From 67d9fb4b8c8bfddd72c94ae7f333906157e0ac1c Mon Sep 17 00:00:00 2001 From: turnmanh <17703667+turnmanh@users.noreply.github.com> Date: Wed, 6 Mar 2024 15:08:58 +0100 Subject: [PATCH] switched to legacy opt. for Macs --- ...e_value_theory_for_anomaly_detection.ipynb | 325 +++++++----------- 1 file changed, 124 insertions(+), 201 deletions(-) diff --git a/notebooks/exercise_only_nb_06_extreme_value_theory_for_anomaly_detection.ipynb b/notebooks/exercise_only_nb_06_extreme_value_theory_for_anomaly_detection.ipynb index 59d7579..84a2037 100644 --- a/notebooks/exercise_only_nb_06_extreme_value_theory_for_anomaly_detection.ipynb +++ b/notebooks/exercise_only_nb_06_extreme_value_theory_for_anomaly_detection.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "tags": [ "remove-input", @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": { "tags": [ "remove-input", @@ -190,8 +190,9 @@ "" ] }, + "execution_count": 2, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ @@ -200,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": { "tags": [ "remove-input", @@ -218,7 +219,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": { "tags": [ "remove-cell", @@ -267,7 +268,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -278,6 +279,8 @@ "import matplotlib.pyplot as plt\n", "import os\n", "import logging\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", "\n", "from celluloid import Camera\n", "from IPython.core.display import HTML\n", @@ -311,14 +314,12 @@ } }, "source": [ - "## Example: EVT in Action\n", - "\n", - "Let us give a quick example for fitting a GEV on data and extracting insight from it. For that we will use the NYC taxi calls dataset - a collection of taxi calls per 30-minutes intervals that was collected for over a year." + "Let us go through a quick example for fitting a GEV on data and extracting insight from it. For that we will use the NYC taxi calls dataset - a collection of taxi calls per 30-minutes intervals that was collected for over a year." ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -332,7 +333,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -405,7 +406,7 @@ "4 3820 02:00:00 2014-07-01" ] }, - "execution_count": 3, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -416,7 +417,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 8, "metadata": { "slideshow": { "slide_type": "skip" @@ -458,7 +459,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 9, "metadata": { "slideshow": { "slide_type": "skip" @@ -535,7 +536,7 @@ "4 -1.630971 02:00:00 2014-07-01" ] }, - "execution_count": 5, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -559,7 +560,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 10, "metadata": { "slideshow": { "slide_type": "fragment" @@ -599,7 +600,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "metadata": { "slideshow": { "slide_type": "slide" @@ -608,7 +609,7 @@ "outputs": [ { "data": { - "image/png": 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", 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9z9hAIk5MpUZE2JddxBc7MwG498xdbcV5DO/Thpv7hmO12Ul4L4XTZdr0UqQmKjUiwn++3Y/dDtf1CKVLqJ/RcaQGj9/SkxA/bw7kFPPk6t1GxxFxSio1Ik1cRt5pVqQcBeDeoTpL46wCfb148vY+QOXu6ev35RqcSMT5qNSINHGvfneQcqudwR2DuDSypdFx5FdcfUkIYwZFAvDA+9spKq0wOJGIc1GpEWnCThaX8e6myv2F/jS0s8FppDYeGd6diKBmHM07zVxNQ4lUo1Ij0oQtWn+I0+VWeob7c2WXYKPjSC009/Zg9q2V01BvbjhM0uETBicScR4qNSJNVHFpBYsTDwGVZ2lMJpOxgaTWrugSzO3922G3w4Mf/Ehpha6GEoE6lpoFCxYQFRWFj48PMTExbNq06bxjU1NTGTlyJFFRUZhMJubPn3/OmEcffRSTyVTt0a1bt2pjSkpKmDJlCq1ataJFixaMHDmSrKysusQXEeD9pCPknSonqpUvw3qFGR1HHPTI8O4Et/BmX3YRC77eZ3QcEafgcKlZtmwZCQkJzJo1i+TkZPr27Ut8fDzZ2dk1jj916hQdO3Zkzpw5hIWd/wdnz549OXbsWNXj+++/r/b5+++/n08//ZTly5fz7bffkpGRwW233eZofBGhcuPKdzYeBmDi5R2wmHWWxtUE+nrx2M09gcqb8mlvKJE6lJpnnnmGyZMnM3HiRHr06MHChQvx9fXl9ddfr3H8wIEDmTt3LqNHj8bb+/x7yXh4eBAWFlb1CA7+eX4/Pz+f1157jWeeeYZrrrmG/v3788Ybb7B+/Xo2bNjg6Jcg0uQlHT7JT1lF+HiaGdGvrdFxpI5u7B3GdT1CqbDZefCDH7Ha7EZHEjGUQ6WmrKyMpKQk4uLifj6A2UxcXByJiYkXFWTv3r2Eh4fTsWNHxo4dS1paWtXnkpKSKC8vr/a+3bp1IzIy8rzvW1paSkFBQbWHiFRacuaKp9/0CSegmafBaaSuTCYTT9zSCz9vD7al5/HGDweNjiRiKIdKTW5uLlarldDQ0GrPh4aGkpmZWecQMTExLFq0iNWrV/PSSy9x8OBBrrzySgoLCwHIzMzEy8uLwMDAWr/v7NmzCQgIqHpERETUOZ+IO8k/Vc5n248BcGdMpMFp5GKFBfgw48buADz95U+knzhlcCIR4zjF1U833HADd9xxB3369CE+Pp5Vq1aRl5fHe++9V+djzpgxg/z8/KpHenp6PSYWcV0fbj1CaYWNbmF+REcEGh1H6sHogRHEdAjidLmVhz/6Ebtd01DSNDlUaoKDg7FYLOdcdZSVlfWri4AdFRgYSNeuXdm3r3JFf1hYGGVlZeTl5dX6fb29vfH396/2EGnq7HY7SzZWTj2NjYnUZdxuwmw2MWdkH7w9zHy3N5cPko8aHUnEEA6VGi8vL/r378/atWurnrPZbKxdu5bY2Nh6C1VUVMT+/ftp06YNAP3798fT07Pa++7Zs4e0tLR6fV8Rd7fl8En2ZhfRzNPCLVog7FY6BDdnelxXAJ5YuZOcwlKDE4k0PoennxISEnjllVdYvHgxu3bt4t5776W4uJiJEycCMH78eGbMmFE1vqysjJSUFFJSUigrK+Po0aOkpKRUnYUB+Otf/8q3337LoUOHWL9+PbfeeisWi4UxY8YAEBAQwKRJk0hISOCbb74hKSmJiRMnEhsby+DBgy/2eyDSZLx75izNb/q2wd9HC4TdzeQrO9Az3J/80+U8+mmq0XFEGp2Hoy8YNWoUOTk5zJw5k8zMTKKjo1m9enXV4uG0tDTM5p+7UkZGBv369av6eN68ecybN48hQ4awbt06AI4cOcKYMWM4fvw4rVu35oorrmDDhg20bt266nXPPvssZrOZkSNHUlpaSnx8PC+++GJdv26RJifvVBkrfzy7QLi9wWmkIXhYzDw5sg+3LPiBz7YfY0R0Ftf1CL3wC0XchMneRFaUFRQUEBAQQH5+vtbXSJP02vcHeWLlTrq38WfVn6/Qeho3Nufz3Sz8dj+h/t6sSRiis3Li0hz5/e0UVz+JSMOy2+1Vu3HfqQXCbm96XBc6BDcnq6CUp7/YY3QckUajUiPSBGw+dJJ9ZxcIR4cbHUcamI+nhX+N6AVU7uSdkp5nbCCRRqJSI9IELDmzz9PNfcM1FdFEXNY5mNv6tcVuh4c//JEKq83oSCINTqVGxM2dLC5j1Y7KO2/rDsJNy8PDuxPQzJOdxwpYtP6Q0XFEGpxKjYib+yD5CGUVNnq08adPuwCj40gjCm7hzcM3dgPgmTU/cTTvtMGJRBqWSo2IG9MCYbmjfwQDo1pyqszKo5/o3jXi3lRqRNzYpoMn2J9TjK+XFgg3VWaziX/d2hsPs4k1O7P4IrXumw+LODuVGhE3tuTMWZqb+4bjpwXCTVbXUD/+OKQjAI9+kkpRaYXBiUQahkqNiJs6WVzG5z9qgbBUmnZNFyKDfDmWX8IzX/5kdByRBqFSI+KmPkg+QpnVRs9wf3q31QLhps7H08ITZ+5ds2j9QXYczTc4kUj9U6kRcUN2u71q6kkLhOWsIV1b85u+4djs8PBHP2K1NYldcqQJUakRcUMbD57gwJkFwjf31QJh+dk/buqOn48H24/k81biIaPjiNQrlRoRN7RsczoAt0RrgbBUF+Lnw9+GVd67Zt6XP5GZX2JwIpH6o1Ij4maKSytYfeYOwrf3jzA4jTijsYMiiY4IpKi0gsc+1b1rxH2o1Ii4mTU7szhdbqV9K18ujQw0Oo44IbPZxOzbemMxm/h8RyZf784yOpJIvVCpEXEzK1KOAnBLdFstEJbz6t7Gn0lXdABg5sepnC6zGpxI5OKp1Ii4kdyiUr7bmwvACN1BWC7gvmu7EB7gw5GTp3nhm71GxxG5aCo1Im5k5bYMrDY7fdsF0LF1C6PjiJNr7u3BrJt7AvDyfw+wL7vQ4EQiF0elRsSNfJSSAVROPYnUxvU9Qrm2WwjlVjuPrNiB3a5714jrUqkRcRMHc4vZlp6HxWziN7o3jdSSyWTi0Zt74uNpZsOBE1VrskRckUqNiJtYsbXyl9HlnYNp7edtcBpxJRFBvky7pgsA//psF/mnyg1OJFI3KjUibsBut/PxmX9h39pPZ2nEcZOv7Ein1s3JLSpj7pe7jY4jUicqNSJuICU9j0PHT9HM08L1PcKMjiMuyMvDXLXh5Tsb00hJzzM2kEgdqNSIuIGPzywQvr5nKM29PQxOI67qsk7B3NqvLXY7PLJCG16K61GpEXFx5VYbn26rLDUjdNWTXKSHb+yOv48HO44WaMNLcTkqNSIu7vt9uRwvLqNVcy+u6BJsdBxxca39vHngzIaXT3/5E9kF2vBSXIdKjYiLO3vV00192uBp0V9puXh3Doqkb7sACksreOKzXUbHEak1/QQUcWHFpRV8mVq5GeGIfpp6kvphMZv41629MZvg020ZfLc3x+hIIrWiUiPiwr7cmVm1I3d0RKDRccSN9GobwPjYKKByw8uScm14Kc5PpUbEha3Y+vMCYe3ILfUt4fqutPbz5mBuMf/59oDRcUQuSKVGxEXlFJZWTQto6kkagr+PJ/+4qQcAC9bt41BuscGJRH6dSo2Ii1q5PQObHfpGBNIhuLnRccRN/aZPG67oHExZhY2Zn6Rqw0txaio1Ii7q7FVPI6K1LYI0HJPJxOO39MTLYua/P+Ww6sdMoyOJnJdKjYgLOpBTxLYj+VjMJm7qo1IjDatj6xbcM7QTAI+vTKWwRBteinNSqRFxQSvObItwhXbklkbyp6GdaN/Kl6yCUp5ds9foOCI1qlOpWbBgAVFRUfj4+BATE8OmTZvOOzY1NZWRI0cSFRWFyWRi/vz554yZPXs2AwcOxM/Pj5CQEEaMGMGePXuqjRk6dCgmk6na45577qlLfBGXVn1Hbi0Qlsbh42nh8VsqN7xctP4gqRn5BicSOZfDpWbZsmUkJCQwa9YskpOT6du3L/Hx8WRnZ9c4/tSpU3Ts2JE5c+YQFlbz7sHffvstU6ZMYcOGDaxZs4by8nKuv/56iourr7SfPHkyx44dq3o89dRTjsYXcXlb0/M4fGZH7ut6hBodR5qQIV1bM7xPG2x2eGTFDmza8FKcjMOl5plnnmHy5MlMnDiRHj16sHDhQnx9fXn99ddrHD9w4EDmzp3L6NGj8fau+TT56tWrueuuu+jZsyd9+/Zl0aJFpKWlkZSUVG2cr68vYWFhVQ9/f39H44u4vI/PLBCO147cYoCZN/WghbcHW9PyWLo53eg4ItU4VGrKyspISkoiLi7u5wOYzcTFxZGYmFhvofLzK09rBgUFVXv+nXfeITg4mF69ejFjxgxOnTp13mOUlpZSUFBQ7SHi6iqsNj778RgAt2jqSQwQ6u9DwnVdAXhy9W5yi0oNTiTyM4dKTW5uLlarldDQ6qe8Q0NDycysn8v8bDYb06dP5/LLL6dXr15Vz9955528/fbbfPPNN8yYMYO33nqLcePGnfc4s2fPJiAgoOoRERFRL/lEjLTp4Alyi8oI9PXkis7akVuMMT62PT3a+JN/upzZq3YbHUekitOdu54yZQo7duzg+++/r/b83XffXfXn3r1706ZNG6699lr2799Pp06dzjnOjBkzSEhIqPq4oKBAxUZc3tmzNNf3CNWO3GIYD4uZf93ai9teWs8HyUe4Y0A7BndsZXQsEcfO1AQHB2OxWMjKyqr2fFZW1nkXATti6tSprFy5km+++YZ27dr96tiYmBgA9u3bV+Pnvb298ff3r/YQcWVWm50vUivPiN7Yu43BaaSp6xfZkjGDIoHKRcNlFTaDE4k4WGq8vLzo378/a9eurXrOZrOxdu1aYmNj6xzCbrczdepUPvroI77++ms6dOhwwdekpKQA0KaNfrhL07Dx4HFyi8oIaObJ5Zp6EifwYHw3WjX3Yl92Ea9+rw0vxXgOn79OSEjglVdeYfHixezatYt7772X4uJiJk6cCMD48eOZMWNG1fiysjJSUlJISUmhrKyMo0ePkpKSUu0My5QpU3j77bdZsmQJfn5+ZGZmkpmZyenTpwHYv38/TzzxBElJSRw6dIhPPvmE8ePHc9VVV9GnT5+L/R6IuIRVmnoSJxPg68nfh3cH4Lm1e0k/cf6LN0Qag8leh93JXnjhBebOnUtmZibR0dE899xzVdNBQ4cOJSoqikWLFgFw6NChGs+8DBkyhHXr1lWGMJlqfJ833niDu+66i/T0dMaNG8eOHTsoLi4mIiKCW2+9lUceeaTW00oFBQUEBASQn5+vqShxOVabnZh/ryW3qJQ3Jg7k6ktCjI4kAlSeaR/zygY2HDhBXPcQXhk/4Lw/00XqwpHf33UqNa5IpUZcWeL+44x5ZQP+Ph5seeQ6vDx0pkacx77sQm74v+8ot9pZOK4/w3pd/BpLkbMc+f2tn4wiLqBq6qlnmAqNOJ3OIX788arKq1Af/SSVotIKgxNJU6WfjiJOzmqz8/mOyquehuuqJ3FSU6/pTPtWvmQWlPDMlz8ZHUeaKJUaESe3+dAJcotK8ffx0FVP4rR8PC088YsNL3cc1YaX0vhUakSc3Nmpp+t6aOpJnNtVXVtzc99wbHZ4+KMfsWrDS2lk+gkp4sSqTT310eJLcX6P3NQdPx8Pth/J563EQ0bHkSZGpUbEiW05dIKcwlL8fDy4onNro+OIXFCInw8PDusGwLwvfyIzv8TgRNKUqNSIOLGfp55CNfUkLuPOQZH0iwykqLSCxz5NNTqONCH6KSnipGy66klclNls4t+39sZiNvH5jky+3p114ReJ1AOVGhEnteXwSbILS/Hz9uCKLrrqSVxL9zb+/OGKyrvJ/2NFKqfKdO8aaXgqNSJOqmrqqWco3h4Wg9OIOO6+uC60DWzG0bzT/N9Xe42OI02ASo2IE6qceqosNZp6Elfl6+XB47f0BODV7w+y61iBwYnE3anUiDihpLSTZBVo6klc37XdQ7mhVxhWm52HP/oRm+5dIw1IpUbECX22/eernjT1JK5u1m960sLbg61peby7Oc3oOOLGVGpEnMwvp55u1NSTuIGwAB/+cn1XAOZ8vpvsAt27RhqGSo2Ik0n+xdTTlV019STuYXxsFH3aBVBYUsGjuneNNBCVGhEn89mZq57iNPUkbsRiNjHntj5YzCZW/ZjJmp26d43UP5UaESdis9n5/MfKG+5p6kncTY9wfyZf2RGAf6zYQWFJucGJxN2o1Ig4ka3pJ8ksKKGFtwdX6qoncUPT47rQvpUvmQUlzP1ij9FxxM2o1Ig4kc+2V56liesego+npp7E/fh4Wph9a28A3tpwmKTDJwxOJO5EpUbESeiqJ2kqLusczB3922G3w0Mf/EhphdXoSOImVGpEnMS2I3kcyy+huZeFq7q2NjqOSIP6+/DuBLfwYm92EQvXHTA6jrgJlRoRJ7E6tXLq6epumnoS9xfo68XM31RuobDgm33syy40OJG4A5UaESdgt9v5YkdlqRnWK8zgNCKN4zd92nD1Ja0ps9p46ANtoSAXT6VGxAnsySrk0PFTeHmYufqSEKPjiDQKk8nEP2/tja+XhS2HT7Jkk7ZQkIujUiPiBFafOUtzVZfWNPf2MDiNSONpG9iMB+IvAeDJz3eTma8tFKTuVGpEnMBqTT1JEzY+NoroiEAKSyuY+fEOo+OIC1OpETHYodxidmcWYjGbiOuuqSdpeixmE3NG9sbDbOLLnVmsPnNrAxFHqdSIGOyLM1c9xXZsRaCvl8FpRIzRLcyfe4Z0AmDmx6nkn9YWCuI4lRoRg529lDteU0/SxE29pjMdg5uTXVjKvz7baXQccUEqNSIGyswvYWtaHiYTxPcINTqOiKF8PC3MGdkHkwne23KE//6UY3QkcTEqNSIGOjv1dGlkS0L8fQxOI2K8QR2CmBAbBcCMD3+kqLTC2EDiUlRqRAxUddVTT009iZz1t2GXEBHUjKN5p5m9apfRccSFqNSIGOREcRkbDx4HIF6lRqSKr5cHT47sA8A7G9NYvy/X4ETiKlRqRAzy1c4sbHbo0cafyFa+RscRcSqXdQpmbEwkAA9+uJ1iTUNJLdSp1CxYsICoqCh8fHyIiYlh06ZN5x2bmprKyJEjiYqKwmQyMX/+/Dods6SkhClTptCqVStatGjByJEjycrKqkt8Eadw9qqnG3TVk0iNZtzYnbaBzUg/cZq5X+wxOo64AIdLzbJly0hISGDWrFkkJyfTt29f4uPjyc7OrnH8qVOn6NixI3PmzCEsrOYf3rU55v3338+nn37K8uXL+fbbb8nIyOC2225zNL6IUygsKef7vZWn1HUXYZGatfD2YPZtvQFYtP4Qmw6eMDiROD27gwYNGmSfMmVK1cdWq9UeHh5unz179gVf2759e/uzzz7r8DHz8vLsnp6e9uXLl1eN2bVrlx2wJyYm1ip3fn6+HbDn5+fXarxIQ/o45ai9/YMr7VfP+8Zus9mMjiPi1B5YnmJv/+BK+9C539hPlVYYHUcamSO/vx06U1NWVkZSUhJxcXFVz5nNZuLi4khMTKxTqarNMZOSkigvL682plu3bkRGRtb5fUWM9MUvrnoymUwGpxFxbn8f3oNQf28O5hbzzBpNQ8n5OVRqcnNzsVqthIZWv0lYaGgomZmZdQpQm2NmZmbi5eVFYGBgrd+3tLSUgoKCag8RZ1BSbuWbPZVTq5p6ErmwgGaeVdNQr31/kOS0kwYnEmfltlc/zZ49m4CAgKpHRESE0ZFEAPhuby6nyqyEB/jQu22A0XFEXMI13UK5rV9bbHZ4YPk2SsqtRkcSJ+RQqQkODsZisZxz1VFWVtZ5FwHXxzHDwsIoKysjLy+v1u87Y8YM8vPzqx7p6el1yidS387ecC++l6aeRBwx8zc9aO3nzf6cYp5bu9foOOKEHCo1Xl5e9O/fn7Vr11Y9Z7PZWLt2LbGxsXUKUJtj9u/fH09Pz2pj9uzZQ1pa2nnf19vbG39//2oPEaOVW218tauywOsuwiKOCfT14p8jegHwn/8eYPuRPGMDidPxcPQFCQkJTJgwgQEDBjBo0CDmz59PcXExEydOBGD8+PG0bduW2bNnA5ULgXfu3Fn156NHj5KSkkKLFi3o3LlzrY4ZEBDApEmTSEhIICgoCH9/f6ZNm0ZsbCyDBw+ul2+ESGPYcOA4+afLadXciwFRQUbHEXE58T3D+E3fcD7dlkHCe9tYOe0KfDwtRscSJ+FwqRk1ahQ5OTnMnDmTzMxMoqOjWb16ddVC37S0NMzmn08AZWRk0K9fv6qP582bx7x58xgyZAjr1q2r1TEBnn32WcxmMyNHjqS0tJT4+HhefPHFun7dIoY4O/V0fc9QLGZNPYnUxeM392TDgePsyy5i7hd7+MdNPYyOJE7CZLfb7UaHaAwFBQUEBASQn5+vqSgxhNVmJ+bfa8ktKmXRxIEMvSTE6EgiLuub3dlMXLQZgCWTY7isU7DBiaShOPL7222vfhJxNlvTTpJbVIqfj4d+AItcpKu7hTBmUOXeUA8s305hSbnBicQZqNSINJKzU09x3UPx8tBfPZGL9cjw7kQG+XI07zSPf7rT6DjiBPSTVaQR2O32qg0s43XVk0i9aO7twdO/7YvJBMuTjvBlat1uAivuQ6VGpBGkZhRw5ORpfDzNDOna2ug4Im5jYFQQd1/VEYAZH/5IblGpwYnESCo1Io3g7NTTkK6taealy09F6lPCdV25JNSP48VlPPzhjzSR61+kBio1Io3g7NTTDb3aGJxExP14e1h4ZlRfPC0mvtyZxQfJR42OJAZRqRFpYPuyC9mXXYSnxcQ13XUZt0hD6BkewPS4rgA89kkqR06eMjiRGEGlRqSBfZFauS3C5Z2D8ffxNDiNiPv641UduTQykMLSCh5Yvh2bTdNQTY1KjUgD+3zHMUB7PYk0NA+Lmad/G00zTwuJB46zaP0hoyNJI1OpEWlA6SdOseNoAWYTXNcj9MIvEJGL0iG4OQ8P7w7Ak6t3sy+70OBE0phUakQa0BdnFggP6hBEqxbeBqcRaRrGxURyVdfWlFbYuG9pCqUVVqMjSSNRqRFpQGcv5dbUk0jjMZlMzL29Dy19PUnNKGDeF3uMjiSNRKVGpIFkF5SQlHYSgPheKjUijSnU34cnR/YB4JXvDvLtTzkGJ5LGoFIj0kC+3JmF3Q7REYG0CWhmdByRJuf6nmH8bnB7AP7y3jbdbbgJUKkRaSBVU086SyNimL8P707X0BbkFpXy1+XbdLdhN6dSI9IA8k6VkXjgOKANLEWM5ONp4bkx/fDyMLNuTw5v/HDI6EjSgFRqRBrAV7uysdrsdAvzo0Nwc6PjiDRp3cL8eeTMZd5zPt9Naka+wYmkoajUiDQATT2JOJffDW5PXPdQyqw2/vzuVk6VVRgdSRqASo1IPSsqreC/eyuvtFCpEXEOJpOJp27vQ4ifN/tzinli5S6jI0kDUKkRqWfr9mRTVmEjqpUvl4T6GR1HRM4Iau7Fs6OiMZng3U1prD6zhYm4D5UakXr289RTG0wmk8FpROSXLu8czB+v6gTAgx/8SEbeaYMTSX1SqRGpRyXlVr7ZnQ1o6knEWf3l+q70bRdA/ulypi9LwardvN2GSo1IPfp+by7FZVbaBPjQp22A0XFEpAaeFjPPjelHcy8Lmw6eYME3+4yOJPVEpUakHq0+s4FlfM8wzGZNPYk4q/atmvPEiF4AzP/qJxL3Hzc4kdQHlRqRelJutfHVrixAU08iruDWfm0ZeWk7bHaY9u5WsgtKjI4kF0mlRqSebDxwgrxT5bRq7sXAqCCj44jIBZhMJv45ohfdwvzILSpl2rtbqbDajI4lF0GlRqSerE6tvDz0uh6hWDT1JOISmnlZWDD2Upp7Wdh48ATPrPnJ6EhyEVRqROqBzWbni1RNPYm4ok6tW/Dk7X0AeHHdfr7enWVwIqkrlRqRepCcdpKcwlL8vD24rFOw0XFExEE39QlnQmx7AO5fto30E6cMTiR1oVIjUg/O3nDv2u4heHnor5WIK3p4ePeq+9dMXZJMaYXV6EjiIP30FblIdru96lLuYb3aGJxGROrK26NyfU1AM0+2Hcnn359pfyhXo1IjcpFSMwo4cvI0Pp5mhnRtbXQcEbkI7Vr68uyovgAsTjzMp9syDE4kjlCpEblIn5/ZFG9o1xCaeVkMTiMiF+uabqH8aWjl/lAPfbCd/TlFBieS2lKpEbkIdrudz7ZXlpob+2jqScRdJFzXlZgOQRSXWfnT28mcLtP6GlegUiNyEVIzCjh0/BTeHmau7RZidBwRqSceFjPPj+lHcAtv9mQV8vcVP2K3a+NLZ1enUrNgwQKioqLw8fEhJiaGTZs2/er45cuX061bN3x8fOjduzerVq2q9nmTyVTjY+7cuVVjoqKizvn8nDlz6hJfpN6s+rHyLM3Vl4TQ3NvD4DQiUp9C/H14fkw/zCb4MPkob204bHQkuQCHS82yZctISEhg1qxZJCcn07dvX+Lj48nOzq5x/Pr16xkzZgyTJk1i69atjBgxghEjRrBjx46qMceOHav2eP311zGZTIwcObLasR5//PFq46ZNm+ZofJF6Y7fb+exMqRmuqScRtxTbqRUPDusGwOOf7tTGl07OZHfwfFpMTAwDBw7khRdeAMBmsxEREcG0adN46KGHzhk/atQoiouLWblyZdVzgwcPJjo6moULF9b4HiNGjKCwsJC1a9dWPRcVFcX06dOZPn26I3GrFBQUEBAQQH5+Pv7+/nU6hsgv7Tiaz03Pf4+Pp5mkR67TmRoRN2W325m+LIWPUzIIau7FJ1Mvp11LX6NjNRmO/P526ExNWVkZSUlJxMXF/XwAs5m4uDgSExNrfE1iYmK18QDx8fHnHZ+VlcVnn33GpEmTzvncnDlzaNWqFf369WPu3LlUVFScN2tpaSkFBQXVHiL16exZmmu6aepJxJ2ZTCaeHNmHXm39OVFcxt1vJmnhsJNyqNTk5uZitVoJDQ2t9nxoaCiZmZk1viYzM9Oh8YsXL8bPz4/bbrut2vN//vOfWbp0Kd988w1//OMf+fe//83f/va382adPXs2AQEBVY+IiIjafIkitVLtqqfemnoScXc+nhb+87sBtGruxc5jBTzw/jYtHHZCTnf10+uvv87YsWPx8fGp9nxCQgJDhw6lT58+3HPPPTz99NM8//zzlJaW1nicGTNmkJ+fX/VIT09vjPjSROw4WkDaiVP4eJq5Rlc9iTQJbQOb8dK4/niYTazcfoyF3x4wOpL8D4dKTXBwMBaLhays6juYZmVlERZW887EYWFhtR7/3XffsWfPHv7whz9cMEtMTAwVFRUcOnSoxs97e3vj7+9f7SFSX1b+WHmX0Wu7heLrpaknkaZiUIcgZt3cE4CnvtjNN3tqvkhGjOFQqfHy8qJ///7VFvDabDbWrl1LbGxsja+JjY2tNh5gzZo1NY5/7bXX6N+/P3379r1glpSUFMxmMyEh+leyNC673V51KbeuehJpesbFRDJmUCR2O/z53a0c0B2HnYbD/8RMSEhgwoQJDBgwgEGDBjF//nyKi4uZOHEiAOPHj6dt27bMnj0bgPvuu48hQ4bw9NNPM3z4cJYuXcqWLVt4+eWXqx23oKCA5cuX8/TTT5/znomJiWzcuJGrr74aPz8/EhMTuf/++xk3bhwtW7asy9ctUmc/Hs0n/cRpmnlauPoSlWqRpsZkMvHYzT3Zm1XIlsMnmfzmFlZMuRw/H0+jozV5Dq+pGTVqFPPmzWPmzJlER0eTkpLC6tWrqxYDp6WlcezYsarxl112GUuWLOHll1+mb9++vP/++6xYsYJevXpVO+7SpUux2+2MGTPmnPf09vZm6dKlDBkyhJ49e/Kvf/2L+++//5xiJNIYzi4Qvqa79noSaaq8PMy8OO5Swvx92J9TzP3LUrDZtHDYaA7fp8ZV6T41Uh/sdjtXPPkNR/NO89LYS7lBVz6JNGnbj+Rx+8JEyipsTLumM3+5/hKjI7mdBrtPjUhTt/1IPkfzTuPrZWGopp5Emrw+7QKZc1tvAJ7/eh+fbMswOFHTplIj4oBf3nBPU08iAnDbpe2YfGUHAP763jY2HzphcKKmS6VGpJZ+ecO9m3TVk4j8wkM3dCe+ZyhlVhuT39zCwdxioyM1SSo1IrW0TVNPInIeFrOJ+aP60TcikLxT5Ux8YxMnisuMjtXkqNSI1NJn2yvnyuO6h+LjqaknEamumZeFV8cPoF3LZhw6foq739xCSbn2iGpMKjUitaC9nkSkNlr7efPGXQPx8/Fgy+GTPPD+dl3q3YhUakRqYWt6Hhn5JTT3sjD0ktZGxxERJ9Yl1I//nNkj6tNtGTy9Zo/RkZoMlRqRWlh15ixNXA9NPYnIhV3WOZg5I/sAsOCb/by3WZsqNwaVGpELsNl+sdeTpp5EpJZu79+OP1/TGYCHP/qR7/bmGJzI/anUiFzA2amnFt4eXNVVU08iUnv3X9eVEdHhVNjs/OntZPZkFhodya2p1IhcwNmzNHHdQzT1JCIOMZlMPHl7HwZ1CKKwtIKJb2wiu6DE6FhuS6VG5FdUm3rqE25wGhFxRd4eFl7+XX86BjcnI7+E8a9vIv9UudGx3JJKjciv2Jp+kmP5Jfh5e3Bll2Cj44iIiwr09WLRxEG09vNmd2YhkxZv5nSZ7mFT31RqRH7FSl31JCL1JLKVL2/+fhD+Z+5hc+87SZRbbUbHcisqNSLnUWG18ek27fUkIvWnext/Xr9rID6eZtbtyeGvy7fp5nz1SKVG5Dy+25dLblEprZp76aonEak3A6KCWHjm5nwfp2Tw6Kep2O0qNvVBpUbkPD5KPgrAb/qG42nRXxURqT9DLwnh6d/2xWSCNxMPM/+rvUZHcgv6SS1Sg6LSCr7cmQnArf3aGpxGRNzRLdFtefzmngD839q9vPHDQYMTuT6VGpEafP7jMUrKbXRs3Zw+7QKMjiMibup3sVEkXNcVgMc+3cmKrUcNTuTaVGpEavDRmR8st/Vri8lkMjiNiLizadd05q7LogD4y/JtfL07y9hALkylRuR/HMs/TeKB40Dl6WERkYZkMpmYeVMPbu3XFqvNzr1vJ7Pp4AmjY7kklRqR//FxSgZ2OwyKCiIiyNfoOCLSBJjNJp66vQ/XdguhtMLGxDc2kXRYxcZRKjUiv2C326uuerr1Up2lEZHG42kxs2DspVzeuRXFZVYmvL6ZpMMnjY7lUlRqRH5h57EC9mQV4uVh5sbeuuGeiDQuH08Lr44fSGzHVhSVVjDh9U0kp6nY1JZKjcgvnD1LE9c9hIBmnganEZGmqJmXhdfuGsDgjkGVxea1TWxVsakVlRqRMyqsNj7elgHArf3aGZxGRJoyXy8PXr9rIDEdgigsrWD8a5tISc8zOpbTU6kROeOH/cfJKSylpa8nQ7QtgogYzNfLgzcmDmTQmWLzu9c2sk3F5lep1Iic8VHyEQBu6hOOl4f+aoiI8Xy9PHjjroEMjGpJYUkF417byPYjeUbHclr6yS0CFJdW8EVq5Q2vdNWTiDiT5t4evDFxEAPanyk2r25kx9F8o2M5JZUaEWD1jkxOl1vpENycfhGBRscREammhbcHi34/iP7tW1JQUsFYFZsaqdSIACtSKq96GhGtbRFExDm18PZg0cSB9IsMJP90OXe+skH3sfkfKjXS5GUVlPDDvlxAO3KLiHPz8/Fk8S/O2Ix7dSPf7c0xOpbTUKmRJu/jlKPY7DCgfUsiW2lbBBFxbv4+nrw1aRBXdgnmdLmV3y/azOc/HjM6llNQqZEm78MzN9wbobM0IuIifL08eHXCAG7sHUa51c6UJcm8tyXd6FiGU6mRJm3XsQJ2ZxbiZTFzUx9tiyAirsPbw8LzYy5l1IAIbHb42/vbefW7A0bHMlSdSs2CBQuIiorCx8eHmJgYNm3a9Kvjly9fTrdu3fDx8aF3796sWrWq2ufvuusuTCZTtcewYcOqjTlx4gRjx47F39+fwMBAJk2aRFFRUV3ii1T5aGvlWZqru7Um0NfL4DQiIo6xmE3MGdmbyVd2AOCfn+3imS/3YLfbDU5mDIdLzbJly0hISGDWrFkkJyfTt29f4uPjyc7OrnH8+vXrGTNmDJMmTWLr1q2MGDGCESNGsGPHjmrjhg0bxrFjx6oe7777brXPjx07ltTUVNasWcPKlSv573//y9133+1ofJEqVpudj89c9aRtEUTEVZlMJh6+sTt/vb4rAM99vY/HPt2Jzdb0io3J7mCdi4mJYeDAgbzwwgsA2Gw2IiIimDZtGg899NA540eNGkVxcTErV66sem7w4MFER0ezcOFCoPJMTV5eHitWrKjxPXft2kWPHj3YvHkzAwYMAGD16tXceOONHDlyhPDw8AvmLigoICAggPz8fPz9/R35ksVNfbc3h9+9tomAZp5s+vu1eHtYjI4kInJR3kw8xMyPUwG4rV9bnrq9Dx4W115p4sjvb4e+0rKyMpKSkoiLi/v5AGYzcXFxJCYm1viaxMTEauMB4uPjzxm/bt06QkJCuOSSS7j33ns5fvx4tWMEBgZWFRqAuLg4zGYzGzdurPF9S0tLKSgoqPYQ+aWzO3Lf1KeNCo2IuIXxsVHMHxWNxWziw61HueftZE6XWY2O1WgcKjW5ublYrVZCQ0OrPR8aGkpmZmaNr8nMzLzg+GHDhvHmm2+ydu1annzySb799ltuuOEGrFZr1TFCQkKqHcPDw4OgoKDzvu/s2bMJCAioekRERDjypYqbyz9dzqodlZdA3qZtEUTEjYzo15b/jOuPl4eZr3ZlMfqVDeQUlhodq1E4xTmp0aNHc/PNN9O7d29GjBjBypUr2bx5M+vWravzMWfMmEF+fn7VIz1dl7rJzz5MPkJJuY2uoS24NLKl0XFEROpVXI9Q3p4UQ6CvJ9vS87j1xR/Yl11odKwG51CpCQ4OxmKxkJWVVe35rKwswsLCanxNWFiYQ+MBOnbsSHBwMPv27as6xv8uRK6oqODEiRPnPY63tzf+/v7VHiIAdruddzamATBucHttiyAibmlQhyA+vPcy2rfy5cjJ09z24noS9x+/8AtdmEOlxsvLi/79+7N27dqq52w2G2vXriU2NrbG18TGxlYbD7BmzZrzjgc4cuQIx48fp02bNlXHyMvLIykpqWrM119/jc1mIyYmxpEvQYQNB06wL7sIXy+LtkUQEbfWsXULPrz3sqptFca/vpEPko4YHavBODz9lJCQwCuvvMLixYvZtWsX9957L8XFxUycOBGA8ePHM2PGjKrx9913H6tXr+bpp59m9+7dPProo2zZsoWpU6cCUFRUxAMPPMCGDRs4dOgQa9eu5ZZbbqFz587Ex8cD0L17d4YNG8bkyZPZtGkTP/zwA1OnTmX06NG1uvJJ5Jfe3ngYgFui2+Ln42lwGhGRhtWqhTfv/CGG4X3aUG6185fl23h2zU9ueS8bD0dfMGrUKHJycpg5cyaZmZlER0ezevXqqsXAaWlpmM0/d6XLLruMJUuW8Mgjj/Dwww/TpUsXVqxYQa9evQCwWCxs376dxYsXk5eXR3h4ONdffz1PPPEE3t7eVcd55513mDp1Ktdeey1ms5mRI0fy3HPPXezXL01MdmEJX+yoXFw+bnCkwWlERBqHj6eF50f3IzLIl5fW7ef/1u4l/cQp5ozsg5eHUyyvrRcO36fGVek+NQLwwtd7mfflT/SLDOSjP11udBwRkUb37qY0HlmxA6vNzuCOQfxn3AACfJ33rHWD3adGxJVZbXbe3VR5Fdy4mPYGpxERMcaYQZG8ftdAWnh7sOHACW576QcO5hYbHateqNRIk/HN7myO5p0moJknw7V5pYg0YUO6tmb5PbG0CfBhf04xN7/wPV/vzrrwC52cSo00Ge+cWSB8R/92+HjqDsIi0rR1b+PPx1MuZ0D7lhSWVDBp8RaeX7vXpfeMUqmRJiH9xCnW/ZQDwNjBmnoSEQEI8fdhyeTBjBscid0OT6/5iXveTqKwpNzoaHWiUiNNwpJNadjtcEXnYDoENzc6joiI0/DyMPPPEb15cmRvvCxmvtyZxYgFP7A/p8joaA5TqRG3V1ph5b3NZxYI6zJuEZEajRoYybI/DibMv3KdzYgXfmDNTtdaZ6NSI25v9Y5MjheXEervTVz30Au/QESkieoX2ZJPpl3OwKiWFJZWMPnNLcz/6ieXWWejUiNu750Nlfs8jR4YiYdF/5cXEfk1IX4+vPOHwUyIrVx/OP+rvdz91hbyTzv/Ohv9hBe3tiezkE2HTmAxmxgzSFNPIiK14eVh5rFbejH39so7Dn+1K5vhz33H1rSTRkf7VSo14tbOXsYd1z2EsAAfg9OIiLiWOwZE8P49sbRr2YwjJ09zx8JEFn6732mno1RqxG0Vl1bwYfJRAMbqDsIiInXSp10gn/35Sob3bkOFzc6cz3dz16LN5BSWGh3tHCo14rY+2ZZBUWkF7Vv5ckXnYKPjiIi4rIBmnrxwZz9m39Ybbw8z//0phxuf+47v9+YaHa0alRpxS3a7nbc3VE49jY2JxGw2GZxIRMS1mUyVaxM/mXoFXUNbkFNYyu9e38jcL3ZTbrUZHQ9QqRE3lZKeR2pGAV4eZu7oH2F0HBERt3FJmB8fT7mCMYMq70K84Jv9jH55A0dOnjI6mkqNuKe3z1zGfVPvNrRs7mVwGhER99LMy8Ls23rzwp398PP2IOnwSW78v+9YveOYoblUasTt5BaVsnJ7BqB9nkREGtJNfcJZdd+V9I0IpKCkgqe//MnQqSgPw95ZpIG8+t1BSits9G0XwKWRgUbHERFxaxFBvrx/TyzPrPmJW6LD8TTwJqcqNeJW8k6V8VbiIQCmXtMFk0kLhEVEGpqnxcyDw7oZHUPTT+JeFq0/RHGZlW5hflzbLcToOCIi0ohUasRtFJaU88YPhwCYek1nXcYtItLEqNSI23h7Qxr5p8vp2Lo5N/RqY3QcERFpZCo14hZOl1l57fsDAPxpaGcsOksjItLkqNSIW1i6OY3cojLatWzGLdHhRscREREDqNSIyyutsPKfbyvP0tw7tJOhlxOKiIhx9NNfXN4HSUfJLCgh1N+b2/u3MzqOiIgYRKVGXFqF1cZL3+4D4I9XdcLbw2JwIhERMYpKjbi0T7ZlkH7iNK2aezFmUKTRcURExEAqNeKyrDY7C76pPEsz6coONPPSWRoRkaZMpUZc1uodmezPKcbfx4PfaeNKEZEmT6VGXJLdbueFM2dpJl7eAT8fT4MTiYiI0VRqxCV9vTubXccKaO5lYeLlUUbHERERJ6BSIy7Hbrfz/NeVZ2l+FxtFoK+XwYlERMQZqNSIy/lh33FS0vPw9jAz6YoORscREREnoVIjLueFb/YCMGZQJK39vA1OIyIizkKlRlzKD/ty2XDgBJ4WE38c0tHoOCIi4kTqVGoWLFhAVFQUPj4+xMTEsGnTpl8dv3z5crp164aPjw+9e/dm1apVVZ8rLy/nwQcfpHfv3jRv3pzw8HDGjx9PRkZGtWNERUVhMpmqPebMmVOX+OKiyipszPokFYCxMe1pE9DM4EQiIuJMHC41y5YtIyEhgVmzZpGcnEzfvn2Jj48nOzu7xvHr169nzJgxTJo0ia1btzJixAhGjBjBjh07ADh16hTJycn84x//IDk5mQ8//JA9e/Zw8803n3Osxx9/nGPHjlU9pk2b5mh8cWGL1h9kX3YRrZp7cf91XY2OIyIiTsZkt9vtjrwgJiaGgQMH8sILLwBgs9mIiIhg2rRpPPTQQ+eMHzVqFMXFxaxcubLqucGDBxMdHc3ChQtrfI/NmzczaNAgDh8+TGRk5a3vo6KimD59OtOnT3ckbpWCggICAgLIz8/H39+/TscQ42Tml3Dt0+soLrPy1O19+O2ACKMjiYhII3Dk97dDZ2rKyspISkoiLi7u5wOYzcTFxZGYmFjjaxITE6uNB4iPjz/veID8/HxMJhOBgYHVnp8zZw6tWrWiX79+zJ07l4qKivMeo7S0lIKCgmoPcV3/WrWL4jIr/SIDuf1S7cQtIiLn8nBkcG5uLlarldDQ0GrPh4aGsnv37hpfk5mZWeP4zMzMGseXlJTw4IMPMmbMmGqN7M9//jOXXnopQUFBrF+/nhkzZnDs2DGeeeaZGo8ze/ZsHnvsMUe+PHFS6/fn8um2DMwmeOKWXpjNJqMjiYiIE3Ko1DS08vJyfvvb32K323nppZeqfS4hIaHqz3369MHLy4s//vGPzJ49G2/vcy/rnTFjRrXXFBQUEBGhKQtXU261MevjnxcH92obYHAiERFxVg6VmuDgYCwWC1lZWdWez8rKIiwsrMbXhIWF1Wr82UJz+PBhvv766wvOm8XExFBRUcGhQ4e45JJLzvm8t7d3jWVHXMvi9YfYm11EUHMv/nr9uf87i4iInOXQmhovLy/69+/P2rVrq56z2WysXbuW2NjYGl8TGxtbbTzAmjVrqo0/W2j27t3LV199RatWrS6YJSUlBbPZTEhIiCNfgriQrIIS5n9VeaO9B4ddQoCvNq0UEZHzc3j6KSEhgQkTJjBgwAAGDRrE/PnzKS4uZuLEiQCMHz+etm3bMnv2bADuu+8+hgwZwtNPP83w4cNZunQpW7Zs4eWXXwYqC83tt99OcnIyK1euxGq1Vq23CQoKwsvLi8TERDZu3MjVV1+Nn58fiYmJ3H///YwbN46WLVvW1/dCnMy/V+2iqLSC6IhA7uivqUMREfl1DpeaUaNGkZOTw8yZM8nMzCQ6OprVq1dXLQZOS0vDbP75BNBll13GkiVLeOSRR3j44Yfp0qULK1asoFevXgAcPXqUTz75BIDo6Ohq7/XNN98wdOhQvL29Wbp0KY8++iilpaV06NCB+++/v9qaGXEvGw4c5+OUDExaHCwiIrXk8H1qXJXuU+M6yq02bnrue/ZkFTI2JpJ/3drb6EgiImKQBrtPjUhjeDPxMHuyCmnp68kD8VocLCIitaNSI04lu6CEZ9f8BMDfhnUj0NfL4EQiIuIqVGrEqcz+fDdFpRX0jQhklLZCEBERB6jUiNNYvz+Xj7YePbM4uKcWB4uIiENUasQpZBeUcN/SFADGDIqkT7tAQ/OIiIjrUakRw5VbbfzpnWRyCku5JNSPR4Z3NzqSiIi4IJUaMdzsVbvZcvgkft4eLPxdf3y9nGpLMhERcREqNWKoT7Zl8PoPBwF4+rd96RDc3OBEIiLiqlRqxDA/ZRXy4PvbAfjT0E5c37PmTVFFRERqQ6VGDFFYUs49byVxutzKFZ2D+Yt24BYRkYukUiONzm6388Dy7RzILSY8wIf/Gx2NRZdvi4jIRVKpkUb38n8PsDo1Ey+LmRfH9adVC2+jI4mIiBtQqZFGtX5fLk+u3g3ArJt7EB0RaGwgERFxGyo10miO5Z9m2rtbsdnh9v7tuHNQpNGRRETEjajUSKMoq6i8wd7x4jJ6tPHnnyN6YTJpHY2IiNQflRppcOVWGw+8v42taXn4+3iwcFx/fDwtRscSERE3o1u3SoMqKbcydUkyX+3KxsNs4v9G9yOyla/RsURExA2p1EiDKSwp5w+Lt7Dx4Am8Pcy8NO5Sru4WYnQsERFxUyo10iCOF5Uy4Y1N7DhagJ+3B69OGEBMx1ZGxxIRETemUiP1LiPvNONe28iBnGJaNfdi8e8H0attgNGxRETEzanUSL3an1PE717dSEZ+CeEBPrz9hxg6tm5hdCwREWkCVGqk3uw4ms+E1zdxvLiMjq2b8/akGMIDmxkdS0REmgiVGqkXGw8cZ9LiLRSVVtCrrT+LJw7S9gciItKoVGrkoq3ecYz7lqZQWmEjpkMQr04YgJ+Pp9GxRESkiVGpkTrLKSzlsU9TWbn9GABx3UN44c5LdWM9ERExhEqNOMxut/PelnT+9dkuCkoqMJvgD1d25IH4S/C06CbVIiJiDJUacciBnCIe/uhHNhw4AUDPcH+eHNlHl2yLiIjhVGqkVsoqbLz83/089/U+yipsNPO0kHBdVyZeHoWHzs6IiIgTUKmRC0pOO8mMD35kT1YhAFd1bc2/RvQiIkh7OImIiPNQqZHz2pNZyKL1B1m6OR27HVo192Lmb3pwc99wTCaT0fFERESqUamRakrKraz68RhLNqax5fDJqudv79+Ov9/YnZbNvQxMJyIicn4qNQJUbm/w7sY03k8+Qt6pcgA8zCau6xHKxMs7MKhDkMEJRUREfp1KTRNWVmHji9RMlmxMI/HA8arn2wY2Y8ygCH47IIIQfx8DE4qIiNSeSk0TUmG1kZpRwOZDJ9h48ASbDp4g/3TlWRmzCa7pFsrYmEiu6toai1lrZkRExLXU6VrcBQsWEBUVhY+PDzExMWzatOlXxy9fvpxu3brh4+ND7969WbVqVbXP2+12Zs6cSZs2bWjWrBlxcXHs3bu32pgTJ04wduxY/P39CQwMZNKkSRQVFdUlfpNRUm4lcf9xnlu7l9+9tpE+j33JLQt+4J+f7WLNzizyT5cT6u/Nn6/twvcPXsOrEwZwdbcQFRoREXFJDp+pWbZsGQkJCSxcuJCYmBjmz59PfHw8e/bsISQk5Jzx69evZ8yYMcyePZubbrqJJUuWMGLECJKTk+nVqxcATz31FM899xyLFy+mQ4cO/OMf/yA+Pp6dO3fi41M5/TF27FiOHTvGmjVrKC8vZ+LEidx9990sWbLkIr8Frs1ms5NTVEraiVOknzh15r+nOZBbxI6j+ZRb7dXG+/t4MKhDEAOjghjYIYg+bQN0nxkREXELJrvdbr/wsJ/FxMQwcOBAXnjhBQBsNhsRERFMmzaNhx566Jzxo0aNori4mJUrV1Y9N3jwYKKjo1m4cCF2u53w8HD+8pe/8Ne//hWA/Px8QkNDWbRoEaNHj2bXrl306NGDzZs3M2DAAABWr17NjTfeyJEjRwgPD79g7oKCAgICAsjPz8ff39+RL7lR2e12Sspt5J8ur3oU/OLP+afLOVFcRvrJyhKTfvI0ZRW28x4v1N+bQR1aMSiqJQM7BNE1xA+zzsSIiIiLcOT3t0NnasrKykhKSmLGjBlVz5nNZuLi4khMTKzxNYmJiSQkJFR7Lj4+nhUrVgBw8OBBMjMziYuLq/p8QEAAMTExJCYmMnr0aBITEwkMDKwqNABxcXGYzWY2btzIrbfe6siXUa/2ZRfyzsY0rDY7Vpsdm91+5s/8/Ge7HavVToXNRmlF5aOs6r/Was+dLrNSZj1/SamJxWyiTYAPkUG+RLT0JbKVLxFBvkS3CyQiqJnuKSMiIk2CQ6UmNzcXq9VKaGhotedDQ0PZvXt3ja/JzMyscXxmZmbV588+92tj/ndqy8PDg6CgoKox/6u0tJTS0tKqjwsKCi705dXJ0bwS3vjhUL0f12I2EdDMk4Bmnvg388Tfx6Pq45a+XrRr2YyIMyWmTaCPNpIUEZEmz22vfpo9ezaPPfZYg79P+yBf/jS0ExazCbPJhMVs+sWfwWwy4XHmOQ+LGW8PM94eFrw8zv7ZfObPFrw9zTTztBDQzBNfL4vOsIiIiDjAoVITHByMxWIhKyur2vNZWVmEhYXV+JqwsLBfHX/2v1lZWbRp06bamOjo6Kox2dnZ1Y5RUVHBiRMnzvu+M2bMqDbtVVBQQERERC2+SsdEBTfnb8O61ftxRURExDEOzVl4eXnRv39/1q5dW/WczWZj7dq1xMbG1via2NjYauMB1qxZUzW+Q4cOhIWFVRtTUFDAxo0bq8bExsaSl5dHUlJS1Zivv/4am81GTExMje/r7e2Nv79/tYeIiIi4L4ennxISEpgwYQIDBgxg0KBBzJ8/n+LiYiZOnAjA+PHjadu2LbNnzwbgvvvuY8iQITz99NMMHz6cpUuXsmXLFl5++WUATCYT06dP55///CddunSpuqQ7PDycESNGANC9e3eGDRvG5MmTWbhwIeXl5UydOpXRo0fX6sonERERcX8Ol5pRo0aRk5PDzJkzyczMJDo6mtWrV1ct9E1LS8Ns/vkE0GWXXcaSJUt45JFHePjhh+nSpQsrVqyoukcNwN/+9jeKi4u5++67ycvL44orrmD16tVV96gBeOedd5g6dSrXXnstZrOZkSNH8txzz13M1y4iIiJuxOH71LgqV7lPjYiIiPzMkd/fug5YRERE3IJKjYiIiLgFlRoRERFxCyo1IiIi4hZUakRERMQtqNSIiIiIW1CpEREREbegUiMiIiJuQaVGRERE3ILD2yS4qrM3Ti4oKDA4iYiIiNTW2d/btdkAocmUmsLCQgAiIiIMTiIiIiKOKiwsJCAg4FfHNJm9n2w2GxkZGfj5+WEymYyOY7iCggIiIiJIT0/XXlgNSN/nxqHvc+PQ97nx6Hv9M7vdTmFhIeHh4dU2zK5JkzlTYzabadeundExnI6/v3+T/wvTGPR9bhz6PjcOfZ8bj77XlS50huYsLRQWERERt6BSIyIiIm5BpaaJ8vb2ZtasWXh7exsdxa3p+9w49H1uHPo+Nx59r+umySwUFhEREfemMzUiIiLiFlRqRERExC2o1IiIiIhbUKkRERERt6BSI1VKS0uJjo7GZDKRkpJidBy3cujQISZNmkSHDh1o1qwZnTp1YtasWZSVlRkdzS0sWLCAqKgofHx8iImJYdOmTUZHciuzZ89m4MCB+Pn5ERISwogRI9izZ4/RsdzenDlzMJlMTJ8+3egoLkOlRqr87W9/Izw83OgYbmn37t3YbDb+85//kJqayrPPPsvChQt5+OGHjY7m8pYtW0ZCQgKzZs0iOTmZvn37Eh8fT3Z2ttHR3Ma3337LlClT2LBhA2vWrKG8vJzrr7+e4uJio6O5rc2bN/Of//yHPn36GB3FpeiSbgHg888/JyEhgQ8++ICePXuydetWoqOjjY7l1ubOnctLL73EgQMHjI7i0mJiYhg4cCAvvPACULnPW0REBNOmTeOhhx4yOJ17ysnJISQkhG+//ZarrrrK6Dhup6ioiEsvvZQXX3yRf/7zn0RHRzN//nyjY7kEnakRsrKymDx5Mm+99Ra+vr5Gx2ky8vPzCQoKMjqGSysrKyMpKYm4uLiq58xmM3FxcSQmJhqYzL3l5+cD6P+/DWTKlCkMHz682v+vpXaazIaWUjO73c5dd93FPffcw4ABAzh06JDRkZqEffv28fzzzzNv3jyjo7i03NxcrFYroaGh1Z4PDQ1l9+7dBqVybzabjenTp3P55ZfTq1cvo+O4naVLl5KcnMzmzZuNjuKSdKbGTT300EOYTKZffezevZvnn3+ewsJCZsyYYXRkl1Tb7/MvHT16lGHDhnHHHXcwefJkg5KL1M2UKVPYsWMHS5cuNTqK20lPT+e+++7jnXfewcfHx+g4LklratxUTk4Ox48f/9UxHTt25Le//S2ffvopJpOp6nmr1YrFYmHs2LEsXry4oaO6tNp+n728vADIyMhg6NChDB48mEWLFmE2698VF6OsrAxfX1/ef/99RowYUfX8hAkTyMvL4+OPPzYunBuaOnUqH3/8Mf/973/p0KGD0XHczooVK7j11luxWCxVz1mtVkwmE2azmdLS0mqfk3Op1DRxaWlpFBQUVH2ckZFBfHw877//PjExMbRr187AdO7l6NGjXH311fTv35+3335bP5zqSUxMDIMGDeL5558HKqdHIiMjmTp1qhYK1xO73c60adP46KOPWLduHV26dDE6klsqLCzk8OHD1Z6bOHEi3bp148EHH9R0Xy1oTU0TFxkZWe3jFi1aANCpUycVmnp09OhRhg4dSvv27Zk3bx45OTlVnwsLCzMwmetLSEhgwoQJDBgwgEGDBjF//nyKi4uZOHGi0dHcxpQpU1iyZAkff/wxfn5+ZGZmAhAQEECzZs0MTuc+/Pz8zikuzZs3p1WrVio0taRSI9II1qxZw759+9i3b985ZVEnSy/OqFGjyMnJYebMmWRmZhIdHc3q1avPWTwsdffSSy8BMHTo0GrPv/HGG9x1112NH0jkPDT9JCIiIm5BqxRFRETELajUiIiIiFtQqRERERG3oFIjIiIibkGlRkRERNyCSo2IiIi4BZUaERERcQsqNSIiIuIWVGpERETELajUiIiIiFtQqRERERG3oFIjIiIibuH/Aa8IhmH2zPqpAAAAAElFTkSuQmCC\n", 