EDA.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<font color=\"black\" size=\"6\" style=\"font-family:sans-serif\">Will They Claim it or Not?</font>\n",
    "<br>\n",
    "<img src=\"travel1.jpg\" style=\"width: 1000px;margin-left:10px\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Business Overview"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- SafeTravels is world’s largest insurance companies specializing in travel insurance\n",
    "\n",
    "- Potential Customers - Travelers wanting to insure themselves against travel related risks\n",
    "\n",
    "- Offerings - 1-way travel insurance, 2-way insurance, insurance against cancellations, renting vehicles insurance, etc."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Problem Statement\n",
    "- Building an ML model to predict whether the customer will apply for the claim or not\n",
    "\n",
    "## Core Business Problem being solved?\n",
    "- Building an ML model to predict whether the customer will apply for the claim or not\n",
    "- 1000s of claims spread across different products are received weekly thereby increasing manual effort and time\n",
    "- Automatically predicting the claims could lead less effort, time and operational costs\n",
    "- Whenever a claim is registered and if accepted it is a cost to the company\n",
    "\n",
    "## Stakeholder\n",
    "- CFO, The company board\n",
    "- Director Claims Division,\n",
    "- Head of New Products\n",
    "- COO\n",
    "- We are going ahead with <b>CFO</b>\n",
    "\n",
    "## Data Science Metric\n",
    "Precision score.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os \n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from palettable.colorbrewer.diverging import *\n",
    "\n",
    "sns.set(style='whitegrid', palette=\"Spectral_r\")\n",
    "cb_pal = sns.cubehelix_palette(8, start=0.5, rot=-.75)\n",
    "cpal = sns.color_palette(\"Blues\")\n",
    "sns.palplot(cpal)\n",
    "sns.palplot(cb_pal)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Loading the Data\n",
    "df_test = pd.read_csv('./file/test.csv')\n",
    "df_train = pd.read_csv('./file/train.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Converting Claim to object type\n",
    "df_train['Claim'] = df_train['Claim'].astype(object)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# EDA"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ClaimRate vs AgencyType"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting the graph fpr claim rate vs Agency Type\n",
    "plt.figure(figsize=(10,8))\n",
    "cla_agencytype = pd.DataFrame(df_train.groupby(['Agency Type'])['Claim'].value_counts(normalize=True)*100) #converting claim counts grouped by agency type to percentage\n",
    "cla_agencytype.columns = ['Claim_Rate']  #replacing the claim colum with claim rate\n",
    "ax = cla_agencytype.unstack().plot(kind = 'bar')\n",
    "\n",
    "for i in ax.patches:\n",
    "    w,h = i.get_width(),i.get_height()\n",
    "    x,y = i.get_xy()\n",
    "    ax.annotate(str(np.round(h,2))+ '%',(x,y+h+0.5))\n",
    "    \n",
    "plt.ylabel(\"Claim Rate\")\n",
    "plt.title(\"Claim Rate as per Agency Type\")\n",
    "plt.legend(['Not Claimed', 'Claimed'], loc = 'upper left')\n",
    "plt.ylim(0,100)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Insights and Recommendations\n",
    "Insights\n",
    "\n",
    "Airlines have higher claim rate whereas more than 90% of insurances in train agency are not claimed\n",
    "Recommendations\n",
    "\n",
    "Products team can expand the train agency type portfolio"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Top 5 agencies having better claim rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "tl= df_train\n",
    "sns.countplot('Agency', hue='Claim', data=df_train)\n",
    "plt.title('Agency vs Claim')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmYAAAGTCAYAAACCm969AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABYKElEQVR4nO3dd3yN9///8Ue2EUpUtBVt0aLEaNUeqdEaSUTFJkqpWq1S1Ahqz9qr1N4aI1EaLVo1i1RLilKtrYkZIvvk+v3h53ybT0RQOecked5vt8/tc8613q/rvHucZ97XsjMMw0BERERErM7e2gWIiIiIyD0KZiIiIiI2QsFMRERExEYomImIiIjYCAUzERERERuhYCYiIiJiIxytXYCIPF0mk4lly5axefNmTCYTiYmJ1KlTh969e+Ps7MzAgQN59dVX6dy5c5rb2LFjB/v37ycwMPCJarh48SJvv/02JUqUME+LiYnhueeeY+zYsRQpUuSh68+aNYtSpUpRv379J2rflty4cYO33nqLpk2bMnLkSGuX80CjR4/m0KFDAJw5c4bChQuTI0cOANauXWt+LSIZz073MRPJWoYOHUpUVBRjxowhT548xMTE0K9fP3Lnzs2kSZMeKZj9VxcvXsTX15cjR46YpxmGwejRo7l58yZTpkx56PoBAQG0a9eOhg0bZliNlrJgwQKOHz/OTz/9xI4dO8iXL5+1S3qounXrMn36dMqWLWvtUkSyJY2YiWQhFy5cYPPmzezZswdXV1cAcuXKxYgRI1KEpPuCgoJYu3YtiYmJREVF8cEHH9C2bVs2bNjAtm3b+PLLLwkICKBMmTIcOHCA69ev06FDB65fv87BgweJjY1l2rRplCxZMt3a4uPjuXr1KgUKFADg77//ZuTIkcTExBAZGUmpUqWYNm0aQUFBhIeHM3HiRBwcHPDy8mLy5MkcOnQIk8lE6dKlCQwMNO/ffdeuXWPYsGFcv36dq1evUrhwYaZNm0aBAgVYtWoVa9aswcnJCRcXF0aOHMkrr7ySYv2ZM2dy+vRprl27xvXr1ylVqhRjxozB1dWViIgIRo4cyZUrV0hMTMTb25tu3bpx8eJF2rVrR/Hixbl06RLLly/H3d3dvM3k5GTWrl3LsGHDiImJYe3atXz44YfAvZHNiRMnsnPnTvLkyUO5cuU4c+YMy5cv586dO4wZM4ZTp06RmJhItWrVGDBgAI6OjpQtW5auXbuyd+9eIiMj6dChAx07dgTgyy+/ZOPGjTg6OvLSSy8xfvx4Pv74Yxo2bEirVq0AmDt3Ljdv3mTw4MHp9llsbCy1a9dm3bp1FC1aFIBOnTrRrl07tm/fjp2dHWfOnOHGjRvUqFGDwMBAnJycOHPmDGPGjOHWrVuYTCYCAgJo3rx5uu2JCGCISJYRGhpq+Pv7P3SZzz77zPjqq6+M6Ohoo2XLlsaNGzcMwzCMI0eOGBUqVDAMwzDWr19vdO3a1TAMw2jfvr3Rq1cvwzAM49dffzVKlChh7NixwzAMwxgzZowRGBiYqo0LFy4YpUqVMpo0aWL4+PgY1apVMxo2bGhMmTLFiI6ONgzDMMaPH29s2rTJMAzDSEhIMHx8fIzQ0FBzm99++61hGIYxc+ZMY/z48UZycrJhGIbxxRdfGMOHD0/V5pIlS4wvv/zSMAzDSE5ONrp06WIsXLjQSEpKMsqUKWNEREQYhmEYGzduNNasWZNq/RkzZhi1a9c2rl69aphMJqNv377G+PHjDcMwjICAAPM+x8XFGQEBAcaWLVuMCxcuGCVKlDAOHTr0wM/6xx9/NKpXr24kJiYaW7duNWrVqmUkJCQYhmEYq1evNtq1a2fExcUZ8fHxxvvvv2+0b9/eMAzDGDhwoLFs2TLDMAwjKSnJ6NevnzF//nzDMAyjRIkSxvLlyw3DMIxjx44Znp6eRlxcnLF9+3bjnXfeMW7dumUYhmGMHTvWmDNnjvH999+b/5swmUxGnTp1jDNnzjywXsMwjDp16hhHjx41vx89erQxYcIEwzAM49y5c4aXl5eRlJRkfPbZZ0bTpk2N6OhoIz4+3mjXrp2xfPlyIzEx0WjcuLERHh5uGIZh3L5922jUqJFx5MiRNNsUkf+jETORLMTe3p7k5ORHWjZ37tzMmzePXbt2cfbsWU6ePElMTMwDl3377bcBzOeG1apVC4AXX3yRgwcPPnCdHDlyEBwcDMDu3bvp378/NWrUIHfu3AD079+fvXv3smDBAs6ePUtkZOQD2//xxx+5c+cO+/btAyAxMdE86vZv7733HocPH2bx4sWcPXuW06dPU758eRwcHGjYsCGtW7fmrbfeokaNGvj6+j6w5oYNG/Lss88C0Lx5c8aOHctHH33EoUOHiIqKYvr06cC98+VOnjxJuXLlcHR0pEKFCg/c3urVq/H19cXR0ZF69eoxfPhwQkND8fX1ZdeuXfj5+eHi4gJAq1atWL58uXmfjx07RlBQEABxcXEptluvXj0AypQpQ0JCAjExMezfv5+GDRvyzDPPADBo0CDg3sjc6NGjOXnyJBEREXh4eFCsWLEH1vsgbdu2pX379vTp04e1a9fSvHlzHBwcAHj33XfN/enn58eOHTuoWrUq58+fTzEiFxcXx/Hjx9P8nETk/yiYiWQh5cqV46+//iI6OjrFob6IiAiGDh3KjBkzzNP++ecfWrVqRcuWLalYsSINGzbkhx9+eOB2nZ2dU7x3cnJ6rLpq1apFp06d6Nu3L99++y158uShb9++mEwmGjVqxFtvvcWVK1cwHnDKa3JyMoMHD8bLywuAu3fvEh8fn2q5SZMmcfToUfz9/alSpQpJSUnm7U2ePJlTp06xb98+FixYQFBQEHPnzk21jfuB436794OuYRisWbOGnDlzAvdO6HdxceHmzZs4Ozvj6Jj6n9JLly6xa9cufv/9d7777jsAkpKSWLp0qTms/Zu9/f9dJJ+cnMz06dMpXrw4ALdv38bOzs48/36Yuz/NMAwcHBxSLHP79m1u376Nh4cHrVu3JigoiMjISFq3bp2q1ocpWrQoJUuWZMeOHWzevJmvv/76gZ+XYRjY29tjMpnImzevOZTDvcPMefLkeax2RbIr3S5DJAspVKgQvr6+DB48mOjoaACio6P5/PPPyZcvX4qr68LDw3Fzc6NHjx7UqlXLHMpMJlOG1Pb++++TN29eczjcs2cPPXv2pHHjxtjZ2fHbb7+Z23ZwcCApKQmAmjVrsnLlShISEkhOTmbo0KEPvHhgz549vPfeezRt2pQCBQqwb98+TCYTN27cwMvLi3z58tGxY0c++eQT/vjjjwfWuGPHDu7cuUNycjLr1q2jTp06uLq6UqFCBRYvXgzcCzxt2rRhx44dD93ftWvXUrFiRXbv3s3OnTvZuXMnGzZs4Pjx44SFheHl5UVISAgJCQkkJSWxceNG87o1a9ZkyZIlGIZBQkIC3bt3Z8WKFQ9tr3r16nz//ffmfp85cyZLliwBoEWLFmzfvp3ff//dPPr5ONq2bcvEiRMpX748hQoVMk//9ttvSUhIID4+no0bN1KnTh2KFi2Ki4uLOZhduXIFHx8fwsPDH7tdkexII2YiWczw4cOZM2cOrVu3xsHBgYSEBOrXr89HH32UYrkaNWoQFBREw4YNyZkzJ+XKlcPNzY1z585lSF1OTk4MHTqULl260KJFC/r06UPPnj155plnyJkzJ5UqVeL8+fMA1KlThwkTJpCYmEiPHj2YMGEC7777LiaTiddee42BAwem2n7Pnj2ZOHEic+bMwcHBgTfeeIPz58/j5uZG9+7d6dixIzly5MDBwYHRo0c/sMZnn32WDz74gJs3b1KpUiW6desG3BtxGzVqFL6+viQkJODj40OTJk24ePHiA7eTkJBAUFAQY8eOTTH95Zdfxtvbm6VLlzJt2jT+/vtvmjZtSq5cufDw8DCPyA0ZMoQxY8bg6+tLYmIi1atXp0uXLg/9fL28vPjzzz9p06YNAK+88gqjRo0CoECBAnh6elK8ePHHHu2Ee/0RGBiYarQtR44ctG3bltu3b9OgQQP8/f2xt7dnzpw5jBkzhq+++oqkpCR69+5NxYoVH7tdkexIt8sQEeHeCNPNmzcZNmyYRdrbs2cP169fx8/PD7h3LzEXFxf69+//1Nu6ceMGzZs3Z+XKlTz//POPvf4vv/zC0KFD+eabb8yHSy1x2xWR7EgjZiIiVvDqq6+ycOFCFi5ciMlkolSpUnz++edPvZ1169YxZcoUunXr9kSh7LPPPuPgwYNMmDAhxTlsIpIxMnTELDo6mtatWzNv3jw8PDzM01euXEloaKj5CqTLly/Tv39/rl+/TtGiRZk8ebL5Sh8RERGR7CLDTv7/7bffaNOmDWfPnk0x/c8//+TLL79MMW3EiBG0bduW0NBQPD09mTNnTkaVJSIiImKzMiyYrVu3juHDh6e4C3ZCQgLDhg2jd+/e5mmJiYkcOnSIBg0aANCsWTNCQ0MzqiwRERERm5Vh55iNGTMm1bQvvvgCf3//FIc1b968iaurq/mePgULFiQiIuKR20lOTubu3bs4OTnp/AcRERGxaYZhkJiYSO7cuVPcv/A+i538v3fvXq5cucKgQYP4+eefUxT4vx4nYN29e5dTp049lRpFRERELKFEiRIPvPGyxYLZN998w+nTp/Hz8yMmJoZr167xySefMGnSJKKjozGZTDg4OHD16tUUhz/Tc/+ePCVKlEh1d/KsIjw8HE9PT2uXIU9I/Zd5qe8yN/Vf5pWV+y4hIYFTp06leU9BiwWzcePGmV///PPPzJo1i2nTpgHw5ptvsnXrVnx9fdm0aRO1a9d+5O3eH11zdnY2P6YkK8rK+5YdqP8yL/Vd5qb+y7yyet+ldXTQJh7JNHz4cNatW0fjxo05fPgwn3zyibVLEhEREbG4DB8x27lzZ6ppVapUoUqVKub3hQsXNt/TTERERCS7sokRMxERERHJ4o9kSkxM5OLFi8TFxVm7lP/E0dGREydOWLuM/yRHjhx4eHg80QOURUREsossHcwuXrxInjx5ePnllzP1Pc7u3r2bqR9RZRgG169f5+LFixQtWtTa5YiIiNisLH0oMy4ujgIFCmTqUJYV2NnZUaBAgUw/cikiIpLRsnQwg8e7Wa1kHPWDiIhI+rJ8MPu3BJPJatu9ePEiJUuWZO/evSmm161bl4sXLz503a5duz5wumEYLF68GD8/P/z8/Hj33XfZsmWLeX7JkiUfut0dO3Ywffr0dGt/XI+yTyIiIpJalj7H7H85OzjQcOk3T327oe/5PNJyTk5ODB06lJCQEFxdXR95+4cPH37g9KlTp3L8+HFWrFhBnjx5+Oeff2jfvj358+enevXq6W63Xr161KtX75HrEBERkYyVrUbMrM3d3Z3q1aszYcKEB86fN28ejRs3xtfXl/Hjx2MymRg9ejQALVq0SLHs3bt3Wbp0KZ9//rn5WVvPPfccU6ZMoWDBgimWjYiIoHPnzrRs2ZI6deowefJkADZs2MDAgQOBe6NckyZNwtvbmyZNmvDjjz/SoUMHvLy82Lp1KwDXrl2jR48eNGvWDH9/f/bt2wfArVu3+OCDD/D19eWTTz4hPj7+KX1iIiIi2YuCmYUNHDiQPXv2pDqkuWvXLnbu3MmGDRvYuHEj586dY82aNQQGBgLw9ddfp1j+r7/+Infu3Hh4eKSYXq5cOV599dUU07755ht8fHxYt24dISEhrFq1ihs3bqSqzd3dnS1btlCmTBnmz5/PokWLmDRpEvPnzwdgzJgx+Pv7s2HDBubOncuwYcOIjo5mxowZlC5dms2bN9OuXTuuXbv2nz8nERGR7ChbHcq0Ba6urowaNcp8SPO+AwcO4O3tTY4cOQDw9/dn06ZNtGvX7oHbsbe3xzCMR2qzc+fOHDhwgIULF3L69GkSExOJjY1Ntdz9Z5S+8MILuLu74+joyAsvvMDt27cB2LdvH3/99RczZswAICkpiQsXLnDw4EG++OILACpVqkSRIkUe8dMQERGRf1Mws4KaNWumOqSZnJycarmkpKQ0t1G8eHHi4uK4fPkyL7zwgnn6li1buHbtGu+995552vjx47lw4QI+Pj7Ur1+fffv2PTDU/fvmr46Oqf/TSE5OZunSpeTLlw+4d4j02Wefxc7OLsX2HBwc0qxbRERE0qZDmVZy/5BmZGQkAFWrVmXLli3ExcWRlJTE+vXrqVq1KnAv6PxvSMuRIwft2rXj888/Jzo6Grh35eeUKVMoXrx4imX37t1L586dadSoEVeuXCEiIuKBQTA9VatWZdWqVQD8+eefNGnShNjYWKpVq0ZwcDAAR48e5fz584+9bREREdGImdXcP6TZuXNnAOrUqcOJEyfw9/cnKSmJWrVq0b59ewC8vLzw8/Njw4YNuLi4mLfRp08fZs2aRcuWLXF0dMTBwYFPP/2UmjVrpmjrww8/ZMCAAeTNm5cCBQrg6en5RLezCAwMZNiwYfj6+gIwceJEXF1d+fjjjxk4cCDe3t4UK1ZMhzJFRESekJ3xqCcq2aj4+HjCw8Px9PRMEVoATpw4wWuvvWZ+n2Ay4ZwBh9kyarv3ZfZHMt33v/2RXYSFhVGxYkVrlyFPQH2Xuan/Mq+s3HcPyy2QzQ5lZlR4yshQJiIiItlHtgpmIiIiIrZMwUxERETERiiYiYiIiNgIBTMRERERG6FgJiIiImIjFMxEREREbES2CmamZJNVtxsdHc2IESPw8fHBz8+PgIAAfv/9d37++WcCAgIeuu706dPZsWPH0yjX7OLFi9StW/epblNERESeXLa687+DvQPLT6186tsNKPHgB43/W3JyMh988AFVqlRh06ZNODo6cuDAAT744AOGDx+e7vq9e/d+GqWKiIiIDctWwcyafv75ZyIjI/n444+xt783UFm1alXGjRvH3bt3zcsdPHiQqVOnEhcXR1RUFP3796d27doMHDiQypUrU7lyZXr27EmRIkU4deoUnp6eVK5cmY0bNxIVFcXs2bMpXrw4R48eZdy4ccTFxZE/f35GjBhBkSJFOH78OEOGDAGgVKlSVvksRERE5MGy1aFMazp+/Dhly5Y1h7L7vLy8KFCggPn9ihUrGD16NBs3bmTMmDHMmTMn1bb++OMPevToQWhoKMeOHePSpUusXbsWHx8f1q5dS0JCAoGBgXzxxRds3LiRTp06MXToUAA+++wz+vfvz8aNG/Hw8MjYnRYREZHHohEzC7G3t+dRHks6adIkfvjhB0JDQ/ntt99SjKbd9+yzz1K6dGkAnnvuOapVqwbACy+8wMWLFzl79iwXLlyge/fu5nWio6O5ceMGkZGRVK9eHYBmzZqxfv36p7F7IiIi8hQomFmIp6cnq1atwjAM7OzszNOnTJliDkoAbdu2pUqVKlSpUoVq1arRr1+/VNtydnZO8d7hf57VmZycjIeHB8HBwQCYTCauXbuGnZ1dinD4v+uJiIiIdelQpoW8+eabFChQgFmzZmEy3buKc/fu3WzYsIEbN24AcOvWLc6ePUvv3r3x8vJi79695mUfR7FixYiKiuLw4cMArF+/nn79+pE/f35eeOEFfvzxRwC++eabp7NzIiIi8lRkqxEzU7Lpka6gfJLtOtg/fPTJzs6OOXPmMG7cOHx8fHB0dCR//vzMnz+fO3fuAJAvXz5atGiBt7c3rq6uVKhQgbi4OGJjYx+rHmdnZ6ZPn86YMWOIj4/H1dWVCRMmAPcOlQ4aNIhp06ZRoUKFJ9pfERERyRh2xqOc+GTD4uPjCQ8Px9PTExcXlxTzTpw4wWuvvWalyp6eu3fvkjt3bmuX8Z9llf54XGFhYVSsWNHaZcgTUN9lbuq/zCsr993DcgvoUKaIiIiIzVAwExEREbERCmYiIiIiNiLLB7NMfgpdlqF+EBERSV+WDmY5cuTg+vXrCgVWZhgG169fJ0eOHNYuRURExKZl6dtleHh4cPHiRa5evWrtUv6ThISEVDeVzWxy5MihR0CJiIikI0sHMycnJ4oWLWrtMv6zsLAwypcvb+0yREREJINl6UOZIiIiIplJhgez6OhofHx8uHjxIgBr167Fx8cHX19fBg0aREJCAnDv5qP+/v40aNCAIUOGkJSUlNGliYiIiNiUDA1mv/32G23atOHs2bMA/P333yxcuJA1a9YQEhJCcnIyq1atAqB///4MHTqUbdu2YRgG69aty8jSRERERGxOhgazdevWMXz4cNzd3YF7z3D8/PPPcXV1xc7OjhIlSnD58mUuXbpEXFyc+dmNzZo1IzQ0NCNLExEREbE5GXry/5gxY1K8L1y4MIULFwbgxo0brFy5knHjxhEZGUnBggXNyxUsWJCIiIiMLE1ERETE5ljlqsyIiAi6dOmCv78/VapU4Zdffkm1jJ2d3WNtMzw8/GmVZ5PCwsKsXYL8B+q/zEt9l7mp/zKv7Np3Fg9mZ86c4YMPPqB9+/a8//77ABQqVIhr166Zl7l69ar58OejSusp7VlBWFgYFStWtHYZ8oTUf5mX+i5zU/9lXlm57+Lj4x86mGTR22VER0fTuXNnevfubQ5lcO8Qp4uLizkdb9q0idq1a1uyNBERERGrs+iIWVBQENeuXWPRokUsWrQIgLp169K7d28mT55MYGAgd+/epXTp0nTo0MGSpYmIiIhYnUWC2c6dOwHo2LEjHTt2fOAypUqVIigoyBLliIiIiNgk3flfRERExEYomImIiIjYCAUzERERERuhYCYiIiJiIxTMRERERGyEgpmIiIiIjVAwExEREbERCmYiIiIiNkLBTERERMRGKJiJiIiI2AgFMxEREREboWAmIiIiYiMUzERERERshIKZiIiIiI1QMBMRERGxEQpmIiIiIjZCwUxERETERiiYiYiIiNgIBTMRERERG6FgJiIiImIjFMxEREREbISCmYiIiIiNUDATERERsREKZiIiIiI2QsFMRERExEYomImIiIjYCAUzERERERuhYCYiIiJiIxTMRERERGyEgpmIiIiIjVAwExEREbERCmYiIiIiNkLBTERERMRGKJiJiIiI2AgFMxEREREb4WjtAkSsYfny5axYsYIcOXJQvHhxhg0bRp48eRg5ciSHDh0CwMvLiwEDBmBnZ5dq/ZUrVxIUFERcXBxlypRh7NixODs7ExERweDBg7l69SqGYdClSxc8PDwAGDRoEL///jseHh5Mnz4dJycnoqKi6Nq1K8uXL8fZ2dmin4GIiNgejZhJtnPgwAEWLFjA0qVLCQ4Opnbt2gwbNozg4GD+/vtvNm/eTHBwMAcPHiQ0NDTV+t999x0rVqxg8eLFbNmyhfj4eJYsWQLA1KlTKVeuHCEhIXz11Vd8/vnn3Lp1i5MnTxIZGUlISAjPPvsse/bsAWD69Ol069ZNoUyyjeXLl9OgQQP8/Pzo27cvt27dwmQyMXz4cBo3bkzjxo2ZMGEChmGkWvfOnTt8/PHH+Pj40LhxY+bPn2+ed+DAAZo1a0aTJk1o2bIlR48eBSAhIYEPP/yQJk2aMGzYMPPy58+fp1OnThm/wyKPKcODWXR0ND4+Ply8eBGAffv24evryzvvvMPUqVPNy504cQJ/f38aNGjAkCFDSEpKyujSJJv6/fffqV69Os899xwA77zzDjt37iQhIYHY2FgSEhJISEggMTERFxeXVOtv2rSJ999/n3z58mFvb8+IESPw8/MDwGQycefOHQzDIDY2FkdHR+zs7HB2diYhIcE83cnJiZMnT3LlyhXq1Klj0f0XsZb/+kfR9OnTKVSoEN988w1BQUGsWbOGI0eOkJCQQJ8+fRg9ejQhISF0796d/v37A7B7924KFSpESEgIly5d4tSpUwCMHz+ezz77zKL7L/IoMjSY/fbbb7Rp04azZ88CEBcXx+DBg5kzZw5bt24lPDycXbt2AdC/f3+GDh3Ktm3bMAyDdevWZWRpko2VK1eOAwcOcOnSJQA2bNhAYmIiderUIW/evNSuXZuaNWvy0ksvUbdu3VTrnz17luvXr9O5c2d8fX2ZOXMmefLkAeDTTz9l586d1KpVC29vbz766COeeeYZihUrxhtvvEHTpk3JmTMn1atXZ8KECQwcONCi+y5iTf/1j6IhQ4aYw9TVq1dJSEggT548ODs789NPP1G6dGkMw+DChQvkz58fAGdnZ+Li4jAMg/j4eJycnPjhhx8oVKgQpUqVstzOizyiDA1m69atY/jw4bi7uwNw9OhRXnrpJYoUKYKjoyO+vr6EhoZy6dIl4uLiqFChAgDNmjV74F9LIk9DpUqV6NmzJ7169aJZs2bY2dmRL18+5s+fj5ubG3v37uWnn37i1q1bLFq0KNX6SUlJ7N27l+nTp7N+/XqioqLMo7/9+vWjS5cu7Nmzhy1btrBgwQL+/PNPAPr06UNwcDAjR45k8+bNlC1bFldXV/r06UO3bt3Yu3evRT8HEUv7r38U2dnZ4ejoSL9+/fDx8aFy5coULVoUACcnJ65du0bt2rWZOHEiXbp0AaBGjRo4OTnRtGlTKleuTOHChZk7dy6ffPKJxfZb5HFkaDAbM2YMb775pvl9ZGQkBQsWNL93d3cnIiIi1fSCBQsSERGRkaVJNhYdHU3lypXZuHEjGzZsoEGDBsC9wyz+/v44OzuTJ08e3n33XX7++edU67u7u/P222/j6uqKs7MzTZo04ddff+XGjRuEhYXRsmVLAF5++WVq1KjByZMnU7W/YsUKunXrxtKlS/Hy8mLatGmMHTs243dexIr+6x9F902ePJkDBw4QFRXF7NmzzdOfffZZdu/ezdq1axk0aBBXrlzB3t6eMWPGEBwczMcff8xXX32Fv78/N2/epGfPnvTs2ZPjx49bYvdFHolFr8p80MmcdnZ2aU5/HOHh4U9cV2YQFhZm7RKyjMuXLzN27FgmTpxIrly5WLx4MZUqVSI2NpZly5bh5OREUlISGzZs4OWXX0712ZcuXZqgoCBeffVVnJycWLNmDYUKFeKvv/7Czc2NuXPnUr16dW7fvs2ePXvo3r17im2sXLkSLy8vTpw4wYULF3BycuLXX38lKipK/WyD1CdPT2xsLLly5SIwMBCAqKgokpKS+OGHH+jYsSPHjh0D4PXXX+e7776jfPnyKdb/7bffePHFF82HKcuUKcO+fft4/fXX+f3336lUqZJ52cKFC3PhwoUU/Xft2jW2bdtGYGAgI0aMoH79+ri7uzNw4ECGDx+e0bsvjym7fvcsGswKFSrEtWvXzO8jIyNxd3dPNf3q1avmw5+PytPT84HnJGQFYWFhVKxY0dplZBkVK1YkKiqKsWPHkpycTMWKFRk2bBixsbGMHj2aIUOG4ODgQLVq1fjss89wcnJi+vTpAPTu3ZsKFSowd+5cRo0ahclkokyZMowcORJXV1cWLlzIqFGjCA0Nxd7eno8//pjixYub++/MmTNERUXRq1cvANzc3Pj000/Ztm0bvXv3Vj/bGH33nq6//vqLwYMHs3XrVlxdXRk5ciR+fn5ER0dz5swZOnToQGJiIosXL6Z27dqpPvv169dz9uxZRowYQWJiIvPmzaNhw4a88cYb9O3bl0qVKlGxYkVOnz7N1atXU3z34N73d8SIEVSoUAFXV1fKlCnDCy+8gKOjo/rZxmTl7158fPxDB5MsGszKly/P33//zblz5/Dw8OCbb77B39+fwoUL4+LiYu6ITZs2Ubt2bUuWJtlM+/btad++fYppOXLk4Isvvnjg8r179za/dnBwoFevXuZw9W+lSpVi5cqVKab9+6++4sWLs3DhQvP7okWLsmHDhifaB5HMplixYnTt2pUWLVo88I+ihg0bmv8o+uCDDwBS/FF0f2TL19cXOzs76tWrR4cOHbC3t2f27NmMHTuWpKQknJ2dmTx5corb0Ozbt49cuXKZz2Xu1KkTQ4cOBe6dGypiK+yMBx1HfMrq1q3LsmXL8PDwYP/+/YwbN474+Hi8vLwYNGgQdnZ2nDx5ksDAQO7evUvp0qUZN27cI93b6X7y1IiZPKoEkwlnBweLtXc3Lo7cOXJYrD15evTdy9zUf5lXVu679HKLRUbMdu7caX5drVo1QkJCUi1TqlQpgoKCLFGOZHPODg40XPqNxdoLfc/HYm2J2DJL/1FUqkwZi7Ul8rTokUwiImIR+qNIJH0KZiKS6TzoWacODg4MGTKEv/76i+TkZJo2bUrXrl0fuH7VqlUpVKiQ+X3nzp1p0qQJJ0+e5PPPPyc6OhpXV1caN25sPpyiZ52KiCUomIlIpnL/sT7r1q3jueeeY9OmTQwbNsx8hfeMGTOIiYnBx8eHSpUq8frrr6dY/6+//uKZZ54hODg41bZ79OhBz5498ff35+rVq7Ro0YJGjRpx/fp187NOhw0bxp49e6hTp46edSoiT52CmYhkKg96rE9gYCC//PIL9vb37pn978f1/K8jR45gb29PQEAAt27dokGDBnTv3p2oqCiuXLlC06ZNgXs3ui5SpAi7d++mQoUKetapiFhEhj/EXETkaUrrsT63bt1K83E9/2YymahRowYLFy5k5cqV7Nmzh+XLl+Pm5oaHhwcbN24E4MKFC/zxxx9cvXpVzzoVEYtRMBORTCWtx/o4OTkBaT+u576WLVsSGBiIs7MzefPmpVOnTmzfvh2AuXPnsm3bNnx9fZk+fTqvv/66ebt61qmIWIIOZYpIpnL/WactWrQA7j1mZ8aMGYSHh1OiRAkKFSpE7ty58fb25rvvvku1/qZNmyhVqhSlSpUC7j0qztHx3j+FycnJzJ071/y+ZcuWvPjii6naX7FiBUuXLmXevHl4eXnRsGFD/P392bJlS0buuohkAxoxE5FMJTIykoCAAKKjowGYM2cO3t7efPvtt8yePRvDMEhISODbb7+latWqqdY/ffo0M2bMwGQyERcXx8qVK2ncuDEAw4YNM4+e/fLLL1y4cIHq1aunWH/27Nl06tSJXLlykZCQgJOTE/b29sTGxmbwnotIdqBgJiKZyr8f69OgQQPi4uIYMGAAAwcO5M6dO/j6+uLv70+ZMmXo0KEDcO+xPvcf7dOrVy+eeeYZfH19adKkCa+//rp59G3kyJEsWrQIX19fJkyYQN++fcmVK5e57TNnznDq1ClzkGvVqhULFy6kWbNmdO/e3cKfhIhkRRZ5JFNG0iOZ5EnoJpfyKPTde/r03ZNHkZW/e+nlFo2YiUimkWAyWbQ9PdJHRCxNJ/+LSKahR/qISFanETMRERERG6FgJiIiImIjFMxEREREbITOMRMREZFH8v333zNjxgzs7e3JmzcvY8aMYfLkyZw7d868zMWLF6lUqRLz5s1LtX7VqlUpVKiQ+X3nzp1p0qQJf/zxB61btzbf0Dk2NpZ58+ZRrFgxpk2bxo4dO8ifPz+zZs0ib968JCYmEhAQwJw5c3Bzc8v4HbcgBTMRERFJV1xcHP379yc4OJiXXnqJJUuWMHr0aObPn29e5ujRo/Tu3Zvhw4enWv+vv/7imWeeITg4ONW8I0eO4OPjw6hRo4B7t8soVqwYd+7c4bvvvmPLli0sWLCAkJAQ2rdvz7Jly/Dx8clyoQwUzEREROQRmEwmDMPgzp07ANy9ezfFfbgSEhIYOHAggwcP5vnnn0+1/pEjR7C3tycgIIBbt27RoEEDunfvjoODA0eOHOHChQs0b94cgHr16lGxYkUcHR1JTk4mKSmJmJgYnnnmGSIjI9m+fTsrVqywzI5bmIKZiIiIpCt37tyMGDGC1q1bky9fPpKTk1m9erV5flBQEO7u7rz99tsPXN9kMlGjRg0GDBhAXFwcXbt2xdXVlY4dO5IzZ058fHxo27YtZ86coXXr1tSqVQtPT08CAgJo3rw5L730Eh9++CHDhg2jb9++ODg4WGrXLUrBTERERNL1xx9/MHv2bLZu3cqLL77IsmXL+OijjwgODsbOzo6lS5cycuTINNdv2bKl+bWzszOdOnVi+fLldOzYkc8//9w8r3jx4lStWpWdO3fi6elJu3btaNeuHQCHDx8mOTkZT09PBg0axM2bN2ncuDFNmjTJsP22NF2VKSIiIunas2cPb7zxhvkE/Xbt2nH69Glu3rzJ8ePHSUpKonLlymmuv2nTJk6ePGl+bxgGjo6OmEwm5s6dS3R0dKp5/2Yymfjiiy8YMGAAISEheHh4MGfOHBYsWEBcXNxT3lvrUTATERGRdJUuXZpDhw5x7do1ALZv346Hhwdubm4cPHiQqlWrYmdnl+b6p0+fZsaMGZhMJuLi4li5ciWNGzfGwcGBnTt3sm7dOgAuXbrEoUOHaNCgQYr1V69eTZ06dShUqBAJCQk4OTlhZ2dHUlISSUlJGbfjFqZDmSIiIpKuatWq0blzZwICAnBycuKZZ55hzpw5AJw7d47ChQunWmf69OkA9O7dm169ejFy5Eh8fX1JSkqiYcOGtGjRAoDJkyczfPhwNm7ciMlkIiAggOLFi5u3c+PGDUJCQswn/Ht7e9OzZ09CQkLw8fHB1dU1o3ffYuwMwzCsXcR/kd5T2rOCsLAwKlasaO0yshQ9bzHzUt9lbuo/eRRZ+XcvvdyiQ5kiIiKSrgSTyWJtlSpTxmJt2RodyhQREZF0OTs4WGzEMzuPdmrETERERMRGKJiJiIiI2AgFMxEREREboWAmIiIiYiMUzERERERshIKZiIiIiI1QMBMRERGxEQpmIiIiIjZCwUxERETERiiYiYiIiNgIBTMRERERG5FuMLt79y4jRozgvffe49atWwwbNoy7d+9aojYRERGRbCXdYDZ69Gjy5s3L9evXcXFxITo6mmHDhv2nRoODg/H29sbb25sJEyYAcOLECfz9/WnQoAFDhgwhKSnpP7UhIiIiktmkG8xOnDhBnz59cHR0JGfOnEyePJkTJ048cYOxsbGMGTOG5cuXExwczOHDh9m3bx/9+/dn6NChbNu2DcMwWLdu3RO3ISIiIpIZpRvM7O1TLmIymVJNexwmk4nk5GRiY2NJSkoiKSkJR0dH4uLiqFChAgDNmjUjNDT0idsQERERyYwc01ugUqVKTJo0ibi4OHbv3s3KlSupXLnyEzfo6upK7969adSoETly5KBy5co4OTlRsGBB8zIFCxYkIiLiidsQERERyYzSDWb9+vVj/vz55MmTh6lTp1KrVi169uz5xA2ePHmS9evX88MPP5AnTx769evH3r17Uy1nZ2f3WNsNDw9/4poyg7CwMGuXkGVUrFjR4m2q/54O9V3mpv7L3Czdf9m179INZrt27aJnz54pwtimTZto2rTpEzW4Z88eqlWrRoECBYB7hy0XLlzItWvXzMtcvXoVd3f3x9qup6cnLi4uT1STrQsLC7PKP2jy9Kj/Mi/1Xeam/su8smrfxcfHP3QwKc1gtnPnTpKSkpg4cSKGYWAYBgBJSUlMnTr1iYNZqVKlmDRpEjExMeTMmZOdO3dSuXJltm3bZg4gmzZtonbt2k+0fREREZHMKs1gduLECQ4cOMD169dZtmzZ/63g6Ejnzp2fuMGaNWty/PhxmjVrhpOTE2XLlqVr1668/fbbBAYGcvfuXUqXLk2HDh2euA0RERGRzCjNYHb/8OXKlStp167dU220a9eudO3aNcW0UqVKERQU9FTbEREREclM0j3HrEWLFnz//ffmu/2bTCbOnz9Pnz59Mrw4ERERkewk3WDWp08fLly4wNWrVyldujS//fbbf7pdhoiIiIg82CPd+X/Dhg3Uq1ePwYMHs2bNGu7cuWOJ2kRERESylXSDmbu7O46Ojrz88sucOnWKV155hdjYWEvUJiIiIpKtpBvMcuXKxebNmylVqhTffvstf/zxB7du3bJAaSIiIiLZS7rBbNiwYZw4cYIaNWpgb29P+/bt/9PtMkRERETkwdI9+f/ll19mwIABAEybNg2AP//8M0OLEhEREcmO0hwxu3jxIp9++imjRo0yn1MWHR3NuHHjnviu/yIiIiKStjSD2eDBg8mfPz9Xr17lyy+/5PDhwzRq1Ig9e/bw1VdfWbJGERERkWwhzUOZ//zzD8uWLSMuLo5mzZqxbt06OnbsyPvvv4+jY7pHQEVERETkMaWZsHLlygVAjhw5iIqKYuLEidSsWdNihYmIiIhkN+lelQlQoEABhTIRERGRDJZmMLOzszO/dnBwsEgxIiIiItlZmocy//jjD9544w0A4uLizK8Nw8DOzo5ffvnFMhWKiIiIZBNpBrPvv//eknWIiIiIZHtpBrPChQtbsg4RERGRbO+RTv4XERERkYynYCYiIiJiIxTMRERERGxEurfwP336NMuXLycqKirF9OnTp2dYUSIiIiLZUbrB7JNPPqFmzZqULFnSEvWIiIiIZFvpBrMcOXIwaNAgS9QiIiIikq2le45Z5cqV2bVrFyaTyRL1iIiIiGRb6Y6YFShQgA8//ND8iKb7d/4/ceJEhhcnIiIikp2kG8yWL1/OunXrKFKkiCXqEREREcm20g1mbm5ulCtXzhK1iIiIiGRr6QazqlWr8vHHH/POO+/g7Oxsnv7OO+9kaGEiIiIi2U26wSw8PByAtWvXmqfZ2dkpmImIiIg8ZY90jpmIiIiIZLw0g9mYMWMYMmQI3bp1e+D8efPmZVhRIiIiItlRmsGsWrVqADRo0MBixYiIiIhkZ2kGs7p16wLw7rvvpphuGAbnzp3L2KpEREREsqF0zzFbs2YNEydOJDY21jzNzc2NvXv3ZmhhIiIiItlNusFs/vz5LF68mLlz5/LJJ5/www8/8M8//1iiNhEREZFsJd1nZebLl4/y5cvz2muvcf36dbp3786xY8csUZuIiIhItpJuMHN0dCQqKoqXXnqJo0ePAnD37t0ML0xEREQku0k3mLVs2ZIPP/yQt956i7Vr19KsWTOKFStmidpEREREspV0zzFr3rw5jRs3JleuXKxdu5Zjx45Rq1YtS9QmIiIikq2kGcwWL16c5kqrVq2iU6dOT9zozp07mTVrFjExMdSsWZPAwED27dvHuHHjiI+Pp1GjRvTp0+eJty8iIiKSGaUZzE6dOpUhDV64cIHhw4fz9ddfU6BAAd577z127drF8OHDWb58Oc8//zwffvghu3btwsvLK0NqEBEREbFFaQazcePGpZqWkJCAs7Pzf2rw+++/p3Hjxjz33HMATJ06lXPnzvHSSy9RpEgRAHx9fQkNDVUwExERkWwlzWCWkJDA0KFDefvtt6lfvz4AH330EW5ubowaNQpHx3RPT3ugc+fO4eTkROfOnbl69Sp16tTh1VdfpWDBguZl3N3diYiIeKzthoeHP1E9mUVYWJi1S8gyKlasaPE21X9Ph/ouc1P/ZW6W7r/s2ndppqsZM2YQHR3N66+/bp42cuRIRowYwcyZM5/4HDCTycThw4dZvnw5uXLlokePHuTMmTPVcnZ2do+1XU9PT1xcXJ6oJlsXFhZmlX/Q5OlR/2Ve6rvMTf2XeWXVvouPj3/oYFKat8v48ccf+eKLLyhQoIB5WqFChZg4cSLbt29/4oKeffZZqlWrhpubGzly5KBevXrs3buXa9eumZeJjIzE3d39idsQERERyYzSDGZOTk7kyJEj1XRXV9f/dJ5ZnTp12LNnD7dv38ZkMrF7924aNmzI33//zblz5zCZTHzzzTfUrl37idsQERERyYzSPJRpb29PdHQ0rq6uKaZHR0eTlJT0xA2WL1+eLl260LZtWxITE6lRowZt2rShWLFifPTRR8THx+Pl5UXDhg2fuA0RERGRzCjNYObj40NgYCBjx44lV65cAMTExBAYGMg777zznxpt3rw5zZs3TzGtWrVqhISE/KftioiIiGRmaR7KfO+998iTJw81atSgZcuWNG/enBo1apA3b1569uxpyRpFREREsoWHHsocNWoUH374IcePH8fe3p6yZctSqFAhS9YnIiIikm2kezMyDw8PPDw8LFGLiIiISLaW5qFMEREREbEsBTMRERERG6FgJiIiImIjFMz+g/Hjx/PWW2/h5+eHn58fn3zyiXne7du38fX15dixYw9cNzk5mYkTJ+Lt7Y2vry+9evXixo0bAFy5coX333+fJk2a4OPjw08//WReb9q0afj6+tKhQwdu374NQGJiIq1btzavLyIiIpmTgtl/cOTIEaZMmUJwcDDBwcFMmzYNgF27dtGiRQv+/vvvNNddv349v//+Oxs3bmTz5s28+OKLjB8/HoARI0ZQu3ZtQkJCWLJkCUuXLuWff/7hzp07fPfdd4SEhFCzZk3zfd+WLVuGj48Pbm5uGb7PIiIiknEUzJ5QQkICx48fZ9GiRTRp0oSPPvqIy5cvA/eC0vjx4x/6vM9XXnmFAQMGmB9v5enpaV5/zpw5BAQEAHD58mXs7e1xcXHB0dGR5ORkkpKSiImJwcnJicjISLZv306bNm0yeI9FREQkoymYPaGIiAiqVq1K3759CQ4Opnz58vTo0QPDMFi4cCGvv/76Q9d//fXXKVOmDABRUVHMmTPH/Bgqe3t7HBwcCAgIoHXr1tSpU4f8+fOTM2dOAgICaN68OX/99RdNmjRh0qRJ9O3bFwcHhwzfZxEREclYCmZPqEiRIixYsIBixYphZ2dH586dOX/+PBcvXnys7Zw/f5727dvzxhtv0K5duxTzli9fzp49ezh27Bjr168HoF27dgQHBzNjxgx+//13kpOT8fT0ZNCgQXTr1k2PtRIREcnEFMye0MmTJ9m0aVOKaYZh4OTk9MjbOHDgAK1ataJp06aMHDkSOzs7AEJDQ4mOjgbAzc2NihUrcvz48RTrmkwmvvjiCwYMGEBISAgeHh7MmTOHBQsWEBcX9992TkRERKwi3Tv/y4PZ29szZswYKlasSJEiRVi1ahUlS5bkueeee6T1f/nlF3r16sWUKVOoXbt2inmrV6/m7NmzdOvWjTt37hAWFkb//v0B2L59OwMGDKBv377UqVOHdevWsXr1agDOnTtHQkICSUlJKbY3evRoDh06ZH4fERFBwYIFWblypflctvtOnTrFgAED6NSpE4MGDeL333/Hw8OD6dOn4+TkRFRUFF27dmX58uXm8+NERETk6dCI2RMqUaIEgYGBdO/enUaNGrF9+3amTJny0HVWr17NkCFDAJg5cyaGYfDFF1+Yb7dx/+Hw48ePJywsDF9fX9q2bctbb73F22+/zdmzZ5kwYQLJycmEhIRQpkwZtmzZQlBQEC+++CLbt2+ncOHCuLq6pmg3MDDQfOXo7NmzcXFxYeLEieTNm9c8PTg4mObNm1OxYkXat2/PyZMniYyMJCQkhGeffZY9e/YAMH36dLp166ZQJiIikgE0YvYf3A9Uadm5c2eK9/++cnLx4sVprvf888+zYMEC8/uwsDBiY2Pp378/AwcOpF+/fqxbt479+/eTkJBArly5WLZsGT169MDLy+uhNQ8dOpROnTrx2muvpZh+7tw55s6dS1BQEE5OTjg7O5OQkIBhGMTGxuLk5MTJkye5cuUKderUeWgbIiIi8mQUzJ5AgsmEswWvgixVpgzDhg6lVatWlCxZ0jy9WrVqVK9enTp16uDk5ETRokVp1apVmtvZtWsXV65cSXX4EmDq1Km0b9+eF154AYBixYrxxhtv0LRpU8qXL0/16tXp3Lkzn3/++VPfPxEREblHwewJODs40HDpNxZrL8AxCkdHR5o3b57iqs+goCAuXrzI7t27cXZ2ZtCgQUyYMIGhQ4c+cDtLly6la9euqW6tceXKFfbs2cPo0aNTTO/Tpw99+vQBIDg4mLJly+Lq6kqfPn2IjY0lICCAGjVqPOW9FRERyb4UzDKBjRs3EhcXh5+fH4mJiebXzzzzDH5+fuZzylq2bMmoUaMeuI0bN27w22+/MWvWrFTztm3bxttvv53q3LT7oqOjWbFiBUuXLmXevHl4eXnRsGFD/P392bJly9PbURERkWxOwSwTCAoKMr++ePEivr6+BAcHM336dL7//nv8/PxwcHDg+++/p3z58g/cxi+//ELZsmXJlStXqnkHDx6kQYMGabY/e/ZsOnXqRK5cuUhISMDJyQl7e3tiY2P/+86JiIiIma7KzMS6devGc889h7e3N02aNOHWrVsMHDgQSHkFKMDZs2cpXLjwA7dz7ty5NOedOXOGU6dO0bhxYwBatWrFwoULadasGd27d3/KeyQiIpK9acQsk/Hw8ODIkSMAuLi4pHky/v8+O7NLly5pbvNhhyOLFy/OwoULze+LFi3Khg0bHqNiEREReVQaMcsETMmmLN2eiIiI3KMRs0zAwd6B5adWWqy9gBLt0l9IREREnjqNmImIiIjYCAUzERERERuhYCYiIiJiIxTMRERERGyEgpmIiIiIjVAwExEREbERCmYiIiIiNkLBTERERMRGKJiJiIiI2AgFMxEREREboWAmIiIiYiMUzERERERshIKZiIiIiI1QMBMRERGxEVYNZhMmTGDgwIEAnDhxAn9/fxo0aMCQIUNISkqyZmkiIiIiFme1YLZ//342btxoft+/f3+GDh3Ktm3bMAyDdevWWas0EREREauwSjC7desWU6dOpVu3bgBcunSJuLg4KlSoAECzZs0IDQ21RmkiIiIiVmOVYDZs2DD69OlD3rx5AYiMjKRgwYLm+QULFiQiIsIapYmIiIhYjaOlG/z66695/vnnqVatGhs2bADAMIxUy9nZ2T3WdsPDw59KfY+iYsWKFmvLWsLCwqxdQoaxRv9l5c/TktR3mZv6L3OzdP9l176zeDDbunUrV69exc/Pj6ioKGJiYrCzs+PatWvmZa5evYq7u/tjbdfT0xMXF5enXW62lR3CpyXp88y81HeZm/ov88qqfRcfH//QwSSLB7PFixebX2/YsIGDBw8ybtw4fHx8CAsLo2LFimzatInatWtbujQRERERq7J4MEvL5MmTCQwM5O7du5QuXZoOHTpYuyQRERERi7JqMGvWrBnNmjUDoFSpUgQFBVmzHBERERGr0p3/RURERGyEgpmIiIiIjVAwExEREbERCmYiIiIiNkLBTERERMRGKJiJiIiI2AgFMxEREREboWAmIiIiYiMUzERERERshIKZiIiIiI1QMBMRERGxEQpmIiIiIjZCwUxERETERiiYiYiIiNgIBTMRERERG6FgJiIiImIjFMxEREREbISCmYiIiIiNUDATERERsREKZiIiIiI2QsFMRERExEYomImIiIjYCAUzERERERuhYCYiIiJiIxTMRERERGyEgpmIiIiIjVAwExEREbERCmYiIiIiNkLBTERERMRGKJiJiIiI2AgFMxEREREboWAmIiIiYiMUzERERERshIKZiIiIiI1QMBMRERGxEQpmIiIiIjZCwUxERETERiiYiYiIiNgIqwSzWbNm4e3tjbe3NxMnTgRg3759+Pr68s477zB16lRrlCUiIiJiVRYPZvv27WPPnj1s3LiRTZs28fvvv/PNN98wePBg5syZw9atWwkPD2fXrl2WLk1ERETEqiwezAoWLMjAgQNxdnbGycmJ4sWLc/bsWV566SWKFCmCo6Mjvr6+hIaGWro0EREREauyeDB79dVXqVChAgBnz55l69at2NnZUbBgQfMy7u7uREREWLo0EREREatytFbDp0+f5sMPP+Szzz7D0dGRv//+O8V8Ozu7x9peeHj40yzvoSpWrGixtqwlLCzM2iVkGGv0X1b+PC1JfZe5qf8yN0v3X3btO6sEs7CwMD7++GMGDx6Mt7c3Bw8e5Nq1a+b5kZGRuLu7P9Y2PT09cXFxedqlZlvZIXxakj7PzEt9l7mp/zKvrNp38fHxDx1MsvihzCtXrtCzZ08mT56Mt7c3AOXLl+fvv//m3LlzmEwmvvnmG2rXrm3p0kRERESsyuIjZgsXLiQ+Pp7x48ebp7Vu3Zrx48fz0UcfER8fj5eXFw0bNrR0aSIiIiJWZfFgFhgYSGBg4APnhYSEWLgaEREREduhO/+LiIiI2AgFMxEREREboWAmIiIiYiMUzERERMRmGYbBwIEDWbhwIQBxcXEMGjQIX19fvL29GTRoEHFxcQ/dxtixY/nwww/N7+/cuUPZsmXx8/Mz/+/AgQMArFmzhsaNG9OqVSsuXLhgXueDDz7gzJkzGbCHKSmYiYiIiE06c+YM7733Ht9++6152ty5czGZTAQHBxMSEkJ8fDxffvllmtvYunVrqosLf/31VypVqkRwcLD5f1WrVgVg/vz5bNq0iQ4dOrBq1SoAQkNDeeWVVyhevHgG7GVKVrvzv4iIiMjDrFy5kmbNmvHCCy+Yp1WqVInChQtjb39vbOm1117jzz//fOD6Z86c4auvvqJnz57s2bPHPP3IkSPcunWLNm3aEBsbS8uWLWnbti0ATk5OJCQkEBMTg5OTE7GxsSxatIhFixZl4J7+HwUzERERsUnDhg0DMB9mBKhZs6b59aVLl1i6dCmjRo1Kte7du3fp378/48ePT3WnfQcHB+rWrUv37t25du0aHTp0wN3dnfr169O3b18CAgIoUKAA48ePZ968ebRt2xZXV9cM2suUFMxEREQk0wkPD6dXr160b9+eOnXqpJo/ZMgQAgICKFGiRKpg1rNnT/PrQoUK0apVK77//nvq169PgwYNaNCgAQDnz5/n119/5eOPP2bMmDFcvHiRypUr06lTpwzbL51jJiIiIpnKli1beP/99/n000/p1q1bqvn//PMPhw8fZsmSJfj5+TFjxgwOHz7MBx98AMDy5cu5fPmyeXnDMHB0TD1WNW7cOD777DP279/P3bt3mTt3Lrt37+bcuXMZtm8aMRMREZFMIzQ0lNGjR7Nw4ULKli37wGWee+65FOeUbdiwgW3btpkvEggLC+Ps2bMMHTqUW7duERQUlOqpRD/88APu7u6ULl2anTt3moObnZ1duleB/hcaMRMREZFMY8qUKRiGQWBgoPlWFyNGjABg9erVDBkyJN1tDBs2jIiICLy9vWnVqhVt2rShRo0a5vkJCQnMmTOHPn36APfOa7t8+TJNmjShcOHClCxZMmN2Do2YiYiIiI0bP368+fV3332X5nJt2rR54PRmzZrRrFkz83s3NzdmzZqV5nacnZ35+uuvU7z/6quvHqfkJ6YRMxEREbEppmRTlm7vYTRiJiIiIjbFwd6B5adWWqy9gBLtLNZWejRiJiIiImIjFMxEREREbISCmYiIiIiNUDATEUnHH3/8QUBAAE2bNqVZs2ap7iL+b0ePHsXT05MbN26kmJ6QkECnTp0IDQ01T/vtt9/w9fXF19eXXbt2mafPmTMnxRVhIpJ9KJiJiDxEbGwsnTt3pkuXLmzatIkePXrQr1+/By5748YNPv/8cxITE1NMP3LkCC1btiQsLCzF9AULFjBq1CgWLVrE9OnTAbh8+TL79++nefPmGbNDImLTFMxERB5i7969FClSBC8vLwDq1avHtGnTUi2XnJxM//79zTek/Lfly5fzySefUL58+RTTnZ2diY2NJTY2FmdnZwAmTJhA//79sbOze/o7IyI2T7fLEBF5iL///puCBQsyePBgTp48Sd68eenfv3+q5aZPn065cuWoVatWqnlTpkwBYOHChSmm9+jRg2HDhpGUlMTAgQPZt28fuXPnply5chmzMyJi8xTMREQeIikpiV27drFs2TLKly/P9u3b6dq1Kz/88IN5lOvHH3/k6NGjqYJXel555RVWrVoFQGJiIgEBAcyePZuvv/6aHTt24O7uTmBgoLkdEcn6dChTROQh3N3dKVasmPkwZP369TGZTFy4cMG8zPr16/nnn39499138fPzA+C9997j2LFjj9zOsmXLaNy4MTly5GDJkiXMmTOH559/nuDg4Ke7QyJi0zRiJiLyELVr12bChAmEh4fj6enJoUOHsLOzw8PDw7zMzJkzU6xTsmRJli5dipub2yO1ERkZyffff8+KFSuIi4vDMAzs7Oywt7cnLi7uqe6PiNg2BTMRkYcoWLAgs2fPZsSIEeaT9GfOnMmtW7fo2rUr8+fPp1ChQv+pjUmTJtGnTx8cHR1xdXWlfv36+Pr64ubmlir0iUjWpmAmIpKOSpUqPfC+YmkdZvzjjz8eOH358uUPnD5p0qQU7/v27Uvfvn0fs0oRyQp0jpmISBpMyaYs3Z6I2B6NmImIpMHB3oHlp1ZarL2AEu0s1paI2CaNmImISJZmGAYDBw5M83YmaT1ya/To0fj5+Zn/V7VqVXx9fQHYuXMn3t7evPvuuymuvg0MDGTfvn0Zv1OSZSmYiVhIej8OK1aswNvbGx8fH7p3787169cBiIuLY9CgQfj6+uLt7c2gQYPMV+rpx0Hk4c6cOcN7773Ht99++8D5D3vkVmBgIMHBwQQHBzN79mxcXFyYOHEicO9K3CVLljB8+HAWLFgA3HtO6p07d6hevbpldk6yJAUzEQtI78chPDycRYsWsWbNGr755htefvll87MT586di8lkIjg4mJCQEOLj4/nyyy8B/TiIpGflypU0a9aMRo0aPXD+oz5ya+jQoXTq1InXXnsNuPc4rbi4OGJjY3FycsIwDCZNmsSAAQMybF8ke9A5ZiIWcP/H4YUXXnjgfE9PT7Zt24aTkxPx8fFERESY75NVqVIlChcujL39vb+jXnvtNf78808g7R+H8ePHW2bHRGzcsGHDADhw4MAD5z/KI7d27drFlStXCAgIME+7/1zUHDlyMGLECIKCgqhatSqFCxfOuJ2RbEHBTMQC0vtxAHBycmL79u0MGTIEZ2dnPv74YwBq1qxpXubSpUssXbqUUaNGAfpxEPmvHuWRW0uXLqVr1644ODiY13vzzTcJCgoCICoqiq+//prly5czb948fv31V1555RXzIVGRx6FDmSI2pH79+vz888989NFHdO7cmeTkZPO88PBw2rVrR/v27alTpw7wfz8OK1as4Nlnn+Xrr7+mS5cuzJs3j27dujF58mRr7YpIppDeI7du3LjBb7/9RsOGDdPcxvTp0/nwww+5fPky+/fvZ968edy6dYv9+/dbZB8ka1EwE7EB586d4/Dhw+b3/v7+XL58maioKAC2bNnC+++/z6effkq3bt0euA39OIg8vtq1a3Pp0iXzlZj/+8itX375hbJly5IrV64Hrn/y5EkuX75MvXr1SEhIwNHx3oEoe3t7YmNjLbMTkqUomInYgKtXr9K3b19u3LgBwObNm3n11VfJnz8/oaGhjB49moULF5ov1f9f+nEQeXTHjh0zP2z+34/c8vHxYdy4ccycORMXFxcAzp49+9BTA8aPH89nn30G3HtGaoECBfD19eXatWvUqlUr43dGshydYyZiJceOHTNfjv/mm2/SrVs3OnTogIODA+7u7syePRuAKVOmYBgGgYGB5nXfeOMNhg8fbn4/fvx48/t//zgUKVJEPw4ikOKCmLJly6Z4nFZaj9wC6NKly0O3u2TJkhTv799OQ+RJ2VQw27x5M3PnziUxMZGOHTvSrp3ugi1Zy8N+HNq2bUvbtm1TrfPdd9+lu139OIikZko24WDvkP6CmbQ9yZpsJphFREQwdepUNmzYgLOzM61bt6ZKlSq88sor1i5N5D/Rj4OIdeiRWpIZ2Uww27dvH1WrViVfvnwANGjQgNDQUHr16mXdwkT+I/04iIjIo7KZYBYZGUnBggXN793d3Tl69Gi66xmGAUBCQkKG1fYg+ZwsNyIRHx+PU7KTRdvL6tR/mZf6LnNT/2Vuluq/rNx39/PK/fzyv+yMtOZY2Lx584iNjaVPnz4AfP311xw7doyRI0c+dL07d+5w6tQpS5QoIiIi8lSUKFGCPHnypJpuMyNmhQoVSnEfp8jISNzd3dNdL3fu3JQoUQInJyfs7OwyskQRERGR/8QwDBITE8mdO/cD59tMMKtevTozZ87kxo0b5MyZk++++8782JmHsbe3f2DiFBEREbFFOXLkSHOezQSzQoUK0adPHzp06EBiYiLNmzenXLly1i5LRERExGJs5hwzERERkexOj2QSERERsREKZiIiIiI2QsFMRERExEYomImIiIjYCAUzERERERuhYCYiIiJiIxTMREQky4qOjrZ2CSKPxWZuMCv3/PTTT7i5uVGyZElGjRrFkSNHKFOmDP3796dAgQLWLk8eYtOmTQ+d37RpU4vUIU/ur7/+Infu3BQqVMg87fr160ybNu2RnkQi1nHjxg0WL17MM888Q8eOHXF0dCQ5OZnVq1cze/Zs9u3bZ+0S5SE++ugjZs6cae0ybIaCmQ0ZM2YMv/76K4mJiRQoUID8+fPzySefcODAAYYMGcK8efOsXaI8xM8//2x+vXPnTurWrZtivoKZbZs5cyaLFi0CYPbs2VSpUoWFCxcyb948Xn/9dStXJw/Tr18/cufOzc2bN0lMTMTLy4sBAwYQGxvLoEGDrF2epOPixYvWLsGm6M7/NsTb25uQkBBiY2N56623OHDgAI6O97Jzo0aN+Pbbb61coTyqpk2bpjuCJralXr16rF69msjISGbMmEFiYiLXrl1jwIAB1KpVy9rlyUPUr1+f7du3Ex0dTevWrYmKiiIgIICOHTvi7Oxs7fIkHe+88w5jx44lrThSqVIlC1dkXRoxsyGOjo44ODjg6upK4cKFzaEMwMXFxYqVyeOys7OzdgnymHLnzo27uzvu7u4cPXqUpk2b8tVXX+Hg4GDt0iQdrq6u5v+/desWM2fO1ChnJnL16lVmzJjxwGBmZ2fHsmXLrFCV9SiY2RB7e/sHvgb90ItktH9/5/Lnz8/AgQOtWI08jn//+/jss88qlGUyL730UrYLXw+jYGZDTp8+Tb169TAMg8jISOrVqweAYRhcvXrVytVJeg4dOmR+HRMTw+HDh1P8BZjdhuMzm3//uOfIkcOKlcjjunv3LocPHyY5OZnY2Fh99yRT0zlmNuTSpUsPnV+4cGELVSJPIiAgIM152XE4PrPx9PQ0X40ZERFhfm0YBnZ2duzYscOa5clD6LuXua1bt46WLVtauwyboWBmY7Zv386VK1d46623KFKkiHn62rVradWqlRUrE8na9IeRiHXUqlWLXLlyUaNGDWrUqEGVKlXM5w1mRwpmNmTy5MmEh4dTvHhxvv32Wz777DP8/PwAePfdd9m4caOVK5T0nDlzhjx58uDu7s78+fP55Zdf8PT0pEuXLjo8lglERUVhMplwc3MD4ODBg7zyyivm92K7fvjhB1555RWKFCnC9u3bCQoKonTp0vTo0SPFhVRim86fP8/hw4c5dOgQv/76K/nz56d69erUrFmTChUqWLs8i9Kd/23Irl27+Oqrrxg6dCirVq1i+vTp5ltkKD/bvnnz5tG5c2fatGnDoEGD2L17N9WrV+fkyZMMHTrU2uVJOo4fP463tzfh4eHmaXv37sXPz4+TJ09asTJJz8KFC5k1axbx8fGcPHmSfv36Ua9ePe7evcuECROsXZ48ghdffJFmzZoxbtw41q5dS4sWLdi2bRvt27e3dmkWpz8jbMj9c1kAXn75Zb788ks6deqEm5ubrsrMBDZv3sy3335LTEwM9evXZ9++feTMmZN27drRuHFja5cn6ZgwYQJffPEFVapUMU/r06cPb775JuPHj2fJkiXWK04eKjg4mLVr15IzZ04mT55M3bp1adGiBYZh6LuXCSQlJREWFsbu3bvZs2cPcXFxVK9end69e1O1alVrl2dxCmY2pGHDhgQEBDBw4EDKlSvHq6++yvTp0+nVqxcJCQnWLk/S4ejoSM6cOcmZMydFihQhZ86cADg4OJhfi+26fft2ilB2X61atZg8ebIVKpJHZWdnZ/6O/fzzz7Rt29Y8XWxfpUqVeP3112nYsCGzZs3Cw8PD2iVZlYKZDenVqxfFihVLEcJMJhPr169n8eLFVqxMHsW/74P1vzcl1Q+E7UtKSiI5OTnVPQSTk5NJTEy0UlXyKBwcHLh9+zYxMTGcOHGCGjVqAPcu6ND5ZbavdevW7N+/n/Xr1/PPP/9Qo0YNXn/99VTfxexC/8XakOPHjzN27FjGjh1rnrZ37142bNjAggULrFiZPIqzZ8/SoUOHVK8Nw+DcuXPWLE0eQaVKlZg1axYff/xxiulz5szB09PTSlXJo+jatStNmzYlKSmJ5s2b4+7uztatW5k6dSo9e/a0dnmSjs8++wy4d5uavXv3snLlSgYOHEiJEiWoWbMmbdq0sXKFlqWrMm3Ie++9R48ePVIdTtm9ezcLFy7UOS427uDBg0RFRZGUlESBAgWAe6Hs+vXrPPvss1SuXNnKFcrDREdH07VrV65evUrZsmUxDIPjx4/j5ubG3LlzyZcvn7VLlIeIiIjg/Pnz5pvJ7tq1i5iYGBo1amTlyuRxJCQkcOzYMX755ReCg4O5desWe/bssXZZFpU9xwlt1MPOcbl586YVKpLH4erqyogRI8idOzeVK1emcuXK7Nu3j3HjxpE3b15rlyfpcHV1Zc6cOfTp0wdPT0/Kly+Pr68vs2fPViizccePH8ff35/Y2FjztF9++YWxY8fqitpMYPv27UyaNInWrVtTt25dFi1aRM6cOZk6dWq2C2WgYGZT7p/j8r90jkvmcP+qvtq1a5un9enTh7FjxzJ+/HgrViaP4vjx4/j4+ODq6sr7779Px44dSUxM1O0yMgF99zK3VatWkTdvXgYPHsxPP/3E7NmzKVGihPnIQ3ajYGZD7p/j8r90jkvmoBHPzE0/7pmXvnuZW79+/Vi2bBm3bt0yn/Cfne8hqJP/bUjfvn3p2rUrmzdvfuA5LmLbdFVf5qbbZWRe+u5lbhMmTGDKlCm6h+D/pxEzG+Lq6srKlSsZOXKk+RyXMWPGsHr1ap3jkgloxDNz06kEmZe+e5lbVFSURjz/RVdlijwluqovcxs5ciT58uVLdbuMWbNmcf78eSZOnGilyiQ9+u5lbr6+vgQHBz9wxNPHx4etW7daqTLrUDATeYoMw+DAgQOcOHECe3t7PD09efPNN61dljwC/bhnbvruZV76oyglBTMRkf9PP+4ilqc/ilJSMBMRERGr0h9F/0fBTERERMRG6KpMERERERuhYCYiIiJiIxTMRCRLSkxMpGbNmnTu3NnapYiIPDIFMxHJkr7//ntKlizJ77//zpkzZ6xdjojII9HJ/yKSJQUEBNC4cWNOnz5NUlISI0eOBGD+/PkEBQWRO3du3nzzTXbs2MHOnTtJSEhg8uTJHDp0CJPJROnSpQkMDMTV1ZW6devy7rvvsn//fq5cuUKjRo0YMGAAAEFBQSxevBh7e3vy58/PhAkTmD17Nm5ubvTt2xeAkJAQtm3bxuzZs632eYhI5qARMxHJcv78809+/fVXGjVqRNOmTQkODubmzZvs3r2bDRs2EBQUxIYNG7h79655nfnz5+Pg4MCGDRsICQnB3d09xTMyY2JiWLVqFWvWrGHFihVcuHCBkydPMnnyZL766is2b95M3bp1mTt3Lu3atWPDhg0kJSUBsHbtWlq3bm3xz0FEMh89xFxEspzVq1fz1ltvkS9fPvLly4eHhwdr167l2rVrNGzYkLx58wLQrl07Dhw4AMCPP/7InTt32LdvH3DvHLUCBQqYt1mvXj0AChUqRIECBYiKiuLQoUPUrFmT559/HoCOHTual/fw8ODHH3+kaNGiREZGUrNmTUvsuohkcgpmIpKlxMTEsGnTJlxcXKhbty5w787iK1euxNvbm3+fveHg4GB+nZyczODBg/Hy8gLg7t27xMfHm+e7uLiYX9vZ2WEYBg4ODtjZ2Zmnx8XFcenSJYoXL067du1Yv349L7/8Mi1btkyxnIhIWnQoU0SylM2bN5M/f352797Nzp072blzJ9u3bycmJobSpUvz3XffcefOHeDe+WH31axZk5UrV5KQkEBycjJDhw5lypQpD22rSpUq7N+/n8jISADWrFnDpEmTAGjQoAEnTpzgu+++w9/fP4P2VkSyGo2YiUiWsnr1ajp16pRiNCxv3rwEBASwdOlSWrZsSatWrciRIwevvvoqOXPmBKBHjx5MmDCBd999F5PJxGuvvcbAgQMf2lbJkiXp378/Xbp0AaBgwYKMHTsWAGdnZxo0aMC1a9dwc3PLoL0VkaxGV2WKSLZx7Ngxjhw5QocOHQBYvHgxv/32G9OmTXvqbcXExNC+fXuGDx9O+fLln/r2RSRr0qFMEck2ihYtyuHDh/Hx8cHX15f9+/czaNCgp97O7t27eeutt6hSpYpCmYg8Fo2YiYiIiNgIjZiJiIiI2AgFMxEREREboWAmIiIiYiMUzERERERshIKZiIiIiI1QMBMRERGxEf8PRn4uoV2NVyoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cla_agency = pd.DataFrame(df_train.groupby(['Agency'])['Claim'].value_counts(normalize = True)*100)[2:12] #converting claim counts grouped by agency type to percentage\n",
    "cla_agency.columns = ['Claim_Rate']\n",
    "ax = cla_agency.unstack().plot(kind ='bar',figsize =(10,6))\n",
    "\n",
    "for i in ax.patches:\n",
    "    w,h = i.get_width(),i.get_height()\n",
    "    x,y = i.get_xy()\n",
    "    ax.annotate(str(np.round(h,2))+ '%',(x,y+h+0.5))\n",
    "    \n",
    "plt.ylabel(\"Claim Rate\")\n",
    "plt.title(\"Claim Rate as per Agency Type\")\n",
    "plt.legend(['Not Claimed', 'Claimed'], loc = 'upper left')\n",
    "plt.ylim(0,140)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#When no claims\n",
    "plt.figure(figsize=(10,8))\n",
    "unclaim=df_train[df_train['Claim']==0]     # condition when claim is zero\n",
    "unclaim['Agency'].value_counts().sort_values(ascending=False).plot(kind='bar')\n",
    "plt.title('Agency having No claims')\n",
    "plt.xlabel('Agency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting graph with for unclaimed products of an agency from high to low\n",
    "plt.figure(figsize=(10,8))\n",
    "pd.DataFrame(unclaim.groupby(['Agency'])['Product Name'].value_counts().sort_values(ascending=False))[:4].plot(kind='bar')\n",
    "plt.xticks(rotation=25)\n",
    "plt.title('Top4 Unclaimed Plans')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting graph for EPX when no claims received\n",
    "plt.figure(figsize=(10,8))\n",
    "unclaim_distribution = unclaim[unclaim['Agency']=='EPX']\n",
    "pd.DataFrame(unclaim_distribution.groupby(['Distribution Channel'])['Product Name'].value_counts().sort_values(ascending=False))[:3].plot(kind='bar')\n",
    "plt.xticks(rotation=25)\n",
    "plt.title('Plan Distribution Channel count for EPX')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Agency vs Claim registered\n",
    "plt.figure(figsize=(10,8))\n",
    "claimed=df_train[df_train['Claim']==1]\n",
    "claimed['Agency'].value_counts().sort_values(ascending=False).plot(kind='bar')\n",
    "plt.title('Agency vs Claims')\n",
    "plt.xlabel('Agency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting top4 Claimed Insurances with Agencies\n",
    "plt.figure(figsize=(10,8))\n",
    "pd.DataFrame(claimed.groupby(['Agency'])['Product Name'].value_counts().sort_values(ascending=False))[:4].plot(kind='bar')\n",
    "plt.xticks(rotation=25)\n",
    "plt.title('Top4 Claimed Insurances with Agencies')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Insights and Recommendations\n",
    "Insights Unclaimed\n",
    "Mostly unclaimed insurances are from Travel Agencies like EPX and C2B forinsurances such as cancellation plan,2-way Comprehensive Plan and Rental Vehicle Excess.\n",
    "Online insurances like cancellation plan,2-way Comprehensive Plan are mostly unclaimed in EPX\n",
    "Recommendations Unclaimed\n",
    "Such plans should be targeted extensively on OTA as well as on our website extensively.\n",
    "Insights Claimed\n",
    "\n",
    "C2B has maximum claims registered for Bronze and nnual Silver Plan followed by EPX in 2 way Comprehensive and Silver Plan -\n",
    "Recommendations Claimed\n",
    "\n",
    "We should increase the premium of these Plans\n",
    "Automate the process with less overhead and overlay"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Portfolio Analysis\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Claim_percent</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product Name</th>\n",
       "      <th>Claim</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">1 way Comprehensive Plan</th>\n",
       "      <th>0</th>\n",
       "      <td>97.177252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.822748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">2 way Comprehensive Plan</th>\n",
       "      <th>0</th>\n",
       "      <td>86.196116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>13.803884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24 Protect</th>\n",
       "      <th>0</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Annual Gold Plan</th>\n",
       "      <th>1</th>\n",
       "      <td>58.305085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>41.694915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Annual Silver Plan</th>\n",
       "      <th>1</th>\n",
       "      <td>61.797274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>38.202726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Annual Travel Protect Gold</th>\n",
       "      <th>1</th>\n",
       "      <td>65.573770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>34.426230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Annual Travel Protect Platinum</th>\n",
       "      <th>0</th>\n",
       "      <td>72.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>28.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Annual Travel Protect Silver</th>\n",
       "      <th>0</th>\n",
       "      <td>66.304348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>33.695652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Basic Plan</th>\n",
       "      <th>0</th>\n",
       "      <td>93.913904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6.086096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Bronze Plan</th>\n",
       "      <th>0</th>\n",
       "      <td>57.230574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>42.769426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Cancellation Plan</th>\n",
       "      <th>0</th>\n",
       "      <td>97.321563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.678437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Child Comprehensive Plan</th>\n",
       "      <th>0</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Comprehensive Plan</th>\n",
       "      <th>0</th>\n",
       "      <td>95.683453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.316547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Gold Plan</th>\n",
       "      <th>0</th>\n",
       "      <td>62.368421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>37.631579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Individual Comprehensive Plan</th>\n",
       "      <th>0</th>\n",
       "      <td>55.952381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>44.047619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Premier Plan</th>\n",
       "      <th>0</th>\n",
       "      <td>98.581560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.418440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Rental Vehicle Excess Insurance</th>\n",
       "      <th>0</th>\n",
       "      <td>87.553207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12.446793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Silver Plan</th>\n",
       "      <th>0</th>\n",
       "      <td>51.642208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>48.357792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Single Trip Travel Protect Gold</th>\n",
       "      <th>0</th>\n",
       "      <td>51.792829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>48.207171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Single Trip Travel Protect Platinum</th>\n",
       "      <th>0</th>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Single Trip Travel Protect Silver</th>\n",
       "      <th>0</th>\n",
       "      <td>87.692308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12.307692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Spouse or Parents Comprehensive Plan</th>\n",
       "      <th>0</th>\n",
       "      <td>91.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Ticket Protector</th>\n",
       "      <th>0</th>\n",
       "      <td>92.692308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7.307692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Travel Cruise Protect</th>\n",
       "      <th>0</th>\n",
       "      <td>94.670051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5.329949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Value Plan</th>\n",
       "      <th>0</th>\n",
       "      <td>95.206527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.793473</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            Claim_percent\n",
       "Product Name                         Claim               \n",
       "1 way Comprehensive Plan             0          97.177252\n",
       "                                     1           2.822748\n",
       "2 way Comprehensive Plan             0          86.196116\n",
       "                                     1          13.803884\n",
       "24 Protect                           0         100.000000\n",
       "Annual Gold Plan                     1          58.305085\n",
       "                                     0          41.694915\n",
       "Annual Silver Plan                   1          61.797274\n",
       "                                     0          38.202726\n",
       "Annual Travel Protect Gold           1          65.573770\n",
       "                                     0          34.426230\n",
       "Annual Travel Protect Platinum       0          72.000000\n",
       "                                     1          28.000000\n",
       "Annual Travel Protect Silver         0          66.304348\n",
       "                                     1          33.695652\n",
       "Basic Plan                           0          93.913904\n",
       "                                     1           6.086096\n",
       "Bronze Plan                          0          57.230574\n",
       "                                     1          42.769426\n",
       "Cancellation Plan                    0          97.321563\n",
       "                                     1           2.678437\n",
       "Child Comprehensive Plan             0         100.000000\n",
       "Comprehensive Plan                   0          95.683453\n",
       "                                     1           4.316547\n",
       "Gold Plan                            0          62.368421\n",
       "                                     1          37.631579\n",
       "Individual Comprehensive Plan        0          55.952381\n",
       "                                     1          44.047619\n",
       "Premier Plan                         0          98.581560\n",
