,St. Catharines,"Sweet jeezus. How is this an election issue? +This is how far we've sunk. https://t.co/XJ5BklBxWI" +9282,sunk,sarah's dreads,Think it's actually sunk in that we've left school ?????????? +9284,sunk,Kearney (area) Nebraska,"Check out my Lightroom collection ÛÏJordyne Sr Photos Lincoln Hay Col SunkÛ: +more of the results from Sunday + +http://t.co/KvBEdKGlgw" +9285,sunk,,@Birdyword Nice piece you wrote on #RBS sale. Think sunk-cost fallacy disposition effect http://t.co/UIvpE74kUi https://t.co/LdPrUf2wuR +9291,sunk,,12 was parked in front my house heart sunk Ta my toes... Lol all I was thinkin 'yal bitches ain finna get me dis time' +9295,survive,???Û¢???Û¢s??Û¢????Û¢????????s,@ASOLIDRIGHTHOOK omg I remember that?? she just didn't give a shit yet somehow she managed to survive Idek how +9299,survive,New Zealand,@amyschumer you eat food in order to survive?! Ugh and to think how much I admired you. +9302,survive,"Portland, OR",Only 3 months to XCOM 2. I can survive that long. Right? Right? +9304,survive,,theyre training all the celebrities 2 b superheroes so wen the apocalypse occurs theyll survive/repopulate earth w/ superior/hot beings +9305,survive,HELL,"#Rick Grimes: 'We'll survive. I'll show you how.' + +#TheWalkingDead +Season 5 +#Conquer +29 Mar 2015 http://t.co/PbAFmAlgtb" +9306,survive,,You deserve love but a queen don't need a king to survive?? +9310,survive,,'I mean if the relationship can't survive thezlong term why on earth would it be worth my time and energyqfor the short term?' +9312,survive,"Lima, Peru",#ScienceDaily Parental experience may help coral offspring survive climate change http://t.co/M2tJoxkCoU +9316,survive,Toronto,No @Rookiebluetv tonight?? how will I survive?! @RookieBlue_ABC @mperegrym +9318,survive,,"The #Future of Insurance and Driverless #Cars: Can the #Insurance Industry Survive #Driverless Cars? +http://t.co/zEARtXBOFt" +9323,survive,,in this game you and candy and friends attack in the pizzeria your mission survive the night +9326,survive,m a a l k ,@wildestsdream idkidk they're not breaking up although if they do i'll survive because solo harry bless +9327,survive,,Just stop and survive off that there such purchases +9328,survive,6/24/12 7/21/13 8/22/14 7/17/15,did harry survive the show +9331,survive,,#WWII #SGM T34 in flames but with tank of gasoline to the outside it is likely that the crew survive . http://t.co/Psz22ky0fM +9335,survive,"Quezon City, National Capital Region",Survive! ???? no sleep as in! +9336,survive,,#Aquarius women are not the vulnerable type so you do not have to worry about her. She will survive all by herself. +9340,survive,,Took the time to finally install #win10 on one of my systems. Let's see if it will survive a weekend of #lanparty. +9349,survived,Brazil,"Grandma's friends survived to the attack in Hiroshima but they died with cancer when kids/teenagers?? +#BombEffects" +9352,survived,The Meadow,Fotoset: ÛÏYou are the person who survived a bunch of rainstorms and kept walking. I now believe that pain... http://t.co/xEGNtXnH3B +9353,survived,"Charleston, SC",@FoxNews my father's mother survived it. Never met her. +9354,survived,portsmouth ,Good news Adam Barton survived the helicopter crash in #Emmerdale maybe now he can start training & get match fit. #Pompey +9356,survived,,Don't even know how I survived that http://t.co/zigDPaCq5B +9357,survived,behind them oranges,Lets see how long i survived b4 i fall back to dreamland +9358,survived,London. ,@Babypicturethis SNACKS SNACKS SNACKS. Snacks is how we survived flights with W&P when they were wee. +9359,survived,Singapore,Bucket list checked 3 hours of sleep in 2 days with 3 presentations on the second day and survived ?? +9364,survived,"Paddington, London",Survived my first #tubestrike thanks to @Citymapper +9366,survived,argentina,The 390-Year-Old Tree That Survived the Bombing of Hiroshima http://t.co/kEirA8MA3K +9369,survived,,@justgetawayx everything will turn out fine!! I went to lp/om&m alone and survived it and so can you +9370,survived,uncanny valley,You'll be pleased to know I survived my dental appointment ?? +9379,survived,Gornal - England,Oh my days!!!! Thank God Cain has survived!!! ??#Emmerdale #SummerFate +9381,survived,,How would you like to be remembered? ÛÓ On how i survived big achievements and what i really am. http://t.co/X7r2LNjsh8 +9383,survived,"Eugene, OR",Wow that was a tough final. I barely survived ?? +9389,survived,Keeper of the TriForce ,I survived the tube strike! This is my victory smile ;D http://t.co/L3Y3x2Cats +9390,survived,Cardiff,Trapped a bee in my shoe only one of us survived I just ran 0.15 mi @ a 13'46'' pace with Nike+. http://t.co/IbG4ynJsw8 #nikeplus +9392,survivors,Melbourne,Important piece on long-term #health effects of #Hiroshima by @juliepower: http://t.co/J2s4Ng7wGt via @smh @croakeyblog +9394,survivors,"Dubai, UAE",Haunting memories drawn by survivors http://t.co/a4H2e5xhiK via CNN +9398,survivors,"Melbourne, Australia",The Cafe Run by Acid Attack Survivors in #India http://t.co/XtVRJMRREs http://t.co/ndvlAPJvQL +9399,survivors,,CNN: Haunting memories drawn by survivors http://t.co/ZEnDvsgYMD +9400,survivors,"Richmond, VA, USA",Want to meet @incubusband? Earn your way by watching @thematthewcooke's #SurvivorsGuidetoEarth! #Incubustour2015 - http://t.co/QW5XcXenRD +9407,survivors,,Aya KanoÛªs family has taken two nuclear hits: First #Hiroshima. Then #Fukushima. http://t.co/kcx9w2EJ8A http://t.co/aC50jw3Xmw +9409,survivors,"Carlow, Ireland",See the comment from @yogal700 on @thejournal_ie:LÌä Niamh leads search for survivors of capsized migrant boat.... http://t.co/TAKgauQ6pd +9412,survivors,Orlando,#orlando Survivors of Shanghai Ghetto reunite after 70 years http://t.co/f8pE52ZeyX +9413,survivors,"Bangkok, Thailand.",As Anniversary Nears Atomic Bomb Survivors Speak Out Against Nuclear Power | Common Dreams http://t.co/n8f2dXVduD +9415,survivors,"Brisbane, Australia",'We need to talk about our bums!' Bowel cancer affects young women too (via @WomensWeeklyMag) http://t.co/QJBa3EtfhV +9419,survivors,SDF-1 Macross S. Ataria Island,Haunting memories drawn by survivors http://t.co/kDh4evYWpt via cnnbrk CNN #news +9423,survivors,Santiba̱ez de Vidriales ZAMORA,A new favorite: Hardwell & Dannic - Survivors (Remake) [FLP Family] by @FLP_Family https://t.co/yGVMztP1rt on #SoundCloud +9424,survivors,New York City,"RT @SyedIHusain @penelopephoto +The man who survived Hiroshima: 'I had entered a living hell on earth' http://t.co/qFinwD7ls7" +9426,survivors,"Temple, GA",No text is worth your life. Hear stories of survivors and pledge not to text and drive. http://t.co/xkAfgsGmZ5 +9427,survivors,"Hollywood, CA",@TheNerdsofColor @GeorgeTakei narrates our new doc about #Hiroshima WWII bombing and survivors tales. Check it out http://t.co/33RfRc7ZqT +9428,survivors,"Denver, Co",The legendary dutch producer Dannic is making his way to Denver to bring his progessive house sound to... http://t.co/s3JhXiDslZ +9429,survivors,,@ShaunKing Check this out: Tribute to survivors of sexual assault by law enforcement officers on facebook. +9433,survivors,"Last Legs, New Zealand",Hiroshima schoolgirls archive memories of A-bomb horror http://t.co/32IzXXrUdP via @ABCNews +9437,survivors,Greater Boston Area,"Your donation will make a difference in the lives of #survivors of #braininjury. Please donate today. + http://t.co/noF8f0RScb" +9440,survivors,England,Survivors! Isabel Hodgins Danny Miller Laura Norton & Mark Charnock take a group pic #SummerFate #BehindTheScenes https://t.co/qUKpVpwRFv +9442,terrorism,Udaipur,"Cross-border terrorism: Pakistan caught red-handed again +http://t.co/FfbnLuiy0f via@timesofindia" +9443,terrorism, FLA,@BBCNewsAsia State sponsored terrorism. +9444,terrorism,london,Judges considering fate of children as young as two amid radicalisation fears http://t.co/EgWU4mJV0a +9447,terrorism,"Toronto, Ontario",A Brief History of False Flag Terrorism | Wake Up World - http://t.co/KTeqJRXzpc via http://t.co/yZxlQeMKPF +9459,terrorism,??????,Online Homeland security: An Appraisal of #PakistanÛªs #Anti-Terrorism #Act http://t.co/aeRU3nStpN +9461,terrorism,,"Truth... +https://t.co/GLzggDjQeH +#News +#BBC +#CNN +#Islam +#Truth +#god +#ISIS +#terrorism +#Quran +#Lies http://t.co/MYtCbJ6nmh" +9462,terrorism,Citizen of the World,Combating #fear of #terrorismturn off your tv &Veterans For Peace Calls 4 an End 2 #NATO #VFP http://t.co/YPPG4kZIpS http://t.co/cBfdI6LF2X +9464,terrorism,,Cross-border terrorism: Pakistan caught red-handed again http://t.co/NVGNF9AcuU +9473,terrorism,"Washington, DC",New US counter #terrorism program urges #Muslims to rat each other out critics say http://t.co/r0w85x3b0z http://t.co/VUUQqBo6mp +9475,terrorism,New Jersey,People buyout over terrorism and Isis but have a better chance getting shot at in a movie theater https://t.co/jkdjH2zw8s +9476,terrorism,"New Jersey, USA",Cross-border terrorism: Pakistan caught red-handed again @timesofindia http://t.co/ZfdcWV4ch0 +9477,terrorism,(SoCal),"?? Iran largest sponsor of terrorism +?? If #IranDeal goes thru US gives $150 Billion + +?? FACT: US will become largest supporter of terrorism" +9478,terrorism,,"Truth... +https://t.co/Kix1j4ZyGx +#News +#BBC +#CNN +#Islam +#Truth +#god +#ISIS +#terrorism +#Quran +#Lies http://t.co/pi6Qn7y7ql" +9479,terrorism,,New US counter #terrorism program urges #Muslims to rat each other out critics say http://t.co/mVn6T9VhUl http://t.co/7lUfjX684i +9483,terrorism,,@Daggy1 Maybe reagan giving weapons to Iran's regime in the 1980s is terrorism no? +9487,terrorism,,"Truth... +https://t.co/n1K5nlib9X +#News +#BBC +#CNN +#Islam +#Truth +#god +#ISIS +#terrorism +#Quran +#Lies http://t.co/CGz84MUOCZ" +9494,terrorist,Kurnool,Terrorist attack in #Udhampur district in J&K; 2 SPOs injured +9497,terrorist,,Udhampur terror attack: NIA takes over probe Pakistani terrorist quizzed; Pak denies link http://t.co/i3gLzABeGl +9498,terrorist,India,Three Israeli soldiers wounded in West Bank terrorist attack - Haaretz http://t.co/Mwd1iPMoWT #world +9506,terrorist,Tampa Bay. Fire the cannons,Lupe know how to rap about social issues and not be boring. American Terrorist All Black Everything and Little weapon are good examples +9512,terrorist,"Lagos, Nigeria.",POLLS: SHOULD THE UNBORN BABIES OF BOKO HARAM TERRORIST BE KILLED IN THEIR MOTHERS WOMB OR SPARED? http://t.co/3skw0DqZ0r +9514,terrorist,MAD as Hell,RT AbbsWinston: #Zionist #Terrorist kidnapped 15 #Palestinians in overnight terror on Palestinian Villages Û_ http://t.co/J5mKcbKcov +9515,terrorist,"Washington, DC",Reading rec today: Faisal Devji's Terrorist in Search of Humanity on extremists using idea ever since the bomb of humanity as single entity +9516,terrorist,,@VICE no sympathyONLF is a terrorist group affiliated with AL shabab This is war! Go report on war crimes committed by Western powers! +9517,terrorist,MAD as Hell,"RT AbbsWinston: #Zionist #Terrorist Demolish Tire Repair Shop Structure in #Bethlehem +http://t.co/ph2xLI8nVe http://t.co/22fuxHn7El" +9518,terrorist,Iraq|Afghanistan| RSA |Baghdad,Tltltltltlttlt @P_Grolsh: Ladies are doing gymnastics in the shower!!! Opening legs wider wololo #MetrofmTalk' +9521,terrorist,,To whom we shld ask tht from where this bldy PAK terrorist has entered in our country...? +9523,terrorist,patna,#Article 370 hs to.remove by this govt.otherwise our son who is on Border 'll b slain by Muslim terrorist.Bstrd Media takig SculrismFinis'em +9527,terrorist,Kolkata,something is seriously wrong.suddenly deres one attack after anoder.Did a large contingency of terrorist... http://t.co/MVhjSelV5z +9528,terrorist,,Stop using the money of tax layers of the country to feed bloody terrorist. Shot them and give a strong msg as other country does... +9530,terrorist,Bharat.,I always wonder why and how media is capable to meet or get details of terrorist? Cops dont even get to know them primarily? Strange +9532,terrorist,"New Delhi, Delhi",#Congi & Indian News Presstitutes must be sympathising on the Terrorist caught alive in Jammu.If they can do for Yakub Sonia must be feeling +9534,terrorist,,@RegaJha @sethiankit True also a racial attack in US perturbs buzzfeed India more than 3 back to back terrorist attacks on India.. +9535,terrorist,Iraq|Afghanistan| RSA |Baghdad,Okay #MetroFmTalk +9536,terrorist,,[August 06 2015 at 08:02PM] Three Israeli soldiers wounded in West Bank terrorist attack via http://t.co/6nDHERpBoT +9543,threat,"Baton Rouge, LA",@szuniverse No threat of that sir... For some reason my Internet connection has slowed way down... +9544,threat,,White Space Devices Pose Threat to Medical Devices Warns Lawmakers http://t.co/kZ240R8qp9 +9545,threat,"San Francisco, CA",A reminder: White Americans are the biggest terror threat in the United States according to new study. http://t.co/BqzhPjOTF5 +9546,threat,,Angry Orchard Hard Cider Recalled Due To Threat of Exploding Bottles http://t.co/OXgefsoF2B +9549,threat,"Portland, Oregon, USA",Most Popular Content Top story: Barrel Bombs Not ISIS Are the Greatest ThreatÛ_ http://t.co/c8YYUWmefG see more http://t.co/BsMz4qlLBN +9558,thunder,phx az,The most prescient part of Tropic Thunder was that fat-suit fart comedies would use the 2.40:1 aspect ratio. +9560,thunder,kolkata,"Yr voice ws the soundtrack of my summer.Do u know u're unlike any other.U'll always be my thunder! ? +@DarshanRavalDZ http://t.co/XVRbKvannu" +9561,thunder,@kiarakardashhh | Fayetteville,this thunder though....... +9570,thunder,,was that thunder? +9573,thunder,,The goddess is said to be married to either Perk?nas (thunder god) or Praam_ius (manifestation of chief heavenly god Dievas). +9578,thunder,Michigan ?? South Carolina,I don't wake up until another 2 hours && I get interrupted . ????? I hate thunder .. ?? +9584,thunder,,#FatLoss #Diet How Can You Find The Best Ways To Reduce Weight? http://t.co/czcC7NIEoX #Thunder #Health +9587,thunder,,Tuesday Bolts ÛÒ 8.4.15 http://t.co/mkMSV54eV2 #Thunder #NBA +9588,thunder,Journey ,I need a thunder buddy. ???? +9599,thunder,,Raise your words not your voice. It is rain that grows flowers not thunder. +9601,thunder,ny || ga,it doesn't really get much better then summer thunder storms wrapped in a blanket. #icouldsitinthismomentforever +9604,thunder,,Idk if ithats thunder or people rolling in their trashcans ?????? +9614,thunderstorm,"Red Deer, Alberta, Canada",[HIGH PRIORITY] SEVERE THUNDERSTORM WATCH ENDED Issued for Red Deer [Updated: Aug 05th 20:29 MDT] http://t.co/ZrIyNa6f6m +9615,thunderstorm,,Severe Thunderstorm Warning until 10:30 PM local for Oklahoma County in OK. 60 Mph Wind Gusts And Half Dollar Size Hail. #okwx #myswc +9621,thunderstorm,OKC,New event. Severe Thunderstorm Warning from 8/5/2015 9:50 PM to 10:30 PM CDT for Oklahoma County. Mo +9622,thunderstorm,Lake Hefner Bike Trail,Stood there for 20 mics tryin to get a #lightning pic before settling for a vid. #okc #weather #summer #thunderstorm http://t.co/k2GJBOk6ft +9623,thunderstorm,United States,GSP issues STRONG THUNDERSTORM WILL IMPACT PORTIONS OF NORTHEASTERN PICKENS COUNTY UNTIL 1115 PM EDT for Greater Pickens Pickens MountainÛ_ +9624,thunderstorm,Cambridge ,A Dog Was Abandoned In A Thunderstorm. But Then A Neighbor Steps Up And Does THIS http://t.co/iR3OXEH7id +9626,thunderstorm,"Oklahoma City, OK",Severe Thunderstorm Warning for Oklahoma County in OK until 10:30pm. http://t.co/Iyq8gf437p +9628,thunderstorm,Worldwide,RT @LivingSafely: #NWS issues Severe #Thunderstorm Warnings for parts of #AR #NC #OK. Expect more trauma cases: http://t.co/FWqfCKNCQW +9630,thunderstorm,finland ,Just woke up to the loudest thunderstorm I've ever heard +9631,thunderstorm,,RT @LivingSafely: NWS posts Severe #Thunderstorm Warnings for parts of #AR #NC #OK. Seek strong shelter if at risk: http://t.co/kImr0l24Fb +9633,thunderstorm,"Florence, South Carolina",GSP issues STRONG THUNDERSTORM WILL IMPACT PORTIONS OF NORTHEASTERN PICKENS COUNTY UNTIL 1115 PM EDT for Greater Pickens Pickens MountainÛ_ +9635,thunderstorm,,OUN issues Severe Thunderstorm Warning for Oklahoma [OK] till 10:30 PM CDT http://t.co/do6H2pVuB4 +9637,thunderstorm,,Special Weather Statement issued August 05 at 10:40PM EDT by NWS: ...STRONG THUNDERSTORM WILL IMPACT PORTIONS ... http://t.co/ulqeR1yTpX +9641,thunderstorm,,Loud ass thunderstorm for no reason !?? +9647,thunderstorm,Worldwide,RT @LivingSafely: NWS posts Severe #Thunderstorm Warnings for parts of #AR #NC #OK. Seek strong shelter if at risk: http://t.co/HE4Qh2I5wF +9648,thunderstorm,"Oklahoma City, OK",Severe Thunderstorm Warnings have been cancelled in central Oklahoma. Still expect 50 mph winds penny sized hail +9649,thunderstorm,336,Pretty bad ass thunderstorm +9658,tornado,,I asked my dad 'what if a tornado comes ?'and he said 'well you better stick your head between your legs and kiss your butt goodbye'?? +9662,tornado,"ÌÏT: 35.353272,-78.553744",Storm damage maybe a tornado near Chadbourn. See http://t.co/gAs4sS3dKS http://t.co/zlhVYArtCU +9668,tornado,,Going to attempt the California fair again tomorrow hopefully we don't die in a tornado ?? +9671,tornado,,#tornado #singapore Mac and #cheese #around the world - mac cheese cookbook: http://t.co/rgAm3eQOwn Mac and Ch http://t.co/X6ZJpzB8UP +9676,tornado,,http://t.co/Dg0EcBYKJL Tornado warnings end after thunderstorms hammer Calgary region for 2nd night #HeadlinesApp +9677,tornado,Midwest,(AL) Severe Thunderstorm Warning issued August 05 at 8:44PM CDT until August 05 at 9:15PM CDT by NWS http://t.co/bviYy8BMsb #alwx +9679,tornado,"Mumbai, India.","Saam's character rocks! @OliLafont A must read for #Fantasy #mythology lover +http://t.co/izgHpYQko4 http://t.co/XAibgO445o #TornadoGiveaway" +9682,tornado,Canada,Tornado warnings issued for southern Alberta http://t.co/zqmzAi8yIz +9685,tornado,Any town USA,@MarquisDeSpade You can tell yer sins to me. I won't judge you. Take your clothes off and we can sing a hymn. Let's do Abba .@TORNADO_CHICK +9689,tornado,,@sarahnandola BTW we all live in libertyville now. Bc of the tornado +9692,tornado,,A tornado flew around my room before you came... +9693,tornado,"riverwest, milw ",@dead_last I'm going to live out of my car for a year probably 2016 life goals :) +9694,tornado,"Gurgaon, Haryana. ",#TornadoGiveaway åÊ #thebookclub åÊ Join in!! https://t.co/8qucf6sgOc https://t.co/5U1t8hc4uf +9696,tornado,,Loving you was like throwing a lasso around a tornado I tried to hold on to.?? +9700,tornado,,Blonde beauty Amanda shows you her big natural boobs in her first set http://t.co/qew4c5M1xd View and download video +9711,tragedy,"Mumbai, India",Rly tragedy in MP: Some live to recount horror: ÛÏWhen I saw coaches of my train plunging into water I called ... http://t.co/KiXRcBNjLs +9713,tragedy,bucky barnes hell,@enjoltair that would be both a tragedy but also extremely realistic and p cool yeah sure +9720,tragedy,"SÌ©te, France, (foto c.1968)","@TEDMED +I remember my friend Jeff Weisberg saying ÛÏIf I can only gat back from this ER shift w/out a kiddie tragedy'" +9721,tragedy,http://www.amazon.com/dp/B00HR,'1 Death is a tragedy; a million Deaths is a statistic.' Stalin August 6 1945 U.S. Atomic Bomb Dropped On... http://t.co/kaMPx4eOS9 +9725,tragedy,America,They can only ban SAFE abortions- back alley tragedy will come back. USA is NOT a theocracy!!!!! http://t.co/qIkS2FUTb1 +9726,tragedy,"Berkeley, CA",@MindfulYoga responds to the tragedy of #CecilTheLion http://t.co/5tPZ7loLlX #yoga #compassion @Hugger_Mugger http://t.co/MhIF6mPNTs +9727,tragedy,Sheeps Clothing,@MeekMill Have your beef Idgaf but you went too far when you used a tragedy where PEOPLE DIED to insult Drake. You owe T.O an apology. +9735,tragedy,"Jefferson, GA",If our love is tragedy why are you my remedyyyy +9740,tragedy,,jiwa mines Rly tragedy in MP: Some live to recount horror: ÛÏWhen I saw coaches of my train plunging into water... http://t.co/LOEPKBS38J +9742,tragedy,,Rly tragedy in MP: Some live to recount horror: ÛÏWhen I saw coaches of my train plunging into water I called ... http://t.co/BdlqasD0wB +9743,tragedy,,These women all bonded through tragedy. All of em were broken in some way +9747,tragedy,Namma Bengaluru,Rly tragedy in MP: Some live to recount horror: ÛÏWhen I saw coaches of my train plunging into water I called ... http://t.co/cSPAmWTo6T +9748,tragedy,Mumbai,Rly tragedy in MP: Some live to recount horror: ÛÏWhen I saw coaches of my train plunging into water I c... http://t.co/AWWg8kNMZg Over. +9751,tragedy,,Rly tragedy in MP: Some live to recount horror: ÛÏWhen I saw coaches of my train plunging into water I called ... http://t.co/HR4GNyGSiC +9758,trapped,,@LauraE303B @SheilaGunnReid A war we'll never win? There r 2500 Yezidi women trapped as slaves.We know where they are. Doing nothing is evil +9767,trapped,,Think of it as a reality TV show I tell myself to quell the panic rising in my throat. Introvert: Trapped in Tokyo. The 150-square-foot +9768,trapped,,Been signed off work for a week as i have a trapped nerve and can not move.! Life is a struggle right now.! ???? +9773,trapped,,"Confused Westie Believes Dogs Are Trapped In The Computer +http://t.co/aWZoNRYc9y http://t.co/HwJ7GwAVvB" +9777,trapped,,(#TeambrianMundial) Hollywood Movie About Trapped Miners Released in Chile: 'The 33' Holly... http://t.co/Ama6AVULnA (#TeambrianMundial) +9781,trapped,Massachusetts,No one on the south shore knows how to make good coffee and I'm trapped in a living hell +9784,trapped,,"Then @slrqxcrls on this trapped out evil monster! + +https://t.co/n3I79QLBsS" +9786,trapped,instagram- joeyparmenterr,Eric is 18 trapped in a 48 year olds buddy +9789,trapped,USA,Hollywood Movie About Trapped Miners Released in Chile: 'The 33' Hollywood movie about trapped min... http://t.co/BinNJwobtU #topstories +9792,trapped,,took her to the trap house now lil mama trapped out ?? +9793,trapped,"Houston, TX",If I ever saw a dog trapped in a hot car you better believe I'm busting your fucking windows open and taking your dog +9798,trapped,Ur BaQ,Hollywood movie about trapped miners released in Chile: SANTIAGO Chile (AP) ÛÓ The Hollywood movie on the 33 m... http://t.co/RAzFkXbhMN +9799,trapped,Venezuela,Billionaire Mottas Try Getting Trapped Money Out of Venezuela - Bloomberg http://t.co/5JqMWaf6Vp +9802,trapped,,@Pandamoanimum Duly noted.The involuntary wince I have when people send me words like 'holibobs' must make it look like I have trapped wind. +9803,trapped,,1961 LES WOZNI In Hospital After He Broke His Leg Trapped in CAVE IN Press Photo http://t.co/7Rr4lo1lfW http://t.co/IOLOFaphsv +9804,trapped,Orlando,It's a trap not a fucking game. U ain't trapping if u ain't trapped +9805,trapped,A glass case of emotions,@JetsetExtra A2 - meeting new interesting people learning about new places and the freedom to not be trapped by circumstances #JSETT +9807,trapped,,Ghost is literally surrounded by people who are trapped mentally. Small minded individuals smh. +9809,trauma,,Students suffering from trauma ÛÓ like divorce violence & poverty ÛÓ often act out. Schools are trying a new approach. http://t.co/mDaCuJ9W1q +9811,trauma,The Jewfnited State,"RT MME_AUSTIN: Why #Marijuana Is Critical For Research in Treating #PTSD + +http://t.co/T6fuAhFp7p +#hempoil #cannÛ_ http://t.co/RhE7dXM7Ey" +9814,trauma,N.E.Ohio,sickmund: RT NCJFCJ: #NCJFCJ President Judge Byrne opens the first Nat'l Summit on #Trauma & the Courts in #ClevelÛ_ http://t.co/1rzxqpUGFG +9817,trauma,"Detroit, MI",What I Learned About Fat Dating Trauma Through Piggy and Kermit https://t.co/FJwQdThAIh +9821,trauma,"Nashville, TN",Esteemed journalist recalls tragic effects of unaddressed #childhood #trauma. #counciling #therapy #newauthors #HIV http://t.co/GXq1AuhzCy +9824,trauma,,It's shocking how your heart repairs itself from such terrible trauma +9825,trauma,NYC,Effective immediately Maimonides Medical Center is no longer an Adult or Pediatric Trauma Center. http://t.co/rTs30ZuVhT +9827,trauma,,@MountSinaiNYC @Beingtweets @Susancares2x #onbeingwithKristaTippett This is important for women living w/HIV the science of trauma +9839,trauma,,Hiroshima: They told me to paint my story: Eighty-nine year old man recalls the terror and the trauma when the... http://t.co/VhMbN4bn0b +9840,trauma,,Idk how I'm supposed to have my daughter in gymnastics and cheer at the same time? She refuses to make a choice. Ugh DIVA ?? +9843,trauma,"California, USA",@AngstAttack Dating a woman does NOT make you a Lesbian. However Lesbians are in fact caused by experiencing trauma involving a man. +9844,trauma,"Austin,Tx","Why #Marijuana Is Critical For Research in Treating #PTSD + +http://t.co/5PRq6FvE5Z +#hempoil #cannabis #marijuananews http://t.co/HcvbwtKlMT" +9845,trauma,"Eugene, OR",Your brain is particularly vulnerable to trauma at two distinct ages http://t.co/Wvq0Rf6UAm +9847,trauma,"Brooklyn, NY and Norfolk, Va",Your brain is particularly vulnerable to trauma at two distinct ages http://t.co/RAv8iMVvZB via @qz +9848,trauma,,Gutted. 