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" ] @@ -667,7 +668,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "metadata": { "slideshow": { "slide_type": "skip" @@ -758,7 +759,7 @@ "2014-07-05 0.438732 -1.819178 -24.661968 2.257910" ] }, - "execution_count": 9, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -771,7 +772,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "metadata": { "slideshow": { "slide_type": "skip" @@ -862,7 +863,7 @@ "2014-07-05 -2.178485 -0.116786 -1.844541 -2.379291" ] }, - "execution_count": 10, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -874,7 +875,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "metadata": { "slideshow": { "slide_type": "fragment" @@ -883,7 +884,7 @@ "outputs": [ { "data": { - "image/png": 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", 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\n", 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" ] @@ -918,7 +919,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 15, "metadata": { "slideshow": { "slide_type": "skip" @@ -937,7 +938,7 @@ "Name: max, dtype: float64" ] }, - "execution_count": 12, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -973,23 +974,16 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 16, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n" - ] - }, { "data": { - "image/png": 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", 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\n", 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" ] @@ -1003,7 +997,7 @@ "\n", "daily_max = daily_grouped_normalized[\"max\"].values\n", "\n", - "optimizer = keras.optimizers.SGD(learning_rate=2e-4)\n", + "optimizer = keras.optimizers.legacy.SGD(learning_rate=2e-4)\n", "losses = []\n", "\n", "sample_gev = get_gev(xi=-0.1, trainable_xi=True)\n", @@ -1046,7 +1040,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 17, "metadata": { "slideshow": { "slide_type": "-" @@ -1055,7 +1049,7 @@ "outputs": [ { "data": { - "image/png": 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", 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\n", "text/plain": [ "
" ] @@ -1072,7 +1066,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -1083,7 +1077,7 @@ " )" ] }, - "execution_count": 15, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -1153,7 +1147,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 19, "metadata": { "slideshow": { "slide_type": "slide" @@ -1173,7 +1167,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 20, "metadata": { "slideshow": { "slide_type": "skip" @@ -1209,7 +1203,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 21, "metadata": { "hideCode": false, "slideshow": { @@ -1222,7 +1216,7 @@ "\n", "def fit_dist(data: ArrayLike, dist: TFDistributionProtocol, num_steps=100, lr=1e-4, \n", " plot_losses=True, return_animation=True) -> Union[float, Tuple[float, HTML]]:\n", - " optimizer = keras.optimizers.SGD(learning_rate=lr)\n", + " optimizer = keras.optimizers.legacy.SGD(learning_rate=lr)\n", " losses = []\n", " \n", " if return_animation:\n", @@ -1284,7 +1278,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 22, "metadata": { "hideCode": false, "slideshow": { @@ -1294,7 +1288,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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\n", 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" ] @@ -1314,7 +1308,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 23, "metadata": { "hideCode": false, "slideshow": { @@ -1322,42 +1316,6 @@ } }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n", - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n" - ] - }, { "name": "stdout", "output_type": "stream", @@ -1373,7 +1331,7 @@ " )" ] }, - "execution_count": 20, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1391,7 +1349,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 24, "metadata": { "hideCode": false, "slideshow": { @@ -1401,7 +1359,7 @@ "outputs": [ { "data": { - "image/png": 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", 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\n", 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" ] @@ -1419,7 +1377,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 25, "metadata": { "hideCode": false, "slideshow": { @@ -1427,16 +1385,9 @@ } }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n" - ] - }, { "data": { - "image/png": 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", + "image/png": 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\n", 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" ] @@ -1453,7 +1404,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 26, "metadata": { "hideCode": false, "slideshow": { @@ -1469,7 +1420,7 @@ " )" ] }, - "execution_count": 23, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1481,7 +1432,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 27, "metadata": { "hideCode": false, "slideshow": { @@ -1491,7 +1442,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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\n", 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" ] @@ -1520,7 +1471,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 28, "metadata": { "hideCode": false, "slideshow": { @@ -1535,7 +1486,7 @@ "1.544639556561257" ] }, - "execution_count": 25, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -1550,7 +1501,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 29, "metadata": { "hideCode": false, "slideshow": { @@ -1570,7 +1521,7 @@ "Name: max, dtype: float64" ] }, - "execution_count": 26, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -1618,7 +1569,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 30, "metadata": { "slideshow": { "slide_type": "slide" @@ -1639,7 +1590,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 31, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1660,7 +1611,7 @@ "slideshow": { "slide_type": "slide" }, - "solution2": "hidden", + "solution2": "shown", "solution2_first": true }, "source": [ @@ -1676,7 +1627,7 @@ "slideshow": { "slide_type": "skip" }, - "solution2": "hidden" + "solution2": "shown" }, "source": [ "## Solution: Estimating the uncertainty" @@ -1684,13 +1635,13 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 32, "metadata": { "hideCode": false, "slideshow": { "slide_type": "skip" }, - "solution2": "hidden" + "solution2": "shown" }, "outputs": [ { @@ -1717,18 +1668,18 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 33, "metadata": { "hideCode": false, "slideshow": { "slide_type": "skip" }, - "solution2": "hidden" + "solution2": "shown" }, "outputs": [ { "data": { - "image/png": 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", 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\n", 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" ] @@ -1751,7 +1702,7 @@ "slideshow": { "slide_type": "slide" }, - "solution2": "hidden", + "solution2": "shown", "solution2_first": true }, "source": [ @@ -1766,7 +1717,7 @@ "slideshow": { "slide_type": "skip" }, - "solution2": "hidden" + "solution2": "shown" }, "source": [ "## Solution: GEV for daily minima" @@ -1774,18 +1725,18 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 34, "metadata": { "hideCode": false, "slideshow": { "slide_type": "skip" }, - "solution2": "hidden" + "solution2": "shown" }, "outputs": [ { "data": { - "image/png": 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", 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\n", 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" ] @@ -1805,13 +1756,13 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 35, "metadata": { "hideCode": false, "slideshow": { "slide_type": "skip" }, - "solution2": "hidden" + "solution2": "shown" }, "outputs": [ { @@ -1826,7 +1777,7 @@ "Name: min, dtype: float64" ] }, - "execution_count": 32, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -1838,13 +1789,13 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 36, "metadata": { "hideCode": false, "slideshow": { "slide_type": "skip" }, - "solution2": "hidden" + "solution2": "shown" }, "outputs": [], "source": [ @@ -1855,18 +1806,18 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 37, "metadata": { "hideCode": false, "slideshow": { "slide_type": "skip" }, - "solution2": "hidden" + "solution2": "shown" }, "outputs": [ { "data": { - "image/png": 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", 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\n", 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" ] @@ -1884,25 +1835,18 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 38, "metadata": { "hideCode": false, "slideshow": { "slide_type": "skip" }, - "solution2": "hidden" + "solution2": "shown" }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n" - ] - }, { "data": { - "image/png": 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", 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\n", 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" ] @@ -1918,18 +1862,18 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 39, "metadata": { "hideCode": false, "slideshow": { "slide_type": "skip" }, - "solution2": "hidden" + "solution2": "shown" }, "outputs": [ { "data": { - "image/png": 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", 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\n", 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" ] @@ -1944,13 +1888,13 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 40, "metadata": { "hideCode": false, "slideshow": { "slide_type": "skip" }, - "solution2": "hidden" + "solution2": "shown" }, "outputs": [], "source": [ @@ -1959,13 +1903,13 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 41, "metadata": { "hideCode": false, "slideshow": { "slide_type": "skip" }, - "solution2": "hidden" + "solution2": "shown" }, "outputs": [ { @@ -1974,7 +1918,7 @@ "1.5803475989870672" ] }, - "execution_count": 38, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -1986,13 +1930,13 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 42, "metadata": { "hideCode": false, "slideshow": { "slide_type": "skip" }, - "solution2": "hidden" + "solution2": "shown" }, "outputs": [ { @@ -2005,7 +1949,7 @@ "Name: min, dtype: float64" ] }, - "execution_count": 39, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -2016,13 +1960,13 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 43, "metadata": { "hideCode": false, "slideshow": { "slide_type": "skip" }, - "solution2": "hidden" + "solution2": "shown" }, "outputs": [], "source": [ @@ -2042,7 +1986,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 44, "metadata": { "slideshow": { "slide_type": "fragment" @@ -2051,7 +1995,7 @@ "outputs": [ { "data": { - "image/png": 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", 