       "                                     1           1.418440\n",
       "Rental Vehicle Excess Insurance      0          87.553207\n",
       "                                     1          12.446793\n",
       "Silver Plan                          0          51.642208\n",
       "                                     1          48.357792\n",
       "Single Trip Travel Protect Gold      0          51.792829\n",
       "                                     1          48.207171\n",
       "Single Trip Travel Protect Platinum  0          50.000000\n",
       "                                     1          50.000000\n",
       "Single Trip Travel Protect Silver    0          87.692308\n",
       "                                     1          12.307692\n",
       "Spouse or Parents Comprehensive Plan 0          91.666667\n",
       "                                     1           8.333333\n",
       "Ticket Protector                     0          92.692308\n",
       "                                     1           7.307692\n",
       "Travel Cruise Protect                0          94.670051\n",
       "                                     1           5.329949\n",
       "Value Plan                           0          95.206527\n",
       "                                     1           4.793473"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "#Product Name with claims count and percentage\n",
    "pc_counts = pd.DataFrame(df_train.groupby([\"Product Name\"])[\"Claim\"].value_counts())\n",
    "pc_percent = pd.DataFrame(df_train.groupby([\"Product Name\"])[\"Claim\"].value_counts(normalize=True)*100)\n",
    "pc_counts.columns = ['Claim_counts']\n",
    "pc_percent.columns = ['Claim_percent']\n",
    "pc_percent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "pc_percent_ri = pc_percent.copy()\n",
    "pc_percent_ri.reset_index(inplace=True) # resetting index\n",
    "pc_counts_ri = pc_counts.copy()\n",
    "pc_counts_ri.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting for Top 10 UnClaimed Insurances\n",
    "\n",
    "top10_products_c0=pc_percent_ri[pc_percent_ri['Claim']==0].sort_values(by='Claim_percent',ascending =False)[:10]\n",
    "top10_products_c0 = top10_products_c0.sort_values('Claim_percent')\n",
    "\n",
    "\n",
    "ax = top10_products_c0.drop('Claim',axis=1).set_index('Product Name').plot(kind='barh',figsize=(8,8))\n",
    "plt.title('Top 10 UnClaimed Insurances',fontdict={'fontsize':14})\n",
    "plt.xlabel('Percentage of Claims')\n",
    "plt.legend(loc = 'lower right')\n",
    "plt.xlim((0,130))\n",
    "for p in ax.patches:\n",
    "    w,h = p.get_width(), p.get_height()\n",
    "    x,y = p.get_xy()\n",
    "    ax.annotate(str(int(w))+'%', (x+w-8,y+.2),color='white')\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plotting for Top10 Claimed Insurances\n",
    "top10_products_c1 = pc_percent_ri[pc_percent_ri['Claim']==1].sort_values(by='Claim_percent',ascending=False)[:10]\n",
    "top10_products_c1 = top10_products_c1.sort_values('Claim_percent')\n",
    "\n",
    "ax = top10_products_c1.drop('Claim',axis=1).set_index('Product Name').plot(kind='barh',figsize=(8,8))\n",
    "plt.title('Top10 Claimed Insurances',fontdict={'fontsize':14})\n",
    "plt.xlabel('Percentage of Claims')\n",
    "plt.legend(['Claims Registered'])\n",
    "plt.xlim((0,75))\n",
    "\n",
    "for p in ax.patches:\n",
    "    w,h = p.get_width(), p.get_height()\n",
    "    x,y = p.get_xy()\n",
    "    ax.annotate(str(int(w))+'%', (x+w-8,y+.2),color='white')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Insights and recommendations\n",
    "-Insights\n",
    "\n",
    "- Top 10 unclaimed insurances are more than 97% times unclaimed.\n",
    "- Annual Gold, Silver and Travel protect Gold plan are claimed more than 50%\n",
    "-Recommendations\n",
    "\n",
    "- Premiums of Annual Plans can be increased."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Net Sales vs Products\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#top 5 products by mean of net sales ---- FINAL\n",
    "\n",
    "net_sales_top5_mean = df_train.groupby([\"Product Name\"])[[\"Net Sales\"]].mean().sort_values(\"Net Sales\", ascending = False).iloc[:5]\n",
    "\n",
    "#plotting top 5 products by mean of net sales\n",
    "\n",
    "ax = net_sales_top5_mean.sort_values('Net Sales',ascending=True).plot(kind='barh',figsize=(8,6))\n",
    "plt.title('Top 5 Products with highest Average Revenue',fontdict={'fontsize':14})\n",
    "plt.xlabel('Revenue')\n",
    "plt.ylabel('Product Name')\n",
    "plt.legend(['Average Revenue'])\n",
    "plt.xlim((0,400))\n",
    "for p in ax.patches:\n",
    "    w,h = p.get_width(), p.get_height()\n",
    "    x,y = p.get_xy()\n",
    "    ax.annotate(str(int(w)), (x+w-25,y+.2),color='white',)\n",
    "\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Average Net Sales for Annul Gold Plan is highest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoQAAAGHCAYAAAApy0N8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABTsUlEQVR4nO3dd3yN5//H8dfJomaI0ZpFyRcxExUVQaiVKUZjxqjRGtWvvdXerVGrlH5Va4ZIqkarqL1rlFA7RqzECDJOzu8Pj5yfVCKUJPS8n49HHw/nvu9zXZ/7OqfO23Xd9zkGk8lkQkREREQsllVGFyAiIiIiGUuBUERERMTCKRCKiIiIWDgFQhERERELp0AoIiIiYuEUCEVEREQsnAKhiKS5AQMG4OjomOJ/QUFBr7S/+vXrP9XHiRMnkj22TZs2SY4rU6YM7u7uTJgwgbi4uFdWU58+fRgwYMBLtxMdHf3Kx+vvPDw8WLFiRbL9PbkvNXv27MHR0ZH4+Phk98+YMYMWLVo8V1svcuyLunTpElu2bEl237Pet46Ojs9sNzY2lqVLlz53HY6OjuzcuTPZfX9/nzo6OlK5cmXatm3LqVOnnrsPkZTYZHQBIvLvN3jwYHr37g3A/v376dWrF9u3bzfvz549+yvrKzY2lkuXLvHjjz9SuHBh8/ZcuXKl+JzAwEA6deoEQEJCAsePH6d3795kzZqV7t27v7LaXoWFCxeyY8cO/P3906yPlStXkiVLljTvr0OHDrRp0+aVt/uiBg0aROXKlalVq9ZT+558n44aNQorKysGDx78XO3+9NNPzJo1i4CAgFdS55PvU5PJxKVLlxgzZgzdu3dn/fr1WFlpjkf+OQVCEUlz2bNnN4e+nDlzApA3b9406evs2bMYDAbKlSuHra3tcz3nrbfeSlJP/vz58fb2ZtOmTa9dIEyP3xLInTt3uvSXNWvWNGv7VXnyfWFnZ4eNjc1zv3df9dj9/X2aL18+Bg8eTMuWLTl16hT/+c9/Xml/Yln0zwkRyXB37txh6NChfPDBB1SuXJnevXsTFRUFPF52rF69OkuWLKFq1apUq1aNmTNnptjWmTNnKFSo0HOHwZTY2NiY2xgwYAD9+/fHz8+PqlWrEhYW9sya4fFMqK+vL+XLl+fzzz8nJibGvC+55c8nl2KNRiPTpk2jRo0aVK5cmU8++YTr168TFBTEzJkzOXjwoHm5cs+ePfj7+1O+fHlq1arF3Llzkz2fTz/9lDFjxpgfjxkzhipVqphDy/Hjx6lUqRKxsbHmWpLrDx6H7hYtWlCuXDl8fX05fvz4M8dy+fLluLu7U7FiRfr162cei7+Pw/bt2/H29qZ8+fJ8/PHHjBo1Kskye3x8PKNHj8bZ2Zlq1aoxf/588z6TycSsWbOoUaMGzs7OdOzYkfPnz5v3r1+/nkaNGlGuXDnq1avHqlWrgMev7d69e5kzZ84/mq08dOgQLVq0oGLFinh4eLBkyRLg8esycOBAIiIicHR0JDw8nPv37zN48GCqVauGk5MT9evXZ8OGDS/c55Ps7OwAsLa2Bh7PkI8ZMwZXV1eqVq3KZ599xs2bNwH4/PPPzTP1iYYPH07Pnj0BuHbtGp9++ikVK1akVq1aTJ48mdjYWACCgoJo0aIFM2fOxNXVFWdnZ0aPHk1CQgLweBz79OmTpO0nl8CfVZe8HhQIRSTDde/enRMnTjBnzhwWLVrEuXPn6Nevn3l/VFQUq1at4ttvv2XUqFEsXLiQH374Idm2/vrrL6ytrfn444+pXr06rVu35o8//njuWoxGI3v37iUkJIQ6deqYt69du5Zu3brxzTffULJkyWfWfPv2bbp06UL16tVZs2YNxYsXZ+PGjc9dw4wZM1ixYgWjR49mxYoVxMTE0L9/fxo1akSHDh0oX74827dvx2g00rNnT2rXrs26desYNmwYX3/9Nb///vtTbbq5ubF3717z43379nHv3j1Onz4NwI4dO6hatao5YABP9Zdo+fLldOjQgbVr12Jvb8/QoUOfeT4///wz33zzDbNmzWLTpk3JXoN46dIlPvnkE+rXr8+aNWsoV66cOVwlOnLkCACrV6+mS5cuTJo0ibCwMAC+//57goODmThxIsuXL6do0aIEBgby8OFDbt26RZ8+fWjXrh3r16+nS5cuDBkyhDNnzjB48GAqVapEYGAgM2bMSO2lSeLMmTMEBgZSpUoVVq9eTY8ePZg0aRI///wzlSpVYtCgQeTNm5ft27fzzjvvMG7cOM6cOcO3335LaGgoVapUYejQoebQ9aJu3LjBtGnTKFmyJMWLFwdg6tSpHD58mLlz57J48WJMJhNdunTBZDLh6enJ1q1bzf0ZjUY2bdpEo0aNMJlMdOvWjZw5c7Jq1SomT57Mli1bmDp1qrm/o0ePcubMGX744QeGDRvGkiVLkn2vJedZdcnrQUvGIpKhTp48yd69e1m3bh0lSpQAYNKkSTRq1MgcVhJnhsqUKUPZsmUJDAxk2bJltGzZ8qn2zpw5w927d+nTpw/58+dn+fLlBAYGEhoaSqFChZKtYcGCBfzvf/8DICYmBmtra7y8vOjYsaP5mNKlS/Phhx8+V8179+7F3t6evn37YjAY6NGjB7/99ttzjYfJZGLZsmX897//pWbNmgCMGDGClStXYmdnR5YsWczLllFRUURFReHg4EChQoUoVKgQixYtSnLtZKIaNWowatQooqKisLKy4sKFC1SpUoWDBw9SqlQpdu7caT6/RJkzZ07SX6KPPvrIfGybNm3o1avXM89p+PDhvPfeewB88MEHnDx58qljVqxYQdmyZc1L9J999tlTN1jkzZuXQYMGYWVlRbt27fj6668JCwvD0dGR+fPnM2TIEKpVqwbA0KFD2bp1Kxs2bKBUqVLExcWRP39+ChYsSJMmTShQoAB58uQhe/bs2Nra8tZbb2Fvb//M8/i75cuX4+joyH//+18AihUrxpkzZ5g/fz4NGzYke/bsWFlZmcfO2dmZtm3bmmdbO3TowIoVK4iIiEj2Nfu7J9+nRqPRPJ5z587F2tqahw8f8v3337N8+XLKlCkDwMSJE6latSoHDhzA3d0dgF27dlGzZk327dvHo0ePqFWrFrt37yY8PJzly5ebZxuHDRtGhw4dzDN/8fHxjBw5kuzZs1O8eHEWLVrE0aNHze/TlKRWl4uLy/MPuqQZBUIRyVBnz54la9as5mAFUKJECXLmzMmZM2fIlSsXmTNnNn+QADg5OTFv3rxk25syZQoxMTFky5YNeBymDh48yJo1a1K8HrBZs2a0a9cOAFtbW/LkyZNkpgxIEiZTq/mvv/6iVKlSGAyGJDU/z0xQZGQkt2/fpmzZsuZtRYoUMYeOJ9nb29O6dWu++OILZs+eTe3atfHx8Un2GrfChQtTuHBh9u/fj5WVFeXKlcPFxYUDBw7g5+fHgQMHGDVqVKr1JdaTKHv27MTFxWE0Gs1BIrXjn1w+TxQWFoaTk1OSbRUrVuTOnTvmxwULFkxy40RiW9HR0Vy7do0+ffok2R8TE8P58+fx9fXFw8ODzp07U6RIEWrXro2/v7/5etZ/6syZM1SoUCHJtkqVKj01s5nIz8+PX375hRUrVnD27FnzUnvismtqEt+nsbGxLF68mO3bt9OrVy8KFiwIPJ5ljYuLo1WrVkmeFxMTw7lz53BxceHDDz9k48aN1KxZk/Xr1+Ph4UHmzJnN/5B6MpyZTCbi4uK4cuUK8PjGrCdvAMuWLVuKd5A/6XnqkoynQCgiGSpTpkzJbjcajeYPyr/fPZmQkJBi+LC1tU1y/aDBYKB48eJcv349xRpy5MhB0aJFn1nnkwHxeWr++1KYra2tORA+GRQTJX6wvui1j0OHDqVVq1b8+uuv/Pbbb7Rp04bRo0fTpEmTp451c3Njz5492NjY4OLigouLC8HBwezfv58CBQo81ywVkOzYP2vp7++vX3LHPk+bKd1FmzhbNnXqVPNMZKLs2bNjMBiYPXs2x48fZ/PmzWzevJkffviBOXPm4ObmlmLdqcmcOfNT2xISEsz1/F2/fv04ePAgvr6+tGjRgrx58/LRRx89d39Pvk+/+OILOnXqRJcuXQgJCSFHjhzmfhcvXvzUnfuJNwp5enrSp08fhg8fzqZNmxg9ejTw+P1XtGjRZK9Bffvtt4Hk35uJr9Hf39NPBsXnqUsynq4hFJEMVaxYMaKjozlz5ox5219//cX9+/cpVqwYAA8ePODixYvm/UePHqVUqVLJtte0adMks4cJCQmEhYWZr7FKj5pLlizJiRMnknwo/vnnn+Y/29raEh0dbX784MEDbt++DTwOMLlz505y/Pnz5/nggw+IiopK8sF748YNRowYQcGCBenUqRM//PAD/v7+/Pzzz8nWnRgI9+/fj4uLCxUrVuTatWsEBQVRo0aNZJ+TXHhNCyVLluTYsWNJtqV2s0qiHDly4ODgwI0bNyhatChFixalUKFCTJ06lbCwMM6cOcP48eMpW7YsPXr0YPXq1bi4uLBp06aXqrl48eJPXZ966NAh8/v2ybG7f/8+oaGhTJkyhc8++4wPP/zQPPv5T66jMxgMjBw5krt37zJlyhTg8SywtbU1kZGR5nHInTs348aN4/LlywBUq1YNKysrFi1aRFxcnDkQFytWjGvXrmFvb29+7o0bN5gyZcpz1ff39/SlS5fMf36euiTjKRCKSIYqXrw4tWvXpn///hw5coQjR47Qv39/nJ2dKV26tPm4IUOGcOrUKTZs2MDixYufWn5KVKtWLRYsWMDWrVs5e/YsI0aM4M6dO8nOmKVVzZ6ensTExDBq1CjOnj3LvHnzOHz4sPn55cqV4/Tp06xbt47z588zbNiwJLNfbdu2ZcaMGezYsYMzZ84wcuRIypQpg729PVmyZOHGjRtcunSJnDlz8ssvvzBmzBguXLjAkSNH2L9/f5Ll5idVrVqVc+fOcerUKSpWrEiWLFkoU6YM69atM19f9ndP9peWmjdvzrFjx5gzZw7nzp1j7ty57N+//7kDabt27Zg2bRq//PILFy5c4IsvvmDnzp0UL16cHDlysHTpUmbMmMGlS5fYvXt3kiXqrFmzcvHiRW7duvVCNSd+3cvUqVM5d+4ca9as4YcffqB169bA47G7d+8e586dw87OjrfeeouNGzcSHh7O9u3bGTlyJMA/vqmkQIECdOnSheXLl/Pnn3+SLVs2mjVrxqhRo9i1axdnzpyhf//+nDp1infffRd4PBNbv359Zs+ezYcffmie9XNzc6NQoUL06dOHkydPcujQIYYMGYKVlVWKM+JPKleuHLt372bXrl2cPn2a0aNHm2fVn6cuyXgKhCKS4caPH0/RokVp164dHTt2pGTJksyePTvJMbVq1aJVq1aMGTOGzz//HD8/v2Tb+uSTT2jVqhXDhw/Hz8+Pc+fOsWjRolf65dep1ZwzZ04WLFjAn3/+iZ+fH3v27MHX19f83GrVqtG+fXuGDx/ORx99RPHixalcubJ5f6dOnWjUqBG9e/emefPmZM+enQkTJgBQr149rKys8PLy4t69e8yePZvTp0/j5+dH586dqV69Ot26dUu25qxZs1KxYkVKlixp/uJpFxcX7OzseP/995N9zpP9vWhgehEFCxZk+vTprF69Gm9vbw4ePEjdunWfewm9Y8eOBAQE8MUXX+Dj48OpU6dYsGAB+fPnJ2/evMyYMYNff/0VT09P+vbtS4sWLWjatCnw+CaZHTt28PHHH79QzW+//TZz5841f13OrFmzGDBgAM2aNQPA1dWV4sWL4+PjQ1hYGJMmTeKXX36hUaNGjB07lq5du5I/f/4ks8EvqkOHDhQqVIiRI0diMpkYMGAA1atX5/PPP6dp06bExMSwYMGCJMvbnp6ePHjwAE9PT/M2a2trZs+ejbW1NQEBAXTt2hUXFxfzknJqfH19adCgAZ9++ikdOnSgQYMG5qVm4LnqkoxlMOmebxF5je3Zs4e2bdty/PhxbGx02fO/1alTp4iPj09y81Dnzp0pV64cPXr0yMDKRCyDZghFRCTDXbx4kXbt2rFjxw4uX77MihUr2LVr11NfhSMiaUP/3BYRkQxXt25dTp8+zeDBg7l16xbFihXjyy+/1M+xiaQTLRmLiIiIWDgtGYuIiIhYOC0Zi0VKSEggOjoaW1vbdPueNRERkYyS+MszWbNmTfZL3hUIxSJFR0dz6tSpjC5DREQkXZUqVSrZr+FSIBSLlPjdZqVKlXrqN2vl+Rw7duyp356V56fxezkav5enMXw5b9r4xcbGcurUqRS/21OBUCxS4jKxnZ3dc30LvyRPY/dyNH4vR+P38jSGL+dNHL+ULpPSTSUiIiIiFk6BUERERMTCKRCKiIiIWDgFQhERERELp0AoIiIiYuEUCEVEREQsnAKhiIiIiIVTIBQRERGxcAqEIiIiIhZOgVBERETEwikQioiIiFg4BUIRERERC6dAKCIiImLhDCaTyZTRRYikt5iYGI4dO4aTkxOZMmXK6HJERESSiDUasbO2fmXtpfa5Z/PKehJ5AwWu2kxUnDGjyxAREUlifaBXuvanJWMRERERC6dAKCIiImLhFAhFRERELJwCoYiIiIiFUyAUERERsXAKhCIiIiIWToFQRERExMIpEIqIiIhYOAVCEREREQunQCgiIiJi4RQIRURERCycAmEGOXXqFI6OjmzYsCHd+gwKCmLAgAFPbb9y5Qpdu3bF29sbLy8vPvvsM27dugXAjz/+yI8//giAo6PjK6/J0dERX19f/Pz88Pb2JiAggLCwMADatGnDnj17XnmfIiIikpQCYQYJCgqifv36LF26NKNLYdiwYXh5eRESEkJoaChlypRh+PDhALRo0YIWLVqkaf/BwcGsWbOGkJAQ/Pz86N+/f5r2JyIiIkkpEGaA+Ph41q5dy+eff86ff/7JxYsXAfDw8OCrr76iadOmeHp6cuzYMeDxTNnEiRP56KOP+PDDD9m6dSsAAwYMICgoyNxu4gxeREQEHTt2pHnz5tSuXZvJkyc/s56bN2/y8OFD8+NWrVrRqlUrAGbMmMGMGTOS1O7m5sbNmzcBiIqKws3Njbi4OLZt20bTpk3x8/Oje/fuREZGms+rV69e1K9f3zzzmJIqVapw/vz5p8ZryJAhfPTRR9SpU4ePP/6YR48eER4ejp+fH3379sXLy4vAwECioqKe2b6IiIg8TYEwA2zZsoUCBQpQrFgx6tatm2SW0N7enpUrVxIQEMDcuXPN2+Pi4li2bBkDBw5k2rRpz2w/NDQULy8vli9fztq1a/nhhx+4fft2isf/97//ZfLkybi7u9O/f3+2bt1K1apVkz3WxsaGBg0asH79egA2btxI3bp1uXfvHlOmTGHBggWsWbMGNze3JEHU3d2dDRs24ODgkGIdJpOJtWvXUrly5STbDx06hK2tLcuWLWPTpk3ExMSYQ/HJkydp3749oaGh5MiRg5CQkGeOjYiIiDzNJqMLsERBQUF4eXkB0KhRI/r06UOvXr0AqFGjBgAlS5Zk48aN5uc8uT21WbCOHTuye/duFixYwOnTp4mLi0syA/h37u7ubNu2jT179rBr1y4mTZrETz/9xKxZs5I93tfXl7Fjx9K6dWtCQ0Pp1asXf/zxB1evXqVt27YAJCQkkDNnTvNzKlSokGL/vr6+AMTGxlKiRAlGjhyZZH+VKlWwt7dnyZIlnD17lvPnz/PgwQMAHBwcKFOmjHls7ty588yxEREReVMcOHAg3fpSIExnt27dYtu2bRw7doz//e9/mEwm7t69aw5/mTJlAsBgMCR5XnLbDQYDJpMJeDyDmGj8+PFcunQJLy8v6taty86dO83H/V1UVBSzZs1i0KBBuLu74+7uzqeffoqbm1uKs4rlypXjzp07HDlyhIiICCpXrswvv/xC5cqVmTNnDgAxMTFER0c/VX9ygoODU9wH8OuvvzJ9+nTatm2Lv78/kZGR5vN5st0nx0NERORN5+zs/MraiomJMV+KlhwtGaeztWvX4urqyrZt29i8eTO//fYbXbt2ZdmyZS/clr29PX/99RcAv/zyi3n7jh076NixIw0bNuTq1atERESQkJCQbBvZs2dn8+bNrFmzxrzt4sWLODg4JJnh+ztvb2+GDx9Oo0aNgMczgIcPH+bcuXMAzJo1i4kTJ77wOSVn165dNGzYkCZNmpAnTx727duH0Wh8JW2LiIiIZgjTXVBQEJ9//nmSbS1btmT+/Plky5bthdpq2bIlvXr1wtvbG1dXV/LmzQtAly5d6NevHzly5MDBwQEnJyfCw8OTbcPa2pp58+Yxfvx4pk2bRubMmcmXLx9z5szB2to6xb59fHyYNm0aU6dOBSBv3ryMHTuWXr16kZCQQP78+Zk0adILnU9KmjVrRp8+fVi/fj12dnZUrFgxxfMRERGRF2cwaY1NLFDi1PmksOtExWm2UUREXi/rA71eaXuJn3tOTk7JXsalJWMRERERC6dAKCIiImLhFAhFRERELJwCoYiIiIiFUyAUERERsXAKhCIiIiIWToFQRERExMIpEIqIiIhYOAVCEREREQunQCgiIiJi4RQIRURERCycTUYXIJKRvmvikexvOoqIiGSkWKMRO2vrdOtPM4Qi8o8cOHAgo0t4o2n8Xo7G7+VpDF9OWo9feoZBUCAUERERsXgKhCIiIiIWToFQRERExMIpEIqIiIhYOAVCEREREQunQCgiIiJi4RQIRURERCycAqGIiIiIhVMgFBEREbFwCoQiIiIiFk6BUERERMTCKRCKiIiIWDgFQhERERELp0AoIiIiYuEUCEVEREQsnAKhiIiIiIVTIBQRERGxcAqEIiIiIhZOgVBERETEwikQioiIiFg4BUIRERERC6dAKCIiImLhFAhFRERELJwCoYiIiIiFUyAUERERsXAKhCIiIiIWToFQRERExMIpEIqIiIhYOAVCEREREQunQCgiIiJi4RQIRURERCycAqGI/CPOzs4ZXcIbTeP3cjR+L+/fMoaxRmNGl/CvYJPRBYhkpMBVm4mK018mIiJvqvWBXhldwr+CZghFRERELJwCoYiIiIiFUyAUERERsXAKhCIiIiIWToFQRERExMIpEIqIiIhYOAVCEREREQunQCgiIiJi4RQIRURERCycAqGIiIiIhXvjA+HMmTPx9PTE09OTiRMnpnv/Z8+epWvXrnh7e+Pt7U3v3r25fft2utfxd+Hh4Xh4eKRZ+7/++ivTpk17qTbCw8NxcnLC19cXPz8/PD09ad++PdeuXQPAw8OD8PDwV1GuiIiIPMMbHQh37tzJ9u3bWb16NWvWrOH48eNs2rQp3fqPiIigbdu2NG/enJCQENauXUvJkiXp3r17utWQUerUqcNnn3320u3ky5eP4OBg1qxZw08//YSTkxOjRo16BRWKiIjI87LJ6AJeRt68eRkwYAB2dnYAlChRgitXriQ5pmvXrrRo0YKaNWvy5Zdfcvz4cebPn8/169fp0KEDoaGhfPnll+zatYs7d+6QK1cuZsyYwZYtW9i9ezdTpkwBHs9E2tnZ0blzZ3PbP/74I25ubuaZOIPBQKdOnShUqBDx8fHExcUxZMgQwsLCMBgMdOzYET8/P4KCgtiyZQvXr1/n2rVrBAYGcuXKFXbv3o29vT3z58/nxo0bfPLJJxQuXJgLFy5QoEABJk2ahL29Pa6urpQtW5abN2+ycuVKFi5cyM8//4zRaMTNzY2+ffsC8OjRIz7//HNOnz5Njhw5+Prrr8mVKxfbtm1j+vTpxMfHU6hQIUaNGkWuXLnw8PDAx8eH7du38/DhQyZMmICTkxMLFy5k9erVWFlZUb58eUaOHElQUBB79+7lww8/ZPny5cydOxeA77//nvPnzzNw4EAmTpzI3r17MRqN+Pv7065du1RfUxcXFzZv3pxk2/379xk0aBARERFcv34dFxcXc9tz584lc+bMnDlzBkdHRyZPnmx+P4iIiMjzeaNnCEuWLEnFihUBOH/+POvWraNmzZpJjqlZsya7d+8GYN++fZw9exaj0cjvv/+Ou7s7Fy5c4OzZsyxdupQNGzZQpEgRQkJCaNSoEbt27SI6OhqTyURISAi+vr5J2j5x4gTly5dPss3a2hovLy9sbGyYMWMGuXLlIjQ0lO+++44ZM2Zw8uRJAI4ePcr8+fNZsmQJ48ePx93dnZCQEAB+//13AE6dOkVgYCA//fQTJUqUYObMmQBERkbSuXNngoOD2bVrF8eOHWPlypWsWbOGiIgI1q5dC8Dt27dp3749oaGh5MmTh3Xr1nH79m2mTJnCggULWLNmDW5ubkyePNlcv729PStXriQgIIC5c+cSHx/P3LlzWbVqFUFBQRgMBiIiIszHu7u7c/z4ce7cuQNAaGgoPj4+LF++HIDVq1ezcuVKfv31V/bv3//M1zMuLo6ff/6ZypUrJ9m+ZcsWSpcuzbJly9iwYQOHDx/m+PHjABw6dIhhw4bx888/c+XKFbZv3/7MPkRERORpb/QMYaLTp0/TpUsX+vfvz7vvvptkX61atfjkk0+4f/8+AI6Ojhw/fpxt27bRunVrihYtSv/+/VmxYgXnzp3j8OHDFClShKxZs1KzZk02btxI4cKFKVy4MPnz50/StsFgwGQypVjX7t27GTt2LAC5c+emTp067N27l2zZslG5cmWyZctGtmzZAKhWrRoABQsW5O7duwC8++67VK1aFQA/Pz/69OljbrtChQoA7Nq1iyNHjuDv7w88nhUsUKAAzs7O5MuXzxxY33vvPSIjI/njjz+4evUqbdu2BSAhIYGcOXOa261RowbwOGxv3LgRGxsbKlWqRNOmTalTpw6tWrVKMg62trbUq1ePjRs38sEHHxAVFUX58uWZP38+J06cMIfxBw8eEBYWhouLS5Ixun79ujlox8bGUr58eXr37p3kGC8vL44cOcKiRYs4e/YsUVFRPHjwwFzn22+/DTyeIU4MpiIiYjkOHDhgUf2mhTc+EB44cICePXsyaNAgPD09n9r/zjvvkJCQwMaNG6lcuTJ58uRh9+7dHD9+nMqVK3Ps2DF69+5Nu3btqF+/PlZWVuaQ16RJE2bPnk2hQoXMgetJTk5OHDt2LMm2hIQEevbsyYgRI54KiyaTCaPRCDwOUk+ysXn6pXhym8lkwtra2vw4c+bMABiNRgIDA2nfvj0Ad+/exdramsjIyCTPTwyvRqORypUrM2fOHABiYmKIjo42H5cpUybz8YlmzZrF4cOH2bZtGx9//HGSGUUAHx8fpk2bxp07d/Dy8jLX1bdvX+rVqwc8nq3MkiXLU+eYeA3hsyxevJgNGzbQvHlzPvjgA06dOmUe28R6nzxHERGxLM7Ozune54EDBzKk338qJibmqczypDd6yfjq1at069aNyZMnJxsGE7m7uzN79mzef/99XF1dWbx4MRUqVMDa2pp9+/bx/vvv06JFC9577z127NhhDm0uLi5cu3aNPXv2ULdu3afa/eijj9i6dStbt24FHoe2WbNmcevWLfLkyYOrqysrV64EHgeiX3/9lffff/+5z+/cuXOcOHECgFWrVuHu7v7UMa6urgQHBxMdHU18fDzdunVjw4YNKbZZoUIFDh8+zLlz54DHYe9Zd2ffvn2bhg0bUqpUKT777DOqV69OWFhYkmMqVqzI9evXCQ4ONs/2ubq6snz5cuLi4oiOjqZly5b88ccfz33uT9qxYwcfffQRPj4+GAwGTp48SUJCwj9qS0RERJ72Rs8QLliwgJiYGMaPH2/eFhAQQIsWLZIcV6tWLRYuXIizszNZsmQhLi6OWrVqAdCoUSO6d++Ot7c3tra2ODo6Jvmqkw8//JCoqKhkb1TImzcv33zzDRMnTmTy5MkYjUbKlCnD119/DUC3bt0YMWIE3t7eGI1GunbtStmyZZ8KVCnJmTMn06dP5+LFizg6OjJ69OinjvHw8ODkyZM0b94co9FIjRo1aNy4MZcvX062zbx58zJ27Fh69epFQkIC+fPnZ9KkSSnWkDt3bgICAmjatClvvfUW77zzDo0bN2bjxo1JjmvYsCHbt2+ncOHCwOPX4cKFCzRu3Jj4+Hj8/f3Ny98vKjAwkBEjRvDtt9+SNWtWKlWqRHh4OEWKFPlH7YmIiEhSBpPW2JJlMpmIi4ujffv2DBo0iLJly6Zr/+Hh4bRt2/apO27l1UicOp8Udp2oOGNGlyMiIv/Q+kCvDOn3TV0ydnJySnK5VaI3esk4Ld24cYPq1atToUKFdA+DIiIiIunpjV4yTkv58uVj3759GdZ/oUKFNDsoIiIi6UIzhCIiIiIWToFQRERExMIpEIqIiIhYOAVCEREREQunQCgiIiJi4RQIRURERCycAqGIiIiIhVMgFBEREbFwCoQiIiIiFk6/VCIW7bsmHsn+pqOIiLwZYo1G7KytM7qMN55mCEXkHzlw4EBGl/BG0/i9HI3fy/u3jKHC4KuhQCgiIiJi4RQIRURERCycAqGIiIiIhVMgFBEREbFwCoQiIiIiFk6BUERERMTCKRCKiIiIWDgFQhERERELp0AoIiIiYuEUCEVEREQs3HMHwrt376ZlHSIiIiKSQVINhGfPnsXT0xNPT08iIiJo2LAhZ86cSY/aRERERCQdpBoIR48ezaBBg3BwcCB//vy0bt2aYcOGpUdtIiIiIpIOUg2EUVFRVK9e3fy4VatW3L9/P02LEhEREZH081zXEMbExGAwGAC4ceMGCQkJaVqUiIiIiKQfm9QOaNmyJR07duTWrVtMmTKFn376iY8//jg9ahMRERGRdJBqIGzatClFihRh69atxMfHM3LkSNzc3NKjNhERERFJB6kGQoD333+fcuXKmR8/fPiQt956K82KEhEREZH0k2ogXLhwIV999RWxsbEAmEwmDAYDJ06cSPPiRERERCTtpRoIFy1axLJlyyhSpEh61CMiIiIi6SzVQFi0aFH+85//pEctIiIiIpIBUg2ErVu3plevXlSvXh1bW1vzdj8/v7SsS0RERETSSaqBcMmSJdy6dYtHjx4l2a5AKCIiIvLvkGogvHr1Khs3bkyPWkREREQkA6T6SyUFCxYkIiIiPWoRERERkQyQ6gxhpkyZ8Pb2ply5ckmuIZwzZ06aFiYiIiIi6SPVQFi/fn3q16+fHrWIiIiISAZINRA2btw4yWOTycSFCxfSrCARERERSV+pBsKlS5cyceJEHj58aN6WO3duduzYkaaFiYiIiEj6SDUQzps3j4ULFzJ79mx69erFb7/9xrVr19KjNhERERFJB6neZWxvb0+FChUoXbo0t27d4pNPPuHo0aPpUZuIiIiIpINUA6GNjQ137tyhaNGiHDlyBIDo6Og0L0xEXm/Ozs4ZXcIbTeP3cl738Ys1GjO6BJEXkuqScfPmzenSpQtz5szBz8+PTZs2Ubx48fSoTSTNBa7aTFSc/uIWkVdrfaBXRpcg8kJSDYRNmzalUaNGZMmShWXLlnH06FHc3NzSozYRERERSQcpBsJ9+/Yluz1nzpwcPXqUKlWqpFlRIiIiIpJ+UgyEI0eOTHb7xYsXiYuL488//0yzokREREQk/aQYCENCQpI8fvjwIWPGjCEyMpIJEyakeWEiIiIikj5SvcsY4MSJEzRp0oSbN2+ydu1aqlevntZ1iYiIiEg6STUQfvvtt7Rp04aWLVsyZ84ccufOnR51iYiIiEg6SXHJ+NatW/Tr14/r16/z448/UrJkyfSsS0RERETSSYqB0Nvbm+joaHx8fFi2bNlT+4cMGZKmhYmIiIhI+kgxELZo0QKDwZCetYiIiIhIBkgxEPbo0SM96xARERGRDPJcdxlL2rl//z5ffPEFXl5e+Pr60qZNG44fP54ufQcFBTFgwAAAPDw8CA8PT/HYe/fu8emnnwIQERFBp06dXrr/PXv2UKlSJXx9ffHz86NBgwb07NmT+/fvA+Do6PjSfYiIiEjqFAgzUEJCAp06dSJnzpysWbOG4OBgunXrRqdOnYiMjMzo8pK4c+cOJ0+eBCB//vx88803r6RdJycngoODWbNmDevXr8fW1pbp06e/krZFRETk+aT6W8Ymk+mpawnv3LlDzpw506woS7Fnzx6uX79Oz549sbJ6nM1dXV0ZN24cCQkJxMfHM2LECE6fPs3NmzcpVqwYM2fO5ObNm3Tv3p2SJUty4sQJHBwcmDZtGvb29oSEhDB79mwMBgPlypVj1KhRxMbGMnLkSE6fPo3RaKRTp054eSX/w+v3799n0KBBREREcP36dVxcXJg4cSKjR4/m+vXrdOvWjYEDB9K2bVs2b97MzZs3GTx4MFeuXMHGxobPP/8cd3d3ZsyYQUREBBcuXODy5cs0a9aMTz75JNUxcXZ2ZsuWLUm2RUREMGjQIO7du8eNGzfw9PSkT58+BAUF8fvvv3Pnzh0uXbpE9erVGTFixMu+LCIiIhYn1RlCf3//p7a1aNEiTYqxNH/++SflypUzh8FENWvWxMHBgUOHDmFra8uyZcvYtGkTMTExbN26FYCTJ0/Svn17QkNDyZEjByEhIURERDBu3Di+/fZbfvrpJ4xGI1u3bmX27NmULVuWoKAglixZwpw5c7h06VKyNW3ZsoXSpUuzbNkyNmzYwOHDhzl+/DhDhgwhX758fP3110mOHzVqFK6uroSEhDB9+nQGDRrEzZs3AQgLC2PBggWsWLGCefPmcffu3WeOx4MHD/jll1+oXLlyku2hoaF4eXmxfPly1q5dyw8//MDt27cBOHToENOnT2ft2rX89ttvhIWFPf8LICIiIsAzZggDAwM5evQojx49SvIBnZCQQOnSpdOluH87KysrTCZTivurVKmCvb09S5Ys4ezZs5w/f54HDx4A4ODgQJkyZQAoWbIkd+7c4dChQ1SuXJm3334bgEmTJgEwa9YsHj16xKpVq4DHwev06dPJ9unl5cWRI0dYtGgRZ8+eJSoqigcPHmBvb5/s8bt372b06NEAFC5cmAoVKvDHH38AULVqVezs7HBwcMDe3p579+6RI0eOJM8/duwYvr6+AMTHx+Pq6kr79u2THNOxY0d2797NggULOH36NHFxcTx8+BCASpUqkS1bNnP/d+7cSXE8RUTS04EDBzK6hFS9CTW+zv5N45diIPz666+Jiopi0KBBjBs37v+fYGND3rx506W4fzsnJyd++OGHp5blp06dygcffEB0dDTTp0+nbdu2+Pv7ExkZaQ6QmTJlMh9vMBgwmUzY2CR9ORNn0RISEpg0aRJly5YF4ObNm+TMmfOp36sGWLx4MRs2bKB58+Z88MEHnDp16pmh9e/7TCYTRqMxxRqTG4PFixen2D7A+PHjuXTpEl5eXtStW5edO3c+cxxERF4Hzs7OGV3CMx04cOC1r/F19qaNX0xMDMeOHUtxf4pLxtmyZaNQoULMmjWL0NBQChYsCMD8+fN59OjRq6/UArm4uODg4MDMmTPNIer3338nKCiI9957j127dtGwYUOaNGlCnjx52Ldvn/m45JQrV44//viDGzduADB27Fh+/fVXXF1d+fHHHwG4fv06Pj4+XL16Ndk2duzYwUcffYSPjw8Gg4GTJ0+SkJCAjY0N8fHxTx3v6urKypUrAbh06RIHDx6kYsWKLzMsydbUsWNHGjZsyNWrV4mIiCAhIeGV9iEiImLJUr2pZODAgRQqVAiAHDlyYDAYGDp0KFOmTEnz4v7tDAYDs2bNYty4cXh5eWFjY0OuXLmYN28eefLkoVmzZvTp04f169djZ2dHxYoVn/nVMPnz52fw4MF07NiRhIQEKlasiL+/Pw8fPmTEiBF4eXlhNBrp27cvRYoUYf/+/U+1ERgYyIgRI/j222/JmjUrlSpVIjw8HBcXFwoUKECbNm2SzBgPHjyYYcOGERQUBMDo0aPJly/fKx2nLl260K9fP3LkyIGDgwNOTk7PHAcRERF5MQZTKmts3t7eTy0t+vj4sHbt2jQtTCQtJU6dTwq7TlRcyrOuIiL/xPrA5L/J4XXypi15vm7etPFL/NxzcnJKcrlVolTvMo6Pjzd/UTBAdHS0rtMSERER+RdJdcnYz8+PZs2a0aBBAwwGA5s2bUr2q2hERERE5M2UaiDs0qWL+QYHGxsb+vTpQ82aNdOjNhERERFJB6kGQoA6depQp06dtK5FRERERDJAqoGwUqVKT/10HcDBgwfTpCARERERSV+pBsLQ0FDzn+Pi4ti4cSPW1tZpWpSIiIiIpJ9U7zIuWLCg+b93332Xzp07s379+vSoTURERETSQaqB8O/OnDnDrVu30qIWEREREckAL3QNoclkIi4ujr59+6Z5YSIiIiKSPl7oGkKDwUCOHDnIli1bmhYlIiIiIuknxUC4b9++ZLdfvnwZgCpVqqRNRSIiIiKSrlIMhCNHjgTg4cOHXLlyhffeew8bGxtOnTpFiRIlCA4OTrciRURERCTtpBgIQ0JCAOjVqxcTJ06kcuXKABw/fpw5c+akT3Uiaey7Jh7J/si3iMjLiDUasdNXtMkbJNW7jM+dO2cOgwBly5blwoULaVqUiLz+Dhw4kNElvNE0fi/ndR8/hUF506QaCDNnzkxQUBBGo5H4+Hh+/PFHcuTIkR61iYiIiEg6SDUQjh07lsWLF1OuXDnKly/P6tWrGTduXHrUJiIiIiLpINWvnSlRogSrV682fxm1g4NDmhclIiIiIukn1RnCmzdv0qlTJ2rWrImbmxtt27YlIiIiPWoTERERkXSQaiAcNWoUFSpUYOfOnezcuRMXFxdGjBiRDqWJiIiISHpINRCeP3+e7t27kyNHDnLlykXPnj25ePFietQmIiIiIukg1UAYHx9PTEyM+fHDhw/Nv20sIiIiIm++VG8qadSoEe3atcPf3x+AoKAg6tevn+aFiYiIiEj6SDUQduvWjbfffpvff/+dhIQE/P39adq0aXrUJiIiIiLpINVAGBgYyHfffUeTJk3Sox4RERERSWepXkN47949Hjx4kB61iIiIiEgGSHWG8K233qJ27do4OjqSJUsW8/Y5c+akaWEiIiIikj5SDYS6XlBERETk3+2ZgfDUqVNkzZqVChUqkD9//vSqSURERETSUYrXEK5atYrWrVvzzTff4OPjw/bt29OzLhERERFJJynOEC5evJiQkBDy58/PoUOH+PLLL3Fzc0vP2kREREQkHTzzLuPEZeJKlSoRGRmZLgWJiIiISPpKMRD+/efprK2t07wYEREREUl/qX4PYSL9frGIiIjIv1OK1xCGhYVRuXJl8+NHjx5RuXJlTCYTBoOBgwcPpkuBIiIiIpK2UgyEmzZtSs86RERERCSDpBgICxYsmJ51iIiIiEgGee5rCEVERETk30mBUERERMTCKRCKiIiIWDgFQhERERELp0AoIiIiYuEUCEVEREQsnAKhiIiIiIVTIBQRERGxcAqEIvKPODs7Z3QJbzSN38t50fGLNRrTqBKRf4cUf6lExBIErtpMVJw+KET+7dYHemV0CSKvNc0QioiIiFg4BUIRERERC6dAKCIiImLhFAhFRERELJwCoYiIiIiFUyAUERERsXAKhCIiIiIWToFQRERExMIpEIqIiIhYOAVCEREREQunQCgiIiJi4dIkEIaHh+Pk5ISvry++vr54e3vj4eHB9OnT/3GbAwcO5PLly888pk2bNuzZsyfJtpYtWxIaGppk24MHD6hatSq3b99Otp2goCAGDBjw1PajR48yePDgFPvfs2cPbdq0eWaNT5oxYwbVq1c3j1Pif1evXn3uNtLCi56HiIiIvNls0qrhfPnyERwcbH4cERFB/fr18fT0pESJEi/c3p49e+jWrdsLP8/f35/Q0FC8vP7/h803btxI1apVyZ079wu1Va5cOcqVK/fCNTxLQEAAPXr0eKVtioiIiLyIdFsyvnHjBiaTiaxZswIwb948GjdujI+PDxMnTsRkMhEeHo6fnx99+/bFy8uLwMBAoqKimDdvHtevX6dz585ERkby888/07x5c3x8fKhfvz779u1Lsd+GDRty8OBBoqKizNvWrl1LkyZNiI6Opn///vj7++Pr65tkJvHChQu0adOGOnXqMGTIECDpzNmJEydo1qwZ3t7etG7dmmvXriXp98KFC7Rv357GjRvTokUL/vzzzxcar3HjxtG3b18AQkJC+OijjzAajezcuRMfHx+8vb3p0qUL9+/fx2g0Mm7cOPN4Llq0CIBr167RunVr/P39adq0KYcPHwZgwoQJ+Pj40LhxY2bOnPnMOmbMmMGQIUNo06YNHh4ezJ49G4CTJ0/SvHlz/P39adGiBefPnwfA0dHR/NwnZ1o9PDzo1asX9evX59atW3z55Zc0b96c+vXrExAQwI0bNwBwc3Nj1KhR+Pn50aRJEy5dugTwQuctIiIiLybNZgivX7+Or68vMTExREZGUq5cOWbOnMnbb7/Ntm3bOHbsGCtXrsRgMNC3b1/Wrl2Ls7MzJ0+eZOzYsZQpU4YePXoQEhJC586dWbp0KfPmzSNnzpwsXbqUOXPmkDt3blauXMmCBQuoUqVKsnVkzZqVOnXqsH79egICAoiIiODcuXPUqFGDqVOnUrZsWSZMmMD9+/cJCAigQoUKAFy9epU1a9aQJUsW6taty+nTp5O026dPH/r06UPt2rX54Ycf+O6776hVq5Z5f//+/Rk2bBhlypThr7/+olu3bmzYsOGp+pYuXcovv/xiflyoUCG+/vprPv/8cxo3bkxoaChTp07lu+++w2g00qdPHxYsWEDp0qWZOnUqq1evxsbm8cu4evVqYmNj6dixI05OTuzevZtatWrx8ccfs2fPHg4cOEDevHnZtm0bP/30EzExMQwePJiYmBgyZcqU4msZFhbGkiVLuHfvHnXr1qVVq1Z89913tG/fnoYNG7Ju3ToOHz7Mu++++8z3hLu7O1999RUXLlzg7NmzLF26FCsrK/r160dISAgdOnTgxo0bVKtWjaFDhzJ+/HiWLFnCf//73xc6bxcXl2fWISKW6cCBAxldwmtHY/Jy/k3jl+ZLxgkJCYwfP56wsDBcXV0B2LVrF0eOHMHf3x+AR48eUaBAAZydnXFwcKBMmTIAlCxZkjt37iRp18rKiq+//prNmzdz7tw59u7di5XVsyc6mzRpwldffUVAQAAhISH4+PhgZWXFzp07efToEatWrQIeX1uYGPxcXFywt7cHoEiRIkRGRprbu337Njdu3KB27drA4+sUAfP1i9HR0Rw7doyBAwean/PgwQMiIyPJlStXktpSWjLOnDkz48aNIyAggKFDh1KkSBGOHj1K/vz5KV26NAD//e9/AejZsycnTpxg9+7d5r7CwsKoVq0aPXr04MSJE9SsWZPWrVtjbW1NpkyZCAgIoHbt2vTq1euZYRCgatWq2NnZ4eDggL29Pffu3aNmzZqMHDmS33//ndq1a1O/fv1ntgGYw3bRokXp378/K1as4Ny5cxw+fJgiRYqYj6tRowbw+PXfv38/YWFhL3TeCoQikhxnZ+eMLuG1cuDAAY3JS3jTxi8mJoZjx46luD/NAmGixBkgPz8/vv32W7p06YLRaCQwMJD27dsDcPfuXaytrYmMjEwSTgwGAyaTKUl70dHRNGnSBF9fX6pUqYKjoyNLlix5Zg0uLi7cuHGDq1evsnbtWvMyaUJCApMmTaJs2bIA3Lx5k5w5cxISEmKefUquDltb2yTtx8TEcP36dfPjhIQE7OzsklxDee3aNXPAfF7nzp0jd+7c5hfw7/3eu3eP6OhojEYjffv2pV69esDjwJolSxYyZ87MTz/9xJYtW1i3bh2rV69m4cKFrFixgr1797Jt2zYCAgJYvHgxxYoVS7GO5F6TBg0aUKlSJX777Te+++47tm7dyujRowEwmUwYDAbi4+OTbefYsWP07t2bdu3aUb9+faysrJKMb+JxiX296HmLiIjIi0mXawhtbGzo168fc+bM4caNG7i6uhIcHEx0dDTx8fEpLqc+ydraGqPRyPnz57GysqJr1664urqybds2jEZjqjU0btyY2bNnkzNnTvNslKurKz/++CPweInbx8fnue7wzZ49O2+//TY7duwAIDg4mGnTpiXZ/+6775oD4Y4dO2jVqlWq7T4pIiKCr776imXLlnHixAm2bt1KsWLFuH37Nn/99RcA8+fP58cff8TV1ZXly5cTFxdHdHQ0LVu25I8//mDixIkEBwfTuHFjhg0bxp9//smff/5J69atqVKlCv3796dEiRKcO3fuhWoD6NWrF0eOHCEgIIDPPvvMfI1krly5OH36NCaTic2bNyf73H379vH+++/TokUL3nvvPXbs2PHM1/BFz1tEREReTJrPECZyd3enYsWKfPXVV4wZM8Z8U4LRaKRGjRo0btz4mV8rU6tWLTp37sw333xD6dKladiwIZkzZ6ZKlSpcuXIl1f79/PyoU6cOY8aMMW/r3r07I0aMwMvLyzzbVKRIEfbv359qe5MmTWLEiBFMnDiRXLlyMXHixCTBKnH//PnzsbW15csvv8RgMDzVzt+vIYTH1x8uWrSI9u3bU7hwYUaOHEnPnj1Zu3YtkyZNol+/fsTFxVGkSBEmTpyInZ0dFy5coHHjxsTHx+Pv70/VqlUpUqQIvXv3ZvXq1VhbWzN8+HDKlClDxYoV8fLy4q233qJ06dK4u7uner5/17VrVwYPHsysWbOwtrY23zzSu3dvunbtSp48eXB2dk6y1J6oUaNGdO/eHW9vb2xtbXF0dCQ8PDzFvjJlyvRC5y0iIiIvxmD6+5qsiAVIvJZiUth1ouJSn2EWkTfb+kCv1A+yMG/aNXCvmzdt/BI/95ycnJK9d0C/VCIiIiJi4RQIRURERCycAqGIiIiIhVMgFBEREbFwCoQiIiIiFk6BUERERMTCKRCKiIiIWDgFQhERERELp0AoIiIiYuEUCEVEREQsnAKhiIiIiIWzyegCRDLSd008kv1NRxH5d4k1GrGzts7oMkReW5ohFJF/5MCBAxldwhtN4/dyXnT8FAZFnk2BUERERMTCKRCKiIiIWDgFQhERERELp0AoIiIiYuEUCEVEREQsnAKhiIiIiIVTIBQRERGxcAqEIiIiIhZOgVBERETEwikQioiIiFg4BUIRERERC6dAKCIiImLhFAhFRERELJwCoYiIiIiFUyAUERERsXAKhCIiIiIWToFQRERExMIpEIqIiIhYOAVCEREREQunQCgiIiJi4RQIRURERCycAqGIiIiIhVMgFBEREbFwCoQiIiIiFk6BUERERMTCKRCKiIiIWDgFQhERERELp0AoIiIiYuEUCEVEREQsnAKhiIiIiIVTIBSRf8TZ2TmjS0hTsUZjRpcgIpJubDK6AJGMFLhqM1Fx+uCXp60P9MroEkRE0o1mCEVEREQsnAKhiIiIiIVTIBQRERGxcAqEIiIiIhZOgVBERETEwikQioiIiFg4BUIRERERC6dAKCIiImLhFAhFRERELJwCoYiIiIiFUyAUERERsXAKhML69evx9/fHx8cHb29v5s+fb97XqVMnIiIiCAoKYsCAAa+036CgIN5//318fX3x9fWlfv36DB06lPj4eMLDw/Hw8Hil/YmIiEjybDK6AMlYERERTJgwgaCgIHLlykV0dDRt2rShWLFi1KlTh2+++SZN+/fw8GD8+PEAGI1G2rRpw5IlS6hTp06a9isiIiL/TzOEFi4yMpK4uDgePXoEQNasWRk/fjzvvfce8DiwhYeHm4//9ddf6dKli/nx999/z+jRozEajYwbN47GjRvj4+PDokWLANizZw9NmzbF39+f/v37P7MWa2trKlWqxPnz55NsP3XqFG3atKFJkybUrl2b//3vfwDMmDGDIUOG0KZNGzw8PJg9e/bLDoeIiIhF0gyhhfvPf/5DnTp1qFu3LqVLl6Zq1ap4e3tTtGjRZI93d3dn+PDh3Llzh5w5cxIaGsqgQYNYvnw5AKtXryY2NpaOHTvi5OQEwPnz5/ntt9/Inj37M2uJjIxk27ZtdO7cOcn2FStW8Omnn1KtWjUuXbqEj48Pbdu2BSAsLIwlS5Zw79496tatS6tWrciRI8fLDouIiIhFUSAUvvjiCz799FO2b9/O9u3bad68OZMnT6ZevXpPHWtra0u9evXYuHEjH3zwAVFRUZQvX5758+dz4sQJdu/eDcCDBw8ICwvjvffeo1ixYimGwc2bN+Pr64vJZMJkMvHhhx/i5eXF5cuXzccMGDCA33//nblz5xIWFsaDBw/M+6pWrYqdnR0ODg7Y29tz7949BUJ5ZQ4cOPBGt/9vp/F7eRrDl/NvGj8FQgu3ZcsWHjx4QKNGjWjSpAlNmjRh+fLlrFy5MtlACODj48O0adO4c+cOXl5ewOPr//r27Wt+zu3bt8mSJQt//PEHmTNnTrH/J68hTEmvXr3IkSMHtWvXplGjRvz000/mfZkyZTL/2WAwYDKZnvvcRVLj7OycZm0fOHAgTdv/t9P4vTyN4ct508YvJiaGY8eOpbhf1xBauMyZMzNlyhTzdYImk4m//vqL0qVLp/icihUrcv36dYKDg/H19QXA1dWV5cuXExcXR3R0NC1btuSPP/54JTXu2LGDnj17UrduXfbt2wc8DqAiIiLyamiG0MK5urrSvXt3unbtSlxcHAA1atSgW7duz3xew4YN2b59O4ULFwYgICCACxcu0LhxY+Lj4/H396dq1ars2bPnpWvs0aMHLVu2JEeOHBQrVoyCBQsmudFFREREXo7BpDU2sUCJU+eTwq4TFafZRnna+kCvNG3/TVtuet1o/F6exvDlvGnjl/i55+TklORyq0RaMhYRERGxcAqEIiIiIhZOgVBERETEwummEhEREUlRXFwc4eHh5l+0ksdsbGw4ceJERpfxFGtra+zt7cmTJw9WVs8/76dAKCIiIikKDw8ne/bsvPvuuxgMhowu57URHR1N1qxZM7qMJEwmE3FxcURERBAeHk6RIkWe+7laMhYREZEUPXr0CAcHB4XBN4DBYMDOzo6CBQsSHR39Qs9VIBQREZFnUhh8s7zIUnEiLRmLiIjIG+GLL77g4MGDxMXFcfHiRUqUKAFA27ZtadKkyVPHb968mQsXLtC+ffsU2wwKCmLv3r1P/YxqmzZtuHbtGlmyZAHg/v37FC5cmMmTJ5MnT55XeFavBwVCEREReW6xRiN21tYZ0u7w4cOBx9c1tm3bluDg4Gcef/z48ZeqafTo0VStWhWAhIQEevbsycKFC+nbt+9Ltfs6UiAUERGR52ZnbU2D70Jfebsv8+tA586dY9iwYURFRZElSxYGDx5MlixZWLp0KQAFChTAzc2NQYMGce/ePW7cuIGnpyd9+vR57j4ePHhAZGQk5cuXBx6HzS+//JJHjx6RK1cuvvjiC6Kjo+nTpw+hoY/H57fffmPZsmXMmTOHefPm8fPPP2M0GnFzc6Nv375cvnyZ7t27U7JkSU6cOIGDgwPTpk3D3t4eR0dHwsLCgKSzmEeOHGHcuHFJ+k38GdmXoUAoIiIib7S+ffvSuXNn6tWrx+HDh/nss8/YsGEDAQEBADRp0oQFCxbg5eVF48aNuXfvHjVr1qRDhw7PbHfIkCG89dZb3L59m5w5c9KoUSPatWtHbGwsI0eOZN68eRQoUIDff/+doUOHsmjRIqysrDh16hSlSpUiNDQUHx8ftm3bxrFjx1i5ciUGg4G+ffuydu1anJ2dOXnyJGPHjqVMmTL06NGDkJAQ2rRpk2w9sbGxDBkyhDlz5jzV78tSIBSL9l0Tj2R/01EkrZbFROTVio6O5uLFi9SrVw+AihUrkjNnTs6ePZvkuI4dO7J7924WLFjA6dOniYuL4+HDh89sO3HJ+ODBg/Ts2ZOaNWtiZ2fHqVOnCA8P55NPPjEfe//+fQB8fX356aefKFy4MHv37mXs2LF89dVXHDlyBH9/f+DxndsFChTA2dkZBwcHypQpA0DJkiW5c+dOivWcP3+eS5cuJdvvy1IgFJF/5E37YfcXpTAo8mYwmUyYTKanthmNxiTbxo8fz6VLl/Dy8qJu3brs3LnzqeelpHLlyrRp04b+/fsTHBxMQkICBQsWNF/DaDQauXnzJgBeXl4EBgbyn//8Bzc3NzJlyoTRaCQwMNB8c8vdu3extrYmMjIyyaSEwWBIUpPJZMJgMBAfHw88vo6xUKFCyfb7svS1MyIiIvLGypYtG4ULF2bjxo0AHD58mJs3b1KyZEmsra3NYWrHjh107NiRhg0bcvXqVSIiIkhISHjuftq3b8/Dhw9ZunQpxYsX5+7du+zfvx+AVatWma9HzJ8/P++88w7z5s3Dx8cHAFdXV4KDg4mOjiY+Pp5u3bqxYcOGZ/aXK1cuTp8+jclkYvPmzQAUL16cO3fuJNvvy9IMoYiIiLzRJk2axIgRI5gxYwa2trbMmDEDOzs7qlSpQv/+/cmTJw9dunShX79+5MiRAwcHB5ycnAgPD3/uPuzs7OjVqxdjx47F19eXCRMmMH78eGJiYsiWLRsTJkwwH+vr68uXX35pvkPZw8ODkydP0rx5c4xGIzVq1KBx48Zcvnw5xf569+5N165dyZMnD87OzkRGRmJnZ8e0adMYM2ZMsv2+DIPpeedLRf5FYmJiOHbsGE5OTrqG8B/6ty8ZpzWN38vR+L285x3DEydOULp0afPjjPzamdfJ6/jTdU/6++uW2ueeloxFRETkuaVVaHuTwuC/kQKhiIiIiIVTIBQRERGxcAqEIiIiIhZOgVBERESeSfefvlle5Ot0EikQioiISIoyZ87MrVu3FArfACaTidjYWC5fvvzCd0DrewhFREQkRYUKFSI8PJwbN25kdCmvldjYWOzs7DK6jKfY2NiQM2dO8uTJ82LPS6N6RERE5F/A1taWYsWKZXQZr50DBw5QoUKFjC7jldGSsYiIiIiFUyAUERERsXBaMhaLlHhxdGxsbAZX8maLiYnJ6BLeaBq/l6Pxe3kaw5fzJo1f4uddSjcH6beMxSLdu3ePU6dOZXQZIiIi6apUqVJkz579qe0KhGKREhISiI6OxtbWFoPBkNHliIiIpCmTyURcXBxZs2bFyurpKwYVCEVEREQsnG4qEREREbFwCoQiIiIiFk6BUERERMTCKRCKiIiIWDgFQhERERELp0AoIiIiYuEUCEVEREQsnAKhWJyQkBAaNWrEhx9+yJIlSzK6nAxz//59vLy8CA8PB2Dnzp14e3tTr149vvzyS/NxJ06coEmTJtSvX5/BgwcTHx8PwJUrV2jVqhUNGjTgk08+ITo6GoC7d+/SuXNnGjZsSKtWrbhx4wbw+GeT+vbtS8OGDWncuDFnzpxJ5zN+dWbOnImnpyeenp5MnDgR0Pi9qGnTptGoUSM8PT1ZuHAhoDF8URMmTGDAgAFA2o+RyWRiwoQJNGjQgEaNGnHgwIEMOONXp23btnh6euLr64uvry9//PFHip8Naf2+fG2YRCzItWvXTLVr1zZFRkaaoqOjTd7e3qbTp09ndFnp7vDhwyYvLy9T2bJlTZcuXTI9fPjQVLNmTdPFixdNcXFxpg4dOpi2bNliMplMJk9PT9OhQ4dMJpPJNHDgQNOSJUtMJpPJ1LlzZ1NoaKjJZDKZZs6caZo4caLJZDKZvvjiC9PcuXNNJpPJtHr1atNnn31mMplMpvnz55uGDh1qMplMpr1795qaNm2aXqf7Su3YscP00UcfmWJiYkyxsbGmtm3bmkJCQjR+L2DPnj2mgIAAU1xcnOnhw4em2rVrm06cOKExfAE7d+40Va1a1dS/f3+TyZT2Y/Tzzz+bOnXqZDIajaazZ8+a6tata4qLi0uXc33VEhISTNWrV09Sf0qfDenxd+PrQjOEYlF27tyJq6sr9vb2ZMmShfr167N+/fqMLivdLV++nOHDh5MvXz4Ajhw5QtGiRSlcuDA2NjZ4e3uzfv16Ll++zKNHj6hYsSIA/v7+rF+/nri4OPbt20f9+vWTbAfYsmUL3t7eAHh5ebFt2zbi4uLYsmULPj4+AFSpUoXIyEiuXLmSzmf+8vLmzcuAAQOws7PD1taWEiVKcP78eY3fC3j//ff53//+h42NDbdu3cJoNHL37l2N4XOKioriyy+/pGvXrgDpMkZbt26lUaNGWFlZUaxYMQoUKMChQ4fS+cxfjbNnz2IwGOjUqRM+Pj58//33KX42pMffja8LBUKxKNevXydv3rzmx/ny5SMiIiIDK8oYY8aMwcXFxfw4pXH5+/a8efMSERFBZGQk2bJlw8bGJsn2v7dlY2NDtmzZuH37drJtXbt2LU3PMy2ULFnS/CFw/vx51q1bh8Fg0Pi9IFtbW6ZPn46npyfVqlXTe/AFDBs2jM8//5wcOXIAT///mxZjdP36dfM/IJ/c/ia6e/cu1apV4+uvv2bRokUsXbqUK1euPNf7Ly3el68LBUKxKKZkfrrbYDBkQCWvl5TG5UW3pyS5H1J/1vY3wenTp+nQoQP9+/enSJEiT+3X+KWuZ8+e7Nq1i6tXr3L+/Pmn9msMn7ZixQreeecdqlWrZt6WHmOUXFtv2tglqlSpEhMnTiRLlizkzp2bpk2bMn369KeO+yfvv1c15hnh9alEJB3kz5+fmzdvmh///V+9liqlcfn79hs3bpAvXz5y587N/fv3MRqNSbbD439BJz4nPj6e+/fvY29vT758+ZJcRP3kc940Bw4coF27dvTu3ZvGjRtr/F7QmTNnOHHiBABvvfUW9erVY8+ePRrD57Bu3Tp27NiBr68v06dPZ/PmzaxYsSLNxyh//vxv/Ngl2r9/P7t27TI/NplMFCxY8Lnef2nxvnxdKBCKRfnggw/YtWsXt2/f5uHDh2zcuBF3d/eMLivDVahQgXPnznHhwgWMRiOhoaG4u7tTsGBBMmXKZL6jcM2aNbi7u2Nra4uLiwvr1q1Lsh2gZs2arFmzBnj84eXi4oKtrS01a9YkODgYePwXcqZMmShQoED6n+xLunr1Kt26dWPy5Ml4enoCGr8XFR4ezpAhQ4iNjSU2NpZff/2VgIAAjeFzWLhwIaGhoQQHB9OzZ088PDwYN25cmo+Ru7s7ISEhGI1GLly4wPnz5ylXrlz6D8ArcO/ePSZOnEhMTAz3799n9erVTJo0KdnPhvT4f/t1YTAlN78p8i8WEhLC3LlziYuLo2nTpnTq1CmjS8owHh4e/O9//6NQoULs2rWLcePGERMTQ82aNRk4cCAGg4GTJ08yZMgQoqOjKVOmDOPGjcPOzo7Lly8zYMAAbt26xTvvvMPUqVPJmTMnUVFRDBgwgEuXLpE9e3YmT55MoUKFiImJYdiwYRw7dgw7OztGjx5N2bJlM3oIXtjo0aNZtWpVkmXigIAA3n33XY3fC5g+fTrr16/H2tqaevXq0aNHD70HX1BQUBB79+5l/PjxaT5GJpOJiRMnsm3bNgAGDhyIm5tbBo/AP/fVV1+xYcMGEhISaNmyJYGBgSl+NqT1+/J1oUAoIiIiYuG0ZCwiIiJi4RQIRURERCycAqGIiIiIhVMgFBEREbFwCoQiIiIiFs4mowsQEZHXj6OjI6VKlcLKygqDwcDDhw/Jli0bI0aMeGO/f05EUqavnRERkac4Ojqya9cucufObd62YMECNm7cyLJlyzKwMhFJC1oyFhGRVMXHx3P16lVy5sxp3jZ79mwaN26Mr68vn376KREREZw7d46qVasSGxsLgNFoxN3dnb/++ot79+4xYMAA/P398fb2ZuzYscTHxwNQrlw5ZsyYQUBAAB4eHixatAh4/OXLXbp0Mff55OPY2FjGjh1L48aN8fHxYcCAAdy/fz+dRkTk30WBUEREkhUYGIiPjw9ubm7Ur18fgHHjxgGPf5Lr1KlTrFixguDgYGrWrMmQIUMoVqwYJUuWZPPmzQBs376dggUL8t577zF27FjKli1LUFAQa9asITIykoULFwKPw12uXLlYunQp06dPZ8qUKcTExDyzvnnz5mFtbU1QUBBr164lX758TJ48OQ1HROTfS9cQiohIsr777jty587Nn3/+SadOnahUqRIODg4A/Pbbbxw9epQmTZoAkJCQwMOHDwFo1qwZq1evpkGDBgQFBdGsWTMAtmzZwtGjR1m5ciUAjx49StJfnTp1AChbtiyxsbE8ePDgmfVt2bKFe/fusXPnTgDi4uLM9YnIi1EgFBGRZypTpgwDBw5kyJAhVKhQgUKFCpGQkMDHH39My5YtgcczfHfu3AGgQYMGjBs3jjNnzrBv3z7Gjx8PPA6N06ZNo0SJEgDcvXsXg8Fg7idTpkwA5m0mkwmDwcCTl7rHxcWZ/5yQkMCgQYOoWbMmANHR0anOKopI8rRkLCIiqfLy8qJixYqMHTsWADc3N1auXGm+Zm/atGn069cPeBzsPD09GTBgAPXq1eOtt94yP2fRokWYTCZiY2P55JNP+P7775/Zb+7cuTl9+jQxMTHEx8fz22+/mfe5ubmxZMkSYmNjSUhIYOjQoUydOjUtTl/kX0+BUEREnsvQoUPZtm0bv//+O82aNaNWrVo0b94cT09PwsLCzDOB8HjZ+MiRI+blYoDBgwfz4MEDvL298fb2plSpUnz88cfP7LN69epUqVKFhg0b0qpVK0qVKmXe9+mnn1KwYEEaN25Mo0aNMJlMDBgw4NWfuIgF0NfOiIiIiFg4zRCKiIiIWDgFQhERERELp0AoIiIiYuEUCEVEREQsnAKhiIiIiIVTIBQRERGxcAqEIiIiIhZOgVBERETEwv0fcu6SSGSncwsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#top 5 products by sum of net sales\n",
    "\n",
    "net_sales_top5_sum = df_train.groupby([\"Product Name\"])[[\"Net Sales\"]].sum().sort_values(\"Net Sales\", ascending = False).iloc[:5]\n",
    "net_sales_top5_sum\n",
    "\n",
    "#plotting top 5 products by sum of net sales\n",
    "net_sales_top5_sum.sort_values('Net Sales',ascending=True).plot(kind='barh',figsize=(8,6))\n",
    "plt.title('Top 5 Products with highest Total Revenue',fontdict={'fontsize':14})\n",
    "plt.xlabel('Revenue')\n",
    "plt.ylabel('Product Name')\n",
    "plt.legend(['Total Revenue'])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Product vs net sales vs commision"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Commision (in value)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product Name</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Annual Travel Protect Platinum</th>\n",
       "      <td>215.064490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual Travel Protect Gold</th>\n",
       "      <td>168.162634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual Travel Protect Silver</th>\n",
       "      <td>133.677591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual Gold Plan</th>\n",
       "      <td>91.491629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual Silver Plan</th>\n",
       "      <td>57.291729</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                Commision (in value)\n",
       "Product Name                                        \n",
       "Annual Travel Protect Platinum            215.064490\n",
       "Annual Travel Protect Gold                168.162634\n",
       "Annual Travel Protect Silver              133.677591\n",
       "Annual Gold Plan                           91.491629\n",
       "Annual Silver Plan                         57.291729"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Average commision for top 5 products\n",
    "comm_top5_mean = df_train.groupby([\"Product Name\",])[[\"Commision (in value)\"]].mean().sort_values(\"Commision (in value)\",ascending=False)[:5]\n",
    "comm_top5_mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting for Average commision for top 5 products --FINAL\n",
    "\n",
    "comm_top5_mean.sort_values('Commision (in value)',ascending=True).plot(kind='barh',figsize=(8,6))\n",
    "plt.title('Top 5 Products with highest Average Commision',fontdict={'fontsize':14})\n",
    "plt.xlabel('Commision')\n",
    "plt.ylabel('Product Name')\n",
    "plt.legend(['Average Commision'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting for Total commision for top 5 products\n",
    "comm_top5_sum = df_train.groupby([\"Product Name\",])[[\"Commision (in value)\"]].sum().sort_values(\"Commision (in value)\",ascending=False)[:5]\n",
    "\n",
    "comm_top5_sum.sort_values('Commision (in value)',ascending=True).plot(kind='barh',figsize=(8,6))\n",
    "plt.title('Top 5 Products with highest Total Commision',fontdict={'fontsize':14})\n",
    "plt.xlabel('Commision')\n",
    "plt.ylabel('Product Name')\n",
    "plt.legend(['Total Commision'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Insights\n",
    "\n",
    "- Annual Travel Protect Platinum commision has highest average commission, Rental Vehicle Excess Insurance has overall highest commission"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting for Claim rate for Top 5 Products with higher Revenues -- FINAL\n",
    "product_cpercent = pd.DataFrame(df_train.groupby(['Product Name'])['Claim'].value_counts(normalize=True)*100)\n",
    "product_cpercent.columns = ['Claim_percent']\n",
    "product_cpercent.reset_index(inplace=True)\n",
    "\n",
    "list_net_sales_top5_mean = ['Annual Gold Plan','Annual Travel Protect Platinum','Annual Travel Protect Gold','Annual Silver Plan','Annual Travel Protect Silver']\n",
    "\n",
    "\n",
    "# net sales mean only\n",
    "fig = plt.figure(figsize=(8,6))\n",
    "ax = sns.barplot(y='Product Name', x='Claim_percent',\n",
    "        data=product_cpercent[   (product_cpercent['Product Name'] == list_net_sales_top5_mean[0])|\n",
    "                                 (product_cpercent['Product Name'] == list_net_sales_top5_mean[1])|\n",
    "                                 (product_cpercent['Product Name'] == list_net_sales_top5_mean[2])|\n",
    "                                 (product_cpercent['Product Name'] == list_net_sales_top5_mean[3])|\n",
    "                                 (product_cpercent['Product Name'] == list_net_sales_top5_mean[4])]\n",
    "        ,hue='Claim')\n",
    "plt.title('Claim rate for Top 5 Products with higher Revenues',fontdict={'fontsize':13})\n",
    "plt.xlabel('Percentage of Claims')\n",
    "\n",
    "plt.xlim((0,110))\n",
    "\n",
    "for p in ax.patches:\n",
    "    _x = p.get_x() + p.get_width() + 0.3\n",
    "    _y = p.get_y() + p.get_height() - 0.2\n",
    "    value = str(np.round(p.get_width(),2))+'%'\n",
    "    ax.text(_x, _y, value, va=\"baseline\", ha='left')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"3\" halign=\"left\">Net Sales</th>\n",
       "      <th colspan=\"3\" halign=\"left\">Commision (in value)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>sum</th>\n",
       "      <th>mean</th>\n",
       "      <th>count</th>\n",
       "      <th>sum</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1 way Comprehensive Plan</th>\n",
       "      <td>2409</td>\n",
       "      <td>66253.347009</td>\n",
       "      <td>27.502427</td>\n",
       "      <td>2409</td>\n",
       "      <td>43.493052</td>\n",
       "      <td>0.018054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2 way Comprehensive Plan</th>\n",
       "      <td>10555</td>\n",
       "      <td>463068.162004</td>\n",
       "      <td>43.871924</td>\n",
       "      <td>10555</td>\n",
       "      <td>278.217247</td>\n",
       "      <td>0.026359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24 Protect</th>\n",
       "      <td>165</td>\n",
       "      <td>3389.160000</td>\n",
       "      <td>20.540364</td>\n",
       "      <td>165</td>\n",
       "      <td>1258.490000</td>\n",
       "      <td>7.627212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual Gold Plan</th>\n",
       "      <td>295</td>\n",
       "      <td>105211.774342</td>\n",
       "      <td>356.650083</td>\n",
       "      <td>295</td>\n",
       "      <td>26990.030566</td>\n",
       "      <td>91.491629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual Silver Plan</th>\n",
       "      <td>2348</td>\n",
       "      <td>529705.614727</td>\n",
       "      <td>225.598643</td>\n",
       "      <td>2348</td>\n",
       "      <td>134520.980472</td>\n",
       "      <td>57.291729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual Travel Protect Gold</th>\n",
       "      <td>183</td>\n",
       "      <td>47344.266627</td>\n",
       "      <td>258.711839</td>\n",
       "      <td>183</td>\n",
       "      <td>30773.761967</td>\n",
       "      <td>168.162634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual Travel Protect Platinum</th>\n",
       "      <td>50</td>\n",
       "      <td>16543.457956</td>\n",
       "      <td>330.869159</td>\n",
       "      <td>50</td>\n",
       "      <td>10753.224492</td>\n",
       "      <td>215.064490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual Travel Protect Silver</th>\n",
       "      <td>92</td>\n",
       "      <td>18155.612821</td>\n",
       "      <td>197.343618</td>\n",
       "      <td>92</td>\n",
       "      <td>12298.338334</td>\n",
       "      <td>133.677591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Basic Plan</th>\n",
       "      <td>4042</td>\n",
       "      <td>107291.844272</td>\n",
       "      <td>26.544246</td>\n",
       "      <td>4042</td>\n",
       "      <td>38768.280844</td>\n",
       "      <td>9.591361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bronze Plan</th>\n",
       "      <td>4723</td>\n",
       "      <td>166163.651473</td>\n",
       "      <td>35.181802</td>\n",
       "      <td>4723</td>\n",
       "      <td>42748.012172</td>\n",
       "      <td>9.051029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cancellation Plan</th>\n",
       "      <td>13254</td>\n",
       "      <td>348623.765841</td>\n",
       "      <td>26.303287</td>\n",
       "      <td>13254</td>\n",
       "      <td>98.026259</td>\n",
       "      <td>0.007396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Child Comprehensive Plan</th>\n",
       "      <td>8</td>\n",
       "      <td>592.000000</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comprehensive Plan</th>\n",
       "      <td>278</td>\n",
       "      <td>7975.964633</td>\n",
       "      <td>28.690520</td>\n",
       "      <td>278</td>\n",
       "      <td>2769.423650</td>\n",
       "      <td>9.961956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gold Plan</th>\n",
       "      <td>380</td>\n",
       "      <td>28692.242098</td>\n",
       "      <td>75.505900</td>\n",
       "      <td>380</td>\n",
       "      <td>7680.681303</td>\n",
       "      <td>20.212319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Individual Comprehensive Plan</th>\n",
       "      <td>84</td>\n",
       "      <td>8300.837787</td>\n",
       "      <td>98.819497</td>\n",
       "      <td>84</td>\n",
       "      <td>187.382477</td>\n",
       "      <td>2.230744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Premier Plan</th>\n",
       "      <td>141</td>\n",
       "      <td>8931.000000</td>\n",
       "      <td>63.340426</td>\n",
       "      <td>141</td>\n",
       "      <td>4131.510000</td>\n",
       "      <td>29.301489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rental Vehicle Excess Insurance</th>\n",
       "      <td>6813</td>\n",
       "      <td>314100.060080</td>\n",
       "      <td>46.103047</td>\n",
       "      <td>6813</td>\n",
       "      <td>227852.793835</td>\n",
       "      <td>33.443827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Silver Plan</th>\n",
       "      <td>2862</td>\n",
       "      <td>170003.076877</td>\n",
       "      <td>59.400097</td>\n",
       "      <td>2862</td>\n",
       "      <td>43360.453712</td>\n",
       "      <td>15.150403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Single Trip Travel Protect Gold</th>\n",
       "      <td>251</td>\n",
       "      <td>9524.137237</td>\n",
       "      <td>37.944770</td>\n",
       "      <td>251</td>\n",
       "      <td>6467.598268</td>\n",
       "      <td>25.767324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Single Trip Travel Protect Platinum</th>\n",
       "      <td>100</td>\n",
       "      <td>4659.139792</td>\n",
       "      <td>46.591398</td>\n",
       "      <td>100</td>\n",
       "      <td>3091.059272</td>\n",
       "      <td>30.910593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Single Trip Travel Protect Silver</th>\n",
       "      <td>130</td>\n",
       "      <td>4467.957908</td>\n",
       "      <td>34.368907</td>\n",
       "      <td>130</td>\n",
       "      <td>3025.380965</td>\n",
       "      <td>23.272161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spouse or Parents Comprehensive Plan</th>\n",
       "      <td>12</td>\n",
       "      <td>1032.000000</td>\n",
       "      <td>86.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ticket Protector</th>\n",
       "      <td>780</td>\n",
       "      <td>5134.452045</td>\n",
       "      <td>6.582631</td>\n",
       "      <td>780</td>\n",
       "      <td>1438.936351</td>\n",
       "      <td>1.844790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Travel Cruise Protect</th>\n",
       "      <td>394</td>\n",
       "      <td>11532.729697</td>\n",
       "      <td>29.270888</td>\n",
       "      <td>394</td>\n",
       "      <td>4138.050609</td>\n",
       "      <td>10.502667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Value Plan</th>\n",
       "      <td>1961</td>\n",
       "      <td>93198.693267</td>\n",
       "      <td>47.526106</td>\n",
       "      <td>1961</td>\n",
       "      <td>36552.153132</td>\n",
       "      <td>18.639548</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     Net Sales                             \\\n",
       "                                         count            sum        mean   \n",
       "Product Name                                                                \n",
       "1 way Comprehensive Plan                  2409   66253.347009   27.502427   \n",
       "2 way Comprehensive Plan                 10555  463068.162004   43.871924   \n",
       "24 Protect                                 165    3389.160000   20.540364   \n",
       "Annual Gold Plan                           295  105211.774342  356.650083   \n",
       "Annual Silver Plan                        2348  529705.614727  225.598643   \n",
       "Annual Travel Protect Gold                 183   47344.266627  258.711839   \n",
       "Annual Travel Protect Platinum              50   16543.457956  330.869159   \n",
       "Annual Travel Protect Silver                92   18155.612821  197.343618   \n",
       "Basic Plan                                4042  107291.844272   26.544246   \n",
       "Bronze Plan                               4723  166163.651473   35.181802   \n",
       "Cancellation Plan                        13254  348623.765841   26.303287   \n",
       "Child Comprehensive Plan                     8     592.000000   74.000000   \n",
       "Comprehensive Plan                         278    7975.964633   28.690520   \n",
       "Gold Plan                                  380   28692.242098   75.505900   \n",
       "Individual Comprehensive Plan               84    8300.837787   98.819497   \n",
       "Premier Plan                               141    8931.000000   63.340426   \n",
       "Rental Vehicle Excess Insurance           6813  314100.060080   46.103047   \n",
       "Silver Plan                               2862  170003.076877   59.400097   \n",
       "Single Trip Travel Protect Gold            251    9524.137237   37.944770   \n",
       "Single Trip Travel Protect Platinum        100    4659.139792   46.591398   \n",
       "Single Trip Travel Protect Silver          130    4467.957908   34.368907   \n",
       "Spouse or Parents Comprehensive Plan        12    1032.000000   86.000000   \n",
       "Ticket Protector                           780    5134.452045    6.582631   \n",
       "Travel Cruise Protect                      394   11532.729697   29.270888   \n",
       "Value Plan                                1961   93198.693267   47.526106   \n",
       "\n",
       "                                     Commision (in value)                 \\\n",
       "                                                    count            sum   \n",
       "Product Name                                                               \n",
       "1 way Comprehensive Plan                             2409      43.493052   \n",
       "2 way Comprehensive Plan                            10555     278.217247   \n",
       "24 Protect                                            165    1258.490000   \n",
       "Annual Gold Plan                                      295   26990.030566   \n",
       "Annual Silver Plan                                   2348  134520.980472   \n",
       "Annual Travel Protect Gold                            183   30773.761967   \n",
       "Annual Travel Protect Platinum                         50   10753.224492   \n",
       "Annual Travel Protect Silver                           92   12298.338334   \n",
       "Basic Plan                                           4042   38768.280844   \n",
       "Bronze Plan                                          4723   42748.012172   \n",
       "Cancellation Plan                                   13254      98.026259   \n",
       "Child Comprehensive Plan                                8       0.000000   \n",
       "Comprehensive Plan                                    278    2769.423650   \n",
       "Gold Plan                                             380    7680.681303   \n",
       "Individual Comprehensive Plan                          84     187.382477   \n",
       "Premier Plan                                          141    4131.510000   \n",
       "Rental Vehicle Excess Insurance                      6813  227852.793835   \n",
       "Silver Plan                                          2862   43360.453712   \n",
       "Single Trip Travel Protect Gold                       251    6467.598268   \n",
       "Single Trip Travel Protect Platinum                   100    3091.059272   \n",
       "Single Trip Travel Protect Silver                     130    3025.380965   \n",
       "Spouse or Parents Comprehensive Plan                   12       0.000000   \n",
       "Ticket Protector                                      780    1438.936351   \n",
       "Travel Cruise Protect                                 394    4138.050609   \n",
       "Value Plan                                           1961   36552.153132   \n",
       "\n",
       "                                                  \n",
       "                                            mean  \n",
       "Product Name                                      \n",
       "1 way Comprehensive Plan                0.018054  \n",
       "2 way Comprehensive Plan                0.026359  \n",
       "24 Protect                              7.627212  \n",
       "Annual Gold Plan                       91.491629  \n",
       "Annual Silver Plan                     57.291729  \n",
       "Annual Travel Protect Gold            168.162634  \n",
       "Annual Travel Protect Platinum        215.064490  \n",
       "Annual Travel Protect Silver          133.677591  \n",
       "Basic Plan                              9.591361  \n",
       "Bronze Plan                             9.051029  \n",
       "Cancellation Plan                       0.007396  \n",
       "Child Comprehensive Plan                0.000000  \n",
       "Comprehensive Plan                      9.961956  \n",
       "Gold Plan                              20.212319  \n",
       "Individual Comprehensive Plan           2.230744  \n",
       "Premier Plan                           29.301489  \n",
       "Rental Vehicle Excess Insurance        33.443827  \n",
       "Silver Plan                            15.150403  \n",
       "Single Trip Travel Protect Gold        25.767324  \n",
       "Single Trip Travel Protect Platinum    30.910593  \n",
       "Single Trip Travel Protect Silver      23.272161  \n",
       "Spouse or Parents Comprehensive Plan    0.000000  \n",
       "Ticket Protector                        1.844790  \n",
       "Travel Cruise Protect                  10.502667  \n",
       "Value Plan                             18.639548  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.groupby([\"Product Name\"])[['Net Sales',\"Commision (in value)\"]].agg([\"count\",\"sum\",\"mean\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Net Sales vs Commission"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAE2CAYAAACJE5LDAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAf6ElEQVR4nO3df3RT5f0H8Hdo0oCUjVNIKkTGnMIqZtIjPfwQVhQHSWkL0qJCq92OeEBkCD1apba1Y7MrYKV6jiuIc3NURGKlP+yJqT+AKpTD2ihiICp6aIGWk6ZSwYY2JOF+/3Dmu64ITRp62z7v11/kkyfczyXhnSfPvblRSJIkgYiIhDJE7gaIiKjvMfyJiATE8CciEhDDn4hIQEq5G7iaS5cuweVyQaVSQaFQyN0OEdGAIEkSPB4Phg8fjiFDus/z+334u1wufPXVV3K3QUQ0IE2cOBEjRozoVu9x+Le3t2PJkiXYunUrbrjhBnz66acoKCiAy+XCr3/9a2zYsAHh4eGw2+3IyclBe3s7YmNjsX79eiiVSjQ3NyMzMxPffvstbrzxRhQWFmL48OFX3a5KpfLvQHh4eAC7TD/FZrNBr9fL3QZRN3xths7Fixfx1Vdf+TO0G6kHDh8+LCUmJkq33nqrdOrUKen777+XZs6cKdntdkmSJCkjI0PasWOHJEmSlJCQIH366aeSJElSVlaWv758+XKpqqpKkiRJeumll6RNmzb1ZNNSZ2enVF9fL3V2dvZoPF1dfX293C0QXRZfm6Fztezs0QFfk8mEvLw8aLVaAMCBAwcQExOD6OhoAEBOTg7mzp2LpqYmdHZ2IiYmBgCQnJwMi8UCj8eDuro6GAyGLnUiIpJHj5Z98vPzu9xubGzEddddh1WrVuHkyZOIjY3FunXrcOzYMWg0Gv84jUYDh8OBtrY2REREQKlUdqkHwmazBTSersxqtcrdAtFl8bXZN4I64Ovz+bB//37s2rULY8eORXZ2NrZt24aZM2d2G6tQKCBd5goSgZ65o9froVarg2mX/ofVasWUKVPkboOoG742Q8ftdl9x0hzUef6jR4/G5MmTMW7cOISFhSE+Ph5HjhxBVFQUWltb/eOcTie0Wi0iIyPR3t4On8/XpU5ERPIIKvxnzZqFo0eP4syZMwCAvXv34tZbb4VOp4NarfZ/bCsvL0dcXBxUKhViY2NhNpu71ImISB5BLfuMGTMGf/7zn/HII4/A7XbjlltuwVNPPQUAKCwsRE5ODlwuFyZNmoT09HQAQF5eHtatW4ctW7ZgzJgx2Lx5c+j2goiIAqKQLrcg34/8uG7FNf/Q4boq9Vd8bYbO1bKT1/YhIhIQwz+ELv7ngHZ/N1BmVgPl35NoIOr31/YZSMLDwmD8V5XcbQwalt8nyt0C0aDFmT8RkYAY/kREAmL4ExEJiOFPRCQghj8RkYAY/kREAmL4ExEJiOFPRCQghj8RkYAY/kREAmL4ExEJiOFPRCQghj8RkYAY/kREAmL4ExEJqEfh397ejsTERJw+fbpLfceOHXjwwQf9t5ubm5GWlgaj0YiVK1fC5XIBAM6fP4/ly5cjPj4eaWlpcDqdIdwFIiIK1FXD/7PPPsPSpUvR0NDQpf7111/j5Zdf7lJbv349UlNTYbFYoNfrUVxcDAB44YUXEBsbi3fffRf33nsv8vPzQ7cHREQUsKuGv8lkQl5eHrRarb928eJFPPPMM1izZo2/5vF4UFdXB4PBAABITk6GxWIBAOzbtw9JSUkAgMTERHz00UfweDwh3REiIuq5q/6M4+Vm6c8//zxSUlJwww03+GttbW2IiIiAUvnDX6nRaOBwOAAALS0t0Gg0P2xQqURERATOnj2LqKioHjdqs9l6PFYuA+W3cQcSq9UqdwvUx/ic942Af8P3wIEDOHPmDLKysnDo0CF/XZKkbmMVCsVP/j1DhgR2rFmv10OtVgf0GBr4+IYqFqvVyuc8RNxu9xUnzQGHf1VVFY4fP46FCxfiwoULaG1txdq1a/Hcc8+hvb0dPp8PYWFhcDqd/qUirVaL1tZWXH/99fB6vWhvb8fIkSOD3ikiIuqdgE/1LCgowLvvvouKigo8++yz0Ov1eOGFF6BSqRAbGwuz2QwAKC8vR1xcHABg9uzZKC8vBwCYzWbExsZCpVKFbi+IiCggIT3PPy8vDyaTCfPnz0d9fT3Wrl0LAFizZg0OHz6MhIQEvPHGG3jmmWdCuVkiIgpQj5d99uzZ0602bdo0TJs2zX9bp9OhpKSk27iRI0di69atQbZIREShxm/4EhEJiOFPRCQghj8RkYAY/kREAmL4ExEJiOFPRCQghj8RkYAY/kREAmL4ExEJiOFPRCQghj8RkYAY/kREAmL4ExEJiOFPRCQghj8RkYAY/kREAmL4ExEJiOFPRCSgHod/e3s7EhMTcfr0aQDArl27kJiYiKSkJGRlZeHixYsAALvdjpSUFBgMBmRnZ8Pr9QIAmpubkZaWBqPRiJUrV8Llcl2D3SEiop7oUfh/9tlnWLp0KRoaGgAAJ06cwKuvvoo333wTlZWVuHTpEt544w0AQGZmJnJzc1FdXQ1JkmAymQAA69evR2pqKiwWC/R6PYqLi6/NHhER0VX1KPxNJhPy8vKg1WoBAOHh4fjTn/6EiIgIKBQKTJw4Ec3NzWhqakJnZydiYmIAAMnJybBYLPB4PKirq4PBYOhSJyIieSh7Mig/P7/LbZ1OB51OBwA4e/YsduzYgYKCArS0tECj0fjHaTQaOBwOtLW1ISIiAkqlsks9EDabLaDxcpgyZYrcLQw6VqtV7haoj/E57xs9Cv+f4nA48PDDDyMlJQXTpk3DJ5980m2MQqGAJEmXrQdCr9dDrVYH3SsNTHxDFYvVauVzHiJut/uKk+agz/b55ptvsHTpUixatAirVq0CAERFRaG1tdU/xul0QqvVIjIyEu3t7fD5fF3qREQkj6DCv729HcuWLcOaNWvw0EMP+es6nQ5qtdr/sa28vBxxcXFQqVSIjY2F2WzuUiciInkEFf6lpaVobW3FP/7xDyxcuBALFy7Eiy++CAAoLCxEQUEB4uPj0dHRgfT0dABAXl4eTCYT5s+fj/r6eqxduzZkO0FERIFRSJdbkO9Hfly3Gihr/sZ/VcndwqBh+X2i3C1QH+Oaf+hcLTv5DV8iIgEx/ImIBMTwJyISEMOfiEhADH8iIgEx/ImIBMTwJyISEMOfiEhADH8iIgEx/ImIBMTwJyISEMOfiEhADH8iIgEx/ImIBMTwJyISEMOfiEhADH8iIgH1OPzb29uRmJiI06dPAwBqa2uRlJSEefPmoaioyD/ObrcjJSUFBoMB2dnZ8Hq9AIDm5makpaXBaDRi5cqVcLlcId4VIiLqqR6F/2effYalS5eioaEBANDZ2Ymnn34axcXFMJvNsNlsqKmpAQBkZmYiNzcX1dXVkCQJJpMJALB+/XqkpqbCYrFAr9ejuLj42uwRERFdVY/C32QyIS8vD1qtFgBw5MgRjB8/HuPGjYNSqURSUhIsFguamprQ2dmJmJgYAEBycjIsFgs8Hg/q6upgMBi61ImISB7KngzKz8/vcrulpQUajcZ/W6vVwuFwdKtrNBo4HA60tbUhIiICSqWySz0QNpstoPFy4A9Ph57VapW7BepjfM77Ro/C/39JktStplAoAq4H4qd+gZ4GN76hisVqtfI5DxG3233FSXNQZ/tERUWhtbXVf7ulpQVarbZb3el0QqvVIjIyEu3t7fD5fF3qREQkj6DCf/LkyThx4gQaGxvh8/lQVVWFuLg46HQ6qNVq/8e28vJyxMXFQaVSITY2FmazuUudiIjkEdSyj1qtxoYNG7B69Wq43W7Mnj0bRqMRAFBYWIicnBy4XC5MmjQJ6enpAIC8vDysW7cOW7ZswZgxY7B58+bQ7QUREQUkoPDfs2eP/88zZsxAZWVltzHR0dEoLS3tVtfpdCgpKQmiRSIiCjV+w5eISEAMfyIiATH8iYgExPAnIhIQw5+ISEAMfyIiATH8iYgExPAnIhIQw5+ISEAMfyIiATH8iYgExPAnIhIQw5+ISEAMfyIiATH8iYgExPAnIhIQw5+ISEAMfyIiAfUq/CsqKpCQkICEhARs3LgRAGC325GSkgKDwYDs7Gx4vV4AQHNzM9LS0mA0GrFy5Uq4XK7ed09EREEJOvw7OjqQn5+PkpISVFRUoL6+HrW1tcjMzERubi6qq6shSRJMJhMAYP369UhNTYXFYoFer0dxcXHIdoKIiAITdPj7fD5cunQJHR0d8Hq98Hq9UCqV6OzsRExMDAAgOTkZFosFHo8HdXV1MBgMXepERCQPZbAPjIiIwJo1axAfH4+hQ4di6tSpUKlU0Gg0/jEajQYOhwNtbW2IiIiAUqnsUg+EzWYLttU+M2XKFLlbGHSsVqvcLVAf43PeN4IO/y+++AJvv/029u7dixEjRuCJJ57AgQMHuo1TKBSQJOmy9UDo9Xqo1epg26UBim+oYrFarXzOQ8Ttdl9x0hz0ss/+/fsxY8YMjBo1CuHh4UhOTsahQ4fQ2trqH+N0OqHVahEZGYn29nb4fL4udSIikkfQ4R8dHY3a2lpcuHABkiRhz549mDp1KtRqtf9jW3l5OeLi4qBSqRAbGwuz2dylTkRE8gh62WfWrFk4duwYkpOToVKp8Jvf/AbLly/H3LlzkZOTA5fLhUmTJiE9PR0AkJeXh3Xr1mHLli0YM2YMNm/eHLKdICKiwAQd/gCwfPlyLF++vEstOjoapaWl3cbqdDqUlJT0ZnNERBQi/IYvEZGAGP5ERAJi+BMRCYjhT0QkIIY/EZGAGP5ERAJi+BMRCYjhT0QkIIY/EZGAGP5ERAJi+BMRCYjhT0QkIIY/EZGAGP5ERAJi+BMRCYjhT0QkIIY/EZGAGP5ERALqVfjv2bMHycnJMBqNePbZZwEAtbW1SEpKwrx581BUVOQfa7fbkZKSAoPBgOzsbHi93t51TkREQQs6/E+dOoW8vDwUFxfjnXfewbFjx1BTU4Onn34axcXFMJvNsNlsqKmpAQBkZmYiNzcX1dXVkCQJJpMpZDtBRESBCTr833//fcyfPx/XX389VCoVioqKMGzYMIwfPx7jxo2DUqlEUlISLBYLmpqa0NnZiZiYGABAcnIyLBZLqPaBiIgCpAz2gY2NjVCpVFi2bBmcTifuuusuTJgwARqNxj9Gq9XC4XCgpaWlS12j0cDhcAS0PZvNFmyrfWbKlClytzDoWK1WuVugPsbnvG8EHf4+nw/19fUoKSnBddddh0cffRTDhg3rNk6hUECSpMvWA6HX66FWq4NtlwYovqGKxWq18jkPEbfbfcVJc9DhP3r0aMyYMQORkZEAgLvvvhsWiwVhYWH+MS0tLdBqtYiKikJra6u/7nQ6odVqg900ERH1UtBr/nfddRf279+P8+fPw+fz4eOPP4bRaMSJEyfQ2NgIn8+HqqoqxMXFQafTQa1W+z/OlZeXIy4uLmQ7QUREgQl65j958mQ8/PDDSE1NhcfjwcyZM7F06VL86le/wurVq+F2uzF79mwYjUYAQGFhIXJycuByuTBp0iSkp6eHbCeIiCgwQYc/ACxevBiLFy/uUpsxYwYqKyu7jY2OjkZpaWlvNkdERCHCb/gSEQmI4U9EJCCGPxGRgBj+REQCYvgTEQmI4U9EJCCGPxGRgBj+REQCYvgTEQmI4U9EJCCGPxGRgBj+REQCYvgTEQmI4U9EJCCGPxGRgBj+REQCYvgTEQkoJOG/ceNGrFu3DgBgt9uRkpICg8GA7OxseL1eAEBzczPS0tJgNBqxcuVKuFyuUGyaiIiC0OvwP3jwIMrKyvy3MzMzkZubi+rqakiSBJPJBABYv349UlNTYbFYoNfrUVxc3NtNExFRkHoV/t999x2KiorwyCOPAACamprQ2dmJmJgYAEBycjIsFgs8Hg/q6upgMBi61ImISB69+gH3Z555BhkZGThz5gwAoKWlBRqNxn+/RqOBw+FAW1sbIiIioFQqu9QDYbPZetNqn5gyZYrcLQw6VqtV7haoj/E57xtBh/9bb72FMWPGYMaMGdi9ezcAQJKkbuMUCsVP1gOh1+uhVquDa5YGLL6hisVqtfI5DxG3233FSXPQ4W82m+F0OrFw4UKcO3cOFy5cgEKhQGtrq3+M0+mEVqtFZGQk2tvb4fP5EBYW5q8TEZE8gl7z/+c//4mqqipUVFTgsccew5w5c1BQUAC1Wu3/2FZeXo64uDioVCrExsbCbDZ3qRMRkTxCfp5/YWEhCgoKEB8fj46ODqSnpwMA8vLyYDKZMH/+fNTX12Pt2rWh3jQREfVQrw74/ig5ORnJyckAgOjoaJSWlnYbo9PpUFJSEorNERFRL/EbvkREAmL4ExEJiOFPRCQghj8RkYAY/kREAmL4ExEJiOFPRCQghj8RkYAY/kREAmL4Ewnios8ndwtXNVCu6DkQ/i2vJiSXdyCi/i88LAzGf1XJ3cagYPl9otwt9Bpn/kREAmL4ExEJiOFPRCQghj8RkYAY/kREAmL4ExEJiOFPRCSgXoX/Sy+9hISEBCQkJGDTpk0AgNraWiQlJWHevHkoKiryj7Xb7UhJSYHBYEB2dja8Xm/vOicioqAFHf61tbXYv38/ysrKUF5ejqNHj6KqqgpPP/00iouLYTabYbPZUFNTAwDIzMxEbm4uqqurIUkSTCZTyHaCiIgCE3T4azQarFu3DuHh4VCpVLjpppvQ0NCA8ePHY9y4cVAqlUhKSoLFYkFTUxM6OzsRExMD4IcffLdYLKHaByIiClDQl3eYMGGC/88NDQ0wm8148MEHodFo/HWtVguHw4GWlpYudY1GA4fDEdD2bDZbsK32mYFyXZKBxGq1yt3CoMHXZ2gN9Ndmr6/tc/z4caxYsQJPPfUUlEolTpw40eV+hUIBSZK6PU6hUAS0Hb1eD7Va3ateaeBhYFF/1d9fm263+4qT5l4d8LVarfjDH/6Axx9/HIsWLUJUVBRaW1v997e0tECr1XarO51OaLXa3myaiIh6IejwP3PmDFatWoXCwkIkJCQAACZPnowTJ06gsbERPp8PVVVViIuLg06ng1qt9n9MKi8vR1xcXGj2gIiIAhb0ss+rr74Kt9uNDRs2+GtLlizBhg0bsHr1arjdbsyePRtGoxEAUFhYiJycHLhcLkyaNAnp6em9756IiIISdPjn5OQgJyfnsvdVVlZ2q0VHR6O0tDTYzRERUQjxG75ERAJi+BMRCYjhT0QkIIY/EZGAGP5ERAJi+BMRCYjhT0QkIIY/EZGAGP5ERAJi+BMRCYjhT0QkIIY/EZGAGP5ERAJi+BMRCYjhT0QkIIY/EZGAGP5ERAJi+BMRCahPw/+dd97B/PnzMXfuXOzYsaMvN01ERP8l6N/wDZTD4UBRURF2796N8PBwLFmyBNOmTcPNN9/cVy0QEdF/9Fn419bWYvr06Rg5ciQAwGAwwGKx4I9//OMVHydJEgDg4sWL17rFkBipCpO7hUHD7XbL3cKgw9dnaAyE1+aPmfljhv6vPgv/lpYWaDQa/22tVosjR45c9XEejwcA8NVXX12z3kIp89dauVsYNGw2m9wtDDp8fYbGQHptejweDB06tFu9z8L/cu8+CoXiqo8bPnw4Jk6cCJVK1aPxRET0Q+Z6PB4MHz78svf3WfhHRUWhvr7ef7ulpQVa7dVnIUOGDMGIESOuZWtERIPS5Wb8P+qzs33uuOMOHDx4EGfPnkVHRwfee+89xMXF9dXmiYjov/TpzD8jIwPp6enweDxYvHgxbrvttr7aPBER/ReF9FOHgomIaNDiN3yJiATE8CciEhDDn4hIQAx/IiIBMfyJiATE8BdATy6jQSSHkydPorKyEpIkITc3FykpKV2+DErXDsNfAIWFhUhKSsLf//53OJ1Oudsh8svKyoJKpcKHH36IhoYGZGVlYdOmTXK3JQSGvwC2b9+OrVu34uLFi1i2bBlWrFgBi8Xiv2gekVzcbjfi4+Oxd+9eJCUlITY2Fl6vV+62hMDwF4ROp8M999yDxMREHD9+HCUlJUhMTMT7778vd2sksLCwMFRXV2Pfvn2488478cEHH2DIEMZSX+A3fAVgMplQWVkJp9OJe+65B4sWLcL1118Ph8OBRYsWoba2Vu4WSVBffvklXnvtNdx1112YN28eMjIysGLFCkRHR8vd2qDH8BfAk08+icWLF2Pq1Knd7quurobBYJChK6IfnDp1Ct988w1++9vform5GePGjZO7JSHw85UAHn/8cdTU1AD44T/ak08+idbWVgBg8JOszGYzHn30UeTn5+O7777DkiVLUFFRIXdbQmD4C+CJJ57wz6aioqIQGxuLJ598UuauiIBXXnkFO3fuxPDhwzFq1CiUlZVh27ZtcrclBIa/AH6cUQFAeHg47rvvPrS1tcncFdEPP9YUERHhv63VannAt4/wX1kAw4YN8y/7AMDBgwcxbNgwGTsi+sGECRPw+uuvw+v1wm63Izc3lwd7+wgP+ArAbrcjMzPT/wWvMWPGYNOmTZg4caLMnZHoLly4gC1btqC2thaXLl3C9OnTsWrVqi6fBujaYPgLpK2tDSqViv+xiKjvfsaR5HPs2DFs3boV586dw3+/12/fvl3GroiA3bt3Y+PGjTh//jwAQJIkKBQK2O12mTsb/DjzF0BSUhLuv/9+TJgwAQqFwl+/3Hn/RH3p7rvvxpYtW7gEKQPO/AUwdOhQPPDAA3K3QdRNVFQUg18mnPkL4MUXX0RkZCRmzZoFtVrtr48dO1bGroiA/Px8OBwOzJw5s8tr85577pGvKUEw/AUwZ86cbjWFQoEPP/xQhm6I/l9WVtZl6wUFBX3ciXgY/kREAuKavwDOnTuH5557DidPnsSLL76ITZs2ISsrCz/72c/kbo0EtWLFCrz88suYM2dOl5MQfsRPpdceZ/4CeOyxxzBz5kzs2LEDpaWl+Nvf/ga73c5rqJBsWlpaoNVq0dTUdNn7dTpdH3ckHs78BXD69Gncf//92LlzJ8LDw5GRkYEFCxbI3RYJ7Gq/IcHwv/YY/gIICwvD999/7/943dDQwItnkawOHTp0xft5ts+1x2UfAXz00UfYvHkzzpw5gylTpuDw4cP461//ijvvvFPu1khwRUVFyMjIkLsNITH8BXH27FkcOXIEPp8PkydPxujRo+VuiQgLFixARUXFZQ/60rXF8BfASy+91OW2QqHA0KFDcdNNN3H2T7JKT0+Hw+HArbfe2uVLXjzP/9rjmr8ATp48icbGRiQkJAAA3nvvPURERMBqteLf//43f9WLZLNo0SK5WxAWZ/4CuPfee7Fjxw6Eh4cDAC5evIgHH3wQu3btwoIFC1BZWSlzhyQap9MJjUaD5ubmy97PS49ce5z5C+D8+fPwer3+8Pd4PLhw4QIAgO/9JIecnBy8/PLLeOCBB6BQKPyXcgZ+mJx8/PHHMnc4+HHmL4Dt27dj586duPPOOyFJEmpqavDAAw/A4/Hg888/x/PPPy93iyQ4j8eD9957D2+++SY+//xzHD58WO6WBj2GvyC+/PJLHDx4EEOGDMGMGTNw8803o7GxEWPHjvV/IiDqa6dOncKuXbtQVlaGc+fO4ZFHHkFqaioiIyPlbm3QY/gLxuFw4K233kJpaSn27dsndzskqPfffx9vvvkmjh49irlz58JoNCI3Nxd79uyRuzVhcM1fEB999BF27dqFmpoa3H777cjLy5O7JRLY6tWrYTQasWvXLowfPx4AeK5/H2P4D2Lffvst3nrrLZhMJqhUKhiNRthsNv52L8musrISZWVlSE1NhU6nQ0JCAnw+n9xtCYXLPoOYXq/H7373OyxfvhyTJk0C8MNvpvJyudRf+Hw+7N27F2VlZaipqcEdd9yBtLQ0zJ49W+7WBj2G/yD2+uuvY/fu3Th37hzmz5+PhIQErFq1iuFP/dLZs2dRUVGBsrIyfvekDzD8BfDll19i9+7deOedd3D+/HlkZGQgJSUFI0eOlLs1IpIJw18gXq8X+/btw9tvv41Dhw7hk08+kbslIpIJw19Q3377LUaNGiV3G0QkE4Y/EZGA+HNOREQC4nn+g1hWVtYV7+c104nExfAfxKZOnSp3C0TUT3HNXxCnT5/G119/jVmzZuHMmTMYN26c3C0RkYy45i8As9mMlStXIj8/H+fOncOSJUtQUVEhd1tEJCOGvwBeeeUV7Ny5E8OHD8eoUaNQVlaGbdu2yd0WEcmI4S+AIUOGICIiwn9bq9ViyBA+9UQi4wFfAUyYMAGvv/46vF4v7HY73njjDURHR8vdFhHJiAd8BXDhwgVs2bIFtbW1uHTpEqZPn45Vq1Z1+TRARGJh+AvgtddeQ2JiIkaPHi13K0TUT3DhVwAOhwP33Xcfli1bhoqKCnR0dMjdEhHJjDN/gdTX18NsNuPAgQO47bbb8Nxzz8ndEhHJhDN/QUiSBI/HA4/HA4VCgfDwcLlbIiIZceYvgL/85S/44IMPcMstt2DBggW4++67oVar5W6LiGTEUz0F8Mtf/hJlZWWIjIyUuxUi6ic48xdAa2srqqqq4HK5IEkSLl26hNOnT2PTpk1yt0ZEMuGavwBWr14Nu92OyspKdHR0YM+ePfyGL5HgmAACaGtrw8aNGzFnzhzMmzcPJSUlOH78uNxtEZGMGP4C+PnPfw4AuPHGG/HFF19gxIgR8Hq9MndFRHLiAV8BTJ8+HY899hieeuopPPTQQzh69CjP9iESHA/4CuDs2bNob2/HL37xCxw9ehR1dXWIj49HVFSU3K0RkUwY/gKIj4/Hu+++K3cbRNSPcNlHANHR0SgvL8dtt92GoUOH+utjx46VsSsikhNn/gKYM2dOt5pCocCHH34oQzdE1B8w/AexsrIyLFq0SO42iKgf4qmeg9j27dvlboGI+imGPxGRgLjsM4jp9frLns4pSRLX/IkEx7N9BrHx48dj27ZtcrdBRP0Qw38QU6lU0Ol0crdBRP0Q1/wHsdtvv13uFoion+KaPxGRgDjzJyISEMOfiEhADH8iIgEx/ImIBPR/hCYqeigWW5kAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_train[df_train['Net Sales']<=0]['Agency Type'].value_counts().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Agency Type vs Claim rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAboAAAEXCAYAAADbdYG1AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAA9fUlEQVR4nO3deXhM9/////skmdgS1BaqKLWVlC5vIba8Y40sQmJrNEGVqlhKhdCIpdKKUNTWVr1bW22RiGgFFTRirVKC4EMsURJEIvtMZs7vD1/za5oQSzaT5+26el2dM2d5vmbGPPI658zrpVIURUEIIYQwUiYlXYAQQghRlCTohBBCGDUJOiGEEEZNgk4IIYRRk6ATQghh1CTohBBCGDUJOlHq6XQ6fvzxR9zc3HB1dcXR0ZGgoCA0Gg0Avr6+rFq16on72Lt3L3PmzHnuGuLj43nzzTdxdXU1/Ne9e3c8PT25ceNGgdsvXbqU33777bmPX1IiIiLw9PQEYPHixWzbtq1Q9puamoqXl9dzbRsZGUmzZs345ZdfCqWWojBo0CDDZ/Wfn5vPPvuspEsrk8xKugAhCjJz5kxSUlJYvXo1lpaWZGRkMGnSJD7//HOCgoKeah9du3ala9euL1RH+fLlCQsLMzxWFIU5c+awcOFCvv766ydue/ToURo3bvxCxy9p48ePL7R9paSkcObMmefadsOGDbi4uLB69WqcnJwKrabCtHHjRuDhH0guLi65Pjei+EnQiVLtxo0bhIeHc/DgQSwsLACoWLEis2bN4uTJk3nWDw4OZtOmTWi1WlJSUhgxYgQeHh6EhISwa9cuvvvuOzw9PWnZsiVHjhzh3r17eHl5ce/ePY4dO0ZmZiaLFi2iWbNmBdaWnZ3NnTt3qF69OgBxcXHMnj2bjIwMEhMTad68OYsWLSI4OJiYmBjmzZuHqakpdnZ2zJ8/n+PHj6PT6WjRogV+fn6G9j1y9+5d/P39uXfvHnfu3KFu3bosWrSI6tWrExcXh7+/P0lJSZiYmPDJJ5/g6Oj42OWXLl1i9uzZJCcno1Kp+PDDD+nTpw9Hjx4lICCAihUrkpGRQXBwMCtWrCA8PJyqVavSoEEDQz2+vr40adKE4cOH89ZbbzFy5Eiio6NJTEzEy8uLoUOHotPpmDdvHpGRkVhaWtKqVSsuX77M2rVrc7Vt6tSpZGVl4erqSkhICCdPnmTevHlkZmaiVqv59NNP6dy5c76fh6NHj7Jv3z4cHR05efIk77zzDgBJSUlMnTqV69evU7VqVWrWrEmTJk0YO3Ysly9fJiAggOTkZHQ6HZ6envTr14+jR4+ycOFC6tWrx6VLl9BoNPj7+9OuXTvS09OZM2cOf/75J6ampnTr1o1Ro0ZhZ2fH5s2badiwIQDDhg1j8ODBdOvWrcDPzIkTJ5g4cSL79u3DxMSEzMxMunTpwo4dO+jfvz/dunXjjz/+IDU1lWHDhuHh4QE87MWuWLECrVZL+fLlmTJliqHd4ikoQpRiERERiru7+xPXmTJlivLDDz8oaWlpyoABA5SkpCRFURTl5MmTyttvv60oiqJs3bpVGTlypKIoivLBBx8oY8aMURRFUU6dOqU0bdpU2bt3r6IoihIQEKD4+fnlOcaNGzeU5s2bK71791acnZ0VW1tbxcHBQfn666+VtLQ0RVEUZe7cucq2bdsURVEUjUajODs7KxEREYZj7ty5U1EURVmyZIkyd+5cRa/XK4qiKAsWLFBmzJiR55g//fST8t133ymKoih6vV756KOPlFWrVimKoih9+vRR1q1bpyiKovz9999K165dldTU1Mcu79q1q7Jr1y5FURTl9u3bSqdOnZQ///xTOXLkiNK8eXMlPj5eURRF2bNnj+Lo6KikpqYqWq1WGTlypPLBBx/kep0VRVGaNm2qrF27VlEURTlz5oxibW2tZGVlKRs2bFAGDx6sZGVlKdnZ2cqHH35o2P7fr+ej9yYpKUmxtbVVTp06pSiKoly8eFGxsbFRrl+/nme7efPmKWPHjlUURVFmzpypjB8/3vDchAkTlHnz5imKoigJCQlKhw4dlG+++UbRarWKo6OjEhMToyiKojx48EDp1auXcvLkSeXIkSPKm2++qZw7d05RFEVZtWqVMnjwYEVRFOXLL79UJkyYoOTk5CjZ2dnK4MGDlSNHjihz5sxRAgMDFUVRlGvXril2dnZKTk5Onlr/3c5Hevfurezfv19RFEXZsmWLMmHCBEVRFMXe3l6ZPn26otfrlVu3bilt27ZVYmNjlbi4OMXZ2dnwub548aLSoUMHJT09Pd9jirykRydKNRMTE/R6/VOtW6lSJb799lsOHDjA1atXiY2NJSMjI991u3fvDkC9evUA6NSpEwD169fn2LFj+W7zz1OXUVFR+Pj40KFDBypVqgSAj48P0dHRrFy5kqtXr5KYmJjv8ffv309qaiqHDh0CQKvVGnqF/zRkyBD++OMPfvzxR65evcqlS5do3bo1ycnJxMbG0r9/fwDq1KnDb7/99tjl//d//0d2djY9evQAwMrKih49ehAVFUXbtm2pU6cOdevWBeDw4cN0797d0Lt0d3fP0xt75NGp4JYtW6LRaMjIyODAgQO4urpSrlw5AAYOHPjY7R85ffo09evXp3Xr1gA0adKEd999l2PHjhneHwCNRsPWrVv58ssvAejbty/vv/8+t27dok6dOhw4cIDQ0FAAatWqhYODAwBXr17l+vXrTJs2zbCvrKwszp07xxtvvMGrr77Km2++CUCLFi0M+zh06BBTp07F1NQUU1NT1q1bZ9j3Bx98wIQJE9i0aRP9+vXD1NT0iW38p8GDB7N582bs7OzYtGkTkydPNjzn4eGBSqWidu3adOrUiejoaMqVK0diYiJDhw41rKdSqbh+/TrNmzd/6uOWZRJ0olRr1aoVV65cIS0tLdepvYSEBKZPn84333xjWHb79m0GDhzIgAEDeO+993BwcGDfvn357tfc3DzXY7Va/Ux1derUiWHDhjFx4kR27tyJpaUlEydORKfT0atXL/773/9y69YtlHyGktXr9UybNg07OzsA0tPTyc7OzrNeUFAQp0+fxt3dnbZt25KTk4OiKJiZPfxnq1KpDOteuXKFmjVr5rtcp9Pl2beiKOTk5AAPTwU/olKpctX8pC/wR2H26Hj/rO0RE5OC73fL7w+Zf9b3yM6dO3nw4AFffPGF4cYilUrF2rVrmTx5MmZmZrlqf3RsnU5H5cqVc10nu3v3LpaWlpw6dYry5csblv+z/WZmZrley1u3blG+fHkaNmxIs2bN2Lt3L+Hh4WzZsqXANv6Ti4sLX3/9NUeOHCEjI4M2bdoYnvvn66fX6w1/6Nna2rJo0aJctdSqVeuZjluWyV2XolSzsrLCxcWFadOmkZaWBkBaWhozZ86katWqub6kYmJiqFatGqNHj6ZTp06GkMvvi74wfPjhh1SuXNkQtgcPHsTb2xtHR0dUKhV//fWX4dimpqaGL+6OHTuyfv16NBoNer2e6dOn53szy8GDBxkyZAh9+vShevXqHDp0CJ1Oh4WFBS1btjTcAXnr1i3ef/99srKy8l1euXJl1Go1u3fvBh7+kbBr1y7at2+f55idOnUiIiKCBw8eoNfrn/kmCjs7O7Zv345GoyEnJ8fQO/o3MzMzdDodiqLQunVr4uLiOH36NACXLl3i+PHj2NjY5Npmw4YNjBo1in379hEZGUlkZCQzZ85ky5YtZGRkYGdnR3BwMAD379/nt99+Q6VS0bBhQ8qVK2doy61bt3B2diYmJuaJbbG1tSU0NBS9Xo9Go2HcuHEcP34ceNjzmjdvHq1bt8bKyuqZXqMKFSrQu3dvpk2bxqBBg3I99+i9+/vvv4mOjqZz5860a9eO6OhoLl++DMCBAwfo3bt3vn8cifxJj06UejNmzGD58uUMGjQIU1NTNBoN3bp1Y+zYsbnW69ChA8HBwTg4OFChQgVatWpFtWrVuHbtWpHUpVarmT59Oh999BH9+/dnwoQJeHt7U6VKFSpUqECbNm24fv06APb29gQGBqLVahk9ejSBgYH07dsXnU7Hm2++ia+vb579e3t7M2/ePJYvX46pqSnvvvuuYX8LFixg1qxZrF27FpVKRUBAADVr1sx3eZ06dVi+fDlz5sxhyZIl6HQ6vL29adeuHUePHs11TDs7Oy5cuIC7uzuVK1emefPm3L9//6lfEzc3N+Li4ujTpw8VK1bktddeo0KFCnnWq1mzJi1atKBXr15s2LCBxYsX88UXX5CVlYVKpeKrr74y3OwBEBsby/nz51m+fHmu/fTp04cVK1YQGhrK1KlT8fPzw8XFhapVq/Lqq69Svnx5zM3NWb58OQEBAfzwww/k5OQwfvx43nvvvTzt/6cxY8YQEBCAq6srOp0OR0dHw+lfe3t7/Pz88gTVs7xOmzdvpk+fPrmWx8fH4+bmRlZWFn5+fjRq1AiA2bNnM3HiREOvecWKFbl64uLJVEp+51aEEOI5HDx4kHv37uHq6grAnDlzKFeuHD4+PkV+7PXr19OiRQveeecdNBoNHh4ejB071nCKuDD9+eefTJ8+nR07duQ6vfk0FEVh5cqV3Lx5k1mzZhmWd+nShcWLF/PWW28VdrllnvTohBCFpkmTJqxatYpVq1ah0+lo3rw5M2fOLJZjN27cmC+++AK9Xo9Wq8XBwaFIQm7KlCkcO3aMwMDAZw45eHgTT7Vq1VixYkWh1ybyJz06IYQQRk1uRhFCCGHUJOiEEEIYNblGV4ro9XrS09NRq9XPde5fCCHKIkVR0Gq1VKpUKd/fbkrQlSLp6elcvHixpMsQQoiXUtOmTbG0tMyzXIKuFHk0OkfTpk3zjNxhzGJiYrC2ti7pMoqVtLlskDYXD41Gw8WLFx87wpEEXSny6HSlubm5YXilsqKstRekzWWFtLn4PO6Sj9yMIoQQwqhJ0AkhhDBqcupSCCFekF6vJz4+nvT09FzLzczMOH/+fAlVVTKKss1qtZpatWpRuXLlZ6upSKoRQogy5O7du6hUKpo1a5br9vb09HTDfIVlRVG1WVEUMjMzuXnzJsAzhZ2cuhRCiBeUnJyMlZXVU82/J56PSqWiYsWK1K1bl8TExGfaVt4VIYR4QTqd7pkn7xXPp0KFCmi12mfaRoJOCCEKgYxmVDye53WWoBNCiEKm+X8zyxf2tapH+y1IfHw8Xbp0ybO8WbNmz3xMT0/PJ05Qm5CQwIgRI555vwXx9fUlJCSkUPYlN6MIIUQhMzc1xWH1jkLfb8QQ50Lf54uysrJi5cqVJV3GE0nQCSFEGRISEkJUVBQpKSncuHGDDh06MHPmTBRFYf78+fz222+YmpoycOBAhgwZYtguJyeHmTNncunSJe7evUvDhg1ZunQpd+/excvLi8jISHx9fTEzM+P06dOkpqYybdo0wsLCiI2NpVu3bvj6+qLT6Zg3bx7Hjh1Dp9Ph5ubG0KFDURSFuXPnsn//fmrVqoVOp8PGxqZQ2ixBJ4QQZczJkyfZsWMHpqamODg48P7773PlyhX+/PNPwsPD0Wq1eHh44OjomGsbtVrNpk2b0Ov1DBkyhAMHDtCyZctc+7579y7bt28nNDSUqVOnsmvXLsqVK0fnzp3x9vZmx46HPd3Q0FA0Gg3Dhw/H2tqau3fvcu7cOXbs2EFqaiq9e/cutPZK0AkhhJHJ72cOiqIYbuR45513sLCwAKBevXqkpKRw/PhxevXqhbm5Oebm5oSFheXavk2bNlStWpX169dz5coVrl69SkZGRp7jtG/fHoBXX32VJk2aUL16dQCqVq1KSkoKhw8f5vz58xw5cgSAjIwMLly4wOXLl+nRowdqtZpq1arRuXPnQns9JOiEEMLIVK5cmdTU1FzL7t27R5UqVYDcgy6rVCoURcHMLHccxMfHU61aNcPjvXv38s033+Dl5YWbmxv3799HUZQ8x/7nzyz+vU94+FMMHx8fevToAUBSUhIVK1YkKCgIvV7/xG2fl9x1KYQQRsbCwoIGDRqwa9cuw7JNmzZha2v72G3atGnDnj170Gq1ZGZm8tFHH5GQkGB4/vDhw/Tq1Qt3d3dq1KjB8ePH0T3lXaD/1K5dOzZv3oxWqyU9PR0PDw/++usvbG1tiYiIQKPRkJKSQlRU1DPv+3GkRyeEEEYoKCiImTNnsmzZMrRaLc2aNcPf35/9+/fnu3737t2JiYnBzc0NvV6Pl5cXDRs2NDzfv39/Jk2aREREBObm5rz99tvEx8c/c12DBg3i2rVr9O3bl5ycHNzc3Gjbti0AZ86cwdnZmRo1avDGG288V7vzo1Ly63uKEpGdnW2YtLAszWF14sQJ3nvvvZIuo1hJm43L+fPnefPNNw2PNTod5qamhX6cotpvYSqO8T3//XoX9N0ppy6FEKKQPQqjf89mUFj7Fc9Ggk4IIYRRk6ATQghh1CTohBBCGDUJOiGEEEZNgk4IIYRRk6ATQghh1CTohBCikOn0RTMf3aP9FiQtLY1Zs2bh7OyMq6srnp6enD17lqNHj+Lp6fnEbRcvXszevXsLo1yDx82PV1xkZJQyTqfXYWoiv80RojCZmpiy9uL6Qt+vZ9PBBa6j1+sZMWIEbdu2Zdu2bZiZmXHkyBFGjBjBjBkzCtx+/PjxhVFqqSJBVwqFxoWhNdEWy7Ge5h+OEOLlcfToURITExk3bpxhFoN27drx1Vdf5foB+7Fjx1i4cCFZWVmkpKTg4+NDr1698PX1xcbGBhsbG7y9valXrx4XL17E2toaGxsbQkNDSUlJYdmyZbzxxhucPn2ar776iqysLF555RV8fX1p2rQp586d4/PPPwegefPmJfJaPCKnLoUQwoicO3eOt956K89UPXZ2doYpcwDWrVvHnDlzCA0NJSAggOXLl+fZ14ULFxg9ejQRERGcOXOGmzdvsmnTJpydndm0aRMajQY/Pz8WLFhAaGgow4YN44svvgBgypQp+Pj4EBoaymuvvVa0jS6A9OiEEMKImJiY5Dt9zr8FBQWxb98+IiIi+Ouvv/IdrqxGjRq0aNECgNq1axtmP3j11VeJj4/n6tWr3Lhxg08++cSwTWpqKklJSSQmJhrmpnNzc2Pr1q2F0bznIkEnhBBGxNramp9//jnXRKsAX3/9tSF4ADw8PGjbti1t27bF1taWSZMm5dmXubl5rsem/xprU6/X89prrxkmadXpdNy4ccMwx93jtitucupSCCGMyH/+8x+qV6/O0qVLDfPFRUVFERISQlJSEgDJyclcvXqV8ePHY2dnR3R09HPNLdeoUSNSUlL4448/ANi6dSvTpk3jlVde4dVXXzVMCbRjx47Cadxzkh6dEEIUMp1eVyQ3ej3NXdIqlYrly5fz1Vdf4ezsjJmZGa+88grff/+9YdbxqlWr0r9/f5ycnLCwsODtt98mKyuLjIyMZ6rH3NycxYsXExAQQHZ2NhYWFoY7O4OCgpg6dSqLFi3i7bfffq72FhaZj64UeTSn0qVKl8vUXZfGPE/Z40ibjcu/50d7pDjmZittZD46IYQQophJ0AkA1q5dS8+ePXF1dWXixIkkJyfnu56iKPj6+rJq1ap8nx8zZgyzZ882PI6MjMTJyYm+ffty5swZw3I/Pz8OHTpUqG0QQoj8SNAJjhw5wsqVK1m9ejVhYWF07twZf3//POtdvnyZIUOGsHPnznz3s3LlSsNF6UeWLFnCTz/9xIwZM1i5ciUAp0+fJjU1NdcdYEK87OQqUPF4ntdZgk5w9uxZ2rdvT+3atQHo0aMHkZGRaDSaXOutX78eNzc3evXqlWcfR44cISoqikGDBuVabm5uTlZWFpmZmajVahRFISgoiMmTJxddg4QoZqampmi1xXNdvax79F3yLCToBK1ateLIkSPcvHkTgJCQELRabZ7Tl/7+/vTp0yfP9gkJCQQEBDB//vw8v5fx8fFhwoQJLFu2jNGjRxMcHEy7du2oW7duUTVHiGJXtWpVEhIS0Ov1JV2K0VIUhYyMDG7evEmtWrWeaVv5eYGgTZs2eHt7M2bMGFQqFe7u7lStWvWp/mrSarVMnDiRadOm5fvh+89//kNwcDAAKSkpbNmyhbVr1/Ltt99y6tQpGjdujL29faG3SYjiVKNGDeLj47lw4UKu5RqNJs+Pro1dUbZZrVZjZWVF5cqVn2k7CTpBWloaNjY29O/fH4C7d+/yzTffULVq1QK3jYmJIT4+nrlz5xq21el0ZGdnExAQkGvdxYsX8/HHH/P3339z+PBhVq9ejZ+fHzExMUZ727koG0xMTKhfv36e5SdOnKB169YlUFHJKY1tlqATJCYmMnToUH799VcsLCxYvnw5Tk5OuYYPepx33nmHAwcOGB4vWbKE+/fv57mZJTY2lr///puuXbty4cIFzMwefvRMTEzIzs4u3AYJIcQ/yDU6QaNGjRg5ciT9+/enZ8+eZGVlMXnyZM6cOYOrq2uhHGPu3LlMmTIFgGbNmlG9enVcXFy4e/duqfvrTwhhXGRklFJERkYpO6TNZYO0uXjIyChCCCHKNAk6IYQQRk2CTgghhFGToBNCCGHUJOiEEEIYNQk6IYQQRq1Igm7WrFm4urri6OiItbU1rq6uuLq6snXr1qI4HCEhIfj6+ub73Lp167C2tubOnTtFcmwhhBClW5GMjPJoKvX4+Hi8vLwICwsrisM8lZCQELp06UJwcDCffPJJidUhhBCiZBT7qcsuXbrw6aef0rNnT+7du8fChQsZMGAAPXv2ZNCgQdy5c4c1a9bkmrwzMDCQH3/8kfT0dKZMmYKbmxuurq7s2LHjiceKjY0lOTmZkSNHsmXLllwji69Zs4YePXrg7u6Oj48PS5YsAeD333+nX79+9OnThzFjxnD//n1D3YsWLaJfv344OTkRExMDPJzSvX///ri4uPDBBx9w+/ZtfHx82LRpk+FYnp6e/PXXX4X2GgohhHh6JTLWZefOnVm0aBHXrl3jypUrbNy4ERMTEyZPnkx4eDiurq707duXzz//HBMTE3bt2sXGjRtZsWIFLVu2JDAwkLS0NAYNGvTE4aNCQkJwcHDA2toaU1NToqKisLOzIzY2lvXr1xMSEoJarcbT05P69euTlJTEggULWLNmDVWqVGHjxo3Mnz/fMDhx1apVCQ4OZu3atXz33XcsWbKESZMmMWnSJOzt7fn5559ZvXo17u7uLFmyhIEDB3Lz5k2SkpKeaZirvg1d8/11f1HQ6XWYmpgWvGIRKmsjR4C0uawoDW1Oz8oi9uzZYj3miRMnivV4BSmRoHv0pd+gQQOmTJnCli1biIuL49SpU9SvX5/q1avz5ptvcvToUdRqNa+//jq1atXi0KFDZGVlGa71ZWRkcOnSpXyPodVqCQ8PZ9WqVQA4OjqyceNG7OzsOHz4MPb29lhYWADg5OTEgwcP+Ouvv7h16xZeXl4A6PV6qlSpYthnp06dAGjSpAm7d+8mKSmJO3fuGKaZ8fDwAB7OmzR9+nTi4+MJCwt75vEih2yNJFmre6ZthBAiPxFDnIs1cEtyCLDHKZGge9RbiYmJ4bPPPmPo0KH07NkTExMTwzTpvXv35tdff0WtVtO7d2/gYfAEBQXRsmVL4OGUMFWqVCE8PDzPMfbv38+DBw8YM2YM8DD47t27x+3btzExMcl3gkSdTse7777Lt99+Czx88dLT0/PU/WhU/3/P15adnU1iYiL16tWjT58+/PLLL0RERPDDDz88/4slhBDihZTozwuOHz+OjY0N77//Po0bNyY6Ohqd7mFPpmvXrhw/fpyDBw/SvXt3ANq1a8eGDRuAh1PL9O7dm1u3buW7761btzJ+/HgiIyOJjIwkKiqK9957jy1btmBra8uBAwdIS0tDo9Gwe/duVCoVrVu35tSpU8TFxQGwfPly5s2b99j6LS0tqV27NtHR0QCEhYWxePFiANzc3Ni4cSO1a9fGysqqcF4wIYQQz6xEg87R0ZHY2FhcXFwYMmQIzZo1Iz4+HoDy5cvz7rvv0qpVKypVqgTAmDFjyMrKwtnZmSFDhuDj45PvZId3797l6NGj9OvXL9fyYcOGsWXLFt544w28vLwYOHAggwcPplKlSpQrV46aNWvy5Zdf8umnn+Li4sLZs2cNU8s8TlBQEEuXLsXV1ZVff/2VyZMnA1CnTh3q1KlD3759C+OlEkII8ZzK5DQ9cXFxHDhwgKFDhwLwySef0L9/f7p06VIo+1cUhcTERDw9PdmxY8dTTyv/6Dxz0IVEuUYnhCgUEUOci/V4Mk1PKVG3bl3OnDmDs7MzLi4uvP7664YbSgrDrl27cHV1ZeLEiU8dckIIIYpGidyMUtLMzc1ZsGBBke3fwcEBBweHItu/EEKIp1cme3RCCCHKDgk6IYQoA9auXUvPnj0Nl1WSk5PR6XTMmTMHBwcHunfvbrir/d90Oh0zZszA0dERR0dHAgMDDT8FS05O5rPPPqNPnz44ODgQFRVl2G7q1Kn07t2b0aNHo9VqAUhJSWHgwIFoNJqib/T/I0EnhBBG7siRI6xcuZLVq1cTFhZG586d8ff3Z+PGjVy7do0dO3YQHBzM6tWrOX36dJ7tw8LCiIuLIzw8nLCwMI4dO0ZERAQAvr6+1K5dm23btvHTTz+xevVqbt++TWxsLImJiWzfvp0aNWpw8OBBABYvXsyoUaOK9f4FCTohhDByZ8+epX379tSuXRuAHj16EBkZSUREBG5ubpiZmVGlShWcnJzYvn17nu11Oh2ZmZloNBo0Gg1arZZy5cqRnJzMoUOHDANz1K5dmy+++IIqVapgbm6ORqNBURQyMzNRq9XExsZy69atQr3572lI0AkhhJFr1aoVR44c4ebNm8DDcYC1Wi2JiYnUqVPHsF7t2rW5fft2nu3d3NyoXLkynTt3pmPHjjRo0IAuXbpw/fp1atasyY8//sigQYNwc3MjLi6OChUq0KhRI95991369OlDhQoVaN++PYGBgY+dUq0olcm7LoUQoixp06YN3t7ejBkzBpVKhbu7O1WrViW/n1GbmOTt/yxdupRq1aoRHR1NdnY2o0eP5n//+x+tW7cmPj4eCwsLw2nQAQMGYG9vj7W1NRMmTGDChAnAw9Ofb731FhYWFkyYMIHMzEw8PT3p0KFDkbdfenRCCGHk0tLSsLGxITQ0lJCQEHr27Ak8HMHpn5NSJyQkGE5v/tOePXtwd3fH3NwcS0tL+vbty9GjR6lVqxbwsMcHDwfqb9q0aZ7rfGlpaaxbt45Ro0axevVq7OzsWLRoEV9++WVRNTkXCTohhDByj0ZqSktLAx6O4+vk5ES3bt3YunUrOTk5PHjwgF9++YVu3brl2b5Fixbs3LkTeDhAfmRkJK1bt6ZevXq0bNmS0NBQ4OHwi5cuXcLa2jrX9suWLWPYsGFUrFgRjUaDWq3GxMSEzMzMIm75Q3LqUgghjFyjRo0YOXIk/fv3R6/X89577+Hv74+ZmRnXr1/H1dUVrVbLwIEDsbGxATAMUD9+/HimTp1q+BmCqakptra2jBgxAnh4WnP27Nls3LgRvV6Pm5sbrVq1Mhz78uXLXLx40TBu8MCBA/nss89YsWIFn3zySbG0v0yOdVlayViXQojCJmNdyqlLIYQQRk6CTgghhFGToBNCCGHUJOiEEEIYtacKuoiICBYuXEhmZiY7duwo6pqEEEKIQlNg0H3//fds2LCBiIgIsrKyWLp0KcuWLSuO2oQQQogXVmDQ/fLLL6xcuZIKFSrwyiuvsHnzZunVCSGEeGkUGHRmZma5plOoXLkyZmbyO3MhhBAvhwITq06dOuzfvx+VSoVGo2HVqlXUrVu3OGoTQgghXliBQTd9+nQmT57MhQsXaN26NW+//TYLFiwojtrKrNXuXfL9db8QQjwrjU6HualpSZdRogo8dWllZcXq1as5ceIEx48fZ8OGDbz66qvFUZsoI06cOFHSJRQ7aXPZUBraXNZDDp6iR5eens6yZcs4ePAgpqamdOnShY8//rhYp0EXQgghnleBPTo/Pz8SEhKYOnUqPj4+XL58mTlz5hRHbUIIIcQLK7BHd+7cOXbt2mV43K5dO5ycnIq0KCGEEKKwFNijq1GjBklJSYbHGRkZvPLKK0ValBBCCFFYCuzR1ahRA3d3d8OEe3v37qVGjRqG05d+fn5FXqQQQgjxvAoMuiZNmtCkSRPDYzltKYQQ4mVSYNBVqVKFvn37YmFhURz1CCGEEIWqwGt0Fy9epGfPnnz++eecOXOmOGoSQgghCk2BQffFF1+wa9cuWrZsyaxZs3B3dyc4OJjs7OziqE8IIYR4IU81H52FhQW9evXC2dmZ5ORkfv75ZxwcHIiIiCjq+oQQQogXUuA1ukOHDrF582YOHz5Mz549WbZsGc2bN+f69et4eHjg4OBQHHUKIYQQz+WxQXfjxg3q1avH7Nmz8fDw4IsvvsDS0tLwfP369RkwYECxFCmEEEI8r8cG3bhx4wgNDX3i6clx48YVSVFCCCFEYXnsNTpFUYqzDiGEEKJIPLZHl5qayp49ex4beD169CiyooQQQojC8tigS0pKYs2aNfk+p1KpJOiEEEK8FB4bdA0aNGDt2rXFWYsQQghR6J7qd3RCCCHEy+qxQefo6FicdQghhBBF4rFBN3LkyOKsQwghhCgScupSCCGEUZOgE0IIYdQKDLqxY8dy6NCh4qhFCCGEKHQFBl2PHj1Yvnw5PXv2ZNWqVSQnJxdDWUIIIUThKDDoXFxcWLduHcuXL+fevXv0798fHx8fTp8+XRz1CSGEEC/kqa7R6fV6rl27xtWrV8nJyaF69erMnDmToKCgoq5PCCGEeCEFzke3cOFCQkJCqFevHh4eHixevBi1Wk1GRgb29vb4+PgUR51CCCHEcykw6JKSkli5ciXNmzfPtbxixYosWLCgyAoTQgghCkOBpy69vb3ZuHEjAFeuXGH06NHcuXMHgI4dOxZtdUIIIcQLKjDofH19adSoEQB169bFxsaGadOmFXlhQgghRGEoMOju37+Pl5cXAOXKlWPo0KGGHp0QQghR2hUYdDqdjoSEBMPju3fvyuzjQgghXhoF3owydOhQ+vTpQ6dOnVCpVBw6dIjJkycXR21CCCHECysw6Pr164e1tTVHjhzB1NSU4cOH07Rp0+KoTQghhHhhBQYdgKWlJTY2NiiKglar5ezZs7Rs2bKoaxNCCCFeWIFBFxQUxLp166hevbphmUqlYu/evUVamBBCCFEYCgy6nTt3snv3bqysrIqjHiGEEKJQFXjXZZ06dSTkhBBCvLQK7NHZ2toyb948unbtSvny5Q3L5RqdEEKIl0GBQRcSEgJARESEYZlcoxNCCPGyKDDoIiMji6MOIYQQokgUeI0uPT2d2bNnM2TIEJKTk/H39yc9Pb04ahNCCCFeWIFBN2fOHCwtLbl37x7lypUjLS0Nf3//4qhNCCGEeGEFBt358+eZMGECZmZmVKhQgfnz53P+/PniqE0IIYR4YQUGnYlJ7lV0Ol2eZUIIIURpVeDNKG3atCEoKIisrCyioqJYv349bdu2LY7ahBBCiBdWYNds0qRJVKxYEUtLSxYuXEizZs1k9gIhhBAvjQJ7dGq1Gm9vb7y9vYujHiGEEKJQFRh0Xbp0QaVSGR6rVCoqVKhAkyZN8PX1pVatWkVaoBBCCPEiCgy6bt26kZ6ezuDBgzExMSE4OJj09HSaNWuGv78/3377bXHUKYQQQjyXAq/R/fHHHwQEBNCiRQuaN2+On58fly5dYujQody8ebM4ahRCCCGe21ONjJKWlmZ4nJaWRmZmZpEWJYQQQhSWAk9duru7M2DAABwcHNDr9ezZs4f+/fuzdu1aGjVqVBw1CiGEEM+twB7dyJEjmTp1KqmpqWRnZzNq1Ch++eUX3n33XQICAoqjRmHk3nvvvZIuIRedXlfSJQghClGBPTqAVq1ace7cOdavX09wcDCenp4yH10RCo0LQ2uiLekyyizPpoNLugQhRCF6YtBduXKFn376ifDwcOrWrUt2djaRkZFYWloWV31CCCHEC3nsqcsRI0bwwQcfYG5uzpo1a9ixYweVKlWSkBNCCPFSeWzQnT9/nhYtWtCkSRNef/11gFw/HBdCCCFeBo8Nuv379+Pu7s6OHTvo2LEj48aNIzs7uzhrE0IIIV7YY4POzMyMXr16sXbtWrZu3UqtWrXIysqiR48ebNiwoThrFEIIIZ7bU00s17hxY/z8/IiKimL48OFs3ry5qOsSQgghCsUzzaBaoUIFBg4cSGhoaFHVI0SpsW7dOpycnHB2duaTTz7h3r17hudu3bpFp06dSEpKyndbnU7HjBkzcHR0xNHRkcDAQBRFAeDIkSNMmzYNFxcXPD09iY2NBUCj0fDxxx/Tu3dv/P39Dfu6fv06w4YNK8KWCmHcZKpwIfIRExPD//73PzZu3MiOHTt4/fXXWbx4MQDbtm1j8ODBJCYmPnb7sLAw4uLiCA8PJywsjGPHjhEREUFqaipjx47Fw8OD8PBwZs6cyfjx49FoNERFRWFlZcX27du5efMmFy9eBGDu3LlMmTKlWNothDGSoBMiH9bW1uzatQtLS0uys7NJSEigatWqJCQk8Ntvv/H9998/cXudTkdmZiYajQaNRoNWq6VcuXJcvXoVS0tLrK2tAXjjjTewsLDg5MmTmJubk5WVhaIoZGdno1ar2bdvH1ZWVjRv3rw4mi2EUZKgE+Ix1Go1v/32G507d+b48eO4ublhZWXF0qVLady48RO3dXNzo3LlynTu3JmOHTvSoEEDunTpQsOGDUlPT+f06dMAnD59mv/7v//jzp07dOjQAbVaTZ8+fbCxsaFu3bqsWLGCTz/9tBhaK4TxkqAT4gm6devG0aNHGTt2LMOHD0ev1z/VdkuXLqVatWpER0fz+++/k5yczP/+9z8sLCxYvnw5YWFh9O7dm7CwMNq1a4darcbExISAgADCwsIYN24cP/zwA+7u7ty/fx9vb2+8vb05d+5cEbdYCOMjQSdEPq5du8Yff/xheOzu7s7ff/9NSkrKU22/Z88e3N3dMTc3x9LSkr59+3L06FH0ej2VKlVi+vTpbN++nenTp3P9+nUaNGiQa/u///6b6Oho+vfvz5IlSxg2bBj+/v7MmTOnUNspRFkgQSdEPu7cucPEiRMNd1WGh4fTpEkTXnnllafavkWLFuzcuRMArVZLZGQkrVu3RqVSMWLECK5cuQLAzp07MTMzo1mzZrm2DwwMxMfHBxMTEzQaDWZmZqhUKrKysgqxlUKUDU81e4EQZc1//vMfRo0ahZeXF6amptSqVYtly5Y9cZtHd2WOHz+eqVOnMmfOHBwcHDA1NcXW1pYRI0agUqlYsGABfn5+/PTTT9SsWZPly5fnGl7v0KFDVKxYkbfffhuAYcOGMX36dAAmTZpUNA0WwoiplEc/7hElLjs7m5iYGC5VuizT9JSg4pim58SJE6VuHr6iJm0uG0qizY++O62trSlXrlye5+XUpRBCCKMmQSeEEMKoSdAJIYQwahJ0QgghjJoEnRBCCKMmQSeEEMKolYmgu3jxIs2aNWPXrl2GZSNGjCAhISHPur6+voSEhJCQkMCIESOKs0whhBBFoEwEXUhICD179mTjxo2GZStXrsTKyuqx21hZWbFy5criKE8IIUQRMvqRUXJycti+fTvr169n0KBBXL9+nfr169OlSxfWrFnDsWPHCA0NJTk5GXt7e8N28fHxeHl5ERkZia+vLxYWFpw9e5aEhAS8vb1xd3cnPT2d2bNnc+nSJXQ6HSNGjMDZ2ZnY2Fj8/f3JycmhXLlyfPXVV7z++usl9yIIIUQZZvQ9uv379/Pqq6/SsGFDunXrlqtX90hCQgKhoaFMnDjxsfu5ffs2P//8MytWrGDevHkArFixgpYtWxISEsL69ev59ttvuXHjBqtXr2bYsGGEhITg6enJqVOniqp5QgghCmD0PbqQkBCcnZ0BcHR0ZNKkSXnm92rRogVmZk9+KTp06IBKpaJp06YkJycDD8ckzMrKYuvWrQBkZGRw6dIl7OzsmD17NlFRUdjb29OzZ89nqrlvQ9d8h7ERxUOn12FqYlqkxyhrw0JB0bc5PSuL2LNni/QYz+PEiRMlXUKxK21tNuqgu3fvHr///jsxMTGsWbMGRVF48OABu3fvzrVe+fLlC9zXo+D55+C7er2eoKAgWrZsCcDdu3epUqUKarWad955h3379rF69WoOHDjwTNOrDNkaSbJW99TrCyEgYohzqfsDQsa6LB6Pxrp8HKM+dbl9+3batWvH77//TmRkJPv27WPUqFFs2rSpUPbfrl07NmzYAEBiYiK9e/fm1q1bfPrpp5w+fZpBgwYxfvx4mSxTCCFKkFEHXUhICB4eHrmWeXh4cPr0abKzs194/2PGjCErKwtnZ2eGDBmCj48P9evXZ9SoUXz77bf07duXwMBAfH19X/hYQgghno9M01OKPOp+B11IlFOXQjyjiCHOJV1CHnLqsnjIND1CCCHKNAk6IYQQRk2CTgghhFGToBNCCGHUJOiEEEbnwoULeHp60qdPH9zc3Ay/sVqyZAm9evXC2dmZKVOmPPHu6wcPHuDi4sKZM2dyLY+NjaVjx465li1atAgXFxe8vLx48OABAFqtlpkzZ5KUlFTIrRPPSoJOCGFUMjMzGT58OB999BHbtm1j9OjRTJo0iaNHj/LLL78QGhpKeHg4aWlprF27Nt99HDhwgP79+xMXF2dYlpOTw08//cSHH35Ienq6YXlqaiq7d+9m+/btdOzYke3btwOwZs0abG1tqVatWtE2WBRIgk4IYVSio6OpV68ednZ2AHTt2pVFixah1+vRaDRkZWWh1WrJzs5+7FB7a9asYe7cudSqVcuw7Ny5c1y4cIFvvvkm17pmZmbo9XpycnLIyMhArVaTmJjIb7/9Rvfu3YuuoeKpGfUQYEKIsicuLo6aNWsybdo0YmNjqVy5Mj4+Ptja2tK+fXvs7e1Rq9U0bNiQgQMH5ruPVatW5VnWqlUrWrVqRXx8fK7lFSpUwNPTk379+tGgQQM+/vhj/P39mThxIiYm0pcoDeRdEEIYlZycHA4cOMDAgQMJCQnhgw8+YOTIkWzcuJH4+HiioqI4ePAgr732GoGBgYVyzMGDBxMWFsY333zD2bNn0ev1WFtb89133zFq1CjD6UxRMiTohBBGpVatWjRq1IjWrVsD0K1bN3Q6HTt37sTFxQULCwvMzc0ZMGAAR48eLdRj63Q6FixYwOTJk9m+fTs1a9Zk+fLlrFy5kqysrEI9lnh6EnRCCKPSuXNnbt68abjT8vjx46hUKlq2bMmePXvIyclBURT27NljCMPCsmHDBuzt7bGyskKj0WBmZoZKpSInJ4ecnJxCPZZ4enKNTghhVGrWrMmyZcuYNWsWmZmZmJubs2TJEt566y2++uornJycMDc3p1mzZsyYMQN4GFAxMTEEBAQ893GTkpLYvn0769atA8DJyYkhQ4bg4uKCs7MzFhYWhdI+8exkUOdSRAZ1FuL5yaDOpYMM6iyEEEIUMwk6IYQQRk2CTgghhFGToBNCCGHUJOiEEEIYNQk6IYQQRk2CTgghhFGToBNCCGHUJOiEEEIYNRkCrBRa7d7lsfNkCSHyp9HpMDc1LekyRCkkPTpR4k6cOFHSJRQ7aXPhk5ATjyNBJ4QQwqhJ0AkhhDBqEnRCCCGMmgSdEEIIoyZBJ4QQwqhJ0AkhhDBqEnRCCCGMmgSdEEIIoyZBJ4QQwqhJ0AkhhDBqEnRCCCGMmgSdEEIIoyZBJ4QQwqhJ0AkhhDBqEnRCCCGMmgSdEEIIoyZBJ4QQwqhJ0AkhhDBqEnRCCCGMmgSdEEIIoyZBJ4QQwqhJ0AkhhDBqEnRCCCGMmgSdEEIIo2ZW0gWI/5+iKABoNJoSrqT4ZWdnl3QJxU7aXDZIm4veo+/MR9+h/6ZSHveMKHapqalcvHixpMsQQoiXUtOmTbG0tMyzXIKuFNHr9aSnp6NWq1GpVCVdjhBCvBQURUGr1VKpUiVMTPJekZOgE0IIYdTkZhQhhBBGTYJOCCGEUZOgE0IIYdQk6IQQQhg1CTohhBBGTYJOCCGEUZOgE0IIYdQk6EqR8PBwHB0d6d69O+vXry/pcorE0qVLcXJywsnJiXnz5gFw6NAhXFxc6NGjBwsXLizhCotOYGAgvr6+AJw/fx53d3d69uzJ559/Tk5OTglXV7giIyNxc3PDwcGBOXPmAMb/PoeFhRk+24GBgYDxvs9paWk4OzsTHx8PPP69LTXtV0SpcPv2bcXe3l65f/++kp6erri4uCiXLl0q6bIKVXR0tDJw4EAlOztb0Wg0ipeXlxIeHq7Y2dkp169fV7RarfLhhx8q+/fvL+lSC92hQ4eUtm3bKlOmTFEURVGcnJyUkydPKoqiKFOnTlXWr19fgtUVruvXrysdO3ZUbt26pWg0GuX9999X9u/fb9Tvc0ZGhtKmTRvl3r17ilarVfr166dER0cb5ft86tQpxdnZWWnZsqVy48YNJTMz87HvbWlpv/ToSolDhw7Rrl07qlatSsWKFenZsycRERElXVahqlmzJr6+vpibm6NWq3njjTe4evUqDRo0oF69epiZmeHi4mJ07U5OTmbhwoWMGjUKgJs3b5KVlcXbb78NgJubm1G1ec+ePTg6OlK7dm3UajULFy6kQoUKRv0+63Q69Ho9mZmZ5OTkkJOTg5mZmVG+z5s3b2bGjBnUqlULgNOnT+f73pamz7nMXlBKJCYmUrNmTcPjWrVqcfr06RKsqPA1adLE8P9Xr17l119/xdPTM0+7ExISSqK8IuPv78+ECRO4desWkPe9rlmzplG1+dq1a6jVaoYPH86dO3ewt7enSZMmRv0+W1hYMH78eHr16kX58uWxsbFBrVYb5fscEBCQ63F+310JCQml6nMuPbpSQslnyFFjHdj50qVLfPjhh0yZMoX69evned6Y2r1lyxbq1KmDra2tYZmxv9c6nY7Dhw8TFBTE5s2bOXPmjOFazj8ZU5tjY2PZunUr+/bt4+DBg5iYmBAdHZ1nPWNq8yOP+zyXps+59OhKCSsrK/744w/D48TERMOpAWNy4sQJxo0bx7Rp03BycuLYsWPcvXvX8LyxtfvXX3/lzp07uLq6kpKSQkZGBiqVKleb79y5Y1RtrlGjBra2tlSrVg2Arl27EhERgampqWEdY3ufDx48iK2tLdWrVwcenqZbtWqVUb/Pj1hZWeX7b/jfy0uy/dKjKyXat2/P4cOHSUpKIjMzk927d9O5c+eSLqtQ3bp1C29vb+bPn4+TkxMArVu3Ji4ujmvXrqHT6dixY4dRtfvHH39kx44dhIWFMW7cOLp06cJXX31FuXLlOHHiBADbtm0zqjbb29tz8OBBHjx4gE6nIyoqCgcHB6N+n5s3b86hQ4fIyMhAURQiIyOxsbEx6vf5kcf9G65bt26pab/06EoJKysrJkyYgJeXF1qtln79+tGqVauSLqtQrVq1iuzsbObOnWtYNmjQIObOncvYsWPJzs7Gzs4OBweHEqyyeMyfPx8/Pz/S09Np0aIFXl5eJV1SoWndujUfffQRHh4eaLVaOnTowPvvv0+jRo2M9n3u2LEj586dw83NDbVazVtvvcXIkSPp3r270b7Pj5QrV+6x/4ZLy+dc5qMTQghh1OTUpRBCCKMmQSeEEMKoSdAJIYQwahJ0QgghjJoEnRBCCKMmPy8Q4iWl0+lYs2YN4eHh6HQ6tFot9vb2jB8/HnNzc3x9fWnSpAnDhw9/7D727t3L4cOH8fPze64a4uPj6d69O02bNjUsy8jIoHbt2nz55ZfUq1fvidsvXbqU5s2b061bt+c6vhBPQ4JOiJfUzJkzSUlJYfXq1VhaWpKRkcGkSZP4/PPPCQoKeqp9dO3ala5du75QHeXLlycsLMzwWFEU5syZw8KFC/n666+fuO3Ro0dp3LjxCx1fiIJI0AnxErpx4wbh4eEcPHgQCwsLACpWrMisWbM4efJknvWDg4PZtGkTWq2WlJQURowYgYeHByEhIezatYvvvvsOT09PWrZsyZEjR7h37x5eXl7cu3ePY8eOkZmZyaJFi2jWrFmBtWVnZ3Pnzh3DcFhxcXHMnj2bjIwMEhMTad68OYsWLSI4OJiYmBjmzZuHqakpdnZ2zJ8/n+PHj6PT6WjRogV+fn6G9gnxvOQanRAvoXPnztG4ceM8IVCzZk169OiRa1l6ejpbtmzh+++/Z9u2bSxcuPCxPb6bN2+ybds2li5dyvz587GxsSEkJIROnTqxbt26fLfJysrC1dUVFxcX2rdvT9++fWnYsCGTJk0CHk7r0qdPHzZt2sTu3buJj49n//79DB48GGtrayZPnkz37t35/vvvMTU1JSQkhO3bt1OrVi3mz59fCK+WKOukRyfES8jExAS9Xv9U61aqVIlvv/2WAwcOcPXqVWJjY8nIyMh33e7duwMYrq116tQJgPr163Ps2LF8t/nnqcuoqCh8fHzo0KEDlSpVAsDHx4fo6GhWrlzJ1atXSUxMzPf4+/fvJzU1lUOHDgGg1WoNvUIhXoQEnRAvoVatWnHlyhXS0tJy9eoSEhKYPn0633zzjWHZ7du3GThwIAMGDOC9997DwcGBffv25btfc3PzXI/VavUz1dWpUyeGDRvGxIkT2blzJ5aWlkycOBGdTkevXr3473//y61bt/KdwkWv1zNt2jTs7OyAhz3R7OzsZzq+EPmRU5dCvISsrKxwcXFh2rRppKWlAZCWlsbMmTOpWrUq5cuXN6wbExNDtWrVGD16NJ06dTKEnE6nK5LaPvzwQypXrmwI24MHD+Lt7Y2joyMqlYq//vrLcGxTU1NycnKAhwMjr1+/Ho1Gg16vZ/r06QXezCLE05AenRAvqRkzZrB8+XIGDRqEqakpGo2Gbt26MXbs2FzrdejQgeDgYBwcHKhQoQKtWrWiWrVqXLt2rUjqUqvVTJ8+nY8++oj+/fszYcIEvL29qVKlChUqVKBNmzZcv34deDilT2BgIFqtltGjRxMYGEjfvn3R6XS8+eab+Pr6FkmNomyR2QuEEEIYNTl1KYQQwqhJ0AkhhDBqEnRCCCGMmgSdEEIIoyZBJ4QQwqhJ0AkhhDBqEnRCCCGMmgSdEEIIo/b/AWaCv+B+3KKfAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#train agency - Final\n",
    "\n",
    "atcr = pd.DataFrame(df_train.groupby(['Agency Type'])['Claim'].value_counts(normalize=True)*100)\n",
    "atcr.columns = ['Claim Rate']\n",
    "ax = atcr.unstack().plot(kind='barh')\n",
    "for p in ax.patches:\n",
    "    w,h = p.get_width(), p.get_height()\n",
    "    x,y = p.get_xy()\n",
    "    ax.annotate(str(np.round(w,2))+\"%\", (x+w+.2,y+.1))\n",
    "# plt.xlabel(\"Age group\")\n",
    "plt.xlabel(\"Claim Rate\")\n",
    "plt.title(\"Claim Rate according to Agency Type\")\n",
    "plt.legend(['Unclaimed','Claimed'],loc='upper right')\n",
    "plt.xlim((0,110))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYcAAAEXCAYAAABGeIg9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABB2ElEQVR4nO3dd1iT5/oH8G/CXoIrqOCqFqhFcbV1UKhWhkrEibOKpypatZXTuvGnYt2jrh611lat1oWK4lEcuNqip4qWilacoAKCgEECJGQ8vz8oKSEJYWQB9+e6vC7y5M373nmR3Hk2hzHGQAghhJTBNXYAhBBCTA8lB0IIISooORBCCFFByYEQQogKSg6EEEJUUHIghBCigpIDUSKTyfDjjz9i6NChCA4OxoABA7B27VoUFxcbPJbg4GC8efNG4/NxcXH4+uuvDRbPli1bEBkZqbfzu7u745tvvlEqi42NxSeffKL1tZcvX8amTZvUPpeVlYVZs2aBz+eDz+djxIgRuHDhgtZzHjt2DGFhYZULXocuX74MPp+PgIAAfP755xAKhQaPgVByIOUsWbIEt2/fxp49e3DixAlERUXh6dOnWLhwocFjOXHiBBo0aKDx+Y8//hgREREGjEj/du/ejRs3blT5dXfu3EFeXp7a5yIiItC5c2fExMQgJiYGK1euxPz58/H48eOahlttjx8/xsaNG1XKc3NzMX/+fGzZsgVnz55Fy5YtsW7dOsMHSGBu7ACI6Xj+/DliYmLw66+/wt7eHgBga2uLpUuX4vbt2wCA/Px8LF26FPfv3weHw8GHH36If//73zA3N0fHjh0RGhqKy5cvQygUYvbs2YiNjcWDBw/A4/Gwfft22NraVvo4d3d3XLt2DTKZDHPnzsXr168BAL6+vpg1axaOHTuGs2fPYseOHXj58iWWLFmCtLQ0MMYwePBgTJo0CS9evEBoaCh8fX2RmJiIvLw8hIeHY8CAAUrvffr06fjoo48wYsQI/PHHHxg5ciQuXLiAli1bYtu2bcjPz4eNjQ2ePHmCTz75BK9evUKTJk2wYcMG8Hg8ZGZmIjIyEhkZGZBIJBg4cCCmTp1a6euXCg8Px+zZs3HixAk4OjqqPL9t2zacO3cOcrkcLi4uWLx4MV6+fImDBw9CJpPBwcEB4eHhSq959eoVRCIR5HI5uFwu2rdvj23btikSb1RUFA4dOgSJRIK8vDxMnjwZY8aMUTpHfn4+li9fjgcPHkAikaBnz56YM2cOzM3NsXnzZpw/fx4WFhZo2LAhVq5cCR6PpxK7WCzGmTNncPjwYRQVFWHkyJEqx/z666/o2LEj2rRpAwAYPXo0goODsXjxYnA4HLX3jOgJI+RvsbGxbNiwYRUeM2fOHLZs2TIml8uZWCxm//rXv9iOHTsYY4y5ubmxPXv2MMYY27FjB+vSpQt7+fIlk8lkbMiQIezkyZNVPi4nJ4dt3bqVLVq0iDHGWEFBAZs1axZ78+YNO3r0KJsyZQpjjLGxY8eyH374gTHG2Js3bxifz2enTp1iz58/Z25ubuzixYuK9/jRRx+pvK/jx4+zmTNnMsYY27x5M+vduzc7ePAgY4yxYcOGscTERLZ582bWt29flpOTwxhjbNq0aWzr1q2MMcY++eQTFhcXxxhjTCQSsU8++YT997//rfT1y77ff//734pYzpw5w8aNG6eIcdasWUwikTDGGDt48CCbNGmSIualS5eqPW98fDzr3bs3e//999nUqVPZzp072cuXLxljjAmFQhYSEsJyc3MZY4zdvn2bde7cmTHGlO7vvHnz2N69exljjEmlUvbVV1+x7777jqWnp7OuXbsysVjMGGNs165d7Pz58yoxfPfdd6xv375syZIlLCkpSW2cjJX8fyj9XTPGmEQiYW5ubiw/P1/ja4h+UM2BKHC5XMjl8gqPuXr1Kg4cOAAOhwNLS0uMGjUKe/bswZQpUwAAAQEBAIBWrVrBzc0Nzs7OAABXV1elZo/KHgcAH374IaZMmYKMjAz06tULX375JRwcHBTPFxYW4tatW/jhhx8AAA4ODhg6dCiuXr0KLy8vWFhYwNfXFwDQoUMHCAQClffVp08frFy5ElKpFL/++iumTZuG3377DR999BFycnLQsWNHXLlyBb1790ajRo0AAB4eHsjNzUVhYSFu3LiBvLw8Rbt/YWEh7t+/j06dOlXq+mUtXboUwcHBOHLkiNL7vHTpEu7cuYNhw4YBAORyOYqKiio8FwD07NkTly9fxh9//IGbN2/i0qVL+Pbbb7Fnzx506tQJ27dvx5UrV5CSkoL79++jsLBQ5RyXL1/GnTt3EBUVBQAQiUQAAGdnZ3h4eGDIkCHw8fGBj48PevbsqfJ6Lper+GdmZqYxVk3//7hcagE3NEoORKFTp0548uQJhEKholkJADIzM7Fo0SJs3rxZ5Y9XLpdDKpUqHltYWKj9ubzKHlcaV1xcHK5du4br169jxIgR+Pbbb5ViYOWWCCsbl4WFheLDRVPThKOjIzp06IBLly4hPz8fwcHB+Pbbb3HhwgX069dP8Tpz83/+ZDgcDhhjiusfPHgQNjY2AErazq2srPD69etKXb8se3t7rFu3DpMnT8akSZOU3tOkSZMUTT7FxcUa+xlK5eTkYMuWLVi0aBG6d++O7t27Y+rUqVi4cCGio6PB4/EwcuRIhISEoFu3bggMDMSlS5dUziOXy7Fp0ya0a9cOAPDmzRtwOBxwuVzs27cPd+7cwbVr17BixQp88MEHKn1Bn376KcaNG4czZ85g6dKlkEgkGDlyJEaMGKF0XPPmzZGYmKh4nJmZCUdHR9ja2mq9b0S3KB0TBWdnZ/D5fCxYsEAxQkQoFGLJkiVwcnKCtbU1vL29sX//fjDGUFxcjMOHD6NXr156jWvdunX4z3/+g379+mHhwoVo3749UlJSFM/b29vDy8sL+/fvB1DSPh4dHV3luPr164cNGzagZ8+esLe3R9u2bbFz505FLUcTe3t7dO7cGT/++COAkg/O0aNHIy4urmpvtIwuXbpg4sSJSknQ29sbUVFRit/Npk2bMGfOHACAmZmZUpIu5ejoiPj4eOzdu1eRQIuKipCRkYEOHTogKSkJjRo1wmeffYYPP/xQkRhkMpnSeby9vbF7927F733atGnYt28f7t+/j6CgILRr1w5hYWEIDQ1FcnKy2vdkZWWFwYMH48CBA1ixYgWePXumcoy3tzcSExMVv9+DBw/i448/ruLdI7pAyYEoWbx4Mdq3b49Ro0YhODgYI0aMQPv27RVDRiMiIpCbm6sYFtm2bVtMnTpVrzFNmDBB8SE0bNgwuLq6IigoSOmYdevW4dq1a+Dz+Rg+fDj8/f0xdOjQKl2nX79+ePr0qSKpeHt7QyqVomvXrlpfu27dOiQmJiqGigYFBWHQoEFVun5506ZNg5eXl+LxiBEj8NFHHyEkJAQDBw5EcnIyVq1aBaCk6ejixYtYtmyZ0jnMzc2xa9cu3L59Gx9//DGCgoIQEhICb29vDB8+HL1794azszMCAwMxePBgZGRkoFGjRkhNTVU6z8KFC1FYWKj4vbu5uWHSpEnw8PBA//79MWzYMAwdOhRHjx7F/Pnztb43Nzc3fPnllyrljRs3xsqVK/H555+jf//+ePDgAebOnVud20dqiMPK18cJIYTUe1RzIIQQooKSAyGEEBWUHAghhKig5EAIIURFrZ/nIJfLUVBQAAsLC5peTwghlcQYg0QigZ2dndpJhrU+ORQUFODBgwfGDoMQQmolNzc3pZn4pWp9ciidXevm5gZLS0uV55OSkuDp6WnosCqFYqseiq16KLbqM+X4qhtbcXExHjx4oHGFglqfHEqbkiwtLWFlZaX2GE3lpoBiqx6KrXootuoz5fhqEpum5ni9JwehUIhRo0Zh+/btePz4MTZs2KB4LjMzE15eXtixYwe2bt2Ko0ePKpYRDgkJwdixY/UdHiGEEDX0mhwSExMRERGhWCfF19dXsTrlq1evMHr0aMVU+6SkJGzYsAFdunTRZ0iEEEIqQa9DWQ8fPozFixer3fhjzZo1GDVqlGJTj6SkJOzcuRN8Ph+RkZEQi8X6DI0QQkgF9Jocli9fju7du6uUp6Sk4Pfff8f48eMBlIw4eueddzB37lwcP34cb968wX/+8x99hkYIIaQCBll4r2/fvti7dy9cXV0BAKtXr4aTk5PGzcvv3buHBQsWIDo6Wuu5xWIxkpKSdBkuqaQCqQyvi2VoaGkGO3PNG7gQQkyXp6en2g5to4xWiouLw65duxSP09PTER8fj+HDhwMomZxRdlOVytD0BhMSEtCtW7eaBawntTm2S0/SsDE+EWZcLmRyOWb18kKft1xMIjZjotiqx5RjA0w7vurGpu2LtcGXz8jNzYVIJELLli0VZdbW1li7di2eP38Oxhj2798PPz8/Q4dGKkkgEmNjfCLEMjkKJVKIZXJsjE+EQET9RITUFQavObx48QLNmjVTKmvUqBEiIyMxbdo0SCQSdO3aFRMnTjR0aKSSMoVFMONyAdk/W4aacbnIFBbBydp0x4ITQirPIMnh4sWLip87deqEw4cPqxwTEBCgdTtGYhqc7W0gK7eXtEwuh7O9jZEiIoToGq3KSqrMydoKs3p5wcqMC1sLc1iZcTGrlxfVGgipQ2r98hnEOPq85YIuLZogU1gEZ3sbSgyE1DGUHEi1OVlbVZgUBCIxJQ9CailKDkQvjDnUlRBSc9TnQHSOhroSUvtRciA6pxjqWkbpUFdCSO1AyYHoHA11JaT2o+RAdI6GuhJS+1GHNNELGupKSO1GyYHojbahroQQ00XNSoQQQlRQciCEEKKCkgMhhBAVlBwIIYSooORACCFEBSUHQgghKig5EEIIUUHJgRBCiApKDoQQQlRQciCEEKJC78lBKBQiKCgIL168AADMnz8f/v7+CA4ORnBwMM6fPw8AiI+PB5/Ph7+/P7755ht9h0UIIaQCel1bKTExEREREUhJSVGUJSUlYd++feDxeIoykUiEBQsW4KeffkLz5s0RFhaGK1euwNfXV5/hEUII0UCvNYfDhw9j8eLFikRQWFiI9PR0LFq0CHw+H5s3b4ZcLseff/6J1q1bo2XLljA3Nwefz0dsbKw+QyO1nEAkRnK2gHaXI0RP9FpzWL58udLjnJwc9OjRA5GRkbC1tUVYWBiioqJga2uLpk2bKo7j8XjIzMys0rWSkpI0PpeQkFC1wA2IYqu6REEhlhw+Dy6HAzljGOLiCC8nW2OHpWCq9w2g2GrClOPTR2wGXbK7ZcuW+PbbbxWPP/nkE0RHRyMwMFDlWA6HU6Vze3p6wspKdXnohIQEdOvWrerBGgDFVnUCkRhLDp+HhAFgDABwIiMfQ3u/bxLLg5vqfQMotpow5fiqG5tYLK7wS7VBRyslJyfj7NmziseMMZibm8PZ2RnZ2dmK8qysLKU+CUJKZQqLwC33xYH2pyZE9wyaHBhjWLFiBfLy8iCRSHDo0CH4+fnBy8sLT58+RWpqKmQyGU6dOgUfHx9DhkZqCWd7G8j/rjGUov2pCdE9gzYreXh4YMqUKRg9ejSkUin8/f0RFBQEAFi1ahVmzpwJsVgMX19ftU1NhDhZW2GIiyNOZOTDjMuFTC6n/akJ0QODJIeLFy8qfh47dizGjh2rckzPnj1x8uRJQ4RDajkvJ1sM7f0+7U9NiB7RHtKkVqL9qQnRL1o+gxBCiApKDoQQQlRQciCEEKKCkgMhhBAVlBwIIYSooORACCFEBSUHQgghKig5EEIIUUHJgRBCiApKDoQQQlRQciCEEKKi0smhuLgYUqlUn7EQQggxERUuvJeTk4PvvvsO58+fR3p6OrhcLlxdXREYGIjQ0FA0atTIUHESYjACkZhWfCX1nsbkEB0djb179yIwMBDfffcdWrVqBZlMhufPn+OXX37BxIkTERoaiiFDhhgyXkL06tKTNGyMT1TaK6LPWy7GDosQg9OYHN68eYOoqChwucotT25ubnBzc0NoaCh++uknvQdIiKEIRGJsjE+EWCYHZHIAwMb4RHRp0YRqEKTe0djnMH78eJXEUJaZmRlCQ0P1ERMhRpEpLIJZuf/ztD81qa+0dkhnZWVhypQpCAgIQHZ2Nj799FNkZWUZIjZCDMrZ3gYyuVypjPanJvWV1uQQGRmJfv36wcrKCo6OjvDw8EBERIQhYiPEoJysrTCrlxeszLiwtTCHlRmX9qcm9ZbWbULT0tIQEhKCn3/+GRYWFpg9ezb4fH6lLyAUCjFq1Chs374drq6uOHToEH766SdwOBx4enpi6dKlsLS0xNatW3H06FE0aNAAABASEqJ2r2lC9KnPWy7o0qIJjVYi9Z7W5MDhcCAvU9UWCoVKjyuSmJiIiIgIpKSkAACePn2KXbt24dixY7Czs8O8efPw888/IzQ0FElJSdiwYQO6dOlSvXdCiI5o25+ahrqS+kBrcvD398dXX32F/Px8HDx4EEeOHEH//v0rdfLDhw9j8eLFmDNnDgDA0tISS5Ysgb29PYCSkU/p6ekAgKSkJOzcuRPPnz/He++9h7lz58LKiv7wiGmhoa6kvtDa5zB16lT4+PigY8eOiI+Px8iRIzF9+vRKnXz58uXo3r274rGLiwt69eoFAMjNzcX+/fvx8ccfo6CgAO+88w7mzp2L48eP482bN/jPf/5TzbdEiH6UHepaKJFCLJNjY3wiBCKxsUMjROc4jDGm74v07dsXe/fuhaurKwAgMzMTkyZNQmBgoNpEc+/ePSxYsADR0dFazy0Wi5GUlKTrkAlR8aKwGD+k5EIs/+dPxorLwb/aNIKrraURIyOk+jw9PdW20mhtVtLU+RwTE1OtQB4/fozJkydj3Lhx+Ne//gUASE9PR3x8PIYPHw4AYIzB3FxraEo0vcGEhAR069atWrHqG8VWPcaKrZ1IjB9S4wCU+T7F4cD3va6Kvge6b9VjyrEBph1fdWPT9sVa6yfwokWLFD9LJBJcuHABPB6vyoEAJZ3Zn376KcLDwxEcHKwot7a2xtq1a/HBBx/A1dUV+/fvh5+fX7WuQYi+lA51Ld/nQJ3SpC7Smhzef/99pce9evXCqFGjMG3atCpfLCoqCtnZ2fjhhx/www8/AChpcvriiy8QGRmJadOmQSKRoGvXrpg4cWKVz0+IvtFQV1JfVK3tBsDr16+rPEP64sWLAIDQ0FCNS24EBAQgICCgquEQYnA01JXUB1Xuc0hPT8fIkSP1FhAhtVmioBCRUXE01JXUelXqc+BwOGjUqBHatWun16AIqY0EIjGOp+VBwkCrupJaT2NyuHv3LgDAzs5OqVwkEuHu3bt499139RsZIbVMprAIXA4HKDM6vHRVV0oOpLbRmBxmzpyp8UUcDgdxcXF6CYiQ2srZ3gbyctOGaFVXUltpTA6lnciEkMpxsrbCEBdHnMjIp6GupNbT2ueQm5uLkydPoqCgAIwxyOVypKamYv369YaIj5BaxcvJFkN7v0+jlUitpzU5zJo1C9bW1nj06BF69eqF+Ph4k50pSIgp0DbUlZDaQOvCe+np6fjuu+/g4+ODcePG4cCBA3j27JkhYiOEEGIkWpNDkyZNAABt2rTBgwcP4OzsDKlUqvfACCGEGI/WZqXGjRvj+++/R+fOnbFlyxbY29tDKBQaIjZCCCFGUqk9pC0tLdG9e3d4enpi8+bN+OqrrwwRGyGEECPRWnM4f/48hg4dCgCYPXs2Zs+erfegCCGEGJfWmsPvv/+Ofv36Yf78+bh9+7YhYiKEEGJkWmsOGzZsQF5eHk6dOoXly5dDLBZj+PDhmDBhgiHiI6ReoRVdianQWnMAAEdHR4wcORJhYWGwsbHBzp079R0XIfXOpSdpmBAVh/nnrmNCVBwuPUkzdkikHtNac7h79y6OHTuG2NhYdOjQAZMmTULfvn0NERsh9YZAJMbG+ESIZXJa0ZWYBK3JYfr06Rg+fDiOHDmCFi1aGCImQuqdTGERzLhcRWIAaEVXYlxak8OlS5fA4XAMEQsh9ZazvQ1kcrlSGa3oSoxJa58DJQZC9M/J2gqzennByowLWwtzWJlxaUVXYlRV3kOaEKIffd5yQZcWTWi0EjEJlRqtVF1CoRBBQUF48eIFACA+Ph58Ph/+/v745ptvFMf99ddfGDZsGAICArBw4UJau4nUW07WVnBv4kSJgRid1prDq1evcOjQIQgEAqXyiIiICl+XmJiIiIgIpKSkACjZXnTBggX46aef0Lx5c4SFheHKlSvw9fXF7Nmz8fXXX6Nz585YsGABDh8+jDFjxlT7TRFCCKkZrTWH8PBw3L17F46OjnByclL80+bw4cNYvHgxeDweAODPP/9E69at0bJlS5ibm4PP5yM2NhZpaWkQiUTo3LkzAGDo0KGIjY2t0ZsihBBSM1prDjk5Odi3b1+VT7x8+XKlx1lZWWjatKniMY/HQ2Zmpkp506ZNkZmZWeXrEUII0R2tyaFFixYoLCyEra1tjS7Eym28DpSMhNJUXlVJSUkan0tISFBbXiCV4XWxDA0tzWBnblbla+qCpthMAcVWPRRb9ZhybIBpx6eP2LQmBx6Ph8GDB+P999+HtbW1olxbn0N5zs7OyM7OVjzOysoCj8dTKX/16pWiKaoqPD09YWWl2omXkJCgdlvTS0/SsDE+UWkj+D5vuVT5ujWhKTZTQLFVD8VWPaYcG2Da8VU3NrFYXOGXaq19Di4uLhg0aBCaNWtWpT6H8ry8vPD06VOkpqZCJpPh1KlT8PHxgYuLC6ysrBSZLzo6Gj4+PlU+f1WUXaqgUCKFWCbHxvhECERivV6XEH0TiMRIzhbQ/2VSY1prDjNmzNDJhaysrLBq1SrMnDkTYrEYvr6+CAwMBACsW7cOERERKCgoQIcOHTB+/HidXFMTWqqA1EWmUBsmdYfG5DB69GgcOHAAXbp0UdsHcOvWrUpd4OLFi4qfe/bsiZMnT6oc4+HhgaioqEqdTxdoqQJS19DCfUTXNCaHTZs2AQBOnTplsGAMpXSpgvLfsuiPiNRWVBsmuqYxOVy5cgUjRoyAi4vmaumhQ4cwcuRIvQSmb7RUAalLqDZMdE1jh7RUKsXIkSOxf/9+pKenK8rT0tJw4MABDBs2DBKJxCBB6gstVUDqClq4j+hahX0Ovr6+2LFjB7Zu3Yr8/HwAQIMGDeDv749NmzbB1dXVYIESQipGtWGiSxWOVmrRogWWLl2KpUuX4vXr1+ByuXB0dDRUbHUC7QlMDMnJ2qrC/2cXHz/H1ZQM+LRpjr7tWhowMlLbVHrJ7oYNG+ozjjqJhhYSU7LqXgby5RkAgOsvsvBDwl/YF+Jv5KiIqdLrkt31GU20I6bk4uPnyFfur0Z2UTEuPn5unICIyaPkoCeKoYVllA4tJMTQrqZkVKmcEEoOekJDC4kp8WnTvErlhGhNDmfOnEHfvn3RrVs3dO3aFV26dEHXrl0NEVutRkMLiSnp264lGpT7a29iY0md0kQjrR3SGzduxLx589ChQ4dqLaVdn9HQQmJK5nZojjwnHo1WIpWiNTmUzmsg1aNtaCEhhtS3XUuNSeGZIB/3swXwaOKEVk4OBo6MmBqtycHLy0ux1zMhpG769vodxCSnKh7z3Vtjeo+ORoyIGJvW5HDlyhXs27cPFhYWsLCwAGMMHA6n0quyEkJM2zNBvlJiAICY5FTwPdpQDaIe05ocdu/ebYAwCCHGcj9boLGckkP9pTU5uLi44PTp0/jll18gkUjg7e2NwYMHGyA0QogheDRxqlI5qR+0DmXdtWsXduzYAXd3d7z77rv48ccfsW3bNkPERggxgFZODuC7t1Yq47u3plpDPae15hAdHY0DBw7A3t4eADB8+HCEhIRg2rRpeg+OEGIY03t0BN+jDY1WIgqVWnivNDEAgIODA8zNK71eHyGklmjl5FBhUqAVXesXrc1KLi4u2LNnDyQSCSQSCXbv3o0WLVoYIjZCiIkYd/gc1vyaiOsvsrDm10SMO3zO2CERPdNaBVi6dCm++uorrFmzBkDJvIe1a9dW+4JHjhzBvn37FI9fvHiB4OBgFBUVISEhATY2JWsPzZgxA35+ftW+DiFENy4+fo7somKlstIVXakGUXdpTQ7Ozs746aefUFRUBLlcDjs7uxpdcMSIERgxYgQA4OHDh5g+fTpmzJiBCRMmYN++feDxeDU6PyFEtypa0ZWSQ92lMTksX74cCxcuxNSpU9U+v3379hpffMmSJQgPD4e1tTXS09OxaNEipKenw8/PDzNmzACXS4vGEmJsPm2a4/qLLLXlpO7iMMaYuicuXryIvn374vjx42pfOGTIkBpdOD4+HuvXr8fRo0fx/PlzrFq1CpGRkbC1tUVYWBiCgoIQEhKi9TxisRhJSUk1ioVUTkqBGI/yxWjvYIU2drReVH2y+l4G3pRZgb4Bt2QhP1L7eXp6wspKzd8zq4T8/HzGGGO3b99mx48fZ8XFxZV5WYVmzpzJYmJi1D537tw59tlnn1XqPCKRiN28eZOJRCK1z9+8ebPaMepbbYpt/tl4FrA7RvFv/tl49rpIxO6/es1eF6m/94aKzZTU5djiHj1jiy/8j8U9eqajiP5hyveNMdOOr7qxafvs1NrnsHnzZqSmpuLLL7/EZ599hvbt2+PGjRtYvnx5tTNVcXExbty4gVWrVgEAkpOTkZKSgoCAgNKERcNlTcjdzBzcyshRKruVkYNPjsTBwoz2x64vKlrRFaChrnWN1kb9y5cv4+uvv8a5c+cwcOBA7N27F3/99VeNLpqcnIw2bdrA1tYWQEkyWLFiBfLy8iCRSHDo0CEaqWRCEtKz1ZZL5Kr7YwtEYiRnC2iv7HqGhrrWPZX6em5jY4P4+HiMHDkSACCRSGp00efPn6NZs2aKxx4eHpgyZQpGjx4NqVQKf39/BAUF1egaRHe6tWiCn/98WOExZlwuTien4tCdRzDjUm2iPqGhrnWT1uTQsGFDLFmyBElJSdi0aRPWrVtX4+GmAwYMwIABA5TKxo4di7Fjx9bovEQ/3nVujK7NGys1LXEAlB3JIJXJcPDOIxTL5ICspOdyY3wiurRoQpsd1XE01LVu0tqstHr1avB4POzYsQM2NjbgcDhYvXq1IWIjJmSFf0+sD+yJMZ3exvrAnpjzYRel/bFHdXob5uWGHptxucgUFhkpYmIomoa00lDX2k1jzUEoFMLe3h7m5uYYM2YMAEAgEODTTz81WHDEtLzr3BjvOjcu+RlQ2h8bAA7deaR0vEwuVzxH6q6+7Vrih4S/lJqWmthYUq2hltOYHD755BMcP34cPXr0AIfDASszHYLD4dS4U5rUfuX3x57Vywsb4xOV+hyoSal+2BfiX+FopbuZOUhIz0a3Fk0UXzCIadOYHEonv92/f99gwZDarc9bLkq1CUoM9Yumoa4Lzl1T9Ff9/OdDdG3eGCv8exo6PFJFWjukRSIR4uLiIBAIlMqp85ioU742Qeo3TXNk7mbmUA3CxGlNDmFhYcjPz4erq6uijMPhUHIgBvVMkK/YiIbUHprmyCSkZ1NyMHFak0NWVhbOnDljiFgIUevb63cQk5yqeNyjoQ26dTNiQKTSNM2R6daiiRGiIVWhdSirm5sbXr16ZYhYCFHxTJCvlBgA4PrrIjwT5BspIlIVpXNkyuravDHVGmoBrTWHwMBA9O/fH25ubkrrHe3du1evgRECAPezBRrLaZ/j2mGFf08arVQLaU0Oa9euRVhYGFq1amWIeAhRoqmPgfoeapeyc2TUiX7xGmsenoV3q2aY2cvLgJERTbQmBzs7O0yePNkQsRCiopWTA/jurVX6HKjWUHcE7jml+Pm/D5/jvw+fI3YCra1mbFqTQ58+fbB//374+fnB0tJSUe7k5KTPuAhRmN6jI/gebRSjlV49fmDskIiObIlP1FhONQjj0pocdu/ejeLiYixbtkxRRjOkiaG1cnJQ1BZoeETd8euzlxrLKTkYl9bk8OeffxoiDkKIgQhEYpOZxe7dqhn++/C52nJiXDRDmpB65NKTNJX1r4y558bMXl5qkwPVGoyPZkgTokFdG35ZIJVhY3wixCa250bshCAsOnEBD4pkNFrJhNAMaULUqIuLxb0ulsGMy1UkBuCfPTeM3bw02LUhulUw7f3zmCt4mJuPtxs5YDPf14CR1V80Q5qQcipaLK42a2hpBplcrlRWG/bcCNxzCg9y88EAPMjNVxr6SvSHZkgTUk5dXSzOztys1u258XnMFY3lVIPQL6PMkB4/fjxycnIUySYyMhLPnj3Dtm3bIJFIEBoaSn0axGjq8mJxtW3PjYe56tfQ0lROdMfgM6QZY3jy5AkuX76sSA6ZmZkIDw/HsWPHYGlpiVGjRuGDDz5A+/btdXZdQiqrdLG4sk1LdWmxuNq058bbjRzwQE0ieLsRzZDXN4PPkH7y5Ak4HA4mT56MnJwchISEwM7ODj169FCcMyAgALGxsZgxY0a1rkFITdFiccqMdS82833V9jFQk5L+GXyG9Js3b9CzZ08sWbIEIpEI48ePR//+/dG0aVPFMTwejybfEaPTtlhcXaRugpyxR27FTgii0UpGwGGMMWMGsHv3bqxcuRJTp05FeHg4AODIkSO4c+cOIiMjtb5eLBYjKSlJ32ESUuclCgpxPC0PXA4HcsYwxMURjhZm2Pk0V+XYyW0boY2d6TRNff84C6lFMrS2McOkdjxjh1OreHp6wspK9XepteYgl8uxa9cuXL16FVKpFL1798bUqVOVRi5Vxc2bNyGRSNCzZ8k3D8YYXFxckJ39zwiRrKws8HhV+wVreoMJCQkVjp82Joqteii26qkoNoFIjMioOEgYgL+/L57IyMdA99YAVJNDgUNjdOvibpDYtCnb7PS0SIaFSRk6X9W1tv5eK6Lti7XWeQ7r16/H9evXMWHCBEycOBG3b9/G6tWrqxxIqfz8fKxZswZisRhCoRDHjx/H2rVrce3aNeTm5qKoqAjnzp2Dj49Pta9BCKmaTGFRyQS5Msy4XLR0tFd7vKmM3Jpz5rcqlZPK0/r1/5dffsHRo0dhYWEBAPjoo48waNCgal+wT58+SExMxODBgyGXyzFmzBh069YN4eHhGD9+PCQSCYYPH45OnTpV+xqEkKpxtrdRO0GuZ6tm+CUl3WRHbt3Nel2lclJ5WpMDY0yRGADA0tJS6XF1zJo1C7NmzVIq4/P54PP5NTovIaR6nKytNE6QM+WRW+/yGuJPNYngXV5DI0RTt2hNDh4eHlixYgXGjRsHANi/fz/c3Nz0HhghxLAqmiBnqiO31vTvrXao65r+vY0QTd2itc9h8eLFePPmDUaNGoWQkBDk5uZi0aJFhoiNEGJgTtZWcG/iVKVJcgKRGMnZAghEYj1GplnshCB04jWEGYBOvIa0xaiOaK052NvbY9WqVQBKerfVjQgihNRPld0fQt8bDFVUUxi2/78okDLYmXNwdOxAnV+7rtJYcyguLsbcuXNx4cIFRdnnn3+O+fPnQyqVGiQ4QkjlGOPbu0AkVuwPUSiRQiyTY2N8okoMl56kYUJUHOafu44JUXG49CTNYDEG7jmFAmnJ0NwCKaMVXatAY3LYvHkzhEIhunTpoiiLjIxEXl4etmzZYpDgCCHaGevDV9Pw10xhkeJxZROIPgzb/98qlRNlGpPD5cuXsX79ejRu/E8nlLOzM9asWaNUmyCEGI8xP3w1DX8tuz9EZRKIvpTWGCpbTpRpTA4WFhawtrZWKbe3t1dagI8QYjzG/PAtHf5qZcaFrYU5rMy4KvtDVCaB6IudOadK5USZxg5pLpcLoVAIe3vlGZJCoZD6HAgxEcb88AW07w9R0fwJbWraiX107EC1fQzUKV05GpNDUFAQIiIisGLFCtja2gIACgsLERERAX9/f4MFSAjRrCYfvrqMoaLrVXWDIYFIjNPJqTj450OYm5lVOApKm9gJQTRaqZo0JocJEyZg8eLF6N27N95++23I5XI8fvwYfD4f06dPN2SMhJAK1Ibd3Sq7wdClJ2n4Jj4RxbKS2lCxvKSVYmN8Irq0aFLtGkRFxh0+h+yiYjSxscS+EPriW6rCZqVly5YhLCwM9+7dA5fLRceOHeHs7GzI+AghlVCbdnfTpLRzvTQxlFXaj6Lr91i22Sm7qBiBe07RJLq/aZ0E5+rqCldXV0PEQgipxxSd62qSgz76UcYdPqexnGoQlVg+gxBCDEFd5zoAWHI5in6UZ4J8nHv0HM8EqvtKV1V2UXGVyuub6u3YQwghOla+c10ql2NUx/YY4N4aTtZW+Pb6HcQkpyqO57u3xvQeHat9vSY2lmoTQRMb1aH6BVIZkrMFJtunow+UHAghJkNT5/ozQb5SYgCAmORU8D3aoJWTQ7WutS/EX+1Q1/JNSpeepGFDchYsHufWaORUbUPNSoQQk6JuZdj72QK1x2oqr6zYCUGKmkITG0uVzmiBSIzVv9yGhMHgM9CNjWoOhBCT59HEqUrlVVFR5/OoQ+dVyvQ1csrUUM2BEGLyWjk5gO/eWqmM795abZOSrjqth/98Wm15oURqsBnoxkQ1B0JIrTC9R0fwPdrgfrYAHk2c1CYGXXZaCyWqI6dK1fVaA0A1B0KIAdV034lWTg7wb99SY41BXad1dWsQ9hbqPx41ldc1Rqk5bN26FWfOnAEA+Pr6Ys6cOZg/fz4SEhJgY1NSXZsxYwb8/PyMER4hRA8qu2tcdVXUaV2dEU1RYwaoHc0UNWZAlc9VGxk8OcTHx+PXX3/F8ePHweFwMGnSJJw/fx5JSUnYt28feDyeoUMihOhZ2X0nSmdA12S9JHWq2mldmVVfYycEYfjPpyGUyGFvwa03iQEwQnJo2rQp5s2bp9gTol27dkhPT0d6ejoWLVqE9PR0+Pn5YcaMGeBy60f1jZC6Tt3SGLoe9VPaaV2+z6GVkwOeCfKV+iqqUouJGjMACQkJ6Natm9rny9Yu6tK6TAZPDm+//bbi55SUFJw+fRo///wzfv/9d0RGRsLW1hZhYWGIiopCSEiIocMjhOiBofadUNdpXb6Tuk+b5oh/nqmTWkz5ZqfAPaewaaB3nZhJzWGMGWXPvIcPHyIsLAwzZ87EkCFDlJ47f/48oqOj8e2332o9j1gsRlJSkr7CJIToSKKgEMfT8sDlcCBnDENcHOHlZKvXa2aJJNj0KFul3AyArMxjSw7Ab+4I9wZWsDM3q9S5FyZlaHzOggODvD9d8PT0hJWVaiIzSod0QkICPv/8cyxYsAADBw5EcnIyUlJSEBAQAABgjMHcvGqhaXqDFVUHjY1iqx6KrXqMHVs3AEM1tPPrK7Zzj54DapKDrNzjYgacfiXEqcx8tU1MauNLUu2sLiVhwImMfAzt/b7eaxDVvXfavlgbvFE/IyMD06dPx7p16zBwYMkmHIwxrFixAnl5eZBIJDh06BCNVCKkDlK3NIY+aeqMtuByVT78iiQynS6PYai9vPXF4DWHXbt2QSwWY9WqVYqyUaNGYcqUKRg9ejSkUin8/f0RFFR3OnYIIcbRyskB/u1cce7xC6VyDgcw43Igl6u2qjOgUh3lsROC1A51LWXIvbz1weDJISIiAhEREWqfGzt2rIGjIYTUNeWHqP7buzNaOdlj9+1kmHO5YIxhZMf2iLr7BJK/tyEtq1gmh00l+x3KJwgrM67R9vLWNVo+gxBSZ5QfojrlvQ5o39gJ/dq3RL/2LRVJAwAO3Xmk9hwWXA6KpOV7JTQrO3y1fGLi7zkFCQALADG1bJgrJQdCSJ2gbqLdlutJsDE3g5wxlY7mWb288I2aPau5HE61m4PK7uVdtkYhQe0b5kqzzAghdYJiol05RVLljubS9Z26tGiCvcM/xvjObrDkcmBrYQ4rM67G5qCqrAvF19AX8cV/f8WEqDhcepJW9TdoYFRzIITUCZr2oC5lxuXidHIqDt15pNQvMMbLDQPcW1e4lEaioBCRUXGVXhdKUkGcpYlKl0uH6AMlB0JInVB2D2oul4MiiXK/gVQmw8E7j0qakdTMjNb0QS0QiXE8LQ8SBqXXtWvUAK8KigBwYG3ORVp+oWJWtgUqThC1YcMgSg6EkDqj7B7Uj7IF+O7mPcW3/dIRSsVa1ncSiMT4MyMbuaJidG3eBEVSGbgcDlBmMQk5Y5h28ipkahaY4Lu3RkwdGOZKyYEQUqeU1gLcmzihd5vmFY5QKv8hfelJGtb++gfkZT70A9q7Kj0GAIma+RGlYpJT0d2lKdYH9sSXsdcU5bVtmCslB0JInVW+uai02Undh7RAJMaG+ESVRHD20QsE8OxwKbsQHA4XMrkMHA4Xkgr6NxZfvKn0uGvzxpjj01WlX2PMobPIFUnQyNoCP48M0NXb1glKDoSQeqNss1P5zudMYRE4Gl73ulgOcDjgcAAOhwOGqq1XeisjB2l5Qrzr3FhRVrbZKVckQeCeUya15DcNZSWE1Cua1ndytrfR+JF/K68IxTI5RFIZJHJWsjgoV1MqUW/Rhf8pfh5z6KzaYzSVGwMlB0IIQUnS+Hcvr5LO5zI+bNUMZuXKrMzNsbTv+wjxfAvmHA4szbR/lBZK5Rhx4AzOPEhFrkj9WCZN5cZAzUqEEPK30mansqOVGlhb4vrhl0rHyeRyNLWzxom/UiBlDJBVrpkpv1iGTdfuaHy+kbVFpc5TdpkOfaHkQAghZThZW8GnrfIEtyEujjiRka/UkV0klalsfWrB5ULO5OByOBWOaNJEU6d02WRwOz1bqVM9uLkD9LFLByUHQgjRwsvJFkN7v6/UkS0QiVVmZJeOYFI3/0Ebt8aOuJuZo9RpDSgvJiiVyyGTy0sqKn8npeNpeRgqEut8aCz1ORBCSCWU78gunZFtZcaFrYU5LLhcWFSxk7qsBzl5+DL2GqZEX8IzQT4AYOHZa1j9y22IZXIUSqQolslVWrC4HI5eNhWimgMhhFRT2aGxNuZmmHnqF6CKw1zLe5ZXgCknrlT6eDljeul7oJoDIYTUQGmNopWTg6ImYWNRuc2CqsOcy1FaRXaIi6NeZltTzYEQQnSk/NpOW/+XVMN6hKove3dWmsj3+G6Sjq9QgpIDIYToUPm1nf7MyMHJv54i6dVrpeM4AD5q0wL3snKRWSiq1Lm7NWusWCpc32szUXIghBA9KRkW2wI+bVvgmSAfcY+fI6ewGO86N0TPVs3gZG2Fc4+eY8NviZU63/KAnnqO+B8mlRxiYmKwbds2SCQShIaGYuzYscYOiRBSxjNBPu5nCxT7Fmhz6v5TXH6ajo/atkCQR1uV50vH72eJJEhIewWAoV1jR5UltMsPIX2ckweAg3aNG+DkvSe4nJKBDk2cYG1hDjMuF+/yGqJNwwYokspgY26GGy8y8der12hmb4umdjZo5mCLPLEELg62EEnlyBIWIE9cDAuuGfLFYhRJZeD8vU+DjDHcTc3BX2bJaOXogOzCIqTnFaBdY0c0srVCcnYe3Js4QiyV4d6r13hdKEJzB1twORxcfZIBOeTwatEUEqkMf2TmoLNzYyS/EuDco+coEBUjQ1io9T42t7PGxG7vIPqvp+javAkA4FZGNoTiYqRk5MFazRDYmjKZ5JCZmYlvvvkGx44dg6WlJUaNGoUPPvgA7du3N3ZohBAA316/g5jkVMVjvntrTO/RUePxw38+A+HfG+4kZb3G7lv3ETWmv+L50vH7csZKJow9ygZQ0uH6Ze/O6POWi9IYf5lcDv/2LXHm4TNI1UwwS8//50P2xP0UxbnUHVsd9xIfKhc8VH+cOukPnyt+vvA0vcrXzigQYcXV2xqf/zX2Gro2b4wV/rqrWZjMaKX4+Hj06NEDTk5OsLW1RUBAAGJjY40dFiEEJTWGsokBKNm3oHQ8fnmn7j9VJIZSQokMp+4/BVBSG9gYnwixTK4yk1gqZ/gmPhHPBPmKYwolUohlcsQkp1bpw15XiaE2uJWRg7uZOTo7n8nUHLKystC0aVPFYx6Phz///LPSr09K0txjn5CQUKPY9Iliqx6KrXqqG9utXPVNH2dv/IGujWxVymMevVJ7fExiMpoX5OJFYbHSzmoq5HKcvfFHxccQFadu/glRswY6OZfJJAem5j8Bh1P52Yaenp6wslLtvU9ISEC3bvpYeaTmKLbqodiqpyaxNRXk46iaiVkB73VW2/fAt3uKrf+7q1ru5Y5uHm3RTiTGD6lx0DhhjMtFwHudcUoHk8rqk6DunSrd9yAWiyv8Um0yzUrOzs7Izs5WPM7KygKPxzNiRISQUq2cHMB3b61UxndvrbFTOsijLezLTQSztzBTdEqXXXqi/JIT5lwOwnt5KU0qK53wxXdvXaV9FKq650Jt1rV5Y512SptMzaFXr17YsmULcnNzYWNjg3PnzmHZsmXGDosQ8rfpPTqC79Gm0qOVosb0r3C0UtkJY0+S74PXph3Kj1ZSt3Pb2M5uRhitlIau7VrrbLSSuZkZUvPyUSAqRmZBEdo2dMAHrZrj5RshHr9+g0bWVhCIiyEqlkLCGPq0bYE2DRsolhEHyoxWepGGIe951d3RSs7OzggPD8f48eMhkUgwfPhwdOrUydhhEULKaOXkUKkhrKWCPNqqHcJaqnTCmDDVAt1cmlZ4TNnH3Vz+aVUY3/UdjO/6jta4K6b+2qUSOCJ06+yu9rkPWjZT/Fx+qW9tcdVE6XtKkAl1nhgAE0oOAMDn88Hn840dBiGE1Hsm0+dACCHEdFByIIQQooKSAyGEEBUm1edQHaXzI4qLizUeIxaLDRVOlVFs1UOxVQ/FVn2mHF91Yiv9zFQ3xwwAOEzTM7VEfn4+Hjx4YOwwCCGkVnJzc4ODg+porlqfHORyOQoKCmBhYVGlGdWEEFKfMcYgkUhgZ2cHLle1h6HWJwdCCCG6Rx3ShBBCVFByIIQQooKSAyGEEBWUHAghhKig5EAIIUQFJQdCCCEqKDkQQghRUeeSw7179+Dp6al4XFxcjNmzZ6N///4YMmQIHj9+DKBkAsjq1asRGBiIAQMG6HXf35s3b2Lo0KHg8/mYOnUq8vLyAAA3btzABx98gODgYAQHB2P+/PkAgDdv3mDKlCno378/xo4di1ev1O/Hq8/YNMWg6X7qQ0JCAoYNG4bg4GBMmDABaWlpAEzjvmmKzRTuW1mbNm3Cli1bFI9N4d5pis3U7l10dDS8vb0V9+qbb74BAKSnp2Ps2LEIDAzEtGnTUFBQYJB4youJicGAAQPg5+eH/fv36/4CrA4pLCxkI0eOZG5uboqy77//ni1atIgxxtjvv//Ohg8fzhhj7MyZM2zy5MlMJpOxJ0+esH79+jGJRKKXuPr168cePnzIGGNs7dq1bP369Ywxxnbt2sW2b9+ucvzSpUvZjh07GGOMHT9+nH3xxRd6iaui2DTFoOl+6kOfPn3YX3/9xRhj7MiRI2zq1KmMMdO4b5piM4X7xhhjb968YfPnz2edOnVimzdvVpSbwr3TFJup3LtSkZGRLCYmRqV8ypQp7NSpU4wxxrZu3crWrFljkHjKevnyJevTpw97/fo1KygoYHw+X/F3rCt1quawatUqhIaGKpVdvnwZgwYNAgC89957eP36NdLT03HlyhUMGDAAXC4Xbdu2RYsWLXD79m29xHX69Gm0b98eEokEmZmZaNCgAQDgzp07+O233zB48GBMnToVGRkZiphLNz0KCgrC1atXIZFIDBqbphg03U9dKy4uxhdffAEPDw8AgLu7u+L+GPu+VRSbse9bqbi4OLRp0wYTJ05UKjf2vasoNlO5d6Xu3LmD6OhoDBo0CF999RXy8vIgkUhw48YNBAQEAACGDh2K2NhYvcdSXnx8PHr06AEnJyfY2toiICBA53HUmeQQFxcHkUiEwMBApfKsrCw0bfrPFoBNmzbFy5cvkZWVBR6Pp1KuDxYWFkhOToavry/+97//YeDAgQAABwcHjB8/HtHR0fD19UV4eLhKzObm5rC3t0dubq5BY9MUg6b7qWuWlpYIDg4GULJ+1tatW9GvXz8Axr9vFcVm7PtWavDgwZgyZQrMzMyUyo197yqKzVTuXdnrzJw5EydOnEDz5s0RGRmJ169fw97eHubm5opjMjMz9R5LeeXvCY/H03kctW7J7jNnzmDlypVKZW+99RaEQiF2795dqXNwuVy1y9SqW3xKF7Ht3r0b7u7uiI+Px8GDBxEeHo6DBw8iMjJScdzo0aOxfv165Ofna4zZkLFVJQZ9xlZcXIx58+ZBKpUiLCwMAEzmvqmLrSox1DQ2bfGpYyr3rrL0ee9KVSbOSZMmoV+/fpgzZ47K642x4Ke6zy9dx1HrkkP//v3Rv39/pbIjR45gx44dGDt2rKIsODgY+/fvB4/Hw6tXr9C6dWsAwKtXr8Dj8eDs7KzU6VZaruvYxGIxLly4oPhmOWjQIKxevRpyuRw7duxQ+QZlbm4OHo+H7OxsNGvWDFKpFEKhEE5OTgaLDYDGGDTdT13HBgAFBQWYNm0anJycsG3bNlhYWJjEfdMUG2DY+1ZRfOqYyr3TxND3rqI48/PzsXv3bkUzNWMM5ubmaNSoEYRCIWQyGczMzHQeS2U5Ozvj5s2bisflW0J0oU40K40YMQIXLlzAiRMncOLECQDAiRMnYG9vD19fX0XZzZs3YWVlhRYtWsDHxwcxMTGQyWRITU1FSkoKOnbsqPPYzM3NsXTpUiQlJQEo+ZbStWtXcLlcnD9/HmfPngVQMjLCy8sLNjY28PX1RXR0NICSPoHu3bsrPnwMERsAjTFoup/6MHv2bLRu3RqbNm2CpaUlAJjEfdMUG2Aa900TU7l3mpjSvbO1tcX333+PxMREAMC+ffvg5+cHCwsLdO/eHadPnwZQcg99fHz0Gos6vXr1wrVr15Cbm4uioiKcO3dO53HUySW73d3dkZycDKDk2/H//d//ISkpCZaWlvj666/x7rvvgjGGNWvW4OrVqwCA+fPnw9vbWy/x3Lx5EytWrIBMJoOzszMiIyPRrFkzPHz4EIsWLUJ+fj4aNWqENWvWoHnz5hAIBJg3bx6eP38OBwcHrFu3Dq6urgaNTVMMmu6nrt27dw9DhgxB+/btFe27PB4PO3fuNPp9qyg2Y9+38kqHis6cORMAjH7vKorN1O7dzZs3sXz5cohEIrRp0wZr1qyBg4MD0tLSMG/ePOTk5KB58+bYsGEDHB0d9R5PeTExMdixYwckEgmGDx+OyZMn6/T8dTI5EEIIqZk60axECCFEtyg5EEIIUUHJgRBCiApKDoQQQlRQciCEEKKCkgOpl168eAF3d3ccOXJEqXzXrl2YN2+e1tcfOXJE40qYjx8/xpQpU8Dn88Hn8zFu3DilCUuabNmyRWkGMyHGRMmB1FtcLherV6/G06dPq/zahIQEiEQitc99/vnnGDFiBGJiYhATE4MvvvgCYWFhEAgENYyYEMOpdctnEKIr1tbWmDhxIr788kscPHhQaaYzULL66rp163Djxg3IZDJ06NABERERuHbtGi5evIjffvsN1tbWSsu2ACXLOxQWFioev/fee9i4caNiyYrt27fjwoULEIvFKCoqwty5c+Hn56d0jszMTERGRiIjIwMSiQQDBw7E1KlTIZVKsWzZMty6dQsWFhZwdXXFypUrYWdnp6e7ROorqjmQem3atGmwsbFRbORS1nfffQczMzMcO3YMJ0+eBI/Hw7p16+Dn54e+ffsiNDRUJTEAwP/93//h66+/hre3N7744gvs27cPHTt2VMyujY+Px759+xATE4Pw8HBs3rxZ5RyzZ8/GsGHDcOzYMURFRSE+Ph6nT5/GH3/8gd9//x0nT57EsWPH0LJlS8VqAIToEtUcSL3G5XKxdu1aDBkyRGX5lMuXLyM/Px/x8fEAAIlEgsaNG2s9Z1BQEPz8/JCQkIAbN27g6NGj2LZtGw4dOgRXV1esXr0aMTExSE1NRWJiospOYoWFhbhx4wby8vKwadMmRdn9+/fh7e0NMzMzjBgxAt7e3ggICECnTp10dDcI+QclB1LvtWjRAkuWLMHcuXMxePBgRblcLseCBQvg6+sLoGQlVrFYXOG5Hj9+jOPHj+Orr75Cr1690KtXL3zxxReYOHEizp49ix49euCzzz5DaGgoevfujffeew9Lly5VOodcLgdjDAcPHoSNjQ0AIDc3F1ZWVrCzs8OJEydw69YtXL9+HbNmzcL48eNVNrkipKaoWYkQlCzb7OPjgz179ijKvL29sX//fhQXF0Mul2PRokXYsGEDAMDMzAxSqVTlPE2aNMHhw4eVduUSCATIzs5Ghw4dcOPGDXh6emLixIl4//33ERcXB5lMpnQOe3t7dO7cGT/++COAkr2VR48ejbi4OFy6dAmhoaHo0qULZs6cicGDB+P+/fv6uCWknqOaAyF/i4iIQEJCguLxZ599htWrV2PIkCGQyWR45513FMNcfXx8sGzZMgBQ2ujH0dERe/bswfr167FmzRrY2NjA0tISn376KXr27Im3334b586dw4ABA2BhYYGePXsiLy8PQqFQKZZ169Zh2bJl4PP5KC4uRlBQEAYNGgSZTIarV68iKCgItra2cHR0VMRBiC7RqqyEEEJUULMSIYQQFZQcCCGEqKDkQAghRAUlB0IIISooORBCCFFByYEQQogKSg6EEEJUUHIghBCi4v8B1ZHH5mfZzp0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_train[df_train['Net Sales']<0].plot.scatter(x='Net Sales', y='Commision (in value)')\n",
    "plt.title('Commision when Net Sales < 0 ')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_train[df_train['Net Sales']>0].plot.scatter(x='Net Sales', y='Commision (in value)')\n",
    "plt.title('Commision when Net Sales > 0 ')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2-D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_train[df_train['Net Sales']==0].plot.scatter(x='Net Sales', y='Commision (in value)')\n",
    "plt.title('Commision when Net Sales = 0 ')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:title={'center':'Duration'}>,\n",
       "        <AxesSubplot:title={'center':'Net Sales'}>],\n",
       "       [<AxesSubplot:title={'center':'Commision (in value)'}>,\n",
       "        <AxesSubplot:title={'center':'Age'}>]], dtype=object)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_train[['Duration', 'Net Sales', 'Commision (in value)', 'Age']].\\\n",
    "hist(edgecolor='black', linewidth=1.2, figsize=(8, 8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Destination Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_5_dest = df_train['Destination'].value_counts()[:5]\n",
    "\n",
    "top_5_dest.plot.bar(figsize=(8,6))\n",
    "for n, c in enumerate(top_5_dest):\n",
    "    plt.text(x=n-0.2,y=c+100, s = c)\n",
    "plt.xlabel(\"Destination\")\n",
    "plt.ylim((0,16000))\n",
    "plt.ylabel(\"Counts\")\n",
    "plt.title('Top 5 Desinations',fontdict={'fontsize':14})\n",
    "plt.xticks(rotation='horizontal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_country = df_train[df_train['Destination']=='SINGAPORE']\n",
    "plt.figure(figsize=(8,6))\n",
    "sns.countplot('Agency', data=top_country, hue='Claim')\n",
    "plt.title('Agency wise claim for Singapore')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Final\n",
    "top_dest = df_train[(df_train['Destination'] == 'SINGAPORE')|\n",
    "                 (df_train['Destination'] == 'THAILAND')|\n",
    "                 (df_train['Destination'] == 'MALAYSIA')|\n",
    "                 (df_train['Destination'] == 'CHINA') |\n",
    "                 (df_train['Destination'] == 'AUSTRALIA')]\n",
    "top_dest_claim = top_dest.groupby([\"Destination\",\"Claim\"])[[\"Claim\"]].count()/top_dest.groupby([\"Destination\"])[[\"Claim\"]].count()*100\n",
    "ax = top_dest_claim.unstack().plot.bar(figsize=(8,6))\n",
    "for p in ax.patches:\n",
    "    w,h = p.get_width(), p.get_height()\n",
    "    x,y = p.get_xy()\n",
    "    ax.annotate(str(np.round(h,2))+\"%\", (x,y+h+.5))\n",
    "plt.title('Top 5 Destinations with highest Claim Rate',fontdict={'fontsize':14})\n",
    "plt.legend(['Claim: Unregistered','Claim: Registered'],bbox_to_anchor=(1,1))\n",
    "plt.xticks(rotation='horizontal')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Age Analysis\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train[\"age_bracket\"] = pd.cut(df_train['Age'], [0,20,40,60,80,100,120])\n",
    "df_train['age_bracket'].value_counts()\n",
    "d_i = df_train['age_bracket'].value_counts().index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Final\n",
    "age_dict = {d_i[0]:\"20-40\",d_i[1]:\"40-60\",d_i[2]:\"60-80\",d_i[3]:\"100-120\",d_i[4]:\"0-20\",d_i[5]:\"80-1000\"}\n",
    "\n",
    "age_claims = (df_train.groupby([\"age_bracket\"])[[\"Claim\"]].count()/len(df_train)*100)\n",
    "ax = (df_train.groupby([\"age_bracket\"])[[\"Claim\"]].count()/len(df_train)*100).plot(kind=\"bar\",figsize=(10,8))\n",
    "for p in ax.patches:\n",
    "    w,h = p.get_width(), p.get_height()\n",
    "    x,y = p.get_xy()\n",
    "    ax.annotate(str(np.round(h,2))+\"%\", (x,y+h+0.5))\n",
    "plt.xlabel(\"Age group\")\n",
    "plt.ylabel(\"Claims\")\n",
    "plt.title(\"Age group and Claim Distribution\",fontdict={'fontsize':14})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Duration - Hypothesis Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 0.002)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df_train.Duration)\n",
    "plt.ylim((0,0.002))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    52310.000000\n",
       "mean        58.256108\n",
       "std        109.138708\n",
       "min         -2.000000\n",
       "25%         10.000000\n",
       "50%         24.000000\n",
       "75%         57.000000\n",
       "max       4881.000000\n",
       "Name: Duration, dtype: float64"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train['Duration'].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Unit isn't standardized.\n",
    "If the units are in days, maximum number is 4881, so that is nearly 13.37 years."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1966, 12)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#count greather than one year.\n",
    "greater = df_train[df_train.Duration > 365]\n",
    "greater.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "People who spent more than an year = 3.76%\n"
     ]
    }
   ],
   "source": [
    "#Customers taking more tahn 1 year plans\n",
    "print(f\"People who spent more than an year = {np.round(greater.shape[0]/df_train.shape[0]*100,2)}%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Agency</th>\n",
       "      <th>Agency Type</th>\n",
       "      <th>Distribution Channel</th>\n",
       "      <th>Product Name</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Destination</th>\n",
       "      <th>Net Sales</th>\n",
       "      <th>Commision (in value)</th>\n",
       "      <th>Age</th>\n",
       "      <th>Claim</th>\n",
       "      <th>age_bracket</th>\n",
       "      <th>Duration Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>6106</td>\n",
       "      <td>C2B</td>\n",
       "      <td>Airlines</td>\n",
       "      <td>Online</td>\n",
       "      <td>Annual Silver Plan</td>\n",
       "      <td>374</td>\n",
       "      <td>SINGAPORE</td>\n",
       "      <td>216.00</td>\n",
       "      <td>54.00</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>(20, 40]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2406</td>\n",
       "      <td>C2B</td>\n",
       "      <td>Airlines</td>\n",
       "      <td>Online</td>\n",
       "      <td>Annual Gold Plan</td>\n",
       "      <td>391</td>\n",
       "      <td>SINGAPORE</td>\n",
       "      <td>449.25</td>\n",
       "      <td>112.31</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>(20, 40]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>3619</td>\n",
       "      <td>C2B</td>\n",
       "      <td>Airlines</td>\n",
       "      <td>Online</td>\n",
       "      <td>Annual Silver Plan</td>\n",
       "      <td>396</td>\n",
       "      <td>SINGAPORE</td>\n",
       "      <td>291.75</td>\n",
       "      <td>72.94</td>\n",
       "      <td>34</td>\n",
       "      <td>1</td>\n",
       "      <td>(20, 40]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>6679</td>\n",
       "      <td>C2B</td>\n",
       "      <td>Airlines</td>\n",
       "      <td>Online</td>\n",
       "      <td>Annual Silver Plan</td>\n",
       "      <td>369</td>\n",
       "      <td>SINGAPORE</td>\n",
       "      <td>216.00</td>\n",
       "      <td>54.00</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>(20, 40]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>3284</td>\n",
       "      <td>C2B</td>\n",
       "      <td>Airlines</td>\n",
       "      <td>Online</td>\n",
       "      <td>Annual Silver Plan</td>\n",
       "      <td>376</td>\n",
       "      <td>SINGAPORE</td>\n",
       "      <td>216.00</td>\n",
       "      <td>54.00</td>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>(20, 40]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52177</th>\n",
       "      <td>7423</td>\n",
       "      <td>C2B</td>\n",
       "      <td>Airlines</td>\n",
       "      <td>Online</td>\n",
       "      <td>Annual Silver Plan</td>\n",
       "      <td>374</td>\n",
       "      <td>SINGAPORE</td>\n",
       "      <td>194.50</td>\n",
       "      <td>48.63</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>(20, 40]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52184</th>\n",
       "      <td>9191</td>\n",
       "      <td>LWC</td>\n",
       "      <td>Travel Agency</td>\n",
       "      <td>Online</td>\n",
       "      <td>Annual Travel Protect Platinum</td>\n",
       "      <td>370</td>\n",
       "      <td>UNITED STATES</td>\n",
       "      <td>323.40</td>\n",
       "      <td>210.21</td>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "      <td>(40, 60]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52187</th>\n",
       "      <td>5856</td>\n",
       "      <td>C2B</td>\n",
       "      <td>Airlines</td>\n",
       "      <td>Online</td>\n",
       "      <td>Annual Silver Plan</td>\n",
       "      <td>367</td>\n",
       "      <td>SINGAPORE</td>\n",
       "      <td>161.00</td>\n",
       "      <td>40.25</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>(20, 40]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52253</th>\n",
       "      <td>8193</td>\n",
       "      <td>C2B</td>\n",
       "      <td>Airlines</td>\n",
       "      <td>Online</td>\n",
       "      <td>Annual Gold Plan</td>\n",
       "      <td>417</td>\n",
       "      <td>SINGAPORE</td>\n",
       "      <td>321.75</td>\n",
       "      <td>80.44</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>(40, 60]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52309</th>\n",
       "      <td>4791</td>\n",
       "      <td>C2B</td>\n",
       "      <td>Airlines</td>\n",
       "      <td>Online</td>\n",
       "      <td>Annual Silver Plan</td>\n",
       "      <td>414</td>\n",
       "      <td>SINGAPORE</td>\n",
       "      <td>216.00</td>\n",
       "      <td>54.00</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>(40, 60]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1966 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         ID Agency    Agency Type Distribution Channel  \\\n",
       "31     6106    C2B       Airlines               Online   \n",
       "53     2406    C2B       Airlines               Online   \n",
       "74     3619    C2B       Airlines               Online   \n",
       "89     6679    C2B       Airlines               Online   \n",
       "108    3284    C2B       Airlines               Online   \n",
       "...     ...    ...            ...                  ...   \n",
       "52177  7423    C2B       Airlines               Online   \n",
       "52184  9191    LWC  Travel Agency               Online   \n",
       "52187  5856    C2B       Airlines               Online   \n",
       "52253  8193    C2B       Airlines               Online   \n",
       "52309  4791    C2B       Airlines               Online   \n",
       "\n",
       "                         Product Name  Duration    Destination  Net Sales  \\\n",
       "31                 Annual Silver Plan       374      SINGAPORE     216.00   \n",
       "53                   Annual Gold Plan       391      SINGAPORE     449.25   \n",
       "74                 Annual Silver Plan       396      SINGAPORE     291.75   \n",
       "89                 Annual Silver Plan       369      SINGAPORE     216.00   \n",
       "108                Annual Silver Plan       376      SINGAPORE     216.00   \n",
       "...                               ...       ...            ...        ...   \n",
       "52177              Annual Silver Plan       374      SINGAPORE     194.50   \n",
       "52184  Annual Travel Protect Platinum       370  UNITED STATES     323.40   \n",
       "52187              Annual Silver Plan       367      SINGAPORE     161.00   \n",
       "52253                Annual Gold Plan       417      SINGAPORE     321.75   \n",
       "52309              Annual Silver Plan       414      SINGAPORE     216.00   \n",
       "\n",
       "       Commision (in value)  Age Claim age_bracket  Duration Year  \n",
       "31                    54.00   33     0    (20, 40]              1  \n",
       "53                   112.31   32     0    (20, 40]              1  \n",
       "74                    72.94   34     1    (20, 40]              1  \n",
       "89                    54.00   35     0    (20, 40]              1  \n",
       "108                   54.00   35     1    (20, 40]              1  \n",
       "...                     ...  ...   ...         ...            ...  \n",
       "52177                 48.63   35     0    (20, 40]              1  \n",
       "52184                210.21   51     0    (40, 60]              1  \n",
       "52187                 40.25   36     0    (20, 40]              1  \n",
       "52253                 80.44   43     0    (40, 60]              1  \n",
       "52309                 54.00   41     0    (40, 60]              1  \n",
       "\n",
       "[1966 rows x 13 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#converting the duration to years\n",
    "greater[\"Duration Year\"] = greater.Duration.map(lambda x: int(x/365))\n",
    "greater"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Counts</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Duration Year</th>\n",
       "      <th>Product Name</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"10\" valign=\"top\">1</th>\n",
       "      <th>Annual Gold Plan</th>\n",
       "      <td>176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual Silver Plan</th>\n",
       "      <td>1483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual Travel Protect Gold</th>\n",
       "      <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual Travel Protect Platinum</th>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual Travel Protect Silver</th>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bronze Plan</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Child Comprehensive Plan</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Individual Comprehensive Plan</th>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rental Vehicle Excess Insurance</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spouse or Parents Comprehensive Plan</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <th>Annual Silver Plan</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <th>Ticket Protector</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <th>Ticket Protector</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Counts\n",
       "Duration Year Product Name                                \n",
       "1             Annual Gold Plan                         176\n",
       "              Annual Silver Plan                      1483\n",
       "              Annual Travel Protect Gold               139\n",
       "              Annual Travel Protect Platinum            41\n",
       "              Annual Travel Protect Silver              81\n",
       "              Bronze Plan                                3\n",
       "              Child Comprehensive Plan                   3\n",
       "              Individual Comprehensive Plan             22\n",
       "              Rental Vehicle Excess Insurance            1\n",
       "              Spouse or Parents Comprehensive Plan       7\n",
       "2             Annual Silver Plan                         1\n",
       "12            Ticket Protector                           3\n",
       "13            Ticket Protector                           6"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "greater.groupby([\"Duration Year\",\"Product Name\"])[[\"Product Name\"]].count().rename(columns={'Product Name':'Counts'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(49702, 12)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#count lesser than one year.\n",
    "lesser = df_train[df_train.Duration < 365]\n",
    "lesser.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "122      Annual Silver Plan\n",
       "180      Annual Silver Plan\n",
       "485      Annual Silver Plan\n",
       "784      Annual Silver Plan\n",
       "1062     Annual Silver Plan\n",
       "                ...        \n",
       "52143    Annual Silver Plan\n",
       "52144    Annual Silver Plan\n",
       "52152    Annual Silver Plan\n",
       "52181    Annual Silver Plan\n",
       "52212    Annual Silver Plan\n",
       "Name: Product Name, Length: 427, dtype: object"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# filtering Annual products\n",
    "annual = lesser[lesser['Product Name'].str.startswith(\"Annual\")]\n",
    "annual['Product Name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>counts</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product Name</th>\n",
       "      <th>Duration</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Annual Gold Plan</th>\n",
       "      <th>364</th>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual Silver Plan</th>\n",
       "      <th>364</th>\n",
       "      <td>361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual Travel Protect Gold</th>\n",
       "      <th>364</th>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual Travel Protect Platinum</th>\n",
       "      <th>364</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual Travel Protect Silver</th>\n",
       "      <th>364</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         counts\n",
       "Product Name                   Duration        \n",
       "Annual Gold Plan               364           41\n",
       "Annual Silver Plan             364          361\n",
       "Annual Travel Protect Gold     364           15\n",
       "Annual Travel Protect Platinum 364            6\n",
       "Annual Travel Protect Silver   364            4"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "annual.groupby([\"Product Name\",\"Duration\"])[[\"Duration\"]].count().rename(columns={\"Duration\":\"counts\"})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Inspection "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Null/Missing Value Analysis\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ID                      0\n",
       "Agency                  0\n",
       "Agency Type             0\n",
       "Distribution Channel    0\n",
       "Product Name            0\n",
       "Duration                0\n",
       "Destination             0\n",
       "Net Sales               0\n",
       "Commision (in value)    0\n",
       "Age                     0\n",
       "Claim                   0\n",
       "age_bracket             2\n",
       "dtype: int64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Null Value\n",
    "df_train.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Conclusion: <br>\n",
    "No null value present in Data. Handling is not needed.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Categorical vs Numerical \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 52310 entries, 0 to 52309\n",
      "Data columns (total 12 columns):\n",
      " #   Column                Non-Null Count  Dtype   \n",
      "---  ------                --------------  -----   \n",
      " 0   ID                    52310 non-null  int64   \n",
      " 1   Agency                52310 non-null  object  \n",
      " 2   Agency Type           52310 non-null  object  \n",
      " 3   Distribution Channel  52310 non-null  object  \n",
      " 4   Product Name          52310 non-null  object  \n",
      " 5   Duration              52310 non-null  int64   \n",
      " 6   Destination           52310 non-null  object  \n",
      " 7   Net Sales             52310 non-null  float64 \n",
      " 8   Commision (in value)  52310 non-null  float64 \n",
      " 9   Age                   52310 non-null  int64   \n",
      " 10  Claim                 52310 non-null  object  \n",
      " 11  age_bracket           52308 non-null  category\n",
      "dtypes: category(1), float64(2), int64(3), object(6)\n",
      "memory usage: 4.4+ MB\n"
     ]
    }
   ],
   "source": [
    "df_train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Numerical Coulmns :  6 \n",
      "\n",
      "Numerical Coulmns :  ['ID', 'Duration', 'Net Sales', 'Commision (in value)', 'Age', 'age_bracket'] \n",
      "\n",
      "Total Categorical Coulmns :  6 \n",
      "\n",
      "Categorical Coulmns :  ['Agency', 'Agency Type', 'Distribution Channel', 'Product Name', 'Destination', 'Claim']\n"
     ]
    }
   ],
   "source": [
    "#Displays Categorical and Numerical Features from dataframe\n",
    "def cat_numeric_details(df):\n",
    "    print('Total Numerical Coulmns : ', len(list(df.select_dtypes(exclude=['object']).columns)), \"\\n\")\n",
    "    print('Numerical Coulmns : ', list(df.select_dtypes(exclude=['object']).columns), \"\\n\")\n",
    "    print('Total Categorical Coulmns : ', len((df.select_dtypes(include=['object']).columns)),\"\\n\")\n",
    "    print('Categorical Coulmns : ', list(df.select_dtypes(include=['object']).columns))\n",
    "    \n",
    "cat_numeric_details(df_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Conclusion: <br>\n",
    "Categorical Columns : 6 <br>\n",
    "Numerical Coulmns : 5\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Net Sales</th>\n",
       "      <th>Commision (in value)</th>\n",
       "      <th>Age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>52310.000000</td>\n",
       "      <td>52310.000000</td>\n",
       "      <td>52310.000000</td>\n",
       "      <td>52310.000000</td>\n",
       "      <td>52310.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>6005.745804</td>\n",
       "      <td>58.256108</td>\n",
       "      <td>48.554673</td>\n",
       "      <td>12.219963</td>\n",
       "      <td>39.555725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2306.450475</td>\n",
       "      <td>109.138708</td>\n",
       "      <td>60.198589</td>\n",
       "      <td>22.847645</td>\n",
       "      <td>13.762473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2000.000000</td>\n",
       "      <td>-2.000000</td>\n",
       "      <td>-389.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>4015.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>19.800000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>33.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>6002.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>29.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>36.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>8004.000000</td>\n",
       "      <td>57.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>13.380000</td>\n",
       "      <td>43.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>10000.000000</td>\n",
       "      <td>4881.000000</td>\n",
       "      <td>682.000000</td>\n",
       "      <td>262.760000</td>\n",
       "      <td>118.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 ID      Duration     Net Sales  Commision (in value)  \\\n",
       "count  52310.000000  52310.000000  52310.000000          52310.000000   \n",
       "mean    6005.745804     58.256108     48.554673             12.219963   \n",
       "std     2306.450475    109.138708     60.198589             22.847645   \n",
       "min     2000.000000     -2.000000   -389.000000              0.000000   \n",
       "25%     4015.000000     10.000000     19.800000              0.000000   \n",
       "50%     6002.000000     24.000000     29.500000              0.000000   \n",
       "75%     8004.000000     57.000000     55.000000             13.380000   \n",
       "max    10000.000000   4881.000000    682.000000            262.760000   \n",
       "\n",
       "                Age  \n",
       "count  52310.000000  \n",
       "mean      39.555725  \n",
       "std       13.762473  \n",
       "min        0.000000  \n",
       "25%       33.000000  \n",
       "50%       36.000000  \n",
       "75%       43.000000  \n",
       "max      118.000000  "
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visulazing the distibution of the data for every feature\n",
    "df_train[['Duration', 'Net Sales', 'Commision (in value)', 'Age']].hist(edgecolor='black',\\\n",
    "                                                                        linewidth=1.2, figsize=(10, 10));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Conclusion: <br>\n",
    "Age, Commission, Net Sales are right skewed"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Target Column Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Claim'>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#DATA IS BIASED OR NOT\n",
    "df_train.groupby('Claim')['Claim'].agg('count').plot.bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- INSIGHT : Data is biased. <br>\n",
    "- CONCLUSION : ACCURACY IS NOT GOOD METRIC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}