6 weeks to go. Suspected fracture to my left ankle. Trauma clinic to see Specialist tomorrow #gnr @sageuk http://t.co/wa3sIUtoI0 +9851,trauma,"Burlington, VT",Your brain is particularly vulnerable to trauma at two distinct ages http://t.co/PTLgpqQeuQ +9852,trauma,,North American Rescue IFAK Refill Trauma Kit with NEW Red Tip Tourniquet IPOK + http://t.co/wrxwCA35EZ http://t.co/Ve0vXVJOkz +9855,trauma,S.P.Brasil,PTSD research aims to answer a question left to future researchers in 1922 by a post WW1 inquiry http://t.co/gRDebWx70f +9856,trauma,,RT @judithabarrow author CHANGING PATTERNS #amazon http://t.co/0oCrOtMkHM SILENT TRAUMA http://t.co/2ZGrVnMDW9 #amazon +9863,traumatised,"53.337853,-6.288693",I've spent the day traumatised about the fact that there is loads of good music out there and I'm probably not going to hear it all +9867,traumatised,MakoHaru Hell,Can you imagine how traumatised Makoto would be if he could see himself in the dub (aka Jersey Shore AU) rn? Well done America +9871,traumatised,,@TremendousTroye I'm so traumatised +9876,traumatised,Time for NON VIOLENT dissent! ,"@PeterDutton_MP +YOU DIDN'T 'STARE' DOWN 'PPL SMUGGLERS' +YOU PAID THEM TO GO AWAY! +2 men died many traumatised children abused. #auspol" +9879,traumatised,,Watching Casino Royale. She's clearly traumatised! Sucking her fingers work! Right?! #JamesBond +9882,traumatised,"Halifax, Nova Scotia, Canada",@michellemccann we had that last night - lightning for 2 hours! Poor Dawg traumatised. Ended up huddling in basement. @David_Williamso +9891,traumatised,"Bideford, England",@Tanishaa_ I have never watched it until now.. actually traumatised! ?? +9892,traumatised,,Why is the story about Kids Company about POLITICIANS over a measly å£3million? Why is it not about THE KIDS??? Our traumatised children? +9893,traumatised,Glasgow,@lisajdavidson1 @Nataliealana87 @WestEndShiv I'm already traumatised by my first full day at the Fringe +9895,traumatised,Plymouth,Still traumatised at the sight of an old woman throwing her shit out the window ????? +9899,traumatised,Unauthentically British UK,for an extra month I was literally traumatised that couldn't been me. But I do a recap in a pool every now & again for safety purposes. +9900,traumatised,,sunakawa is gonna be like traumatised forever i think lol +9902,traumatised,Free and democratic Britain,@lovestheworld55 @SemiMooch so that's why you're now willing to believe nonsense - you were traumatised? Sorry to hear but bible still fake +9903,traumatised,London,@DanDoherty_ @TomCenci @HRWright too traumatised to ask why..... +9904,traumatised,"Portsmouth, UK",@ibAUTUMN I'm that traumatised that I can't even spell properly! Excuse the typos! +9908,trouble,,@TitusOReily He's not responsible for the trouble urine! +9913,trouble,Southeast Michigan (HOTH),Pissed something off in the wood pile. Pulling pieces out and I get a small hiss and a series of low clicks for my trouble. +9914,trouble,"City of Bacoor, CALABARZON PHL",RT MMDA: ADVISORY: Stalled Bus at EDSA Service Road Cubao SB due to mechanical trouble as of 7:53 AM. 1 lane occupied. MMDA T/C on site. TÛ_ +9917,trouble,SeattIe,a room full of adults going ÛÏboonew boonewÛ along with the ÛÏmake it doubleÛ part of Pokemon PLÛªs shitty midi of Prepare For Trouble +9922,trouble,,RT ADVISORY: Stalled Bus at EDSA Service Road Cubao SB due to mechanical trouble as of 7:53 AM. 1 lane occupied.Û_ https://t.co/HRNZKU66mm +9924,trouble,"Lawrence, MA",since it is a righteous thing with God to repay with tribulation those who trouble you https://t.co/YLTKaWHf9o +9926,trouble,Lansing ?? Ypsilanti ,Must black folks don't wanna stir up trouble .. Which in turn causes them to be silent on the injustice in the wrld. https://t.co/a5bKmsasjE +9927,trouble,Michigan,If all men sauntered like Fred I think I'd be in trouble. #ShallWeDance #SummerUnderTheStars #TCMParty +9928,trouble,Your screen,"Photo: 22 year old Yahoo Boy in Trouble for Attempting to Bribe EFCC Operatives +see... http://t.co/ObcHpSMHDO" +9929,trouble,,Sitting in my room the whole time in vegas to stay out of trouble +9936,trouble,??9?,Mouna gonna get me in trouble +9939,trouble,"Melbourne, Australia",@ModCloth having some trouble with your site- keep getting this every time I log in? http://t.co/dnKkYiFsvT +9947,trouble,,#BestSeller The trouble in one of Buffett's favorite sectors http://t.co/4wa9cMs3Cz +9951,trouble,Kansas ,@corcoran30 @kmurphalurph when these two are in the building laughs and trouble haha.. GreatÛ_ https://t.co/ds7ms8g1yR +9954,trouble,Singapore,Click Share in minute info-technews The Trouble With RedditÛªs Content Policy Update | Re/code Û_ http://t.co/wS0xohNb7v +9956,trouble,,I had trouble breathing while listening to kian singing omg +9957,trouble,,Today we played mini golf in the rain I was called pretty by a creepy old guy and pretended we didn't speak English to get out of trouble +9959,tsunami,IG : Sincerely_TSUNAMI,@AshNiggas tink ... +9962,tsunami,,I liked a @YouTube video from @team0epiphany http://t.co/kui6Ig2EpZ GTA 5 Mods - NEW TSUNAMI MOD GAMEPLAY! HUGE WAVES SHARK HUNTING +9964,tsunami,,omfg Johnny tsunami commercial +9966,tsunami,rest easy angel @datboiiharri.,I just wanna food but of course I had to get caught in this fucking tsunami. ???? +9968,tsunami,,TheDIYHacks: RT Illusionimagess: A tsunami cloud. http://t.co/H6t4x1EVTx +9969,tsunami,in the Word of God,@TerriF77 GodsLove & #thankU beloved sister Terri for RT of NEW VIDEO http://t.co/cybKsXHF7d The Coming Apocalyptic US Earthquake & Tsunami +9970,tsunami,in the Word of God,@DArchambau THX for your great encouragement and for RT of NEW VIDEO http://t.co/cybKsXHF7d The Coming Apocalyptic US Earthquake & Tsunami +9975,tsunami,,When tsunami says your order will take 40 minutes and you placed your order when you were on your way ???? +9977,tsunami,SIUC | 618,She kept it wet like tsunami she think she saw the titanic I get it hot like wasabi +9981,tsunami,Okinawa,Oh itÛªs a soccer ball? I thought it was the head of a melting snowman. +9993,tsunami,,I liked a @YouTube video http://t.co/18aAsFMVbl Call Of Duty Ghosts Walktrough Part-8 Tsunami! +9996,tsunami,"Evansville, IN",I think Tsunami has hit the wall. Dang... #STLCards +9997,tsunami,,@TA7LPlays @Twitch_Bang @Maliceqt @Zelse007 @RhyareeGaming @dougiedabandit sorry what you say theres a tweet tsunami happening +9999,tsunami,,This high-tech sphere can be the key to saving lives during a tsunami. What would you pack in it? http://t.co/KwlpFqRBVp +10002,tsunami,"Louavul, KY",Drunk #BBMeg! ?????? +10007,tsunami,http://t.co/mOY6lmu,Help support the victims of the Japanese Earthquake and Pacific Tsunami http://t.co/O5GbPBQH http://t.co/MN5wnxf0 #hope4japan #pray4japan +10015,twister,,"'How many sons would a parson parse if a parson could parse sons?' + +-popular tongue twister among religious woodchucks" +10019,twister,"Quezon, Philippines",Twister hits 4 villages in Quezon province - http://t.co/ehJv0gvo47 http://t.co/pzJcRNrBSr #Quezon #news +10022,twister,boca raton,@lizjillies it's such a tongue twister +10024,twister,,Seriously though..... Otto Reggie Twister and Sam was living that good life on Rocket Power. +10026,twister,,Playing twister with a broken arm wasn't the smartest decision I've made recentlu +10033,twister,Flat Rock,when you get stuck on the wicked twister and they have to call maintenance to get you out.. http://t.co/7iFPMFssMU +10043,twister,,@kady I would pay to watch the leaders play Twister. +10046,twister,,@bamagaga Best part of today? Your song I'M TO BLAME by @KIPMOOREMUSIC is about to play on 101.9 The Twister! http://t.co/sKV3O4Teni +10051,twister,The Internet,Work-related Dick Twister That Happened Today http://t.co/oJ5cUBshGz +10053,twister,,The shortest and hardest tongue twister is: 'Toy Boat' (Try saying it five times fast). +10062,typhoon,"Bengaluru, India",Struggling to Return to Life: Makurazaki Typhoon on September 17 1945 killed thousands. http://t.co/fmp0JsH4wX http://t.co/X3TotYZAZe +10063,typhoon,ID,Obama Declares Disaster for Typhoon-Devastated Saipan: Obama signs disaster declaration for Northern Marians a... http://t.co/Hni4v2ZUk3 +10065,typhoon,Breaking News,#Map: Typhoon Soudelor's predicted path as it approaches Taiwan; expected to make landfall over southern China by Û_ http://t.co/PgD7UXtVGg +10068,typhoon,,Obama signs disaster declaration for Northern Marians after typhoon hits US territory http://t.co/0IPaVKJgDC +10078,typhoon,,Typhoon Soudelor heads for Taiwan http://t.co/Pg0BhL6FQC #wtf #news #tv #fun #funny +10086,typhoon,"London, UK",UK WEATHER ALERT: Remnants of Asian super typhoon Soudelor to cause VIOLENT ... - http://t.co/JXOcfzKyw7 http://t.co/sZx1v2mk8K +10094,typhoon,,#Trending #Viral Spectacular satellite view of Typhoon Soudelor @rumblevideo http://t.co/VkF0gkZ9N3 +10095,typhoon,,"#WorldNews #World + Saipan Has No Water Electricity in Typhoon Aftermath - Voice of America - World - Google News.. http://t.co/5sUdXgNdA3" +10096,typhoon,Edmonton,Striking views of Super Typhoon Soudelor as it tracks toward Taiwan China http://t.co/hsjp6Hoffe +10097,typhoon,New York ,Saipan has no water electricity in aftermath of typhoon http://t.co/UBAk5uOI48 +10103,typhoon,"Indonesia +",Obama Declares Disaster for Typhoon-Devastated Saipan: Obama signs disaster declaration for Northern Marians a... http://t.co/a1MoeJxqyA +10104,typhoon,United States,#abc Obama Declares Disaster for Typhoon-Devastated Saipan http://t.co/ueHFZTeYHu #international #news +10108,upheaval,,@SushmaSwaraj Am sure background check of the child's details are done before the kid gets into another upheaval. +10122,upheaval,,Where bottle cherry timbering facilities upheaval entryway?: fJiZzTxK +10123,upheaval,BHUBANESWAR,@ArvindKejriwal Bharat is showing silent political upheaval and change to fulfill the wishes of the people. Retired DGM NABARD +10128,upheaval,No,MGS4 came out during a time of great upheaval in my life and itÛªs very odd that MGSV is coming and itÛªs also when things are getting iffy +10131,upheaval,,Bat four reasons en route to upheaval versus internet buzz value: pVDRDLJvc +10133,upheaval,#Bitcoinland,? http://t.co/5J8vHUXzrp #Ancient Mayan Tablet with Hieroglyphics Honors Lowly King #livescience #future Û_ http://t.co/n3aQXoMubu +10134,upheaval,,Permutable site conspiracy up-to-the-minute upheaval: QWkD +10135,upheaval,,For THIS FAN this was 1 upheaval too many! Done with this garbage of a show! @ABCNetwork @shondarhimes @EllenPompeo https://t.co/hq5TDxKqHB +10145,upheaval,"Andhra Pradesh, India",Life needs quality and a certain sense of security. Being with a person you can't trust can only cause stress and emotional upheaval. +10148,upheaval,"Books Published, USA","Medieval Upheaval (Hardy Boys: The Secret Files) +Franklin W. Dixon - Aladdin. http://t.co/Yb7ijKtlnB" +10154,upheaval,"Surrey, BC",This week we received the sad news of our friends daughters cancer prognosis. This is the second upheaval in this... http://t.co/tpOptWMWFR +10155,upheaval,"Bentonville, Arkansas",This Is How Retailers Intend to Survive Upheaval http://t.co/WOcpJi5uq1 #retail #consumers http://t.co/JelXFtOpu5 +10158,violent%20storm,Philadelphia; World War I,@RoxYunkFalls August 4 1915 http://t.co/jjNS0YjaLA Violent storm strikes city Manayunk flooding and damage. Sports & War news +10160,violent%20storm,,Dramatic Video Shows Plane Landing During Violent Storm http://t.co/YX8OdrrINr +10161,violent%20storm,,@hippieXox If the word 'violent' comes to mind it's food poisoning. Nothing you can do but weather the storm about 24 hours. :( +10162,violent%20storm,Shanatic/GGian/SRKian,And Kolkata is struck by a Cyclonic Storm. Sumthng big is gonna happen 2day evng. Heavy rains nd a violent storm approachng. God help us. +10165,violent%20storm,Chicago,More Severe Weather Heads Toward Chicago Area: A brief violent storm swept through the Chicago area Sunday af... http://t.co/JWSLLsuKjg +10166,violent%20storm,United Kingdom,Terrifying POV footage captures violent landing from inside a passenger jet during a storm in Amsterdam http://t.co/TyAOYEpelz +10167,violent%20storm,,[WP] You work on the top floor of a hotel when suddendly a violent storm comes the news proclaims your city in a Û_ http://t.co/S6Rc7dbAL1 +10170,violent%20storm,"Edmonton, Alberta",RT @calgarysun: Sun photographer Stuart Dryden spotted this vortex spun off a violent storm in Sylvan Lake. #abstorm http://t.co/w0BZ0JNGvB +10178,violent%20storm,,Holy crap! BRAVO Sir! Amazing! Dramatic Video Shows Plane Landing During Violent Storm http://t.co/xB0bw8h8Ur +10180,violent%20storm,Worldwide,"Violent Forces Radio: Now Playing Torture - Storm Alert +TuneIn Player @ http://t.co/XsSgEdSbH4" +10181,violent%20storm,,Circus tent collapses in violent storm killing 2 kids in New Hampshire http://t.co/j0saXEKBTa +10185,violent%20storm,"Calgary, AB",Storm is here! Violent winds and pounding rains in Evergreen. #yyc +10188,violent%20storm,"Harvard Square, Cambridge, MA",Stay inside for the next little while kids. We're having a bit of a violent storm right now. -kjc +10190,violent%20storm,missouri USA,Watch: Violent Storm Causes Deadly Accident at New Hampshire Circus http://t.co/jpPiR3ZzKA #GMA http://t.co/nV5GCDpIBA +10196,violent%20storm,Worldwide,"Violent Forces Radio: Now Playing Axegressor - Psalm Before the Storm +TuneIn Player @ http://t.co/XsSgEdSbH4" +10200,violent%20storm,,#calgaryweather It would be nice if they would fix radar before another violent storm Uninformed citizens dangerous #YYC #yycweather +10205,violent%20storm,"Greater Vancouver, British Columbia",2012#Shell's 250-foot-tall drilling rig broke loose from a towline&drifted out of control during violent winter storm #incompetent #shellno +10211,volcano,Herbville,http://t.co/16EClWrW84 Asics GT-II Super Red 2.0 11 Ronnie Fieg Kith Red White 3M x gel grey volcano 2 +10216,volcano,New York,Force Factor VOLCANO 120 Capsule Brand New - Full read by eBay http://t.co/HewutDLDqh http://t.co/8etXXzBdua +10219,volcano,probably watching survivor,The sunset looked like an erupting volcano .... My initial thought was the Pixar short Lava http://t.co/g4sChqFEsT +10221,volcano,"Richmond, VA & Bristow, VA",@CatholicMomVA Or take away his ring & throw it in a volcano... +10225,volcano,"Algonquin, IL",The highlight of my day has been playing with my raw volcano humidifier. #sicklife http://t.co/teDRu4hg3i +10227,volcano,Worcester,@Jesssssssee @eevans17 The Illuminati: The Yellowstone Super Volcano Conspiracy http://t.co/wymv9cYxzK +10228,volcano,,idgaf fly into a volcano +10230,volcano,"Sawangan 1, Central Java",?? @ KETEP VOLCANO CENTRE ketep PASS https://t.co/IdBnKxu80L +10232,volcano,Planet Earth,Learning from the Legacy of a Catastrophic Eruption - The New Yorker http://t.co/y8YqPBE4t9 +10233,volcano,"Hawaii, USA",#USGS M 1.9 - 5km S of Volcano Hawaii: Time2015-08-06 01:04:01 UTC2015-08-05 15:04:01 -10:00 at epicenter... http://t.co/meVvkaXcdE #SM +10235,volcano,"Kingston, Jamaica","CLUB GOING UP MIXTAPE (RNB EDITION) 2015 ?? BY DJ VOLCANO X STARZ TEAM + +DOWNLOAD: https://t.co/DpBFuU2GD6" +10238,volcano,Desde Republica Argentina,#Sismo M 1.9 - 5km S of Volcano Hawaii: Time2015-08-06 01:04:01 UTC2015-08-05 15:04:01 -10:00 at epicente... http://t.co/K28mgWTZcV #CS +10240,volcano,,Quake: M 1.9 - 5km S of Volcano Hawaii +10242,volcano,"Baker, Louisiana",what's the hottest thing you've ever seen..fire?..the sun?..a volcano? or this? http://t.co/2GLdsHRaiI +10248,volcano,,The Architect Behind Kanye West's Volcano - New York Times http://t.co/3QJUExX0Y0 +10254,war%20zone,,Just watched Punisher: War Zone. IDK why everyone hates it. It is basically the best possible movie you could get out of Punisher +10257,war%20zone,Miami,My new sounds: War Zone https://t.co/hNXRfqRk3P on #SoundCloud +10261,war%20zone,Enemy of the state ,Sammy is here in this war zone. Jamal spoke to me on the phone. Now my wife is next to speak to me ...what else can> http://t.co/2CppfprxoG +10262,war%20zone,baltimore maryland,@thelovatoagent omg i feel like i am in a war zone +10266,war%20zone,"Wellington City, New Zealand",I think it's time for a cup of tea and a scone before I tackle the war zone that is is my bedroom. I wonder how many condom packets Ill find +10267,war%20zone,MDS af ?,Saipan looks like a war zone though +10271,war%20zone,Canton Ohio,T Shirts $10 male or female get wit me. 2 days until its game changin time. War Zone single will beÛ_ https://t.co/Z0poYR096J +10277,war%20zone,,Um OK '@dandre_5: Sundays during football seasonfrom about 9 am - 11 pm women shouldn't even log onshit be a complete war zone' +10279,war%20zone,In Range ,Just trying to find my my peace in a Zone of war +10281,war%20zone,Sky's The limit (B.I.G) ????,Twitter is going to be a war zone today https://t.co/1QHNqCZvod +10282,war%20zone,Canada,The Resistance wages guerrilla warfare against KPA forces in the Red Zone the war-torn outskirts of... http://t.co/WFxAwQvvjr +10285,weapon,"Monroe,LA",When your friend getting whooped and you running out of weapon options ?????? #TeamDuval #T... (Vine by TerrellT) https://t.co/Sf9Ufv7w6C +10292,weapon,???????????,3 Stars in 212 seconds! Level 43 Surgeon. Weapon of choice: Neutron Rifle. #callofmini #doubleshot +10298,weapon,icon: cheese3d,Yo that guy changed his weapon mid battle how did he do that? +10300,weapon,,fun fact: every rapid-fire weapon in the game is a hard counter to the slosher and the splattling +10309,weapon,PNW,Slosher is a fucboi weapon +10311,weapon,????????,"No more war.People need no any weapon. +We need the world of peace. https://t.co/DhRvYtjlFL" +10312,weapon,,#AskConnor there's a zombie apocalypse. the item to your right is your weapon. you're either screwed or you're gonna live. +10319,weapon,,"True strength is forgiveness. Love the most powerful weapon. .@vickysuewrites' Broken Circle' + +#giveaway #boyxboy http://t.co/Zgc3EsLNPS" +10324,weapon,"Pune, Maharashtra India",On 70th anniversary of #Hiroshima bomb it is important to learn from history and ban this weapon. +10326,weapon,,@KnaveTBE lol. Not the class but the class of weapon +10328,weapon,??????????????,"@sindy642498 +I'm really glad to hear thatÛ_;; +Nowlike usthe world is truely connected. +I want truely peaceful world without any weapon!" +10343,weapons,"New York, NY",@JPens4Real21 Geno has weapons now I'll give him the benefit of the doubt this year. I'm just not a huge believer. Still not mature enough. +10346,weapons,"( ?å¡ ?? ?å¡), ",@DANNYonPC @YouTube Its engineer only again so 2 1000+ rpm weapons = no thanks +10347,weapons,United Kingdom,Helpful Tips For Nuking An Asteroid http://t.co/GwRsga9uJV +10353,weapons,,I'm all in favor of keeping dangerous weapons out of the hands of fools. Let's start with typewriters. +10354,weapons,Global,Security experts report that the only way to keep Iran 'honest' and stop her march to nuclear weapons is by... http://t.co/DGnbUsfXkw +10356,weapons,,"Aug 3 1915ÛÓKILL 10000 WITH ROCKS.; Italians Make Good Use of Nature's Weapons -- Excel with Bayonet. +http://t.co/ck1mMvHU0T" +10357,weapons,,@deray @marstu67 Cop Benefits:Great Salary Free Car Free Rent Free Food.Free Weapons License to Kill & Rape with Impunity. +10362,weapons,,"??Water fight?? +Penn park 6pm + BYOW +(Bring Your Own Weapons)" +10363,weapons,Tokyo,Abe proposed a new plan for abolishing nuclear weapons. Yesterday his defense minister made clear nukes are fine. http://t.co/A6IR8rKuwS +10370,weapons,,NAVY SAYS LT CMDR WHO FIRED SIDEARM IN DEFENSE DURING NOSC CHATTANOOGA TERRORIST ATTACK WILL NOT FACE CHARGES... http://t.co/vCcDKC4qt2 +10373,weapons,,Any attempt to sell weapons to #Nigeria is an attempt to upgrad #Bokoharm army #USA must know this now @UN +10386,whirlwind,"?orth, SG. ",Whirlwind full of bombarded kunais. +10388,whirlwind,,@BarstoolBigCat what a whirlwind. +10389,whirlwind,,I've officially been a St. Louisan for one full year. What a crazy awesome overwhelming whirlwind year it has been. Here's to another! +10391,whirlwind,,Missing Malaysian airplane: Debris was planted ÛÒ Families News - WhirlWind News http://t.co/bLd0nHKzbh +10397,whirlwind,GARRUS?,Warcraft has always been this weird referential whirlwind to itself and other things +10400,whirlwind,Sheffield.?,@Chelsea_Rosette ah bless ya. Not too bad. My life's been a bit of a whirlwind the last two weeks! Got a cold too that won't shift ?? #sexy +10403,whirlwind,"Torrance, CA",Join me on FB for #Sneak #Peek Friday http://t.co/3DK5zyYQ1F for my upcoming #novel To Reap a Whirlwind #fiction #historical #wip #amwriting +10404,whirlwind,Northwest Jersey,WAS Times: PawSox owners public return from whirlwind trip to Durham http://t.co/07nKMO7VaS +10408,whirlwind,Japan,I liked a @YouTube video http://t.co/a5YTAw9Vih S.O.S. Rona Guide - The Red Whirlwind +10417,whirlwind,140920-21 & 150718-19 BEIJING,"[VID]150806 Luhan From Luhan Studio Channel on YOUKU Update + +http://t.co/W7yeZkQlCJ http://t.co/C0QWZ0IshR" +10425,whirlwind,"Springfield, MO",{{ whirlwind romance dress | in-store & online }} #freshoutofthebox #getitbeforeitsgone #under50 #newnewnew... http://t.co/8BUTsC4ZyN +10435,wild%20fires,Toronto,#HarperANetflixShow Blazing Saddles (a show about wild fires in Alberta) +10437,wild%20fires,Welt,?? #BREAKING: massive wild- and field fires reported throughout Germany! The most fires are in eastern #German http://t.co/4zSIy7EO2O +10438,wild%20fires,,We all complain about PA but atleast we don't have those wild fires taking our homes like north Cali or the floods in Florida right now +10440,wild%20fires,YYC,my wife has opted to take holidays & historically since we met @lanahillman gets special treatment her bonfires can't start wild fires-RAIN! +10442,wild%20fires,,Like blazing wild fires singing Your name! +10447,wild%20fires,,NetNewsLedger Wild Fire Update ÛÒ August 4 2015: THUNDER BAY ÛÒ WEATHER ÛÒ ThereåÊwere no new fires confirmed by t... http://t.co/JflxgEmBdA +10452,wild%20fires,,@myralynn24 Becuase it can cause property damage and cause wild fires +10453,wild%20fires,New york,Hey @Macys ! My moms house burned down in the CA wild fires & I bought her an e gift card to buy her CLOTHES (cont) http://t.co/sWdjnypCXK +10454,wild%20fires,USA,California wild fires...clearly caused by global climate change and excess CO2!!!? +10459,wild%20fires,"North Tonawanda, NY",California wild fires blow my mind every time +10460,wild%20fires,Where e'er the mood takes me,@MrRat395 Are those wild fires getting anywhere near you? +10463,wild%20fires,Colorado,Stampedes and fires brought him home; can her love make him stay? TAME A WILD HEART #audiobook http://t.co/2dPKqAFtbr #BYNR @BeingAuthor +10465,wild%20fires,,Go home California you're drunk. Natural selection has taken affect. Debt extreme wild fires water supply problems. You fail as a state. +10469,wild%20fires,Montana/North Carolina,@CBS evening news covers tent collapse wild fires NO mention of worst Planned Parenthood video to date #Narrative +10474,wild%20fires,,WILD FIRES! http://t.co/EgrMdkXpOi +10475,wild%20fires,,Wild Fires In California Continue To Burn - http://t.co/nKcmib9WL0 http://t.co/CpMGBWVDXM +10476,wild%20fires,FRM JERZ LIVING IN DADE COUNTY,one of them wild fires in cali or something or in the mid west or where ever they show up..shit dont pop up around me +10477,wild%20fires,"Brantford, Ontario",@JacobHoggard @therealmattleaf it's so sad out there in BC all the wild fires. Hope u are safe. +10480,wild%20fires,,when there's 35 wild fires in the US and 21 of them are in California....AND we're in a drought.....this state is so sad +10491,wildfire,Colorado,11:57am Wildfire by The Mynabirds from Lovers Know +10493,wildfire,USA,Finger Rock wildfire grows to 500 acres #Tucson http://t.co/zSXGEI1Nxf +10494,wildfire,,#chattanooga The Latest: California governor headed to site of wildfire http://t.co/D6E7IICW5W +10495,wildfire,,About to get it with the babes of #wildfire and @taviiikenney of course!! +10497,wildfire,"Tucson, Arizona",Here's a quick timelapse I made of the Finger Rock Fire last night from about 9PM - 1AM. Check it out! #fingerrockfire #wildfire #catalinas +10501,wildfire,"Seattle, WA",#WAwildfire in #chelan? Wolverine fire results in evacuation. http://t.co/yePlnZPoWu +10504,wildfire,West Virginia ,can't eat a wildfire chicken salad without thinking of / missing @Alynacarol ?? +10507,wildfire,,Cherokee Road and Road 22 (Three Sisters Wildfire): There are two roads closed to the general public: ... http://t.co/WwnL8FvfMM #IDFire +10509,wildfire,"California, USA",As California fires rage the Forest Service sounds the alarm about sharply rising wildfire costs http://t.co/ht8FyiMJlR +10510,wildfire,,Be careful out there. http://t.co/KoBavdEKWn +10512,wildfire,"408 N. Western, Wenatchee, WA ","Wolverine Fire Update - Thursday August 6 - 9:00 Am + +Incident: Wolverine Fire Wildfire +Released: 41 min. ago... http://t.co/8WDTTzpTXH" +10514,wildfire,,Cooler weather helps crews battling state wildfire.. Related Articles: http://t.co/15fHVIi9Qp +10526,wildfire,"Seattle, WA",Wildfire near Columbia River town is 50 percent contained - http://t.co/yTPiPXpqr9 http://t.co/HCUQ6jpBtL +10528,wildfire,,"smHRN mhtw4fnet + +Crews gaining on huge Northern California wildfire - CBS News" +10530,wildfire,,Rocky Fire #cali #SCFD #wildfire #LakeCounty https://t.co/3pu0000v5o +10531,wildfire,,This machine really captured my attention. #helicopter #firefighting #wildfire #oregon #easternoregonÛ_ https://t.co/eKt456jY1s +10532,wildfire,Get our App,Forest Grove grass fire sparked by tractor quickly contained - KATU http://t.co/FMbcocS79u +10538,windstorm,"28.709672,-97.376514",San Patricio ÛÓ Windstorm insurance reform key for coastal homeowners: PORTLAND ÛÒ State Rep. J.M. Lozano spoke ... http://t.co/GQySVKrAGi +10539,windstorm,"Washington, D.C.",Texas Seeks Comment on Rules for Changes to Windstorm Insurer http://t.co/SDZLVBiFbN +10542,windstorm,Houston,New roof and hardy going up...Windstorm inspection tomorrow.. http://t.co/3XMLQRpNQR +10547,windstorm,New York,Insurance News:Texas Seeks Comment on Rules for Changes to Windstorm Insurer +10549,windstorm,"Pasadena, TX",TWIA board approves 5 percent rate hike: The Texas Windstorm Insurance Association (TWIA) Board of Directors v... http://t.co/NvxLJDsNkX +10556,windstorm,,GLORIA JONES - VIXEN / WINDSTORM (2IN1) CD 20 TRACKS MARC BOLAN http://t.co/E3cAymmIcN http://t.co/eRzcXloPDL +10569,windstorm,"Texas, USA",@t_litt44 I seen you that one day look like you went threw a windstorm ?? +10572,windstorm,Canada,Great time group camping at Presqu'ile with family&friends.Lots of fun;not much sleep #PQPHistoryWeekend #windstorm http://t.co/0tYkaZyQpF +10577,windstorm,,Texas Seeks Comment on Rules for Changes to Windstorm Insurer: The Texas Department of Insurance is seeking pu... http://t.co/NGF9n8Jquu +10579,windstorm,Rhode Island,A few more photos from this mornings windstorm. We've never seen anything like it! #rhodeisland #warwick +10586,wounded,Narbin city ,Police Officer Wounded Suspect Dead After Exchanging Shots http://t.co/e4wvXQItV4 +10594,wounded,??,"The South Korean army wounded 44 persons' Takeshima's Japanese fisherman and occupies the island. +http://t.co/mJCXgKU8Yt" +10595,wounded,"Kansas City, MO",Gunmen kill four in El Salvador bus attack: Suspected Salvadoran gang members killed four people and wounded s... http://t.co/LZWRONbTmi +10597,wounded,"?? Newport , RI ??",You still acting like you were the one wounded. Didn't you do the stabbing?... +10602,wounded,,#Dime_Miloko Officer Wounded Suspect Killed in Exchange of Gunfire: Richmond police officer wounded suspect killed in exchange of gunfire +10604,wounded,,Police officer wounded suspect dead after exchanging shots: A Richmond police officer was wounded and a suspe... http://t.co/FzQPiQeCHB +10614,wounded,Philippines,"Pope Francis talks about WOUNDED FAMILIES +http://t.co/m1RfBPODI9" +10617,wounded,,@lordjewcup @helloimivan wounded warrior +10618,wounded,"Chicago, Illinois ",Man seriously wounded in Auburn Gresham shooting http://t.co/qPsSbAfSuL #Chiraq +10619,wounded,Singapore,Suspected Salvadoran gang members killed four people and wounded seven more on Wednesday in an attack on a bus as it travelled down a ruralÛ_ +10624,wounded,SWMO,Officer Wounded Suspect Killed in Exchange of Gunfire http://t.co/HHSjnAVHUA +10633,wounded,??????,'Police Officer Wounded Suspect Dead After Exchanging Shots' http://t.co/guNq7ZTUn4 #????_????? +10634,wounded,Mii Facebook,Police Officer Wounded Suspect Dead After Exchanging Shots: Richmond police officer wounded suspect killed a... http://t.co/YIKQRqczVZ +10635,wounds,,He was crushed for our iniquities; the punishment that brought us peace was upon him & by his wounds we are healed. -Isa 53:5 +10638,wounds,Southern Cali,@bkanioros Lizeth and I tried over and over again to fix our relationship it never worked bk you cannot heal those wounds I love you for +10639,wounds,626 - 702,Love wounds +10642,wounds,"Gauteng Heidelberg,Ratanda",'@GoogleFacts: Wounds heal faster if you lick them. Tears also help them heal as well.' I know right even thou it seems stupid when lickin +10643,wounds,"Back of the beyond, Lesotho","the wounds of honor + are self-inflicted" +10645,wounds,CLT via NOLA via MO via MN,ME: gun shot wounds 3 4 6 7 'rapidly lethal' would have killed in 30-60 seconds or few minutes max. #kerricktrial +10646,wounds,India,@Cash7Nigga whoa. Insomniac. Why don't you try to get some sleep. Sleep heals all wounds. Food too ! Night :) +10649,wounds,the beautiful Northwest (USA),Do You Let Your Emotional Wounds Fester? http://t.co/yDWhMgIMOE ? Powerful story andåÊword picture. via @forgivenwife +10652,wounds,Washington D.C. / Istanbul,Israeli military shoot Palestinian who injured 3 in West Bank car attack http://t.co/P9DCnuLODR via @YahooNews +10653,wounds,Vancouver ,@WorldRunners @RunningRoom Day 3&my wounds are looking much better. Running road rash. #summer #injury #offdishduty http://t.co/aGkWKaqgOS +10654,wounds,K-Town ,Time heals all wounds. And if it doesn't you name them something other than wounds and agree to let them stay. ???? +10661,wounds,#Kashmir,2 Policemen receive bullet wounds Reports indicate 6-7 armed men attacked a police post. +10664,wounds,,Palestinian rams car into Israeli soldiers wounding 3 http://t.co/n79BMXQKlg #EMM +10668,wounds,sam's town,and the salt in my wounds isnt burnin any more than it used to its not that i dont feel the pain its just im not afraid of hurting anymore +10670,wounds,,When and how does a character recover fromåÊwounds? http://t.co/ohhkuHtjXm +10674,wounds,"Dallas, TX",What they (dentists) don't tell u is how much ur mouth will be in pain when the numbing wears off because of the puncture wounds in ur gums. +10683,wounds,worldwide,Our wounds can so easily turn us into people we don't want to be and we hardly see it happening +10694,wreck,"atl, ga",i'm sitting in the parking lot waiting to go into therapy and i'm crying and an emotional wreck and i don't want my therapist to know ???????????? +10697,wreck,"San Antonio, TX",Last week we had a blast hosting Dinner & a Movie Night with 'Wreck-It Ralph' on @FtCarsonPAO! @carsonmwr #TBT http://t.co/tUYPxEoBQa +10699,wreck,"Jackson, MS",Now that IÛªve figured out how to get my music in my rental car I can take a night drive to nowhere tonight. Hopefully without a wreck. +10701,wreck,probably in hell ,i'm an emotional wreck watching emmerdale fml +10703,wreck,"Columbus, OH",Interesting in watching a train wreck while taking acid kind of way https://t.co/kM08qiWW4g +10713,wreck,,@DukeSkywalker @facialabuse you should do a competetion between @xxxmrbootleg & #ClaudioMeloni (ultimate throat penetrator) to a wreck off. +10714,wreck,,Man faces manslaughter charges following fatal Sunday wreck | AL.c.. Related Articles: http://t.co/5xrFhdXTvX +10716,wreck,St. Petersburg. Fla.,*is a wreck* *gives ppl lifestyle advice* +10717,wreck,,I'm an emotional wreck someone hold me until they upload the damn video #whatstheimportantvideo +10719,wreck,Inwood ontario,I added a video to a @YouTube playlist http://t.co/wYtu7vIwsj Burnt Black - Nervous Wreck +10725,wreck,would rather be in my room,and not a wreck of uneven layers https://t.co/Y0WE0wXQCp +10728,wreck,Philippians 4:13,Dj d wreck cut the beat +10734,wreck,"Pennsylvania, USA",@Herologist i know right? It's a train wreck. You can't believe it's happening but you can't look away. +10738,wreckage,India,Wreckage 'Conclusively Confirmed' as From MH370: Malaysia PM +10740,wreckage,"Mumbai, Maharashtra",Wreckage 'Conclusively Confirmed' as From MH370: Malaysia PM: Investigators and the families of those who were... http://t.co/cUrJAT1BqI +10742,wreckage,,Wreckage 'conclusively confirmed' as from MH370: Malaysia PM http://t.co/Se1QkNPltS | https://t.co/DnhRviV1dJ +10756,wreckage,Mumbai,Wreckage 'Conclusively Confirmed' as From MH370: Malaysia PM: Investigators and the families of those who were... http://t.co/O8sTW4YN8R +10757,wreckage,,#science Now that a piece of wreckage from flight MH370 has been confirmed on RÌ©union Island is it possible t... http://t.co/cKQ7tOE82u +10758,wreckage,India,Wreckage 'Conclusively Confirmed' as From MH370: Malaysia PM +10761,wreckage,Mumbai,Wreckage 'Conclusively Confirmed' as From MH370: Malaysia PM: Investigators and the families of those who were... http://t.co/1RzskdRrDk +10762,wreckage,Canada,TOP STORY: wreckage from #MH370 officially confirmed. @janisctv reports on the critical clue from a tiny island. http://t.co/hlWw2P5k9o +10773,wreckage,,Wreckage 'Conclusively Confirmed' as From MH370: Malaysia PM http://t.co/MN130C4e2D via @ndtv +10778,wreckage,Mumbai,Wreckage 'Conclusively Confirmed' as From MH370: Malaysia PM: Investigators and the families of those who were... http://t.co/mzB0MKuUo7 +10781,wreckage,our galaxy,RT @australian Debris found on an Indian Ocean island confirmed to be from flight #MH370. http://t.co/gY9MrSl6x2 +10791,wrecked,Sunny Southern California,Cramer: Iger's 3 words that wrecked Disney's stock http://t.co/4dGpBAiVL7 +10792,wrecked,"Plymouth, England",Almost *wrecked* my van the other day because of this guy (yeah I brake & also care for animals ~ get used to it)! https://t.co/8ZaHavmtT6 +10796,wrecked,Deep in the heart of LibLand,'What manner of human being would parcel out a baby as though it were a wrecked car in a junk yard? TheÛ_' ÛÓ dtom2 http://t.co/lj6lzo4isX +10797,wrecked,,@Nathan26_RFC thought you said Saturday night there and near died lolol you'll be wrecked!! +10801,wrecked,"Canada,Ontario",I just wanna ease your mind and make you feel alright.???? +10804,wrecked,Love Reiss,@yakubOObs think he deactivated because his notifications are aids after tesco wrecked him lol +10806,wrecked,Seattle Washington,RT CNBC '3 words from Disney CEO Bob Iger wrecked Disney's stock says Jim Cramer: http://t.co/f0texKsqhL http://t.co/ilySLaTMgI' +10807,wrecked,Acey mountain islanddåÇTorontoåÈ,Smackdown tyme this should put me in a good mood again since it got wrecked smh +10816,wrecked,los angeles,@thrillhho jsyk I haven't stopped thinking abt remus slumped against the bathroom door all day I was wrecked ?????????? +10820,wrecked,"Brussels, Belgium",@stighefootball Begovic has been garbage. He got wrecked by a Red Bull reserve team and everyone else this preseason +10828,wrecked,,Wrecked today got my hattrick ???? +10836,,,#Ebola #EbolaOutbreak Ebola Virus: Birmingham Ala. Firefighters Quarantined After Possible Exposure Officials Say http://t.co/tjpYlU9fOX +10838,,,Malaysian PM confirms debris is from missing flight MH370 http://t.co/pfAvW5QyqE +10845,,,Officials: Alabama home quarantined over possible Ebola case - Washington Times +10856,,,See the 16yr old PKK suicide bomber who detonated bomb in Turkey Army trench released: Harun Ìàekdar ... http://t.co/hKuT5mSdtP @MsOreo_ +10857,,,To conference attendees! The blue line from the airport has DERAILED - please look into taking a taxi to the hotel! See you soon! +10858,,,The death toll in a #IS-suicide car bombing on a #YPG position in the Village of Rajman in the eastern province of Hasaka has risen to 9 +10861,,,EARTHQUAKE SAFETY LOS ANGELES ÛÒ SAFETY FASTENERS XrWn +10865,,,Storm in RI worse than last hurricane. My city&3others hardest hit. My yard looks like it was bombed. Around 20000K still without power +10868,,,Green Line derailment in Chicago http://t.co/UtbXLcBIuY +10874,,,MEG issues Hazardous Weather Outlook (HWO) http://t.co/3X6RBQJHn3 +10875,,,#CityofCalgary has activated its Municipal Emergency Plan. #yycstorm diff --git a/week9/train.csv b/week9/train.csv new file mode 100644 index 0000000..27ead09 --- /dev/null +++ b/week9/train.csv @@ -0,0 +1,8562 @@ +id,keyword,location,text,target +1,,,Our Deeds are the Reason of this #earthquake May ALLAH Forgive us all,1 +4,,,Forest fire near La Ronge Sask. Canada,1 +5,,,All residents asked to 'shelter in place' are being notified by officers. No other evacuation or shelter in place orders are expected,1 +6,,,"13,000 people receive #wildfires evacuation orders in California ",1 +7,,,Just got sent this photo from Ruby #Alaska as smoke from #wildfires pours into a school ,1 +8,,,#RockyFire Update => California Hwy. 20 closed in both directions due to Lake County fire - #CAfire #wildfires,1 +10,,,"#flood #disaster Heavy rain causes flash flooding of streets in Manitou, Colorado Springs areas",1 +13,,,I'm on top of the hill and I can see a fire in the woods...,1 +14,,,There's an emergency evacuation happening now in the building across the street,1 +15,,,I'm afraid that the tornado is coming to our area...,1 +16,,,Three people died from the heat wave so far,1 +17,,,Haha South Tampa is getting flooded hah- WAIT A SECOND I LIVE IN SOUTH TAMPA WHAT AM I GONNA DO WHAT AM I GONNA DO FVCK #flooding,1 +18,,,#raining #flooding #Florida #TampaBay #Tampa 18 or 19 days. I've lost count ,1 +19,,,#Flood in Bago Myanmar #We arrived Bago,1 +20,,,Damage to school bus on 80 in multi car crash #BREAKING ,1 +23,,,What's up man?,0 +24,,,I love fruits,0 +25,,,Summer is lovely,0 +26,,,My car is so fast,0 +28,,,What a goooooooaaaaaal!!!!!!,0 +31,,,this is ridiculous....,0 +32,,,London is cool ;),0 +33,,,Love skiing,0 +34,,,What a wonderful day!,0 +36,,,LOOOOOOL,0 +37,,,No way...I can't eat that shit,0 +38,,,Was in NYC last week!,0 +39,,,Love my girlfriend,0 +40,,,Cooool :),0 +41,,,Do you like pasta?,0 +44,,,The end!,0 +48,ablaze,Birmingham,@bbcmtd Wholesale Markets ablaze http://t.co/lHYXEOHY6C,1 +49,ablaze,Est. September 2012 - Bristol,We always try to bring the heavy. #metal #RT http://t.co/YAo1e0xngw,0 +50,ablaze,AFRICA,#AFRICANBAZE: Breaking news:Nigeria flag set ablaze in Aba. http://t.co/2nndBGwyEi,1 +52,ablaze,"Philadelphia, PA",Crying out for more! Set me ablaze,0 +53,ablaze,"London, UK",On plus side LOOK AT THE SKY LAST NIGHT IT WAS ABLAZE http://t.co/qqsmshaJ3N,0 +54,ablaze,Pretoria,@PhDSquares #mufc they've built so much hype around new acquisitions but I doubt they will set the EPL ablaze this season.,0 +55,ablaze,World Wide!!,INEC Office in Abia Set Ablaze - http://t.co/3ImaomknnA,1 +56,ablaze,,Barbados #Bridgetown JAMAICA ÛÒ Two cars set ablaze: SANTA CRUZ ÛÓ Head of the St Elizabeth Police Superintende... http://t.co/wDUEaj8Q4J,1 +57,ablaze,Paranaque City,Ablaze for you Lord :D,0 +59,ablaze,Live On Webcam,Check these out: http://t.co/rOI2NSmEJJ http://t.co/3Tj8ZjiN21 http://t.co/YDUiXEfIpE http://t.co/LxTjc87KLS #nsfw,0 +61,ablaze,,"on the outside you're ablaze and alive +but you're dead inside",0 +62,ablaze,milky way,Had an awesome time visiting the CFC head office the ancop site and ablaze. Thanks to Tita Vida for taking care of us ??,0 +63,ablaze,,SOOOO PUMPED FOR ABLAZE ???? @southridgelife,0 +64,ablaze,,I wanted to set Chicago ablaze with my preaching... But not my hotel! http://t.co/o9qknbfOFX,0 +65,ablaze,,I gained 3 followers in the last week. You? Know your stats and grow with http://t.co/TIyUliF5c6,0 +66,ablaze,"GREENSBORO,NORTH CAROLINA",How the West was burned: Thousands of wildfires ablaze in California alone http://t.co/vl5TBR3wbr,1 +67,ablaze,,Building the perfect tracklist to life leave the streets ablaze,0 +68,ablaze,Live On Webcam,Check these out: http://t.co/rOI2NSmEJJ http://t.co/3Tj8ZjiN21 http://t.co/YDUiXEfIpE http://t.co/LxTjc87KLS #nsfw,0 +71,ablaze,England.,First night with retainers in. It's quite weird. Better get used to it; I have to wear them every single night for the next year at least.,0 +73,ablaze,"Sheffield Township, Ohio",Deputies: Man shot before Brighton home set ablaze http://t.co/gWNRhMSO8k,1 +74,ablaze,India,"Man wife get six years jail for setting ablaze niece +http://t.co/eV1ahOUCZA",1 +76,ablaze,Barbados,SANTA CRUZ ÛÓ Head of the St Elizabeth Police Superintendent Lanford Salmon has r ... - http://t.co/vplR5Hka2u http://t.co/SxHW2TNNLf,0 +77,ablaze,Anaheim,Police: Arsonist Deliberately Set Black Church In North CarolinaåÊAblaze http://t.co/pcXarbH9An,1 +78,ablaze,Abuja,Noches El-Bestia '@Alexis_Sanchez: happy to see my teammates and training hard ?? goodnight gunners.?????? http://t.co/uc4j4jHvGR',0 +79,ablaze,USA,#Kurds trampling on Turkmen flag later set it ablaze while others vandalized offices of Turkmen Front in #Diyala http://t.co/4IzFdYC3cg,1 +80,ablaze,South Africa,TRUCK ABLAZE : R21. VOORTREKKER AVE. OUTSIDE OR TAMBO INTL. CARGO SECTION. http://t.co/8kscqKfKkF,1 +81,ablaze,"Sao Paulo, Brazil",Set our hearts ablaze and every city was a gift And every skyline was like a kiss upon the lips @Û_ https://t.co/cYoMPZ1A0Z,0 +82,ablaze,hollywoodland ,They sky was ablaze tonight in Los Angeles. I'm expecting IG and FB to be filled with sunset shots if I know my peeps!!,0 +83,ablaze,"Edmonton, Alberta - Treaty 6",How the West was burned: Thousands of wildfires ablaze in #California alone http://t.co/iCSjGZ9tE1 #climate #energy http://t.co/9FxmN0l0Bd,1 +85,ablaze,,Revel in yours wmv videos by means of mac farewell ablaze wmv en route to dvd: GtxRWm,0 +86,ablaze,Inang Pamantasan,"Progressive greetings! + +In about a month students would have set their pens ablaze in The Torch Publications'... http://t.co/9FxPiXQuJt",0 +89,ablaze,Twitter Lockout in progress,Rene Ablaze & Jacinta - Secret 2k13 (Fallen Skies Edit) - Mar 30 2013 https://t.co/7MLMsUzV1Z,0 +91,ablaze,"Concord, CA",@Navista7 Steve these fires out here are something else! California is a tinderbox - and this clown was setting my 'hood ablaze @News24680,1 +92,ablaze,"Calgary, AB",#NowPlaying: Rene Ablaze & Ian Buff - Magnitude http://t.co/Av2JSjfFtc #EDM,0 +93,ablaze,Birmingham,@nxwestmidlands huge fire at Wholesale markets ablaze http://t.co/rwzbFVNXER,1 +95,ablaze,San Francisco,@ablaze what time does your talk go until? I don't know if I can make it due to work.,0 +96,accident,CLVLND,'I can't have kids cuz I got in a bicycle accident & split my testicles. it's impossible for me to have kids' MICHAEL YOU ARE THE FATHER,0 +97,accident,"Nashville, TN",Accident on I-24 W #NashvilleTraffic. Traffic moving 8m slower than usual. https://t.co/0GHk693EgJ,1 +98,accident,"Santa Clara, CA",Accident center lane blocked in #SantaClara on US-101 NB before Great America Pkwy #BayArea #Traffic http://t.co/pmlOhZuRWR,1 +100,accident,UK,http://t.co/GKYe6gjTk5 Had a #personalinjury accident this summer? Read our advice & see how a #solicitor can help #OtleyHour,0 +102,accident,"St. Louis, MO",#stlouis #caraccidentlawyer Speeding Among Top Causes of Teen Accidents https://t.co/k4zoMOF319 https://t.co/S2kXVM0cBA Car Accident teeÛ_,0 +104,accident,"Walker County, Alabama",Reported motor vehicle accident in Curry on Herman Rd near Stephenson involving an overturned vehicle. Please use... http://t.co/YbJezKuRW1,1 +105,accident,Australia,BigRigRadio Live Accident Awareness,1 +107,accident,North Carolina,I-77 Mile Marker 31 South Mooresville Iredell Vehicle Accident Ramp Closed at 8/6 1:18 PM,1 +109,accident,,RT @SleepJunkies: Sleeping pills double your risk of a car accident http://t.co/7s9Nm1fiCT,0 +110,accident,Norf Carolina,'By accident' they knew what was gon happen https://t.co/Ysxun5vCeh,0 +112,accident,"San Mateo County, CA",Traffic accident N CABRILLO HWY/MAGELLAN AV MIR (08/06/15 11:03:58),1 +113,accident,North Carolina,I-77 Mile Marker 31 to 40 South Mooresville Iredell Vehicle Accident Congestion at 8/6 1:18 PM,1 +114,accident,"Njoro, Kenya",the pastor was not in the scene of the accident......who was the owner of the range rover ?,1 +117,accident,,"mom: 'we didn't get home as fast as we wished' +me: 'why is that?' +mom: 'there was an accident and some truck spilt mayonnaise all over ??????",0 +118,accident,Your Sister's Bedroom,I was in a horrible car accident this past Sunday. I'm finally able to get around. Thank you GOD??,1 +119,accident,,Can wait to see how pissed Donnie is when I tell him I was in ANOTHER accident??,0 +120,accident,"Arlington, TX",#TruckCrash Overturns On #FortWorth Interstate http://t.co/Rs22LJ4qFp Click here if you've been in a crash>http://t.co/Ld0unIYw4k,1 +121,accident,"South Bloomfield, OH",Accident in #Ashville on US 23 SB before SR 752 #traffic http://t.co/hylMo0WgFI,1 +126,accident,,Carolina accident: Motorcyclist Dies in I-540 Crash With Car That Crossed Median: A motorcycle rider traveling... http://t.co/p18lzRlmy6,1 +128,accident,"New Hanover County, NC",FYI CAD:FYI: ;ACCIDENT PROPERTY DAMAGE;NHS;999 PINER RD/HORNDALE DR,1 +129,accident,Maldives,RT nAAYf: First accident in years. Turning onto Chandanee Magu from near MMA. Taxi rammed into me while I was halfway turned. Everyone confÛ_,1 +130,accident,"Manchester, NH",Accident left lane blocked in #Manchester on Rt 293 NB before Eddy Rd stop and go traffic back to NH-3A delay of 4 mins #traffic,1 +131,accident,"Wilmington, NC",;ACCIDENT PROPERTY DAMAGE; PINER RD/HORNDALE DR,1 +132,accident,,???? it was an accident http://t.co/Oia5fxi4gM,0 +133,accident,"New Hanover County, NC",FYI CAD:FYI: ;ACCIDENT PROPERTY DAMAGE;WPD;1600 S 17TH ST,1 +134,accident,,8/6/2015@2:09 PM: TRAFFIC ACCIDENT NO INJURY at 2781 WILLIS FOREMAN RD http://t.co/VCkIT6EDEv,1 +135,accident,global,Aashiqui Actress Anu Aggarwal On Her Near-Fatal Accident http://t.co/6Otfp31LqW,1 +136,accident,Alberta | Sask. | Montana,Suffield Alberta Accident https://t.co/bPTmlF4P10,1 +137,accident,Charlotte,9 Mile backup on I-77 South...accident blocking the Right 2 Lanes at Exit 31 Langtree Rd...consider NC 115 or NC 150 to NC 16 as alternate,1 +138,accident,"Baton Rouge, LA",Has an accident changed your life? We will help you determine options that can financially support life care plans and on-going treatment.,0 +139,accident,"Hagerstown, MD",#BREAKING: there was a deadly motorcycle car accident that happened to #Hagerstown today. I'll have more details at 5 @Your4State. #WHAG,1 +141,accident,"Gloucestershire , UK",@flowri were you marinading it or was it an accident?,0 +143,accident,,only had a car for not even a week and got in a fucking car accident .. Mfs can't fucking drive .,1 +144,accident,UK,.@NorwayMFA #Bahrain police had previously died in a road accident they were not killed by explosion https://t.co/gFJfgTodad,1 +145,accident,"Nairobi, Kenya",I still have not heard Church Leaders of Kenya coming forward to comment on the accident issue and disciplinary measures#ArrestPastorNganga,0 +146,aftershock,Instagram - @heyimginog ,@afterShock_DeLo scuf ps live and the game... cya,0 +149,aftershock,304,"'The man who can drive himself further once the effort gets painful is the man who will win.' +Roger Bannister",0 +151,aftershock,Switzerland,320 [IR] ICEMOON [AFTERSHOCK] | http://t.co/yNXnvVKCDA | @djicemoon | #Dubstep #TrapMusic #DnB #EDM #Dance #IcesÛ_ http://t.co/weQPesENku,0 +153,aftershock,304,'There is no victory at bargain basement prices.' Dwight David Eisenhower,0 +156,aftershock,US,320 [IR] ICEMOON [AFTERSHOCK] | http://t.co/vAM5POdGyw | @djicemoon | #Dubstep #TrapMusic #DnB #EDM #Dance #IcesÛ_ http://t.co/zEVakJaPcz,0 +157,aftershock,304,'Nobody remembers who came in second.' Charles Schulz,0 +158,aftershock,Instagram - @heyimginog ,@afterShock_DeLo im speaking from someone that is using a scuf on xb1 most of them people will end up getting on for ps also.,0 +159,aftershock,304,'The harder the conflict the more glorious the triumph.' Thomas Paine,0 +160,aftershock,,#GrowingUpSpoiled going clay pigeon shooting and crying because of the 'aftershock',0 +161,aftershock,Somewhere Only We Know ?,So i guess no one actually wants any free Aftershock TC.....,0 +162,aftershock,,Aftershock was the most terrifying best roller coaster I've ever been on. *DISCLAIMER* I've been on very few.,0 +163,aftershock,Belgium,Aftershock https://t.co/xMWODFMtUI,0 +164,aftershock,Switzerland,320 [IR] ICEMOON [AFTERSHOCK] | http://t.co/M4JDZMGJoW | @djicemoon | #Dubstep #TrapMusic #DnB #EDM #Dance #IcesÛ_ http://t.co/n0uhAsfkBv,0 +165,aftershock,US,320 [IR] ICEMOON [AFTERSHOCK] | http://t.co/vAM5POdGyw | @djicemoon | #Dubstep #TrapMusic #DnB #EDM #Dance #IcesÛ_ http://t.co/zEVakJaPcz,0 +168,aftershock,,320 [IR] ICEMOON [AFTERSHOCK] | http://t.co/e14EPzhotH | @djicemoon | #Dubstep #TrapMusic #DnB #EDM #Dance #IcesÛ_ http://t.co/22a9D5DO6q,0 +170,aftershock,dope show,@KJForDays I'm seeing them and Issues at aftershock ??,0 +171,aftershock,Switzerland,320 [IR] ICEMOON [AFTERSHOCK] | http://t.co/THyzOMVWU0 | @djicemoon | #Dubstep #TrapMusic #DnB #EDM #Dance #IcesÛ_ http://t.co/83jOO0xk29,0 +172,aftershock,Switzerland,320 [IR] ICEMOON [AFTERSHOCK] | http://t.co/THyzOMVWU0 | @djicemoon | #Dubstep #TrapMusic #DnB #EDM #Dance #IcesÛ_ http://t.co/83jOO0xk29,0 +173,aftershock,"Oshawa, Canada",#WisdomWed BONUS - 5 Minute Daily Habits that could really improve your life. How many do you already do? #lifehacks http://t.co/TBm9FQb8cW,0 +174,aftershock,Baker City Oregon,Aftershock: Protect Yourself and Profit in the Next Global Financial Meltdown by David Wiedemer http http://t.co/WZTz4hgMVq,0 +175,aftershock,,That moment when you get on a scary roller coaster and the guy behind you is just screaming bloody murder ?????? #silverwood #aftershock,0 +176,aftershock,,Aftershock 㢠(2010) Full㢠Streaming - YouTube http://t.co/vVE3UsesGf,0 +178,aftershock,United States,">> $15 Aftershock : Protect Yourself and Profit in the Next Global Financial... ##book http://t.co/f6ntUc734Z +@esquireattire",0 +180,aftershock,304,Sometimes you face difficulties not because you're doing something wrong but because you're doing something right. - Joel Osteen,0 +182,aftershock,304,'The only thing that stands between you and your dream is the will to try and the belief that it is actually possible.' - Joel Brown,0 +183,aftershock,marysville ca ,Praise God that we have ministry that tells it like it is!!! #now #wdyouth #biblestudy https://t.co/UjK0e5GBcC,0 +184,aftershock,304,'Remembering that you are going to die is the best way I know to avoid the trap of thinking you have something to lose.' ÛÒ Steve Jobs,0 +185,aftershock,"Hermosa Beach, CA",Tried orange aftershock today. My life will never be the same,0 +187,aftershock,,@OnFireAnders I love you bb,0 +190,aftershock,,Aftershock https://t.co/jV8ppKhJY7,0 +191,aftershock,,Aftershock back to school kick off was great. I want to thank everyone for making it possible. What a great night.,0 +193,aftershock,304,People who say it cannot be done should not interrupt those who are doing it. ÛÒ George Bernard Shaw,0 +194,aftershock,304,'The first man gets the oyster the second man gets the shell.' Andrew Carnegie,0 +195,aftershock,,Anyone need a P/U tonight? I play Hybrid Slayer ps4 EU. HMU @Cod8sandscrims @EmpirikGaming @CoDAWScrims @4TP_KOTC @4TPFA @afterShock_Org,0 +196,airplane%20accident,"19.600858, -99.047821",Experts in France begin examining airplane debris found on Reunion Island: French air accident experts o... http://t.co/YVVPznZmXg #news,1 +197,airplane%20accident,Pennsylvania,Strict liability in the context of an airplane accident: Pilot error is a common component of most aviation cr... http://t.co/6CZ3bOhRd4,1 +198,airplane%20accident,"Salt Lake City, Utah",@crobscarla your lifetime odds of dying from an airplane accident are 1 in 8015.,0 +199,airplane%20accident,"Palo Alto, CA",Experts in France begin examining airplane debris found on Reunion Island: French air accident experts on Wedn... http://t.co/bKpFpOGySI,1 +201,airplane%20accident,,@AlexAllTimeLow awwww they're on an airplane accident and they're gonna die what a cuties ???? good job!,1 +203,airplane%20accident,"Spain but Opa-Locka, FL",family members of osama bin laden have died in an airplane accident how ironic ?????? mhmmm gov shit i suspect,1 +204,airplane%20accident,"Jaipur, India",Man Goes into Airplane Engine Accident: http://t.co/TYJxrFd3St via @YouTube,1 +205,airplane%20accident,Hyderabad Telangana INDIA,Horrible Accident Man Died In Wings of Airplane (29-07-2015) http://t.co/i7kZtevb2v,1 +208,airplane%20accident,"Eagle Pass, Texas",A Cessna airplane accident in Ocampo Coahuila Mexico on July 29 2015 killed four men including a State of Coahuila government official.,1 +209,airplane%20accident,bangalore,#Horrible #Accident Man Died In Wings Airplane (29-07-2015) #WatchTheVideo http://t.co/p64xRVgJIk,1 +210,airplane%20accident,Financial News and Views,Experts in France begin examining airplane debris found on Reunion Island http://t.co/LsMx2vwr3J French air accident experts on WednesdayÛ_,1 +211,airplane%20accident,,Experts in France begin examining airplane debris found on Reunion Island: French air accident experts on Wednesday began examining t...,1 +212,airplane%20accident,Indonesia,#KCA #VoteJKT48ID mbataweel: #RIP #BINLADEN Family members who killed in an airplane's accident,1 +213,airplane%20accident,y(our) boyfriends legs ,I almost sent my coworker nudes on accident thank god for airplane mode,0 +215,airplane%20accident,"New Mexico, USA",@mickinyman @TheAtlantic That or they might be killed in an airplane accident in the night a car wreck! Politics at it's best.,0 +216,airplane%20accident,Somewhere Out There,Experts in France begin examining airplane debris found on Reunion Island: French air accident experts on... http://t.co/TagZbcXFj0 #MLB,1 +218,airplane%20accident,,"This is unbelievably insane. +#man #airport #airplane #aircraft #aeroplane #runway #accident #freakyÛ_ https://t.co/cezhq7CzLl",1 +219,airplane%20accident,Mumbai india,Horrible Accident | Man Died In Wings of AirplaneåÊ(29-07-2015) http://t.co/wq3wJsgPHL,1 +220,airplane%20accident,sri lanka,Horrible Accident Man Died In Wings of Airplane (29-07-2015) http://t.co/TfcdRONRA6,1 +221,airplane%20accident,Not a U.S resident,Usama bin Ladins family dead in airplane crash. Naturally no accident.,1 +222,airplane%20accident,,Pilot Dies In Plane Crash At Car Festival https://t.co/kQ9aE6AP2B via @YouTube #Crash #Aircraft #Airplane #Pilot #Death #Accident #CarFest,1 +225,airplane%20accident,"Lehigh Valley, PA",Strict liability in the context of an airplane accident - http://t.co/gibyQHhKpk,1 +226,airplane%20accident,Canada,DTN Brazil: Experts in France begin examining airplane debris found on Reunion Island: French air accident exp... http://t.co/M9IG3WQ8Lq,1 +229,airplane%20accident,,Experts in France begin examining airplane debris found on Reunion Island: French air accident experts on Wedn... http://t.co/v4SMAESLK5,1 +231,airplane%20accident,Thrissur,Horrible Accident Man Died In Wings Of ÛÏAirplaneÛ 29-07-2015. WTF You CanÛªt Believe Your EYES ÛÒ... http://t.co/6fFyLAjWpS,1 +232,airplane%20accident,Havenford,"+ Nicole Fletcher one of a victim of crashed airplane few times ago. + +The accident left a little bit trauma for her. Although she's + ++",1 +235,airplane%20accident,India,OMG Horrible Accident Man Died in Wings of Airplane. http://t.co/xDxDPrcPnS,1 +237,airplane%20accident,92,"#OMG! I don't believe this. #RIP bro +#AirPlane #Accident #JetEngine #TurboJet #Boing #G90 http://t.co/KXxnSZp6nk",1 +238,airplane%20accident,,Experts in France begin examining airplane debris found on Reunion Island: French air accident experts on Wednesday began examining t...,1 +240,airplane%20accident,Israel,I had a airplane accident.,1 +241,airplane%20accident,Fashion Heaven. IG: TMId_,My phone looks like it was in a car ship airplane accident. Terrible,0 +242,airplane%20accident,"San Francisco, CA",Statistically I'm at more of risk of getting killed by a cop than I am of dying in an airplane accident.,0 +243,airplane%20accident,italy,airplane crashes on house in Colombia 12 people die in accident https://t.co/ZhJlfLBHZL,1 +244,airplane%20accident,nyc,The shooting or the airplane accident https://t.co/iECc1JDOub,1 +245,airplane%20accident,Toronto,Could a drone cause an airplane accident? Pilots worried about use of drones esp. in close vicinity of airports http://t.co/kz35rGngJF #,1 +246,ambulance,,Early wake up call from my sister begging me to come over & ride w/her in the ambulance to the hospital #RODKiai,1 +247,ambulance,Jackson,http://t.co/AY6zzcUpnz Twelve feared killed in Pakistani air ambulance helicopter crash http://t.co/sC9dNS41Mc,1 +248,ambulance,New York / Worldwide,Two air ambulances on scene of serious crash between two cars and lorry in ... - http://t.co/9pFEaQeSki http://t.co/fntG70rnkx | #EMSNeÛ_,1 +249,ambulance,,Twelve feared killed in Pakistani air ambulance helicopter crash - Reuters http://t.co/mDnUGVuBwN #yugvani,1 +251,ambulance,"New Orleans, LA",Leading emergency services boss welcomes new ambulance charity http://t.co/Mj2jQ2pSv6,0 +252,ambulance,West Wales,Anyone travelling Aberystwyth-Shrewsbury right now there's been an incident. Services at a halt just outside Shrews. Ambulance on scene.,1 +253,ambulance,,Twelve feared killed in Pakistani air ambulance helicopter crash http://t.co/Xum8YLcb4Q,1 +254,ambulance,Happily Married with 2 kids ,AMBULANCE SPRINTER AUTOMATIC FRONTLINE VEHICLE CHOICE OF 14 LEZ COMPLIANT | eBay http://t.co/4evTTqPEia,0 +256,ambulance,"Cambridge, MA",New Nanotech Device Will Be Able To Target And Destroy Blood Clots http://t.co/HFy5V3sLBB,0 +258,ambulance,Arizona ,@20skyhawkmm20 @traplord_29 @FREDOSANTANA300 @LilReese300 it was hella crazy 3 fights an ambulance and a couple mosh pits ??,1 +260,ambulance,Mumbai,If I get run over by an ambulance am I lucky? #justsaying #randomthought,0 +261,ambulance,,#news Twelve feared killed in Pakistani air ambulance helicopter crash http://t.co/bFeS5tWBzt #til_now #DNA,1 +262,ambulance,Amsterdam,http://t.co/7xGLah10zL Twelve feared killed in Pakistani air ambulance helicopter crash http://t.co/THmblAATzP,1 +263,ambulance,"Swindon,England ",@TanSlash waiting for an ambulance,0 +264,ambulance,,@fouseyTUBE you ok? Need a ambulance. Hahahah that was good! http://t.co/ZSbErqNN9n,0 +265,ambulance,Happily Married with 2 kids ,AMBULANCE SPRINTER AUTOMATIC FRONTLINE VEHICLE CHOICE OF 14 LEZ COMPLIANT | eBay http://t.co/q8IVrzOJZv,0 +266,ambulance,,Pakistan air ambulance helicopter crash kills nine http://t.co/8E7rY8eBMf,1 +267,ambulance,"Williamstown, VT",@TheNissonian @RejectdCartoons nissan are you ok do you need medical assistance i can call an ambulance if you need me to,0 +268,ambulance,"North Carolina, USA",EMS1: NY EMTs petition for $17 per hour Û÷minimum wageÛª http://t.co/4oa6SWlxmR #ems #paramedics #ambulance,0 +269,ambulance,,http://t.co/FCqmKFfflW Twelve feared killed in Pakistani air ambulance helicopter crash http://t.co/vAyaYmbNgu,1 +270,ambulance,Karachi,Twelve feared killed in Pakistani air ambulance helicopter crash http://t.co/3bRme6Sn4t,1 +271,ambulance,Happily Married with 2 kids ,AMBULANCE SPRINTER AUTOMATIC FRONTLINE VEHICLE CHOICE OF 14 LEZ COMPLIANT | eBay http://t.co/UJrX9kgawp,0 +272,ambulance,Happily Married with 2 kids ,AMBULANCE SPRINTER AUTOMATIC FRONTLINE VEHICLE CHOICE OF 14 LEZ COMPLIANT | eBay http://t.co/Kp2Lf4AuTe,0 +273,ambulance,Loveland Colorado,@Kiwi_Karyn Check out what's in my parking lot!! He said that until last year it was an ambulance in St Johns. http://t.co/hPvOdUD7iP,0 +274,ambulance,|| c h i c a g o ||,when you don't know which way an ambulance is coming from <<,1 +276,ambulance,,#reuters Twelve feared killed in Pakistani air ambulance helicopter crash http://t.co/ShzPyIQok5,1 +277,ambulance,L. A.,http://t.co/pWwpUm6RBj Twelve feared killed in Pakistani air ambulance helicopter crash http://t.co/ySpON4d6Qo,1 +279,ambulance,,Why is there an ambulance right outside my work,0 +280,ambulance,Canada,ÛÏ@LeoBlakeCarter: This dog thinks he's an ambulance ?????? http://t.co/MG1lpGr0RMÛ@natasha_rideout,0 +281,ambulance,VISIT MY YOUTUBE CHANNEL.,HAPPENING NOW - HATZOLAH EMS AMBULANCE RESPONDING WITH DUAL SIRENS ANDÛ_ https://t.co/SeK6MQ6NJF,0 +283,ambulance,Lexington,http://t.co/FueRk0gWui Twelve feared killed in Pakistani air ambulance helicopter crash http://t.co/Mv7GgGlmVc,1 +285,ambulance,,http://t.co/X5YEUYLT1X Twelve feared killed in Pakistani air ambulance helicopter crash http://t.co/2UgrMd1z1n,1 +287,ambulance,USA,Twelve feared killed in Pakistani air ambulance helicopter crash http://t.co/TH9YwBbeet #worldNews,1 +289,ambulance,"Hannover, Germany",Twelve feared killed in Pakistani air ambulance helicopter crash http://t.co/X2Qsjod40u #worldnews,1 +290,ambulance,,What's the police or ambulance number in Lesotho? Any body know?,0 +291,ambulance,,@medic914 @AACE_org I am surprised we still cannot standardised the clinical practice across the 11 NHS ambulance trust.,0 +293,ambulance,Playa,http://t.co/J8TYT1XRRK Twelve feared killed in Pakistani air ambulance helicopter crash http://t.co/9d4nAzOI94,1 +294,ambulance,"Davidson, NC",People who try to j-walk while an ambulance is passing... I hate you.,0 +296,annihilated,Higher Places,The episode where Trunks annihilated Freiza is the cleanest shit ever. He showed that nigga no mercy.,0 +297,annihilated,"Horsemind, MI",THEY SHALL BE ANNIHILATED AND ALL OF THEIR PETEBESTS DESSICATED AND LAID BARE. THEN YOU SHALL KNEEL BEFORE ME.,0 +298,annihilated,"New York, NY",Uribe just annihilated that baseball. #Mets,0 +299,annihilated,Boksburg,@marksmaponyane Hey!Sundowns were annihilated in their previous meeting with Celtic.Indeed its an improvement.,0 +301,annihilated,,@Volfan326 @TNeazzy Mizzou has annihilated florida the past 2 seasons even ended muschamp's career just can't compete with Bama,0 +302,annihilated,,Annihilated Abs . ?? http://t.co/1xPw292tJe,1 +303,annihilated,,Be annihilated for status education mba on behalf of a on easy street careen: eOvm http://t.co/e0pI0c54FF,0 +307,annihilated,"V-RP @OZRP_ ?MV, AU, R18+?",*to Luka* They should all die! All of them! Everything annihilated! - Alois Trancy,0 +309,annihilated,"Greater Manchester, UK",@ACarewornHeart Have a good un fella sorry I won't be there to get annihilated with you :(,0 +310,annihilated,Boston,Cop pulls drunk driver to safety SECONDS before his car is hit by train. http://t.co/tHrhKHOGcUåÊ http://t.co/tZSZmF2qxE via @ViralSpell,1 +312,annihilated,,You must be annihilated!,0 +313,annihilated,,Cop pulls drunk driver to safety SECONDS before his car is hit by train. http://t.co/C0nKGp6w03åÊ http://t.co/IMWmfDJSSn via @ViralSpell,1 +314,annihilated,The Canopy Kingdom,BOOM! Your country was just entirely annihilated by a hÛ_ ÛÓ Britain https://t.co/IrFCn71sZv,0 +315,annihilated,,@AmirKingKhan you would have been annihilated so you might as well thank @FloydMayweather,0 +316,annihilated,USA,One thing for sure-God has promised Israel will not be annihilated. But...the horror of Iran w/nukes. https://t.co/xn09Mx6sxy,0 +318,annihilated,,@violentfeminazi I guess that's ok for Armenians since we've spent most of our history getting annihilated,1 +320,annihilated,,70 years since we annihilated 100000 people instantly and became aware that we have the ability to annihilate the whole of humanity,1 +321,annihilated,the own zone layer ,day 1 of tryouts went good minus the fact I stopped quickly to get a short ball and Annihilated my toenail injury even more,0 +322,annihilated,London,"During the 1960s the oryx a symbol of the Arabian Peninsula were annihilated by hunters. +http://t.co/yangEQBUQW http://t.co/jQ2eH5KGLt",1 +327,annihilated,Trancy Manor,(To Luka) 'They should all die! All of them! Everything annihilated!' - Alois Trancy -,0 +328,annihilated,,Ready to get annihilated for the BUCS game,1 +329,annihilated,South 37,@PhilipDuncan @breakfastone People 'annihilated by last nights weather'... Really Philip thought you would have forecast that...,1 +330,annihilated,,Domain other sophistication be annihilated closely up-to-the-minute feat: ZrNf,0 +331,annihilated,"West Lancashire, UK.",@stormbeard @steel_lord I seen Judas Priest in 2005 when Rob came back; Scorpions as support. Fucking annihilated the place. Astonishing gig,0 +332,annihilated,PA,Officially skipping out on #FantasticFour/#Fant4stic/whatever the hashtag is. It's getting ANNIHILATED in reviews. Bummer.,0 +334,annihilated,,@TomcatArts thus explaining why you were all annihilated. But the few or in this case you the only survivor evolved and became godlike,1 +335,annihilated,Û¢ Views From The Six Û¢,just completely annihilated cech with paul keegan what a time to be alive,0 +336,annihilated,,@TomcatArts 'who then were annihilated by the legion itself. The survivors of the imperfect hybrid project quickly formed a new secret cell,0 +337,annihilated,University of Toronto,@SirBrandonKnt exactly. That's why the lesnar/cena match from summerslam last year was so great because Brock annihilated a guy who's,0 +338,annihilated,,Cop pulls drunk driver to safety SECONDS before his car is hit by train. http://t.co/F1BAkpNyn6åÊ http://t.co/lZXwoAyE4x via @ViralSpell,1 +340,annihilated,Swaning Around,"ANNIHILATED IN DAMASCUS: SYRIAN ARMY GRINDS Û÷ALLOOSH AND HIS GANG INTO THE MANURE PILE +http://t.co/7rakhP3bWm",1 +341,annihilated,,@thatdes ok i wasn't completely forthright i may have also been in a food coma bc of the kebab/tahini/pickles i also annihilated w/fries,0 +344,annihilated,London,A fun filled happy-hour at Simmons bar in Camden with this handsome one ?? (I got annihilated apart from this game) http://t.co/4JNo677Zkv,0 +345,annihilated,Albany/NY,Juanny Beisbol Sr. Annihilated that ball. #LGM,0 +346,annihilation,"California, USA",@rvfriedmann Hell is just a fraction of his belief of total annihilation destruction of USA @LodiSilverado @ritzy_jewels,1 +347,annihilation,,@POTUS Maybe we should call Israel and tell them we're sorry are Pres has sold them down the river to annihilation.,0 +348,annihilation,,Evildead - Annihilation of Civilization http://t.co/sPfkE5Kqu4,0 +349,annihilation,,U.S National Park Services Tonto National Forest: Stop the Annihilation of the Salt River Wild Horse... http://t.co/6LoJOoROuk via @Change,0 +352,annihilation,Wild Wild Web,annihilating quarterstaff of annihilation,1 +353,annihilation,Subconscious LA,World Annihilation vs Self Transformation http://t.co/pyehwodWun Aliens Attack to Exterminate Humans http://t.co/pB2N77nSKz,0 +354,annihilation,Spain,:StarMade: :Stardate 3: :Planetary Annihilation:: http://t.co/I2hHvIUmTm via @YouTube,1 +355,annihilation,,U.S National Park Services Tonto National Forest: Stop the Annihilation of the Salt River Wild Horse... https://t.co/m8MvDSPJp7 via @Change,0 +356,annihilation,CA physically- Boston Strong?,U.S National Park Services Tonto National Forest: Stop the Annihilation of the Salt River Wild Horse... https://t.co/sW1sBua3mN via @Change,1 +358,annihilation,"Yeezy Taught Me , NV",@KimKardashian can you please sign and share this petition to save wild horses in Arizona. http://t.co/3tsSXPHuFE ????,0 +360,annihilation,,U.S National Park Services Tonto National Forest: Stop the Annihilation of the Salt River Wild Horse... http://t.co/KPQk0C4G0M via @Change,1 +361,annihilation,CA physically- Boston Strong?,@TheEllenShow Please check into Salt River horses help stop the annihilation about to happen without 54000 more signatures.change .org Thx,0 +363,annihilation,United States,Are souls punished withåÊannihilation? http://t.co/c1QXJWeQQU http://t.co/Zhp0SOwXRy,0 +364,annihilation,,@CalFreedomMom @steph93065 not to mention a major contributor to the annihilation of Israel,1 +365,annihilation,,@willienelson We need help! Horses will die!Please RT & sign petition!Take a stand & be a voice for them! #gilbert23 https://t.co/e8dl1lNCVu,1 +368,annihilation,"Rock Hill, SC",I reject the laws of the misguided false prophets imprison nations fueling self annihilation,0 +370,annihilation,"Coolidge, AZ",U.S National Park Services Tonto National Forest: Stop the Annihilation of the Salt River Wild Horse... https://t.co/MatIJwkzbh via @Change,0 +371,annihilation,Republic of Texas,"The annihilation of Jeb Christie & Kasich is less than 24 hours away.. +Please God allow me at least one more full day...",0 +372,annihilation,,@Barbi_Twins We need help-horses will die! Please RT & sign petition! Take a stand & be a voice for them! #gilbert23 https://t.co/e8dl1lNCVu,0 +375,annihilation,,@Whippenz We need help! Horses will die!Please RT & sign petition!Take a stand & be a voice for them! #gilbert23 https://t.co/e8dl1lNCVu,0 +380,annihilation,"Phoenix, AZ",Hey #AZ: Sign this petition to save the #WildHorses @ #TantoNationalForest! A @RollingStones sing-a-long is in order: http://t.co/WM5l8PJ2iY,0 +381,annihilation,"Ljubljana, Slovenia",Stop the Annihilation of the Salt River Wild Horses! http://t.co/wVobVVtXKg via @Change,1 +383,annihilation,Connecticut,@SonofBaldwin and he's the current Nova in the bookslast I checked..he was tied into the books in 2011 after Rider died during Annihilation,0 +384,annihilation,"Tacoma,Washington",U.S National Park Services Tonto National Forest: Stop the Annihilation of the Salt River Wild Horse... https://t.co/x2Wn7O2a3w via @Change,0 +386,annihilation,,Please sign & RT to save #SaltRiverWildHorses http://t.co/IKUAYUSEqt http://t.co/BQBHUyfmE9,0 +389,annihilation,,THANKS!!!!! @COUNT DANTE. :) DO JOIN US BY FOLLOWING THE @ANNIHILATION ZONE. JOHNNY.,0 +390,annihilation,Subconscious LA,World Annihilation vs Self Transformation http://t.co/pyehwodWun Aliens Attack to Exterminate Humans http://t.co/8jxqL8Cv8Z,1 +393,annihilation,BIG D HOUSTON/BOSTON/DENVER,U.S National Park Services Tonto National Forest: Stop the Annihilation of the Salt River Wild Horse... https://t.co/0fekgyBY5F via @Change,0 +394,annihilation,"Chandler, AZ",U.S National Park Services Tonto National Forest: Stop the Annihilation of the Salt River Wild Horse... http://t.co/SB5R7ShcCJ via @Change,1 +396,apocalypse,ColoRADo,I'm gonna fight Taylor as soon as I get there.,0 +397,apocalypse,sindria,ohH NO FUKURODANI DIDN'T SURVIVE THE APOCALYPSE BOKUTO FEELS HORRIBLE my poor boy my ppor child,1 +398,apocalypse,,will there be another jocelyn birthday apocalypse,0 +401,apocalypse,,RT: janenelson097: RT StephenSCIFI: Adaptation Watch: Charlie Human's APOCALYPSE NOW NOW Optioned for Film #sciencefiction Û_,0 +402,apocalypse,Texas,Apocalypse please,0 +404,apocalypse,"Elk Grove, CA, USA",Another hour! It's August 05 2015 at 08:02PM Here's Red Rover Zombie Apocalypse 2014! http://t.co/cf9e6TU3g7 #internetradio #collegeradiÛ_,1 +406,apocalypse,Texas,@HoneyBunzGem @primalkitchen I feel like me doing a pull-up is one of the stages of the Apocalypse.,0 +407,apocalypse,,She's kinda hot played on the radio today. What's next? Disease to all? The apocalypse has started everyone. Be careful.,0 +409,apocalypse,The Shire,But if it's the apocalypse lol gf m8,0 +410,apocalypse,"Austin, TX",I know it's a question of interpretation but this is a sign of the apocalypse. I called it https://t.co/my8q1uWIjn,1 +412,apocalypse,Oakland,Julie + R is the apocalypse version of Romeo + Juliet #warmbodies,0 +413,apocalypse,,the apocalypse is upon us,0 +415,apocalypse,,RT: fittscott: Minecraft- NIGHT LUCKY BLOCK MOD (BOB APOCALYPSE WITHER 2.0 & MORE!) Mod Showcase Popularmmos: http://t.co/MuL1J9AEUx viÛ_,0 +418,apocalypse,Albuquerque,And so it begins.. day one of the snow apocalypse,1 +419,apocalypse,,"RT: Our_Mother_Mary: Short Reading + +Apocalypse 21:1023 + +In the spirit the angel took me to the top of an enormous high mountain and... Û_",0 +420,apocalypse,"Buenos Aires, Argentina",candylit: Imagine sarumi in a zombie apocalypse Fighting back to back Heart to heart conversations over the... http://t.co/xIZkjffF29,0 +421,apocalypse,,RT: ZONEWolf123: I liked a YouTube video http://t.co/u66kYg11ZD Minecraft: NIGHT LUCKY BLOCK MOD (BOB APOCALYPSE WITHER 2.0 & MORE!) MoÛ_,0 +423,apocalypse,,And that's because on my planet it's the lone audience of the apocalypse!,0 +424,apocalypse,"San Antonio-ish, TX",Dad bought a DVD that looks like a science doc on the front but I read the back and it's actually about the impending biblical apocalypse,1 +426,apocalypse,San Francisco,@alexandrapullin It is indeed. If the apocalypse comes this week I know where I'll be :),0 +427,apocalypse,"Oregon, USA",GO LOOK AT GRIZZLY PEAK RIGHT NOW... It looks like the beginning of an dystopian apocalypse movie,0 +429,apocalypse,"Harlingen, TX",My niece just asked me 'would you be scared if there was an apocalypse here?' ????,0 +432,apocalypse,Buffalo NY,There's a Storm over Cairo in the latest 'X-Men Apocalypse' set photo https://t.co/fS012trUDG via @YahooTV,1 +435,apocalypse,,Minecraft- NIGHT LUCKY BLOCK MOD (BOB APOCALYPSE WITHER 2.0 & MORE!) Mod Showcase Popularmmos: http://t.co/TNgYE2FKlv via @YouTube,0 +436,apocalypse,,Shot Through The Heart XV: You are going to totally give love a bad name with this heart pierc http://t.co/xpFmR368uF http://t.co/ejdHvLKXAf,0 +437,apocalypse,,RT: Geek_Apocalypse: 4pm GMT :Hesse plays dark souls 2 day 9: http://t.co/TnGPsHNL87 http://t.co/imzLNZLtF5 #etcPB,0 +438,apocalypse,Las Vegas,I know where to go when the zombies take over!! http://t.co/hUTHXlkyxy,0 +440,apocalypse,,The latest from @BryanSinger reveals #Storm is a queen in #Apocalypse @RuPaul @AlexShipppp http://t.co/oQw8Jx6rTs,1 +442,apocalypse,,Shadow boxing the apocalypse,1 +443,apocalypse,,"Short Reading + +Apocalypse 21:1023 + +In the spirit the angel took me to the top of an enormous high mountain and... http://t.co/v8AfTD9zeZ",1 +444,apocalypse,Tokyo,Enjoyed live-action Attack on Titan but every time I see posters I'm reminded how freshly clean and coiffed everyone is in the apocalypse.,0 +445,apocalypse,,I liked a @YouTube video http://t.co/ki1yKrs9fi Minecraft: NIGHT LUCKY BLOCK MOD (BOB APOCALYPSE WITHER 2.0 & MORE!) Mod Showcase,0 +446,armageddon,"California, United States",#PBBan (Temporary:300) avYsss @'aRmageddon | DO NOT KILL | FLAGS ONLY | Fast XP' for Reason,0 +447,armageddon,"California, United States",#PBBan (Temporary:300) Russaky89 @'aRmageddon | DO NOT KILL | FLAGS ONLY | Fast XP' for Reason,0 +448,armageddon,#FLIGHTCITY UK ,((OFFICIAL VID)) #DoubleCups >> https://t.co/lfKMTZaEkk >> @TrubGME Prod @THISIZBWRIGHT >> #ARMAGEDDON,0 +450,armageddon,,ouvindo Peace Love & Armageddon,0 +451,armageddon,,Best movie you've ever seen? - Armageddon http://t.co/qoUXIgdtbZ,0 +452,armageddon,"Alphen aan den Rijn, Holland",Bed time. Don't wake me up unless revolution or Armageddon start.,0 +453,armageddon,,Red Faction: Armageddon (Microsoft Xbox 360 2011) - Full read by eBay http://t.co/ypbVS1IJya http://t.co/9dFLv6ynqr,0 +454,armageddon,Wrigley Field,@KatieKatCubs you already know how this shit goes. World Series or Armageddon.,0 +455,armageddon,,RT @Ophiuchus2613: #Love #TrueLove #romance lith #Voodoo #seduction #Astrology #RTRRT #LOTZ 9-11 #apocalypse #Armageddon #1008plaÛ_,0 +456,armageddon,probably the strip club,"//im gonna beat armageddon as Hsu Hao ???? +just got a flawless on my first try",0 +457,armageddon,Canada,@ENews Ben Affleck......I know there's a wife/kids and other girls but I can't help it. I've loved him since Armageddon #eonlinechat,0 +459,armageddon,England,'If I'd have had a long coat to hand I'd have worn it. The certainty of armageddon bears a sense of occasion.',0 +461,armageddon,USA,YOUR PHONE IS SPYING ON YOU! Hidden Back Door NSA Data Mining Software | THE FINANCIAL ARMAGEDDON BLOG http://t.co/qyCw5JJaj1,0 +462,armageddon,"California, United States",#PBBan (Temporary:300) hyider_ghost2 @'aRmageddon | DO NOT KILL | FLAGS ONLY | Fast XP' for Reason,1 +463,armageddon,,RT @RTRRTcoach: #Love #TrueLove #romance lith #Voodoo #seduction #Astrology #RTRRT #LOTZ 9-11 #apocalypse #Armageddon #1008planetÛ_,0 +465,armageddon,"California, United States",#PBBan (Temporary:300) fighterdena @'aRmageddon | DO NOT KILL | FLAGS ONLY | Fast XP' for Reason,0 +466,armageddon,New York City,Photo: Sketch I did based on the A Taste of Armageddon episode of #startrek #tos http://t.co/a2e6dcsk88,0 +467,armageddon,Here And There,Armageddon https://t.co/uCSUDk3q1d,1 +468,armageddon,"Rotterdam, Zuid-Holland","@AberdeenFC @AberdeenFanPage + +Good luck to the ?????? tomorrow night + +Get some coefficient points plz +@Armageddon????",0 +469,armageddon,"Derry, 17 ",@paddytomlinson1 ARMAGEDDON,0 +470,armageddon,Nowhere. Everywhere.,@RohnertParkDPS You're another one for the history books! (Thank the Justice Department!) And by the way I haven't paid income tax in 20yrs.,0 +471,armageddon,"Florida, USA","Vladimir Putin Issues Major Warning But Is It Too Late To Escape Armageddon? +http://t.co/gBxafy1m1C",1 +472,armageddon,Worldwide,God's Kingdom (Heavenly Gov't) will rule over all people on the earth after Armageddon. http://t.co/8HGcBXUkz0 http://t.co/4kopkCyvTt,0 +474,armageddon,,L B #Entertainment lot of 8 #BruceWillis MOVIES #DVD DIE HARD 1 2 12 MONKEYS ARMAGEDDON SIXTH #eBay #Auction http://t.co/CxDJApzXMP,0 +475,armageddon,Nowhere. Everywhere.,LetÛªs talk some more about your goof guild Saunders. Come right up here on stage. https://t.co/hkBxxvd9Iw,0 +476,armageddon,East Coast,@Karnythia my niece is gaining the ability to stand. I'm getting prepared for toddler apocalypse Armageddon,0 +477,armageddon,California,Check out #PREPPERS #DOOMSDAY MUST HAVE LIBRARY COLLECTION ON CD #shtf #preppertalk #survival #2A #prepper http://t.co/VPQTGeQLmA via @eBay,0 +478,armageddon,"Toronto, ON",@Erker Again?? Eep! Thought of you yesterday when I saw that hella scary hail. #armageddon?,1 +479,armageddon,,So the Ahamedis think the Messiah had already come 125 years ago? Where is Armageddon? Where is the Dajaal? Where is Gog & Magog?!,0 +480,armageddon,The Orwellion police-state,Sadly How Windows 10 Reveals Microsoft's Ethics Armageddon http://t.co/sTfTjCrjEa,0 +481,armageddon,"Castaic, CA","Armageddon averted by El Patron +#UltimaLucha",0 +482,armageddon,"Helsinki, Finland",@samihonkonen If you have the time (23 hours ??) the latest series about WW1 Blueprint for Armageddon is extremely impressive.,0 +483,armageddon,East Kilbride,European Fitba till Christmas ARMAGEDDON,0 +484,armageddon,,#Christians United for #Israel (#CUFI): Jews should convert soon or die by armageddon https://t.co/4aRWwRZPsr #US http://t.co/mkJQ9yfMP8,0 +485,armageddon,#FLIGHTCITY UK ,(OFFICIAL VID) > #DoubleCups >> https://t.co/lfKMTZaEkk >> @TrubGME Prod @THISIZBWRIGHT >> #ARMAGEDDON .,0 +486,armageddon,middle eastern palace,Tomorrow is the day we start armageddon #preseasonworkouts ????,0 +487,armageddon,Kent,Lee does comedy: ÛÏ@LeeJasper: Working class Tories prepare for your Armageddon. #InterestRateRiseÛ,0 +489,armageddon,,9 Charts Prove Financial Crisis Part 2 Has BEGUN!: The Financial Armageddon Economic Collapse Blog tracks tren... http://t.co/vHCXTvCINr,0 +490,armageddon,,Paul Craig Roberts ÛÒ Vladimir Putin Issues Major Warning But Is It Too Late To Escape A http://t.co/NVfKzv5FEx #brics #roberts #russia,1 +492,armageddon,Nowhere. Everywhere.,@RohnertParkDPS You're on stage now! Right under the lights! Isn't it funny?! Where do you get the goofballs with which you staff your PD?,0 +493,armageddon,#FLIGHTCITY UK ,**OFFICIAL VID** #TheReal >>> https://t.co/4i0Rjc9RQU >>> @TrubGME >>> #ARMAGEDDON Comin Soon!!,0 +495,armageddon,Perthshire ,"Well done Celtic Fingers crossed for Aberdeen tomorrow night! +Armageddon eh.... ??",0 +496,army,,Beyonce Is my pick for http://t.co/nnMQlz91o9 Fan Army #Beyhive http://t.co/o91f3cYy0R 77,0 +498,army,,One Direction Is my pick for http://t.co/q2eBlOKeVE Fan Army #Directioners http://t.co/eNCmhz6y34 x1402,0 +499,army,,5 Seconds of Summer Is my pick for http://t.co/J6WsePTXgA Fan Army #5SOSFAM http://t.co/qWgIwC9w7Z,0 +501,army,,22.Beyonce Is my pick for http://t.co/thoYhrHkfJ Fan Army #Beyhive http://t.co/WvJ39a3BGM,0 +502,army,,17.Beyonce Is my pick for http://t.co/thoYhrHkfJ Fan Army #Beyhive http://t.co/WvJ39a3BGM,0 +503,army,,One Direction Is my pick for http://t.co/q2eBlOKeVE Fan Army #Directioners http://t.co/eNCmhz6y34 x1411,0 +504,army,twitch.tv/naturalemblem26,Seeing that army of whitewalkers was the very first thing that has slightly intrigued me on GoT so far,0 +506,army,cyprus,"Build your own kingdom and lead your army to victory! https://youtu. + +Start g this friend code: LZKTJNOX http://t.co/zZ0cEwEw64",0 +509,army,"Memphis, TN",Salvation Army hosts rally to reconnect fathers with children: The Salvation Army is hosting a back to school rallyÛ_ http://t.co/rDjpor3AZg,1 +512,army,,Vote for #Directioners vs #Queens in the 5th round of the @Billboard #FanArmyFaceOff http://t.co/Kgtxnnbj7y,0 +513,army,Studio,But if you build an army of 100 dogs and their leader is a lion all dogs will fight like a lion.,1 +514,army,"Hollywood, CA",'Show Me a Hero': TV Review http://t.co/KaCCPk85wf http://t.co/NniXodHIGc,0 +516,army,,One Direction Is my pick for http://t.co/q2eBlOKeVE Fan Army #Directioners http://t.co/eNCmhz6y34 x1392,1 +517,army,New York,INFANTRY Mens Lume Dial Army Analog Quartz Wrist Watch Sport Blue Nylon Fabric - Full reaÛ_ http://t.co/hEP9k0XgHb http://t.co/80EBvglmrA,0 +518,army,,One Direction Is my pick for http://t.co/q2eBlOKeVE Fan Army #Directioners http://t.co/eNCmhz6y34 x1441,0 +519,army,,VICTORINOX SWISS ARMY DATE WOMEN'S RUBBER MOP WATCH 241487 http://t.co/yFy3nkkcoH http://t.co/KNEhVvOHVK,1 +520,army,Pakistan,".: .: .: .: .: .: .: .: .: .: .: .: .: .: .: .: .: .: .: .: .: RT DrAyesha4: #IndiaKoMunTorJawabDo + +Indian Army kiÛ_ http://t.co/WJLJq3yA4g",0 +521,army,Mexico! ^_^,5 Seconds of Summer Is my pick for http://t.co/qcHV3JqOVK Fan Army #5SOSFAM http://t.co/gc0uDfnFgg ÌÑ1,0 +522,army,,Beyonce Is my pick for http://t.co/nnMQlz91o9 Fan Army #Beyhive http://t.co/o91f3cYy0R 78,0 +523,army,,One Direction Is my pick for http://t.co/q2eBlOKeVE Fan Army #Directioners http://t.co/eNCmhz6y34 x1386,0 +524,army,Campinas Sp,"You da One + +#MTVSummerStar #VideoVeranoMTV #MTVHottest Britney Spears Lana Del Rey",0 +526,army,,One Direction Is my pick for http://t.co/y9WvqKGbBI Fan Army #Directioners http://t.co/S5F9FcOmp8,0 +527,army,"Harlem, New York",Stony Jackson is America's last hope as he leads an army of felons thus and army rejects against the army o Satan - http://t.co/0wbEcdMHQo,0 +528,army,New York,WWI WWII JAPANESE ARMY NAVY MILITARY JAPAN LEATHER WATCH WAR MIDO WW1 2 - Full read by eBay http://t.co/F9j3l2Yjl4 http://t.co/mwwWOWCayO,0 +530,army,,Beyonce Is my pick for http://t.co/nnMQlz91o9 Fan Army #Beyhive http://t.co/o91f3cYy0R 72,0 +531,army,,7.Beyonce Is my pick for http://t.co/thoYhrHkfJ Fan Army #Beyhive http://t.co/WvJ39a3BGM,0 +533,army,,Beyonce Is my pick for http://t.co/nnMQlz91o9 Fan Army #Beyhive http://t.co/o91f3cYy0R 66,0 +535,army,,6.Beyonce Is my pick for http://t.co/thoYhrHkfJ Fan Army #Beyhive http://t.co/WvJ39a3BGM,0 +536,army,"Washington, DC",POTUS appoints Brig. Gen. Richard G. Kaiser as member of the Mississippi River Commission. Learn more about the MRC: http://t.co/vdUKcV7YJy,0 +538,army,"Burbank,CA",@AP what a violent country get the army involved to help control the killings and bring back peace to the poor people.,1 +540,army,New York,WWI WWII JAPANESE ARMY NAVY MILITARY JAPAN LEATHER WATCH WAR MIDO WW1 2 - Full read by eBay http://t.co/QUmcE7W2tY http://t.co/KTKG2sDhHl,0 +542,army,,WWI WWII JAPANESE ARMY NAVY MILITARY JAPAN LEATHER WATCH WAR MIDO WW1 2 - Full read by eBay http://t.co/obfD7e4QcP http://t.co/yAZjE5OwVk,0 +543,army,,One Direction Is my pick for http://t.co/q2eBlOKeVE Fan Army #Directioners http://t.co/eNCmhz6y34 x1434,0 +544,army,? ,One Direction Is my pick for http://t.co/iMHFdaOWRd Fan Army #Directioners http://t.co/4fTZJk94Dt,0 +546,arson,,Two Jewish Terrorists Charged In Historic-Church Arson | The Ugly Truth http://t.co/iEksNFSbY7 http://t.co/VWCf3slkrW,0 +550,arson,"Spokane, Washington",Spokane authorities say they're struggling to solve arson cases like today's on Hamilton. http://t.co/Qbs2k01WzK http://t.co/mvLZIYsGLL,1 +551,arson,USA,Thousands attend a rally organized by Peace Now protesting the arson attack that took the life of an http://t.co/bvCKd9pdTi,1 +552,arson,"Charlotte, NC",Add Familia to the arson squad.,0 +556,arson,Our Empire State,Another fake hate crime Lesbians burn their own house down. What else Is new :http://t.co/66oBQmxImb,1 +558,arson,,Los Angeles Times: Arson suspect linked to 30 fires caught in Northern ... - http://t.co/xwMs1AWW8m #NewsInTweets http://t.co/TE2YeRugsi,1 +559,arson,,Mourning notices for stabbing arson victims stir Û÷politics of griefÛª in Israel http://t.co/eug6zHciun,1 +560,arson,Jerusalem,Mourning notices for stabbing arson victims stir Û÷politics of griefÛª in Israel http://t.co/KkbXIBlAH7,1 +561,arson,"Kingston, Pennsylvania",The Sound of Arson,0 +563,arson,"Milwaukee, WI",Owner of Chicago-Area Gay Bar Admits to Arson Scheme http://t.co/MYhOHvrHiL #LGBT | https://t.co/TM5HTHFDO0,0 +564,arson,Zero Branco,Wait What??? http://t.co/uAVFRtlfs4 http://t.co/85G1pCcCXG,0 +565,arson,Republic of Texas,Arson suspect linked to 30 fires caught in Northern California http://t.co/EJ2GHNAfHY,1 +567,arson,,Trial Date Set for Man Charged with Arson Burglary http://t.co/WftCrLz32P,1 +568,arson,bajaur,"After death of Palestinian toddler in arson +attack Israel cracks down on Jewish",1 +569,arson,USA,Palestinian Teen Killed Amid Protests Against Arson Attack http://t.co/okVsImoGic,1 +570,arson,"Eldoret, kenya",#Kisii Police in Kisii hunt for students over failed arson plot: Police in Kisii hunt for students... http://t.co/m5SbFRrSn7 #CountyNews,1 +571,arson,ÛÊÛÊÛÊ,Mariah getting thick in the shoulders poor girl.,1 +574,arson,Jerusalem,Mourning notices for stabbing arson victims stir Û÷politics of griefÛª in Israel: Posters for Shira Banki and A... http://t.co/3GZ5zQQTHe,0 +575,arson,"Miami,FL",RelaxInPR: miprv: RT latimes: Arson suspect linked to 30 fires caught in Northern California http://t.co/ylhAyfaOOu,1 +576,arson,,Jewish leaders prayed at the hospital where a Palestinian family is being treated after arson http://t.co/Wf8iTK2KVx via @HuffPostRelig,1 +577,arson,"Los Angeles, CA",Owner of Chicago-Area Gay Bar Admits to Arson Scheme http://t.co/0TSlQjOKvh via @theadvocatemag #LGBT,0 +578,arson,"North-East Region, Singapore",@sayn_ae angel or arson,0 +579,arson,"Eldoret, kenya",#Kisii Police in Kisii hunt for students over failed arson plot: Police in Kisii hunt for students... http://t.co/5bdrFU1duo #CountyNews,1 +580,arson,,Mourning notices for stabbing arson victims stir Û÷politics of griefÛª in Israel http://t.co/Q4L7Dg56JM,1 +581,arson,Chicago,Owner of Chicago-Area Gay Bar Admits to Arson Scheme http://t.co/2Y9dnP5vtg via @theadvocatemag #LGBT | https://t.co/6XuL6DCOsh,0 +583,arson,EARTH ,Owner of Chicago-Area Gay Bar Admits to Arson Scheme http://t.co/UBFr1URAFc #LGBT | https://t.co/AlnV51d95x,0 +584,arson,"Jerusalem, Israel",Mourning notices for stabbing arson victims stir Û÷politics of griefÛª in Israel http://t.co/GbluHRrlto,1 +585,arson,,Owner of Chicago-Area Gay Bar Admits to Arson Scheme http://t.co/ZPxE3fMYNG #LGBT,1 +588,arson,"Menasha, WI",Arson suspect linked to 30 fires caught in Northern California http://t.co/wnuqQAtTTP (via @latimes),1 +589,arson,,Tennessee lesbian couple faked hate crime and destroyed own home with arsonÛ_ http://t.co/10mUEY8PXJ #Lesbian,1 +592,arson,,Arson suspect linked to 30 fires caught in Northern California - Los Angeles Times http://t.co/PrRB4fhXtv,1 +594,arson,,Arson suspect linked to 30 fires caught in Northern California http://t.co/u1fuWrGK5U,1 +598,arsonist,ss,@_301DC @Cloudy_goldrush i hate white people mo,1 +599,arsonist,Atlanta,#NOWPLAYING Arsonist MC - So Impressed - @ARSONISTMUSIC http://t.co/1ElreH1jLJ,0 +600,arsonist,Earth,Alleged East Bay serial arsonist arrested http://t.co/WR48AQTUm7,1 +603,arsonist,ss,@Safyuan just a minor citation for possesion of a decriminalized substance im not facing any time,0 +604,arsonist,Worldwide,Suspected serial arsonist arrested in Calif. http://t.co/PzotPDGAkI,1 +606,arsonist,Bleak House,Arson suspect linked to 30 fires caught in Northern California http://t.co/mmGsyAHDzb,1 +607,arsonist,heccfidmss@gmail.com,@local_arsonist @diamorfiend the legal system NEVER forgets,0 +608,arsonist,ss,@Casper_rmg u on dick,0 +609,arsonist,toronto,Bloor/Ossington arsonist also burned a mattress on Northumberland St #cbcto http://t.co/wpDvT31sne,0 +611,arsonist,[ Blonde Bi Fry. ],'wHeRE's mY aRsOnISt aT???',0 +612,arsonist,America,If you don't have anything nice to say you can come sit with me.,0 +613,arsonist,NYC :) Ex- #Islamophobe,#Vegetarian #Vegan Video shows arsonist torching popular BK restaurant Strictly Vegetarian... http://t.co/kxpLYoM9RR #GoVegan #UniteBlue,0 +614,arsonist,SF Bay Area,#Arsonist arrested for setting many fires. WATCH tonightÛªs other #headlines: http://t.co/sqgogJ3S5r. #Nightbeat @VeronicaDLCruz #2MinuteMix,1 +615,arsonist,"Orange County, California",Video Captures Man Removing American Flag From Long Beach CA Home Burning It; Arsonist Sought http://t.co/JP2QlrunjJ http://t.co/jbpgkGOwSi,0 +617,arsonist,ss,@58hif my trick is to think about nasty things,0 +619,arsonist,"Winston Salem, North Carolina",#Spotlight Take Me To Paradise by Arsonist MC #WNIAGospel http://t.co/1he4UfaWZm @arsonistmusic http://t.co/BNhtxAEZMM,0 +621,arsonist,ss,who makes these? http://t.co/28t3NWHdKy,0 +622,arsonist,,on town of salem i just melted ice cube bc im the arsonist :D,0 +623,arsonist,"Adelaide, South Australia",Arsonists being blamed for a blaze at a plastics recycling business in Adelaide | @pcaldicott7 reports. #7NewsAdl http://t.co/r1Xwdnvb0g,0 +624,arsonist,ss,i be on that hotboy shit,0 +625,arsonist,"WASHINGTON,DC",Zodiac Girl feat Trey Dupree (Produced By Sparkz Beatz) | Chuck Da Arsonist http://t.co/HDKd9J2lw0,0 +628,arsonist,,@local_arsonist LMFAO,0 +630,arsonist,California,Alleged East Bay serial arsonist arrested #SanFrancisco - http://t.co/ojuHfkHVb2,1 +631,arsonist,ss,@_Doofus_ @diamorfiend im jokin still cant be on moves:/,0 +633,arsonist, snapchat // fvck_casper ,@local_arsonist I guess u can say that it's just some shit I was thinking about,0 +635,arsonist,New York,Arsonist Sets NYC Vegetarian Restaurant on Fire: Police #NewYork - http://t.co/Nr7usT3uh8,1 +636,arsonist,,I liked a @YouTube video from @slimebeast http://t.co/ulr6MyklnH Town of Salem | How to Win as The Arsonist,0 +637,arsonist,ss,@Casper_rmg @BestComedyVine whats cracking cuz,0 +638,arsonist,ss,smoke good fuck eat drink drive nice car wear all green mink,0 +640,arsonist,ss,kill i got court the day after earl,0 +641,arsonist,,@local_arsonist lmao but real live you should go,0 +642,arsonist,United States,Owner of Chicago-Area Gay Bar Admits to Arson Scheme: Frank Elliott pleaded guilty to hiring an arsonist to to... http://t.co/jCFEhrHLq8,0 +643,arsonist,,Trusting Iran to stop terrorism is like inviting an arsonist to join the fire brigade - Telegraph http://t.co/2Z2HTDjQZD,0 +644,arsonist,,Big Top Burning The True Story Of An Arsonist A Missing Girl Û_ : http://t.co/QxH1H61cwD .,1 +646,attack,"Dallas, TX",Stay vigilent. Civil liberties are under constant attack. #nativehuman #myreligion https://t.co/WWu070Tjej,1 +649,attack,NYC,Credit to @pfannebeckers for inspiring me to rediscover this fantabulous #tbt http://t.co/wMHy47xkiL,0 +651,attack,,http://t.co/pTKrXtZjtV Nashville Theater Attack: Will Gun Grabbers Now Demand ÛÏHatchet Control?Û,1 +652,attack,Location,"BREAKING: Terror Attack On +Police Post #Udhampur",1 +653,attack,Selena | Britney | Hilary,Demi stans really think Heart Attack sold 5/6 million copies ??,0 +654,attack,,it scares me that there's new versions of nuclear attack warnings like just knowing that governments still prepare for them,1 +655,attack,,ISIL claims suicide bombing at Saudi mosque that killed at least 15 http://t.co/Y8IcF89H6w http://t.co/t9MSnZV1Kb,1 +656,attack,Ireland,@DatTomm the funniest part about that twitter is the feminists that try to attack it 4Head,0 +657,attack,Freeport IL. USA,Horrific attack on wife by muslim in Italy http://t.co/nY3l1oRZQb LiveLeak #News,1 +658,attack,,Ûª93 blasts accused Yeda Yakub dies in Karachi of heart attack http://t.co/mfKqyxd8XG #Mumbai,1 +659,attack,Dubai,@etribune US Drone attack kills 4-suspected militants in North Waziristan @AceBreakingNews https://t.co/jB038rdFAK,1 +660,attack,"Tucson, Az",Suspect in latest theater attack had psychological issues http://t.co/3huhZxliiG,1 +661,attack,India,Militants attack police post in Udhampur; 2 SPOs injured | LiveMint http://t.co/Rptouz2iJs | http://t.co/69mLhfefhr #AllTheNews,1 +662,attack,Seattle WA,BREAKING: Obama Officials GAVE Muslim Terrorist the Weapon Used in Texas Attack http://t.co/qi8QDw5dFG,1 +664,attack,,Delhi Government to Provide Free Treatment to Acid Attack Victims in Private Hospitals http://t.co/H6PM1W7elL,1 +665,attack,Bellevue NE,New post from @darkreading http://t.co/8eIJDXApnp New SMB Relay Attack Steals User Credentials Over Internet,1 +667,attack,"West Bank, Gaza Strip",Israeli forces raid home of alleged car attack suspect http://t.co/3GVUS8NPpy #palestine,1 +669,attack,Û¢FLGÛ¢,Just had a heart attack because I thought my goat was dead. ???? don't worry Rocket is okay. ??,0 +671,attack,,I'm not gonna lie I'm kinda ready to attack my Senior year ??????????,0 +672,attack,"Scotland, United Kingdom","'Left hand side of a diamond is a graveyard shift have to attack and defend' +The right handside no have to do that too you fucking idiot?",0 +674,attack,,#volleyball Attack II Volleyball Training Machine - Sets Simulation - http://t.co/dCDeCFv934 http://t.co/dWBC1dUvdk,1 +675,attack,Online 24/7. Not even kidding.,Notley's tactful yet very direct response to Harper's attack on Alberta's gov't. Hell YEAH Premier! http://t.co/rzSUlzMOkX #ableg #cdnpoli,1 +677,attack,,Police: Assailant in latest US movie theatre attack was homeless had psychological issues http://t.co/zdCvlYq6qK,1 +679,attack,rowyso dallas ,@CaIxxum5SOS thanks for the damn heart attack,0 +680,attack,"Halton, Ontario",Suspect in latest US theatre attack had psychological issues http://t.co/OnPnBx0ZEx http://t.co/uM5IcN5Et2,1 +681,attack,Mumbai,India shud not give any evidence 2 pak.They will share with terrorists & use for next attack.Share with oth contries https://t.co/qioPbTIUVu,1 +682,attack,"portland, oregon",illegal alien released by Obama/DHS 4 times Charged With Rape & Murder of Santa Maria CA Woman Had Prior Offenses http://t.co/MqP4hF9GpO,1 +683,attack,FIMAK A.S Ist Bolge Muduru,Strongly condemn attack on ARY news team in Karachi. A cowardly act against those simply trying to do their job!,1 +684,attack,,Nashville Theater Attack: Will Gun Grabbers Now Demand ÛÏHatchet Control?Û http://t.co/OyoGII97yH,1 +685,attack,London.,The fact that the atomic bombs were called 'Little Boy' and 'Fat man' says a lot about the mentality that went into the attack.,1 +686,attack,#UNITE THE BLUE ,@blazerfan not everyone can see ignoranceshe is Latinoand that is All she can ever benothing morebut an attack dog 4 a hate group GOP,0 +687,attack,,Heart disease prevention: What about secondhand smoke? http://t.co/YdgMGBrYL2,0 +688,attack,"Dayton, Ohio",A Dayton-area org tells me it was hit by a cyber attack: http://t.co/7LhKJz0IVO,1 +689,attack,,Attack on Titan game on PS Vita yay! Can't wait for 2016,0 +690,attack,Global,[infowars] Nashville Theater Attack: Will Gun Grabbers Now Demand ÛÏHatchet Control?Û http://t.co/n3yJb8TcPm #nwo,1 +691,attack,ph,anxiety attack ??,0 +697,attacked,"Port Jervis, NY",My dog attacked me for my food #pugprobs,0 +699,attacked,City Of Joy,Cop injured in gunfight as militants attack Udhampur police post: Suspected militants attacked a police post i... http://t.co/2h0dPMv2Ef,1 +700,attacked,"Los Angeles, CA",@envw98 @NickCoCoFree @JulieDiCaro @jdabe80 I asked how did he feel attacked by julie. I asked if he was frail. That is all.,0 +702,attacked,"Texas, USA",@messeymetoo I feel attacked,0 +704,attacked,1/3 of the blam squad ,I'm feeling so attacked https://t.co/CvkQiGr1AZ,0 +705,attacked,CCH ,Once again black men didn't make it that way. White men did so why are black men getting attacked https://t.co/chkP0GfyNJ,0 +706,attacked,atx,I cant believe a fucking cis female is going to somehow claim to be offended over a transgendered female who's been attacked by media,0 +709,attacked,MAURITIUS,Israeli helicopters that attacked civilians in Gaza just completed exercises in Greece.,1 +710,attacked,AKRON OHIO USA,Christian Attacked by Muslims at the Temple Mount after Waving Israeli Flag via Pamela Geller - ... http://t.co/5qYcZyWKgG,1 +712,attacked,,Christian Attacked by Muslims at the Temple Mount after Waving Israeli Flag via Pamela Geller - ... http://t.co/U0kEOe5fMt,1 +713,attacked,,Christian Attacked by Muslims at the Temple Mount after Waving Israeli Flag via Pamela Geller - ... http://t.co/f5MiuhqaBy,1 +714,attacked,,#PT: The unit attacked by IS was responsible for targeting Muslim Scholars and imprisoning the youth. http://t.co/f4LhfmEhzh,1 +716,attacked,,Telnet attacked from 124.13.172.40 (STREAMYX-HOME-SOUTHERN MY),1 +717,attacked,London,Christian Attacked by Muslims at the Temple Mount after Waving Israeli Flag via Pamela Geller - ... http://t.co/wGWiQmICL1,1 +719,attacked,london / st catharines ?,#TBT Remember that time Patrick Kane attacked a cab driver over .20,0 +720,attacked,,im feeling attacked http://t.co/91jvYCxXVi,0 +721,attacked,Peshawar,IK Only Troll His Pol Rivals Never Literally Abused Them Or Attacked Their Families. While All Of Them Literally Abuse IK. Loosers,0 +724,attacked,,Christian Attacked by Muslims at the Temple Mount after Waving Israeli Flag via Pamela Geller - ... http://t.co/NhxSe3RTHX,1 +725,attacked,"LEALMAN, FLORIDA",Christian Attacked by Muslims at the Temple Mount after Waving Israeli Flag via Pamela Geller - ... http://t.co/LHBZHWq4B9,1 +726,attacked,"Los Angeles, CA",@envw98 @NickCoCoFree @JulieDiCaro @jdabe80 Why am I the worst person? Questioning how julie attacked him? Do you guys have no empathy?,0 +727,attacked,"San Francisco, CA",Kelly Osbourne attacked for racist Donald Trump remark about Latinos on The View http://t.co/7nAgdSAdWP,1 +728,attacked,#GDJB #ASOT,@eunice_njoki aiii she needs to chill and answer calmly its not like she's being attacked,0 +729,attacked,"Groningen, Netherlands, Europe",Christian Attacked by Muslims at the Temple Mount after Waving Israeli Flag via Pamela Geller - ... http://t.co/mXZ7yX8ld1,1 +730,attacked,"Livingston, IL U.S.A.",Christian Attacked by Muslims at the Temple Mount after Waving Israeli Flag via Pamela Geller - ... http://t.co/e4YDbM4Dx6,1 +731,attacked,Arundel ,Christian Attacked by Muslims at the Temple Mount after Waving Israeli Flag via Pamela Geller - ... http://t.co/T1aa5Ov7Eg,1 +732,attacked,,I attacked Robot-lvl 19 and I've earned a total of 6615434 free satoshis! http://t.co/DMLJ1aGoTw #robotcoingame #Bitcoin #FreeBitcoin,0 +734,attacked,America,Christian Attacked by Muslims at the Temple Mount after Waving Israeli Flag via Pamela Geller - ... http://t.co/EMDJNNltP0,1 +735,attacked,"Anna Maria, FL",@christinalavv @lindsay_wynn3 I just saw these tweets and I feel really attacked,0 +736,attacked,USA,Christian Attacked by Muslims at the Temple Mount after Waving Israeli Flag via Pamela Geller - ... http://t.co/a6wmbnR51S,1 +737,attacked,israel,Christian Attacked by Muslims at the Temple Mount after Waving Israeli Flag via Pamela Geller - ... http://t.co/ETg0prBP4G,1 +738,attacked,"The Hammock, FL, USA",Christian Attacked by Muslims at the Temple Mount after Waving Israeli Flag via Pamela Geller - ... http://t.co/yUBKHf9iyh,1 +739,attacked,??????????????????,TV program I saw said US air plane flew to uranium mine in Fukushima and attacked by machine gun when student army were digging it.,1 +740,attacked,"SÌ£o Paulo SP, Brasil",Christian Attacked by Muslims at the Temple Mount after Waving Israeli Flag via Pamela Geller - ... http://t.co/e4wK8Uri8A,1 +744,attacked,in Dimitri's arms,@MageAvexis < things. And what if we get attacked?,0 +745,attacked,"Oslo, Norway",Christian Attacked by Muslims at the Temple Mount after Waving Israeli Flag via Pamela Geller - ... http://t.co/1pDJoq4Jc1,1 +746,avalanche,Los Angeles,#WeLoveLA #NHLDucks Avalanche Defense: How They Match vs St. Louis Blues http://t.co/9v1RVCOMH2 #SportsRoadhouse,0 +748,avalanche,"Loughton, Essex, UK",I liked a @YouTube video http://t.co/TNXQuOr1wb Kalle Mattson - 'Avalanche' (Official Video),0 +751,avalanche,guaravitas,we'll crash down like an avalanche,0 +752,avalanche,,#Colorado #Avalanche Men's Official Colorado Avalanche Reebok T-Shirt XL Blue 100% Cotton http://t.co/ZNSvsTGwx3 #NHL #Hockey,0 +753,avalanche,Score More Goals Buying @,2 TIX 10/3 Frozen Fury XVII: Los Angeles Kings v Avalanche 103 Row:AA MGM Grand http://t.co/kBtZZZG2Tp,0 +754,avalanche,NEW YORK,I BET YOU DIDNT KNOW I KICK BOX TOO! https://t.co/rBrw8pWiPJ,0 +755,avalanche,Ireland,A little piece I wrote for the Avalanche Designs blog! I'd appreciate it greatly if you checked it out :-) https://t.co/rfvjh58eF2,0 +758,avalanche,,PATRICK ROY 1998-99 UPPER DECK SPX #171 FINITE 1620 MADE COLORADO AVALANCHE MINT http://t.co/uHfM1r3Tq5 http://t.co/QulgaKebHB,0 +759,avalanche,UK,Musician Kalle Mattson Recreates 34 Classic Album Covers in Clever Music Video for 'Avalanche' http://t.co/yDJpOpH1DW,0 +761,avalanche,"London, Kent & SE England.",Beautiful Sweet Avalanche Faith and Akito roses with lots of frothy gyp. http://t.co/RaqUpzFkJY #weddinghour http://t.co/quNxocXCgA,0 +762,avalanche,Score Team Goals Buying @,1-6 TIX Calgary Flames vs COL Avalanche Preseason 9/29 Scotiabank Saddledome http://t.co/5G8qA6mPxm,0 +763,avalanche,,Secrets up avalanche: catechize inner self for the confidential communication as respects creating worth in len...,0 +767,avalanche,"New York, NY",the fall of leaves from a poplar is as fully ordained as the tumbling of an avalanche - Spurgeon,0 +770,avalanche,South Central Wales,I saw two great punk bands making original music last week. Check em out here!! @GHOSTOFTHEAV @MontroseBand https://t.co/WdvxjsQwic,0 +773,avalanche,,GREAT PERFORMANCE CHIP FUEL/GAS SAVER CHEVY TAHOE/BLAZER/AVALANCHE/S-10 http://t.co/iCrZi5TqC5 http://t.co/ONxhKfHn2a,0 +774,avalanche,"Jersey City, New Jersey",Musician Kalle Mattson Recreates 34 Classic Album Covers in Clever Music Video for Û÷AvalancheÛª http://t.co/VBSwhz4s2V,0 +775,avalanche,,driving the avalanche after having my car for a week is like driving a tank,1 +777,avalanche,,Free Ebay Sniping RT? http://t.co/RqIPGQslT6 Chevrolet : Avalanche Ltz Lifted 4x4 Truck ?Please Favorite & Share,0 +779,avalanche,"Denver, CO",Chiasson Sens can't come to deal #ColoradoAvalanche #Avalanche http://t.co/2bk7laGMa9 http://t.co/bkDGCfsuiQ,1 +781,avalanche,Brasil,Paul Rudd Emile Hirsch David Gordon Green 'Prince Avalanche' Q&A | Filmmakers at Google http://t.co/e4QonKzndZ #entretenimento #Video,0 +782,avalanche,Buy Give Me My Money ,Great one time deal on all Avalanche music and with purchase get a Neal Rigga shirt http://t.co/4VIRXkgMpC,0 +783,avalanche,"505 W. Maple, Suite 100",.@bigperm28 was drafted by the @Avalanche in 2005 (rd. 4 #124) overall. Played last season in @UtahGrizz. http://t.co/gPGTAfMKt0,0 +784,avalanche,Buy Give Me My Money ,I HAVE GOT MORE VIDEOS THAN YOU RAPPERS GOT SONGS! http://t.co/pBLvPM6C27,0 +786,avalanche,Buy Give Me My Money ,@funkflex yo flex im here https://t.co/2AZxdLCXgA,0 +787,avalanche,Philippines,You are the avalanche. One world away. My make believing. While I'm wide awake.,0 +788,avalanche,Freeport il ,The possible new jerseys for the Avalanche next year. ???? http://t.co/nruzhR5XQu,0 +790,avalanche,Canada,What a feat! Watch the #BTS of @kallemattson's incredible music video for #Avalanche: https://t.co/3W6seA9tuv ????,0 +791,avalanche,World,Avalanche City - Sunset http://t.co/48h3tLvLXr #nowplay #listen #radio,1 +794,avalanche,,Chevrolet : Avalanche LT 2011 lt used 5.3 l v 8 16 v automatic 4 wd pickup truck premium bÛ_ http://t.co/OBkY8Pc89H http://t.co/dXIRnTdSrd,1 +795,avalanche,"Danville, VA",No snowflake in an avalanche ever feels responsible.,0 +796,battle,New York,STAR WARS POWER OF THE JEDI COLLECTION 1 BATTLE DROID HASBRO - Full read by eBay http://t.co/xFguklrlTf http://t.co/FeGu8hWMc4,1 +797,battle,,CIVIL WAR GENERAL BATTLE BULL RUN HERO COLONEL 2nd NEW HAMPSHIRE LETTER SIGNED ! http://t.co/Ot0tFFpBYB http://t.co/zaRBwep9LD,1 +798,battle,,Dragon Ball Z: Battle Of Gods (2014) - Rotten Tomatoes http://t.co/jDDNhmrmMJ via @RottenTomatoes,0 +799,battle,UK Great Britain ,I added a video to a @YouTube playlist http://t.co/wedWyn9kfS World Of Tanks - Battle Assistant Mod Bat Chat Arti kaboom,0 +800,battle,NYC,"YA BOY CLIP VS 4KUS FULL BATTLE + +@15MofeRadio @Heavybag201 @battle_dom @QOTRING @BattleRapChris @Hughes1128 + +https://t.co/7SPyDy1csc",0 +801,battle,Jerusalem!,Indeed!! I am fully aware of that battle! I support you in that fight!! https://t.co/MctJnZX4H8,1 +802,battle,,It's baaaack! Petersen's Bowhunting Battle of the Bows. Make sure you head on over and cast your vote for your... http://t.co/FJ73gDvg2n,0 +803,battle,,"#Tb #throwback ?? + +??~ You want a battle? Here's a War! ~ ?? https://t.co/B0ZJWgmaIW",0 +804,battle,"San Jose, CA",Kelby Tomlinson mild-mannered 2nd baseman for a great metropolitan team fights a never-ending battle for hits RBI and the #SFGiants way.,0 +805,battle,USA,Black Eye 9: A space battle occurred at Star M27329 involving 1 fleets totaling 1236 ships with 7 destroyed,1 +806,battle,San Francisco,What really happened in the Taken King Story Trailer. A space battle that ripped a hole in Saturn. @EyTay @neur0sis http://t.co/ZYRZX6dfki,0 +807,battle,,THESE AFTER BATTLE ANIMATIONS ARE SO FUCKING MUCH,0 +808,battle,"Dallas, TX",See what happens with NO Battle of the Block @CBSBigBrother!?! ???? finally,0 +809,battle,"Baton Rouge, LA",#DU19 who gon get in this rap battle with me,0 +810,battle,Use #TMW in tweets get #RT,Do Your Own Thing: The Battle of Internal vs External Motivation: http://t.co/w9P3hAuHEi,0 +812,battle,Earth,Check out this item I just got! [Phantasmal Cummerbund] http://t.co/qrHJEI7gRq #Warcraft,0 +814,battle,,A young German stormtrooper engaged in the Battle of the Somme 1916. [800 ÌÑ 582 ] http://t.co/yxvMifLvc4,1 +815,battle,,I liked a @YouTube video http://t.co/9Vw0uQQi1y Marvel VS DC (Avengers Battle!),0 +817,battle,Utah,@UtahCanary sigh daily battle.,0 +818,battle,Wisconsin,@SexyDragonMagic I've come to the realization that I just don't have the attention span for mass battle games. Both painting and playing.,0 +819,battle,"West Richland, WA",@DetroitPls interested to see who will win this battle,0 +820,battle,CHICAGO (312),Battle of the GOATS https://t.co/ofECs6tcvC,0 +822,battle,New York,STAR WARS POWER OF THE JEDI COLLECTION 1 BATTLE DROID HASBRO - Full read by eBay http://t.co/yI30ZgiZsW http://t.co/2jGVhw7YZs,0 +823,battle,USA,Black Eye 9: A space battle occurred at Star O784 involving 2 fleets totaling 4103 ships with 50 destroyed,0 +826,battle,Australia,"#LonePine remembered around Australia as 'descendants' grow via @666canberra #Gallipoli #WW1 +http://t.co/T4fvVnRPc5 http://t.co/0zZnbVFUVO",0 +828,battle,California,how did I miss that Gary Busey's son plays DIXIE on his electronic green fiddle during the post-battle celebration sequence,0 +829,bioterror,Washington D.C.,News: FedEx no longer to transport bioterror germs in wake of anthrax lab mishaps http://t.co/xteZGjfs8A,1 +832,bioterror,NC,FedEx no longer will transport bioterror germs http://t.co/qfjjDxes7G via @USATODAY,0 +833,bioterror,,USA TODAY: .@FedEx will no longer to transport bioterror pathogens after ... - http://t.co/iaDlSlqdpd #NewsInTweets http://t.co/o8y1suL4Ow,0 +834,bioterror,"West Virginia, USA",FedEx no longer to transport bioterror germs in wake of anthrax lab mishaps http://t.co/HQsU8LWltH via @usatoday,1 +835,bioterror,,Jacksonville Busines FedEx stops shipping potential bioterror pathogens http://t.co/sHzsYmaUSi,1 +836,bioterror,British girl in Texas,FedEx will no longer transport bioterror pathogens in wake of anthrax lab mishaps http://t.co/lHpgxc4b8J,0 +837,bioterror,"Silver Spring, MD",.@APHL responds: FedEx no longer to transport bioterror germs in wake of anthrax lab mishaps http://t.co/cGdj3dRso9,1 +838,bioterror,USA,#News FedEx no longer to transport bioterror germs in wake of anthrax lab mishaps (say what?): åÊFedEx no... http://t.co/K0Y7xFxmXA #TCOT,1 +840,bioterror,"Phoenix, AZ",FedEx to stop transporting bioterror germs after lab mishaps: FedEx has stopped transporting certain research ... http://t.co/y3dM9uLqxG,1 +841,bioterror,"Atlanta, GA",FedEx no longer will ship potential bioterror pathogens http://t.co/CHORr2XOVp via @AtlBizChron,0 +842,bioterror,"Manhattan, NY",#frontpage: #Bioterror lab faced secret sanctions. #RickPerry doesn't make the cut for @FoxNews #GOPDebate http://t.co/fZujg7sXJg @USATODAY,0 +843,bioterror,"Wilmington, DE",FedEx no longer to transport bioterror germs in wake of anthrax lab mishaps http://t.co/qZQc8WWwcN via @usatoday,0 +845,bioterror,,House Energy &amp; Commerce subcommittee to hold 7/28 hearing of CDC oversight of bioterror labs Army anthrax mishaps. httÛ_,1 +846,bioterror,Memphis,FedEx not willing to transport research specimens of potential bioterror pathogens in wake of anthrax lab mishaps http://t.co/cM8UnI1mRG,1 +848,bioterror,iTunes,#world FedEx no longer to transport bioterror germs in wake of anthrax lab mishaps http://t.co/wvExJjRG6E,1 +849,bioterror,,FedEx no longer to transport bioterror germs in wake of anthrax lab mishaps http://t.co/P96rgBbaYL #news #phone #apple #mobile,1 +851,bioterror,United States,RT alisonannyoung: EXCLUSIVE: FedEx no longer to transport research specimens of bioterror pathogens in wake of anthrax lab mishaps Û_,0 +852,bioterror,"Oxford, MS",Hmm...this could be problem for some researchers: FedEx no longer to transport select agents http://t.co/9vIibxgjAV via @usatoday,1 +853,bioterror,,#world FedEx no longer to transport bioterror germs in wake of anthrax lab mishaps http://t.co/5zDbTktwW7,0 +856,bioterror,US,FedEx no longer to transport bioterror germs in wake of anthrax lab mishaps http://t.co/pWAMG8oZj4,1 +857,bioterror,"Atlanta, GA",FedEx no longer will ship potential bioterror pathogens - FedEx Corp. (NYSE: FDX) will no longer deliver packages ... http://t.co/2kdq56xTWs,1 +859,bioterror,,FedEx no longer will ship potential bioterror pathogens - Atlanta Business Chronicle http://t.co/YLLQJljiIQ,0 +860,bioterror,"Pelham, AL","Thank you @FedEx for no longer shipping live microbes for the Department of Defense + +http://t.co/zAHNEwJrI8",0 +863,bioterror,New York,#NowPlaying at #orchardalley in #LES of #nyc 'bioterror- manufactured fear and state repression' @abcnorio #gardens http://t.co/Ba2rRXUgsG,1 +864,bioterror,"Atlanta, GA",FedEx no longer will transport bioterror germs http://t.co/SHrhkfj1bC via @usatoday,0 +866,bioterror,"Jacksonville, FL",[JAX Biz Journal] FedEx stops shipping potential bioterror pathogens http://t.co/R33nCvjovC,1 +867,bioterror,"Arkansas, Jonesboro",USATODAY: On today's #frontpage: #Bioterror lab faced secret sanctions. #RickPerry doesn't make the cut for FoxNewÛ_ http://t.co/5uKOHk7SoB,1 +868,bioterror,Across the Atlantic,#BreakingNews http://t.co/gAN14PW9TG FedEx no longer willing to transport research specimens of potential bioterÛ_ http://t.co/5n4hUsewLy,0 +870,bioterror,"Melbourne, Florida",FedEx no longer to transport bioterror germs in wake of anthrax lab mishaps http://t.co/c0p3SEsqWm via @usatoday,1 +871,bioterror,Worldwide,FedEx stops shipping potential bioterror pathogens http://t.co/tkeOAeDQKq #trucking,1 +872,bioterror,,FedEx no longer to transport bioterror germs in wake of anthrax lab mishaps http://t.co/MqbYrAvK6h,1 +873,bioterror,Over the Moon...,#FedEx no longer to transport bioterror germs in wake of anthrax lab mishaps http://t.co/S4SiCMYRmH,1 +874,bioterror,Extraterrestrial Highway,FedEx no longer shipping bioterror germs - WXIA-TV | @scoopit http://t.co/ZQqJrQsbJm,0 +875,bioterror,,FedEx no longer to transport bioterror germs in wake of anthrax lab mishaps http://t.co/hrqCJdovJZ,0 +876,bioterror,"Espoo, Finland",USATODAY: On today's #frontpage: #Bioterror lab faced secret sanctions. #RickPerry doesn't make the cut for FoxNewÛ_ http://t.co/xFHh2XF9Ga,1 +877,bioterror,,FedEx no longer to transport bioterror germs in wake of anthrax lab mishaps http://t.co/4M5UHeyfDo via @USATODAY,1 +878,bioterror,"Washington, D.C., area",Biolab safety concerns grow: FedEx stops transporting certain specimens. Research facilities 'dumbfounded' by action. http://t.co/RUjV4VPnBV,0 +881,bioterrorism,,To fight bioterrorism sir.,1 +882,bioterrorism,OES 4th Point. sisSTAR & TI,I liked a @YouTube video http://t.co/XO2ZbPBJB3 FEMA REGION III TARGETED for BIOTERRORISM !!! NASA - JAPAN ROCKET LAUNCH with LITHIUM,1 +883,bioterrorism,"Sydney, New South Wales",#anthrax #bioterrorism CDC To Carry Out Extensive Review of Lab Safety And Pathogen Handling Procedures http://t.co/bCLqpWFDOd,1 +884,bioterrorism,,Firepower in the lab [electronic resource] : automation in the fight against infectious diseases and bioterrorism /Û_ http://t.co/KvpbybglSR,0 +885,bioterrorism,,@CAgov If 90BLKs&8WHTs colluded 2 take WHT F @USAgov AUTH Hostage&2 make her look BLK w/Bioterrorism&use her lgl/org IDis ID still hers?@VP,1 +886,bioterrorism,,@DarrellIssa Does that 'great Iran deal' cover bioterrorism? You got cut off terrible of them. Keep up the good work.,1 +888,bioterrorism,"San Francisco, CA",A Tale of Two Pox - Body Horrors http://t.co/W2IXT1k0AB #virus #infectiousdiseases #bioterrorism,1 +890,bioterrorism,,Bioterrorism public health superbug biolabs epidemics biosurveillance outbreaks | Homeland Security News Wire http://t.co/cvhYGwcBZv,1 +891,bioterrorism,,"Creation of AI +Climate change +Bioterrorism +Mass automation of workforce +Contact with other life +Wealth inequality + +Yea we've got it easy",0 +892,bioterrorism,"Netherlands,Amsterdam-Virtual ",In Lies We Trust #dvd CIA Hollywood and Bioterrorism Len Horowitz Vaccines Nwo http://t.co/6PAGJqfbzK http://t.co/qzizElxbyr,0 +893,bioterrorism,,@O_Magazine satan's daughter shadow warrior in 50ft women aka transgender mode ps nyc is about to fold extra extra center of bioterrorism,1 +894,bioterrorism,New York City,@DrRichardBesser Yes. I would think not. But since college 88-92 it's been difficult not to think of bioterrorism esp. bc 'dispersed.',1 +895,bioterrorism,"Hudson Valley, NY",Volunteers needed to participate in Emergency Preparedness drill simulating a bioterrorism disaster: http://t.co/NWV2RvGHf3 @HVnewsnetwork,1 +896,bioterrorism,"Philadelphia, PA",@MeyerBjoern @thelonevirologi @MackayIM of a major American newspaper running a series on all the alleged bioterrorism research going on 2/n,1 +898,bioterrorism,,To fight bioterrorism sir.,0 +899,bioterrorism,,CDC has a pretty cool list of all bioterrorism agents :3,1 +902,bioterrorism,timeline kamu,Government Experts Concerned About Possible Bioterrorism Using GM Organisms: Scientists are concerned that the... http://t.co/SuMe5prO0F,1 +903,bioterrorism,,Does This Prepare Us? HHS Selects 9 Regional Special #Pathogen Treatment Centers #Bioterrorism #Infectious #Ebola http://t.co/Qmo1TxxDkj,0 +905,bioterrorism,,@StationCDRKelly Any Support Sys 4 @USAgov AUTH taken Hostage by BLK US clergyforced 2 exist younger&grossly disfigured by BIOTERRORISM?@AP,1 +906,bioterrorism,,70 won 70...& some think possibility of my full transformation is impossible. I don't quite like medical mysteries. BIOTERRORISM sucks.,0 +907,bioterrorism,,To fight bioterrorism sir.,1 +911,bioterrorism,"Budapest, Hungary",How about a book describing the future of therapies technologies sport sexuality bioterrorism and diagnosis? #digitalhealth #hcsm,0 +912,bioterrorism,,@APhiABeta1907 w/ugliness due 2 your 'ugly'@AMESocialAction Frat's BIOTERRORISMI'm she who's @FBI ID U $tolewant'g another in my Home.@ABC,1 +915,bioterrorism,,@HowardU If 90BLKs&8WHTs colluded 2 take WHT F @USAgov AUTH Hostage&2 make her look BLK w/Bioterrorism&use her lgl/org IDis ID still hers?,1 +916,bioterrorism,,To fight bioterrorism sir.,0 +919,bioterrorism,,@cspanwj If 90BLKs&8WHTs colluded 2 take WHT F @USAgov AUTH Hostage&2 make her look BLK w/Bioterrorism&use her lgl/org IDis ID still hers?,1 +921,bioterrorism,,@ONU_France 74/75 Bioterrorism on '@Rockefeller_Chi/@RockefellerUniv'Heiress 2 evade lgl efforts 2 prosecute BLKs 4 @HarvardU kidnap'g.@AFP,0 +923,bioterrorism,,The #IranDeal only covers nuclear activity. What are they doing about Bioterrorism? Iran has broken at least 27 other agreements.,1 +926,bioterrorism,Searching for Bae ,The Threat | Anthrax | CDC http://t.co/q6oxzq45VE via @CDCgov,1 +928,bioterrorism,"Sydney, New South Wales",#bioterrorism Authorities allay #glanders fears ahead of Rio Olympic equestrian test event http://t.co/UotPNSQpz5 via @HorsetalkNZ,1 +929,blaze,California,@Kaotix_Blaze craving u,0 +930,blaze,,I've been by the pool all day #raisinfingers,0 +931,blaze,,Do you know anyone looking to move to Hammond OR? Share this listing! http://t.co/3xn1soh4Bb,0 +932,blaze,,Life is amazin same time its crazy niggas dey wanna blaze me hate it because i made it all it took was dedication n some motivation,0 +934,blaze,"Eagle Mountain, Texas ",Blaze is my bro http://t.co/UdKeSJ01mL,0 +935,blaze,Columbus,@Shayoly yes I love it,0 +936,blaze,,See a virtual tour of one of our listings on 547 Fir St Cannon Beach OR listed by Dorrie Caruana. http://t.co/nF46PAYTvw,0 +938,blaze,"Temecula, CA",Pendleton media office said only fire on base right now is the Horno blaze.,1 +939,blaze,"Atlanta,Ga",Welcome @djryanwolf @djcoreygrand @djknyce @djoneplustwo @OfficialCoreDJs #Family #Cleveland #StandUp @IAMTONYNEAL http://t.co/P6GqmCTgLj,0 +940,blaze,"Fresno, CA",Love living on my own. I can blaze inside my apt or on the balcony,1 +941,blaze,,@bellalinn alrighty Hit me up and we'll blaze!!,0 +942,blaze,,i blaze jays fuck the dutch slave trade.,0 +944,blaze,,My hair is poverty at the moment need to get a fade before the weekend gets here,0 +945,blaze,Australia,Property losses from California wildfire nearly double as week-old blaze rages http://t.co/E0UUsnpsq5,1 +946,blaze,"Raleigh Durham, NC",#breaking Firefighters battling blaze at east Cary condo building http://t.co/mIM8hH2ce6,1 +947,blaze,ducked off . . . ,niggas love hating.,0 +948,blaze,,@audacityjamesta Don't be like that babes <3 you'll have a ball of fun with me at LAN! :),0 +951,blaze,Rio de Janeiro,I liked a @YouTube video from @iamrrsb http://t.co/PdEHd1tCpk Minecraft Skywars - O BLAZE QUE USA HACK E FLECHADAS SINISTRAS!,0 +952,blaze,,What Dems do. Blaze covered months ago.Chicago police detained thousands of black Americans at interrogation facility http://t.co/UWItVBsbnC,0 +953,blaze,302,Yo I got bars and I'm not even a rapper,0 +955,blaze,"Columbus, OH",UGH Y DID BLAZE PUT THE CALORIES BY THEIR PIZZAS? OK COOL #thisispublichealth,0 +956,blaze,PA,pic of me and blaze in a fort when we were kids i look like a jackass stuffin my face like that ?????? http://t.co/aE9cPIexAK,0 +957,blaze,,looks like a year of writing and computers is ahead. http://t.co/CyXbrZXWq4,0 +958,blaze,Mo.City,@Beautiful_Juic1 just letting you know,0 +959,blaze,"Tripsburg, ms.",@BabySweet420 I'm mad 420 in your name & you don't blaze.,0 +960,blaze,Durham N.C ,@GuiltyGearXXACP yeah I know but blaze blue dont have a twitter lol I drew this a few weeks ago http://t.co/sk3l74FLzZ,0 +961,blaze,Delhi,#socialmedia news - New Facebook Page Features Seek to Help Personalize the Customer Experience http://t.co/nbizaTlsmV,0 +962,blaze,ARIZONA,@DJJOHNBLazE shout out blaze the hottest DJ in the Sothwest,0 +963,blaze,"Penn Hills, PA",I liked a @YouTube video http://t.co/N95IGskd3p Minecraft: Episode 2 'Blaze Farm Beginnings!',0 +964,blaze,Karachi ,Property losses from #California wildfire nearly double as week-old blaze rages: The fireÛ_ http://t.co/MsdizftZ2g,1 +965,blaze,seattle wa,@ChristyCroley Not in the works yet. Did you see the new Vela Short in Blaze? http://t.co/Q8rEoEVluE,0 +968,blaze,,@UABStephenLong @courtlizcamp Total tweet fail! You are so beautiful inside and out Blaze On!,0 +971,blaze,Mo.City,The mixtape is coming i promise. We goin in right now http://t.co/uUNGRqoUgn,0 +972,blaze,,@_itzSteven @xdojjjj @whopper_jr_760 huh?? me you and leo started that last year and ever since people blaze it in the back??,0 +974,blaze,SOUTHERN CALIFORNIA DESERT,"3 Bedrooms 1 Baths for sale in 29 Palms CA. (http://t.co/QMS8RRESsd) +(YouTube Video:... http://t.co/zLa30jCsSQ",0 +976,blaze,Gotham City,?? Yes I do have 2 guns ?? ??,0 +977,blaze,,@a__cee DAEM GIRL SMOOTH ASF c: ?,0 +978,blaze,My contac 27B80F7E 08170156520,https://t.co/WKv8VqVkT6 #ArtisteOfTheWeekFact say #Conversations by #coast2coastdjs agree @Crystal_Blaz 's #Jiwonle is a #HipHop #ClubBanger,0 +979,blazing,"Dallas, TX",Bright & BLAZING Fireman Birthday Party http://t.co/9rFo9GY3nE #Weddings,0 +981,blazing,,REAL ViBEZ RADIO - BLAZING THE BEST VIBEZ!!! http://t.co/EMvOhm9m6j #nowplaying #listenlive,0 +982,blazing,"Pig Symbol, Alabama",Montgomery come for the blazing hot weather...stay for the STDs. Yet another rejected city slogan.,1 +983,blazing,"Intramuros, Manila","Come and join us Tomorrow! +August 7 2015 at Transcend:Blazing the Trail to the Diversified World of Marketing... http://t.co/NR1I8Qnao1",0 +984,blazing,,Morgan Silver Dollar 1880 S Gem BU DMPL Cameo Rev Blazing MS+++++ High grade! - Full read Û_ http://t.co/IU9baFDXeY http://t.co/AphqU5SvET,0 +985,blazing,New York,Morgan Silver Dollar 1880 S Gem BU DMPL Cameo Rev Blazing MS+++++ High grade! - Full read Û_ http://t.co/m96KbQwiOr http://t.co/wrJR846fKS,0 +986,blazing,,This bowl got me thinking... Damn I've been blazing for so damn long,0 +987,blazing,,@DanRyckert @drewscanlon He's blazing through this game with the best stealth skills yet. Nothing beats the silenced M4.,0 +990,blazing,,Bit pacquiao vs marquez 3 unfilled blazing swarm online: DuRvOd http://t.co/6VJA8R4YXA,0 +991,blazing,THE WORLD T.G.G / M.M.M ,Turn on your radios #stoponesounds is live on your #airwaves http://t.co/g7S34Sw2aM & 107.9 fm @StickyNYC @95roots blazing all your hits,0 +992,blazing,,@BaseballQuotes1 I have a 32 inch dynasty,0 +993,blazing,Between the worlds ,"I'm the only weapons master here! Let's go in guns blazing! +#Hinatobot",0 +994,blazing,State of Georgia,@Blazing_Ben @PattyDs50 @gwfrazee @JoshuaAssaraf Not really. Sadly I have come to expect that from Obama.,0 +996,blazing,,SHOUOUT TO @kasad1lla CAUSE HER VOCALS ARE BLAZING HOT LIKE THE WEATHER SHES IN,0 +997,blazing,Your screen,"S3XLEAK!!! +Ph0tos of 19yrs old Ash@wo lady in Festac town from Delta exp0sed on BBM 5 leaked pictures... http://t.co/ixREhM05yq",0 +998,blazing,Lima-Peru,Oh my heart racing And my temperature is blazing through the roof #VideoVeranoMTV Fifth Harmony,0 +999,blazing,,@omgbethersss @BethanyMota haha love this??,0 +1001,blazing,,@dmac1043 Colorado is a Spanish word ([Latin origin] meaning 'reddish' or 'colored') all you dummies are pronouncing it wrong!!!,0 +1002,blazing,worldwide,Why Some Traffic Is Freezing Cold And Some Blazing Hot ÛÒ And How To Heat Up Some Of Your Traffic http://t.co/C8b6DdiQIg,0 +1004,blazing,,I'm crazy enough to run in 95 degree mid-day heat under the blazing sun in a place where I'm notÛ_ https://t.co/OSUoIVNiGO,0 +1005,blazing,,I'm blazing rn and there's nothing you can do to stop me,0 +1006,blazing,"Saltillo, Coahuila de Zaragoza",Still blazing ????,0 +1008,blazing,,@bekah__w thanks! I sweat bullets every time I get in with this blazing sun beating down on me.,0 +1009,blazing,,@ACOUSTICMALOLEY no he was blazing it,0 +1010,blazing,Suitland,@OfficialTJonez Your 'Lost For Words' made me a new fan of yours fam. Crazy skills beyond blessed! Keep blazing dude made love and respect!,0 +1015,blazing,Everywhere,"**Let - Me - Be - Your - Hot - Blazing - Fantasy** +#escorts #gfe #DUBAI http://t.co/N6AhgfMUDt",0 +1017,blazing,Konoha,@__srajapakse__ Why thank you there missy ?? thought it suited the blazing hot summertime ?? yee-haw! ??,0 +1018,blazing,Swag Francisco,@asukager magical bag of blazing,0 +1020,blazing,"Saint Marys, GA",The Blazing Elwoods @BlazingElwoods - Don't Bother Me (Doug's Song) -Tune http://t.co/QYzpB1gKmR,0 +1021,blazing,New York,Morgan Silver Dollar 1921 P CH Gem Bu PL Blazing MS++++++ Satin Rare Proof Like! - Full reÛ_ http://t.co/99MbyFl3Id http://t.co/4ddMTguZzS,0 +1022,blazing,Nigeria,Blazing Hot! Etisalat Free MB For Complete 12 Months: Etisalat Is Giving out 100MB on TECNO Q1 here is the Ime... http://t.co/AVzsYIe1nT,0 +1023,blazing,Essex/Brighton,@FunkyLilShack @mariaf30 I want a full on bitch slapping guns blazing cake throwing Charles showdown!! Now THAT will be worth the wait ????,0 +1024,blazing,,Follow @EdWelchMusic and check out his Hit Single 'Unpacked' Man its BLAZING!!!,0 +1026,blazing,"Pennsylvania, PA",I still don't know how 8 hours of physical activity in the blazing sun isn't a sport.,0 +1029,bleeding,,Ways so archetype a bleeding well-grounded readiness: FpOJ http://t.co/WXbrArc7p3,0 +1031,bleeding,"Rockford, IL",Threw a chicken nugget at my sisters lip and now it's bleeding??,0 +1032,bleeding,,you could slit my throat and I'd apologize for bleeding on you,0 +1035,bleeding,AZ,Joe Landolina: This gel can make you stop bleeding instantly http://t.co/0BtnIwAgt1 #arizona #realestate http://t.co/hHZY3oqeLa,0 +1036,bleeding,,now my nose is bleeding. the last one was like 10 years ago,0 +1037,bleeding,,I have been bleeding into this typewriter all day but so far all I've written is a bunch of gunk.,0 +1038,bleeding,"Vero Beach , FL",@JaydenNotJared I can't help it. Hope you're ok. Text me if you need to talk. Sending hugs your way. PS no bleeding to death allowed,0 +1040,bleeding,IN,you can stab me in the back but I promise you'll be the one bleeding,1 +1041,bleeding,,Apparently if you're bleeding people look at you weird lol well it's fine keep walking,0 +1042,bleeding,In the middle of no where,Eating takis then rubbing my eyes with my hands now my eyes are bleeding tears,0 +1043,bleeding,"Baltimore, MD",@DarrylB1979 yea heard about that..not coming out until 2017 and 2019 ?????? Vampiro is bleeding,0 +1044,bleeding,"Florida, USA",@CoreyAshe Did that look broken or bleeding?,0 +1045,bleeding,dmv ?? fashion school @ KSU. ,i hit my foot now my toe is bleeding ??,0 +1048,bleeding,Nice places ,@King_Naruto_ As long as I see Madara bleeding I'm good ??,0 +1049,bleeding,,Keep thinking about it until I stepped on a broken glass pun tak sedar and I don't feel the pain also it's bleeding. Shit,0 +1050,bleeding,"Quantico, VA",My ears are bleeding https://t.co/k5KnNwugwT,0 +1051,bleeding,,I waited 2.5 hours to get a cab my feet are bleeding,1 +1052,bleeding,,It's not a cute dinner date Til cams nose starts bleeding,0 +1054,bleeding,,@Uptown_Jorge head up like yo nose bleeding,0 +1057,bleeding,,"I've been bleeding in your silence +I feel safer in your violence .",0 +1058,bleeding,"Island Lake, IL",@Jannet2208 I fell off someone's back and hit my head on concrete /: I was bleeding n shit,0 +1061,bleeding,"Live Oak, TX",@KatRamsland Yes I'm a bleeding heart liberal.,1 +1062,bleeding,,Deadpool is already one of my favourite marvel characters and all I know is he wears a red suit so the bad guys can't tell if he's bleeding,0 +1065,bleeding,"Gages Lake, IL",@beckyfeigin I defs will when it stops bleeding!,1 +1066,bleeding,,@SoDamnTrue we know who u are you're a bleeding heart wannabe pickup artist,0 +1067,bleeding,Madisonville TN,@chaosmagician97 awesome!! I saw he was bleeding pretty bad,0 +1069,bleeding,"Basketball City, USA ",@burberryant bleeding on the brain don't know the cause,0 +1070,bleeding,AEP,lets see how good you are at soccer when you're bleeding out yo face,0 +1071,bleeding,,@tammy_w1997 @ElijahMallari bleeding wild things running around the apartment while hes in work at the bar ????????,0 +1072,bleeding,Alberta Pack,@ColoicCarnality You were bleeding my instincts kicked in. *She looks away and scratches the back of her head*,0 +1073,bleeding,#expelcl*y,my ears are bleeding i hate stefano,0 +1074,bleeding,My heart is a ghost town!,My ear started bleeding again...,0 +1075,bleeding,The Great State of Texas,@Benjm1 @TourofUtah @B1Grego saw that pileup on TV keep racing even bleeding,1 +1077,bleeding,,A rave wedding ? Am I seeing this my eyes are bleeding,0 +1078,bleeding,"Alicante, Valencia","they say bad things happen for a reason +but no wise words gonna stop te bleeding",0 +1079,blew%20up,,@DamnAarielle yo timeline blew up so damn fast,0 +1080,blew%20up,Atlanta,@mfalcon21 go look. Just blew it up w atomic bomb.,0 +1081,blew%20up,,I blew up #oomf instagrams cause she's cute and she's an active follower,0 +1082,blew%20up,"Greensboro, NC",@b24fowler I see that! Crazy how this line blew up.,0 +1083,blew%20up, Indiana,My Instagram just blew up apparently I was featured on I am jazz tonight. How cool is that love her,0 +1084,blew%20up,the local dump,i'd still be team usagi even if she blew up the entire solar system by some airhead misstep,0 +1085,blew%20up,,@BenKin97 @Mili_5499 remember when u were up like 4-0 and blew it in one game? U probs don't because it was before the kings won the cup,1 +1088,blew%20up,,"i hate people who tweet 'receipts' but KNOW its wrong + +but they wont take it down bc it 'blew up' +literally gtfo you're that desperate",0 +1090,blew%20up,,I think I just blew up @HopeInHearts notifications. Go check her out she's so encouraging to me ???? love her ??,0 +1091,blew%20up,Seattle,Hw18 going 90-100. Dude was keeping up with me. Took the same exit. Pulled to the side and told me he blew his motor. Lolol #2fast2furious,0 +1093,blew%20up,#SOUTHAMPTON ENGLAND,The universe might not actually exist scientists say http://t.co/DEfJ7XeKgX 'The #SUN blew up and the #Earth began'...,0 +1094,blew%20up,?205?478?,Max blew tf up ! ?????? shots fired ???? #CatfishMTV,0 +1098,blew%20up,Waterford MI,Rick and Morty - They Blew Up : http://t.co/UQKX5VbiuM,0 +1099,blew%20up,"Iowa, USA",@CodyThompson25 ty just blew up the motor went up in flames he got out ok,0 +1102,blew%20up,va,Just realized my dude @_OnlyFTF was on that 'What Are Those' way before it blew up @ the tusky ?? game @robsimss @CantMissKid,0 +1103,blew%20up,,This night just blew up rq,0 +1104,blew%20up,,I blew up snapchat for no reason ??,0 +1105,blew%20up,,Queens Gambit went well until Anakin blew up the droid control ship. Oh well still fun! Can't Stop is next! #WBC2015,0 +1106,blew%20up,Florida,@iphooey @TIME Ironically Michele Bachmann brought this up in '11 w/Ron Paul & everyone blew her off and called hoax. She was finally right,0 +1109,blew%20up,,Catfish retweeted me & my notifications blew up ??????.,0 +1110,blew%20up,california mermaid ? ,Some guy whistled at me in the parking lot & it did not help that the wind blew my skirt up getting in the car ??,0 +1112,blew%20up,New York ? ATL,Blew up those mentions,0 +1113,blew%20up,USA/SO FLORIDA via BROOKLYN NY,The 1st time someone blew up my phone 30 times they would be blocked. Believe it. #Catfish,0 +1114,blew%20up,,@ImAwesome7986 like literally blew up,0 +1117,blew%20up,H / pez & sophia ,FREYAS VIDEO BLEW UP EVERYWHERE,0 +1118,blew%20up,"Brooklyn, NY",@YahooSchwab easy way to look good after the Ray Rice fiasco...that blew up,0 +1119,blew%20up,"Queens, NY",Lmao that light skin guy blew up on Twitter by talking about how ugly he was as a kid..,0 +1120,blew%20up,"Vancouver, BC.","Because you watched: Honey I Blew up the Economy + +We Recommend : The Conservative Shoppe of Horrors + +#HarperANetflixShow #elxn42 #stopharper",0 +1122,blew%20up,,Did anyone else see that fireball falling to earth? Look like a plane blew up.,1 +1123,blew%20up,,Ye did the same thing to Big Sean and he still blew up,0 +1124,blew%20up,"Ottawa, Canada",Zayn just blew up twitter.,0 +1126,blew%20up,wherever the $$$ at,Bitch done blew my shit up,0 +1128,blew%20up,"Purgatory, USA",@WeLoveRobDyrdek @adrian_peel not a damn clue. Tried to see how many clicks I could get before I blew up. That's how I played.,0 +1129,blight,"Calgary, Alberta",@Daorcey @nsit_ YOUR a great pair. Like a couple of Graywardens fighting the blight...,0 +1130,blight,Kama | 18 | France ,"@DaMidnighter theres actually a theory out there that the magisters arent the only reason for the blight +that dwarves (the ones from the",0 +1132,blight,Sydney,As a cycling fan I feel sorry for world athletics #doping is a blight exacerbated monetary reward. A lot of soul searching will be required,0 +1134,blight,,@kynespeace *blight,0 +1136,blight,London,Poor Jack ??,0 +1138,blight,"Maryland, USA",@realhotcullen I agree but I knew we'd be going to the deep roads again because they found Blight in red lyrium. It ain't over yet >_>,0 +1139,blight,Daruka (near Tamworth) NSW,Get a load of this welfare loving sponge....a blight on society. http://t.co/rrZbZGO48N,0 +1141,blight,"IJmuiden, The Netherlands",New post: Prysmian secures contract for Blight Bank wind farm http://t.co/oLG09Kb6HA,0 +1142,blight,"University Heights, Ohio",Cleveland Heights Shaker Heights fight blight: The House Next Door http://t.co/wYOKt0ftRw,0 +1143,blight,Central Illinois,@todd_calfee so @mattburgener wanted to see that info on blight u got,1 +1145,blight,Baton Rouge,Carl Everest Rob Cobes Whitt Blight Frost Leo Snuff Godly and a few others. I will drink a beer with them. Someday.,0 +1146,blight,,THDA Kicks Off Anti-Blight Loan Effort in Memphis http://t.co/XZLRWC0PIK http://t.co/O5xlxMkoYq,0 +1149,blight,USA,City program to help turn blight into greenspace: The Tennessee Housing DevelopmentÛ_ http://t.co/ZZcbBQyJ1q #news http://t.co/KKSgHsblFH,0 +1151,blight,PSN: Pipbois ,@Demetae12 yes i want to be the new blight leader,0 +1152,blight,"Colombo,Sri Lanka.","Releases on the planing level - + +1. Constellation - Blight on Gaia - iClown's Drumstep Remix +2.iClown - Infinity... http://t.co/7LE5GQ2Psx",0 +1153,blight,,http://t.co/ETkd58Un8n - Cleveland Heights Shaker Heights fight blight: The House Next Door http://t.co/LRelVrm06w,0 +1154,blight,"Johannesburg, South Africa ",'If you are going to achieve excellence in big things you develop the habit in little matters....' dont know the author,0 +1155,blight,Me mammy's belly,@Hendy_21 sure the purdies will be alive with the blight ??,0 +1156,blight,UK & Ibiza,Tracy Blight Thank you for following me!!,0 +1157,blight,,Apperception bridgework blight: XxhJeSC http://t.co/yBhBArajXp,0 +1160,blight,Laventillemoorings ,If you dotish to blight your car go right ahead. Once it's not mine.,0 +1162,blight,UK,Sexual Revolution:Blight For Women is out! http://t.co/T8Sv2ai7sW Stories via @ACeBabes @HealthWeekly1 @AmateurNester,0 +1164,blight,Scotland,LIKE I SWEAR THE SECRET WE'LL UNCOVER IS THE OLD GODS IN A SLUMBER. I THINK THERES GONNA BE ANOTHER BLIGHT,0 +1166,blight,London,@WillHillBet what is double result live on the app?,0 +1167,blight,"Vancouver, BC",@parksboardfacts first off it is the #ZippoLine as no one wants to use it and the community never asked for this blight on the park #moveit,0 +1168,blight,"Cleveland, OH",Look for my Policy Matters Ohio report on #CLE and Cuyahoga County blight and greening vacant lands soon! https://t.co/if62SdXVp7,0 +1170,blight,Kama | 18 | France ,@anellatulip and put the taint there and that all that the magisters did was to open the gates and let the blight get away from it,0 +1173,blight,Kama | 18 | France ,@anellatulip there is a theory that makes way too much sense that says that the dwarves may be the actual origin of the blight,0 +1174,blight,UK,The #Palestinian #refugee tragedy is a blight on humanity & should shame every #Israeli for living with it. https://t.co/gAAE0nO5du,1 +1175,blight,"Detroit, MI, United States","Article by Michael Jackman at Metro Times Detroit: +The group later downgraded the estimate to 37 square miles of... http://t.co/h31mmuduqt",0 +1177,blight,,Locksmithing-art respecting elaboration only blight locks: lPDkl,0 +1178,blight,,@jake_blight @WeAlIlKnowA you cunt,0 +1179,blizzard,,What if every 5000 wins in ranked play gave you a special card back.. Would be cool for the long teÛ_ http://t.co/vq3yaB2j8N,0 +1181,blizzard,,Amazon Deal - wait or buy? http://t.co/0T8VqKEArI,0 +1182,blizzard,Guelph Ontario Canada,New print available on http://t.co/ucy5fEA9yu! - 'Waiting Too Long' by Pamela Blizzard - http://t.co/dnwwo1YbRK,0 +1183,blizzard,Waterfront,@Blizzard_draco GIVE ME FREE ART KAMON,0 +1185,blizzard,columbus ohio,@StevenOnTwatter @PussyxDestroyer just order a blizzard pay then put your nuts in it say they have you ball flavored. Boom free ice cream,0 +1188,blizzard,Canada,Blizzard of Auz @ 9 pm CST @RadioRiffRocks / http://t.co/pjLDA9HD5v 2 hrs of Rock to make your hump day complete! http://t.co/3wNjaUaR7w,0 +1189,blizzard,"Waukesha, WI",I really wants a rolo blizzard but mom said no so I guess no DQ tonight,0 +1190,blizzard,Sydney,@Ashayo @MsMiggi Hi Ashayo! I believe there will be VODs on YouTube after the presentation but there is nothing like seeing it live :),1 +1191,blizzard,,Stats http://t.co/U7vavyrGv9,0 +1195,blizzard,Himalayan Mountains,#Tweet4Taiji is a dolphin worship group based on superstitions! Just take a look at their tweets!,1 +1196,blizzard,,@blizzard_fans Lucio!! Let's get the #overwatch hype train rolling some more!! Caution though there aren't any breaks,0 +1198,blizzard,Colorado/WorldWide,@Blizzard_Gamin ight,0 +1199,blizzard,,peanut butter cookie dough blizzard is ??????????????????????,0 +1201,blizzard,Ontario Canada,My mic and controllers aren't working one second,0 +1202,blizzard,,Tomorrow's Announcement VODs http://t.co/cUbze5MIZm,0 +1203,blizzard,,Updated to Windows 10 now I get this error http://t.co/kHSBZKfd6O,0 +1204,blizzard,,New Expansion Ideas - Bard Class Holy Trinity + 1 http://t.co/EGioxBabOe,0 +1206,blizzard,"California, USA",@DaBorsch not really that shocking :( blizzard lured their old fanbase back with WoD and disappointed us hardcore so everyones leaving again,0 +1207,blizzard,,the best thing at DQ is the cotton candy blizzard ??????????????????????????????????????????????????,0 +1208,blizzard,,Lizard Wizard in a Blizzard #LWB http://t.co/MgR809yc5a,0 +1209,blizzard,"Houston, TX",@Blizzard_draco @LoneWolffur I need this.,0 +1211,blizzard,lakewood colorado,@FAIRx818x @PlayOverwatch @BlizzardCS please blizzard we love you,0 +1212,blizzard,THE 6IX,A blizzard would be clutch asf ??,0 +1213,blizzard,"Washington, USA",@Blizzard_draco @LoneWolffur also me please I would very much like a link,0 +1214,blizzard,The ?? below ???,@BubblyCuteOne ?????????? ok ok okayyyyyy Ima act right ....bout to get this blizzard tho,1 +1215,blizzard,United States,@LoneWolffur control yourself tora,0 +1217,blizzard,,First Time Playing Hearthstone on PC Thoughts http://t.co/aBoLxMH1vy,0 +1218,blizzard,,I love the cotton candy blizzard??,0 +1219,blizzard,Ontario Canada,@TCGReno just hard reset my Xbox,0 +1221,blizzard,,I really wanna brownie batter blizzard ??,0 +1222,blizzard,,I call it a little bit of your blizzard?,1 +1223,blizzard,,Market News: Activision Blizzard Cognizant Technology First Solar http://t.co/gkNRP0e8Qs,0 +1224,blizzard,,SEAN END CAREER sG Blizzard vs KNOCKOUT ... http://t.co/nyv51681uE,0 +1225,blizzard,,What is the biggest regret you have in hearthstone? http://t.co/vcIrn1Md8v,0 +1226,blizzard,,"Someone walk with me to DQ ?? +I wanna Butterfinger Blizzard so bad??",0 +1227,blizzard,Ideally under a big tree,That horrible moment when u open up the dryer and it looks like a snowy blizzard cuz u left a piece of paper in your jeans pocket ??,0 +1228,blizzard,United States,@LoneWolffur BRUH *dies*,0 +1229,blood,,Rip ?? Blood !,0 +1230,blood,,@Chief__CG nah young blood that cook is gone I'm cut now .haha,0 +1232,blood,Conversing In Janet's Caf̬,Off The Wall Invincible and HIStory + Blood On The Dance Floor https://t.co/ZNTg2wndmJ,0 +1234,blood,,Broke my nail(real not fake) this morning blood and all ah it hurts any ideas how to treat it? Help me pretty please ? -_-,0 +1235,blood,,4.5 out of 5 stars by 290 reviewers for 'Dragon Blood' Boxset by Lindsay Buroker http://t.co/4yu5Sy1Cui #kindle http://t.co/mzmxMyklXv,0 +1236,blood,"???????, ??'??????",Blood Group A +ve is associated with Gastric Carcinoma says text book...Another fragile gene in my body....,0 +1237,blood,,A friend is like blood they are not beside us always. But they come out when we are wounded.,0 +1238,blood,Dime's Palace,We gone get it get it in blood,0 +1239,blood,"Cairo, Egypt",people with a #tattoo out there.. Are u allowed to donate blood and receive blood as well or not?,1 +1240,blood,,Doing dialyses to my grandpa and oh lord this blood makes me light headed,0 +1241,blood,,@SetZorah dad why dont you claim me that mean that not right we look the same same eyes same blood same xbox 360 SMH -.-,0 +1242,blood,,Omron HEM-712C Automatic Blood Pressure Monitor STANDARD AND LARGE BP CUFFS http://t.co/gJBAInQWN9 http://t.co/jPhgpL1c5x,0 +1243,blood,,My blood pressure is through the roof I don't need all this extra shit!!!!,0 +1244,blood,"Seattle, WA",@Chambered_Blood Yeah you are! #SpeakingFromExperience,0 +1245,blood,,Can't believe more people in their mid 20's don't have high blood pressure. Life is stressful. #DecisionsOnDecisions,1 +1249,blood,Bug Forest,Guys. I have an Imouto Who Isn't Actually Related to Me by Blood.,0 +1250,blood,,Bruh white people buy the ugliest shoes and they them super tight no blood going to there feet,0 +1251,blood,canberra,another day another excellent @_dangerousbeans porridge. seriously people. blood orange in porridge is phenomenal.,0 +1252,blood,,@scotto519 happy birthday young blood,0 +1253,blood,International,If it wasn't for the Blood! ????,0 +1254,blood,,No kinda in it that shii nasty blood. No pun intended,0 +1259,blood,The World,Ain't no hoe in my blood,1 +1262,blood,Htx,Today was such a hastle from getting drug tested blood drown out tb shot to document filling ??,0 +1263,blood,,Man . somebody gotta stop Sbee dude too fuckin funny blood,0 +1264,blood,,Where will the winds take my gypsy blood this time? http://t.co/66YVulIZbk,0 +1267,blood,PunPunlÌ¢ndia,@Lobo_paranoico Mad Men,0 +1269,blood,???,Private thirsty night?SAD BLOOD ROCK'N ROLL? #??,1 +1270,blood,"Itirapina, SÌ£o Paulo",#RolandoNaBeats: Ellie Goulding - My Blood | Acesse nosso site para ouvir! http://t.co/Zk69uGXMT8,0 +1271,blood,North Jersey,@olrules Welcome - Read a free chapter of my new book Encounters With Jesus. It's full of hope. http://t.co/6qX7arf4AG,0 +1272,blood,"Ewa Beach, HI",@Anthxvy runs in the blood,0 +1273,blood,"Biloxi, Mississippi",@sethalphaeus my personal favorites include paramore muse green day royal blood and 5sos,0 +1275,blood,,Shed innocent blood of their sons and daughters and the land was polluted Psalms 106:38 Help stop the sin of abortion.,0 +1276,blood,Buenos Aires,*se pone a cantar crying lightning*,0 +1277,blood,Indonesia,it wasnt a very big stab but it was a deep stab and theres like blood everwhe,1 +1278,blood,"Brecksville, OH",Add these items to your everyday eating habits. Please do the research on how to take with your bloodÛ_ https://t.co/LnpsCaDaXr,0 +1279,bloody,"Walthamstow, London",LOOOOOOOOOOOOL who the bloody hell did that?? https://t.co/jRKGYl7Te5,0 +1280,bloody,,infected bloody ear piercings are always fun??,0 +1282,bloody,Malaysia,aggressif is so bloody aggressive,0 +1283,bloody,Ivano-Frankivsk,I entered to #win the ENTIRE set of butterLONDON Lip Crayons via @be_ram0s. - Go enter! #bbloggers http://t.co/DsB3lDfuxU,0 +1284,bloody,"Sunshine Coast, Queensland",@slsandpet Hey Sally sorry have you emailed me? Been AWOL bloody work ARGH! @ResignInShame,0 +1287,bloody,Dime's Palace,I'm over here listening to Bloody Jay. ???? https://t.co/CIyty0FgpR,0 +1288,bloody,"England,UK,Europe,Sol 3.",@LauradeHolanda I have the Forrest version from '83 that's bloody awful as well :))) xxx,0 +1289,bloody,,'A Nightmare On Elm Street' Is Getting Remade... Again - http://t.co/HvwkJQXXyT,0 +1290,bloody,Chicago,I can't bloody wait!! Sony Sets a Date For Stephen KingÛªs Û÷The Dark TowerÛª #stephenking #thedarktower http://t.co/J9LPdRXCDE @bdisgusting,0 +1293,bloody,,Gotta try to let go of so many bloody things. Smh,0 +1294,bloody,Nashua NH,@TradCatKnight (1) Russia may have played into reason but that link is BS. Okanowa was bloody and mainline invasion looked like a bloody,1 +1296,bloody,Leicester,Bloody insomnia again! Grrrr!! #Insomnia,1 +1297,bloody,65,@zhenghxn i tried 11 eyes akame ga kill and tokyo ghoul all damn bloody i dont dare watch????????,0 +1298,bloody,Westchester,@Fantosex Now suck it up because that's all you're bloody getting out of me by means of amends.,0 +1300,bloody,"Lynnfield, MA",You call them weekends. I call them Bloody Mary times. This summer's been full of them. My newÛ_ https://t.co/VnNi3zzuZ6,0 +1301,bloody,"Level 3 Garrison, Sector G",Bloody hell what a day. I haven't even really done anything. Just. Tired. Of everything. Thought vaca would help but it only did so much. =/,0 +1302,bloody,Singapore,Damn bloody hot,0 +1303,bloody,"Adelaide, South Australia",@MrTophyPup it's bloody sexy *drools*,0 +1304,bloody,,You know how they say the side effects low & really fast? Son the product was an acne cream.. Why 1 of the side effects was bloody diarrhea?,0 +1305,bloody,Las Vegas,Ronda Rousey would be 'close' to making Floyd Mayweather's money in 50 fights - Bloody Elbow http://t.co/IjzcYtbFfo #boxing,0 +1307,bloody,Glasgow,I'm awful at painting.. why did I agree to do an A3 landscape in bloody oils of all paints ??,0 +1308,bloody,,"All I need in this life of sin +Is just me and my girlfriend +Down to ride till the bloody end +Just me and my girlfriend",0 +1309,bloody,Shity land of Northern Ireland,@_itsmegss_ I think it is. well it's bloody barking now,0 +1312,bloody,Singapore,Eh hello cover your bloody thighs your bloody cleav... ÛÓ Eh hello! Since when do i expose my cleavage and i on... http://t.co/Kv5L4PPXfG,0 +1315,bloody,Christchurch New Zealand,@MariaSherwood2 @JohnJCampbell Mega bloody marvellous,0 +1316,bloody,"peekskill. new york, 10566 ",Bloody Mary in the sink. Beet juice http://t.co/LUigmHMa1i,0 +1317,bloody,,@MelRises @gayler1969 @wwwbigbaldhead @jessienojoke @melissaross9847 if my Monty Python is up to date as bloody far as he wants to go.,0 +1318,bloody,,Meet the bloody RS5 http://t.co/RVczMimfVx,0 +1319,bloody,PH,Friday supposed to be a happy day but it's a bloody friday hah zzzz,0 +1320,bloody,Storybrooke ,@chxrmingprince @jones_luna I should bloody hope so *she said folding her arms sitting back in her chair*,0 +1321,bloody,under the blanket,Wait until i tell my college friend who reafs bloody mary too about the drama cd,0 +1324,bloody,Isolated City In World Perth,'I came to kill Indians...for FUN': Video of smirking and remorseless Pakistani killer shows him boasting. http://t.co/FPjLwOXKlg,1 +1326,bloody,Brazil ,I've just watched episode S01E09 of Bloody Monday! http://t.co/vRptHvPymt #bloodymonday #tvshowtime http://t.co/NkKvknBvOz,0 +1327,bloody,AUS,"Marlon Williams > Elvis Presley > Marlon Williams > Steel Panther. + +Shuffle mode like a bloody legend.",0 +1328,bloody,"Santa Cruz, CA",Black Friday turns Bloody (would rather be shopping) http://t.co/l0pmmtZLwP #mystery,0 +1331,blown%20up,"Inverness, Nova Scotia",@ezralevant Someone told me all the soccer moms are getting this pic blown up and put on their daughter's bedroom walls. NOT!!!,0 +1332,blown%20up,L/S/Z/L/T/H/C/H/R/A/S/C,@Papcrdoll and I s2g if my mentions get blown up over MY choice I will deactivate and leave for good. RESPECT MY CHOICES.,0 +1334,blown%20up,Oklahoma,"@ManUtd @EmilymcfcHeslop + +Wow just wow! + +If any other club had blown all that money and fucked up a player like that they'd be pilloried!",0 +1335,blown%20up,"801 SL,UT",Damn greinke got blown up in that first inning,0 +1337,blown%20up,,Woke up so blown lol,0 +1338,blown%20up,fluffy cloud,aunt marge you're blown up eheks,0 +1340,blown%20up,USA,@troylercraft YEAH ITS NOT WORTH IT BC HE ALREADY HAS SO MANY SPAMMERS & HIS TWITTER IS PROBABLY BLOWN UP EVERY SECOND,0 +1341,blown%20up,The 5th Dimension. ,White family (supposedly representing America's GREAT values ) gets blown up in a horrible CGI nuclear strike..... LMFAOOOO!!!!!!!!!!!!,1 +1343,blown%20up,Georgia,Man why hasn't @machinegunkelly blown up? He's still underground.,0 +1345,blown%20up,"July 11th, 2015. ?",And my mentions are blown up for what? ?? wtf.,0 +1346,blown%20up,The Grey Area,On #ThisDayInHistory in 1862 Confederate ship blown up by crew. Read More http://t.co/IW7ELSzIfZ via @History,1 +1347,blown%20up,,That moment when ur about to win a mini uhc and than get blown up by a creeper and get kicked for flying..... So salty rn...!!!??,0 +1348,blown%20up,"St Paul, MN",@libraryeliza he did get a @taylorswift13 'bump' of approval which is probably why he's blown up http://t.co/KOLMzBz1pZ #MusicAdvisory,0 +1349,blown%20up,Cobblestone,"'If a truckload of soldiers will be blown up nobody panics but when one little lion dies everyone loses their mind' +http://t.co/wjNTaOkdHf",1 +1350,blown%20up,"ÌÏT: 30.307558,-81.403118","HEY LOOK!!! Kash's Foundation Live for Today got blown up on People Magazine's website!! + +Todd Blake... http://t.co/2Fenu1SYu6",0 +1351,blown%20up,Scotland,@KaylaK369 got it last month when I went into the EE shop. Glad it hasn't blown up yet. http://t.co/PgB2BmCFX8,0 +1352,blown%20up,Cosmic Oneness,this is the first time a tweet has blown up almost half a day later... RE https://t.co/1BUF0xM53d,0 +1353,blown%20up,"Guildford, UK",'WeÛªre blown away by this extension. Nothing weÛªve seen has as many options as this one.' https://t.co/0YzgW9ZbHR https://t.co/rHtaqjvQn2,0 +1354,blown%20up,Nowhere Islands/Smash Manor,@TheBoyOfMasks 'Thanks again for letting me stay here since the manor was blown up..... Anyways how are you doing buddy?',0 +1356,blown%20up,kisumu,"LONER DIARIES. + +The patterns on the sand +May have been blown away. +The photos in twos +All choked up in flames.... http://t.co/EKfaZ6wVBz",0 +1360,blown%20up,Los Angeles,Even though BSG had been sufficiently hyped up for me in all the years I somehow delayed watching it I was utterly utterly blown away.,1 +1361,blown%20up,Making Worldwide Change Near U,Vanessa's game has officially blown up. LADIES AND GENTLEMEN...the real show is about to begin. #BB17,0 +1362,blown%20up,,Guaranteed been bitten by some mutant mosquito my ankle has blown up. Little cunts,0 +1363,blown%20up,,Things you CAN pick up from tozlet seat|: butt leprosy full-blown jerkface syndrome a lateral lisp & toilet rickets.,0 +1365,blown%20up,,@KalinAndMyles @KalinWhite my ig is being blown up just with hackers I need it to stop #givebackkalinwhiteaccount,0 +1368,blown%20up,ATX,@luke_winkie Whoever is directing these videos needs to grab up Nicki Minaj or someone with U.S. recognition so minds can be blown.,0 +1369,blown%20up,LA/OC/Vegas,@PrincessDuck last week wanted the 6th sense to get blown up so far so good. James could win but he's a huge target and will be gone soon.,0 +1371,blown%20up,London/Outlaw Country ,@orbette more like BLOWN UP amirite,0 +1372,blown%20up,"Grimsby, England",My dogÛªs just blown his kennel up ÛÒ Bloody Yorkshire Terrorist,0 +1374,blown%20up,,Turn on ESPN2 and get blown up,0 +1375,blown%20up,Gotham,@HopefulBatgirl went down I was beaten and blown up. Then next thing I know Ra Al Ghul brought me back to life and I escaped and for a---,1 +1376,blown%20up,,@thebriankrause leos ass just got metaphorically blown up again #PiperWearsThePants #charmed,0 +1378,blown%20up,"Manchester, The World, England",@anarchic_teapot @BoironUSA @zeno001 Glononium 6C also helps with being blown up while bashing a bottle of nitroglycerin against a book.,0 +1379,body%20bag,New York,New Ladies Shoulder Tote Handbag Women Cross Body Bag Faux Leather Fashion Purse - Full reÛ_ http://t.co/y87Gi3BRlV http://t.co/1zbhVDCXzS,0 +1380,body%20bag,New York,New Ladies Shoulder Tote Handbag Women Cross Body Bag Faux Leather Fashion Purse - Full reÛ_ http://t.co/BLAAWHYScT http://t.co/dDR0zjXVQN,0 +1381,body%20bag,,If you have a son or a daughter would you like to see them going to a war with Iran and come back in a body bag? Let the #Republicans know,0 +1382,body%20bag,"sitting on Eddie Vedders lap,",@questergirl ditto but its all we had. and the way i feel if i drank vodka over ice they would have to body bag me,0 +1383,body%20bag,,# handbags Genuine Mulberry Antony Cross Body Messenger Bag Dark Oak Soft Buffalo Leather: å£279.00End Date: W... http://t.co/FTM4RKl8mN,0 +1384,body%20bag,New York,Louis Vuitton Monogram Sophie Limited Edition Clutch Cross body Bag - Full read by eBay http://t.co/JrxgoLnPqw http://t.co/Lin16KvZbn,0 +1385,body%20bag,New York,Louis Vuitton Monogram Sophie Limited Edition Clutch Cross body Bag - Full read by eBay http://t.co/GGgFVO5Pb4 http://t.co/NlFr8t3xqm,0 +1388,body%20bag,NYC,Louis Vuitton CultSierre Monogram Shoulder Bag Cross Body Bag http://t.co/mUf5cZQjrL http://t.co/SsLT8ESMhY,0 +1389,body%20bag,"Missouri, USA",Check out Ameribag Healthy Back Bag Shoulder Cross Body Backpack Khaki Tan Beige Nylon http://t.co/r4k7TyLofJ @eBay,0 +1390,body%20bag,US,Photo: Bath & Body Works cosmetic bag in periwinkle blue with copper piping along the top and four corners.... http://t.co/A9BNlse6QB,0 +1391,body%20bag,,New Ladies Shoulder Tote Handbag Women Cross Body Bag Faux Leather Fashion Purse - Full reÛ_ http://t.co/3PCNtcZoxv http://t.co/n0AkjM1e4B,0 +1393,body%20bag,,new summer long thin body bag hip A word skirt Blue http://t.co/lvKoEMsq8m http://t.co/CjiRhHh4vj,0 +1394,body%20bag,"California, USA",å¤} New Ladies Shoulder Tote #Handbag Faux Leather Hobo Purse Cross Body Bag #Womens http://t.co/UooZXauS26 http://t.co/6MGBizjfgd RT enÛ_,0 +1395,body%20bag,"Greenville,SC",@TR_jdavis Bruh you wanna fight I'm down meet me in the cage bro better find out who you're dealing with before you end up in a body bag,0 +1396,body%20bag,New York,New Ladies Shoulder Tote Handbag Faux Leather Hobo Purse Cross Body Bag Womens - Full readÛ_ http://t.co/4FXfllRIen http://t.co/i12NLSr8Fk,0 +1399,body%20bag,New York,AUTH LOUIS VUITTON BROWN SAUMUR 35 CROSS BODY SHOULDER BAG MONOGRAM 7.23 419-3 - Full readÛ_ http://t.co/HCDiwE5flc http://t.co/zLvEbEoavG,0 +1401,body%20bag,,Check out Vintage Longaberger Floral Fabric Shoulder Cross Body Bag Brown Leather Strap http://t.co/FB8snRg4HU @eBay,0 +1402,body%20bag,Paignton,?? New Ladies Shoulder Tote #Handbag Faux Leather Hobo Purse Cross Body Bag #Womens http://t.co/zujwUiomb3 http://t.co/GBCtmhx7pW,0 +1405,body%20bag,,new summer long thin body bag hip A word skirt Blue http://t.co/8JymD9YPSJ http://t.co/57PKmmCaDG,0 +1406,body%20bag,"California, USA",?Ìü New Ladies Shoulder Tote #Handbag Faux Leather Hobo Purse Cross Body Bag #Womens http://t.co/UooZXauS26 http://t.co/Pw78nblJKy RT enÛ_,0 +1407,body%20bag,New York,Louis Vuitton Monogram Sophie Limited Edition Clutch Cross body Bag - Full read by eBay http://t.co/I4AogcSOY5 http://t.co/dJIwG9pxV4,0 +1408,body%20bag,,New Women Handbag Faux Leather Ladies Shoulder Tote Cross Body Bag Large Satchel - Full reÛ_ http://t.co/NCjPGf6znv http://t.co/GeRJau74eY,0 +1409,body%20bag,Paignton,?? New Ladies Shoulder Tote #Handbag Faux Leather Hobo Purse Cross Body Bag #Womens http://t.co/zujwUiomb3 http://t.co/iap4LwvqsW,1 +1411,body%20bag,,One day this heart gone get me zipped up in a body bag.,0 +1412,body%20bag,,#handbag #fashion #style http://t.co/iPXpI3me16 Authentic Louis Vuitton Pochette Bosphore Shoulder Cross Body BagÛ_ http://t.co/RV0Fk7q4Y5,0 +1414,body%20bag,Paignton,å_? New Ladies Shoulder Tote #Handbag Faux Leather Hobo Purse Cross Body Bag #Womens http://t.co/zujwUiomb3 http://t.co/YklTFj1FnC,0 +1415,body%20bag,,"#handbag #fashion #style http://t.co/hPd3SNM6oy Vintage Coach Purse Camera Bag Cross Body #9973 + +$16.99 (0 Bids) +Û_ http://t.co/GSmdDmu9Pu",0 +1418,body%20bag,New York,genuine Leather man Bag Messenger fit iPad mini 4 tablet case cross body air jp - Full reaÛ_ http://t.co/rcBurZSb2b http://t.co/eHsfKlgRI3,0 +1419,body%20bag,New York,Louis Vuitton Monogram Sophie Limited Edition Clutch Cross body Bag - Full read by eBay http://t.co/VJgR6Liaxh http://t.co/55JR66PLOV,0 +1420,body%20bag,Paignton,?? New Ladies Shoulder Tote #Handbag Faux Leather Hobo Purse Cross Body Bag #Womens http://t.co/zujwUiomb3 http://t.co/CJqq6cgohg,0 +1421,body%20bag,,Nuu that FAM?? fwt I'm Leave You In a Body bag??,0 +1422,body%20bag,New York,New Ladies Shoulder Tote Handbag Faux Leather Hobo Purse Cross Body Bag Womens - Full readÛ_ http://t.co/uR7FeXszg4 http://t.co/wb8awobLcL,0 +1425,body%20bag,,@Rhee1975 @deliciousvomit No I'm not I'm saying that they're lucky they can go home to their families not put in a body bag,0 +1429,body%20bagging,have car; will travel,@matt_bez oh I'm not bagging her at all! Her body be bangin'. I'm saying she's going to get the rose.,0 +1431,body%20bagging,"Sydney, New South Wales",@ohmyloz @RondaRousey who is bagging her body ? She's smoking hot ??,0 +1432,body%20bagging,ATL ? SEA ,Drake is really body bagging meek,0 +1433,body%20bagging,"ÌÏT: 39.982988,-75.261624",@fuckyeahcarey @BornVerified drake killing this dude and tea bagging the dead body at this point,1 +1436,body%20bagging,,@MeekMill is w(rec)k league ball @Drake is Olympic level body bagging him like his career was nothing #trollingtilMeekdiss,0 +1439,body%20bagging,#EngleWood CHICAGO ,Idgaf who tough or who from Canada and who from north Philly meek been acting like a bitch & drake been body bagging his ass on tracks,0 +1440,body%20bagging,302???? 815,@Yankees body bagging mfs,1 +1441,body%20bagging,New Your,@BroseidonRex @dapurplesharpie I skimmed through twitter and missed this body bagging.,0 +1443,body%20bagging,Texas,G+: +https://t.co/dODXi41Y1CåÊis Body Bagging them lyrically! https://t.co/HlMyaAnrC9,0 +1444,body%20bagging,"New York, NY",@bomairinge @EluTranscendent straight body bagging.,0 +1445,body%20bagging,,Body Bagging Bitches ???? http://t.co/aFssGPnZWi,0 +1447,body%20bagging,PURPLE BOOTH STUDIOã¢,No better feeling than seeing and being on stage with my day ones...... 22 year friendships and we still body bagging mics together.,0 +1448,body%20bagging,Cloud 9,Mopheme and Bigstar Johnson are a problem in this game body bagging niggas #VuzuHustle,0 +1449,body%20bagging,,I was body Bagging on the ????Today...4got to post my score http://t.co/81g18wSAUk,0 +1450,body%20bagging,Former Yugoslav Republic of Macedonia,@editaxohaze then let the bagging body's begin lol ???? I ain't cuffed yet so it shouldn't be that bad!!,0 +1452,body%20bagging,,#OVOFest Drake straight body bagging Meek on that OVO stage. #ZIPHIMUP!,0 +1453,body%20bagging,,I'm not a Drake fan but I enjoy seeing him body-bagging people. Great marketing lol.,0 +1454,body%20bagging,,@amaramin3 Meek is definitely capable of body bagging his ass on the track Drake was just smooth as fuck with it!,0 +1455,body%20bagging,3?3?7?SLOPelousas??2?2?5?,Gates not body bagging nobody???????? niggas in br really know who he is ????,0 +1456,body%20bagging,,WWE 2k15 MyCareer EP18 Tyrone body bagging dudes: http://t.co/mr5bI4KD82 via @YouTube,0 +1458,body%20bagging,316,'I did another one I did another one. You still ain't done shit about the other one.' Nigga body bagging Meek.,1 +1459,body%20bagging,Global,Drake Body Bagging Meek. He must of hit a sensitive spot talking about a 'ghostwriter.' He trying 2 end his career. http://t.co/2jHTlWueY0,0 +1460,body%20bagging,#WhereverI'mAt,Good diss bad beat and flow. Mark my words Meek Mill is body bagging him once he responds. Patient patient. Meek is a battle rapper!,0 +1463,body%20bagging,"Huber Heights, OH",@Drake is body bagging meek meanwhile he's on tour with Nicki all hush hush...he's put 2 diss tracks out and meek 0 but dude started it lol,0 +1464,body%20bagging,,@MzGracieBaby for the record im jumpin out the window early... i got @OfficialRealRap body bagging luck.. lol save the file,0 +1466,body%20bagging,Miami ??,Has body bagged ** RT @d_lac: Drake is body bagging meek,0 +1467,body%20bagging,"Houston, TX",drake been kept it the most hip hop during this beef and he fucking body bagging meek back to back ??,0 +1470,body%20bagging,Every where,Woke up to Drake body bagging Meek again!! Meek u can't out spit ya girlfriend... Just lay down Man.... NOT Right... http://t.co/6CraEKc9wb,0 +1472,body%20bagging,Arizona ,@Im2aD I was going to tell him but you were body bagging him,0 +1473,body%20bagging,,ÛÏ@MacDaddy_Leo: ?????? No Caption Needed ??. Freshman... http://t.co/k8ughv2aifÛmy nigga Stacey body bagging niggas! ????,1 +1474,body%20bagging,401 livin',Aubrey really out here body-bagging Meek.,1 +1475,body%20bagging,MI,8 hours of bagging groceries = an aching body,0 +1477,body%20bagging,EPTX,@SlikRickDaRula Drake really body bagging peeps man ?? he really bout it,0 +1479,body%20bags,"Austin, Texas",@FoxNews @JenGriffinFNC When you call to report dangerous activity tell em to have body bags on arrival.,1 +1480,body%20bags,Oklahoma City,Micom 2015 Summer Contrast Candy Color Bowknot Cross Body Tote Shoulder Bags for Womengirls with Micom Zip Po http://t.co/sQMTKKJiMJ,0 +1482,body%20bags,CA,HOBO Hobo Vintage Shira Convertible BÛ_ $238.00 #bestseller http://t.co/0LLwuqn8vg,0 +1483,body%20bags,,Child Shoulder Bags PVC Shoulder Book Bag Cartoon Cross Body Bags for Girls http://t.co/7l9qAzLjVg http://t.co/Q0hSyfrwEC,0 +1484,body%20bags,United Kingdom,Womens Buckle Casual Stylish Shoulder Handbags Pockets Cross Body Bags Green http://t.co/pYee94nuRe,0 +1485,body%20bags,WESTSIDE OF PHILLY 7? BLOCK??,Ain't no bags in the trunk it's a body,0 +1486,body%20bags,CA,BESTSELLER! Fossil Dawson Mini Cross Body Bag EsÛ_ $98.00 http://t.co/HhHvKxFAIH,0 +1487,body%20bags,Wisconsin,@BoomerangTime @RSKarim1 @sopameer @wattashit3 Appears to already be arriving in Ridah in body bags.,0 +1488,body%20bags,Charlotte NC,The Body Bags has a show on 08/07/2015 at 07:30 PM @ Tremont Music Hall in Charlotte NC http://t.co/FpKiqbus9r #concert,0 +1491,body%20bags,"LONG ISLAND, NY",BODY BAGS! https://t.co/0McXc68GZD,0 +1493,body%20bags,,you know you hate your body when you buy 2 bags of chips and a variety pack of fruit snacks and a redbull as a snack,0 +1494,body%20bags,"washington, d.c.",BREAKING: Fairfax County firefighter placed on admin leave amid probe into Facebook post about putting police in 'body bags' dept. says.,0 +1495,body%20bags,United Kingdom,Womens Buckle Casual Stylish Shoulder Handbags Pockets Cross Body Bags White http://t.co/mWZQCjhZPb,0 +1497,body%20bags,,Attention all RCHS football players there will be coffins and body bags by the locker rooms grab one tommorow because were gonna die,0 +1498,body%20bags,,Womens Flower Printed Shoulder Handbags Cross Body Metal Chain Satchel Bags Blue http://t.co/rjZw6C8asX http://t.co/WtdIav11ua,0 +1499,body%20bags,,Womens Cross Body Messengers Bags Clutch Small Shoulders Zippers Bags White http://t.co/EpIQdBxVZO http://t.co/BhfOYLQLJp,0 +1500,body%20bags,"WAISTDEEP, TX",@Deeeznvtzzz bring the body bags tho,0 +1501,body%20bags,Swaning Around,US Û÷Institute Of PeaceÛª Chairman Wants Russian Body Bags http://t.co/owbUjez3q4,0 +1502,body%20bags,D.C. - Baltimore - Annapolis,UPDATE: Va. firefighter on administrative leave after Facebook post calls for people to put officers in 'body bags.' http://t.co/Mt029QJ4Ig,0 +1503,body%20bags,,@ScottWalker So you can send the poor and middle class children to war so they c