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+EDsPTkY+diG4AxHVoKCiG+J9Wt3fBcDu+KjCQhQRwzDsQCQRQ5IUEWWPyCIUkQWaVd3vb70CETrfmOWjiRIkyoqI6vUwV6yI47as6wcQPa3TCGQFsBUamuWbpKsqwIEIw4QiNzMDopUhVqdm1I+VK3UWEojQ4j5dp0FlVeW7iirBtGRyXTMQTRExDGNBHhF5x5pOxJCI6hGx3tOUpaQUFmhWLVUMZcWqKhCp0+I8YZ3vqj7rs4lwPclmVdUg8Xje/DxT8RiGe83njGrqbQQORaQFApFmmbwLcCDCMKGMTy+dIhJFYpZ3kwuRekXb8zqNbqeFciBrTrNVXTzouK5kHANd5rGqVTNTcyXH1FzV91c+t3QiLjwiyn1ErM91eU/K+n0LM6sCwLziojXpCkTqJf+TIrJuMAsgmpFYTs2ofm9IBRzsTqHL2q23giLiMKtWok2fbgSzoqsqKyIM0/RQIEILbCSzqrXbT1i6dpQgRg5Eopr1yhVd3BijDulbKGRWXWntYlV37DQor78riay1O1OdwLtQIzF5OmIakIxrwiNSjtjifagnbf2+CH1E3IGI4vtEAVsmSSpMffuIrFtmps1UFZFyRXdM3C0qTp8+LgUimYT5WlvBIyJ/joahfi01CqGIcNUMwzQ/FIictLwbQMQ+ItbivKLXXLCiBDFjU3bJYtTdr9zYK2r/hoVCqZkVfeZrjbrA9nclhUysquJUBSKKz1mQSnc1TRMekZJiQEGKyNCCFJGFeWnofVphBXp1U0SswGlkmaWIKAa2R2cKcK/FKu/T8Rnz+Zb3pJCxGm3VKw21GNzBaLOnZ2iDwqkZhmkByCOyYbl5I45UNUOBiJVfj5SamVq4R0TetdY7EFkZ8bU6AhFLildd7ChIpOPUFRGqmDFvgeQRKS1QEVFNQ+m6UZWaUa24EYGeFdTWY3GeL1XE9RNVEaG0DHlLALVrccLyiCyXUzNNvqgD1Z9jswcidtUMp2YYpulxKyIL6SOy0lIJogQFstEveiAiKyK1T83IPS5ooYzqEenrSiJrycSq7xMpIuvps1FVRKxFI21J/6JqRnnonXnOyykQUTbmloVKsNzqmaI6lXbKpTjVQxEhNSQR07DKKq1W/Wzo+l3Vn0FXUt3rYadm0nZqpgVmNLmv92Yv4eU+IgzTIhTLusiRkyISZYIuLVhCJVioRyRqaqZYX0VErnyxA5GFpGYsRUTVI2J5ENYPmrt11feX3hNaIKnFdUmhasYwDEkRMYMJVb8G+UO6U3H0W8ZcZeXISukMS76UWhsiqb37QDYlFixV/46siGQtZUNJEZFSM+kIAUyjaTlFhDurMkxrQGa7ZFzDmgGrx8UCPCJR0xWAs+Igqgw/40jN1F4RoWAim4qjN2NVzSjeiL08Iso+BLdaVapAV0ivUCXIMkuVIDOxSh+RuVJFqBrDvdEUEVIYBrLRF1lbETGvpXoYIul8B7uTYjig6vVPXYFX9WeE10Pl+ndUzSRbKDXjCkabvZfIDDc0Y5jWgNIywz1psXOIomqQUkAqgWpQoOuGMzUTVRFxpGZqv5ukype+TFIsOqoD6JwekYWZVddbpaWA2gIgFtisGYikEqSIhB9LRtWYZgYUgHoaanJWXmSjVYTQ+0SKCFD7xY6CgmXZlFA1VBURun5XOhSR8GOPWc+5vNs2q7ZEaqbFFJFZbmjGMK3BMWuhG+pNC+OcctOssi4WqKipmeP5omO3G9kjIt3wo/R9WChyMEHlpaoqQU4cmxALVlRFRA5EVBa7CSvl4FZEVFIz5IXpSSeEh0FVsbJTHVLAFjUQ6bUDkVovdiekwIkUkWJZVwrYaDTCyr50pH4gwqzak7JLlVtg1pJbEYm6eRidnMMT+yaW8pQC4YZmDNMiHJcc/NmIlRkO34RlMFTd/R5xdXNdjFl1LoKnZaFQv5S+rkTkBZaCiWXdtg9hvqTWc4I8Iiv7MsJ4qvIe0wK7zOoNQx4Rlc6qpIj0SuqPqjJhP28qkoETcDaMI3NtrRdo2SOSlbwEKooVleEOSspGFI/IYHc68nvUSBZbvvuxf3oS7/vGI9h7LL+Up+VLxzQ0e/DBB/Fbv/VbWLNmDTRNw49+9KNaPh3DLDnHrJviUI99UyxWdKXqCird7U7Fo+fXLX8IBT+RUzMNVURo8VA751ePzQAANg31iNcLhKsihbI9i2e4Nx0pUJxweUSizJqxd5LxyEGXrDBEfZ9y0ntMreVrrYjIn2sqERPPq6JYTYgUi/pnM1+qiPb+8nvUCg3NFmNWLVd07Do8DQA4dGIu5NFLQ8dUzeTzeWzZsgVf//rXa/k0DFMzyKy6vMeWlwG1GyMFIn1dSRHEFMq6kpnysKWIUMohahdNhyJSh/w6LbCmR8RKzSi8R5OzRRHsbRrutua+WF1oQwIomsWTSsSwLGu/x0qKSN7pERF9RFRSM/N2aoZUGPVApDo1o3K+5YouUkL9XUlhdK21R0QORAAgq1jVZBiGHXT1pJQ/GyrdTcY19GUSos9LK8yaqS7fVf/ejU7Oi1TsjGtid61opqqZmp7BVVddhauuuqqWT8EwNeW4UERSSCdiiGmAbpiLO1WH+EHpit5MwiFrz5UqobuQI1N2ILJrbDqyIuLwiNShaubgxCwAcx5JlAX2laOmDL26PyPek2wqjtx8OfS8qbx5dX8GmqZF8vCIFIlQRCKYVckjIhtzVefFSIoIpaRUAsWcNLOorwGKSF+X+dl0pxKYnC2FDiXMzZdFUCc3Jgt7rRNSOkfTtMiKUyNZjCKy77idjnHPp6oF5YrtX2sGRaTxZyBRKBRQKNjdJHO5XAPPhmFsj8hQTxqapiGbSmCmUFZa7MgjIqsEgLlQhn35x1yKSEU3UNENxGkWewjyjrUeisirVkCxcSgrteUOvxG/ctRMy5w83CN+1p1OIDdfDlVEDk/ZVRkA7MVOySNifjaD7tSMUtWMFWCmE+JzrejmFF3ymvhBge2A7BFR8HlQQNCdiiMZjwmloNYekZxLEVHt80KKUzZlpq/UFRHz+zbYbXqqWtkjEkWt2i8FIqpVSYtBDiTb3iMSle3bt6O/v1/8GRkZafQpMR3OsWm7uRKASLtuKmntzSTMHXuEmyqZVdcvt6tBouyw5IWiHooIGew2DvWISpJiJdxwagci3eJnqmWipBqttjp+ZpPq5dVyWSoAafpueGpmYtbuBEtBF6CmikxIpamikkThfN0pElJE6p2aEX1eQj4beXAdAGWPiPz+AIjso2kk7sqpaIrIrPj/mTooIuQhS8Q0cS01ksafgcRNN92Eqakp8efgwYONPiWmw7GrZswdmrihKlSi2KmZpONYlSCG/A80aAyIGIhIz6FagVLRDXz+/zyP9978MC750n34qzteUHuuQln0W9m4vNvhpQnbsb8ybgYwJ69wKiJAeBnuYdcsk4ziYleu6GKBHex2ekRUzKqHJ00z4dqBjOMmrlaaujCzqggIrMDJVkRqu0DTNSwCkZRaw7kJVyCiqoi4j4viN2o0VVUzEdKp+6VAZLoeiohkVNU0NZW1ljRVIJJOp9HX1+f4wzCNoqIb4sY41Ou8oaoEE+R/oGFhXRGaOlFZ6uqBDOg+EUWGdz+HSrpi58ETuOXhfdix/wT2HZ/Fdx7eq2SsJTVkeXcK/dkkMgnJ1BvyPr3qlZoRi13wsfIsEwDI0mcT8lonrUVd0+wF1k7NhL/eUWsq8ur+LsRimmiGFrZY6rpt4FwesSJkSuq1AqAhVTOAnJoJCygoxUJKolrV2LEZlwJpvUdl3VDy7zQSSkVS+jTKZ7O/zh4RMfCuCZqZAU0WiDBMM3FitihaeVN1harpDgBeGJ0CAJy1pt88VnHhkefbrOjNLEiGn3EtFCrBz2tW2eBmS50wDDX/gp2WMdMrMUnuDUpXFMs69lsmV6dHxAooQnaGh62AYJXLIxKW6iD/Qn9XUiwa5O1Q2cWOTpoBELX8F03NQj6fybmSuJ6Wdaci7fbdAUE6UfuqmVJFF4HDYlMzql1k5cm7AJypryZXRei70puxG7+poOuG+B4AdfKINFHpLlDjQGRmZgY7d+7Ezp07AQB79+7Fzp07ceDAgVo+LcMsCWQsXJZNioUqq2iILFd07Boz+wKcuabPeWzortCeb7MsmxQ77ihSr3sRV2lARamOc9b2CxVGpQeJOxABIJVd+h9/YCKPim6gOxUX04kBiAqjcEXEnmUCqPt3Jlylu4BdNROmiBiGgVGRmrECEUXvDy2yfZkEkvFYpHJjt2lUXBM1DEQo+AHs9KKqWnXC5fVQrpqRJu8C9nRkoPl9IqSIRA1ExnLzjsfOzNe+fJc+v2wnBCJPPvkkzjvvPJx33nkAgOuvvx7nnXcePvvZz9byaRlmSTg+Y1fMEF1JNYn51WN5FMo6ulNxnGRVvqgulPJ8G03TxO43yqLjfg6VVBJ5H1b3Z+yZLwpKyj4rENkgBSIqxtw9kj9EzlOrVGbIs3hEIKK4sLtLdwEgqTj0biJfRKGsQ9OAlf3WYqnY6+K4SDuYx0UpTa1WRGpfNUPP2ZtJCOUouiJiVb8ozmlyKylmCW9r+ETos+izgjbVjYPsDwHqq4j0NEHFDFDj8t1LLrmk5mOqGaZWHJ2xZ14QqobTF0bN0vMzVvchZt3EVRfKcWuBpZki6QXsft03M5WAghSR1QNdyKbimCmUlW6Kr1qByCYpEFExYnqV7gJqhshj+QLKuoGYZg+BsxWnMCOlNWdGUkQSoo9I8P2K0jLDPWkRIGZEmiSaEbMrill1tnGKSJ/UL6db0edkv1bz2C5F/47ct4fIJOOYL+ktEIgsTBEhf0gqEUOxrNfFIyK6AzdBMzOAPSIM48txqb07obrYPS/8IbbhOqu4K6QAaLjX3OmnFD0IMrRQ0CwVJUWEApG+jFS5EnycYRjCcLpxWA5EwnexFIhsXuEMRMTgu4AgiFrgD/emRRChav6UR9sTqn1EDlmqEflD5OcN65vi3u0vzKxaP4+I+zkBWxFxe5DcuFMsWUX/jjtYA+xAr9lTM3StUxpL9bOh0t0zVvUCqI8iQveHjvCIMPVjz/g0bvy3Z6qGpTEL55hXakZVETlsKiJnSoGIcmrG8j7QoLyoFRLmdFTDce5qioiVmhnIqDeumi2Jrp8blnspIkGBSLWSAsgyvv/rFaW7/XZAoKpWnchXp2ZUp++6/SGAeolpdY+M6GbVPpciErX1fxTcvhRA3UhcXYYbHnQVyhWxCFO5PCCZkJt8Ai8FHtFTM+b34Ky1pqk9aiBS0Q3c+G/P4Ct3v6R8DAWSzdDMDOBApCYcnS4IKbVe/Jfbn8NtTxzED5/k3itLhcjpSwuWSvmuYRh43krNnLm6v+rY0NSM5RFZ0ev0IKjOrpCDB0rvhC3OhXJFlE6u6e+yDaMhO9+91sC6tQNdjgoHldQMLeojg1nHz8XuOeB9Ev6QPtm/o2galSbgEsmEWov3UaGIZMTPSJ0IWyirUjMKr5OY9PGIRJlnEhXvQIQUEbVAZLmroVnQdUjXXzKuiZbygP1a69EheDG4UzMl5dSMqYicbVXXzcyXI1kaduw/gdueOIib79+jfNwsp2bam8nZIq74Xw/iPTf/qm7P+dKRaTy+d8J6/voGQO2MaO/eW52aCVo8Dk/NY3K2hERMwykr7bSDalrn6LTTIxJVESFvRToREzfF0AqUqYI4ZiCbFF6AsMZVe4+ZN9GNLlUjTBEpVXShOFGLdsIO9vyfW6SRJEVEVXFyD7wDgKRoaBaiiEg9RAhSNiKnZiKkHNxBQboOiohnakahH8h8qSL+fbDH7YcJDy5X9GYc5uVWmDdTkroI95FHRFEROWCV7lIat6wbkVJu9+4at87BUH7OPKdm2pv7do9jIl/EK0fzdfvifPcxuxy6HvnFTuGolyKicCMmNWTzih6HSqA6C8VWRBbmEaFz604nxMIRFvzQArtmoMucqUMekZDriRSRqkCEdrE+r/XodAGGYe5+5fcXUHufjrjmzAARundawbojNSNavId5RJw9RACISbiq5bvucQFzpUroTtavaibqMMQo2N1coyki8gTdXmmQIWAGl36v1f5M046f2zN5mtcjIn83ySOisnGYLdqG8I3D3aJsPhehhPc+KxAB1Mr0AVvpzHJDs/bk3l1Hxf9HdT+/enQG7/x/H8IPnlBPr8wWy/i3Ha/Zz8mByJJxXFTNVCsiwYGIaVSV/SGAelfWo67UTNRAhG5s2VRcLHZhKZYxV7v0HsV+EdQEbWSwy/HzsF3smLT7jbkG+YmAIuC5D7vmzADqZuAT+WqzakKxj4inRyShtlAen3EaOOm4im4EelPKFV18pu6qmXorIqSwBQUiEzN26ouUDWq/rxv+wZO7HJsQXpomTs3Ic2aiVM3QNZFOxNCbTojvneq8mddOzGL3kWnx97CqJMIu32VFpO0oVXQ8sNuOTqcjNqb5/B0v4JnXpvCvUmARxh2/HnUEH/UYmNQp0E1i2KtqJmDWzFMHJgEA567td/xcpaGZrht2ILJAsyrtinrSCbGDDVMJRiWjKgBkFc2qox5VJICUrvA5Z7/dL6DWNI4WLYciklLr3nki7+ERiYUrIoVyRXw2Do/IQs2qKalZV4C/JCd9p/tcVTP1UET6pECEFq6g+8zEbHXlS5ekDPpd/0dcSiAhgtomNqtSEJpKxCRPl0Igkrcr8zRNUwr0ZGQ1BAhXMAlOzbQxO/afcNw0chGCgvt3j+PBl0w1JegivPuFI/jWL18V8iYFLeetHwg9llEnXyiLBU3uIxKmapQrOp7afwIAcOHGQce/iWqQgAXrxGxR+BSocoCkf9VAxKGIJNUCisOUcrC8DypeAKC63TkR5gkY89n9Avbu2e+5DcPwVES6FKbvFsu6CNzlhZI6q5YCPCKyj8arvDRIsTIMQyobNo9NxWNCig/a7VNA0JNOiPO0h97VvqEZeR4Ae7c/V6r4ljq7U1CA+f5SibTf9e8VXAKt4REhRSSdiCEVVy+tPu7qVdSTiaaI3OsORBRVo3yTVc00RzjUJrijU1VFpFzR8d9++qL4u18wYRgG/uyHv8bUXAmnrerFGav78KS16H3govV4+sDkghSRqbkSJmeLOGl5d/iDOwRSQzLJmCOPGib/v3h4GjOFMnrTCZy+Knpqhvwhg90pIb+nIsxBMX+/vduhG01YusIuh82IY4HgAKaiGyKgWFuliAQ/75jPogOEG4JPzJbEYuZURMJf66QVDMQ0Z6OuhEIfkUNSWsZppgxXRHLzZZF+kbuGdiXjmC1WAg2rXimSegy9m5pzpoMA5w56plDGQDZVdZw7BUVkknGUKmXf698ORKqPA5q7jwgFHelEPFKzOXdlHilOKin2uWIFD79yHIB5Dc6X9FBzOZHnqpn25R4rEKF7lKpH5Ec7R/HSkRnRRtkvEJmcLYmb0u1PH8K9L47DMMzZIKeuXFgzHMMw8OFvP463/Y8HcFAavNTpHMvbPUTkRYfkf7+b6eP7zOqlCzYsE58noZKacZfuAtG7aJKvozuVECpM2A3q8JSzLFX0EQk4bnx6HhXdQCKmOXqtAJKB02fHfsTlSZEJC9ieO2R6cDYsz4rgA1BL6Zwgo2o25fCmqMya8UtDpRWqXygt05NOOA3MCgZbrxRJOiT1tRR4le8m4zERePnd39wpKCLs+qfZQdWKiFrKrZHQ55BJxiJ9X4/lnT60His4VtlQPjc6hUJZx8q+NE6z7v/KZlVOzbQnB47PYs+4GUy8/qRlANQVkX9+dD8A4AMXjQDwDyYOnrADhTufG8OPdh4CAFx+5ko7dxsxEPn1a1PYeXASZd0QnS4Z4Nh0tVEVkOR/n5viE1YZ9UWutAwgl5f6f0bkQRiWApGoc0Vot5NNx6WW3IqKSJ+5yKr0EaG0zKr+TFXQlQmZvxKUmgmrJnnWCkTOWTfgek57ZLzfIkCL5IBUCQJIDc0CZs149RAxn5eMo/7vFaUrBl2Ls0rawVZE7EUjivy/ULwCEQDoSVuLpc+9ZsLDgwOEB12tnJqZl1IzlIJS8oiI+UPme9Ub4T5O1+OG5d3i+6puVrUr65oBDkSWiAdfNv0dF6xfJnZMubnwi2nXWA47D04iEdPwkTduBGBG0l6LzsGJOfH/s5Isd/lZqxwmpyjNcOQGaPWYcdAqyIPnZIJ2dYZh4AlLEbloQ3Ug0pMOX9zHXT1EgOiKyKzkiFep8pkvVcTiQYssDcMKCprEwtzfVfVvYR4Rv92vfKxheC+0vz44CQDYss7bDAz4L3b0/i53pQ3sWTMBgYhHDxFAavEe8PnY6Qp3IBK+2/dKzaQX0PY/ChXdEOkBdyASZqgUjdt63GXZ/mnN2WJZ3H98y3dbJDUTZTaUGKxpXY9RNpRjkk9KteMtYN6nhCLC5bvtxUMvHwMAXHzKkMg9qygitz1uBgJvP3Olo0W212JFioiUKcBJy7M4dWWPuIAruqH8hZ0vVfB/fj0q/s5GVxt35QoR1A/h1WN5HM8XkUrEcI5rkQTUSh9Fe3epciDq0Dsx4juVsHdKAYEI3dC6knGx6NBxQTNF/BQCIDivbxhGVbmwTFiFhVBEXFVJyXhMKBt+8v+rVlt5d9+TlEJqhnqIVPthwj0ifukKld2+lzJR66F39JyAMyUEhFfO+L3WroCgiwLTbCpeVVLaCtN3hVk1aZtVlQKRvFMRIbOqyqZQHlKp0t+IMJVG8/9ZEWkjyhUdv3rFCkROHRYLTljVzHypgtufNtMr779wBPGYJhY6ry85eTj+n3NWi59dfuZKswFVKm57UwpqKaGfPz/muOCjlhu3M15eDcBOG+geu3VKy7xuZED4BmTk3Y7uU53h7iECRDer2ka0uCNw8sPe6dsdLbsVFBG6Ebo9E0Dw4pGbtyuSvFIziXhMvGa31Dw+PY/DU/PQNODstdXBXlgzNDHxd4UzELEbmi3CIxKQOnN3VRXnqxCIkMHWWxGpzeJMKkx3Ki78MwTd3/wMldQxt9oj4q+IyGkZ2ZMFtEhqhjwisllV4ft6TKRmzO+7vVkJvxcflr63qlORAXuTq2nOoL+RcCCyBDxzaArT82X0dyVxztp+0VkvLKr9+fNjmJorYe1AFy4+ZRhAcOfCg1bzqDefMoQ3bR5CPKbhXa9bC8B04KvU+Mv8wErL0C6SUzM21Gbd3dMgK7nM3TfUJ/aZFUxbPfwhgL3bAfxNoF5KTNSGZsKsmlZTRF6wOsGetNye+aLiEaEqktVegUjCf/GgRae/K+kwbsr4VcA8c9BUQzYP93ju5sLaw9OgvZOHnRN/xfRdH4+IYRihHhEVs6o7XaEyDM6zaqbGiojXcxJB9xlnabVPJVXANeHVV6YVAhGHIrKA1Iy7akblHi6rilnFBoSA5CFLxquaCTYKDkSWgF++ZKohb9y8HPGYPbAprE3vXc8fAQC89/y1wuwXZFZ6zVJERpZl8Y0/vAD33vAWx64witFpx/4J/GrPcWiarbBwIGIz7mEaBYB4zA74Juecn++L1sRdd8qASCfiYsHz+4z2T5gLpXwTj9zinRSRtKSIBFwTD+0xr99tJy8XP6PXqOIRWeuVmgmYmBqUliH8lIJnrLTMuS6jKhFU+qvrBl61FJHNK5yBSCIWnJrJzdllp1WKiPCILCY1E618N63Qu2QxeFXqEHb6oPr+NpEvinNa2e+tJnoFxX5GVUAtWGs0tkdEPRDRdUNcF0MuRSRSaqa/S6kij5gR94fmSMsAHIgsCQ/tMY2qb9psqhq9Ch4RwzDw6Kum2fTiU4fFz3t8pDldN6R22ln0pBNVfT9Um+EYhoH/9tNdAID3XbAOZ6zus86XAxHC9mpU79BIXqfdDGB6c0j2p1JqL4J2PCfyRZErP1Ualhd192s3NJPMqj4VKMWyjsdeNVNKdP2ax9qLhl8aKTA1k/C/MYoeIh5pGa/nl3nmtUkAwLkeHhzAXrS8FrtDk3MolHWk4jGsW+ac+JsIqXQg9Wd5d6pKxQl6rYSdmvFenIOO9QoK6qWIeAUiQRseuiaGetJV6clsgLIRZF6muUXNbFal15RJxh2p1KDCgdx8STQvXGaNG6CKpLA+IqWKjqPW/WdVf0a5EzLgnEXVLHAgskim50uipffFpwwBUItqXx6fwfF8EZlkDFuk3V23j0lwfLqAYkVHPKY5uknKqDbD+fnzY9ix/wQyyRiuf/tp0vmyRwQwgz7Kc7vNqoBtLKPFBTAnaBbKOtKJWNVYe5megPz6rjFzZsTIYJcIZgGpnXfEoXc96YQYXmcY3jfypw+cwFypguXdKZy+yg6g5JuUV0ngXNGutHFL8IA84r76Oe0eItXvLeG1CzYMA8++RoqIdyAStDPcc9Qe0OcuN7bNqt7vsZ8/BJD9NOHlu1WKCC2yAWqKV2OxenlEPFMzAfe3IANzUPm6PXm3+proClC5mgUvRQQI9omQP6Q3kxDfcdXN5Lg1NDIVj2F5d8ruhKzwHuUlxbRZ4EBkkTz08jFUdAMblmfFAtSnEIiQGvL6kwYdF67fhUgVM6v7M6LU0I1KMxxdN/Df79wNALjm4k1Y1Z+JJAcSxXJwtN/KTFht1jUNVY26ALv0k0oyAeBla/DU5hU9VYucjOjB4PFe7xozUzvujqyRG5p5tHgHvBcASsu8cfOQI1+cTsTE6/BK65DBtSedcLQAJ4JMsqKHSFBqRgQU9vGjU/M4ni8iEdOEiudGdIT1eN5Xxr2NqoBdvqsb8FSARqf8F1iVibSHLDXTbc4Vi2xAEONVNSNXUtXie0hpZW+PiH8fEfpsvTZLQamZ8SBFpBU8Ih7lu0Dwd1aU7kr3GNXy3cNWwLeyP41YTLPfWwVFhL4b2SbpqgpwILJoqOrlirNXiZ9R+W6QR4QCkd/Y5DQ22rKn89iDkj/EDxWPyEvj03j1WB7ZVBwff8vJ5nFil66miDy85xgu+m+/wMf/aYfS41sNMowOZlNVFQOAvaulXS5gKlxAcFoGCP6Mdh02gxlZmQAWUDUjdU2MxzRhpvRaACgQedPmIcfPqRLL71zFbJqB6ioHILg76pEIqRlZEdltBWonD/f4mlyDUl9+RlXATs0A3k3NhDHXQ/2x/TTe6a+ZQll0dHWrZfZAt4V5RHQDQt5fSlQUEa/3mJrceb1PorLDwwAdOHtIoXNtoymI1Ixd8QWEBCIeviHVoXfCH9LnnA0VxazaLJN3AQ5EFsWJfBH3WdN233PeOvFzuWrG68ak6wYetfLyskEQkHdXzguKmpm5x63LqETTO6zZNOevXyYe3xuhrfBdz4/h6luewORsCXe9cESUkKkyOjmHT/7zDjx94ESk4+qJn1GVoNTMMUkReclSRE5ZWb3IyQTdxHcdoUDEuduPKsPPurom+lXO5OZLojnYm05xBiJA8OC70YCF2XxO20zpVhhUFBEvr8fLR8xgL+g9DiqdF6W7HoFIMmbfCr0Mq6M+PUQA+7VWdMPTPEqbiGXZpEePjOAqn3JFF99nea5LSnHXvVCOTXuXGwNhHhG7pNSN3/3JMAw7OO31UlLC01eNRlZEYjFNVCIGbR7cPUQA9aqZMddsqChm1WbrqgpwILIofvLsYZQqBs5c3YfTpF0s3QwruuHp9H55fAYT+SK6knGcs3bA8W9hqZkgRUSlGc4Oq8T0fKsNvXy+YamZFw/n8Ml/eQrFsi5k+58/NxZ4jJt/+OWr+NlzY/jrn7wQ6bh6Mk75ap+FUphV83IgYikiK4IVET8fT0U38JLlETl9tfN3RGloNl+qiN+9LEvNybznxjz6ynHoBrBpuDvQ++BlgDsU4JkA4JgB4/4OjE35y/CE142VVKdTAt7joLTBqwGBiEMR8Vg8Aj0iksTtWXZPaqaHdyisBT+VhCfjmiMFJgcitaicec2636xbVv16g/qIkFLmVdJNqWP3cbm5sngNXp6sdEApeLNAmwT6rqqkU+3Ju/Zrpve2WPHurk3YzcycgYjK0Du5z1CzwIHIIrj9qdcAAO85f63j59lUXCzUXm3ehT9kwzLHDQWQdw0+qZkgI6TPsTI7LCXiAikQEYtjSCByx69HUdENXHzKEP7zFacBAO58Plog8sBus8LoqQOT2H88H+nYeuHX3p2gnC6lZlQrZgD/QPPAxCzmShWkEzFHh10gmkfEu0uq925ptxX4nL9+GbzoTvsrImJInk96JSNVTMjHlyo6judtt78fYi6JQxExz/dUBUXEbbyenC0KBWvTsIdHRNrFem0egkyYMakRoVfagfr/eG0iyEzsdVypouPz/+d5AMD7Xj/i8IbF5V13TQIR85y9AhF71159nxkNuC78jjucM4/x6ysjlzg3qy+tYKWNaBihWiBile5KqpMjqA24H49Z79nqPue0bJWhdzNNNvAO4EBkwew7lsdTByYR04B3blnj+DdN0wIrUR7bS/6Q5VX/5jePxC7d9U/N9IY4ro9OF7D/+Cw0zez+aR9nLljFih6467jfCiLec/5a0Xvk8b0TjjLWIA4cn8Wrx+zg40dPjwY8unH4tXcn7PJd80ay/3gexbKOrmTc88Yt0+tjptxl9SA5dWVvdUVHhEBEdEmVvBt2c7Ky52P9VLYgjwilCtf6vN5YTPPsBUJu/2Rcw6DHCHnC3SHVMAxbEVEIRNzfAfKHmHM5qm/AmqaJUlX35qFc0UXqwCs1A8gt8f0VkXUe393ugJ3srQ/vw+4j01iWTYrAX6ZWlTPlii7SZ+4yZ8BfedV1O8XipYj4+R/2WfcEuaGejKyu1XLI32KgtBEFTeQTCZw/lK9WRGJSn6KgFLs9cNJ8n1UGahIidcuKSGOZni/htscP4I5fL3whvPsFsxnZGzcPeUr4QbnqnVa5r6xKEF7Sfbmiix2o143BfazfBfyUpYacuqLXYUKT89Z+x45NzeOFwzloGvDmU4YxMpjF2Wv7oBv2exHGA9ZgQFpYf7TzUFPucMZFV9VgjwilZigts3lFT2inQj/1iUp33UZVAJFaRsuDsAi/8lIKbr12+fK5et3cDliLq9/iAXj3AqHzW9GbCXyv3GbX0al5zBYrSMS0qv45Xufsfn9f8WlkJkPfiSlXo7oj0wXoVvDkVUVlPq//QhBkNBdVPq7v3b27juB/3v0SAODPrzzd4Q8hatVLZCw3j4puIBWPeaqCvT7pr2P5AkoVAzHN+7sTFiR6pcwAu8QZaL70TKFcwV3PjwmjeVVqRqF8d7mr266KQu3+ngf5udzY5busiDSUO359GDf++7P4u3teXvBC+PRBc1F3m00J+rK6FZHx3DxGp+YR07w7cNrSvX1cbr4M8vt5mcfcx/pdwMKo6gqA5G6hfsc+8JJpyt2ybkBE8FedbaoiqukZSsv8xzdtRFcyjr3H8vi11ReimfAaPCdD5bsT+SJ03RApgzCjKiA3rHMHIlbprkdZqthdKVQNeLXX7vbZrdudUYN3+W51rli2A+OgVKGXEfNIQHWE87mdagq9xxuHuj0rmYheHx+C37A7GfJguAMR2ZjrFzwFKiKW32K9p0fEuYAYhoHP/fg5/IdbnkS+WMFFGwfxu68f8XzOWnVXlQNUr9dL1/BssYKKZEQmf8hwb9rzM/LzR4myao+UGWCWVgelzRrJdd99Gh/7px1C6aWNYiSPiKvJXdh9vFzRxWaJPCKkiJR1IzQwFeW7HIg0lt/cshqZZAx7xmfwtFU1EBVSNeQUh4yfIrLTer5TV/Z6RqReqgYFM1mPAVRhx8pQIPL6ICXGp+SY0jKXnGZ333z7mSsBAA+/cjw0oCuWdTxsDQb8f85ZjcvPMo/9kVX+HERuviT8DPVgXDE1U9EN5OZLeEmxdBfwzpNXdLtR1xkeiohoIa6giHhVLfR47LrN2Sn+nVEBf7Pqock56IapWvj5aABvb4pKe3egumpmj0JaBvD34Ow9Zjcz86PPRxEJ8oeI5/VJqRqGIVW8eXlEnKmZJ/adwK2P7AcAfPRNG/GP/+Ei3+AnVaPUjO0P8Q4y5UZY8r3Gvva8ryc5CJfvF0HVTIRKK/xGQPfU979+BN//2G/gjVYZvCi5VyjfHfJRRPzu40dnTIUuEdMwZAUxWSnNEpaeoWu0hxuaNZa+TFJ4HH5oDX6LAqkamuY/84Juau6FnQIRvwDG64ZGOetej8ZRMkE16IVyRSx2XimhoMqZUkXHQy+bQcSlp60QP6cFrFjWQ28QT+6fwGyxgqGeFM5c3Ye3nm7+Hhq4FsR1330aV/yvB8Usl1piGIbnBFyZVCIm3q9jM0UlEyXh9Rnd9sQBjE7Noy+TwDkeHUPlm1pYwHd4slpx8FJhJmdLgRNwAUkRccm9ZDJeP5j17CFiH1/dCyRopojXc9Oxojw6pCrJryfOvmOmKhEUiPilZkSFkM8CC0hBm2sROJ4vYq5Ugab5NENzqU7kzfiNTYP4zG+e6dsvBZA9IkutiPhXzJjPa0+Yla+pUam3jBekEhuGUwEiterkgLRZMzY1my2WRXfh//KOM7BV8vyFVbqVKjomrd4yy13BfFfIbB1SPVf22YpVMm53dA3rJcINzZoIkjvv+PVhJYOPDKkop67o9W0K47ewUyCyxS8Q8TC50v/3ZaqbCzmODeja+dLYDIoVHcuySc+8flAgsmP/CUwXyljenXKkk7JJ752RFzTg782nDiMW04SqEDYYEIDodfFUHXqPzBTsEfV+qRnArpwZz82LG2nYIglIsySs93lytogv/9zsdHvD5ac5WrsTcmVV0Jh6QJr/IqdmPHZYtLgO9aR9F7tuH48IeR7WB/hDAO9eIHbjKn8lBbB7R5CaomJUBaQeF9J1rOsG9lrB06ahcI9IzlcR8Q9Esj5eD3qvVvVlqmavANWqk+p3HYg+DFGVQwEVM4TX+2x3VfU+LpO0u/XS9X90uoDpQhkxLdhvRE35mik1Q+9TbyZR1fgtzCNC94x0IuZ/rM/naqcK3ZPBq7sRe8ENzZqIrRsHcdLyLGYKZfz02WglqGGqBmDfSOSAQtcNPGOpEmGKiCxf0mIdpogEzTF59Zht1vPaxQYN6ntir9l87Q2uNuCqDu+puZJQnqjCSHSfnQsORCZni2KH+sp47ct9KS3Tm0443PpuKJB66sAJFCs6sqm4r9dChhYeer++cvdLODFbwmkre/HBres9j3G0jA5Jz3h1qPRKzVAg4lf1AkgVHa50AxlVvTwPMl6pGXk3F0RX0lZEDMPAHmpmFqqIVDcTHJ2aQ7GsIxnXAl+vryJyIjwQ6fGpTDoQ0hGZFJFCWTebl1kLdE/Idx2I1l8mCpSaCXqvbGXPfq/8FkhC07SqFgM0/2f9YNYzUCOaURF5bdI/heUVTBw4Piu+C7940dyYveHk5VVVcmGfq1+qz62u+dGxDc2+/vWvY8OGDchkMti6dSsef/zxejxtIJqmCVXkBxHTM7RDf936Ad/HkPFNLgV85egMZgplZFNxXz8BfVF1aUgZ+Uy8JmF6HVssVzfD2Xss2KwXZJDabcniZ62pNlIGNb0i/uWx/cgXKzh9VS/eYk0aFrvPkN4l+47Piv+nXHItIaOqX1dVgtoyU4fcUxQqZgBnama+VMF3HzsAAPjcO8/0nSEkt4wuBNyI50v2IDpZEfEKFm2jakBTMZ9d/v7j4RUzgNzR1cOsGhaISBU3R3Lmrjke07BhKPg56TouS11O94ry0OphdzJ+isihyXCFwPZ6eFcmeZXuyscB5sAy+ox6FRYJlcm9C+G1SUrNhDdPlL+/XkbpquNcpniqmNkU4A8B7HSFimG7XoiAzSNAdXtEXj4yjbd8+T587J+eBADcYwUibztjZfWxIhDx/lwP+PSUCprlIyNGQHRS+e73v/99XH/99fjc5z6Hp556Clu2bMEVV1yB8fHxWj91KLQ7f2r/CeVIu6KgagDeCgOldM5e2+97Q8ym4iDBgvLcdGP0ku1lZKnNHRXbgYj3F74vwF9CRtHTPIyUYQO/CuUKvvOrfQDMIXukxlBQNVMo+048BeBoekaGxVpCbvTQQMQymD253wpEFIyqgDN9Njo5h7JuoDsVxzaPnjJELKYhGTKmHnA2M+vrsq8Fr7EBowq+hx4f34PfjdCN3QvEPGfDMKpaU/shV83Q537S8uBdM2DeXOn7Q0piWBBOeCkihmEoKQReqhMQPiMqnYiLzzZfKIsFWkURCTOYL4SKbgifUVDg5dWKnAaxrQ4Ibt0eKbvbbfBnEzS7qFEEpbBE2sz6vr50ZAaGAfzy5WP4+fNjYi142xkrfI/1+64fmLAC6ypFRK2XSEeW737lK1/BNddcg4985CM488wz8Y1vfAPZbBbf/va3a/3Uoaxb1oWhnhTKuqFshFRRNQBvzwUpKecFBDCapgmZl77k9Du8ppzKxKUOj9VVA8E3Y7/UTKFcEaVpXj0uvHLFMj9+ehRHpwtY1ZfBb0mN3+Q0U1C9/H5JETk0Obfkuz83djOz4IWSSu5ItVIxqgLOHTt9Jqv6vQfHyai48L2amQHei2RYxQzgPaPGMAy7h0hYIJJ05qyn5kpCpQhPzdg31VGFHjqEQ/6fp8Vu4YHI5GxJvP6g1Fu3T9VMUOkuIZdJi0AkHe4R6c2oqYpROJKbR1k3kIxrgR4pdyv9I5KBf1PA++z+bMJ6iBDu6qJmIMjUm7ICZvq+yimsT//w1zAMU2H2Uo+ECdlH/Tng49HyM5fLFMu68Jl1d4pZtVgsYseOHbjsssvsJ4zFcNlll+GRRx6penyhUEAul3P8qSWapuFsy3z57CG1fhZUtntOgKoBOHPVxHPWc/hV2hC0WNFNjX5HmCICyLX6zl3dXiGB+gQifo2gxvOo6AZ6MwlPOT1o7DoA3PWC6b/5w20nOUyXyXhMBE1BhtV9rjbwtU7PUJMhd0mdG3c/F1VFJJu0d+zUCC0oGCBU+hJ4NTMDvHevYbNiADnnbB93PF/EbNGsAglSCIDqhmbkXxnIerfylpHTDuMinROsUhF9ru8eXUNhgYhX+S6pIcO9/qZeQPbTuBWR8H4r8k6WFqwwP5j8mLDRDFGg17u6vyvk/ua8pn5lTXE+e02/Z/M193HkYxM9RAIqZgD/xm+NJChl5944yJ8RBY5eaRnHsR6KSKmii02EO7hVMavK71+2U8p3jx07hkqlgpUrnW/4ypUrMTZWbRDdvn07+vv7xZ+REe9GPkvJuRSIKDbWooXwTA+/hAxJ47TIGoYhlIWg7o5AdTChalYFvPsoHJspYrpQhqb578z8PCIviYmwvZ679rDUDEXv53qUpfb7tNR2HC8pIkA9AhFTEfHroEm4uyGq9BABLIOvtcBT2a+fuU9GpULCL0fvNsgCklk1cJdfvQslhWq1TxWIjLtNu2oPEcBZwjimWPJLuD0xi0nNHLL8EmFGZL+AXLQ8D/iMs5KaIjwiCt91L0P8Ygkr3SXczcmovN9rirPjOGnS91yxIq7DMEXEzwzcSGyPSLhZ1ev+eJlHWgaw+wZ5bToOT5pdb9OJ6q63WR9VToauz1QiFtiTqt40z5kAuOmmmzA1NSX+HDwYvcdHVKIqIvTFc5dcuXErIhP5ovj/MJNft2sHK0r6Qp4T8J5lQjvCtQNdvrs6v46UuwL8IUDw2GpZxvfKkdON1F2lIENmVTLKkpRbKygQCWrUBTi7IfakE77D37ygoO+lcQpEwhURlS6afiPYaVGja6JQrogUVGDVjMcgLdXSXaB6cJ1qDxHA3t2VKobIxasGIvKcp2JZF+cclDIAvAORoOFvMl479vlSRXxeA1n/7658rKiaUcjf11IRCQ1EpA2PYRh4yFJELt4cEohIQSIFiMuyycCO0fLzeVUELjXHZwr42D8+iXt3+Y+umC/Z3yGv90pUvlTMa58+14s2DkLTzJlhZ6+p3pwBwXNqZH+W2xyfDek/AsjNzJonLQMANT2boaEhxONxHDni/ECPHDmCVatWVT0+nU4jnVaTX5cKSpO8PD6DuWIlsGQTgPKNwu6sat7UVIIB97G0cJBiEOYRAbyVjb0KOXK/IX27rdbjp4VU+XjtVI7OFDBf0hHTvFMAbtXIzUyhLAKDt52+As+P5oSUWyuEItIbfGOUFRG/kmg/6D0jE2ZQx05CJTXj1cwMcAa2smE0k4xhWcAC6TX0jhSRsNJd+XiRmpmypu4qBBTyd4SeU1kRkb4DByZmoRtm+iPMgEyBfqFsDn/MJOOhXUYJr9LJE7Nmmi8hlbl7H2srT7TQqiwUfoqIYRh44XAOp67sVd717j+ex21PHMT/feYwgPDXK5fhvnRkBuPTBaQTsarxEW5ks6owXQbMDiLqmZq5b/dR3PXCEcyXdbz1dO/0CZm9s6m4Z5Dpp4i85dRh/PmVp2GoJ63QMbf6u75/wm4m6CarUME4I4yqzZOWAWqsiKRSKVxwwQW45557xM90Xcc999yDbdu21fKplVnZl8ZQTxoV3fzyhqEqncpfOF23uweGlR8C1SoDpWhUmhx5lWpSSihoR+jnESEfw2mrvFNRXhUZBOXHV/d3OfwhRFgvEUrLDHancJ41qr7mqZlpaxBVd5giYgciqkZVghZKMrqqKCJBeWPCq5kZYH9GVNIq+0OCAih3jwtAHnYXvnh0kdm15PSIrFRQj9KJGOg+fUBqCqaCrEaKtMxwd2iw2JtO2BU31jWpUjEDeKexqHPmQDYZ0oHWNgVHqZrxU0TufG4M7/jqQ/iS1ShPhRv/7VncfP8r4r0+L6A1AWBviqbny0INuWjjYOgmS670OWKVyqukJkUFl8KY+8VCVSfzAaZP2R/i9dlWeUSkAPOCkwYDvz9Bm46gHj4qg+9mRelucykiNU/NXH/99fiHf/gH3HrrrXjxxRfxyU9+Evl8Hh/5yEdq/dRKaJom/AvPvjYZ+vgZcUEFBwW0yBoGMFMsC0VkQ4Tony5e1Rbv8nnJqRKVORteVTO5+ZL4wvkrIrRrrg4mROmiTw8Fu5eIdyAitxKnHPKrx/KOQVtLiWEYYjT3UMjueZkjEFHzhxDu3e5SKSJezcwA500nXygLs5uq7wGwnfgHFUt3AakE15WaUQkoNE0TqZ2y9XmvVDSrOuV/uvbDg8VYTLOD43kKRNQ8E147dgpEwtK4ci8e+t6qbDq8DPEA8NzolOPcVaDv+Z+8dTN+cf2bcfEpw4GPl8cGPGRN1b44xB8COPuIhE25dh7nPfG3FtBCHjTbKaiHCFCdSoqScgvadBwMCES6FMp3m7F0F6hxagYA3v/+9+Po0aP47Gc/i7GxMbzuda/DnXfeWWVgbSRnr+3HvbvG8ewhBUVkXk3ayiRNyW5ytoRXj+aVZl0QVYpIFI+IRz8Q2hVuUEjNyAHMS2O2mbLfR8L3G/YFhPdQ8BsyRpA/ZMPyLNYuM1WVYlnHy+PTGFmWXfIvU26uLErblofkrJPxmPh8VStmCHdAqaSIhAQifs3MALuse7ZYQb5QUeohQs/ZnYojXzR/d39XUqm5FyFKcEvmNWX3EFELKLpSCREAxWNa1UwOP+Q045GcefwGBU8LYAYNU3MlcU2KXhGqZlXpezBppWaWBVSRyMfm5uz5P9E8Is7vDyljUTqunrCunXedtzbUOGqen/nd3Xssj+NWpdmbNgcHL4AzgCFFJKxUHpAM10voh/GDPE1BzQMPhaTshN/ICkbFBlalY27Sv6FZsCLi3VRPhq7PbBM1MwPqZFa97rrrsH//fhQKBTz22GPYunVrPZ5WGVE5c2gy9LFRXO005faJvRN2MKCgiAiPiNXmncq91BQRp1xb0Q2xoAfN2bB9KfZobzKqBu34g6pmwlqBe3WfdR7v7IhJqaUr/9cvce4X7sJ9u5e2Kd5Ryx/Sm0mESswA8Dvnr8M5a/tx4YbgvLgbeZHpyySUAip7wJn3TeZlK4U2kE06mpkRtspWEjtRFYWBvD2jk3Oo6IZQXcKCGKC602MUs6p5vH17Gu5JB5aTyvRK16Rq8zVCNqxOzZXEjjYsNUNVHcWKLgKAyTk7NRMELSA0XgBQ27H6pWYo4CuGzCUiShVdvM6woImga/i1E3OYK1WwZV2/Z5+hqnOWNllRrgex4alDHxEKBoMCOVKb/K4Lt/GZAiiVjrl+PYMMw7A9Wh6BtRgUGRSIFNWVmXrSVFUzjeKstab/Yc/4DEohszxUUzMAcOGGQQDA4/sm7NRMBEVk2hrARoGBilzrNiyNTqrN2ZAjdfrSUPB0SkC5cdCsmbBFoC8kNUMqEvlqLpEm/1Z0A0/um/A9r4WgWjFD/OVvnok7/vhNkadYyteOSg8RIHz+xAuHTTn+rDV93rOEpB077WBVFIbV1vkdmpzD0ekCKrqBREwLNX4CzlkzxbIuxp6rej2ySft9VfGVEHL7cZLQ/VQ5N/ICQovN8u5U6GfsaNVu3ezJrNrfFby40++mIC+diHl6qtxQamamaPrQCPo9JUVFhFJImhaeRrKf234/1vRn8Pcfer3SiANZEQmbci0T1iZgKRGKSGAgEqwMVgUiERQRP7Pq1FxJBJ1e17OKWdVWRDgQaTpoF6Ab4ZMso1xQF240A5EHXzqK2WIFsYA+HjJylQNdeHLX1MBjXQZBORgI2lHKo70pMKAdWlA77h5JvXEjFoGwQMQnNWN7RMzg7c+vPA2P/8Xb8PE3bwIQXPa7EFR7iCwW+dpRMeoB4W2fXxg104pnrg42FecLZSkQCd/90iya0ck5kZZZ2ZdRUieyUh8RShvFY5ryrjsjXe8rFRYrolcyQVMw4edTckNq0tRsScjvYWoI4BzDTvcIkuWDKpMAO+1AqQoV5VN+HPnQzP+3q6LCNlWEHTAllVWn1f0ZJONmNdC3P3JhhNJq29eyIEVkCQMRwzA81YNZhUAkrA+POxCh9JmKEuG36aB7+XBv2rO6U8Wsak/e7cDUTLOjOlSsUK6Ii6NHIaI8e00/MsmYuKDXLcsq7nRsGdKeM5NQKhEVcrgwuprHDyrc/N3zZqijZdDu12+nUizrojW33yIQ1Edkaq6EUeuGutnKWWua2XaazieoEdpCODatVrq7WOSbwGpFRSSsxfvzFIj4NNqjxW66UMYxy5AbVhkE2CmY0ck50adExVwL2CW4s8WKMAEvy6aUds4A0JW0vyths2lk5PLoUsVUcFR8OIC8gJSVe2q4n5cWArlqJgj6DtHCrNJBGTDfX7ouaMOSmy+L53cHIrpu4OP/9CQ+/3+ed/yc/CEq9whieU8at//RG3Hnn16M030q6ryg92giX8QJ6/1RSREG9StaKF+7dw/O+fzP8dirxx0/p7ljfmlQwzBEMO/nb5EDEcMwonlEqD18xTsQ8RutoGJWpfPIcmqm+VAdKiYb0VTqsFOJmGMwnkpaBnB+6aL4Q4Dq3g30X5ULz+3Ct6XToJkT3oHI6OQcDMPsVeGX6rD7iFR/cXZZpdRrB7qqjLJ+49oXi93evcaKiJyaiaiIeO3SdGlW0lk+TZLoOWVFJKyNPWCnjg5PzUtj3tUWZpJ/i2VdqGsqz+k+HlD3lQB2QE2mzbXLgtuVO451pGbUZ9yY5+vsu0JKQ1DLc8DeyZJqFCV/7zaskhoCVF8rr52Yw8+fP4JbH9nnqDyzz1MtACLOXtuv/N64z5d8GKlETCkdZHeurTjSUIvhV3uOoawb+BdrAjYxKxr/ea8FhbIu1gm/c5d70kzOlkCn3KuQ0vczpocFxtEUEQ5EmhLRuTJgzDRF413JuO/IdjcXWT4RANio6NyngODEbEmkSVT8IUD1xUhfqqyC+dI9zXNcDIDzX5j9JFO5o6qfkhPUR4R6upzhkWoIq7ZxM1+q4DM/eg5/etvTgTexxqRmVD0i/p1VD0zMIl+sIJWI+faKIRVmctauCFHziJgBwKHJOaVBeTJyKpHSHCrpIKJLumajBCLuXaeqPwRwBrmq7d3F87o60aqaVd0p14UFIlZlUs4ORNyKCPUjMgznd46UibDupkuB+7Wt6E0rKb3yRmxWcVJ6GLTRuufFI47p67JZ1TCq7xf03sU022hcdb5STxpK48RjGjLJ8HXDLxARs6R8rscun3lHMqoDVOtNc51NA0klYkAhOC8YRV4jyCcCqCsilMo4NDknZFNVRcQtz+WFIhIeiNANcyJftAZwmb8jyExGO5VSxUChXBELpsrU0aA+IrTD90o1hPUfMQwD//PulzBTqODiU4fwd794GTutycfXvHmTr2pwLIJ3YjHIzvmgkekyQeW7lJY5fVWvb4BMnxMFiDENGFDYia6VqmZE2a/iOacTMWiaufDRbm5QIR1EyHlw1R4iQHVqQ7ViBnAGIjSiXsXXBVQrIlS+OxBiVnVXyES5v7j7/4xZ6TMAohSdkNMak3Ml0QuHlJgw5WYpyKbi4poA1APMdCKGeExDRTcwM19ekh09BSL5YgUPvXwMl51ptpSQfSPFil41UykntVPwC6KoJ42srPWk1dLrfi3e/UY4EKTSB7V4X8gaVg9YEbEIq0oA5IoZ9Q/xvPXLhCysGois7M2gKxlHRTfEIqOaN+52lXCRV0Slk95aqUJi3DLOdSXjSu2pAeeNTqVskpSN+ZJelY8lReTM1dUlgf0hJtcXDufw1Xv34Nu/2ouPfOcJEYQAwbNqGqGIqJTBAsGBiFwxE/acVBI92K3m1SBvxnxJF9eiqoojNyU7KFWgqLJgRcR1vaoaVQH72to1lsOrx/KIaQhtW064m5pF9YgQKiWe4rEuReTwlL8iIqdPKUiS/78eioimOdvdq1TM0HHdHiMHFspcseKYW/PT5w7b/yYt5F4b0ykxciP4c6VriRQR1XXDLw0bNjSSUpmliuG7jlHAqpIiqicciFiE9WkA7O6hUQKRnnQC77tgHTav6MEFije0WEwTQcszVrdX1dRMl6upTRRFhHKPByfmHGmZoCg+EY+JBSPvMRwtKBBxttS2bwqlio6Xxszd6Jmrq9ULu9qm7CmdUhqgN5PAQDaJU1b04E3WMK6gWTV1C0Sk60fVhJlJ0G6n+iYcVjED2OZq6kOgYlQFzJQQmYMPRVREAFsleG0ieiCSTS0sEHGrhwtJzdAu9nUjA8olrbZZ1bwuo/YRIVTVT/mx5LM6EpCacQYidhA/kVc7z6VCDrQWEmAuReXMUalnCwD84oUjYvGWPRZeqXpbEQn+nEQgciJaIGJvip1rkd90bUL+vvj1EplmRaS5URmzPh2hTa/MF997Ln5x/VuUgwnAngtDU4GjmlXnXB4RFUWEgobXTsxGar/sVTlzSKHiICYNA5PTLK8ezaNY0dGTTngeT1/wYkUX81pk6Ga8bdNyPP2Zt+OuT70Zbz7VDET2+MyqMQwjch+RhbJ2WReyqThOX9Wr1DgNsH06pFTJhFXMAPZnROmVKOkntydEVcUB7MD4NeERUX9v6b3JJGORctrpREyYzwH11ApQbT4Ma3UuQzvSmUIFcyW7wi6sXNltJF9MauZwgFnVEYjMVSsiqmXVi0V+fUH+M7/jliIQofvb2oEuDPWkkZsv4xGrembeoYhUL+ikxKorImYQrvq5epXqlyq6aLjot3lJSApnSfdTRKIVP9QLDkQsRMlUQCAiRijX4UPcNGwGIrTQqrR3B+yAo1jRUarodtWMQg8ScsC/dsJOzQRVzBD2vBn7BqFageKVZqFUwxmrez3TB92puEh3eRlW5ZkrmqZB0zTRttpPEckXK+K9rnX5bl8miQc+fSn+9ZNvUD6Gbj6j0kIDmCrO+HQBmobAMkq6ZsmrGyUgkCt7MslYpJ0zqWXUzCxKAETX7Kq+TKTpxpqmOVKZC/GIEG8+VT0Q6ZEaSpHikIyH9/9xKyIqzRIJoYjMOdvoAx6KyLyPIlLvQMSRmlFXRNwzuBbDUalH0ltPNz9japAoKyJe60Fuvn6pGVJ8x6cLMAzzevJTFTVNE/dFv3lcdodXTs00JbVKzSwU90wa1R2hbPCj2SKAWsvokWVUqmkbE1U6aHrtVMgAFybF20PG7GNfPGy2lveqmAHML5xoD+9hWKVdoSz7bl4RPDSPeohkU/G6dB0c7k1Huo5IhTgsmREBex7Q+sHg2Tvu54qSIpEVkbCJvW66Ugt/XrqWVWaRuKHX252KhzYUk5EXl95MAlvWeRubvSBlI18sO7qqhr1f7uttqRSRKrOq9P08IQUik4qN15YKOUiMYkJeytQMpZ6He9IiGJqeN1NqYR4RoYiEpGb63KkZxc81HTeve8OwBz5SgLmiNxPo7aJApOxxjytVdPHaWBFpUlRSM1EmKC6W6kBE7SaRkmTp2WLZLt9VUESGe9NIJ2LQDeCZ10xVQkU67RaStPlcc8WKuODDdsCik6WsiCh4HoJ6iVBqRnaXUzO5YlkXNwaZevlDFgopIpOzJUf+l1JNm0MGlbmDlAUHIhHSMkB12XgUJeb89cvQnYrjraevCH+wC7rRjgz6l497ISuPbzx5SLlMH3AulKpdVQHzOys3VYxiVu2TzKpzxYrj+1DRDUfQLc+kmZLMqifqaFYFnAtyFI8I3WeWMjWzoi8tjQQoWSqE/bjAQERREaGgT/VzlZtekiIjSndDPGWUnvFqUyArYuwRaVLSKh6ROhp93APqokSwXVJHS2FWVdjla5o9j+bXlklWLTXjDESoi2YqHgsN2ty9RAzDCOwhIo4LqJzxcpfLQ/P2HJ2uOsYOROpzM45KXyYhJHxZFaFU0+aAeUCAhyISISBYK5lTVVvSE+4AOMpid/bafjzz+SvwibecHOk5Afv1RknLAOZ1QgvGxZavSBV5+qmqUZWQzeQLMatOz5dESlLeMMvpGadHxDy/im6I4KUe5buAc0FWrZoB5Dk1i+8jIs+5kSePu02eXp22c4rT0N1pvqipGcAOROg7H2ZuD1JE6PPPJGNIRgiw60FznU0DCWoYRdSzK11/NunYtap6RAB79ztXrEjlu2qmSKowoPdhIakZ6tw52B0uS7t7guTmyyKtc8pK/8U1WBExbzLuQWm2T6S6hPdYhEFwjUDTNHETkn0ApIicHDkQUV90ZJe+ajMzQp4Xk4xrkRspqXZEdSMUkYidPwHgnHX9yKbiuOyMlZGOy0qKiGpXVUI2k0draGZ3Q7Zb8NufkWx4zHukZswW5LDOtT6pGXp9ql1V3cdRinwxiNSMlCKdni9XNUvz6rRNfpywc3e/n6ob2HhME8oGPX9URaTiYVbNiXk3zeUPAbihmSBtdbwLmjWzkD4ii2HjULcw+UVSRKQOe1FavAPVVS4LqZqZiGBMlEtxAXun0ptJBKo4ft1Vp+dL4jzc9fa0WO/xMKw2e2oGMBeYV47mHYZVCqpODk3NOAPRKMqP0yMSURGRUjMqgelSQYMSg3qr+HHLRy7CXLFSNVogDDk1I3qIqJrMpc8nmkfEXkQpJTmyLCuqlOQJvLIiQqmZCen+Uq9dMr2+lSGtAdx0CzPwUioi9vU8U/BSRBZfvktEWTdSiRjKxYp4/sPCgB+8EQhURJq0qyrAgYhADBULmDWz0PLdhbJxqBtP7j8BQN0jAkjzZkoVqXxXURFxSdkqgYh7IBUFTyoyvHvw3VFpp6JynHvwnT04LFHlizjZqkR6xaOEV7Q+Drm5NBLaDR22jMSyHB+WmnG75FX7iJiPTQl/jWozM0JOzUR5zsVyw+Wn4q2nr8BvbBoMf7CLVCKmNJzSjd3QrGJ3VVVNzUhBd5SKBtmsSkbVNQNdSMQ0lHXDYVidnq9OzdSzmRlB94soFTPmceZrXYqGZrIiQn42z0BkCTwiRJTNZCoRw2yxgmLFPJ8jioqICEQq1YGIWL+aMBDh1IyFrYgsbYv3xbBx2DasRrmI6aY2W5A8IorBkyxlJxRHtoudYJEUEZruqqKIOKtfjir28vBLzYxNWWV5HiY4Wqz3HJ2paoRGN6Nssvm+pATthmh3RF1ih3vToTKxWxEZjKCIxGIaLtowiGwqHtirxAs5NVPr1vky3ekE3nRKNLPpop9TeEQkRUQ1NbMEighVUI0Mdgl1w88jQqMj6tnenSD1LsiM7oVoE7DICbwV3cDxmWqPyPR8qao9OgUCMqJ8N7JHRD3AdLd596oE9CIRM4/TPRo90uffbBUzACsigigekSiu9sUgDzBTbfEO2LvQ3HxJmJ1Uht4BztTMcG9aqQ24nZoxv7S2RyR8B+zuI6KsiLgCGELuIeJm01APNM2sPJnIFx1+kHkrYOtKNW9svsaliAijakhaBjA74KYTMRTKOlLxWORr+DsfuRCzxUqknD7gDOyiVOq0InKL98hm1QV6RGhXPlMs47G9Zh+MCzcM4tsP7cVcyanwygt4br6Mim6IgGmwTv4QALjktGH89E8uFr2SVOl2bXgWyvF8AbphmnqX96TFezQ9X64KRDxTMwtURKIEmLQxLpZ16LrhWQnoRVBqZlp4RJpv2W/eu26dSan0EbG+yCo9OZYC2sF3p+KRpGIyvh2T2hirtHgHnKkZVUe7vVMxL/QozavcfURUAxF/RcRcpL12Dl2puCg/3XvMaVilG1CXYsDWCCi4ot2RbVRVu6HTTmh5T3SvRjIezVhIOFIzTey/WQpW9WUQj2k4NlPEDiulqtokjBaHdMS0EH2mhmFeF4mYhvPWD3jOJnKnNHJzpbo3MwNM4/WZa/qUuwoTXh2cFwLdYwa702aVlHUPKpT1qvuJe2NqGHaVkWofESKSRyRuf37H8gWUdQMxLfy+mAhoaDYtFJHmM6tyIGKhMvSu3n36Tx7uwZ9edgo+986zIh1HZlUyYCZimqNPQRDLskmxeAwr5nBJciQTmWozM8DeMZJUuuhAJGTnQGbLI65W6RSIRL051hMyjYpAJIIiAtg38nqmSOQGe/X0ITSCZd0pvOe8tQCklIdi8EbfuaiyeSYZd3y3z1rbj2wqIX5GqRldN6qUhBOzRVHds6wFPpteSXFaDONS6S7gDBDcM2jcG9O5UkWoDWGKiDxLC4jqEbEVeqqYGe5NhxqKYyoeEVZEmpew1IxhGHVPzWiahj+97FT87utHIh2XFYFIUfxddQesaZrwiajOgeh2tXinoEJl4aG28oen5lGW5imEeUTc/UcI8oj45VKpS6c8HAywZ/N0KZp6GwEpIlNzJcwWy8J0u3lF9YRiL0gpq6dpVFaYmrVHy1Jy3Vs3O0qOVStvKEhcyCIhL3BbN5rm3GTCGYjMliqiTJcqwybnSsIrUq+uqouh22WKXyjuzU48Zrfhp0ZnhHtjSuZ4+Rg/YjHNEaxErZqh56eNR1jFDBCsiDRz1QwHIhZhnVXnShUxp6MZXccylG+mRT1qKol8IuqpGXdDM/XUzIreNFKJGCq6gcNT83ZZXYgpy2tGDWAHGH6jsuk1HXHdcOZbIDXTl0mK9/rAxKyYpKuamunJ1F8RaVTVTKM4aXk3fttSRQD1lAe9Twu5t8iByIUbrEBESPvmTYsWoXhMw6p+83OYmi2JfiKtoIgsdWpGvr/Re3g051ZEXIEIle5mEkqbOzmdGckjIlVxCn+IQhdaMWvGw6wqPCJNuH5xIGLhN3qZoC9yTGvuxQqQFZGC4++qvOu8tVg/mMXbTldr6ORuaGanZsIXnlhMwzor5XDwxKy9WwlTRLqc3hLC3j14f2lJKXHfcFrBIwLYr+vRV46johvoSSd8gy43FMTU0zTqSM10gCICANdduhkJa8esmo6iz2Yhw8jknP+FG5YBQFXVjDwni4KjE7NFSRFp/s+GgoV8sVJV9RaF8Zzd3p2g93+8KjXjVkTUuqoSciCiMgGdkM2qYyH3NJmghmYzTewRab7QqEGEtXgnf0h3Wi0SbiQUeNCiHlUReeeWNXjnljXKj5dnzcwVK6KJmurCs24wi1eP5bHv2Kwo/VX1iMwUyihXdCTiMZQqumgv7x+IeCsiwiPSxKkZwPS+7Bmfwc0PvALAnFCsej2SXyFq/4bF4EjNdIAiAgAbhrrx/Y9vA6DuOaJ0iUonYze0QJ+2sleU4aaseVOUWpD9AfTdmZwt2R6RFghE6D5W0Q3Ml/QFp1G90r+0OLtTM+4Gl6SIqBq36XHyxHAVZLMq+eBUnjOoj0iuiT0izXdGDUKkZnz6iNjjk5v/LaPUDN18ar3Lpwu7ULZlxGRcU36vaOrvrw9OirK6sJ2knOfMzZcx2J1yjMoe9Lmx0iI87lJE5q3PvdkVETLhHskVoGnAn11+mvKxH714I7pScbxbSh3UGrkstVMUEQC44KRlkR5/5dmr8IW5sxY14O/CjfZzphJuRcTuIUEG8aMzBYxO2kbIZkduQTBTKC88EBEeETsgp/eQFBFNMyuR3A0uySOi2mCSgoeo6RC5ijNK/4+4gkekGfuIcGrGgsyqfp1V83WumFkM7uZVtS43ln///gnTtxClnfd6q2T4qQNmyePynnTo7iERj4kGUiSXqozKFoqIy6wq+og0fSBiG9auuXgTtm5arnzsWWv68Te/fU5dFx26FjPJmHJ3304kk4zjw2/YEHlIHwBcetoK9GUSDm9K0tUpWp6TRerHA7uPYq5UwWB3ytGzqFmJxTS7adwifCJeIyhocaa+KhRouDemqu3dCUrhRFUhZM/idIQAIrCPiJWea8ZApPnOqEGIzqo+HhE5NdPsuBfTqB6RqKQSMawd6MKhyTncv3scQDRjIt18X7bKUcP8IUR/VxJ5afQ55X5XBlT7kAk2N1/GfKkipHPhEWnyxZIGAZ66sgfXv/3UBp9NOBuHuvF7F45g03B306c0W5Xfu2g93n/hiOP9tT0i5oIkt/emXTpNud62ablS48JmoCeTQL5YWZRhdcqj2Zw7UBjIJjE1V/L3iERWRKL5MoRnsaILJUOlM2tgZ9V59og0PeRSDkvNNGN+zY17WFwUk9RCeePm5fjBk6/hJ88cBhCtMsM9IVV1x97XlcTo1Ly4sZA5N+j43nQCmWQM8yUd47kC1i/PolTRxQ6imfuIAMBVZ6/GVz8AvPHk5U1/roBZDv7F957b6NNoe9xBXrVZ1d5Iudu5bztZXVVrNOZGsLDgQMQwDGkgoayIOBfngWwK+4/PVm1MpxZoVo2a0pfLd6P0r/LziBiGwX1EWgHhUvZJzTRzn3437i6qql1VF8MbNw8BkLsWRghEBp318VECEUCaU6PQDE3TNFE5Q4ZVua1zs6dm4jEN79yypu27lDKLI5VwmlVlj5u7Z0grBSK0iN63exx/9C878NKR6UjH54t2Q7JARaTL7rYqY3tE1NYBSjuvHQjvASKTitt9rWYipFT8+ogUyvZmqxnXsOY7owYhGpr5KSKF5o0m3bhTMfVRRIYcf4+SmunvSqI3nRCRv2og4u6uarvhg6tCVvZmsP/4rPCJkD8kHtOQjLeGRM0wQbg7q8r3L3kBXtmXbgl/CEH3328+8CoA0w/2+Qidp2nacCoRcyiK7sWZ3iPfPiKKisgVZ63Etz70+sjmZYciEqFQIubjEaHz1rT6rAdRqZki8jd/8zd4wxvegGw2i4GBgVo9zZKRDpk1M9NCHhH3hVYPRWSoJ40zpGmaUVIzmqZhnWTSU/WI2N1Vo82pGbY8JFQ5I/cQYR8D0w64zaqyvN8vpSS2bVreUte8+/5LBnVV7LSMM5CoCkT8FJH5aB6RRDyGy85cGblhnByIzMyrp2b8+oiI35FKNKUfqGaBSLFYxPve9z588pOfrNVTLCleQ6JkWql81224VJ28u1guPsVWRaLOFVkvpWdUW8tXKSKKgcjKXu/UTCt4LhhGBdHi3eqs6qyasRfRN5w8VH1wE0ODQE9baY41GMtFC0RyPlORvTwigEcfEUrNKFbNLBTaGOfmS0LdUFHj/cp3o1TeNIKandUXvvAFAMAtt9xSq6dYUsJmzcy0UPmuOzWTrVPw9MbNQ/j7B03JNGogIhtWVRURuqFSd0iarRM204QCHequas+ZYcsU0x5UpWakhai/K4lUPIZiRW8pfwgA3PD2U/He89dier6M3/7/HhaVcqpMzlUbVQHvqhnAo49IxIZmC4UCESo1Vk2pJHxSM9MRVJVG0Jxn1QDogy/rBiq6UdXHws6xNl/pk5tMIi4a8gD1ywletGFQ3OCiDjiT+yeoekRoGu1rk7MwDENdEXF1V22V9u4Mowp5ndypme50Aol4DF/+3S2YL1UW1LekkSTiMWxe0YvDU3MAzAZkum4opxsoNeMeRujrEXH3EYlYvrtQSKGnzZVqSiVule+6FRHb8Nqc61dTBSKFQgGFgt3xMpfL1e256YMHzPSMO71BOwp3s7BmJBbT0JWMi1br9fCIAGZK6NNXnIZnDk1hy7qBSMfKlTOqgQjdRA9OzCE3VxY33aEQRUWkZixFpBUG3jFMFNypZnf7gSgjHJqRoZ40NM3cOB7PF5XvGZNz5sIe7hGxUjOSQm4YhmiTrmpWXSikaNEkc1UlwzrMw6za3MUWkbToG2+8EZqmBf7ZtWvXgk9m+/bt6O/vF39GRkYW/LuikpYCES/DaiuV7wLOXiL1dElf8+ZN+NoHzkMiHi3NcdJy07nfnYorf1koeBmdnBO54r5MItTrsUKYVS1FpGjebNgjwrQLfn1EWuX+FUYyHhMbDneX5CCmZr09Im6l266asdeCqbmSUBpqnZqhQJJmAaneE30VkXbyiNxwww24+uqrAx+zadOmBZ/MTTfdhOuvv178PZfL1S0YScRjiMc0VHTD0yfSSqkZwOkTqXVn1aXg5OEe/Nnlp2Ldsqyyi39lb0akgp49NAVATU2Ru6vOFSst01WVYVTxC0Ra5f6lwsq+NI5OF3AkN4+z1/YrHSOqZlxN3apTM+a/y8ULe4/lxfPWetNCnkXqjKuqiPj1EWkrs+rw8DCGh4drdS5Ip9NIpxvXqCkVj2FOr3hWzrRSHxHAGXy0QskxAFz31lMiPT4W07B2WRf2Hstjx35zTk1YWgYwK5+6knHMlSoYn563q2YSHIgw7UHK1eK9lcz2qqzqy+C5Q7lIlTOUmnErGtlUHDENYuimPMjTMAxomiYCkY116LsiWwWAKIqIdyDS7B6RmpUJHDhwADt37sSBAwdQqVSwc+dO7Ny5EzMzM7V6ykUTNG+mlVq8A62niCyUddbk3qetgXkqioimaXZ6ZrpgD7xr4/eJ6SyEWbWso1C2N1etcv9SgZTNI65J2kFM+qRmNE0T701XMo5MUvIMWqqSHYj0LPykFXEHIsp9S8KqZpr086/ZWX32s5/FrbfeKv5+3nnnAQDuu+8+XHLJJbV62kVBPpF5l1O6XNHFrrlVdhSyR6SdAxEyrO62Wj2rmtZW9KZFd1XuI8K0Gylpmni+YG+s2mkC8ioKRCI0NaOeQ14ej95MErn5MrpSCUcgUCjrSCfieNUKRE4eroMiEl+sIuJcw6ab3CNUM0XklltugWEYVX+aNQgBJKe5q3bc8UVugaoZwK2INOfFtxSQIkKlyqqBCPU5mZwtcfku03aQIlKSprd2JeORTeTNjLsMXwWvgXcELdJdqZgjECA1ae/RBqZmlKtmvBWRQpNvttrnqlwC/ObNzBTNL3IqEROPaXYoEMkkY1U9UdqJqsm9is3Q6EY0NVfihmZM20ELWamiY9ryB7SKmqsKDa+M0uZdlO9mqxURUh2yyQQ0TZPGfpg+kXp6RNIL9IhQakZ3BSIUmMSbtJ0/33kl/ObNtJo/BLC7qTbjgKOlxN2QaUhRERmQurJyHxGm3RBVM2WjJe9fKogp2opm1flSRaTd3Q3NAFsRyVibOLEelCoYs1K48ZhWlyZw7kBENaVC5btuRYTMq826KW2vK3ORpH3mzZDjuJW+yDRfpl7NzBrFyDLneG1VRYRuRJNzJVHi2KyyJcNEhQKRQkUXjQ1bJa2sCnlETsyWUChXQtVq6ooaj2meM8N6LEMo3TtNn00ZhbIuVJf1g1nx3tYSd2pGNRBJxL2rZnSjuQMRVkQkUpIUJ9PsjmMvKDWTTbbOOS+Ewe6Uww+zQlERWZaVPCJcNcO0GSI1U9btyeFtpo4OZJPidY4rVM5MSkZVr15FtkfEqYgUy7owqtYjLQN4le+qVc3ENG+PCAUmzTh5F+BAxIHf4Dsyq7ZUIEL5zjbbBbnRNE34RDRNfdjegJjcW2SzKtN2yGbVfIv1QFJF0zTbsKqQnrGNqt6LOqkkIhBJ2htT8odsqlcg4q6aWWRDMyqiYY9IC+DrEWlBsxepBO22C/KCWr0v704pVwVQaubEbIk9IkzbIU/fnZEG3rUblJ5RaWo2abVL9/KHAMAyaxPTZ93n7Y1pxTaq1qF0FwDSrnvRYhuaVURqZglOrga035W5CNyDoohWTM2csbrP+m9vg8+k9qyzFBGVrqqEnJqh5kUZTs0wbUJS6qxKim47BiJRmppRasZPEXnPeWtxeHIOf/AbJwGQUvUlva4VM0C1IrJYj4hIzTSpItJ+V+Yi8EvNtGJ75As3DOKJv7gMQz1qqYpWZr3lYlftIQLYVTNTc0X0ddkdFRmmHRBm1bKOfJE2Uu13fa+KUDkz5TNnhljRl8EX3nW2+Dsp5PliGQcmZgEAm+rQVRWwU2uEetUMeUScaxibVVsIkRMsuT0iraeIAObCrDpArpW56pxVeNPmIXxo2wblY6iPSKliYCJvSrYciDDtgtxHpJ1TM2ROPzqtooh4z5nxgwKRV8ZnUNENdCXjwpNSazRNcxhWlVMzWogi0qSBSPtdmYuA5LBixe0Rac1ApFNY3d+Ff/6PWyMdk0nGkErEUCzrwsTGVTNMuyB7RFp1I6UCfWe95oO5oe+5eiBi/m4aH3HScvXJ4EtB2ro/AepeP7/OqhVuaNY6+CkiregRYYLRNA3LXKY1VkSYdiGZqK6aaUdFJBEjX58R8kjJI+JjVnVDisjLR8xBrSctr30jM6/n70knlJWMMI9IokkVEQ5EJNrJI8KE4543wQ3NmHZBNqvSRqodAxHyUrg9EV5M+Uze9YMCgX3HTaPqScvrY1QlSNWKsgGmzqp+VTPNmprhQETCr7NqO0ubnYy7jI9TM0y7IHf/pImz7WhWTUopqDDEnBmPgXdekEJOa3q9FRHyiESZmJvwSc3oTd7inQMRCb8+IpyaaU/cqZlMgr8OTHsgl3+esPpntGNPIVn5cfPEvgm8MJoTf5+YCe4j4sbdMv6kwTorIpSaiRCIxPzMqgaX77YMaZ8W75yaaU/knVEqHmurEelMZyNXXJywUhLtmJpJSB1kZSZni/jgPzyGZFzDL//8rTh0Yg6jU/NIxWPK3VHdbdbr7xExA6EoG2B/RcT8b7MqIu13ZS4C+uCrh96ZgYjXoCSmdZFzxdTUjGHagXhMQ0wz0wqi8qIN71+k/JRdisjR6QKKFR3FCvDPj+7HYWto3ZVnr/LtI+JGnoCbiGlY3Z9ZorNWYyGpmbgVmOktVjXTflfmIvAaemcYRlu7zjsZWaJlfwjTbiTjMce9rN2m7wL+isi0dc8GgFsf3ifGOPz+1vXKv1sORNYt66q7YroQs6qfImKbVZfo5JYYXlklvDwihbIu8o+cmmkvlkk7Iy7dZdqNlCsQaUePm59ZdWbeDkSOWw0LNw13Y+vGQeXfLXtE6l0xA8iKiJqnBZBnzbg6q7JZtXUgl7ScmpmRIut2NHt1MvLMCS7dZdqNpLSjj2ntGWzbU4adCoB83yZ+/6L1kRqSyR6RevtD5OePVL6reSsiZU7NtA6peHUfEYqsu1Pxpo0mmYXBqRmmnZErZ7pTibYc95AUHhFvX99FGwex/3gehbKO956/LtLvllMzNM+qnnRb9yTVTrCAf0OzZldEOBCREJ1VPRQR9oe0H3LVTDvuFpnOhrqrAu17/6LOqiXXwksbyJV9GXzjDy5ARTewrDvaANB0UlZE6p+a+cgbNyIZj+E3t6xWPiasoRkHIi2AV0MzLt1tX5Z1S4oIByJMmyE3NWtHoyoApBLeZlV5PthgxACEkD0iGxqQmtkyMoAtIwORjknEglu8N2sfEfaISKQ8zKoUWXPpbvshKyLsEWHaDTk1045GVcBWRNzlu6LlwiI2kPL7N9KA1MxC8Bt6pze5IsKBiISYNVNiRaQToAm85v9zIMK0F05FpD3vX2TILbrLd4W3b+Gvm1Izq/oyLXN/iIcoIhyItACifLfi4RHhipm2Q57A25XirwLTXshVH20biJAC4JeaWcQGcsvIAM5a04cPRug90mjiHu+HYRhiXk6zpmba8+pcICnJI2IYBjRNY0WkzRnoSuFIrsAeEabtoNJWoH1TM6T66Ia566eFOL8E3bD7Mkn83z+5ePEnWUfIIyILIvL/syLSAsjlWlQ5wx6R9oZKeDkQYdqNTjCrJqRgSzas0n270zaQtkfEfi/kNA33EWkBZJf0Hb8exYnZophc2WkXdKdATc0y3EeEaTNSneARkV5jqaILL8d0oTMnpic8yncdgUicA5GmR5YyP/2vzzh+1q5f5E5n66bluGfXOLasG2j0qTDMkiIv0j1t6nGTX6NcOTNTMCcOd9oGkmbJyFUz1EMEYEWkJdA0DV3JOOZKFaQSMei6IVoHc2qmPfnomzbi9y9az51VmbajE8yq8pRhr9RMp923SRExDLObaiymORQRHnrXIlz31s3YMz6D//S2U7Dz4CT+9Ps7AUQbPMS0FhyEMO1IsgP6iABAIh5DsayL7qqGYXRsR2zZjFoxDMSgifbuQAcqIvv27cNf//Vf495778XY2BjWrFmDP/iDP8Bf/MVfIJVaWKe7enDtpZvF/28Y6kZFN/Cz58ZwyWnDDTwrhmGYaKQ6oMU7YHphimUdJavAoJMnpifkQEQ3kIy7UjNNWjVTs09p165d0HUd3/zmN7F582Y899xzuOaaa5DP5/HlL3+5Vk+75Lz3gnV47wXRhiUxDMM0mk6omgHsyhmqFMl38MR0OdAgnwgpIpqGph18WLNP6corr8SVV14p/r5p0ybs3r0bN998c/RAJJ8H4u37RWIYhllqsqV5dBXnAQC9lYJ5H21DeisFFIpFlHIzQHcM+Yk8uorz5sT0udlGn15diVd08ZlXcjNANgl9Zg5dxXlTLannNRDhuTTDMIzwhy0Nf/mXf4k777wTTz75pOe/FwoFFAoF8fdcLoeRkRFMAeir0zkyDMMwDLM4cgD6AUxNTaGvL3gFr5uHds+ePfja176Gj3/8476P2b59O/r7+8WfkZGRep0ewzAMwzANILIicuONN+Jv//ZvAx/z4osv4vTTTxd/P3ToEN7ylrfgkksuwbe+9S3f43wVkdHR0IiKYRiGsfnG/Xvwd/fsAQA89OeXYnlPusFnVBve8XcP4tVjs7j1P1yIizYux70vHsG1330a56ztww8+8YZGn17d2fL5u1Cs6Ljvz96CVf1d2Hcsj6v+7pfoTSfw+F9eVrfzyOVy6F+zRkkRiewRueGGG3D11VcHPmbTpk3i/0dHR3HppZfiDW94A/7+7/8+8Lh0Oo102uPL0t1t/mEYhmGU0Hp6MJfKAAC6B/uBNh1jUMl2Yy6lo5DuArq7kYunMZfKINnf25HrRjHThblSBaVMFujOopzXMZfKIJVJ1vf9qFSUHxo5EBkeHsbwsFop66FDh3DppZfiggsuwHe+8x3EmrWbCsMwTJtBVTOJmOaYo9Vu0Oukzqqd2t6doMoZamRGfd6atXQXqGHVzKFDh3DJJZfgpJNOwpe//GUcPXpU/NuqVatq9bQMwzAM7M6q3elE05ZtLgU0hqNYcZbv9qQ7swmlPfiOAhHzv7EmvgZqFojcfffd2LNnD/bs2YN165x9OOpYqMMwDNOR0NC7dlcGEi5FRLR377BmZgQ1NdOtdZb+G29iUaxmp3b11VfDMAzPPwzDMExtSSZoYGd7ekMICrho1swMp2YA2IEZKSLN2t4dqGP5LsMwDFM/UlYTyHZu7w7YnVUpEJm2FJFOa+9OJNweEWvzH+tEjwjDMAzTOH5j0yAu2jiI97X5iIqkUESs1EyhBKD9AzA/YjFny3tq8d6RZlWGYRimcSzvSeMHH9/W6NOoOUnXrBlKzfR2aCBSpYhwaoZhGIZhagcpIkVr+i6ZVTvdI+JOzTSzIsKBCMMwDNOyJKz+VFSuKsyqHesRMd+PKkWEAxGGYRiGWXpSVnVQqcxVM0Br9hHhQIRhGIZpWUgBKOncRwSoTs3onJphGIZhmNqRlPqIVHQD+aI544QVEWeL92Yu3+VAhGEYhmlZRNVMRUe+WBY/79TyXf+qmYadUigciDAMwzAti9xHhNIyyXh7D/oLglMzDMMwDFNH5M6qslG1nQf9BZFw9VVhsyrDMAzD1JCkNPSOApFOTcsAdsDBigjDMAzD1IGkpIjMWUbVbKq9B/0FkfAp3+VAhGEYhmFqgPCI6IYIRLpSnauIxF0NzcociDAMwzBM7UhQIFLWMVeyApFk5y5t7qoZnWfNMAzDMEztSEnmTDsQ6dzUTDzuPWuG+4gwDMMwTA2gzqrFioF5CkTYIyJSMqyIMAzDMEwNSSaoasY2q2Y6WRERVTPO8l32iDAMwzBMDUjGpKoZTs1Ut3g3/8OpGYZhGIapBXJnVQ5E7IZmelVqpmGnFAoHIgzDMEzLIndWnS+yR6RaEaHUTPMu9817ZgzDMAwTQkrqrDrLHhFh3q0aetfEq30TnxrDMAzDBCP6iEgekU7urEot3rmzKsMwDMPUAdHiXdft8t1OVkTcfUR46B3DMAzD1A5hVi1LZtUOVkTi7s6qPPSOYRiGYWqHmL6rcx8RoLrFOysiDMMwDFNDKBVRLOuYK5lNvDo5NWNXzVgNzVgRYRiGYZjaIapmdG7xDsidVV19RDgQYRiGYZilR+4jQqmZjlZEaAhghVIz5s85NcMwDMMwNUDurDpbLANgjwhgp2TIrJroVEXkne98J9avX49MJoPVq1fjD//wDzE6OlrLp2QYhmE6iKTUMXSmYAYiHZ2a8Wlo1rGzZi699FL84Ac/wO7du/Fv//ZveOWVV/A7v/M7tXxKhmEYpoNIJuwF1lpzOzo1k3C1eC+LWTPNG4gkavnLP/WpT4n/P+mkk3DjjTfi3e9+N0qlEpLJZC2fmmEYhukAEh4zVDq6syqlZipus2rDTimUmgYiMhMTE/iXf/kXvOENb/ANQgqFAgqFgvh7Lper1+kxDMMwLUjSY6xsOtHEq26NcSsi5BXp2NQMAPz5n/85uru7sXz5chw4cAA//vGPfR+7fft29Pf3iz8jIyO1Pj2GYRimhdE0zWHE7ErGoTVxGqLWUJkumVT1FkjNRA5EbrzxRmiaFvhn165d4vGf/vSn8fTTT+Ouu+5CPB7Hhz70IRjWG+TmpptuwtTUlPhz8ODBhb8yhmEYpiNISnmHTjaqAv6KSDP3EYmcmrnhhhtw9dVXBz5m06ZN4v+HhoYwNDSEU089FWeccQZGRkbw6KOPYtu2bVXHpdNppNPpqKfEMAzDdDCJuAaUzP/vZKMqIM+asTqrtkCL98iByPDwMIaHhxf0ZLr1xsg+EIZhGIZZDClJEckkO9cfAkgt3iutM/SuZmbVxx57DE888QTe9KY3YdmyZXjllVfwmc98BieffLKnGsIwDMMwCyEhGVY5NeM99K6ZA5GahY7ZbBb//u//jre97W047bTT8NGPfhTnnnsuHnjgAU6/MAzDMEuGwyPS8akZq6GZ4Wzx3syBSM0UkXPOOQf33ntvrX49wzAMwwBwBiKd3N4d8FJEzEikrapmGIZhGKaZkHuJdHIzM6DaI2L9p7P7iDAMwzBMLZG7q3JqxqmItEJn1SY+NYZhGIYJJ5ngPiKEUERaqHyXAxGGYRimpUlKaQf2iFBnVfPvrdDQjAMRhmEYpqVxlO92eCDiVkTassU7wzAMwzQTXL5rQ36ZSoWH3jEMwzBMXeBZMzbk2y27zKoJDkQYhmEYpjbI5bvsEbEUEZ0VEYZhGIapCwlOzQhE+a4VgFA/EfaIMAzDMEyNSHFqRiA6q7bQ0DsORBiGYZiWRvY/dHogYlfNOIfecR8RhmEYhqkRjoZmnJoBIHVWNZw/b0Y4EGEYhmFaGrmhWacHIgmfzqrc4p1hGIZhagSX79rEpc6qhmFwaoZhGIZhag1XzdjIAwAruiHMqvLPm43mPTOGYRiGUSDFfUQEcem9KOuSItLEq30TnxrDMAzDhJPg1IxA7hciKyJsVmUYhmGYGiF7RDKJzl7W5ICjrBuijJcbmjEMwzBMjaAW76l4zKGOdCJyTxXdkZrhQIRhGIZhagIpIpkkL2mxmAYSP8q6IYbesSLCMAzDMDUiYSki2VSiwWfSHCSkpmYV9ogwDMMwTG0hRaTTjaoE9Qwp6zqsvmacmmEYhmGYWkEekU4v3SU8FRFOzTAMwzBMbWCPiBN53ozd4p0DEYZhGIapCRduGMSpK3vwri1rGn0qTQFVDpUqhvhZMwci7OxhGIZhWpqVfRnc9am3NPo0mgYKOgrliv0zTs0wDMMwDFMPUpYiMle0AxFu8c4wDMMwTF1IW16ZWSkQaebUDAciDMMwDNNGZBJm9ZAciMQ4NcMwDMMwTD0gRSRfLIufdbwiUigU8LrXvQ6apmHnzp31eEqGYRiG6UhIEZE9Ih1vVv3P//k/Y80aLqtiGIZhmFrj5RHp6M6qP/vZz3DXXXfhy1/+cq2fimEYhmE6HtsjYqZmEk0chAA17iNy5MgRXHPNNfjRj36EbDZby6diGIZhGAbVikgzqyFADQMRwzBw9dVX4xOf+ARe//rXY9++faHHFAoFFAoF8fdcLler02MYhmGYtsStiDSzPwRYQGrmxhtvhKZpgX927dqFr33ta5iensZNN92k/Lu3b9+O/v5+8WdkZCTq6TEMwzBMRyOqZgqmItLMFTMAoBmGYYQ/zObo0aM4fvx44GM2bdqE3/3d38Udd9wBTYrEKpUK4vE4PvjBD+LWW2+tOs5LERkZGcHU1BT6+vqinCbDMAzDdCR/839fwD/8ci8uO2MFfvHiOPoyCTzz+Svqeg65XA79/f1K63fk1Mzw8DCGh4dDH/fVr34V//W//lfx99HRUVxxxRX4/ve/j61bt3oek06nkU6no54SwzAMwzAWmaSzoVmzKyI184isX7/e8feenh4AwMknn4x169bV6mkZhmEYpqNJJ5xm1WYPRLizKsMwDMO0EbYiYppVm7m9O1Dj8l2ZDRs2IKIdhWEYhmGYiLAiwjAMwzBMw0i3mEeEAxGGYRiGaSNsRcTqI8KBCMMwDMMw9YI8IvMlHUAbNjRjGIZhGKZ5IUWEaPYW7xyIMAzDMEwbkbZavBOsiDAMwzAMUzcySVZEGIZhGIZpEFWKSJOv9E1+egzDMAzDRMGtiHBqhmEYhmGYukF9RAgu32UYhmEYpm5kXFUzHIgwDMMwDFM33IpIs8+a4UCEYRiGYdoIVkQYhmEYhmkYiXjMEXxwIMIwDMMwTF2RVRFOzTAMwzAMU1dknwgrIgzDMAzD1JU0KyIMwzAMwzSKjEMRaeCJKNDkp8cwDMMwTFRkRSQRa+6lvrnPjmEYhmGYyMgeER56xzAMwzBMXZEVkXhzxyEciDAMwzBMu5FhRYRhGIZhmEbhVEQ4EGEYhmEYpo5kuI8IwzAMwzCNwtFHhAMRhmEYhmHqCadmGIZhGIZpGJyaYRiGYRimYTgUEQ5EGIZhGIapJ6yIMAzDMAzTMHjoHcMwDMMwDYOH3jEMwzAM0zC4asZiw4YN0DTN8eeLX/xiLZ+SYRiGYTqeVmrxnqj1E/zVX/0VrrnmGvH33t7eWj8lwzAMw3Q0raSI1DwQ6e3txapVq2r9NAzDMAzDWKST3FlV8MUvfhHLly/Heeedhy996Usol8u+jy0UCsjlco4/DMMwDMNEI5NonfLdmioif/Inf4Lzzz8fg4ODePjhh3HTTTfh8OHD+MpXvuL5+O3bt+MLX/hCLU+JYRiGYdoeWRFJNHkgElkRufHGG6sMqO4/u3btAgBcf/31uOSSS3DuuefiE5/4BP7H//gf+NrXvoZCoeD5u2+66SZMTU2JPwcPHlzcq2MYhmGYDiQtKSLN3kcksiJyww034Oqrrw58zKZNmzx/vnXrVpTLZezbtw+nnXZa1b+n02mk0+mop8QwDMMwjEQm2Tot3iMHIsPDwxgeHl7Qk+3cuROxWAwrVqxY0PEMwzAMw4TjUETaLRBR5ZFHHsFjjz2GSy+9FL29vXjkkUfwqU99Cn/wB3+AZcuW1eppGYZhGKbjkT0iHVu+m06ncdttt+Hzn/88CoUCNm7ciE996lO4/vrra/WUDMMwDMOgtVq81ywQOf/88/Hoo4/W6tczDMMwDOMDD71jGIZhGKZhpOIxUPzR7GZVDkQYhmEYps3QNE2oIhyIMAzDMAxTd6hyhgMRhmEYhmHqDvUSafaqGQ5EGIZhGKYNIUWk2fuIcCDCMAzDMG0IKyIMwzAMwzSMwe4UAKCvK9ngMwmmptN3GYZhGIZpDH/1rrPx1P4TeP1Jzd3NnAMRhmEYhmlDTl3Zi1NX9jb6NELh1AzDMAzDMA2DAxGGYRiGYRoGByIMwzAMwzQMDkQYhmEYhmkYHIgwDMMwDNMwOBBhGIZhGKZhcCDCMAzDMEzD4ECEYRiGYZiGwYEIwzAMwzANgwMRhmEYhmEaBgciDMMwDMM0DA5EGIZhGIZpGByIMAzDMAzTMJp6+q5hGACAXC7X4DNhGIZhGEYVWrdpHQ+iqQOR6elpAMDIyEiDz4RhGIZhmKhMT0+jv78/8DGaoRKuNAhd1zE6Oore3l5omrakvzuXy2FkZAQHDx5EX1/fkv5uZmngz6j54c+oNeDPqflpt8/IMAxMT09jzZo1iMWCXSBNrYjEYjGsW7eups/R19fXFh96O8OfUfPDn1FrwJ9T89NOn1GYEkKwWZVhGIZhmIbBgQjDMAzDMA2jYwORdDqNz33uc0in040+FcYH/oyaH/6MWgP+nJqfTv6MmtqsyjAMwzBMe9OxigjDMAzDMI2HAxGGYRiGYRoGByIMwzAMwzQMDkQYhmEYhmkYHRmIfP3rX8eGDRuQyWSwdetWPP74440+pY7l85//PDRNc/w5/fTTxb/Pz8/j2muvxfLly9HT04P3vve9OHLkSAPPuDN48MEH8Vu/9VtYs2YNNE3Dj370I8e/G4aBz372s1i9ejW6urpw2WWX4eWXX3Y8ZmJiAh/84AfR19eHgYEBfPSjH8XMzEwdX0V7E/YZXX311VXfrSuvvNLxGP6Masv27dtx4YUXore3FytWrMC73/1u7N692/EYlXvcgQMH8I53vAPZbBYrVqzApz/9aZTL5Xq+lJrScYHI97//fVx//fX43Oc+h6eeegpbtmzBFVdcgfHx8UafWsdy1lln4fDhw+LPQw89JP7tU5/6FO644w788Ic/xAMPPIDR0VG85z3vaeDZdgb5fB5btmzB17/+dc9//+///b/jq1/9Kr7xjW/gscceQ3d3N6644grMz8+Lx3zwgx/E888/j7vvvhs/+clP8OCDD+JjH/tYvV5C2xP2GQHAlVde6fhufe9733P8O39GteWBBx7Atddei0cffRR33303SqUSLr/8cuTzefGYsHtcpVLBO97xDhSLRTz88MO49dZbccstt+Czn/1sI15SbTA6jIsuusi49tprxd8rlYqxZs0aY/v27Q08q87lc5/7nLFlyxbPf5ucnDSSyaTxwx/+UPzsxRdfNAAYjzzySJ3OkAFg3H777eLvuq4bq1atMr70pS+Jn01OThrpdNr43ve+ZxiGYbzwwgsGAOOJJ54Qj/nZz35maJpmHDp0qG7n3im4PyPDMIwPf/jDxrve9S7fY/gzqj/j4+MGAOOBBx4wDEPtHvfTn/7UiMVixtjYmHjMzTffbPT19RmFQqG+L6BGdJQiUiwWsWPHDlx22WXiZ7FYDJdddhkeeeSRBp5ZZ/Pyyy9jzZo12LRpEz74wQ/iwIEDAIAdO3agVCo5Pq/TTz8d69ev58+rgezduxdjY2OOz6W/vx9bt24Vn8sjjzyCgYEBvP71rxePueyyyxCLxfDYY4/V/Zw7lfvvvx8rVqzAaaedhk9+8pM4fvy4+Df+jOrP1NQUAGBwcBCA2j3ukUcewTnnnIOVK1eKx1xxxRXI5XJ4/vnn63j2taOjApFjx46hUqk4PlAAWLlyJcbGxhp0Vp3N1q1bccstt+DOO+/EzTffjL179+Liiy/G9PQ0xsbGkEqlMDAw4DiGP6/GQu990PdobGwMK1ascPx7IpHA4OAgf3Z14sorr8Q//uM/4p577sHf/u3f4oEHHsBVV12FSqUCgD+jeqPrOv70T/8Ub3zjG3H22WcDgNI9bmxszPO7Rv/WDjT19F2m/bnqqqvE/5977rnYunUrTjrpJPzgBz9AV1dXA8+MYVqb3/u93xP/f8455+Dcc8/FySefjPvvvx9ve9vbGnhmncm1116L5557zuGBY0w6ShEZGhpCPB6vciQfOXIEq1atatBZMTIDAwM49dRTsWfPHqxatQrFYhGTk5OOx/Dn1VjovQ/6Hq1atarKAF4ulzExMcGfXYPYtGkThoaGsGfPHgD8GdWT6667Dj/5yU9w3333Yd26deLnKve4VatWeX7X6N/agY4KRFKpFC644ALcc8894me6ruOee+7Btm3bGnhmDDEzM4NXXnkFq1evxgUXXIBkMun4vHbv3o0DBw7w59VANm7ciFWrVjk+l1wuh8cee0x8Ltu2bcPk5CR27NghHnPvvfdC13Vs3bq17ufMAK+99hqOHz+O1atXA+DPqB4YhoHrrrsOt99+O+69915s3LjR8e8q97ht27bh2WefdQSNd999N/r6+nDmmWfW54XUmka7ZevNbbfdZqTTaeOWW24xXnjhBeNjH/uYMTAw4HAkM/XjhhtuMO6//35j7969xq9+9SvjsssuM4aGhozx8XHDMAzjE5/4hLF+/Xrj3nvvNZ588klj27ZtxrZt2xp81u3P9PS08fTTTxtPP/20AcD4yle+Yjz99NPG/v37DcMwjC9+8YvGwMCA8eMf/9h45plnjHe9613Gxo0bjbm5OfE7rrzySuO8884zHnvsMeOhhx4yTjnlFOMDH/hAo15S2xH0GU1PTxt/9md/ZjzyyCPG3r17jV/84hfG+eefb5xyyinG/Py8+B38GdWWT37yk0Z/f79x//33G4cPHxZ/ZmdnxWPC7nHlctk4++yzjcsvv9zYuXOnceeddxrDw8PGTTfd1IiXVBM6LhAxDMP42te+Zqxfv95IpVLGRRddZDz66KONPqWO5f3vf7+xevVqI5VKGWvXrjXe//73G3v27BH/Pjc3Z/zRH/2RsWzZMiObzRq//du/bRw+fLiBZ9wZ3HfffQaAqj8f/vCHDcMwS3g/85nPGCtXrjTS6bTxtre9zdi9e7fjdxw/ftz4wAc+YPT09Bh9fX3GRz7yEWN6eroBr6Y9CfqMZmdnjcsvv9wYHh42ksmkcdJJJxnXXHNN1YaLP6Pa4vX5ADC+853viMeo3OP27dtnXHXVVUZXV5cxNDRk3HDDDUapVKrzq6kdmmEYRr1VGIZhGIZhGKDDPCIMwzAMwzQXHIgwDMMwDNMwOBBhGIZhGKZhcCDCMAzDMEzD4ECEYRiGYZiGwYEIwzAMwzANgwMRhmEYhmEaBgciDMMwDMM0DA5EGIZhGIZpGByIMAzDMAzTMDgQYRiGYRimYXAgwjAMwzBMw/j/AYHc1NhyxTnqAAAAAElFTkSuQmCC\n", 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" ] @@ -2082,12 +2026,12 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 45, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -2114,7 +2058,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -2130,7 +2074,7 @@ "Name: sum, dtype: float64" ] }, - "execution_count": 43, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -2193,7 +2137,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 47, "metadata": { "hideCode": false, "slideshow": { @@ -2204,7 +2148,7 @@ "outputs": [ { "data": { - "image/png": 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", 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53e7CHAYAAPiZQq1YJCcnq3r16urVq5ftegAAgB9zHCxycnKUnJysuLg4lS9f6Gs/AQBAGeQ4WKxbt07Hjx/XCy+84It6AACAH3O85NCjRw8ZY3xRCwAA8HN8VwgAALCGYAEAAKwhWAAAAGsIFgAAwBqCBQAAsIZgAQAArCFYAAAAawgWAADAGoIFAACwhmABAACsIVgAAABrCBYAAMAaggUAALCGYAEAAKwhWAAAAGsIFgAAwBqCBQAAsIZgAQAArCFYAAAAawgWAADAGoIFAACwhmABAACsIVgAAABrCBYAAMAaggUAALCGYAEAAKwhWAAAAGsIFgAAwBqCBQAAsIZgAQAArCFYAAAAawgWAADAGoIFAACwxnGwOHHihJ577jlVrVpVwcHBatGihbZv3+6L2gAAgJ8p76TzxYsX9cgjj6hLly5avXq1wsPDdeDAAd1///2+qg8AAPgRR8FixowZql27tpKTkz1t9evXt14UAADwT45eCvnrX/+qdu3aqX///qpevboeeughvffeewWOycrKUmZmptcGAADKJkcrFocPH9acOXM0duxYTZw4Udu2bdMf//hHBQYGKi4uLs8xSUlJSkxMtFIsAJS0ehNWlXQJfsvJY3d0ei8fVgJfcrRikZOTozZt2mjatGl66KGHNHz4cA0bNkxz587Nd0x8fLwyMjI8W3p6epGLBgAApZOjYFGzZk01bdrUq+3BBx/U8ePH8x3jdrsVEhLitQEAgLLJUbB45JFHtH//fq+277//XnXr1rVaFAAA8E+OgsUrr7yiLVu2aNq0aTp48KAWLVqkd999V6NHj/ZVfQAAwI84ChYPP/ywVqxYocWLF6t58+Z6/fXXNWvWLA0cONBX9QEAAD/i6F0hktS7d2/17t3bF7UAAAA/x3eFAAAAawgWAADAGoIFAACwhmABAACsIVgAAABrCBYAAMAaggUAALCGYAEAAKwhWAAAAGsIFgAAwBqCBQAAsIZgAQAArCFYAAAAawgWAADAGoIFAACwhmABAACsIVgAAABrCBYAAMAaggUAALCGYAEAAKwhWAAAAGsIFgAAwBqCBQAAsIZgAQAArCFYAAAAawgWAADAGoIFAACwhmABAACsIVgAAABrCBYAAMAaggUAALCGYAEAAKwhWAAAAGscBYspU6bI5XJ5bU2aNPFVbQAAwM+UdzqgWbNmWrdu3f/voLzjXQAAgDLKcSooX768IiIifFELAADwc46vsThw4IAiIyPVoEEDDRw4UMePHy+wf1ZWljIzM702AABQNjlasejQoYNSUlIUFRWlU6dOKTExUY8++qi+/fZbVa5cOc8xSUlJSkxMtFIsgPzVm7DKJ/s9Or2XT/brS04fi9IyR1+dQ6A4OVqxiI2NVf/+/dWyZUvFxMTob3/7my5duqSlS5fmOyY+Pl4ZGRmeLT09vchFAwCA0qlIV16GhYXpN7/5jQ4ePJhvH7fbLbfbXZTDAAAAP1Gkz7G4cuWKDh06pJo1a9qqBwAA+DFHwWLcuHH64osvdPToUW3atElPPvmkAgICNGDAAF/VBwAA/Iijl0J++OEHDRgwQOfPn1d4eLj+6Z/+SVu2bFF4eLiv6gMAAH7EUbBYsmSJr+oAAABlAN8VAgAArCFYAAAAawgWAADAGoIFAACwhmABAACsIVgAAABrCBYAAMAaggUAALCGYAEAAKwhWAAAAGsIFgAAwBqCBQAAsIZgAQAArCFYAAAAawgWAADAGoIFAACwhmABAACsIVgAAABrCBYAAMAaggUAALCGYAEAAKwhWAAAAGsIFgAAwBqCBQAAsIZgAQAArCFYAAAAawgWAADAGoIFAACwhmABAACsIVgAAABrCBYAAMAaggUAALCGYAEAAKwpUrCYPn26XC6XxowZY6kcAADgzwodLLZt26Z58+apZcuWNusBAAB+rFDB4sqVKxo4cKDee+893X///bZrAgAAfqpQwWL06NHq1auXunXrdse+WVlZyszM9NoAAEDZVN7pgCVLlmjnzp3atm3bXfVPSkpSYmKi48IAf1Fvwqq77nt0ei8fVlK2OXmcUXw4L7idoxWL9PR0vfzyy1q4cKGCgoLuakx8fLwyMjI8W3p6eqEKBQAApZ+jFYsdO3bo7NmzatOmjactOztbGzdu1H//938rKytLAQEBXmPcbrfcbredagEAQKnmKFh07dpVaWlpXm1DhgxRkyZN9Oqrr+YKFQAA4N7iKFhUrlxZzZs392qrWLGiqlatmqsdAADce/jkTQAAYI3jd4XcbsOGDRbKAAAAZQErFgAAwBqCBQAAsIZgAQAArCFYAAAAawgWAADAGoIFAACwhmABAACsIVgAAABrCBYAAMAaggUAALCGYAEAAKwhWAAAAGsIFgAAwBqCBQAAsIZgAQAArCFYAAAAawgWAADAGoIFAACwhmABAACsIVgAAABrCBYAAMAaggUAALCGYAEAAKwhWAAAAGsIFgAAwBqCBQAAsIZgAQAArCFYAAAAawgWAADAGoIFAACwhmABAACsIVgAAABrCBYAAMAaR8Fizpw5atmypUJCQhQSEqLo6GitXr3aV7UBAAA/4yhY1KpVS9OnT9eOHTu0fft2Pf744+rbt6/27Nnjq/oAAIAfKe+kc58+fbxuT506VXPmzNGWLVvUrFkzq4UBAAD/4yhY/Fp2draWLVumq1evKjo6Ot9+WVlZysrK8tzOzMws7CEBAEAp5zhYpKWlKTo6WtevX1elSpW0YsUKNW3aNN/+SUlJSkxMLFKRAEpOvQmrHPU/Or2Xz/btK6WlDvw/X54TJ7+jcM7xu0KioqK0e/dubd26VSNHjlRcXJz27t2bb//4+HhlZGR4tvT09CIVDAAASi/HKxaBgYFq1KiRJKlt27batm2b/vM//1Pz5s3Ls7/b7Zbb7S5alQAAwC8U+XMscnJyvK6hAAAA9y5HKxbx8fGKjY1VnTp1dPnyZS1atEgbNmxQamqqr+oDAAB+xFGwOHv2rAYNGqRTp04pNDRULVu2VGpqqrp37+6r+gAAgB9xFCw++OADX9UBAADKAL4rBAAAWEOwAAAA1hAsAACANQQLAABgDcECAABYQ7AAAADWECwAAIA1BAsAAGANwQIAAFhDsAAAANYQLAAAgDUECwAAYA3BAgAAWEOwAAAA1hAsAACANQQLAABgDcECAABYQ7AAAADWECwAAIA1BAsAAGANwQIAAFhDsAAAANYQLAAAgDUECwAAYA3BAgAAWEOwAAAA1hAsAACANQQLAABgDcECAABYQ7AAAADWECwAAIA1BAsAAGANwQIAAFjjKFgkJSXp4YcfVuXKlVW9enX169dP+/fv91VtAADAzzgKFl988YVGjx6tLVu2aO3atfr555/Vo0cPXb161Vf1AQAAP1LeSec1a9Z43U5JSVH16tW1Y8cOPfbYY1YLAwAA/sdRsLhdRkaGJKlKlSr59snKylJWVpbndmZmZlEOCQAASrFCB4ucnByNGTNGjzzyiJo3b55vv6SkJCUmJhb2MCiF6k1Y5aj/0em9fFSJ/3H62AGwz8nzkL9fzhX6XSGjR4/Wt99+qyVLlhTYLz4+XhkZGZ4tPT29sIcEAAClXKFWLF566SV9+umn2rhxo2rVqlVgX7fbLbfbXajiAACAf3EULIwx+pd/+RetWLFCGzZsUP369X1VFwAA8EOOgsXo0aO1aNEiffzxx6pcubJOnz4tSQoNDVVwcLBPCgQAAP7D0TUWc+bMUUZGhjp37qyaNWt6to8++shX9QEAAD/i+KUQAACA/PBdIQAAwBqCBQAAsIZgAQAArCFYAAAAawgWAADAGoIFAACwhmABAACsIVgAAABrCBYAAMAaggUAALCGYAEAAKwhWAAAAGsIFgAAwBqCBQAAsIZgAQAArCFYAAAAawgWAADAGoIFAACwhmABAACsIVgAAABrCBYAAMAaggUAALCGYAEAAKwhWAAAAGsIFgAAwBqCBQAAsIZgAQAArCFYAAAAawgWAADAGoIFAACwhmABAACsIVgAAABrCBYAAMAax8Fi48aN6tOnjyIjI+VyubRy5UoflAUAAPyR42Bx9epVtWrVSrNnz/ZFPQAAwI+VdzogNjZWsbGxvqgFAAD4OcfBwqmsrCxlZWV5bmdmZvr6kAAAoIT4PFgkJSUpMTHR14eRJNWbsMpn+z46vZfP9o3C4XyXTr48L8C9ysnzqqT/fvn8XSHx8fHKyMjwbOnp6b4+JAAAKCE+X7Fwu91yu92+PgwAACgF+BwLAABgjeMViytXrujgwYOe20eOHNHu3btVpUoV1alTx2pxAADAvzgOFtu3b1eXLl08t8eOHStJiouLU0pKirXCAACA/3EcLDp37ixjjC9qAQAAfo5rLAAAgDUECwAAYA3BAgAAWEOwAAAA1hAsAACANQQLAABgDcECAABYQ7AAAADWECwAAIA1BAsAAGANwQIAAFhDsAAAANYQLAAAgDUECwAAYA3BAgAAWEOwAAAA1hAsAACANQQLAABgDcECAABYQ7AAAADWECwAAIA1BAsAAGANwQIAAFhDsAAAANYQLAAAgDUECwAAYA3BAgAAWEOwAAAA1hAsAACANQQLAABgDcECAABYQ7AAAADWECwAAIA1hQoWs2fPVr169RQUFKQOHTro66+/tl0XAADwQ46DxUcffaSxY8cqISFBO3fuVKtWrRQTE6OzZ8/6oj4AAOBHHAeLmTNnatiwYRoyZIiaNm2quXPn6r777tOHH37oi/oAAIAfKe+k840bN7Rjxw7Fx8d72sqVK6du3bpp8+bNeY7JyspSVlaW53ZGRoYkKTMzszD1Fign6yfr+7zFF/X6K6ePs68eu9Jyvn1ZB4CSVVr+9jv5O+Ormm/t1xhTcEfjwIkTJ4wks2nTJq/28ePHm/bt2+c5JiEhwUhiY2NjY2NjKwNbenp6gVnB0YpFYcTHx2vs2LGe2zk5Obpw4YKqVq0ql8vl68MXSWZmpmrXrq309HSFhISUdDk+wRzLhnthjtK9MU/mWHaUtXkaY3T58mVFRkYW2M9RsKhWrZoCAgJ05swZr/YzZ84oIiIizzFut1tut9urLSwszMlhS1xISEiZ+KUoCHMsG+6FOUr3xjyZY9lRluYZGhp6xz6OLt4MDAxU27ZttX79ek9bTk6O1q9fr+joaOcVAgCAMsXxSyFjx45VXFyc2rVrp/bt22vWrFm6evWqhgwZ4ov6AACAH3EcLJ555hn9+OOPmjx5sk6fPq3WrVtrzZo1qlGjhi/qK1Fut1sJCQm5XsopS5hj2XAvzFG6N+bJHMuOe2Wet3OZO75vBAAA4O7wXSEAAMAaggUAALCGYAEAAKwhWAAAAGsIFgAAwBqCxf85evSohg4dqvr16ys4OFgNGzZUQkKCbty4UeC469eva/To0apataoqVaqkp59+Otcnk5Y2U6dOVceOHXXffffd9aegDh48WC6Xy2vr2bOnbwstgsLM0RijyZMnq2bNmgoODla3bt104MAB3xZaBBcuXNDAgQMVEhKisLAwDR06VFeuXClwTOfOnXOdxz/84Q/FVPHdmT17turVq6egoCB16NBBX3/9dYH9ly1bpiZNmigoKEgtWrTQ3/72t2KqtPCczDElJSXXOQsKCirGap3buHGj+vTpo8jISLlcLq1cufKOYzZs2KA2bdrI7XarUaNGSklJ8XmdReF0jhs2bMh1Hl0ul06fPl08BRcjgsX/+e6775STk6N58+Zpz549evvttzV37lxNnDixwHGvvPKKPvnkEy1btkxffPGFTp48qaeeeqqYqi6cGzduqH///ho5cqSjcT179tSpU6c82+LFi31UYdEVZo5vvPGG/uu//ktz587V1q1bVbFiRcXExOj69es+rLTwBg4cqD179mjt2rX69NNPtXHjRg0fPvyO44YNG+Z1Ht94441iqPbufPTRRxo7dqwSEhK0c+dOtWrVSjExMTp79mye/Tdt2qQBAwZo6NCh2rVrl/r166d+/frp22+/LebK757TOUq/fCT0r8/ZsWPHirFi565evapWrVpp9uzZd9X/yJEj6tWrl7p06aLdu3drzJgxevHFF5WamurjSgvP6Rxv2b9/v9e5rF69uo8qLEFOvt30XvPGG2+Y+vXr53v/pUuXTIUKFcyyZcs8bfv27TOSzObNm4ujxCJJTk42oaGhd9U3Li7O9O3b16f1+MLdzjEnJ8dERESY//iP//C0Xbp0ybjdbrN48WIfVlg4e/fuNZLMtm3bPG2rV682LpfLnDhxIt9xnTp1Mi+//HIxVFg47du3N6NHj/bczs7ONpGRkSYpKSnP/r/73e9Mr169vNo6dOhgRowY4dM6i8LpHJ08T0sjSWbFihUF9vm3f/s306xZM6+2Z555xsTExPiwMnvuZo6ff/65kWQuXrxYLDWVJFYsCpCRkaEqVarke/+OHTv0888/q1u3bp62Jk2aqE6dOtq8eXNxlFisNmzYoOrVqysqKkojR47U+fPnS7oka44cOaLTp097ncvQ0FB16NChVJ7LzZs3KywsTO3atfO0devWTeXKldPWrVsLHLtw4UJVq1ZNzZs3V3x8vH766Sdfl3tXbty4oR07dnidg3Llyqlbt275noPNmzd79ZekmJiYUnnOpMLNUZKuXLmiunXrqnbt2urbt6/27NlTHOUWG387j0XRunVr1axZU927d9dXX31V0uX4hM+/Nt1fHTx4UO+8847efPPNfPucPn1agYGBuV7Dr1GjRpl73axnz5566qmnVL9+fR06dEgTJ05UbGysNm/erICAgJIur8huna/bP5q+tJ7L06dP51pCLV++vKpUqVJgvb///e9Vt25dRUZG6ptvvtGrr76q/fv3a/ny5b4u+Y7OnTun7OzsPM/Bd999l+eY06dP+805kwo3x6ioKH344Ydq2bKlMjIy9Oabb6pjx47as2ePatWqVRxl+1x+5zEzM1PXrl1TcHBwCVVmT82aNTV37ly1a9dOWVlZev/999W5c2dt3bpVbdq0KenyrCrzKxYTJkzI84KZX2+3P6FPnDihnj17qn///ho2bFgJVe5MYebpxLPPPqt//ud/VosWLdSvXz99+umn2rZtmzZs2GBvEnfg6zmWBr6e4/DhwxUTE6MWLVpo4MCB+p//+R+tWLFChw4dsjgL2BQdHa1BgwapdevW6tSpk5YvX67w8HDNmzevpEuDA1FRURoxYoTatm2rjh076sMPP1THjh319ttvl3Rp1pX5FYt//dd/1eDBgwvs06BBA8/PJ0+eVJcuXdSxY0e9++67BY6LiIjQjRs3dOnSJa9VizNnzigiIqIoZTvmdJ5F1aBBA1WrVk0HDx5U165dre23IL6c463zdebMGdWsWdPTfubMGbVu3bpQ+yyMu51jRERErov9bt68qQsXLjj63evQoYOkX1boGjZs6Lhem6pVq6aAgIBc76oq6PkUERHhqH9JK8wcb1ehQgU99NBDOnjwoC9KLBH5nceQkJAysVqRn/bt2+vLL78s6TKsK/PBIjw8XOHh4XfV98SJE+rSpYvatm2r5ORklStX8IJO27ZtVaFCBa1fv15PP/20pF+u+D1+/Liio6OLXLsTTuZpww8//KDz5897/SPsa76cY/369RUREaH169d7gkRmZqa2bt3q+N0zRXG3c4yOjtalS5e0Y8cOtW3bVpL02WefKScnxxMW7sbu3bslqVjPY34CAwPVtm1brV+/Xv369ZMk5eTkaP369XrppZfyHBMdHa3169drzJgxnra1a9cW+/PvbhVmjrfLzs5WWlqannjiCR9WWryio6NzvU24NJ9HW3bv3l0qnnvWlfTVo6XFDz/8YBo1amS6du1qfvjhB3Pq1CnP9us+UVFRZuvWrZ62P/zhD6ZOnTrms88+M9u3bzfR0dEmOjq6JKZw144dO2Z27dplEhMTTaVKlcyuXbvMrl27zOXLlz19oqKizPLly40xxly+fNmMGzfObN682Rw5csSsW7fOtGnTxjRu3Nhcv369pKZRIKdzNMaY6dOnm7CwMPPxxx+bb775xvTt29fUr1/fXLt2rSSmcEc9e/Y0Dz30kNm6dav58ssvTePGjc2AAQM899/++3rw4EHz2muvme3bt5sjR46Yjz/+2DRo0MA89thjJTWFXJYsWWLcbrdJSUkxe/fuNcOHDzdhYWHm9OnTxhhjnn/+eTNhwgRP/6+++sqUL1/evPnmm2bfvn0mISHBVKhQwaSlpZXUFO7I6RwTExNNamqqOXTokNmxY4d59tlnTVBQkNmzZ09JTeGOLl++7HnOSTIzZ840u3btMseOHTPGGDNhwgTz/PPPe/ofPnzY3HfffWb8+PFm3759Zvbs2SYgIMCsWbOmpKZwR07n+Pbbb5uVK1eaAwcOmLS0NPPyyy+bcuXKmXXr1pXUFHyGYPF/kpOTjaQ8t1uOHDliJJnPP//c03bt2jUzatQoc//995v77rvPPPnkk15hpDSKi4vLc56/npckk5ycbIwx5qeffjI9evQw4eHhpkKFCqZu3bpm2LBhnj+EpZHTORrzy1tOJ02aZGrUqGHcbrfp2rWr2b9/f/EXf5fOnz9vBgwYYCpVqmRCQkLMkCFDvILT7b+vx48fN4899pipUqWKcbvdplGjRmb8+PEmIyOjhGaQt3feecfUqVPHBAYGmvbt25stW7Z47uvUqZOJi4vz6r906VLzm9/8xgQGBppmzZqZVatWFXPFzjmZ45gxYzx9a9SoYZ544gmzc+fOEqj67t16a+Xt2615xcXFmU6dOuUa07p1axMYGGgaNGjg9dwsjZzOccaMGaZhw4YmKCjIVKlSxXTu3Nl89tlnJVO8j7mMMcb36yIAAOBeUObfFQIAAIoPwQIAAFhDsAAAANYQLAAAgDUECwAAYA3BAgAAWEOwAAAA1hAsAACANQQLAABgDcECAABYQ7AAAADW/C/MCeWlJ493QQAAAABJRU5ErkJggg==\n", 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" ] @@ -2223,7 +2167,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 48, "metadata": { "hideCode": false, "slideshow": { @@ -2232,16 +2176,9 @@ "solution2": "hidden" }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n" - ] - }, { "data": { - "image/png": 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", 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\n", 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" ] @@ -2257,7 +2194,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 49, "metadata": { "hideCode": false, "slideshow": { @@ -2274,7 +2211,7 @@ " )" ] }, - "execution_count": 46, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } @@ -2307,7 +2244,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 50, "metadata": { "hideCode": false, "solution2": "hidden" @@ -2499,7 +2436,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 51, "metadata": { "hideCode": false, "solution2": "hidden" @@ -2521,7 +2458,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 52, "metadata": { "hideCode": false, "solution2": "hidden" @@ -2535,7 +2472,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 53, "metadata": { "hideCode": false, "solution2": "hidden" @@ -2543,7 +2480,7 @@ "outputs": [ { "data": { - "image/png": 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", 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\n", 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" ] @@ -2559,7 +2496,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 54, "metadata": { "hideCode": false, "solution2": "hidden" @@ -2567,7 +2504,7 @@ "outputs": [ { "data": { - "image/png": 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", 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2a9q0acEeBwAARKCgB8rKlSs1f/58/frXv1ZdXZ3cbrfuvvtuLViwwL9m3rx5amxsVE5Ojurr6zV+/HiVlZXxGSgAAECSZLP+9yNeI4TP55PD4ZDX65Xdbg/68dvz4WAwBx/UBgCRoSP/f/O7eAAAgHEIFAAAYBwCBQAAGIdAAQAAxiFQAACAcQgUAABgHAIFAAAYh0ABAADGIVAAAIBxCBQAAGAcAgUAABiHQAEAAMYhUAAAgHEIFAAAYBwCBQAAGIdAAQAAxiFQAACAcQgUAABgHAIFAAAYh0ABAADGIVAAAIBxCBQAAGAcAgUAABiHQAEAAMYhUAAAgHEIFAAAYJzocA8AfFMDCjdfds3xxVldMAkAIFi4ggIAAIxDoAAAAOMQKAAAwDgECgAAMA6BAgAAjEOgAAAA4xAoAADAOAQKAAAwDoECAACMQ6AAAADjECgAAMA4BAoAADBOSALlk08+0U9/+lP1799fffr00bBhw7R3717/fsuytGDBAiUlJalPnz7KyMjQkSNHQjEKAACIQEEPlM8//1zjxo1T79699fe//10ffPCBfv/73+vKK6/0r3nqqae0YsUKlZaWqrKyUn379lVmZqbOnj0b7HEAAEAEslmWZQXzgIWFhXr33Xf19ttvt7nfsiy53W49+OCD+s1vfiNJ8nq9cjqdWrNmjWbMmHHZP8Pn88nhcMjr9cputwdzfEnSgMLNQT8mzHd8cVa4RwCAbq0j/38H/QrKG2+8odGjR+snP/mJEhMTNXLkSD333HP+/ceOHZPH41FGRoZ/m8PhUFpamioqKto8ZlNTk3w+X8ANAAB0X0EPlI8//lirVq3SwIEDtWXLFt1zzz267777tHbtWkmSx+ORJDmdzoD7OZ1O/77zFRcXy+Fw+G/JycnBHhsAABgk6IHS2tqq66+/Xk888YRGjhypnJwczZ07V6WlpZ0+ZlFRkbxer/9WU1MTxIkBAIBpgh4oSUlJ+t73vhewbciQITp58qQkyeVySZJqa2sD1tTW1vr3nS82NlZ2uz3gBgAAuq+gB8q4ceN0+PDhgG0ffvihrrnmGklSamqqXC6XysvL/ft9Pp8qKyuVnp4e7HEAAEAEig72AR944AGNHTtWTzzxhO644w7t3r1bzz77rJ599llJks1mU35+vh577DENHDhQqampmj9/vtxut6ZNmxbscQAAQAQKeqDccMMN2rBhg4qKivS73/1OqampWr58ubKzs/1r5s2bp8bGRuXk5Ki+vl7jx49XWVmZ4uLigj0OAACIQEH/HJSuwOegIBT4HBQACK2wfg4KAADAN0WgAAAA4xAoAADAOAQKAAAwDoECAACMQ6AAAADjECgAAMA4BAoAADAOgQIAAIxDoAAAAOMQKAAAwDgECgAAMA6BAgAAjEOgAAAA4xAoAADAOAQKAAAwDoECAACMQ6AAAADjECgAAMA4BAoAADAOgQIAAIxDoAAAAOMQKAAAwDgECgAAMA6BAgAAjEOgAAAA4xAoAADAOAQKAAAwDoECAACMQ6AAAADjECgAAMA4BAoAADAOgQIAAIxDoAAAAONEh3sAwBQDCjdfds3xxVldMAkAgCsoAADAOAQKAAAwDoECAACMQ6AAAADjECgAAMA4IQ+UxYsXy2azKT8/37/t7Nmzys3NVf/+/XXFFVdo+vTpqq2tDfUoAAAgQoQ0UPbs2aNnnnlG3//+9wO2P/DAA3rzzTf16quvaseOHTp16pRuv/32UI4CAAAiSMgCpaGhQdnZ2Xruued05ZVX+rd7vV49//zzWrp0qW655RaNGjVKq1ev1nvvvaddu3aFahwAABBBQhYoubm5ysrKUkZGRsD2qqoqNTc3B2wfPHiwUlJSVFFR0eaxmpqa5PP5Am4AAKD7Csknyb700kuqrq7Wnj17Ltjn8XgUExOj+Pj4gO1Op1Mej6fN4xUXF2vRokWhGBUAABgo6FdQampqdP/992vdunWKi4sLyjGLiork9Xr9t5qamqAcFwAAmCnogVJVVaW6ujpdf/31io6OVnR0tHbs2KEVK1YoOjpaTqdT586dU319fcD9amtr5XK52jxmbGys7HZ7wA0AAHRfQf8Rz8SJE3XgwIGAbbNnz9bgwYP18MMPKzk5Wb1791Z5ebmmT58uSTp8+LBOnjyp9PT0YI8DAAAiUNADpV+/frruuusCtvXt21f9+/f3b58zZ44KCgqUkJAgu92ue++9V+np6brxxhuDPQ4AAIhAIXmR7OUsW7ZMUVFRmj59upqampSZmamnn346HKMAAAAD2SzLssI9REf5fD45HA55vd6QvB5lQOHmoB8T3cPxxVnhHgEAIlZH/v/md/EAAADjECgAAMA4BAoAADAOgQIAAIxDoAAAAOMQKAAAwDgECgAAMA6BAgAAjEOgAAAA4xAoAADAOAQKAAAwDoECAACMQ6AAAADjECgAAMA4BAoAADAOgQIAAIwTHe4BgEgyoHDzZdccX5zVBZMAQPfGFRQAAGAcAgUAABiHQAEAAMYhUAAAgHEIFAAAYBwCBQAAGIdAAQAAxiFQAACAcQgUAABgHAIFAAAYh0ABAADGIVAAAIBxCBQAAGAcAgUAABiHQAEAAMYhUAAAgHEIFAAAYBwCBQAAGIdAAQAAxiFQAACAcQgUAABgHAIFAAAYJ+iBUlxcrBtuuEH9+vVTYmKipk2bpsOHDwesOXv2rHJzc9W/f39dccUVmj59umpra4M9CgAAiFBBD5QdO3YoNzdXu3bt0tatW9Xc3Kxbb71VjY2N/jUPPPCA3nzzTb366qvasWOHTp06pdtvvz3YowAAgAgVHewDlpWVBXy9Zs0aJSYmqqqqSj/4wQ/k9Xr1/PPPa/369brlllskSatXr9aQIUO0a9cu3XjjjcEeCQAARJiQvwbF6/VKkhISEiRJVVVVam5uVkZGhn/N4MGDlZKSooqKilCPAwAAIkDQr6D8r9bWVuXn52vcuHG67rrrJEkej0cxMTGKj48PWOt0OuXxeNo8TlNTk5qamvxf+3y+kM0MAADCL6RXUHJzc/X+++/rpZde+kbHKS4ulsPh8N+Sk5ODNCEAADBRyAIlLy9PmzZt0vbt23X11Vf7t7tcLp07d0719fUB62tra+Vyudo8VlFRkbxer/9WU1MTqrEBAIABgh4olmUpLy9PGzZs0LZt25Samhqwf9SoUerdu7fKy8v92w4fPqyTJ08qPT29zWPGxsbKbrcH3AAAQPcV9Neg5Obmav369Xr99dfVr18//+tKHA6H+vTpI4fDoTlz5qigoEAJCQmy2+269957lZ6ezjt4AACApBAEyqpVqyRJEyZMCNi+evVq/fznP5ckLVu2TFFRUZo+fbqampqUmZmpp59+OtijAACACBX0QLEs67Jr4uLiVFJSopKSkmD/8QAAoBvgd/EAAADjECgAAMA4BAoAADAOgQIAAIxDoAAAAOMQKAAAwDgECgAAMA6BAgAAjEOgAAAA4xAoAADAOAQKAAAwTtB/Fw/Q0w0o3HzZNccXZ3XBJAAQubiCAgAAjEOgAAAA4xAoAADAOAQKAAAwDoECAACMQ6AAAADjECgAAMA4fA4KEAZ8VgoAXBpXUAAAgHEIFAAAYBwCBQAAGIdAAQAAxiFQAACAcQgUAABgHAIFAAAYh0ABAADGIVAAAIBx+CRZwFB82iyAnowrKAAAwDgECgAAMA6BAgAAjEOgAAAA4xAoAADAOAQKAAAwDoECAACMQ6AAAADjECgAAMA4fJIsEMFM+7TZ9szTHnxCLoCwXkEpKSnRgAEDFBcXp7S0NO3evTuc4wAAAEOELVBefvllFRQUaOHChaqurtbw4cOVmZmpurq6cI0EAAAMEbYf8SxdulRz587V7NmzJUmlpaXavHmzXnjhBRUWFoZrLKBHMu1HReh+eIyZJRL+PsISKOfOnVNVVZWKior826KiopSRkaGKiooL1jc1Nampqcn/tdfrlST5fL6QzNfa9EVIjguEQ3v+nbTnMR+s47RHqP5tI3yC9RhDcITr7+PrY1qWddm1YQmUzz77TC0tLXI6nQHbnU6n/vWvf12wvri4WIsWLbpge3JycshmBLoLx3KzjmPanwVz8PdullD+fZw5c0YOh+OSayLiXTxFRUUqKCjwf93a2qrTp0+rf//+stlsQf2zfD6fkpOTVVNTI7vdHtRjIxDnuutwrrsW57vrcK671jc935Zl6cyZM3K73ZddG5ZAueqqq9SrVy/V1tYGbK+trZXL5bpgfWxsrGJjYwO2xcfHh3JE2e12HuxdhHPddTjXXYvz3XU4113rm5zvy105+VpY3sUTExOjUaNGqby83L+ttbVV5eXlSk9PD8dIAADAIGH7EU9BQYFmzZql0aNHa8yYMVq+fLkaGxv97+oBAAA9V9gC5c4779R//vMfLViwQB6PRyNGjFBZWdkFL5ztarGxsVq4cOEFP1JC8HGuuw7numtxvrsO57prdeX5tlntea8PAABAF+KXBQIAAOMQKAAAwDgECgAAMA6BAgAAjNMjA6WkpEQDBgxQXFyc0tLStHv37kuuf/XVVzV48GDFxcVp2LBh+tvf/tZFk0a+jpzrNWvWyGazBdzi4uK6cNrItXPnTk2ZMkVut1s2m00bN2687H3eeustXX/99YqNjdV3vvMdrVmzJuRzdgcdPddvvfXWBY9rm80mj8fTNQNHsOLiYt1www3q16+fEhMTNW3aNB0+fPiy9+M5u3M6c75D+bzd4wLl5ZdfVkFBgRYuXKjq6moNHz5cmZmZqqura3P9e++9p7vuuktz5szRvn37NG3aNE2bNk3vv/9+F08eeTp6rqWvPp3w008/9d9OnDjRhRNHrsbGRg0fPlwlJSXtWn/s2DFlZWXp5ptv1v79+5Wfn69f/vKX2rJlS4gnjXwdPddfO3z4cMBjOzExMUQTdh87duxQbm6udu3apa1bt6q5uVm33nqrGhsbL3ofnrM7rzPnWwrh87bVw4wZM8bKzc31f93S0mK53W6ruLi4zfV33HGHlZWVFbAtLS3Nuvvuu0M6Z3fQ0XO9evVqy+FwdNF03Zcka8OGDZdcM2/ePGvo0KEB2+68804rMzMzhJN1P+0519u3b7ckWZ9//nmXzNSd1dXVWZKsHTt2XHQNz9nB057zHcrn7R51BeXcuXOqqqpSRkaGf1tUVJQyMjJUUVHR5n0qKioC1ktSZmbmRdfjK50515LU0NCga665RsnJyZo6daoOHjzYFeP2ODyuu96IESOUlJSkH/7wh3r33XfDPU5E8nq9kqSEhISLruGxHTztOd9S6J63e1SgfPbZZ2ppabng02qdTudFfx7s8Xg6tB5f6cy5HjRokF544QW9/vrr+vOf/6zW1laNHTtW//73v7ti5B7lYo9rn8+n//73v2GaqntKSkpSaWmpXnvtNb322mtKTk7WhAkTVF1dHe7RIkpra6vy8/M1btw4XXfddRddx3N2cLT3fIfyeTtsH3UPnC89PT3gl0WOHTtWQ4YM0TPPPKNHH300jJMBnTdo0CANGjTI//XYsWP10UcfadmyZfrTn/4UxskiS25urt5//32988474R6lR2jv+Q7l83aPuoJy1VVXqVevXqqtrQ3YXltbK5fL1eZ9XC5Xh9bjK5051+fr3bu3Ro4cqaNHj4ZixB7tYo9ru92uPn36hGmqnmPMmDE8rjsgLy9PmzZt0vbt23X11Vdfci3P2d9cR873+YL5vN2jAiUmJkajRo1SeXm5f1tra6vKy8sDCvB/paenB6yXpK1bt150Pb7SmXN9vpaWFh04cEBJSUmhGrPH4nEdXvv37+dx3Q6WZSkvL08bNmzQtm3blJqaetn78NjuvM6c7/MF9Xk7JC+9NdhLL71kxcbGWmvWrLE++OADKycnx4qPj7c8Ho9lWZY1c+ZMq7Cw0L/+3XfftaKjo60lS5ZYhw4dshYuXGj17t3bOnDgQLi+hYjR0XO9aNEia8uWLdZHH31kVVVVWTNmzLDi4uKsgwcPhutbiBhnzpyx9u3bZ+3bt8+SZC1dutTat2+fdeLECcuyLKuwsNCaOXOmf/3HH39sfetb37Ieeugh69ChQ1ZJSYnVq1cvq6ysLFzfQsTo6LletmyZtXHjRuvIkSPWgQMHrPvvv9+Kioqy/vGPf4TrW4gY99xzj+VwOKy33nrL+vTTT/23L774wr+G5+zg6cz5DuXzdo8LFMuyrJUrV1opKSlWTEyMNWbMGGvXrl3+fTfddJM1a9asgPWvvPKK9d3vfteKiYmxhg4dam3evLmLJ45cHTnX+fn5/rVOp9OaPHmyVV1dHYapI8/Xb2U9//b1+Z01a5Z10003XXCfESNGWDExMda3v/1ta/Xq1V0+dyTq6Ll+8sknrWuvvdaKi4uzEhISrAkTJljbtm0Lz/ARpq3zLCngscpzdvB05nyH8nnb9v9DAQAAGKNHvQYFAABEBgIFAAAYh0ABAADGIVAAAIBxCBQAAGAcAgUAABiHQAEAAMYhUAAAgHEIFAAAYBwCBQAAGIdAAQAAxiFQAACAcf4P2Nwy8CEQ+VMAAAAASUVORK5CYII=\n", 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" ] @@ -2587,7 +2524,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 55, "metadata": { "hideCode": false, "solution2": "hidden" @@ -2677,7 +2614,7 @@ "8834 2.175830 01:00:00 2015-01-01" ] }, - "execution_count": 52, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" } @@ -2689,7 +2626,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 56, "metadata": { "hideCode": false, "solution2": "hidden" @@ -2697,7 +2634,7 @@ "outputs": [ { "data": { - "image/png": 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", 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\n", 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" ] @@ -2717,19 +2654,12 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 57, "metadata": { "hideCode": false, "solution2": "hidden" }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.SGD` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.SGD`.\n" - ] - }, { "name": "stdout", "output_type": "stream", @@ -2739,7 +2669,7 @@ }, { "data": { - "image/png": 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", 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\n", 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" ] @@ -2764,7 +2694,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 58, "metadata": { "hideCode": false, "solution2": "hidden" @@ -2785,7 +2715,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 59, "metadata": { "hideCode": false, "solution2": "hidden" @@ -2793,7 +2723,7 @@ "outputs": [ { "data": { - "image/png": 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", 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\n", "text/plain": [ "
" ] @@ -2810,7 +2740,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 60, "metadata": { "hideCode": false, "solution2": "hidden" @@ -2822,7 +2752,7 @@ "1.877599494949569" ] }, - "execution_count": 57, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" } @@ -2840,7 +2770,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 61, "metadata": { "hideCode": false, "solution2": "hidden" @@ -2986,7 +2916,7 @@ "10310 1.969465 19:00:00 2015-01-31" ] }, - "execution_count": 58, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" } @@ -3044,13 +2974,6 @@ "
Thank you for the attention, this concludes the A.D. training.
\n", "
We will be happy to see you in another Transferlab training soon!
" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {