912 lines (912 with data), 1.2 MB
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "EDA.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyN/kVm4zMlfGzJabMZtgDn6",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/github/damikag/ML-GI_tract_Image_Classifier/blob/master/EDA.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "dqEpqV0mDCfp"
},
"source": [
"#### [Pump it Up: Data Mining the Water Table](https://www.drivendata.org/competitions/7/pump-it-up-data-mining-the-water-table/)\n",
"\n",
"> HOSTED BY DRIVENDATA\n",
"\n",
"\n",
"---\n",
"\n",
"\n",
"\n",
"# Exploratory Data Analysis"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "-KHvXjMQC6Qh",
"outputId": "967ca5a4-f4d6-40ee-f91d-e4f2b0444aec"
},
"source": [
"from google.colab import drive\n",
"drive.mount('/content/drive')\n",
"\n",
"!cp -a 'drive/My Drive/UNI/Semester 7/Machine Learning/Assignments/DrivenData/inputs' ."
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Mounted at /content/drive\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Qav6g7CjDph-"
},
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"plt.style.use(\"seaborn-whitegrid\")\n",
"\n",
"import warnings; warnings.simplefilter('ignore')"
],
"execution_count": 2,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "kXMhnn1ADwme"
},
"source": [
"df_train_set_labels = pd.read_csv('inputs/Train set labels.csv')\n",
"df_train_set_values = pd.read_csv('inputs/Train set values.csv')\n",
"df_train = df_train_set_values.merge(df_train_set_labels,on='id',how='left')"
],
"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "4IsXaIeGEkkP",
"outputId": "71cbe74b-2a77-4fbe-bfc0-062d89409209"
},
"source": [
"print(\"Shape of train set values: \", df_train_set_values.shape)\n",
"print(\"Shape of train set labels: \", df_train_set_labels.shape)\n",
"print(\"Shape of train set: \", df_train.shape)"
],
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Shape of train set values: (59400, 40)\n",
"Shape of train set labels: (59400, 2)\n",
"Shape of train set: (59400, 41)\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "miArvjWPFds-"
},
"source": [
"### Train Set Details\n",
"\n",
"Columns, nonnull amounts and data types\n",
"\n"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "uk5CyrUzFUlY",
"outputId": "0bdee7dd-88a2-40a1-debf-f927ecc8ccec"
},
"source": [
"df_train.info()"
],
"execution_count": 5,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 59400 entries, 0 to 59399\n",
"Data columns (total 41 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 id 59400 non-null int64 \n",
" 1 amount_tsh 59400 non-null float64\n",
" 2 date_recorded 59400 non-null object \n",
" 3 funder 55765 non-null object \n",
" 4 gps_height 59400 non-null int64 \n",
" 5 installer 55745 non-null object \n",
" 6 longitude 59400 non-null float64\n",
" 7 latitude 59400 non-null float64\n",
" 8 wpt_name 59400 non-null object \n",
" 9 num_private 59400 non-null int64 \n",
" 10 basin 59400 non-null object \n",
" 11 subvillage 59029 non-null object \n",
" 12 region 59400 non-null object \n",
" 13 region_code 59400 non-null int64 \n",
" 14 district_code 59400 non-null int64 \n",
" 15 lga 59400 non-null object \n",
" 16 ward 59400 non-null object \n",
" 17 population 59400 non-null int64 \n",
" 18 public_meeting 56066 non-null object \n",
" 19 recorded_by 59400 non-null object \n",
" 20 scheme_management 55523 non-null object \n",
" 21 scheme_name 31234 non-null object \n",
" 22 permit 56344 non-null object \n",
" 23 construction_year 59400 non-null int64 \n",
" 24 extraction_type 59400 non-null object \n",
" 25 extraction_type_group 59400 non-null object \n",
" 26 extraction_type_class 59400 non-null object \n",
" 27 management 59400 non-null object \n",
" 28 management_group 59400 non-null object \n",
" 29 payment 59400 non-null object \n",
" 30 payment_type 59400 non-null object \n",
" 31 water_quality 59400 non-null object \n",
" 32 quality_group 59400 non-null object \n",
" 33 quantity 59400 non-null object \n",
" 34 quantity_group 59400 non-null object \n",
" 35 source 59400 non-null object \n",
" 36 source_type 59400 non-null object \n",
" 37 source_class 59400 non-null object \n",
" 38 waterpoint_type 59400 non-null object \n",
" 39 waterpoint_type_group 59400 non-null object \n",
" 40 status_group 59400 non-null object \n",
"dtypes: float64(3), int64(7), object(31)\n",
"memory usage: 19.0+ MB\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "IObFHBB1IyhX"
},
"source": [
"### Data Distribution in the Training Set\n",
"\n",
"##### Data Distribution - Numerical Data"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "mcb7MPZpJCcX"
},
"source": [
"Kernel Density Estimate Plot"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 566
},
"id": "JvIsN5rgIwPD",
"outputId": "781925e8-7f29-4f66-e45b-7222e83e44bf"
},
"source": [
"column_names_list = df_train.select_dtypes(include=np.number).columns.tolist()\n",
"number_of_columns=5\n",
"number_of_rows = len(column_names_list)-1/number_of_columns\n",
"\n",
"plt.figure(figsize=(4*number_of_columns,5*number_of_rows))\n",
"for i in range(0,len(column_names_list)):\n",
" plt.subplot(number_of_rows + 1,number_of_columns,i+1)\n",
" sns.distplot(df_train[column_names_list[i]],kde=True) "
],
"execution_count": 6,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 1440x3528 with 10 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ox3w2xULM8A7"
},
"source": [
"Box Plot"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 489
},
"id": "nvhLTOzKM-8k",
"outputId": "d241516d-3535-4194-bbc0-477b795c1ad6"
},
"source": [
"number_of_columns=12\n",
"number_of_rows = len(column_names_list)-1/number_of_columns\n",
"plt.figure(figsize=(number_of_columns*2,8*number_of_rows))\n",
"\n",
"for i in range(0,len(column_names_list)):\n",
" plt.subplot(number_of_rows + 1,number_of_columns,i+1)\n",
" \n",
" sns.set_style('whitegrid')\n",
" ax = sns.boxplot(data=df_train[column_names_list[i]],color='blue',orient='v')\n",
" ax.set_ylabel(column_names_list[i])\n",
" \n",
" plt.tight_layout()"
],
"execution_count": 7,
"outputs": [
{
"output_type": "display_data",
"data": {
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yRMXFxRo5cqQKCwsldRR6P3DggOLj4zVkyBC98MILkqSAgAAtWrRIaWlpkqTFixc7mwCuXr1aubm5amlpUWxsrGJjY3vzcgAAAADghjVy5EgdO3ZM//rXvzR48GB98MEHGj9+vCZNmqTdu3crKSlJJSUlMpvN7g71quzatatT8z+a/gEA0Ht6NckcERGhnTt3Xja+devWy8YMBoNWr17d5XHS0tKcSebvmzBhgsrLy68/UAAAAAAY4KKiopSYmKjZs2fL29tbERER+tWvfqV7771XS5cuVWFhoSIiIpSenu7uUAEAgIfp1SQzAAAAAFyPs2fPasOGDXr66acVGBjo7nBueNnZ2crOzu40ZjKZVFxc7KaIrg+rlwEA6Bu9VpMZAAAAAK7X9u3b9dlnn2n79u3uDgXAAJKcnOz8BwD4cSSZAQAAAHiks2fPymq1yuFwaN++fWpoaHB3SAAAAOgCSWYAAAAAHmn79u26ePGiJOnixYusZgbQJ364epnVzADw40gyAwAAAPBI77//vtra2iRJbW1teu+999wcEQAAALpCkhkAAACAR7r33nvl7d3Rq9zb21tTp051c0QAAADoCklmAAAAAB5p7ty5GjSo4y3LoEGDNHfuXDdHBAAAgK6QZAYAAADgkYKCgjRt2jQZDAb94he/UGBgoLtDAgAAQBdIMgMAAADwWHPnztW//du/sYoZQJ/ZtWvXFR8DAC5HkhkAAACAxwoKClJBQQGrmAH0meTk5Cs+BgBcjiQzAAAAAAAAAMBlJJkBAAAAAAAAAC4jyQwAAAAAAAAAcBlJZgAAAAAAAACAy0gyAwAAAAAA/D+7du264mMAwOVIMgMAAAAAAAAAXObt7gAAAAAAAAA8CauXAeDasJIZAAAAAAAAAOAykswAAAAAAAAAAJdRLgMAAAAAAFy3pqYmPfvss/ryyy9lMBj0wgsvaMyYMVq6dKm+/vprjRo1SoWFhfL393d3qD8qOTnZ+TOlMwDgx7GSGQAAAAAAXLd169ZpypQp+tvf/qaysjKNHTtWRUVFio6O1p49exQdHa2ioiJ3hwkA6AUkmQEAAAAAwHX55ptv9PHHHystLU2S5OPjIz8/P1mtVqWkpEiSUlJStG/fPneGeVW+v4q5q8cAgMuRZAYAAAAAANeltrZWQUFBys3NVUpKilauXKnm5mbV19crODhYkjRixAjV19e7OVIAniw3N1fR0dG67777nGOvvfaapkyZolmzZmnWrFk6cOCA87nNmzcrPj5eiYmJOnjwoHO8oqJCiYmJio+P5xsUfWRA12R+/fXXVVVV1efnvXTO3NzcPj+3JIWFhWnhwoVuOTcADBTfffedHnzwQbW2tqq9vV2JiYnKzs5WTU2NcnJy1NjYqMjISG3YsEE+Pj7uDhcAAOC6tLW16bPPPtOqVasUFRWl559//rLEjsFgkMFg6HL/kydP9kWYLvP0+IAbRWpqqh566CE9/fTTncbnz5+vxx57rNPYqVOnZLFYZLFYZLPZlJGRod27d0uS8vPztWXLFhmNRqWlpclsNmvcuHF9dh0D0YBOMldVVenYsf9TS8uoPj2vt7evJOmjj1r69LySNHjw131+TgAYiHx8fLR161bdfPPNunDhgubNm6fY2Fht2bJF8+fPV1JSkvLy8lRcXKx58+a5O1wAAIDrEhISopCQEEVFRUmSpk+frqKiIg0fPlx2u13BwcGy2+0KCgrqcv+IiIi+DPeaeVp8lZWV7g4B6BV33323amtrr2pbq9WqpKQk+fj4yGQyKTQ0VMePH5ckhYaGymQySZKSkpJktVpJMveyAZ1klqSWllE6ffoJd4fRZ8aM2ejuEABgQDAYDLr55psldazsaWtrk8Fg0IcffqiXXnpJkjR79mxt2rSJJDMAAOj3RowYoZCQEFVVVSksLEwffPCBxo4dq7Fjx6q0tFSZmZkqLS3VtGnT3B0qgH7orbfeUmlpqcaPH68VK1bI399fNpvN+cGWJBmNRtlsNkkdH3x9f/xS8hm9Z8AnmQEA6C3t7e1KTU3VV199pXnz5slkMsnPz0/e3h2335CQEOeLIAAAgP5u1apVeuqpp3ThwgWZTCatX79eFy9e1JIlS1RcXKyRI0eqsLDQ3WH+qF27dnVq9rdr1y43RgPggQce0KJFi2QwGLRx40YVFBRo/fr1PXLs7krhNDc3a6C2smtubnapRBBJZgAAeomXl5fKysrU1NSkxYsXX1MfAE+s+9fxQsszYwMAAO4XERGhnTt3Xja+detWN0QD4EZxyy23OH9OT0/X448/LqljhXJdXZ3zOZvNJqPRKEndjv9Qd6Vwhg4dKqnvy9x6gqFDh3b7e7lSqR6SzAAA9DI/Pz9NmjRJR48eVVNTk9ra2uTt7a26urprfrHjTh0vtDwzNuoSAgCAnsTqZcBzXKrrLkn79u1TeHi4JMlsNuvJJ59URkaGbDabqqurdeedd8rhcKi6ulo1NTUyGo2yWCzOkoXoPSSZAQwYZ86c0fLly1VfXy+DwaD7779fjz76qBobG7V06VJ9/fXXGjVqlAoLC+Xv7y+Hw6F169bpwIEDGjx4sAoKChQZGSlJKikp0R/+8AdJUlZWlmbPnu3OS4MHOnv2rLy9veXn56eWlhYdPnxYCxcu1KRJk7R7924lJSWppKREZrPZ3aECAAAAgEfIycnRkSNH1NDQoNjYWP32t7/VkSNH9Pnnn0uSRo0apfz8fElSeHi4ZsyYoZkzZ8rLy0t5eXny8vKSJOXl5WnBggVqb2/XnDlznIlp9B6SzAAGDC8vL61YsUKRkZE6f/685syZo5iYGO3cuVPR0dHKzMxUUVGRioqKtGzZMlVUVKi6ulp79uzRsWPHtGbNGu3YsUONjY3atGmT3nnnHRkMBqWmpspsNsvf39/dlwgPYrfbtWLFCrW3t8vhcGj69OmaOnWqxo0bp6VLl6qwsFARERFKT0/vs5j279+vvXv3urz/pXIfubm5Lu0fHx9PUh0AAABAt15++eXLxq70nikrK0tZWVmXjcfFxSkuLq5HY8OVkWQGMGAEBwc7v2Lj6+ursLAw2Ww2Wa1W/elPf5IkpaSk6OGHH9ayZctktVqVkpIig8GgiRMnqqmpSXa7XUeOHFFMTIwCAgIkSTExMTp48KDuu+8+t10bPM8dd9yh0tLSy8ZNJpOKi4vdENH1CwoKcncIAAAAAAAPRJIZwIBUW1urkydPKioqSvX19c7k84gRI1RfXy+pozlASEiIc5+QkBDZbLbLxo1Go2w2W99eAOACs9nMSmIAAAAAQI8jyQxgwPn222+VnZ2tZ555Rr6+vp2eMxgMMhgMPXKekydP9shxelJzc7Mkz4wNAAAAAAD0TySZAQwoFy5cUHZ2tpKTk5WQkCBJGj58uLNbrd1ud5YEMBqNqqurc+5bV1cno9Eoo9GoI0eOOMdtNpvuueeey84VERHRy1dz7YYOHSrJM2OrrKx0dwgAAAAAAMAFg9wdAAD0FYfDoZUrVyosLEwZGRnOcbPZ7KydW1paqmnTpnUadzgcOnr0qIYNG6bg4GBNnjxZhw4d0rlz53Tu3DkdOnRIkydPdss1AQAAAAAAuBsrmQEMGJWVlSorK9Ptt9+uWbNmSZJycnKUmZmpJUuWqLi4WCNHjlRhYaGkjm60Bw4cUHx8vIYMGaIXXnhBkhQQEKBFixYpLS1NkrR48WJnE0AAAAAAAICBhiQz3ObMmTNavny56uvrZTAYdP/99+vRRx/Va6+9prfffttZsiAnJ0dxcXGSpM2bN6u4uFiDBg3Ss88+qylTpkiSKioqtG7dOl28eFHp6enKzMyUJNXU1CgnJ0eNjY2KjIzUhg0b5OPjo9bWVi1fvlyffvqpAgIC9Morr+jWW291zy/iGp09e1YbNmzQ008/rcDAQHeH06/cdddd+uKLL7p8buvWrZeNGQwGrV69usvt09LSnElmAAAAAACAgYxyGXAbLy8vrVixQu+++67+67/+S//5n/+pU6dOSZLmz5+vsrIylZWVORPMp06dksVikcVi0RtvvKHnnntO7e3tam9vV35+vt544w1ZLBaVl5c7j/Piiy9q/vz52rt3r/z8/FRcXCxJ2rFjh/z8/LR3717Nnz9fL774ont+CS7Yvn27PvvsM23fvt3doQAAAAAAAAAkmeE+wcHBioyMlCT5+voqLCxMNput2+2tVquSkpLk4+Mjk8mk0NBQHT9+XMePH1doaKhMJpN8fHyUlJQkq9Uqh8OhDz/8UImJiZKk2bNny2q1SpL279+v2bNnS5ISExP1wQcfyOFw9PIVX7+zZ886r23fvn1qaGhwd0gAAAAAAAAY4CiXAY9QW1urkydPKioqSp988oneeustlZaWavz48VqxYoX8/f1ls9kUFRXl3MdoNDqT0iEhIZ3Gjx8/roaGBvn5+cnb29u5zaXtbTabfvrTn0qSvL29NWzYMDU0NDhLdHiq7du36+LFi5Kkixcvavv27crKynJzVACA/uL1119XVVVVn5/30jlzc3P7/NySFBYWpoULF7rl3AAAAMBAQJIZbvftt98qOztbzzzzjHx9ffXAAw9o0aJFMhgM2rhxowoKCrR+/Xq3xXfy5Em3nfuH9u/fr7a2NklSW1ubrFar7r33XvcGBQDoN6qqqnTs2P+ppWVUn57X29tXkvTRRy19el5JGjz46z4/JwAAADDQkGSGW124cEHZ2dlKTk5WQkKCJOmWW25xPp+enq7HH39cUscK5bq6OudzNptNRqNRkrocDwwMVFNTk9ra2uTt7a26ujrn9kajUWfOnFFISIja2tr0zTffdNtELyIiomcv+jqYzWbt3bvXeU3Tpk3zqPgkqbKy0t0hAACuoKVllE6ffsLdYfSZMWM2ujuE65Kbm6v3339fw4cPV3l5uSTpd7/7nd577z395Cc/0ejRo7V+/Xr5+fmptrZWM2fO1JgxYyRJUVFRys/PlySdOHFCubm5amlpUVxcnFauXCmDweC26wIAAMCNhZrMcBuHw6GVK1cqLCxMGRkZznG73e78ed++fQoPD5fUkWC1WCxqbW1VTU2Nqqurdeedd2rChAmqrq5WTU2NWltbZbFYZDabZTAYNGnSJO3evVuSVFJSIrPZ7DxWSUmJJGn37t36+c9/3i/eaM2dO1eDBnX8tx00aJDmzp3r5ogAAEBvSk1N1RtvvNFpLCYmRuXl5dq1a5duu+02bd682fnc6NGjnc2TLyWYJWnNmjVau3at9uzZo+rqalVUVPTZNQAAAODGx0pmuE1lZaXKysp0++23a9asWZKknJwclZeX6/PPP5ckjRo1yvkGKTw8XDNmzNDMmTPl5eWlvLw8eXl5SZLy8vK0YMECtbf/f+zdeVjVdf738ecBh1wgFhMYifylWTri1rgxKhQujRKKCiPWOEk1lpqmKOYuibtlNHGPyW9atNxRMMVREhfGprRcMsvqbpRLUJYJUUNSEc79BzffSxJMkcOX5fW4Lq/rnM/ZXodMznl/P9/3u4hhw4YZhenIyEgmTZpETEwMbdu2JTQ0FICQkBAiIyPp168fzs7OvPHGG9X99ivFzc2NPn36sHPnTvr27Vvh7msRERGpG7p27UpGRkaZtV69ehmXO3XqxM6dO2/5HDk5OeTn59OpUycAgoODSUlJwd/fv+oDi4iIiEi9pCKzmKZLly589913N63f6gvPmDFjyh105+/vX+7jvL29iY+Pv2n9nnvu4W9/+9sdJq4ZwsLCOHPmjHYxi4iICJs3b2bAgAHG9YyMDIKDg3F0dGTixIl06dKF7OzsMkOSbxyGLCIiIiJSFVRkFqll3NzcWLx4sdkxRERExGQrVqzA3t6eQYMGAeDu7s7evXtxdXXlxIkTjBs3jqSkpDt+3po09FhEREREagcVmUVEREREapktW7awb98+3n//fWOuhIODAw4ODgD4+PjwwAMPcPr06ZuGJ984DLk8NW2ocE2mgcciIiIiJTT4T0RERESkFklNTeUf//gHK1asoFGjRsb6+fPnKSoqAjCGJHt7e+Pu7o6joyPHjh3DarWSmJhInz59zIovIiIiInWQdjKLiIiIiNRQERERHDp0iLy8PPz8/Bg/fjxxcXFcu3aN8PBwADp27Mi8efP4/PPP+dvf/kaDBg2ws7Pj1VdfxcXFBYC5c+cyffp0rly5gp+fH35+fma+LRERERGpY1RkFhERERGpoZYvX37TWmhoaLn3feKJJ3jiiSfKva19+/Zs3769SrOJiIiIiJRSuwwRERERERERERERqTQVmUVERERERERERESk0lRkFhEREREREREREZFKU5FZRERERERERERERCpNRWYRERERERERERERqTQVmUVERERERERERESk0lRkFhEREREREREREZFKs2mROSAggKCgIAYPHszQoUMBuHDhAuHh4fTv35/w8HAuXrwIgNVqZf78+fTr14+goCC+/vpr43kSEhLo378//fv3JyEhwVg/ceIEQUFB9OvXj/nz52O1Wm35dkRERERERERERETkF2y+k3nVqlVs3bqVLVu2ABAXF4evry/Jycn4+voSFxcHQGpqKmlpaSQnJxMdHU1UVBRQUpSOjY1l48aNbNq0idjYWKMwHRUVRXR0NMnJyaSlpZGammrrtyMiIiIiIiIiIiIiN6j2dhkpKSkEBwcDEBwczO7du8usWywWOnXqxKVLl8jJyeHAgQP07NkTFxcXnJ2d6dmzJ//617/IyckhPz+fTp06YbFYCA4OJiUlpbrfjoiIiIiIiIiIiEi91sDWL/Dcc89hsVgYPnw4w4cPJzc3F3d3dwCaNWtGbm4uANnZ2Xh6ehqP8/T0JDs7+6Z1Dw+PctdL71+ekydPlrteUFBAfWxLXVBQUOHPRERERERERERERORO2LTIvG7dOjw8PMjNzSU8PJyWLVuWud1isWCxWGwZAYC2bduWu964cWPgis1fv6Zp3LhxhT8TgMOHD1djGhEREREREREREanNbLqN18PDA4CmTZvSr18/jh8/TtOmTcnJyQEgJycHNzc37bWhLgAAIABJREFU475ZWVnGY7OysvDw8LhpPTs7u9z10vuLiIiIiIiIiNyNoKAg44+IiPw6mxWZCwoKyM/PNy5/8skntG7dmoCAABITEwFITEykT58+AMa61Wrl2LFjODk54e7uTq9evThw4AAXL17k4sWLHDhwgF69euHu7o6joyPHjh3DarWWeS4RERERERERERERqR42a5eRm5vLuHHjACgqKuLJJ5/Ez8+P9u3bM3HiROLj42nevDkxMTEA+Pv7s3//fvr160ejRo1YuHAhAC4uLowdO5aQkBAAxo0bh4uLCwBz585l+vTpXLlyBT8/P/z8/Gz1dkRERERERESkHvjl7uWgoCC2bdtmUhoRkdrBZkVmb29vPvroo5vWXV1dWbVq1U3rFouFuXPnlvtcISEhRpH5Ru3bt2f79u13H1ZERESklnj33XdZsmQJn376qdF2TERERKS6ZWZmMnXqVHJzc7FYLPzpT3/imWee4cKFC0yaNImzZ8/i5eVFTEwMzs7OWK1WFixYwP79+2nYsCGLFy+mXbt2ACQkJLBixQoAxowZw5AhQwA4ceKEsbnQ39+fmTNnVstsLxG5czbtySwiIiIiVSczM5NPPvmE5s2bmx1FRERE6jl7e3umTZvGjh072LBhA2vXruWHH34gLi4OX19fkpOT8fX1JS4uDoDU1FTS0tJITk4mOjqaqKgoAC5cuEBsbCwbN25k06ZNxMbGcvHiRQCioqKIjo4mOTmZtLQ0UlNTzXq7IvIrVGQWERERqSUWLVpEZGSkdvCIiIiI6dzd3Y2dyI6OjrRs2ZLs7GxSUlIIDg4GIDg4mN27dwMY6xaLhU6dOnHp0iVycnI4cOAAPXv2xMXFBWdnZ3r27Mm//vUvcnJyyM/Pp1OnTlgsFoKDg0lJSTHt/YrIranILCIiIlIL7N69G3d3d9q0aWN2FBEREZEyMjIyOHnyJB07diQ3Nxd3d3cAmjVrRm5uLgDZ2dl4enoaj/H09CQ7O/umdQ8Pj3LXS+8vIjWTzXoyi4iIiMidGTVqFD/++ONN6xMnTmTlypW8++67t/U8J0+eLHe9oKCA+rjHoKCgoMKfiYiIyC9t27atzPA/Df27tcuXLzNhwgRmzJiBo6NjmdssFku1nIGl3/Mi5lORWURERKSGeP/998td/+6778jIyGDw4MEAZGVlMXToUDZt2kSzZs1uun/btm3LfZ7GjRsDV6oqbq3RuHHjCn8mAIcPH67GNCIiInVHYWEhEyZMICgoiP79+wPQtGlTcnJycHd3JycnxxhU7OHhQVZWlvHYrKwsPDw88PDw4NChQ8Z6dnY23bp1q/D+5bnV73kpS597xFbq31YWERERkVrmkUce4dNPP2XPnj3s2bMHT09PtmzZUm6BWURERO7etm3bjD9SPqvVysyZM2nZsiXh4eHGekBAAImJiQAkJibSp0+fMutWq5Vjx47h5OSEu7s7vXr14sCBA1y8eJGLFy9y4MABevXqhbu7O46Ojhw7dgyr1VrmuUSk5tFOZhERERERERERuSOHDx9m69atPPzww8bZVhEREYwePZqJEycSHx9P8+bNiYmJAcDf35/9+/fTr18/GjVqxMKFCwFwcXFh7NixhISEADBu3DhcXFwAmDt3LtOnT+fKlSv4+fnh5+dnwjsVkduhIrOIiIhILbNnzx6zI4iIiEg916VLF7777rtyb1u1atVNaxaLhblz55Z7/5CQEKPIfKP27duzffv2uwsqItVC7TJEREREREREREREpNJUZBYRERERERERERGRSlORWUREREREREREREQqTUVmEREREREREREREak0FZlFREREREREREREpNJUZBYRERERERERERGRSlORWUREREREREREREQqrYHZAURERERERESk9gsICKBJkybY2dlhb2/Pli1buHDhApMmTeLs2bN4eXkRExODs7Oz2VFFRKSKaSeziIiIiIiIiFSJVatWsXXrVrZs2QJAXFwcvr6+JCcn4+vrS1xcnMkJRUTEFlRkFhERsYHMzExGjhzJwIEDCQwMZNWqVQC89dZb9O7dm8GDBzN48GD2799vclIRERER20lJSSE4OBiA4OBgdu/ebXIiEanJpk+fjq+vL08++aSxtmTJEv74xz8SFBTEuHHjuHTpEgAZGRl06NDB+G41Z84c4zEnTpwgKCiIfv36MX/+fKxWa7W/l/pG7TJERERswN7enmnTptGuXTvy8/MZNmwYPXv2BGDUqFE899xzJicUERERqXrPPfccFouF4cOHM3z4cHJzc3F3dwegWbNm5ObmmpxQRGqyoUOH8uc//5lXXnnFWOvZsyeTJ0+mQYMGLFu2jJUrVxIZGQnAAw88wNatW296nqioKKKjo+nYsSN//etfSU1Nxd/fv9reR32kIrOIiIgNuLu7G1+oHB0dadmyJdnZ2SanEhEREbGddevW4eHhQW5uLuHh4bRs2bLM7RaLBYvFUu5jT548WR0RRaSG69q1KxkZGWXWevXqZVzu1KkTO3fuvOVz5OTkkJ+fT6dOnYCSsyhSUlJUZLYxFZlFRERsLCMjg5MnT9KxY0eOHDnCmjVrSExMxMfHh2nTpmn4jYiIiNQJHh4eADRt2pR+/fpx/PhxmjZtSk5ODu7u7uTk5ODm5lbuY9u2bVudUWu9w4cPmx1BxBSbN29mwIABxvWMjAyCg4NxdHRk4sSJdOnShezsbDw9PY37eHp6asNPNVCRWURExIYuX77MhAkTmDFjBo6OjowYMYKxY8disVh48803Wbx4MYsWLbrpcdrNIyIiIrVJQUEBxcXFODo6UlBQwCeffMLYsWMJCAggMTGR0aNHk5iYSJ8+fcyOKiK11IoVK7C3t2fQoEFAydmje/fuxdXVlRMnTjBu3DiSkpLu6Dkr+t5VUFBAfR1lV1BQUKnvoyoyi4iI2EhhYSETJkwgKCiI/v37A3DfffcZt4eGhvLiiy+W+1jt5rkz2s0jIiJirtzcXMaNGwdAUVERTz75JH5+frRv356JEycSHx9P8+bNiYmJMTmpiNRGW7ZsYd++fbz//vtG2x0HBwccHBwA8PHx4YEHHuD06dN4eHiQlZVlPDYrK8s40+KXKvre1bhxY+BK1b6JWqJx48YV/lxu9b1LRWYREREbsFqtzJw5k5YtWxIeHm6sl54uCrB7925at25tVkQRERGRKuPt7c1HH31007qrqyurVq0yIZGI1BWpqan84x//4MMPP6RRo0bG+vnz53F2dsbe3p709HTS0tLw9vbGxcUFR0dHjh07RseOHUlMTGTkyJEmvoP6QUVmERERGzh8+DBbt27l4YcfZvDgwQBERESwfft2vv32WwC8vLyYN2+emTFFRERERERqjIiICA4dOkReXh5+fn6MHz+euLg4rl27Zmze6dixI/PmzePzzz/nb3/7Gw0aNMDOzo5XX30VFxcXAObOncv06dO5cuUKfn5++Pn5mfm26gUVmUVERGygS5cufPfddzeta6KxiIiIiIhI+ZYvX37TWmhoaLn3feKJJ3jiiSfKva19+/Zs3769SrPJranILCIiIiIiIgBcunSJWbNm8f3332OxWFi4cCEPPvggkyZN4uzZs3h5eRETE4Ozs7PZUW9LUFCQcXnbtm0mJhEREanb6ueYRBEREREREbnJggUL6N27Nzt37mTr1q20atWKuLg4fH19SU5OxtfXl7i4OLNjioiISA2jIrOIiIiIiIjw008/8fnnnxMSEgKAg4MD9957LykpKQQHBwMQHBzM7t27zYx5227cxVzedREREak6apchIiIiIiIiZGRk4ObmxvTp0/n2229p164dM2fOJDc3F3d3dwCaNWtGbm6uyUlFRESkplGRWURERERERLh+/TrffPMNs2fPpmPHjsyfP/+m1hgWiwWLxVLu40+ePFkdMe9KbcgoIiJSG6nILCIiIiIiInh6euLp6UnHjh0B+OMf/0hcXBxNmzYlJycHd3d3cnJycHNzK/fxbdu2rc64lVKTMh4+fNjsCCIiIlVGPZlFRERERESEZs2a4enpyalTpwD49NNPadWqFQEBASQmJgKQmJhInz59zIwpIiIiNZB2MouIiIiIiAgAs2fPZsqUKRQWFuLt7c2iRYsoLi5m4sSJxMfH07x5c2JiYsyOeVu2bdtWZtjftm3bTEwjIiJSt6nILCIiIiIiIkBJO4ktW7bctL5q1SoT0oiIiEhtoSKziIiIiIiI1EnavSwiIlI91JNZRERERERERERERCpNRWYRERERERERERGpEsXFxezYscPsGFLNVGQWERERERERERGRKmFnZ8c//vEPs2NINVORWURERERERERERKrMH/7wB9555x0yMzO5cOGC8UfqLg3+ExERERERERERkSpT2i5jzZo1xprFYiElJcWsSGJjKjKLaTIzM5k6dSq5ublYLBb+9Kc/8cwzz3DhwgUmTZrE2bNn8fLyIiYmBmdnZ6xWKwsWLGD//v00bNiQxYsX065dOwASEhJYsWIFAGPGjGHIkCEAnDhxgunTp3PlyhX8/f2ZOXMmFoulwteoDc6fP8/SpUt55ZVXcHV1NTuOiIiIiIiIiEgZe/bsMTuCVDO1yxDT2NvbM23aNHbs2MGGDRtYu3YtP/zwA3Fxcfj6+pKcnIyvry9xcXEApKamkpaWRnJyMtHR0URFRQFw4cIFYmNj2bhxI5s2bSI2NpaLFy8CEBUVRXR0NMnJyaSlpZGamgpQ4WvUBuvXr+ebb75h/fr1ZkcRERERERERESnX999/z44dO0hMTDT+SN2lIrOYxt3d3diJ7OjoSMuWLcnOziYlJYXg4GAAgoOD2b17N4CxbrFY6NSpE5cuXSInJ4cDBw7Qs2dPXFxccHZ2pmfPnvzrX/8iJyeH/Px8OnXqhMViITg42Dgto6LXqOnOnz9PSkoKVquV3bt3k5eXZ3YkEREREREREZEyYmNjiY6OZv78+Rw8eJBly5Zpd3MdpyKz1AgZGRmcPHmSjh07kpubi7u7OwDNmjUjNzcXgOzsbDw9PY3HeHp6kp2dfdO6h4dHueul9wcqfI2abv369RQXFwNQXFys3cwiIiIiIiIiUuPs2rWLVatWcd9997Fo0SK2bt3KTz/9ZHYssSH1ZBbTXb58mQkTJjBjxgwcHR3L3GaxWLBYLDZ9/V97jZMnT9r09e/Enj17uH79OgDXr18nJSWFxx57zNxQIiJSa+Tl5dGwYS4PPvim2VGqTcOGGeTlNTU7RqVNnz6dffv20bRpU7Zv3w5QpfMrRERERGzhnnvuwc7OjgYNGpCfn0/Tpk3JzMw0O5bYkIrMYqrCwkImTJhAUFAQ/fv3B6Bp06bk5OTg7u5OTk4Obm5uQMkO5aysLOOxWVlZeHh44OHhwaFDh4z17OxsunXrVuH9b/Ua5Wnbtm2Vvue7ERAQwMcff8z169dp0KABffr0qVH5AA4fPmx2BBERkTpj6NCh/PnPf+aVV14x1kpnS4wePZq4uDji4uKIjIwsM7/iyy+/JCoqik2bNhnzKzZv3ozFYmHo0KEEBATUmqHHIiIiUvv4+Phw6dIlQkNDGTp0KI0bN6Zz585mxxIbUpFZTGO1Wpk5cyYtW7YkPDzcWA8ICCAxMZHRo0eTmJhInz59jPUPP/yQwMBAvvzyS5ycnHB3d6dXr14sX77cGPZ34MABIiIicHFxwdHRkWPHjtGxY0cSExMZOXLkLV+jpgsLCzP6StvZ2REWFmZyIhERqU1cXV35/vtGnD79stlRqs2DD76Jq2tDs2NUWteuXcnIyCizlpKSwgcffACUzJYYOXIkkZGRFc6vOHTokDG/AjDmVzz55JPV/n5ERESkfoiKigJgxIgR9O7dm/z8fNq0aWNuKLEpFZnFNIcPH2br1q08/PDDDB48GICIiAhGjx7NxIkTiY+Pp3nz5sTExADg7+/P/v376devH40aNWLhwoUAuLi4MHbsWEJCQgAYN26c8SVq7ty5TJ8+nStXruDn54efnx9Aha9R07m5udGnTx927txJ3759cXV1NTuSiIiIVLOqml8hIiIiYitWq5WPPvqI9PR0XnrpJc6dO8fx48fp0KGD2dHERlRkFtN06dKF7777rtzbVq1addOaxWJh7ty55d4/JCTEKDLfqH379kb/whu5urqW+xq1QVhYGGfOnNEu5koor6/lW2+9xcaNG42WKREREfj7+wOwcuVK4uPjsbOzY9asWfTu3RuA1NRUFixYQHFxMaGhoYwePdqcNyQiIvWeLeZX1KR5FCIiIlI7RUVFYWdnx2effcZLL71EkyZNGD9+PJs3bzY7mtiIiswitYybmxuLFy82O0atVF5fS4BRo0bx3HPPlVn74YcfSEpKIikpiezsbMLDw9m1axcA8+bN47333sPDw4OQkBACAgJ46KGHqu19iIhI/VZV8ysqUtPmPdRkmkUhIiJSvuPHj5OQkEBwcDAAzs7OFBYWmpxKbMnO7AAiItWla9eutz3kKCUlhcDAQBwcHPD29qZFixYcP36c48eP06JFC7y9vXFwcCAwMNDoky0iInI7fv7557t6fOlsCeCm+RWJiYlYrVaOHTtWZn7FgQMHuHjxIhcvXuTAgQP06tXrrt+HiNRdV65c4dSpU2bHEJFarEGDBhQVFRlnXJ0/fx47O5Uh6zL91xWRem/NmjUEBQUxffp0Y4BkRf0r1ddSREQq68iRIwwcOJABAwYA8O233xpDcSoSERFBWFgYp0+fxs/Pj02bNjF69Gg++eQT+vfvz7///W+jbZO/vz/e3t7069eP2bNnG23GbpxfERISUmZ+hdQdd3vwQqTUnj17GDx4MM8//zxQ0kLnxRdfNDmViNQ2I0eOZNy4ceTm5vLGG28wYsQIXnjhBbNjiQ2pXYaI1GsjRoxg7NixWCwW3nzzTRYvXsyiRYuq5LlrYk/LgoICoGZmExGp6xYtWsQ777zDmDFjAGjTpg1ffPHFLR+zfPnycteran6F1H5Hjhxh1qxZFBQUsG/fPr799lvWr1//qwcwRCoSGxtLfHw8I0eOBEpa6Jw9e9bkVCJS2wwaNIh27drx2WefYbVa+fvf/06rVq3MjiU2pCKzVInk5GRee+01cnNzsVqtWK1WLBYLR44cMTuayC3dd999xuXQ0FBjl8Yv+1pmZ2fj4eEBUOH6L9XEnpaNGzcGamY29bUUkfrgt7/9bZnrOm1U7lZlDl6I3EqDBg1wcnIyO4aI1HKLFy8mJCSEp59+2uwoUk30qVaqxLJly1ixYgWHDx/myJEjHD16VAVmsZlly5bd1trtyMnJMS7v3r2b1q1bAyV9LZOSkrh27Rrp6emkpaXRoUMH2rdvT1paGunp6Vy7do2kpCQCAgIq90ZERKRe+e1vf8uRI0ewWCwUFhbyzjvvaEePVAkdvJCq9NBDD7Ft2zaKiopIS0sjOjqazp07mx1LRGqZVq1aMWvWLEJDQ1m3bh0//fST2ZHExrSTWapE06ZN9SVJqs2///3vm9ZSU1OJjIy85eMiIiI4dOgQeXl5+Pn5MX78eA4dOsS3334LgJeXF/PmzQOgdevWDBgwgIEDB2Jvb8+cOXOwt7cHYM6cOTz//PMUFRUxbNgwozAtIiJyK1FRUSxYsIDs7Gz8/Pzo2bNnhe0tRG7XLw9erF69Wp/L5a7Mnj2bt99+GwcHByIiIujduzdjx441O5ZUg6KiIn788UeKioqMtebNm5uYSGqz0NBQQkNDOXXqFFu2bGHQoEE8+uijhIaG0qNHD7PjiQ2oyCx3JTk5GQAfHx8mTpxI3759cXBwMG7v37+/WdGkDlq7di3r1q0jPT2doKAgY/3y5cs8+uijv/r48vpahoaGVnj/MWPGGKee3sjf3x9/f//bTC0iIlLi9OnTvP7662XWDh8+zO9//3uTEkldUN7Bizlz5pgdS2qxRo0aMWnSJCZNmmR2FKlGH3zwAbGxsdx3331lzobYtm2biamktisqKuLUqVOcOnUKV1dXHnnkEd5//302bNjAG2+8YXY8qWI2LzKX7vTz8PBg5cqVpKenExERwYULF2jXrh1Lly7FwcGBa9euMXXqVL7++mtcXFx44403uP/++wFYuXIl8fHx2NnZMWvWLHr37g2U7FxcsGABxcXFhIaGGpO1pfrs3bvXuNyoUSM++eSTMreryCxVKSgoCD8/P5YvX87kyZON9SZNmuDi4mJiMhERkV83f/58EhISfnVN5E64ubnddPBCpDJKZ5NU5O23366mJDXDjZta6kOhdfXq1ezcuRNXV1ezo0gdsXDhQvbt20ePHj148cUX6dChg3HbE088YWIysRWbF5lLT9fKz88H4LXXXmPUqFEEBgYyZ84c4uPjeeqpp9i0aRP33nsvH3/8MUlJSbz22mvExMTwww8/kJSURFJSEtnZ2YSHh7Nr1y4A5s2bx3vvvYeHhwchISEEBATw0EMP2fotyQ0WLVpkdgSpR5ycnHBycmL58uVlTuUqKCigoKBAp3KJzfz888+8++67ZGZmMn/+fNLS0jh9+jSPP/642dFEpBY4evQoR48e5fz587z33nvGen5+fplTkkXuRHR0NBaLpcLbZ82aVY1ppC549tlngZKzVX/88UcGDRoEQFJSEk2bNjUzmlQDT09PDXyUKvXII48wceJEY/j8jeLj4/m///f/qvVkHWPTiRBZWVns27ePkJAQAKxWK5999plxxGLIkCGkpKQAsGfPHoYMGQKUHNH49NNPsVqtpKSkEBgYiIODA97e3rRo0YLjx49z/PhxWrRogbe3Nw4ODgQGBhrPJdVv6dKl5OfnU1hYyDPPPEOPHj3YunWr2bGkjvrwww/5wx/+wLPPPssLL7xg/BGxlenTp+Pg4MCxY8cA8PDwICYmxuRUIlJbFBYWUlBQQFFREZcvXzb+ODo68re//c3seFJL+fj40K5dO65evcrXX39NixYtaNGiBSdPnuTatWtmx5NaqFu3bnTr1o0jR44QExNDQEAAAQEBvP7663zxxRdmx6tWN+5iLu96XeTt7c3IkSNZuXIl7733nvFHpLKGDRtWboEZSjaQTZ06tZoTia3ZdCfzwoULiYyM5PLlywDk5eVx77330qBByct6enqSnZ0NQHZ2tjEVuUGDBjg5OZGXl0d2djYdO3Y0ntPDw8N4jKenZ5n148ePl5vj5MmT5a4XFBRg4zp7jVRQUFDhz6SyPvnkE6ZOncrHH3+Ml5cXsbGxPP300wwePLhKX0cEYNWqVTqVS6rVmTNniImJISkpCShpD2S1Wk1OJSK1RWnhZsiQIXh5eZkdR+qI0g0669atY+3atcZ3rLCwMJ5++mkzo0kt9/PPP5Oeno63tzcA6enp/PzzzyanEltr3rw5zZs3p7CwkMLCQrPjSD2g71N1j82KzHv37sXNzQ0fHx8OHjxoq5e5LW3bti13veSIypXqDVMDNG7cuMKfCZQMoLlT169fB2Dfvn388Y9/1Gk2YlM6lUuqm4ODA1euXDFOSz5z5kyZIaciIrejUaNGLFmyhB9++IGrV68a66tXrzYxldR2Fy9eJD8/35hPUVBQwMWLF01OJbXZ9OnTGTlyJN7e3litVs6dO8e8efPMjiU29tJLLwEYmwSbNGliZhypB27V8klqJ5sVmY8cOcKePXtITU3l6tWr5Ofns2DBAi5dusT169dp0KABWVlZeHh4ACU7kTMzM/H09OT69ev89NNPuLq64uHhQVZWlvG82dnZxmMqWpfq9/jjj/PHP/6Rhg0bEhUVxfnz57nnnnvMjiV1TOnpWqWncj322GNlCn3h4eFmRZM6bvz48Tz//PNkZmYyefJkjh49qp70InLHpkyZwoABA9i3bx+vvvoqCQkJuLm5mR1LarnRo0czZMgQunfvjtVq5fPPP2f8+PFmx5JazM/Pj+TkZE6dOgVAy5YtdXC9Hvj++++ZOnWqcZDK1dWVJUuWqGeuiNw2mxWZJ0+ezOTJkwE4ePAg7777Lq+//joTJkxg165dBAYGkpCQQEBAAAABAQEkJCTQuXNndu3aRY8ePbBYLAQEBDB58mTCw8PJzs4mLS2NDh06YLVaSUtLIz09HQ8PD5KSkjRV2UQTJkzg+eefx8nJCXt7exo2bMiKFSvMjiV1TOlRdZ3KJdWtZ8+e/O53v+PLL7/EarUyc+ZMFYYEgNOnTxMVFUVubi7bt2/n22+/Zc+ePYwdO9bsaFIDXbhwgdDQUFavXm200Bg2bJjZsaSWGzZsGH5+fnz55ZdYLBamTJlCs2bNzI4ltVhhYSHr1683+jB369aN4cOH85vf/MbkZGJLc+bMYdq0afTo0QMoqePMnj2b9evXm5xM6ir9m1L32LQnc3kiIyOZNGkSMTExtG3bltDQUABCQkKIjIykX79+ODs788YbbwDQunVrBgwYwMCBA7G3t2fOnDnY29sDJf8IPv/88xQVFTFs2DAdYTPR8OHDSUhIMK43btyYp59+usyayN0qPYVLpLp8/fXXZa6XfmnPzMwkMzOTdu3amRFLapDZs2czdepU5syZA0CbNm2YMmWKisxSrtKeue7u7uzbtw93d3e1NZAqcfz4caPlXelGHZHKioqK4vr164wYMQKAjz76iKioKBYsWGBysuqzbdu2MsP+tm3bZmKa6lFQUGAUmAG6d+/+/+dYiVRednY2Z8+epaioyFjr2rUrABs3bjQrlthItRSZu3fvTvfu3YGS09zj4+Nvus8999xT4XTtMWPGMGbMmJvW/f398ff3r9qwckf++9//kp2dzZUrV/jmm2+Mxu35+fkaDiE28+KLL9605uTkhI+PD2FhYWrVIlVm8eLFAFy7do0TJ07wyCOPAPDdd9/h4+PDhg0bzIwnNcDPP/9Mhw4dyqyVHgwX+aUxY8bw008/8corrxAdHc3ly5eZPn262bHgo6kKAAAgAElEQVSklnvttdf46quvjILYBx98wLFjx4iIiDA5mdRWX331FR999JFx3dfXl0GDBpmYSKqDt7c3/+f//B8GDx4MlBxcKB3+KFIZy5Yt45///CetWrUq8/m4tMgsdU+172SWuuXAgQNs2bKFrKwsFi9ebBSZHR0d9cFWbOb+++8nLy+PwMBAAHbs2EGTJk1IS0tj1qxZLFu2zOSEUld88MEHQMku+i1bthhF5u+//57Y2Fgzo0kN4erqypkzZ4zBJTt37tRp6lKhjh074uTkhJOTk/Hvi8jd2r9/P1u3bsXOzg6AIUOGEBwcrM/iUmn29vacOXOGBx54AID09PR6eQC1PuxevtHChQt56623jJ7uv//971m4cKHJqaQ22717Nzt37lRP93pERWa5K0OGDGHIkCHs2rWLJ554osL7JSQkMGTIkGpMJnXZ0aNH2bx5s3E9ICCAYcOGsXnzZqPwLFKVTp8+bRSYAR5++GH+85//mJhIaoq5c+cye/ZsTp06Re/evbn//vt1oEsqNGLECLy8vBgwYAD9+/fH2dnZ7EhSR1y6dAkXFxcAfvrpJ5PTSG03depU/vKXv+Dt7Y3VauXcuXMqNtYDzs7OzJo1y+wYUod4e3tTWFioInM9oiKzVIlbFZgBVq9erSKzVJmCggLOnTtH8+bNATh37pzRL0zDA8QWHnnkEWbOnGmcKrpt27YyRWepv7y9vXn//fcpKCiguLgYR0dHsyNJDbZr1y6OHz9OUlISb7/9Ng899BADBw40Tk0WqYwXXniBIUOG0L17d6xWK59//jlTpkwxO5bUYr6+viQnJ3Pq1CkAWrZsqSJRHbZgwQJmzpxZbktCgLfffruaE0ld0ahRI4KDg/H19S3zb4gOZtRdKjJLtShtoyFSFaZNm8ZTTz1l9AjLyMhg7ty5FBQUEBwcbHI6qYsWLVrEunXrWL16NVDSR6x0GI7UT++9994tbw8PD6+mJFLbdOjQgQ4dOvDCCy+wePFipk2bpiKz3JUnn3ySbt268dVXXwEwZcoUte2Ru7JmzRqCgoJo06YNABcvXmTTpk08/fTTJicTWyj9HfTss8+anETqmoCAAA2irWdUZJZqUdqrUqQq+Pv7l9ld8eCDDxrD/kaNGmViMqmr7rnnHkaNGqW/X2K4fPkyUNJK5auvvjI+QO/du5f27dubGU1qsPz8fD7++GOSkpJIT0+nb9++bNq0yexYUst9/PHH9OjRgz59+gAlrTN2795N3759TU4mtdXGjRvLFJSdnZ1VZK7DfHx8ADh58iTPPPNMmdtWrVpFt27dzIgldcCQIUO4du0aaWlpQMn3dp15XLepyCzVQjuZpSp8+umnxul7Nzpz5gwA/fv3NyOW1AMBAQHlHixLSUkxIY3UBC+99BIATz/9NFu2bDHaZLz00ku88MILZkaTGmzQoEH07duXcePG0blzZ7PjSB0RGxtLv379jOv33nsvsbGxKjJLpRUXF2O1Wo3PPkVFRRQWFpqcSmwtMTHxpiJzQkLCTWsit+vgwYNMmzYNLy8vrFYrmZmZLFmyhK5du5odTWxERWapEunp6UbrgvLWHn30UTNiSR3z+eef4+vry969e8u9XUVmsZUbB01eu3aNf/7zn1y8eNHERFJT/Pjjj2V6zDk4OPDjjz+amEhqspSUFJ3dJVWuuLj4prWioiITkkhd0atXLyZOnEhYWBgA69evp3fv3ianElvZvn0727dvJyMjo0xf5suXL2tArdyVJUuW8M4779CyZUug5AzAyZMns2XLFpOTia2oyCxVYsKECSQkJJRZe/nll41/PObMmWNGLKljJkyYAJT0xxWpTq6urmWujxo1iqFDh/Lyyy+blEhqiuDgYEJCQoxdhLt379agW7lJ6VClMWPGlHu7hirJ3fDx8WHRokVGK4M1a9bQrl07k1NJbRYZGcmGDRtYt24dAH/4wx8IDQ01OZXYSufOnWnWrBl5eXll+jI3adJEg67lrhQWFhoFZihpl6GzIuo2FZnlrvznP//hhx9+4KeffirTwiA/P5+rV6+amEzqsh9//JHly5eTk5PDP/7xD3744QeOHj2qD79iM19//bVxubi4mBMnTnD9+nUTE0lNMWbMGPz8/Pjiiy+AkoNgv/vd70xOJTWNhiqJLc2ePZu///3vTJw4EYvFQs+ePbXBQ+6KnZ0dI0aMqHDI8fjx43nrrbeqOZXYipeXF15eXmzYsMHsKFLH+Pj4MHPmTAYNGgTAtm3bjB7gUjepyCx35fTp0+zbt4+ffvqpTAuDJk2aEB0dbWIyqcumTZvG0KFDjZ1f//M//8OkSZNUZBabWbx4sXG5QYMG3H///cTExJiYSGqKc+fO4erqWqYf6rlz52jevLmJqaSm8fHxoaioiA0bNvD666+bHUfqmMaNGzNlypQKb4+Ojmb27NnVmEjquvT0dLMjiA0cO3aM6OhoTp06RWFhIUVFRTRq1IgjR46YHa1WOn/+PEuXLuWVV1656azI+uLVV19lzZo1fPDBBwB06dKFp556yuRUYksqMstd6du3L3379uXo0aMaYCPVJi8vj4EDBxIXFweUFP3s7OxMTiV12cKFC8vtOy9y45C/q1evkpGRwYMPPkhSUpKJqaQmsre359y5c1y7dq1MH28RW1OBSKrarXrLFxUVMWzYMDw8PFi5ciXp6elERERw4cIF2rVrx9KlS/VvYA01b9483njjDV5++WU2b95MYmIiaWlpZseqtdavX88333zD+vXrK2yXVdc5ODgQHh5OeHi42VGkmtyyyHxj+4PyaMiWlGrRogVvv/02Z8+eLXMKuXrnii00btyYvLw84wPusWPHcHJyMjmV1GW/1nde6q9t27aVuf7111+zdu1ak9JITeft7c2IESMICAigcePGxrq+fIlIXbF69WpatWpFfn4+AK+99hqjRo0iMDCQOXPmEB8fr52MNViLFi0oKirC3t6eYcOGERwczOTJk82OVeucP3+elJQUrFYru3fvJiwsrF7tZn755Zd58803CQoKKvf2X35+/qXp06ezb98+mjZtyvbt2wG4cOECkyZN4uzZs3h5eRETE4OzszNWq5UFCxawf/9+GjZsyOLFi425BAkJCaxYsQIoaXGnuSm2d8sic2n7g9zcXI4ePUqPHj0AOHjwIJ07d1aRWQxjx47l97//Pb6+vtjb25sdR+q4adOmMWbMGM6cOUNYWBh5eXm8+eabZseSOuhu+s5nZmYydepUcnNzsVgs/OlPf+KZZ56p8AOS1A3t2rXj+PHjZseQGuqBBx7ggQcewGq1cvnyZbPjiIhUitVqLXc9KyuLffv28eKLL/L+++9jtVr57LPPjDZBQ4YMITY2VkXmGqpRo0Zcu3aNtm3bsnTpUtzd3SkuLjY7Vq20fv1642dXXFxc73Yzz5w5E6j8YOOhQ4fy5z//mVdeecVYi4uLw9fXl9GjRxMXF0dcXByRkZGkpqaSlpZGcnIyX375JVFRUWzatIkLFy4QGxvL5s2bsVgsDB06lICAAH3vsrFbFplLd6E+++yzJCUl4e7uDkBOTg7Tp0+3fToby8vLo2HDXB58sP4Upxo2zCAvr2mVP+/PP/9MZGRklT+vSHnatWvHhx9+yOnTp7FarTz44IP85je/MTuW1EF303fe3t6eadOm0a5dO/Lz8xk2bBg9e/Zky5Yt5X5AktrpvffeMy4XFxfzzTffGJ+XRH7ppZdeAjB2+Dk6OpoZR+qJigqCIhVZtWoVzzzzTIVrFfUAX7hwIZGRkcZBtLy8PO69914aNCgpO3h6epKdnW3D5HI3li5dSnFxMXPmzOH9998nMzNTAx4rad++fcYZ3tevX2fv3r31qshc+ll47dq1N33PWbZs2a9+9+natSsZGRll1lJSUozezsHBwYwcOZLIyEhSUlIIDg7GYrHQqVMnLl26RE5ODocOHaJnz564uLgA0LNnT/71r3/x5JNPVtXblHLcVk/mzMzMMl+Y7rvvPs6dO2ezUFL7PPbYY+zfvx9/f3+zo0g9cfz4cc6ePUtRURHffPMNUPLLRqQq3U3feXd3d+N3p6OjIy1btiQ7O7vCD0hSO924G9Xe3h5/f3+eeOIJExNJTfbVV18xY8YM4++No6MjCxcu1KR1sam//OUvZkeQWiYxMfGmInNCQoKx1qtXr5ses3fvXtzc3PDx8eHgwYOVet2TJ09W6nFSNby8vIzLpQdFf015bQ3eeustNm7ciJubGwARERFGnWDlypXEx8djZ2fHrFmz6N27NwCpqaksWLCA4uJiQkNDGT16NECt7en92GOP8fHHH3P9+nUaNGjA448/bnYkU/z73/++aS01NbVS331yc3ON71bNmjUjNzcXgOzsbDw9PY37lR7M+uW6h4eHDnJVg9sqMvv6+vLcc88RGBgIwI4dO/jDH/5g02DVwdXVle+/b8Tp0y+bHaXaPPjgm7i6Nqzy5129ejUrV67EwcGBBg0aYLVasVgsGjQiNhEZGUl6ejpt2rQx2rNYLBYVmaXK/e///i9//etf2b59e7mD3GbNmnVbz5ORkcHJkyfp2LFjhR+QpHZq1aoVAwYMKLP2z3/+86Y1EYAZM2Ywd+5cunTpAsAXX3zB9OnTf7U3ocitnD59mnfeeYdz586VmY2yevVqoOS0Y5HbsX37drZv305GRgYvvviisX758uVfPcX8yJEj7Nmzh9TUVK5evUp+fj4LFizg0qVLRqEtKysLDw+PCp+jbdu2VfZe6oPDhw9XyfNU1De31K1+R5XX1gBg1KhRPPfcc2XWfvjhB5KSkkhKSiI7O5vw8HB27doFlAwdfO+99/Dw8CAkJISAgAAeeuihWtvTOywsjJSUFADs7OwICwszOVH1Wrt2LevWrePMmTNl/n5dvnz5jjfulMdisdxyAOmdqugAV0FBAWBXZa9TmxQUFFTqwN9tFZnnzJlDcnIyX3zxBQDDhw+nX79+d/xiUncdPXrU7AhSj5w4cYIdO3ZU6S+W6vS///u/nDp1ypTXLn1ds1oetWzZkr/+9a+mvHZltGrVCuCudhlevnyZCRMmMGPGjJtOjb/VByTt5qkd4uLibiool7cmAiW73UsLzABdunQxTiMXqayXX36ZsLAw/vSnP2FnVz+/DEvV6Ny5M82aNSMvL49nn33WWG/SpAmPPPLILR87efJkY0DcwYMHeffdd3n99deZMGECu3btIjAwkISEBAICAmz6HuTOVbZvLpTf1qAiKSkpBAYG4uDggLe3Ny1atDDmWLRo0QJvb28AAgMDSUlJoVWrVrW2p7ebmxt9+vRh586d9O3bt14N/YOSAxd+fn4sX768zODIJk2aGO0r7lTTpk3JycnB3d2dnJwcY6e8h4cHWVlZxv1KD2Z5eHhw6NAhYz07O5tu3bqV+9wVHeAqGdJ8pVJ5a7vGjRtX+HO51QGu2/5U279/fw36kwp9/vnn5a537dq1mpPUfefPn2fp0qW88sor9e6XVanWrVvz3//+t9b2PT116hRffvkfrlzx+vU7V7EGDUqKnAcPVv8vy4YNz1b7a96t0i9ClZ1EXFhYyIQJEwgKCjJ+h1b0AemXtJvnzlTVbp7btX//flJTU8nOzmb+/PnGen5+vk0H4H7wwQesWbPGaM0xdepUm72WVL2uXbsyZ84cAgMDsVgs7Nixg27duvH1118DGNPQRe5EgwYNakXRRWo+Ly8vvLy8eO2113B3d+eee+4B4MqVK2RlZXH//fff8XNGRkYyadIkYmJiaNu2LaGhoVUdW+7SjW0yqsqaNWtITEzEx8eHadOm4ezsTHZ2Nh07djTuc2P7gl+2NTh+/Hit7+kdFhZmDKqvb5ycnHBycuIvf/kLzs7Oxkab/Px8vvzyyzJ/D25XQEAAiYmJjB49msTERPr06WOsf/jhhwQGBvLll1/i5OSEu7s7vXr1Yvny5Vy8eBGAAwcOEBERUXVvUsp1yyLziBEjWLduHZ07dy6z00qtEOSX3nnnHePy1atXOX78OO3atTNO05Oqs379er755pt6N6EWME7bu3z5MoGBgXTo0KHMwL+7OQpf3a5c8apXrXqAWj1k9cZTRks5OTnh4+NDWFiY8SXsRlarlZkzZ9KyZUvCw8ON9Yo+IEnt4uHhgY+PD3v27ClTGGzSpInNzhT47LPPSElJ4aOPPsLBwUGtVmqhb7/9FoDY2Ngy69988w0Wi0Wfm6RSHn/8cdasWUO/fv3K9Cqt7G4xkZdffpn169cb1+3s7Hj55ZfZvHnzbT2+e/fudO/eHQBvb2/i4+NtklOq1o11n8LCQq5fv06jRo3uuO4zYsQIxo4di8Vi4c0332Tx4sUsWrTIFpHLqIlnAT7zzDNkZWWV2Wlbn0RFRZGQkGBcb9y48U1r5YmIiODQoUPk5eXh5+fH+PHjGT16NBMnTiQ+Pp7mzZsTExMDgL+/P/v376dfv340atSIhQsXAiW/A8eOHUtISAgA48aN0+/FanDLIvO6desAtUKQX/fL4l5mZqbxP7dUnfPnz5OSkoLVamX37t2EhYXVq93MN562J1Kd7r//fvLy8srMJmjSpAlpaWnMmjWLZcuW3fSYw4cPs3XrVh5++GEGDx4MlHxgqugDktQubdq0oU2bNgQFBVVbu4N169YxevRoo4jUtGnTanldqTqlQz8rkpCQUOkzJ6T+Kv2yfuOmD4vFYvQDFblTRUVFZQ5YODg4UFhYaGIiqQ431n2sVispKSkcO3bsjp/nvvvuMy6HhoYamzV+2dYgOzvb6NFd3rqrq6t6ettIdZ0BWLpBtZSdnV2Z2QEVWb58ebnrq1atumnNYrEwd+7ccu8fEhJiFJmleqgJnNiEp6cn//nPf8yOUeesX7+e4uJiAIqLi+vdbuaKeij90vDhw9mwYYON00h9cvTo0TK7dwICAhg2bBibN282Cs+/1KVLF7777rtybyvvA5LULi+//DJvvvlmhQVBWwxyS0tL44svvuCNN97gnnvuYerUqXTo0KHKX0fMs3r1ahWZ5Y7t2bPH7AhSx7i5uZGSkmKcbbV79+56tbFFSgp3ffv2JTY2lilTptzRY0vbwkHJ353WrVsDJZ+fJ0+eTHh4ONnZ2aSlpdGhQwesVitpaWmkp6fj4eFBUlISr7/+OhaLhe7du6undy3m7e3N6tWrGTFiBFAyELC097bUTSoyS5WIjo42jlAVFxdz8uRJfve735mcqu7Zt2+fceTv+vXr7N27t14VmW/X1atXzY4gdUxBQQHnzp2jefPmAJw7d+7/TxumTMsWqT9mzpwJVH2bnlGjRvHjjz/etD5x4kSKioq4ePEiGzdu5KuvvmLixImkpKSUOzxSU7LLquyE7OpmtVrNjiC1UGFhIevWrTOGtHfr1o3hw4fr95NU2quvvsqUKVOIjo7GarXy29/+liVLlpgdS2wsOTnZuFxcXMyJEyfKbQl3o/LaGhw6dMhoD+Xl5cW8efOAkrk6AwYMYODAgdjb2zNnzhxjjsWcOXN4/vnnKSoqYtiwYUZhWj29a7dXX32V+fPns2LFCiwWC76+vkRHR5sdS2xIRWapEj4+PsZle3t7AgMD+f3vf29iorrpscce4+OPPzZOGXr88cfNjlQjlVdwEbkb06ZN46mnnjKOvGdkZDB37lwKCgoIDg42OZ2YoXSHztq1a4mMjCxz27Jly25au13vv/9+hbetW7eOfv36YbFY6NChA3Z2duTl5ZU7PFJTssu61YRsqP7BkRXR7y+pjKioKK5fv27sFPvoo4+IiopiwYIFJieT2uqBBx5g48aNXL58GSiZNyB13969e43L9vb2eHl58fe///2WjymvrcGtCsFjxowpd5OUv78//v7+N62rp3ft1rRpU9544w2zY0g1UpFZqsSQIUO4du0aaWlpADz44IPmBqqjwsLCjP56dnZ29XJSrYgZ/P39SU5O5tSpU0DJv3GlOztGjRplYjIx27///e+b1lJTUytdZL6Vvn37cvDgQXr06MHp06cpLCzU6ct1jHYyS2V89dVXfPTRR8Z1X19fBg0aZGIiqa22bt3K4MGDee+998q9/cZBxlL3VMdwPqlfKhqGrb9rdZeKzFIlDh48yLRp0/Dy8sJqtZKZmcmSJUvo2rWr2dHqFDc3N/r06cPOnTvp27evigsV0Jd0sYUTJ05w9uxZioqKjFMAtYu5/lq7di3r1q0jPT2doKAgY/3y5cs8+uijNnnNYcOGMWPGDJ588kl+85vfsHjxYu18rWNs9XdH6jZ7e3vOnDnDAw88AEB6erpxCrrInfj5558BjB3MUr+kp6ezYMECjh07hsVioVOnTsyYMUM9dKXSHnvsMePy1atX2b17t3E2oNRNKjJLlViyZAnvvPMOLVu2BOD06dNMnjyZLVu2mJys7gkLC+PMmTP1ehdzQUEBDRs2xM7OjtOnT3Pq1Cn8/PyM3oNLly41OaHUNZGRkaSnp9OmTRvji7vFYlGRuR4LCgrCz8+P5cuXM3nyZGO9SZMmuLi42OQ1HRwceO2112zy3FI9Ll26RGJionHAqtSsWbOAkp6UIndq6tSp/OUvf8Hb2xur1cq5c+dYuHCh2bGkFgoLC6OoqAhHR0edqVUPTZ48maeeeorY2FgAkpKSiIiIYNOmTSYnk9rqiSeeKHP9ySef5KmnnjIpjVQHFZmlShQWFhoFZig5lbywsNDERHWXm5sbixcvNjuGqf785z+zZs0aLl26xHPPPYePjw87duzg9ddfB+Dhhx82OaHUNSdOnGDHjh3aNSoGJycnnJycjF6Eubm5XL16lYKCAgoKCowhkSI3Gj16NB07duThhx/Gzq7+DWAU2/D19S3T0qlly5Y4ODiYnEpqK3t7e7Zv364icz30888/l9lAMXjwYN555x0TE0ldk5aWRm5urtkxxIZUZJYq4ePjw8yZM43+b9u2bSszDFCkKlmtVho1akR8fDwjRozgr3/9K4MHDzY7ltRhrVu35r///a9O75Kb7Nmzh8WLF5OTk4Obmxvnzp2jVatWJCUlmR1NaqCrV69W2J9Q5E59+umnRoH5RmfOnAGgf//+ZsSSOuDRRx9l3rx5DBw4kEaNGhnr7dq1MzGV2Jqfnx9xcXEMHDgQi8XCjh078Pf358KFCwA2O1NL6q7OnTuX2aTTrFkzpkyZYmIisTUVmaVKvPrqq6xZs4YPPvgAgC5duug0CLEZq9XK0aNH2bZtmzE5vbi42ORUUpfl5eURGBhIhw4djLYsAG+//baJqaQmiImJYcOGDYSHh5OYmMhnn31WZgCXyI0GDx7Mxo0beeyxx8rsNNUXd6mMzz//HF9fX/bu3Vvu7SoyS2WdPHkSgDfffNNYs1gsrF692qxIUg3++c9/ArB+/foy60lJSVgsFmMAvcjtsFqtJCUl6ey+ekZFZqkSDg4OhIeHa+KwVIsZM2awcuVK+vbtS+vWrUlPT6d79+5mx5I6bPz48WZHkBqqQYMGuLq6UlxcTHFxMT169FAvVKnQb37zG5YuXVrmAJW+uEtlTZgwAYBFixaZnETqmoULF9407C09Pd2kNFJd9uzZY3YEqUMsFgv/j727j4u6zvf///gAa4koiMmwejidpdxNzdS9pcZqIOCgiQQRJuuum5zSVj25ZseU2qNsmFmWWrl7VtZdD11spKxASCmCKOLFejIv8qK+xzVXKxlOXClyvBiZ3x+u84sES2PmMwPP++3mLd5vZubz/HBTms9r3p/X+7HHHqOwsNDsKOJGKjJLmygrK+OVV17hiy++wG6343A4MAyDDz/80Oxo0g4NHTqUoUOH0tDQQENDA2FhYc5Nk0RcYejQoXz55Zd89NFHANx111306NHD5FTiCbp168bZs2cZMmQI//7v/05wcDD+/v5mxxIP9ac//Yni4mKCg4PNjiLtyOrVq6+aCwgI4M4776Rv374mJBJvN3PmTPLy8prN/epXv9Km7u3cxYsXefvtt/nggw+Ay+9/J0yY0OwuPpHr0a9fPw4cOMBdd91ldhRxExWZpU0sWrSI1157jR/96EfaGEtc7qOPPuLpp5/m7NmzOBwOunbtyqJFi9QHXFzmvffeY8mSJQwdOhSHw0FmZiZPPfUUY8aMMTuamOx3v/sdN910E+np6RQWFnLmzBlmzJhhdizxULfeemuz/qYibeHgwYMcPHiQ6Oho4PLijx/96Efk5OQwZswYpkyZYnJC8RZ/+9vfOHr0KGfOnGnW67uhoYHz58+bmEzcISMjA7vdzk9/+lMA3n33XTIyMpztCUWu1/79+yksLKRXr17N3v9odXP7pSKztInQ0FB++MMfqsAsbvH000+zYMEC7r77bgA++OADZ4FHxBV+//vfk5ub61y9XFNTw+TJk1Vklmarlh944AETk4g36Ny5M0lJSQwbNqxZT2bdjSPfRWVlJevWraNLly7A5RZPjz32GG+99RbJyckqMsu39umnn7JlyxbOnDnTrNd3ly5dyMzMNDGZuMNHH33UbF+JiIgI7r//fhMTibf74x//aHYEcTMVmaVNzJkzhylTpjB06NBmF03q0Syu4Ovr6ywww+WNJv389OtMXMfhcDRrjxEUFITD4TAxkZjt67tlX6F2UXIto0aNYtSoUWbHkHamurq62fvv733ve3z55ZfcfPPNzeZFvsmV31F79+5l8ODBZscRN/P19eXEiRP88z//M3C5D7evr6/JqcSbLV++nCVLljSbmzNnzlVz0n6oKiNtYvny5fj7+3P+/HkuXrxodhxp54YMGcL8+fOJj4/HMAzee+89hg4dyqFDhwDo37+/yQmlvRkxYgSPPPII8fHxwOX2GZGRkSanEjPt3bvX7AjihbTaXVwhISGBhx56iNjYWODy5l3jxo2jsbGR2267zeR04o02bdpEnz59uOmmm3j00Uf55JNPSE9PJwBGfAwAACAASURBVDEx0exo4kJPPfUUv/jFL5ybPn7++efazFi+k6NHjzYbX7p0yXnNLu2TiszSJqqqqli/fr3ZMaSD+PjjjwH47W9/C+BcUXr48GEMw+D11183LZu0T3PnzmXjxo3O1akTJkzAarWanEpEvE1MTEyLK+BLS0tNSCPtxYwZM4iMjHT+P+o3v/kNAwYMAODll182M5p4qe3bt/PUU0+xadMmevfuzYoVK/jZz36mInM79+Mf/5gJEyawc+dOunXrxogRI7SiXW7IypUr+f3vf8/58+f58Y9/DFy+Zu/UqRMPPfSQyenElVRkljYRGRlJRUUFI0aMMDuKdADR0dEYhuEsLhuGoV3UxeVGjx7N6NGjzY4hIl7sL3/5i/PrCxcu8P7771NfX29iImkvzp8/T0BAAA8++CA1NTWcPHnSuRpR5HrZ7XYAtmzZwpgxY+jatavJicQdnnrqKQICApg+fToA69evZ86cObz66qsmJxNv89hjj/HYY4/x8ssv8+STT5odR9xIRWZpE2+//TZ/+tOf6NSpE35+fupJKS516NAhDh48SExMDA6Hw7mL+jvvvMPo0aO1wY20GfXdFZG21L1792bjyZMnk5yczK9+9SuTEkl7sGLFCg4ePMinn37Kgw8+yMWLF5kzZw45OTlmRxMvFR0dzZgxY7j55pvJyMigpqaGm266yexY4mL/8z//w3vvvecc33PPPYwdO9bEROLtRo4cSWNjI/7+/hQUFHD48GF+8Ytf0Lt3b7OjiYuoyCxtYu/evdTV1fH3v/+d8+fPmx1H2rnWdlF/8803tYu6tCn13RWRtvTVPoRNTU0cPHjQuWJQ5EZt2rSJ/Px8Z89vi8XC2bNnTU4l3uzf//3fefTRR+natSu+vr507tyZ3/3ud2bHEhfr168f+/btY9CgQQDs37+fO++80+RU4s0yMjJ49913+fjjj1m9ejXjx49n7ty5vPnmm2ZHExdRkVnaxNq1a3n99deprKzkjjvuYP/+/QwePJihQ4eaHU3aIe2iLiIi3mjx4sXOuyP8/Pzo3bs3r7zyismpxNt973vfwzAM59+txsZGkxOJt9q5cycREREUFxe3+P24uDg3JxJ3OnToEKmpqfTq1QuAL774gh/84AckJCQAUFhYaGY88UJ+fn4YhkFJSQk/+9nPGD9+PLm5uWbHEhdSkVnaxOuvv05ubi4PPfQQb7zxBn/7299YtmyZ2bGkndIu6iIi4o1WrVrFxo0b+fzzz7l06RIARUVF/Nu//ZvJycRbORwORo4cyfz58zl9+jRr1qzhL3/5izZWkhvywQcfEBERQVlZWYvfV5G5fVu1apXZEaSd6dKlCytXrqSwsJA333yTpqYm3cHVzqnILG2iU6dOzj5dFy5c4LbbbuPTTz81OZW0V9pFXUREvNH06dPp1q0b/fr1U39TaROGYbBx40bmzZtHly5d+PTTT5k5cybDhw83O5p4oS5durB69Wr69Olz1Sbb0v6pT660tWXLlrF+/Xqee+45evbsyRdffMEjjzxidixxIRWZpU2EhoZy+vRpRo0aRVpaGt26dXPeZiPiCgMGDHAWlkVERLyBzWbjj3/8o9kxpJ3p168fXbt2Ze7cuWZHES93pdXKp59+ykcffURsbKxzk2297xaR69WzZ0/S0tKc4169epGUlGRiInE1FZmlTfz2t78FLm/ANmzYMM6cOcO9995rcioRERERzzF48GA++eQTfvSjH5kdRdqR/fv3U1hYSK9evejcubNzXv1T5Xpdad3zs5/9jHXr1hEQEOCcf+yxx8yMJiJeqLi4mJdeeonq6mocDgcOhwPDMJx3JEv7oyKztDlt9iciIiJytT179pCXl0fv3r2bbVSrYqB8F1odL23tyy+/bPY7qlOnTnz55ZcmJhIRb7RkyRJ+//vfa9+kDkRFZjFVeno6W7ZsoUePHqxfvx6A1157jTVr1hAcHAzA7NmziYqKAmDlypXk5ubi4+PDr3/9a+dq6fLycp577jmampoYP348U6dOBeDkyZPMnj2buro6+vfvz4svvkinTp24cOECTz31FIcOHSIoKIhly5bxT//0Tyb8BERERKSj+MMf/mB2BGmH1EdV2lpSUhIpKSlYrVYASkpKSE5ONjmViHibHj16qMDcwajILKZKTk7m5z//+VU95CZPnnxVQ/ijR49SVFREUVERNpuNtLQ0Nm7cCMCzzz7L6tWrsVgspKSkEBMTw+23385LL73E5MmTiY+PZ/78+eTm5jJx4kTWrl1Lt27d2LRpE0VFRbz00kssX77cbectIiIiHY+KgSLiDaZNm0ZkZCQffPABAM8//zz9+vUzOZWIeJs777yTWbNmMWrUqGZ3R8TFxZmYSlzJx+wA0rENGTKEwMDAb/XY0tJS4uPj6dSpE2FhYdx6660cOHCAAwcOcOuttxIWFkanTp2Ij4+ntLQUh8PBrl27GD16NAAPPPAApaWlAGzevJkHHngAgNGjR7Nz507n7skiIiIi4jlqamqYN28etbW1ZkcR6TD69+/Pww8/zMMPP6wCs4jckLNnz9K5c2e2b99OWVmZ84+0X1rJLB7prbfeIj8/nzvvvJN58+YRGBiIzWZj4MCBzsdYLBZsNhsAoaGhzeYPHDhAbW0t3bp1w8/Pz/mYK4+32Wx8//vfB8DPz4+uXbtSW1vrbNEhIiIi4smOHTvGE0884RyfPHmSmTNncubMmetuO+bpcnJyOHz4MDk5OUybNs3sOCIiIvItPP/882ZHEDdTkVk8zk9/+lOmT5+OYRi88sorLF682NRfTkeOHDHt2CIiIiItCQ8Pp6CgAIBLly4RGRmJ1Wpl3bp119V2zNfX14z431pNTY3zDrWSkhJSU1Pp3r272bFERETkG1RWVpKZmcmHH34IwN13380zzzzTbJGgtC8qMovHueWWW5xfjx8/nl/+8pfA5RXKlZWVzu/ZbDYsFgtAi/Pdu3fn9OnT2O12/Pz8qKysdD7eYrFw6tQpQkNDsdvtnDlzptULlr59+7b5ObZne/bsMTuCiIhIh7Jz507CwsKu2fO5tbZjgwcPdmPS65eTk0NTUxMATU1NWs0sIiLiJdLT0xk3bhyvvPIKAO+++y7p6emsXr3a5GTiKurJLB6nqqrK+XVJSQl9+vQBICYmhqKiIi5cuMDJkyc5fvw4d911FwMGDOD48eOcPHmSCxcuUFRURExMDIZhMGzYMOfmgHl5ecTExDhfKy8vD4CNGzdyzz33YBiGm89URERE5LsrKipi3LhxzvFbb71FQkIC6enp1NfXA5c/hP96e7ErbcQ82ZYtW7Db7QDY7Xb1chQREfESNTU1PPjgg/j5+eHn50dycjI1NTVmxxIX0kpmMdXs2bPZvXs3tbW1REZG8vjjj7N7924+/vhj4PIu7M8++ywAffr04b777mPs2LH4+voyf/585y2e8+fP59FHH+XSpUs8+OCDzsL0nDlzeOKJJ1i+fDl9+/Zl/PjxAKSkpDBnzhysViuBgYEsW7bMhLMXERER+W4uXLjA5s2befLJJ4G2aTvmSa3CBg4cyH//939z6dIlfH19GTRokEflExERkZYFBQVRUFDg/CB8/fr1BAUFmZxKXElFZjHV0qVLr5q7UghuybRp01q8RTIqKsq5qc1XhYWFkZube9X8TTfdxKuvvnqdaUVEREQ8S3l5Of3793e2G7uRtmNf50mtwqZNm8aHH37oLDJPmzbNo3oyq02YSPuVkJDg/LqwsNDEJCLeadGiRWRmZvL8889jGAaDBw9m8eLFZscSF1K7DBERERERL1VUVER8fLxzfL1txzxdcHAwsbGxGIbBqFGjPKrALCIiIq179dVXeeGFF9i1axc7d+5k0aJFWuzXzmkls4iIiIiIF2psbGTHjh3O1mIAS5Ysue62Y54uNTWVEydOkJqaanYUEekgvrqK+cpYq5lFrs8nn3xCYGCgcxwUFKSWV+2ciswiIiIiIl7I39+fv/71r83mlixZ0urjW2s75umCg4N1e62IiIiXaWpqor6+3llorqur49KlSyanEldSkVlERERERERERETazL/+678yYcIExowZA8CGDRuce0VI++Synsznz58nJSWF+++/n/j4eGfflZMnTzJ+/HisViuzZs3iwoULwOWdsWfNmoXVamX8+PF89tlnztdauXIlVquV0aNHs23bNud8eXk5o0ePxmq1kpWV5apTERERERERERERkW8pKSmJFStWcMstt3DLLbewYsUKkpKSzI4lLuSylcydOnUiOzubLl26cPHiRSZOnEhkZCSrV69m8uTJxMfHM3/+fHJzc5k4cSJr166lW7dubNq0iaKiIl566SWWL1/O0aNHKSoqoqioCJvNRlpaGhs3bgTg2WefZfXq1VgsFlJSUoiJieH222931SmJiIiIiIiIiIjIt3D77berTteBuGwls2EYdOnSBQC73Y7dbscwDHbt2sXo0aMBeOCBBygtLQVg8+bNPPDAAwCMHj2anTt34nA4KC0tJT4+nk6dOhEWFsatt97KgQMHOHDgALfeeithYWF06tSJ+Ph452uJiIiIiIiI1NTUMG/ePGpra82OIl7k65v8adM/EZFv5tKezJcuXSI5OZkTJ04wceJEwsLC6NatG35+lw8bGhqKzWYDwGaz8f3vf/9yKD8/unbtSm1tLTabjYEDBzpf02KxOJ8TGhrabP7AgQMt5mht98rGxkZcWGf3WI2NjdrRU0REREREWnTp0iUefPBBLBYLK1eu5OTJk8yePZu6ujr69+/Piy++SKdOncyO+a3k5ORw+PBhcnJyvHLjSxEREW/h0iKzr68vBQUFnD59mhkzZnDs2DFXHq5Vffv2bXHe398fOOfeMB7A39+/1Z8JwJ49e9yYRq5XTU0NL774InPnzqV79+5mxxERERGRdub111/ntttuo6GhAYCXXnqpxZaHnq6mpobS0lIcDgclJSWkpqbq/bN8a1q9LCJyfdyyjLdbt24MGzaMffv2cfr0aex2OwCVlZVYLBbg8krkU6dOAZfba5w5c4bu3btjsViorKx0vpbNZsNisbQ6L9LefXU1hoiIiEh7p3YH7lVZWcmWLVtISUkBwOFwtNry0NPl5OTQ1NQEQFNTk94/i4iIuJDLVjLX1NTg5+dHt27dOHfuHDt27GDKlCkMGzaMjRs3Eh8fT15eHjExMQDExMSQl5fH4MGD2bhxI/fccw+GYRATE8OTTz5JWloaNpuN48ePc9ddd+FwODh+/DgnT57EYrFQVFTEyy+/7KrTEfEIWo0hIiIiHY3aHbjXokWLmDNnDmfPngWgtra21ZaHX+dpLfk2b97sXOBkt9spLS1l5MiR5oYSERFpp1xWZK6qqmLevHlcunQJh8PBmDFjiI6O5vbbb+eJJ55g+fLl9O3bl/HjxwOQkpLCnDlzsFqtBAYGsmzZMgD69OnDfffdx9ixY/H19WX+/Pn4+voCMH/+fB599FFnz7A+ffq46nREPEJLqzF0sSUiIiLtlT5gd6+ysjKCg4O58847+etf/3rdz79WSz4zxMTEsGnTJux2O35+fsTGxnpURrUpFBGR9sRlReY77riD/Pz8q+bDwsLIzc29av6mm27i1VdfbfG1pk2b1mIhLSoqiqioqO8eVsRLbNmypdlqjLKyMhWZRUREpN3SB+zu9eGHH7J582bKy8s5f/48DQ0NPPfcc86Wh35+fs1aHnq61NRUZ2sPHx8fUlNTTU4kIiLSfrmlJ7OItI2RI0c6b1X08/MjOjra5EQiIiIirtPSB+ziOk8++STl5eVs3ryZpUuXcs899/Dyyy87Wx4CzVoeerrg4GBiY2MxDINRo0ZpFbyIiIgLqcgs4kVSU1Px8bn8z1arMURERKS90wfsnmHOnDmsXr0aq9VKXV2ds+WhN0hNTaVfv3563ywiIuJiKjKLeBGtxvhu0tPTiYiIYNy4cc65uro60tLSiIuLIy0tjfr6euDyTuoLFy7EarWSkJDAoUOHnM/Jy8sjLi6OuLg48vLy3H4eIiIiHYU+YDfPsGHDWLlyJfD/tzzctGkTr776Kp06dTI53bcXHBzM4sWL9b5ZRETExVRkFvEyWo1x45KTk1m1alWzuaysLCIiIiguLiYiIoKsrCwAysvLOX78OMXFxWRmZpKRkQFcLkqvWLGCNWvWsHbtWlasWOEsTIuIiEjbCg4OZvjw4QDce++9KhSKiIiIeCgVmUW8jFZj3LghQ4YQGBjYbK60tJSkpCQAkpKSKCkpaTZvGAaDBg3i9OnTVFVVUVFRwfDhwwkKCiIwMJDhw4ezbds2t5+LiIhIR3HhwgUAzp8/b3ISERGRb6empoZ58+ZRW1trdhQRt1GRWUQ6tOrqakJCQgDo2bMn1dXVANhsNkJDQ52PCw0NxWazXTVvsViw2WzuDS0iItJB1NTUsHPnTgB27Nihi3URD3b+/HlSUlK4//77iY+P59VXXwXg5MmTjB8/HqvVyqxZs5wfHHm6hIQE5x+R65WTk8Phw4fJyckxO4qI2/iZHUBExFMYhoFhGG32ekeOHGlxvrGxkY76GV9jY2OrPxcREZGvy87OpqmpCYCmpiays7OZNWuWyalEpCWdOnUiOzubLl26cPHiRSZOnEhkZCSrV69m8uTJxMfHM3/+fHJzc5k4caLZcUVcpqamhtLSUhwOByUlJaSmpupO5DZw7NgxnnjiCef45MmTzJw5kzNnzrBmzRqCg4MBmD17NlFRUQCsXLmS3NxcfHx8+PWvf829995rSvaOomNWOURE/qFHjx5UVVUBUFVV5fwfk8ViobKy0vm4yspKLBbLVfM2mw2LxdLia/ft27fFP/7+/i48I8/m7+/f6s+lvWlpo8nXXnuNe++9l8TERBITE9m6dauJCUVEPF95eXmzsX5vinguwzDo0qULAHa7HbvdjmEY7Nq1i9GjRwPwwAMPUFpaambMb+Xrq5e1mlmuR05OTrMPSLWauW2Eh4dTUFBAQUEB69ato3PnzlitVgAmT57s/N6VAvPRo0cpKiqiqKiIVatW8Zvf/IZLly6ZeQrtnorMItKhxcTEkJ+fD0B+fj6xsbHN5h0OB/v27aNr166EhIQwYsQIKioqqK+vp76+noqKCkaMGGHmKYiHammjSWj5DZCIiLTM4XBccywinuXSpUskJibyk5/8hJ/85CeEhYXRrVs3/Pwu30R9pQWdSHu2ZcsW7HY7cPkDl7KyMpMTtT87d+4kLCyM3r17t/qY0tJS4uPj6dSpE2FhYdx6660cOHDAjSk7HrXLEJEOY/bs2ezevZva2loiIyN5/PHHmTp1KrNmzSI3N5devXqxfPlyAKKioti6dStWq5XOnTuzaNEiAIKCgpg+fTopKSkAzJgxg6CgINPOSTzXkCFD+Oyzz8yOISLi1SIjI5tdnI8cOdK8MCLyjXx9fSkoKOD06dPMmDGDY8eOfevnenpLNU/PJ55j5MiRbNq0Cbvdjp+fH9HR0WZHaneKioqa3TH61ltvkZ+fz5133sm8efMIDAzEZrMxcOBA52O0n5LrqcgsIh3G0qVLW5zPzs6+as4wDBYsWNDi41NSUpxFZpHr1dIboJboQkZE5PLdH1u3bqWpqQkfHx8efvhhsyOJyLfQrVs3hg0bxr59+zh9+rSz2HalBV1LPL19mqfl27Nnj9kRpBWpqanOtjA+Pj6kpqaanKh9uXDhAps3b+bJJ58E4Kc//SnTp0/HMAxeeeUVFi9ezPPPP/+tX097KV3tRvdSUpFZRETETa7nDZCnXch4Ol1oibRPwcHBREVFUVZWRnR0tDZOEvFgNTU1+Pn50a1bN86dO8eOHTuYMmUKw4YNY+PGjcTHx5OXl0dMTIzZUUVcKjg4mNjYWDZs2MCoUaP0/642Vl5eTv/+/bnlllsAnP8FGD9+PL/85S+Bq/dZam0/pdauuy7vpXSuDZN7jyt7KbXkWtddHbMkLyIiYoJbbrkFX19ffHx8GD9+PB999JHZkUREPN7kyZPp37+/VjGLeLiqqip+8YtfkJCQQEpKCj/5yU+Ijo5mzpw5rF69GqvVSl1dHePHjzc76jcqLCy85ljkm6SmptKvXz+tYnaBoqIi4uPjneOqqirn1yUlJfTp0we4vM9SUVERFy5c4OTJkxw/fpy77rrL7Xk7Eq1kFhERcZOqqipCQkKA5m+ARESkdcHBwSxevNjsGCLyDe644w7nhtpfFRYWRm5urgmJRMyj/3e5RmNjIzt27ODZZ591zi1ZsoSPP/4YgN69ezu/16dPH+677z7Gjh2Lr68v8+fPx9fX15TcHYWKzCIiIi7Q0kaTu3fvbvENkIiIiIh4Fq1eFvE8/v7+/PWvf202t2TJklYfP23aNKZNm+bqWPIPKjKLiIi4QEsbTXrD7aEiIiIiIiIi10s9mUVERERERERERETkhqnILCIiIiIiIiIiIiI3TEVmEREREREREREREblhKjKLiIiIiIiIiIiIyA1TkVlEREREREREREREbpiKzCJepqamhnnz5lFbW2t2FBERERERERERERWZRbxNTk4Ohw8fJicnx+woIiIiIiIiIiIiKjKLeJOamhpKS0txOByUlJRoNbOIiIiIiIiIiJhORWYRL5KTk0NTUxMATU1NWs0sIiIiIiIiIiKmU5FZxIts2bIFu90OgN1up6yszOREIiIiIiIiIiLS0anILOJFRo4c2WwcHR1tThAREREREREREZF/UJFZxIv4+DT/J+vr62tSEhERERERERERkctUZBbxIkVFRc3GhYWFJiURERERERGRjiw9PZ2IiAjGjRvnnKurqyMtLY24uDjS0tKor68HwOFwsHDhQqxWKwkJCRw6dMj5nLy8POLi4oiLiyMvL885f/DgQRISErBarSxcuBCHw+G+k/uO9u7dS2JiIvv37zc7iojbqMgsIiIiIiIiIiLXJTk5mVWrVjWby8rKIiIiguLiYiIiIsjKygKgvLyc48ePU1xcTGZmJhkZGcDlovSKFStYs2YNa9euZcWKFc7CdEZGBpmZmRQXF3P8+HHKy8vden7fxQsvvEBTUxOLFy82O4qI26jILCIiIiIiIiIi12XIkCEEBgY2mystLSUpKQmApKQkSkpKms0bhsGgQYM4ffo0VVVVVFRUMHz4cIKCgggMDGT48OFs27aNqqoqGhoaGDRoEIZhkJSURGlpqdvP8Ubs3buXs2fPAtDQ0KDVzNJhqMgs4kVSUlKajR966CGTkoiIiIiIiIg0V11dTUhICAA9e/akuroaAJvNRmhoqPNxoaGh2Gy2q+YtFkuL81ce7w1eeOGFZmOtZpaOws/sACLy7T388MPk5uY6x5MmTTIxjYiIiIiIiEjLDMPAMAy3HOvIkSNuOc63cWUV8xUNDQ0elU/EVVRkFvEyKSkp5ObmahWziIiIiIiIeJQePXpQVVVFSEgIVVVVBAcHA5dXKFdWVjofV1lZicViwWKxsHv3bue8zWZj6NChrT6+NX379nXB2dwYf39/GhsbneMuXbp4VL49e/aYHUHaKbXLEPEyDz/8MIWFhVrFLCIiIiIiIh4lJiaG/Px8APLz84mNjW0273A42LdvH127diUkJIQRI0ZQUVFBfX099fX1VFRUMGLECEJCQggICGDfvn04HI5mr+Xp+vXr12zcv39/k5KIuJdWMouIiIiIiIiIyHWZPXs2u3fvpra2lsjISB5//HGmTp3KrFmzyM3NpVevXixfvhyAqKgotm7ditVqpXPnzixatAiAoKAgpk+f7tx/aMaMGQQFBQGwYMEC0tPTOXfuHJGRkURGRppzotfp0KFDzcYfffSRSUlE3EtFZhEREREvcOTIERYsWMD58+fx9fUlIyODu+66y+xYIiIi0kEtXbq0xfns7Oyr5gzDYMGCBS0+PiUl5apN7gEGDBjA+vXrv1tIE4wcOZL333/fOY6OjjYxjYj7qF2GiIiIiBdYsmQJM2bMoKCggF/96lcsWbLE7EgiIiIi8jWpqan4+Fwut/n4+JCammpyIhH3UJFZRERExAsYhuHcrfzMmTOEhISYnEhEREREROQyFZlFREREvMDTTz/Niy++SFRUFC+88AKzZ882O5KIiIiIfE1OTk6zlcw5OTkmJxJxD/VkFhEREfEQkydP5ssvv7xqftasWezatYv09HRGjx7Ne++9xzPPPMN//dd/tfg6R44caXG+sbGRjrjGoLGxsdWfiYiIiEhb2rJlC3a7HQC73U5ZWRnTpk0zOZWI66nILCIiIuIhWisaA8ydO5dnnnkGgPvuu49f//rXrT62b9++Lc77+/sD575LRK/k7+/f6s8EYM+ePW5MIyIiIu3ZyJEj2bRpE3a7HT8/P238Jx1Gx1vKIiIiIuKFQkJC2L17NwC7du3iX/7lX8wNJCIiIiJX0cZ/0lFpJbOIiIiIF8jMzGTRokXY7XZuuukmnn32WbMjiYiIiMjXBAcHExsby4YNGxg1ahTdu3c3O5KIW6jILCIiIuIF7r77btatW2d2DBERERH5BqmpqZw4cUKrmKVDUbsMERERERERERGRNvL3v/+dI0eOcOLECbOjiLiNiswiIiIiIiIiIiJt5IUXXqCpqYnFixebHUXEbVRkFhERERERERERaQN79+7l7NmzADQ0NLB//36TE4m4h4rMIiIiIiIiIiJfkZCQ4Pwjcj1eeOGFZmOtZpaOQkVmMVV6ejoRERGMGzfOOVdXV0daWhpxcXGkpaVRX18PgMPhYOHChVitVhISEjh06JDzOXl5ecTFxREXF0deXp5z/uDBgyQkJGC1Wlm4cCEOh+Oax/AGe/fuJTExUZ+GioiIiIiIiHiYK6uYr2hoaDApiYh7qcgspkpOTmbVqlXN5rKysoiIiKC4uJiIiAiysrIAKC8v5/jx4xQXF5OZmUlGBkquLAAAIABJREFURgZwuWC8YsUK1qxZw9q1a1mxYoWzaJyRkUFmZibFxcUcP36c8vLyax7DG6i3k4iIiIiIiOt8ffWyVjPL9fDz87vmWKS9UpFZTDVkyBACAwObzZWWlpKUlARAUlISJSUlzeYNw2DQoEGcPn2aqqoqKioqGD58OEFBQQQGBjJ8+HC2bdtGVVUVDQ0NDBo0CMMwSEpKorS09JrH8HTq7SQiIiJXxMTEkJCQQGJiIsnJycCN3REmIiIibcfHx+eaY5H2Sn/TxeNUV1cTEhICQM+ePamurgbAZrMRGhrqfFxoaCg2m+2qeYvF0uL8lcdf6xieTr2dRERE5Kuys7MpKChg3bp1wPXfESYiIiJtKzY2ttl41KhRJiURcS+t2RePZhgGhmGYeowjR4649PjXo6XeTp6UT0RERMxVWlrKG2+8AVy+W2vSpEnMmTOn1TvCrnzoLiIiIm1jzJgxvP/++83GIh2BiszicXr06OG86KmqqiI4OBi4vEK5srLS+bjKykosFgsWi4Xdu3c75202G0OHDm318dc6Rkv69u3b1qd4w7p06dKs0BwQEOBR+QD27NljdgQREZEO45FHHsEwDCZMmMCECROu+44wFZlFRETa1oYNG64aT5s2zaQ0Iu6jIrN4nJiYGPLz85k6dSr5+fnOW01iYmJ48803iY+PZ//+/XTt2pWQkBBGjBjB0qVLnT0HKyoqmD17NkFBQQQEBLBv3z4GDhxIfn4+kyZNuuYxPN3cuXOZP3++czxv3jwT04iIiIiZ3n77bSwWC9XV1aSlpREeHt7s+zd6R5jukhKRjq6wsLDZZn+FhYUmphFvU1ZW1my8efNmFZmlQ1CRWUw1e/Zsdu/eTW1tLZGRkTz++ONMnTqVWbNmkZubS69evVi+fDkAUVFRbN26FavVSufOnVm0aBEAQUFBTJ8+nZSUFABmzJhBUFAQAAsWLCA9PZ1z584RGRlJZGQkQKvH8HSDBw92rmYOCAhg4MCBZkcSERERk3z1Di2r1cqBAweu+46wlnjaXVKeTHdwiYjI1/Xs2ZOTJ086x7prSDoKFZnFVEuXLm1xPjs7+6o5wzBYsGBBi49PSUlxFpm/asCAAaxfv/6q+e7du7d4DG8wd+5cMjIytIpZRESkA2tsbKSpqYmAgAAaGxvZvn0706dPv+47wkREpGVavSw36n//93+vORZpr1xWZD516hRPPfUU1dXVGIbBQw89xMMPP0xdXR1PPPEEn3/+Ob1792b58uUEBgbicDh47rnn2Lp1KzfffDOLFy+mf//+AOTl5fGf//mfAEybNo0HHngAgIMHDzpXqUZFRfHMM8+4fJM4EbMNHjyYgoICs2OIiIiIiaqrq5kxYwYAly5dYty4cURGRjJgwIDruiNMRERE2lZ0dHSzjf+io6NNTCPiPi4rMvv6+jJv3jz69+9PQ0MDDz74IMOHD2fdunVEREQwdepUsrKyyMrKYs6cOZSXl3P8+HGKi4vZv38/GRkZrF27lrq6OlasWMFf/vIXDMMgOTmZmJgYAgMDycjIIDMzk4EDBzJlyhTKy8uJiopy1SmJiIiIiHiEsLAw3n333avmW7tb61p3hImIiEjbSU1NZcOGDTgcDgzDIDU11exIIm7h46oXDgkJca5EDggIIDw8HJvNRmlpKUlJSQAkJSVRUlIC4Jw3DINBgwZx+vRpqqqqqKioYPjw4QQFBREYGMjw4cPZtm0bVVVVNDQ0MGjQIAzDICkpidLSUledjoiIiIiIiIiIyDe6cpe97raXjsQtPZk/++wzjhw5wsCBA6murnb2f+vZsyfV1dUA2Gw2QkNDnc8JDQ3FZrNdNW+xWFqcv/L4lrS2Q3ZjYyMurLN7rMbGRu0aLiIiIiIiIiLSxnJycnA4HAA4HA5ycnKYNm2ayalEXM/lReazZ88yc+ZMnn76aQICApp9zzAMt3yq09oO2f7+/sA5lx/f0/j7+19z13Dtki0iItJ+3Xzz5/zgB6+49Zh+fqcBsNu7ufW4cPl84Ta3H1dEREQ6pi1btjQrMpeVlanILB2CS4vMFy9eZObMmSQkJBAXFwdAjx49qKqqIiQkhKqqKoKDg4HLK5QrKyudz62srMRisWCxWNi9e7dz3mazMXTo0FYfLyIiIiItCw8PN+W4x4598Y/jh5hw9NtMO28RERHpeMLDwzl06JBzfNtt+rBbOgaXFZkdDgfPPPMM4eHhpKWlOedjYmLIz89n6tSp5OfnExsb65x/8803iY+PZ//+/XTt2pWQkBBGjBjB0qVLqa+vB6CiooLZs2cTFBREQEAA+/btY+DAgeTn5zNp0iRXnY6IiIiI15syZYopx01PTwfg+eefN+X4IiIiIu7y1QIzwMGDB01KIuJeLisy79mzh4KCAn74wx+SmJgIwOzZs5k6dSqzZs0iNzeXXr16sXz5cgCioqLYunUrVquVzp07s2jRIgCCgoKYPn06KSkpAMyYMYOgoCAAFixYQHp6OufOnSMyMpLIyEhXnY6IiIiIiJigpqaGF198kblz59K9e3ez44iIiIhIC1xWZL777rv55JNPWvxednb2VXOGYbBgwYIWH5+SkuIsMn/VgAEDWL9+/XcLKiIiIiIiHisnJ4fDhw9r4yQREfEKhmE4ezJfGYt0BD5mBxAREREREWlJTU0NpaWlOBwOSkpKqK2tNTuSiLTi1KlTTJo0ibFjxxIfH+9cXFZXV0daWhpxcXGkpaU5W2GKtFe//OUvm42nT59uUhIR91KRWURExAXS09OJiIhg3LhxzjldZImIXJ+cnByampoAaGpqIicnx+REItIaX19f5s2bx3vvvcc777zDn//8Z44ePUpWVhYREREUFxcTERFBVlaW2VFFXGrs2LHO1cuGYTBmzBiTE7UfMTExJCQkkJiYSHJyMtD6NZbD4WDhwoVYrVYSEhKu6pUtbU9FZhERERdITk5m1apVzeZ0kSUicn22bNmC3W4HwG63U1ZWZnIiEWlNSEgI/fv3ByAgIIDw8HBsNhulpaUkJSUBkJSURElJiZkxRdwiJiYGgFGjRpmcpP3Jzs6moKCAdevWAa1fY5WXl3P8+HGKi4vJzMwkIyPDxNQdg8t6MnuLm2/+nB/84BW3HtPP7zQAdns3tx4XLp8v3Ob244qIdDRDhgzhs88+azZXWlrKG2+8AVy+yJo0aRJz5swxI56IiFcYOXIkmzZtwm634+fnR3R0tNmRRORb+Oyzzzhy5AgDBw6kurqakJAQAHr27El1dbXJ6URcb+vWrQCUlZUxc+ZMk9O0b61dY135gMswDAYNGsTp06epqqpy/j6Sttehi8zh4eGmHPfYsS/+cXwz/mLfZtp5i4h0dLrIEhG5PqmpqZSWlgLg4+NDamqqyYlE5JucPXuWmTNn8vTTTxMQENDse4ZhtLoJ2pEjR9wRT8TlysvLm92FU1FRwYgRI0xO1X488sgjGIbBhAkTmDBhQqvXWDabjdDQUOfzQkNDsdlsKjK7UIcuMk+ZMsWU46anpwPw/PPPm3J8EREx37UuskAXWiIiAMHBwcTGxrJhwwZGjRpF9+7dzY4kItdw8eJFZs6cSUJCAnFxcQD06NHDuXqwqqqK4ODgFp/bt29fd0b1env27DE7grRi2bJlzcYvv/yyisxt5O2338ZisVBdXU1aWtpViyi/6RqrJa1ddzU2NtJRuww3Njbe0PVohy4yi4iIuNO3vcgCXWhdL11oibRfqampnDhxQquYRTycw+HgmWeeITw8nLS0NOd8TEwM+fn5TJ06lfz8fGJjY01MKeJ6V1YxtzaWG2exWIDL11VWq5UDBw60eo1lsViorKx0PreystL5/K9q7brL398fONf2J+EF/P39W/25XOu6q2OW5EVERExw5SIL0EWWiMi3FBwczOLFi7WKWcTD7dmzh4KCAnbt2kViYiKJiYls3bqVqVOnsn37duLi4tixYwdTp041O6qIS/n5+V1zLDemsbGRhoYG59fbt2+nT58+rV5jXZl3OBzs27ePrl27qlWGi+lvuoiIiAvMnj2b3bt3U1tbS2RkJI8//jhTp05l1qxZ5Obm0qtXL5YvX252TBEREZE2cffdd/PJJ5+0+L3s7Gw3pxExzxNPPMGSJUuc4yeffNLENO1HdXU1M2bMAODSpUuMGzeOyMhIBgwY0OI1VlRUFFu3bsVqtdK5c2cWLVpkZvwOQUVmERERF1i6dGmL87rIEhERERFpvyIjI1m2bBl2ux0/Pz/1Y24jYWFhvPvuu1fNd+/evcVrLMMwWLBggTuiyT+oXYaIiIiIiIiIiEgbmThxIgA///nPTU4i4j5aySwiIiIiIiIeafPmzWzatOmGn19XVwdAUFDQDT3farUSExNzw8cXkY6prKwMuPw77MEHHzQ5jYh7aCWziIiIiIiItEs1NTXU1NSYHUNEOpBjx45x8uRJAE6cOMGnn35qciIR99BKZhEREREREfFIMTEx32klcXp6OgDPP/98W0USEbmml1566arxb3/7W5PSiLiPVjKLiIiIiIiIiIi0gSurmK84ceKESUlE3EtFZhERERERERERERG5YSoyi4iIiIiIiIiIiMgNU5FZRERERERERERERG6YiswiIiIiIiIiIiIicsNUZBYREREREREREWkD0dHRzcaxsbEmJRFxLxWZRURERERERERE2oC/v/81xyLtlYrMIiIiIiIiIiIibaCoqKjZuLCw0KQkIu7lZ3YAERFPEBMTQ5cuXfDx8cHX15d169ZRV1fHE088weeff07v3r1Zvnw5gYGBOBwOnnvuObZu3crNN9/M4sWL6d+/v9mnICIiIiIiIiJiCq1kFhH5h+zsbAoKCli3bh0AWVlZREREUFxcTEREBFlZWQCUl5dz/PhxiouLyczMJCMjw8TUIiIiIiIiIiLmUpFZRKQVpaWlJCUlAZCUlERJSUmzecMwGDRoEKdPn6aqqsrMqCIiIiIiIuIBevXq1Wzcu3dvk5KIuJeKzCJepqamhnnz5lFbW2t2lHbnkUceITk5mXfeeQeA6upqQkJCAOjZsyfV1dUA2Gw2QkNDnc8LDQ3FZrO5P7CIiIiIiIh4lFOnTjUbf/HFFyYlEXEv9WQW8TI5OTkcPnyYnJwcpk2bZnacduPtt9/GYrFQXV1NWloa4eHhzb5vGAaGYVzXax45cqTF+cbGRjrqZ3yNjY2t/lxERERERES8ncPhuOZYpL1SkVnEi9TU1FBaWorD4aCkpITU1FS6d+9udqx2wWKxANCjRw+sVisHDhygR48eVFVVERISQlVVFcHBwc7HVlZWOp9bWVnpfP5X9e3bt8Vj+fv7A+fa/iS8gL+/f6s/lz179rg5jYiIiIiISNvq1atXs9XLapchHUXHXEon4qVycnJoamoCoKmpiZycHJMTtQ+NjY00NDQ4v96+fTt9+vQhJiaG/Px8APLz84mNjQVwzjscDvbt20fXrl2dbTVEREREvNWpU6eYNGkSY8eOJT4+nuzsbADq6upIS0sjLi6OtLQ06uvrTU4qIuK55s6de82xSHulIrOIF9myZQt2ux0Au91OWVmZyYnah+rqaiZOnMj999/P+PHjiYqKIjIykqlTp7J9+3bi4uLYsWMHU6dOBSAqKoqwsDCsViv/8R//wYIFC0w+AxEREZHvztfXl3nz5vHee+/xzjvv8Oc//5mjR4+SlZVFREQExcXFREREkJWVZXZUERGP9corrzQbv/rqqyYlEXEvtcsQ8SIjR45k06ZN2O12/Pz8iI6ONjtSuxAWFsa777571Xz37t2dK3i+yjAMFZZFRESk3QkJCXHenRUQEEB4eDg2m43S0lLeeOMNAJKSkpg0aRJz5swxM6qIiMc6duxYs/HRo0dNSiLiXlrJLOJFUlNT8fG5/M/Wx8eH1NRUkxOJiIiISHv02WefceTIEQYOHEh1dbWz+NyzZ0+qq6tNTiciIiKeRiuZRbxIcHAwsbGxbNiwgVGjRmnTPxERERFpc2fPnmXmzJk8/fTTBAQENPueYRgYhtHi844cOeKOeNelsbER8MxsIiIi7YmKzCJeJjU1lRMnTmgVs4iIiIi0uYsXLzJz5kwSEhKIi4sDoEePHlRVVRESEkJVVRXBwcEtPrdv377ujPqt+Pv7A56Zbc+ePWZHEBEXCA8Pb9Yy4/bbbzcxjYj7qF2GiJcJDg5m8eLFWsUsIiIiIm3K4XDwzDPPEB4eTlpamnM+JiaG/Px8APLz84mNjTUrooiIx/v6xn/Lli0zKYmIe6nILCIiIiIiIuzZs4eCggJ27dpFYmIiiYmJbN26lalTp7J9+3bi4uLYsWMHU6dONTuqiIjH2rt3b7Px/v37TUoi4l5qlyEiIiIiIiLcfffdfPLJJy1+Lzs7281pRES806JFi5qNn3vuOdasWWNSGhH30UpmERERERERERGRNnDu3Llm4//7v/8zKYmIe6nILCIiIiIiIiIiIiI3TEVmES9TU1PDvHnzqK2tNTuKiIiIiIiIiIiIiswi3iYnJ4fDhw+Tk5NjdhQRERERl9MH7CIiIiKeT0VmES9SU1NDaWkpDoeDkpISXWyJiIhIu6cP2EVExJt07tz5mmOR9kpFZhEvkpOTQ1NTEwBNTU262BIREZF2TR+wi4iIt/n6xn9fH4u0Vyoyi3iRLVu2YLfbAbDb7ZSVlZmcSERERMR19AG7iIh3iomJISEhgcTERJKTkwGoq6sjLS2NuLg40tLSqK+vB8DhcLBw4UKsVisJCQkcOnTI+Tp5eXnExcURFxdHXl6eKedyvRwOxzXHIu2ViswiXmTkyJH4+fkB4OfnR3R0tMmJRERERFxHH7CLiFkSEhKcf+TGZGdnU1BQwLp16wDIysoiIiKC4uJiIiIiyMrKAqC8vJzjx49TXFxMZmYmGRkZwOWi9IoVK1izZg1r165lxYoVzsK0iHgeFZlFvEhqaio+Ppf/2fr4+JCammpyIhERERHX0QfsIiLtR2lpKUlJSQAkJSVRUlLSbN4wDAYNGsTp06epqqqioqKC4cOHExQURGBgIMOHD2fbtm1mnoKIXIOf2QFE5NsLDg4mNjaWDRs2MGrUKLp37252JBERERGXSU1NdRYhDMPQB+xe6g9/+APHjh0z5dhXjpuenu72Y4eHhzNlyhS3H1e+u6+vXk5ISKCwsNCkNN7rkUcewTAMJkyYwIQJE6iuriYkJASAnj17Ul1dDYDNZiM0NNT5vNDQUGw221XzFosFm83m3pMQkW9NRWYRL5OamsqJEyd0kSUiIiLtXnBwMKGhoZw8eZLvf//7+oDdSx07doz9+//GuXO93X5sP78AAP76V/duvHXzzZ+79Xginubtt9/GYrFQXV1NWloa4eHhzb5vGAaGYbTZ8Y4cOdJmr+UKnp5PpC2oyCziZYKDg1m8eLHZMeQ7qK2t5eabq/nBD14xO4pb3XzzZ9TW9jA7hoiIeJGamhoqKysBOHXqFLW1tSo0e6lz53rz6ae/MjuG23S093kiX2exWADo0aMHVquVAwcO0KNHD6qqqggJCaGqqorg4GDnY6/8rgeorKzEYrFgsVjYvXu3c95mszF06NAWj9e3b18Xns1350n59uzZY3YEaafUk1lERERERDxSTk4ODocDAIfDQU5OjsmJRETkmzQ2NtLQ0OD8evv27fTp04eYmBjy8/MByM/PJzY2FsA573A42LdvH127diUkJIQRI0ZQUVFBfX099fX1VFRUMGLECNPOS0SuTSuZRUTcrHv37vy//9e5Q63mgcsrerp3v9nsGCIi4kW2bNmC3W4HwG63U1ZWxrRp00xOJSIi11JdXc2MGTMAuHTpEuPGjSMyMpIBAwYwa9YscnNz6dWrF8uXLwcgKiqKrVu3YrVa6dy5M4sWLQIgKCiI6dOnk5KSAsCMGTMICgoy56RE5BupyCwiIiIiIh5p5MiRbNq0Cbvdjp+fH9HR0WZHEpEOoLCwsNnmf9r07/qEhYXx7rvvXjXfvXt3srOzr5o3DIMFCxa0+FopKSnOIrO38PX15dKlS83GIh2B2mWIiIiIiIhHSk1Nxcfn8iWLj4+PNj4WERGP19TUdM2xSHulIrN4rJiYGBISEkhMTCQ5ORmAuro60tLSiIuLIy0tjfr6euByj76FCxditVpJSEjg0KFDztfJy8sjLi6OuLg48vLynPMHDx4kISEBq9XKwoULnf3+PF15eTkJCQlUVFSYHUVERETEpYKDg4mNjcUwDEaNGqVN/0TEbQoLC51/RK7H12sL3lJrEPmuVGQWj5adnU1BQQHr1q0DICsri4iICIqLi4mIiCArKwu4XHg9fvw4xcXFZGZmkpGRAVwuSq9YsYI1a9awdu1aVqxY4SxMZ2RkkJmZSXFxMcePH6e8vNyUc7xey5YtA+Dll182OYmIiLjC+++/T3x8PHfccQcfffRRs++tXLkSq9XK6NGj2bZtm0kJxROcOnWKSZMmMXbsWOLj4523H7/22mvce++9JCYmkpiYyNatW53P8da/P6mpqfTr10+rmEVEREQ8mIrM4lVKS0tJSkoCICkpiZKSkmbzhmEwaNAgTp8+TVVVFRUVFQwfPpygoCACAwMZPnw427Zto6qqioaGBgYNGoRhGCQlJVFaWmrmqX0r5eXlzTa/0WpmEZH254c//CGvvfYaQ4YMaTZ/9OhRioqKKCoqYtWqVfzmN79p1u9POhZfX1/mzZvHe++9xzvvvMOf//xnjh49CsDkyZMpKCigoKCAqKgowLv//gQHB7N48WKtYhYRERHxYCoyi0d75JFHSE5O5p133gEu71IbEhICQM+ePamurgbAZrMRGhrqfF5oaCg2m+2qeYvF0uL8lcd7uiurmK/QamYRkfbntttuIzw8/Kr50tJS4uPj6dSpE2FhYdx6660cOHDAhITiCUJCQujfvz8AAQEBhIeHX/O9jP7+iIiIiIgr+ZkdQKQ1b7/9NhaL5f9r7/5jq6rvP46/Lr0htdZRiukpksqolqxGJGy6ZAlr4cItSNc1KxDrIgkEuNi6McQYqGxlY2Hg5ojELGhlUzPduulcEboxS/lRwWUmRekS6w8GHVXsJbadbnSl3tv7/YP1fr32h+057f3c0z4ff/E57b3n1fLmwz3v+7nno/b2dq1Zs6bfBbfH45HH4xnzHM3NzWN+juHqW8X86XEi5QMAjJ1gMKi5c+dGx31vnALvvfeempubNXfuXJ0+fVrPPfecampqdOutt2rr1q2aMmWKq+uno6NDP/3pT7VlyxZWMwMAACSoMWsyV1RU6Pjx45o2bZoOHTok6er9ce+//369//77mjFjhh599FFNmTJFkUhEO3fu1IkTJ5ScnKzdu3dHV2b88Y9/1L59+yRJZWVl+ta3viXp6qZtFRUV6u7uVn5+vrZt2xaXhiPix7IsSdK0adPk9/vV1NSkadOm6dKlS8rIyNClS5eUnp4e/d62trboY9va2mRZlizL0muvvRY9HgwG9dWvfnXQ7x9Ibm7uWPx4tni93phGs9frTah8ktTY2Gg6AgAkvNWrV+vDDz/sd3zTpk1avHix4+dPtDcgu7q6JCVervHg8uXL2rhxox566CGlpqbq7rvvVnl5uTwej/bu3avdu3dr165dI3rORPt7evHFF/Xmm29q37590WsBAAAAJJYxazKXlJTonnvu0ZYtW6LH+jZtCwQCqqqqUlVVlR588MGYTdvOnDmjH/7wh3r++eejm7b94Q9/kMfjUUlJiXw+n6ZMmRLdtG3u3Llav369Ghoaovecg/t1dXWpt7dXqamp6urq0qlTp1ReXi6fz6eamhoFAgHV1NRo0aJFkiSfz6dnn31WhYWFOnPmjK677jplZGRo/vz52rNnT3Szv5MnT2rz5s1KS0tTamqq3njjDc2dO1c1NTVatWqVyR95WO6//3797Gc/i44feOABg2kAAHY9/fTTI37MZ98gDQaDrniDVJJSUlIkJV6uPm59g/STTz7Rxo0bVVRUpIKCAknS9ddfH/36ypUrde+990pyb/10dHTo9OnTikQiamxsVFlZWUKtZnZr7QAAAIy2Mbsn8x133KEpU6bEHJvom7Zh+Nrb2/Xtb39b3/zmN7Vy5Ur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"text/plain": [
"<Figure size 1728x5712 with 10 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 317
},
"id": "JJS2TRAkNgZs",
"outputId": "31bc5442-90c3-4573-8962-75d36aa5f1f4"
},
"source": [
"df_train.describe()"
],
"execution_count": 8,
"outputs": [
{
"output_type": "execute_result",
"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>amount_tsh</th>\n",
" <th>gps_height</th>\n",
" <th>longitude</th>\n",
" <th>latitude</th>\n",
" <th>num_private</th>\n",
" <th>region_code</th>\n",
" <th>district_code</th>\n",
" <th>population</th>\n",
" <th>construction_year</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>59400.000000</td>\n",
" <td>59400.000000</td>\n",
" <td>59400.000000</td>\n",
" <td>59400.000000</td>\n",
" <td>5.940000e+04</td>\n",
" <td>59400.000000</td>\n",
" <td>59400.000000</td>\n",
" <td>59400.000000</td>\n",
" <td>59400.000000</td>\n",
" <td>59400.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>37115.131768</td>\n",
" <td>317.650385</td>\n",
" <td>668.297239</td>\n",
" <td>34.077427</td>\n",
" <td>-5.706033e+00</td>\n",
" <td>0.474141</td>\n",
" <td>15.297003</td>\n",
" <td>5.629747</td>\n",
" <td>179.909983</td>\n",
" <td>1300.652475</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>21453.128371</td>\n",
" <td>2997.574558</td>\n",
" <td>693.116350</td>\n",
" <td>6.567432</td>\n",
" <td>2.946019e+00</td>\n",
" <td>12.236230</td>\n",
" <td>17.587406</td>\n",
" <td>9.633649</td>\n",
" <td>471.482176</td>\n",
" <td>951.620547</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>-90.000000</td>\n",
" <td>0.000000</td>\n",
" <td>-1.164944e+01</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>18519.750000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>33.090347</td>\n",
" <td>-8.540621e+00</td>\n",
" <td>0.000000</td>\n",
" <td>5.000000</td>\n",
" <td>2.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>37061.500000</td>\n",
" <td>0.000000</td>\n",
" <td>369.000000</td>\n",
" <td>34.908743</td>\n",
" <td>-5.021597e+00</td>\n",
" <td>0.000000</td>\n",
" <td>12.000000</td>\n",
" <td>3.000000</td>\n",
" <td>25.000000</td>\n",
" <td>1986.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>55656.500000</td>\n",
" <td>20.000000</td>\n",
" <td>1319.250000</td>\n",
" <td>37.178387</td>\n",
" <td>-3.326156e+00</td>\n",
" <td>0.000000</td>\n",
" <td>17.000000</td>\n",
" <td>5.000000</td>\n",
" <td>215.000000</td>\n",
" <td>2004.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>74247.000000</td>\n",
" <td>350000.000000</td>\n",
" <td>2770.000000</td>\n",
" <td>40.345193</td>\n",
" <td>-2.000000e-08</td>\n",
" <td>1776.000000</td>\n",
" <td>99.000000</td>\n",
" <td>80.000000</td>\n",
" <td>30500.000000</td>\n",
" <td>2013.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id amount_tsh ... population construction_year\n",
"count 59400.000000 59400.000000 ... 59400.000000 59400.000000\n",
"mean 37115.131768 317.650385 ... 179.909983 1300.652475\n",
"std 21453.128371 2997.574558 ... 471.482176 951.620547\n",
"min 0.000000 0.000000 ... 0.000000 0.000000\n",
"25% 18519.750000 0.000000 ... 0.000000 0.000000\n",
"50% 37061.500000 0.000000 ... 25.000000 1986.000000\n",
"75% 55656.500000 20.000000 ... 215.000000 2004.000000\n",
"max 74247.000000 350000.000000 ... 30500.000000 2013.000000\n",
"\n",
"[8 rows x 10 columns]"
]
},
"metadata": {},
"execution_count": 8
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "X0-2_KR_F5M4"
},
"source": [
"##### Data Distribution - Categorical Data"
]
},
{
"cell_type": "code",
"metadata": {
"id": "LaXxQojLfAf6"
},
"source": [
"tmp = df_train.select_dtypes(exclude=np.number).columns.tolist()[1:]\n",
"categorical_column_names = []\n",
"\n",
"for item in tmp:\n",
" if df_train[item].nunique()<= 20:\n",
" categorical_column_names.append(item)"
],
"execution_count": 9,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "YERK03pqGLWn"
},
"source": [
"##### Countplots for Categorical Data\n",
"\n",
"Drawn for a selected set of columns which has at most 20 unique categorical values."
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "FXPZLt5kdTs5",
"outputId": "cc6a488d-1c11-470f-facd-e66e6a42444b"
},
"source": [
"fig, ax = plt.subplots((len(categorical_column_names)+3)//4, 4, figsize=(20, 30))\n",
"fig.subplots_adjust(hspace=1.4)\n",
"\n",
"for variable, subplot in zip(categorical_column_names, ax.flatten()):\n",
" sns.countplot(df_train[variable], ax=subplot)\n",
" for label in subplot.get_xticklabels():\n",
" label.set_rotation(90)"
],
"execution_count": 10,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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EBVCIUYsA5BdWRgEo1Dw9PeXp6SlJKlmypKpUqaLExETt3r1bq1evliR1795d/fr109ixY7V79251795dJpNJDRo00NWrV3Xx4kUdOHBAzZs3l4eHhySpefPm2rdvn5o0aaLU1FQ1aNDA+li7d+9Wy5YtjTlhAIVSYmKiypcvb/3ey8tL0dHR2e5z5swZSVKfPn2UlZWlESNGqEWLFnc81vHjxws0a0G7efMm52AwR88vFY5zMEJ+1iLJsetRYfg75Ojn4Oj5pcJxDg8qV82o/v37a+XKlfc9BgAF6WFr0blz53T8+HE9/fTT+uOPP6xNqscff9y6hPx/32SVL19eiYmJOb75yun47fvn5F7/0dSqVStX51DYPcx/xryGtzyqb2hw6/KZ3377TatXr1ZCQoL++te/KioqSqVLl852P0f/t3L8+HHOwWCOnl9y/HM4ePCg0RHuKre1SHLseuTof4ckxz8HR88vOf45PEwtumczKi0tTTdu3NDly5d15coVWSwWSVJqaupdP2wBQH5LS0tTamrqQ9Wia9euadSoUZowYYJKliyZ7TaTyWSTGU+O/B+NrfAaPTxew4Jl1AdALy8vJSQkWL9PTEyUl5fXHfd5+umnVaRIEfn4+Ogvf/mLzpw5o/r169s6LoBCiloEIL/cc2bU+vXrFRwcrFOnTik4ONj6a9iwYfrrX/96zwe+cOGC+vXrZ91F4fbKheTkZA0cOFBt27bVwIEDrTNXLBaLpk2bpsDAQHXp0kXHjh2zPtbmzZvVtm1btW3bVps3b7Yej4mJUZcuXRQYGKhp06ZZP6ACKFzWr1+viRMnPlAtkqSMjAyNGjVKXbp0Udu2bSXdml9w8eJFSdLFixdVtmxZSXe+yUpISJCXl9dd33zd7f4AkJ/q1aunM2fOKC4uTunp6dq+fbsCAgKy3adNmzY6cOCAJCkpKUlnzpyRj4+PEXEBFFLUIgD55Z4ro/r376/+/ftr9erV6tevX54e+PbQ4Dp16ig1NVU9evRQ8+bNFRERIX9/fw0ZMkRLlizRkiVLNHbs2GxDg3/++WeFhoZq48aN1qHBmzZtkslkUnBwsAICAuTu7m4dGvz000/r1Vdf1d69e5nTAhRC/fv3V926dfWf//wnz7XIYrFo4sSJqlKligYOHGg9HhAQoC1btmjIkCHasmWLWrdubT2+Zs0aderUST///LNKlSolT09PPfvss/rwww+tDfRvv/1Wb7zxhjw8PFSyZEkdOXJETz/9tLZs2ZLnjABwPy4uLpo8ebJeeeUVmc1m9ejRQ9WqVdP8+fNVt25dtW7dWs8995y+++47dezYUc7Ozho3bpzKlCljdHQAhQi1CEB+ydXMqH79+unQoUOKj4+X2Wy2Hu/evftdfw9DgwHktwepRQcPHlRkZKSqV6+ubt26SZLeeOMNDRkyRGPGjFF4eLgqVKigefPmSZJatmypPXv2KDAwUG5ubpo+fbokycPDQ8OGDVPPnj0lScOHD7fWpSlTpigkJEQ3b95UixYt7jqkEwAeRsuWLe94nzN69Gjr1yaTSSEhIQoJCbF1NACPEGoRgPyQq2bU2LFjFRcXp5o1a8rZ2VnSrSJzrw+Af2ZPQ4PtZZYGA2aBvHuQWuTn56cTJ07keFtOg89NJpOmTJmS4/179uxpbUb9Wb169bRt27bcnAIAAAAAPPJy1YyKiYnRjh07HmjAL0ODc2aPmQB7dvDgwYeqRQAAAAAA+3DPAea3VatWTb///nueH5yhwQDy04PWIgAAAACA/cjVyqjLly+rU6dOql+/vooUKWI9vmjRorv+HoYGA8hvD1KLAAAAAAD2JVfNqJEjR+b5gRkaDCC/PUgtAgAAAADYl1w1o5o0aZLnB2ZoMID89iC1CAAAAABgX3LVjPL19bUODM7IyFBmZqbc3Nx06NChAg0HAH9GLQIAAAAAx5erZtThw4etX1ssFu3evVtHjhwpsFD4f+zde1yO9/8H8NddrZZEToXE18awsslpjGmiUCLF8N0cN74alu8s01gOOc9hTlszvia2GZFURj85b3PKIbUwp5UoUtLBOtxdvz96uOZWuTPd9+e6717Px8PjcV+f6+J+Xbe7T93vPgciKg/7IiIiIiIiIsNXqd30HqdSqdC7d28cO3ZMF3mIiCqFfREREREREZFhqtTIqJiYGPlxSUkJEhISYGFhobNQ1Z1UXACVmbjXV/TzE1WEfREREREREZHhq1Qx6uDBg/JjU1NT2Nvb46uvvtJZqOpOZWaB5LlthT1/06ALwp6b6GnYFxERERERERm+ShWjFi5cqOscRERasS8iIiIiIiIyfJVaMyotLQ0TJ05E165d0bVrV0yePBlpaWm6zkZEpIF9ERERERERkeGrVDEqMDAQrq6uOHr0KI4ePYqePXsiMDBQ19mIiDSwLyIiIiIiIjJ8lSpGZWZmwtfXF2ZmZjAzM4OPjw8yMzN1nY2ISAP7IiIiIiIiIsNXqWKUjY0NIiIioFaroVarERERARsbG11nIyLSwL6IiIiIiIjI8FWqGLVgwQL8/PPP6NatG7p37459+/Zh0aJFus5GRKSBfRERVWdHjhxBnz594ObmhnXr1lV43b59+9CqVStcuMDdcYmo6rEvIqKqUKnd9FatWoXFixejdu3aAID79+9j8eLF3NmKiPSKfRERVVdqtRpz587Fxo0bYWdnh8GDB8PV1RUtWrTQuC43NxehoaF4/fXXBSUlImPGvoiIqkqlRkZdunRJ/vAHlE6VSUpK0lkoIqLysC8iouoqPj4ezZo1g4ODA8zNzeHp6YnY2Ngy161cuRLjxo2DhYWFgJREZOzYFxFRVanUyKiSkhJkZ2drjEZQq9U6DUZE9CT2RURUXaWnp6Nhw4bysZ2dHeLj4zWuSUxMRFpaGt5++21s2LChwn/L0Iv4f/31F+9BMEPPDxjHPYhQlX0RYNj9kTG8hwz9Hgw9P2Ac9/BPVaoYNXbsWAwdOhR9+/YFAOzduxcTJkzQaTAioiexLyIiKl9JSQkWLVpUqWnLbdq00UMi3UlKSuI9CGbo+QHDv4e4uDjREcr1LH0RYNj9kaG/hwDDvwdDzw8Y/j08T19UqWKUt7c3nJyccPz4cQDAmjVryswLJiLSNfZFRFRd2dnZIS0tTT5OT0+HnZ2dfJyXl4fLly9j5MiRAIC7d+/Cz88PX3/9Ndq2bav3vERknNgXEVFVqVQxCgBatGjBD31EJBz7IiKqjtq2bYsbN24gJSUFdnZ2iI6OxrJly+Tz1tbWOHHihHw8YsQITJs2jR/+iKhKsS8ioqpS6WIUEREREYlhZmaGoKAgfPDBB1Cr1fD19UXLli2xcuVKODk5oVevXqIjElE1wL6IiKoKi1FEREREBsDFxQUuLi4abf7+/uVeu3nzZn1EIqJqiH0REVUFE9EBiIiIiIiIiIio+mAxioiIiIiIiIiI9IbFKCIiIiIiIiIi0hsWo4iIiIiIiIiISG9YjCIioxcYGIiuXbuif//+ctv9+/cxZswYuLu7Y8yYMcjOzgYASJKEefPmwc3NDV5eXkhMTJT/Tnh4ONzd3eHu7o7w8HC5PSEhAV5eXnBzc8O8efMgSZL+bo6IiIiIiMjAsBhFREbPx8cH69ev12hbt24dunbtipiYGHTt2hXr1q0DABw5cgQ3btxATEwMgoODMXv2bAClxas1a9Zg27Zt2L59O9asWSMXsGbPno3g4GDExMTgxo0bOHLkiF7vj4iIiIiIyJDorBjFkQhEpBSdOnVC7dq1NdpiY2Ph7e0NAPD29sb+/fs12lUqFdq1a4cHDx7gzp07OHbsGLp16wYbGxvUrl0b3bp1w9GjR3Hnzh3k5uaiXbt2UKlU8Pb2RmxsrN7vkYiIiIiIyFCY6eof9vHxwXvvvYdPP/1Ubns0EmH8+PFYt24d1q1bh4CAAI2RCOfPn8fs2bOxfft2eSTCjh07oFKp4OPjA1dXV9SuXVseifD6669j3LhxOHLkCFxcXHR1O0RkZO7duwdbW1sAQIMGDXDv3j0AQHp6Oho2bChf17BhQ6Snp5dpt7OzK7f90fXlSUpKqjBPmzZtnut+jMXTXiNt+BqWep7XkIiIiIhIH3RWjOrUqRNu3ryp0RYbG4vNmzcDKB2JMGLECAQEBFQ4EuHkyZPySAQA8kiEzp07yyMRHv1bsbGxLEYR0T+iUqmgUql0/jwslmjH1+j58TXUrbi4ONERiIiIiAyeXteMEjESgYioPPXq1cOdO3cAAHfu3EHdunUBlPYzaWlp8nVpaWmws7Mr056enl5u+6PriYiIiIiIqHw6Gxmljb5GIgCaUxaU8htjpU/X4TQPMnaurq7YtWsXxo8fj127dqFXr15y+5YtW+Dp6Ynz58/D2toatra26N69O5YvXy6vdXfs2DF8/PHHsLGxQc2aNXHu3Dm8/vrr2LVrF0aMGCHy1oiIiIiIiBRNr8WoRyMRbG1tKz0S4eTJk3J7eno6Onfu/MwjEZRQ3HmSEjM9Tun5qPp5nqkxH3/8MU6ePImsrCz06NEDkydPxvjx4zFlyhSEhYWhcePG+PLLLwEALi4uOHz4MNzc3GBpaYkFCxYAAGxsbPDhhx9i8ODBAICJEyfKU4hnzZqFwMBA/PXXX+jRowd69OjxnHdLRERERERkvPRajOJIBCISYfny5eW2b9q0qUybSqXCrFmzyr1+8ODBcjHqcW3btkVUVNTzhSQiIiIiIqomdFaM4kgEIiIiIiIiIiJ6ks6KURyJQERERERERERET9LrbnpERERERERERFS9sRhFREREZACOHDmCPn36wM3NDevWrStzfuPGjfDw8ICXlxdGjRqF1NRUASmJyNixLyKiqsBiFBEREZHCqdVqzJ07F+vXr0d0dDSioqJw5coVjWvatGmDHTt2IDIyEn369MEXX3whKC0RGSv2RURUVViMIiIiIlK4+Ph4NGvWDA4ODjA3N4enpydiY2M1runSpQssLS0BAO3atUNaWpqIqERkxNgXEVFV0dkC5kRERERUNdLT09GwYUP52M7ODvHx8RVeHxYWVuFOw0lJSVWeT5/++usv3oNghp4fMI57EKEq+yLAsPsjY3gPGfo9GHp+wDju4Z9iMYqIiIjIiERERCAhIQFbtmwp93ybNm30nKhqJSUl8R4EM/T8gOHfQ1xcnOgIWmnriwDD7o8M/T0EGP49GHp+wPDv4Xn6IhajiIiIiBTOzs5OY6pLeno67Ozsylz366+/IiQkBFu2bIG5ubk+IxJRNcC+iIiqCteMomdWUFxQrZ+fiIhI39q2bYsbN24gJSUFhYWFiI6Ohqurq8Y1v//+O4KCgvD111+jXr16gpISkTFjX0REVYUjo+iZWZhZoNvqbsKe/5fJvwh7biIiIhHMzMwQFBSEDz74AGq1Gr6+vmjZsiVWrlwJJycn9OrVC0uWLEF+fj78/f0BAI0aNUJISIjg5ERkTNgXEVFVYTGKiIiIyAC4uLjAxcVFo+3Rhz0A+O677/SciIiqI/ZFRFQVOE2PiIiIiIiIiIj0hsUoIiIiIiIiIiLSGxajiIiIiIiIiIhIb1iMIiIiIgDcrRTga0BERESkD1zAnIiIiACI3y1VCbhjKxEREZHucWQUERERERERERHpDYtRRERERERERESkNyxGERERERERERGR3rAYRUREREREREREesNiFBERERERERER6Q2LUUREREREREREpDcsRhERERERERERkd6wGEVERERERERERHrDYhQREREREREREekNi1FERERERERERKQ3LEYREREREREREZHeGHwx6siRI+jTpw/c3Nywbt060XFIIUoKCqr185P+sS8iIl3T1s8UFhZiypQpcHNzw5AhQ3Dz5k0BKYnI2LEvIqKqYCY6wPNQq9WYO3cuNm7cCDs7OwwePBiurq5o0aKF6GgkmImFBQ73cBH2/C5HDgt7btI/9kVEpGuV6We2b9+OWrVq4f/+7/8QHR2NpUuX4ssvvxSYmoiMDfsiIqoqBj0yKj4+Hs2aNYODgwPMzc3h6emJ2NhY0bGIqJphX0REulaZfubAgQMYNGgQAKBPnz747bffIEmSiLhEZKTYFxFRVTHokVHp6elo2LChfGxnZ4f4+Pgy18XFxWkcrxvmqPNsT/NknnJ5fqfzHBW5W4l8q95cpYck5avU6weg5orlOk5SscpmJOPwT/uiJ4num0Srkq8bgX2nElSm/9ZGZP+uBErtvyvTz6Snp6NRo0YAADMzM1hbWyMrKwt169bVuE6p9/gseA/iGXp+wDjuQd+qsi8CDP//wNDzA4Z/D4aeHzCOe/gnDLoYVRkdOnQQHYGIiH0RESkC+yIiUgr2R0TVm0FP07Ozs0NaWpp8nJ6eDjs7O4GJiKg6Yl9ERLpWmX7Gzs4Ot2/fBgAUFxcjJycHderU0WtOIjJu7IuIqKoYdDGqbdu2uHHjBlJSUlBYWIjo6Gi4urqKjkVE1Qz7IiLStcr0M66urggPDwcA7Nu3D126dIFKpRIRl4iMFPsiIqoqBl2MMjMzQ1BQED744AN4eHigX79+aNmypehYRFTNsC8iIl2rqJ9ZuXKlvHjw4MGDcf/+fbi5uWHVqlW4cOGCQW+9rm37+I0bN8LDwwNeXl4YNWoUUlNTBaSsmLb8j+zbtw+tWrXChQsX9JiucipzD3v27IGHhwc8PT0xdepUPSd8Om35b926hREjRsDb2xteXl44fFhZuyEHBgaia9eu6N+/f7nnJUnCvHnz4ObmBi8vLyQmJuo8E/si9kUisC8SS2d9kURG4c6dO9L+/ful2NhY6c6dO6LjEBERaVVcXCy99957omMYneLiYqlXr15ScnKyVFBQIHl5eUl//PGHxjVbtmyRPv/8c0mSJCkqKkry9/cXEbVClbmH3377TcrPz5ckSZK+//57Rd1DZfJLkiTl5ORI//73v6UhQ4ZI8fHxApJWrDL3cP36dWngwIHS/fv3JUmSpIyMDBFRy1WZ/DNnzpS+//57SZIk6Y8//pB69uwpImqFTp48KSUkJEienp7lnj906JD0/vvvSyUlJdLZs2elwYMH6znh07EvEo99kXjsiypm9AuYPy9JkrB7926kpKRg0qRJuHXrFjIyMvDaa6+Jjibbvn071q5diy5dushVyQ8//BCDBw8WHQ0AoFarsXnzZowePVp0lApt3LixTFvNmjXh5OSENm3aCEikqbCwEPv27UNqaiqKi4vl9kmTJglMRYbq/v37Tz1vY2OjpySGy9nZudwpB5IkQaVS4cyZMwJSGR5TU1OYmJggJycH1tbWouMYjce3Xgcgb73eokUL+ZoDBw7I30P69OmDuXPnyu9fJajMPXTp0kV+3K5dO+zevVvvOStSmfwAsHLlSowbNw4bNmwQEfOpKnMP27Ztw7vvvovatWsDAOrVqycka3kqk1+lUiE3NxcAkJOTA1tbWyFZK9KpU6enjhSKjY2Ft7c3VCoV2rVrhwcPHuDOnTuKuQ/2ReKxLxKPfVHFWIzSYvbs2TAxMcHx48cxadIkWFlZYfLkydixY4foaLL169cjPDxcXhgwKysLw4YNU0wxytTUFFFRUYouRiUkJCAhIQE9e/YEABw8eBCtWrXC1q1b0bdvX4wbN05oPj8/P1hbW8PR0RHm5uZCszzNxYsXkZqaCrVaLbe5u7sLTETl8fHxgUqlgiRJZc6pVCp5mD1V7OzZs6IjGI0aNWrAy8sLb775JmrUqCG3z5w5U2Aqw1bVW6+LUJl7eFxYWBh69Oihj2iVUpn8iYmJSEtLw9tvv63ID4CVuYcbN24AAIYNG4aSkhJMmjRJMf8Plck/adIkvP/++9iyZQsePnxY7i8nlezJe2zYsCHS09MV80GWfZF47IvEY19UMRajtIiPj0d4eDi8vb0BALVr10ZRUZHgVJrq1KkDKysr+djKykpxO1a0b98ec+fOhYeHBywtLeV2R0dHgan+lpaWhp07d8qv4+TJk/Gf//wH33//PXx8fIQXo9LT0xX5zeFxgYGBuHTpElq2bAkTk7+Xo2MxSnkOHDggOoLRuXfvHgoKCuTjxo0bC0xjWNzd3dlP0HOJiIhAQkICtmzZIjpKpZWUlGDRokVYuHCh6CjPRa1W488//8TmzZuRlpaG9957D5GRkahVq5boaJUSHR2NQYMGYezYsTh79iymTZuGqKgojZ9jiCqLfZE47IsME4tRWpiZmUGtVstDRTMzMxX3pmjatCneeecd9OrVSx7V0KpVK7miOmbMGMEJgaSkJAClQ0AfUalUCA0NFRVJw7179zRGHL3wwgvIyMjAiy++qIiRSM7Ozrh06RJatWolOkqFzp8/jz179oiOQc8oOzsbf/75p0YhpVOnTgITGZbY2FgsXrwYd+7cQd26dXHr1i28/PLLiI6OFh3NYAwaNEh0BKPzLFuvN2zYUJFbr1fmHgDg119/RUhICLZs2aKI79ePaMufl5eHy5cvY+TIkQCAu3fvws/PD19//TXatm2r97zlqez76PXXX8cLL7wABwcH/Otf/8KNGzcUsZxFZfKHhYVh/fr1AEp/1iooKEBWVpaipvg8zZP3mJaWVu7XiSjsi8RjX8S+SB/+aV/EYpQWI0aMwMSJE5GRkYEVK1Zg7969mDJliuhYGpo2bYqmTZvKx7169QJQ2rkoxebNm0VHeCovLy+5oAeUjhzp378/8vPz8fLLLwvNBZRW+3fu3IkmTZpofIOLjIwUFa2Mdu3a4cqVK2XmoJNybd++HaGhoUhLS0Pr1q1x/vx5tGvXTjFFYkOwcuVK/PTTTxgzZgx27dqF48ePK2qtCCXz9/fHypUr5X7uSUrq3wzN41uv29nZITo6GsuWLdO45tHW687Ozorcer0y9/D7778jKCgI69evV9wP7NryW1tb48SJE/LxiBEjMG3aNMV8+AMq93/Qu3dvREdHw9fXF5mZmbhx44a8LopolcnfqFEj/Pbbb/Dx8cHVq1dRUFCgmOlhleHq6ootW7bA09MT58+fh7W1tWKm6AHsi5SAfZF47IsqppLKWzSENFy9ehXHjx8HULpAncjihKHKyMjA8uXLcefOHaxfvx5XrlzB2bNnMWTIENHRZPHx8fI6MO3bt1dEJ6xta1h7e3s9JdHu5MmT8PPzQ/369RVbMCNNXl5eCAsLwzvvvIOIiAhcvXoVK1aswJo1a0RHMxg+Pj7YuXMnBgwYgF27dsHExAQDBgxgQaoSHi1sWVE/p6T+zRAdPnwYCxYsgFqthq+vL/z8/LBy5Uo4OTmhV69eKCgoQEBAAJKSklC7dm2sWLFCMT+4P6LtHkaPHo3Lly+jQYMGAEp/mA8JCRGc+m/a8j9OiR8AAe33IEkSFi1ahKNHj8LU1BQTJkyAp6en6NgybfmvXLmCmTNnIj8/HyqVCgEBAejevbvo2LKPP/4YJ0+elEdITJ48Wd7IZvjw4ZAkCXPnzsXRo0dhaWmJBQsWGNx7iH2R7rEvEo99UflYjKqExMRExMXFQaVSoX379opZ5+iRCxcuICQkBLdu3dLYaU1JRYAPPvgAPj4+CAkJwe7du1FcXIxBgwYpKqNarUZGRobG4ttKWfelvN3PrKys8MILLwhIUz43NzdMnz4dr7zyisZUVn6gVC5fX1/s2LEDAwcOxPbt22Fubg5PT09OMXsGo0ePxtq1a7F8+XJ5wdWEhARs3bpVdDQiIiIiIsXiND0t1qxZg3379sHd3R2SJCEwMBB9+/bFhx9+KDqa7JNPPsG0adPKFAGUJCsrCx4eHli3bh2A0rW4lJR18+bNWLNmDerXr6+RSynFMh8fH9y+fVtehO/BgweoX78+6tevj+DgYDg5OQlOCNStW7fMb1dI2Ro2bIgHDx6gd+/eGDNmDGrVqqWYAqyh+Oqrr2BhYYHAwEBERkYiJycHEydOFB3LoJw7dw7BwcG4du0aioqKoFarYWlpiTNnzoiORkREREQ6wmKUFpGRkdi9ezcsLCwAAOPHj8fAgQMVVYwyhCJAjRo1kJWVJc8BP3fuHKytrQWn+ltoaCj27t2rqAUTH/fmm2+iT58+eOuttwAAx44dQ0xMDHx8fDBnzhxs375dcEKgTZs2mDp1Knr27KkxTY+7ZCnX2rVrAZTuHvnGG28gJydHfo9R5dSoUUN+zIW4/5m5c+dixYoV8Pf3x44dO7Br1y55i2YiIiIiMk4sRmlha2uLgoICuRhVWFioqF0qAOCjjz7CjBkz0LVrV8UWAaZPnw4/Pz8kJydj2LBhyMrK0thZT7SGDRsqqjj2pPPnz2PevHnycffu3bF48WLMnTsXhYWFApP9raCgAObm5vjll1802pX0PqSyHk1PbdKkCYDS9d04OqryYmJisHTpUty7dw+SJEGSJKhUKo7qeUbNmjWDWq2GqakpfH194e3tjalTp4qORUREREQ6wmKUFtbW1vD09ES3bt2gUqnwyy+/4LXXXpMLAzNnzhScENixYweuXbuG4uJijSlmSioCODo6YsuWLbh+/TokSULz5s0Vtd6Rg4MDRowYgbffflujoDdmzBiBqf7WoEEDrFu3Tl6Ib8+ePahfvz7UarVipjsuXLhQdAR6RkqfnmoIvvjiC4SEhHBji+dgaWmJwsJCtGnTBkuWLIGtrS1KSkpExyIiIiIiHeIC5lqEh4c/9bwSpmX06dMH+/btEx1DqzNnziA1NVVjgXBvb2+Bif5W0e5hkyZN0nOS8mVmZmLt2rWIi4sDULrb36RJk1CzZk3cvn0bzZo1E5ywdGRUWFgY/vjjDxQUFMjtLFIpl5ubG7Zt26bY6amGYNiwYVys/A0EnAYAACAASURBVDmlpqaifv36KCoqwnfffYecnBz8+9//VkS/RkRERES6wZFRWiih2KRN+/btceXKFbRo0UJ0lAoFBAQgJSUFrVu3hqmpKQBApVIpphillKJTRerWrYvPP/+83HNK+cAWEBCAl156CceOHcPEiRMRGRmJl156SXQsegqlT081BE5OTpgyZQp69+6t2GnSSmdvb4/CwkLcvHkTbm5uaN68ucZrSURERETGh8WoCvj7+2PlypXw8vIq97ySprGcO3cO3t7esLe31/gBXkkZExISsGfPHnkBc6WYP38+ZsyYgQkTJpR7PiQkRM+JyjdixIhyX7vQ0FABacqXnJyMVatWITY2FoMGDUL//v3x7rvvio5FT6H06amGIC8vD5aWllwr7TkcOnQIs2bNQtOmTSFJEm7evIk5c+bAxcVFdDQiIiIi0hEWoyowY8YMAMopRjzN+vXrRUfQqmXLlrh79y5sbW1FR9EwcOBAAMDYsWMFJ3m6Tz/9VH5cUFCAmJgYeYSZUpiZlXYntWrVwuXLl1G/fn3cu3dPcCp6msaNG6Nx48YoKipCUVGR6DgGidNQn9+iRYsQGhoqj/JMTk7G+PHjWYwiIiIiMmIsRlXgUdHE3t4ed+/eRXx8PFQqFdq2bYsGDRoITqdJaaONHvdoxFFeXh48PT3x2muvaSxcLrrY5+TkBLVajZ9++gnLli0TmuVpnJycNI47dOiAwYMHC0pTvqFDhyI7OxtTpkyBn58f8vPz4e/vLzoWPcWj6al5eXkAACsrK5FxDFJaWhqCg4Pl3fM6duyIGTNmoGHDhoKTGQ4rKyuN6cYODg58LxIREREZORajtNi+fTvWrl2LLl26QJIkzJs3Dx9++KGiCgH/+c9/5McFBQW4efMmmjdvjujoaIGpSil9xBEAmJqa4tatWygsLFTsOiX379+XH5eUlCAxMRE5OTkCE/1t48aN8uOdO3cCgDw97+HDh0IyUeVcvnwZ06ZNQ3Z2NgCgTp06WLx4MVq2bCk4meEIDAxE//79sXLlSgDA7t27ERgYqPF1QU/n5OSEcePGoV+/flCpVNi7dy/atm2LmJgYAJzySERERGSMWIzSYv369QgPD5d3m8rKysKwYcMUVYx6cm2oxMRE/PDDD4LSaOrcuTOA0u3PAwICNM598cUX8nnRHBwcMHz4cLi6uqJGjRpyu1LWzvHx8YFKpYIkSTAzM0OTJk0wf/580bEA/D2q5vr167hw4QJcXV0BAAcPHkTbtm1FRiMtgoKCMH36dHTp0gUAcOLECXz++efcHe4ZZGZmwtfXVz728fHBpk2bBCYyPIWFhahfvz5OnToFoHTDhoKCAhw8eBAAi1FERERExojFKC3q1KmjMV3AyspK8dugOzo6Ij4+XnQMDb/++muZtiNHjpQpUInStGlTefHcR8UVJTlw4IDoCBV6NNXr3Xffxc6dO1GzZk25/fFRe6Q8+fn5ciEKAN544w3k5+cLTGR4bGxsEBERgf79+wMAoqKiYGNjIziVYeG6W0RERETVD4tRWjRt2hTvvPMOevXqBZVKhdjYWLRq1UqegqGEkTOPTwcpKSnB77//rpiFwn/44Qf8+OOPSE5O1tiZMC8vD87OzgKTaXpUUMnNzQUAuaCiFEVFRfjxxx9x+vRpAKUjzoYOHaqx/pZoGRkZGtMczc3NkZGRITARaePg4IC1a9fKC/nv3r0bDg4OglMZlgULFiA4OBgLFy6ESqWCs7MziyvP6Pr165g9ezbu3buHqKgoXLx4EQcOHMCHH34oOhoRERER6YhKkiRJdAglW7NmzVPPPypiiPR4RlNTU9jb26NPnz6wsLAQmKpUTk4OsrOzsXz5cowfP16ehtGhQwe8+uqrgtP97cKFC/jss8/kUVE1a9bEggULyiwcLsqMGTNQXFwMb29vAKVFAxMTE8VM1QOAr7/+Gj///DPc3NwAAPv374eHhwdHRylYdnY2Vq9ejbi4OAClX5eTJ09G7dq1BSej6uS9997DtGnTEBQUhF27dgEA+vfvj6ioKMHJiIiIiEhXWIwyIkod1QMAmzZtQlhYGNzc3CBJEvbv34933nkHI0aMEB0NAODl5YVZs2ahY8eOAIDTp09jzpw5ZdbjEmXAgAHYvXu31jbREhMT5dFbnTp1UlTBkagqffvttxg3bhyCg4PL3dF05syZAlIZJl9fX+zYsQPe3t5yMWrgwIGIiIgQnIyIiIiIdIXT9CowYcKEp54PCQnRUxLtyhvVM3/+fEUtHh0WFoaffvpJXhx83LhxGDp0qGKKUaampnIhCijdnt3MTDlfHqampkhOTkbTpk0BACkpKTA1NRWcqixHR0c4OjqKjkFazJ8/HzNmzKiwn1NS/6ZUL7/8MgAoZvSkIatTpw6Sk5Plot7evXvRoEEDwamIiIiISJeU82lbYcaOHQsAiImJQUZGBgYMGAAAiI6ORr169URGK+Ozzz4rM6rns88+U8yonkceL54orZDSqVMnBAUFwdPTEyqVCnv27EHnzp2RmJgIAMILLNOmTcPIkSPh4OAASZJw69YtLFiwQGgmMlyP1oh61M/Rs3u0a+SLL76Ifv36aZz7+eefRUQyWLNmzcLnn3+Oa9eu4a233kKTJk2wdOlS0bGIiIiISIdYjKpA586dAQCLFi3Czp075XZXV1f4+PiIilUupY/qAUq3Ox8yZIjGekKPb4cu2sWLFwGUXSPs999/h0qlQmhoqIhYAAC1Wo1Lly4hJiYG165dAwC89NJLGouFEz2LR6N5kpKSMGrUKI1zmzZtkvs/0m7dunVlilHltVH51Go1fvjhB3z33XfIz89HSUmJIqeaExEREVHVUlbFQoEePnyIlJQUeYeplJQUPHz4UHAqTUof1QOU7jrYuXNneaHkhQsXKmo9oc2bN4uOUCFTU1NERUVh9OjRaN26teg4ZER27dpVphgVHh5epo3KOnz4MI4cOYL09HTMmzdPbs/NzVXcyE8lMzU1lb8vPJrGTURERETGjwuYa3HkyBEEBQVpTI+aM2cO3nrrLdHRZE9bd0n0qB5DsWnTJvj6+sLKygozZ87E77//jqlTp6J79+6iowEo3T6+uLgYHh4esLS0lNuVUGgkwxMVFYWoqCjExcWhQ4cOcnteXh5MTEywadMmgekMw8WLF5GUlIRVq1bho48+ktutrKzwxhtvcEfCZzBr1iykp6ejb9++GgUpd3d3gamIiIiISJdYjKqEwsJCTo8yco92pjt69Ci2bt2KKVOmYNq0aQgPDxcdDUD5BUcWGumfSk1Nxc2bN7F8+XJMnTpVbreyskKrVq0UN81XyXJzc2FpaSmPhlKr1SgsLNQoGtPTBQYGltu+cOFCPSchIiIiIn3hJ45KSEhIQGpqKtRqtby2kLe3t+BUVJUe1WQPHz4Mb29vtGzZEkqq0y5YsECeKvpISkqKoDRk6Ozt7WFvb4+lS5fC1tYWFhYWAIC//voLaWlpaNKkieCEhmPs2LHYuHEjrKysAJS+hu+//z62bt0qOJnhYNGJiIiIqPoxER1A6QICArBkyRLExcXhwoULuHDhAhISEkTHoirm5OSEsWPH4siRI+jevTtyc3NhYqKcL4/HpwE94u/vLyAJGRN/f3+oVCr52MTEhO+rZ1RQUCAXooDS0WVKW1eQiIiIiEhpODJKi4SEBOzZs0fjAxsZn/nz5yMpKQkODg6wtLREVlYWFixYIDoWrl69iitXriAnJwcxMTFye25uLgoKCgQmI2OgVqs1ph2bm5ujqKhIYCLDY2lpicTERHn9toSEBLz44ouCUxERERERKRuLUVq0bNkSd+/eha2tregoZTxenCgPF3+tPBMTE43FwOvUqYM6deoITFTq+vXrOHToEHJycnDw4EG53crKCsHBwQKTkTGoW7cuYmNj0atXLwDA/v37FfG+NySfffYZ/P39YWtrC0mSkJGRgRUrVoiORURERESkaFzAXIsRI0bg4sWLeO211/DCCy/I7SEhIQJTlXq06Ou9e/dw9uxZdOnSBQBw4sQJODs745tvvhEZj6rQ2bNn4ezsLDoGGZnk5GR88sknuHPnDiRJQqNGjbB48WI0a9ZMdDSDUlRUhOvXrwMAmjdvrvG9grR7fDfTGTNmICkpSVG7mRIRERFR1WMxSouTJ0+W2965c2c9J6nY2LFjsWjRInn01p07dxAYGIgNGzYITkZEhiAvLw8ANNY+oso7c+aMvMnFI9zkovIe3830p59+gr+/v6J2MyUiIiKiqsdpelooqehUkdu3b2tMI6xfvz5u3bolMJHhuH///lPP29jY6CkJkf4VFhZi3759SE1NRXFxsdw+adIkgakMS0BAAFJSUtC6dWuYmpoCAFQqFYtRz+Dx3UwHDhyouN1MiYiIiKjqsRilxblz5xAcHIxr166hqKgIarUalpaWOHPmjOhosq5du+L999+Hp6cnAGDPnj148803BacyDD4+PlCpVJAkCbdv30atWrUAAA8ePECjRo1w4MABwQmJdMfPzw/W1tZwdHTUWMicKo+bXDy/R7uZ3rx5E1OnTlXcbqZEREREVPVYjNJi7ty5WLFiBfz9/bFjxw7s2rULN27cEB1LQ1BQEGJiYnD69GkAwNChQ+Hm5iY4lWF4VGyaOXMm3Nzc4OLiAqD0N/SxsbEio2nIyMjA8uXLcefOHaxfvx5XrlzB2bNnMWTIENHRyIClp6dzOu9zUvImF4ZCqbuZEhEREZHusBhVCc2aNYNarYapqSl8fX3h7e2NqVOnio6lwd3dnbvnPYfz589j3rx58rGLiwuWLl0qMJGm6dOnw8fHR144/1//+hf++9//shhFz8XZ2RmXLl1Cq1atREcxWFlZWfD09FTkJhdKl5iYqHGckpIiKAkRERER6RuLUVpYWlqisLAQbdq0wZIlS2Bra4uSkhLRsTTExMRg6dKluHfvHiRJgiRJUKlUippKqHS2trb46quvMGDAAABAZGSkokY6ZGVlwcPDA+vWrQMAmJmZcRoLPbe4uDiEh4fD3t5eY5peZGSkwFSGZfLkyaIjGKxFixYBKF27LDExEa+88goA4NKlS3BycsJPP/0kMh4RERER6RCLUVosWbIEkiQhKCgI3333HW7fvo01a9aIjqXhiy++QEhICF5++WXRUQzWsmXLsGbNGkyaNAkqlQodO3bEsmXLRMeS1ahRA1lZWfK6NOfOnYO1tbXgVGTovv32W9ERDJ4hbHKhVJs3bwZQumD+jh075BF6ly9fVtz3WSIiIiKqWixGabF//36MGjUKFhYW8g5TmzZtwqhRowQn+1u9evVYiHpONjY2mDlzJvLz81GjRg3RccqYPn06/Pz8kJycjGHDhiErKwsrV64UHYsMHBfdfn7Ozs7y61hUVITi4mLFbXKhdNevX9eYKvrKK6/g6tWrAhMRERERka6pJO6f/FSDBg1CeHi4Rpu3tzd27dolKFFZ8+bNQ0ZGBnr37q0x1YZrSFXemTNn5GLUoUOHcPHiRWzduhWzZ88WHU1WXFyM69evQ5IkNG/eXGN9GqJ/wsvLS35cUFCAmzdvonnz5oiOjhaYynBJkoTY2FicO3cOn3zyieg4BuPjjz+GpaWlxjTp/Px8LF++XHAyIiIiItIVFqMqEBUVhaioKMTFxaFDhw5ye15eHkxMTLBp0yaB6TQFBgaW275w4UI9JzFcQ4YMwapVq+Dn5ycXGvv374+oqCihuWJiYp56ngVHqkqJiYn44YcfMH/+fNFRDJrSfmGhdAUFBfjxxx9x6tQpAECnTp0wfPhwWFhYCE5GRERERLrCaXoVcHZ2RoMGDZCVlYWxY8fK7VZWVorbeYpFp6rRqFEjjWMlLBB+8ODBp55nMYqqkqOjI+Lj40XHMCiPF4xLSkqQkJDAIsozsrCwwLBhw9CjRw+89NJLouMQERERkR6wGFUBe3t72NvbY+PGjXjxxRdhYmKC69ev49q1a/KOP0pRUFCAsLAw/PHHHygoKJDbWaSqvEaNGuHMmTNQqVQoKipCaGioItbhevR/mJKSAgcHB41z3AadntfGjRvlxyUlJUhMTFTULpKG4PGCsampKezt7fHVV18JTGR4YmNjsWTJEhQVFeHAgQNISkrCypUrERISIjoaEREREemI+KEfCvfee++hoKAA6enpeP/99xEREYHp06eLjqUhICAAd+/exbFjx9C5c2ekp6fDyspKdCyDMnv2bHz//fdIT09Hjx49kJSUhKCgINGxZB999FGZNn9/fwFJyBgEBAQAANauXYu8vDzk5eWhsLAQb7/9NgsplfTFF18AAN566y0sXLgQCxcuxLx58+Dn54d69eoJTmdY1q5di7CwMNSqVQsA0KZNG6SmpgpORURERES6xJFRWkiSBEtLS4SFhWH48OEYN24cBg4cKDqWhuTkZKxatQqxsbEYNGgQ+vfvj3fffVd0LIOzbNky0RHKuHr1Kq5cuYKcnByN6UC5ubkao+CInkViYiLS09PRqFEjvPfeexrnHj58yGlmlXDkyBF88skn+Pbbb+Hh4SE6jkEzMzODtbW16BhEREREpEcsRmkhSRLOnj2LyMhIeVHfkpISwak0mZmV/jfWqlULly9fRv369XHv3j3BqQzL8OHDYW9vj379+qFPnz7yb+hFu379Og4dOoScnByN6UBWVlYIDg4WmIwM2bBhwzB69GjcvHkTvr6+crskSVCpVIiNjRWYzjB0794dnTp1Qn5+Ptq3by+3P3oNz5w5IzCdYWnRogUiIyOhVqtx48YNbN68Gc7OzqJjEREREZEOcTc9LU6dOoUNGzagffv2GD9+PFJSUrBp0ybMnDlTdDTZ9u3b4e7ujkuXLiEwMBD5+fn46KOPMHz4cNHRDEp8fDyio6Oxf/9+tGjRAh4eHooZBXfq1Cl06tRJo+3JnR6JntWsWbMwZ84c0TEMmp+fH77++mvRMQzaw4cPERISgmPHjgEoLfR9+OGHHKFHREREZMRYjCJ6QmZmJhYtWoTIyEgkJSWJjgMAGDRoEMLDw7W2EREZqocPH8LS0lJ0DCIiIiLSA07TMwKFhYXYt28fUlNTUVxcLLdPmjRJYCrDkpubi//7v/9DdHQ0UlJS0Lt3b2zfvl10LJw9exZnz55FZmamxs5nubm5UKvVApMREVWNM2fOYObMmcjPz8ehQ4dw8eJFbN26FbNnzxYdjYiIiIh0hMUoI+Dn5wdra2s4OjrC3NxcdByDNGDAAPTu3RsTJ05U1FolRUVFyM/Ph1qtRl5entxes2ZNrFq1SmAyIqKqsXDhQmzYsAF+fn4AgNatW+P06dOCUxERERGRLrEYZQTS09OxYcMG0TEMWmxsLFQqlbzNvZWVlehIAIDOnTujc+fOGDRoEOzt7UXHISLSiUaNGmkcm5iYCEpCRERERPrAYlQFgoODoVKpKjyvpAXMnZ2dcenSJbRq1Up0FIP1xx9/YNq0acjOzoYkSahbty4WLVqEV155RXQ0AIClpSUWL16MK1euoKCgQG4PDQ0VmIqI4uLisGbNGty6dQvFxcXckfAfaNSoEc6cOQOVSoWioiKEhobi5ZdfFh2LiIiIiHSIC5hXQNvC0IMGDdJTkop5eXkBANRqNf788080adJEY5peZGSkqGgGZ9iwYZgyZQq6dOkCADhx4gRWrFiBrVu3Ck5WauzYsejXrx/+97//Yc6cOQgPD0fdunUREBAgOhpRtda3b18EBgbCyclJYzRPnTp1BKYyLJmZmZg/fz5+++03SJKEbt26YcaMGXwNiYiIiIwYR0ZVQAnFJm1CQkJERzAa+fn5ciEKAN544w3k5+cLTKTp/v37GDJkCEJDQ+Wpe76+vqJjEVV71tbWcHFxER3DoNWtWxfLli0THYOIiIiI9IjFKC0yMzPx7bffKnJ6FNcQqjoODg5Yu3YtBg4cCADYvXs3HBwcBKf6m5lZ6Zeqra0tDh06BFtbW2RnZwtORURvvPEGFi9eDHd3d42RqY6OjgJTGZbMzExs27atzI6wCxcuFJiKiIiIiHSJ0/S04PSo6iE7OxurV69GXFwcVCoVOnTogEmTJqF27dqiowEADh48iI4dO+L27dsIDg5GXl4eJk6ciF69eomORlStjRgxokybSqVSxC8sDMWwYcPQoUMHODo6wtTUVG7v06ePwFREREREpEssRmnh4+ODnTt3wsvLS16DydfXFzt27BCcjKqKWq3G6NGjsXnzZtFRiIiqnYEDByIiIkJ0DCIiIiLSI+6drMWT06N+//13To8yMqampjAxMUFOTo7oKBX69NNP8eDBA/k4OzsbgYGBAhMREQDk5ORg4cKF8PHxgY+PDxYtWqTovkSJ3n77bRw+fFh0DCIiIiLSI46M0oLTo6oHPz8/JCUl4c0330SNGjXk9pkzZwpM9Tdvb2/s2rVLaxsR6dfkyZPRsmVLedOLiIgIXLx4EWvWrBGczHA4Ozvj4cOHMDc3h5mZGSRJgkqlwpkzZ0RHIyIiIiId4QLmWvTs2RNA6Y5JnMZlvNzd3eHu7i46RoVKSkqQnZ0tr2F1//59qNVqwamIKDk5GatXr5aPJ02aJG+EQJVz9uxZ0RGIiIiISM9YjNKCu/xUD4MGDUJhYSGuXbsGlUqF5s2ba+yMJdrYsWMxdOhQ9O3bFwCwd+9eTJgwQXAqInrxxRdx+vRpdOzYEQAQFxeHF198UXAqIiIiIiJl4zQ9LbjLT/Vw+PBhBAUFoWnTppAkCTdv3sScOXPg4uIiOprsypUrOH78OACgS5cuaNGiheBERHTx4kVMmzYNubm5kCQJtWvXxqJFi9C6dWvR0YiIiIiIFIvFKC24y0/10LdvX3zzzTdo1qwZgNKpN+PHj8fevXsFJyMiQ5CbmwsAqFmzpuAkRERERETKx2l6Wjza5UdJI2So6llZWcmFKABwcHCAlZWVwEREZAgKCwuxb9++MlO5J02aJDCVYbh///5Tz9vY2OgpCRERERHpG0dGacFdfqqHWbNm4datW+jXrx9UKhX27t2LRo0a4c033wQARS9uTkTivP/++7C2ti4zlXvs2LECUxkGV1dXqFQqlPdjiEqlQmxsrIBURERERKQPLEYRAQgMDHzqeS5YT0Tl6d+/P6KiokTHICIiIiIyKJymp8WpU6fKbe/UqZOek5AusdhERP+Es7MzLl26hFatWomOYtCys7Px559/oqCgQG7j91kiIiIi48WRUVpMmDBBflxQUID4+Hg4OjoiNDRUYCqqaikpKdiyZUuZdV9CQkIEpiIipfPw8EBycjLs7e1hbm4ut0dGRgpMZVi2b9+O0NBQpKWloXXr1jh//jzatWvH77NERERERowjo7R4shhx+/ZtLFiwQFAa0pWJEydi8ODB6NmzJ0xMTETHISID8e2334qOYPBCQ0MRFhaGd955B5s3b8bVq1exYsUK0bGIiIiISIdYjHpGDRs2xNWrV0XHoCpmYWGBkSNHio5BRAbG3t5edASDZ25uDgsLCwCluxO+/PLLuH79uuBURERERKRLLEZpERwcDJVKBQAoKSlBUlISXn31VcGpqKqNHDkSa9asQbdu3TSm2jg6OgpMRURk/Bo2bIgHDx6gd+/eGDNmDGrVqoXGjRuLjkVEREREOsQ1o7QIDw+XH5uamsLe3h4dOnQQmIh0YdmyZYiIiEDTpk3l4qNKpeKaJUREenTy5Enk5OTgrbfe0vjFABEREREZFxajiAC4ubkhOjqaH36IiARQq9XIyMiAWq2W2zg6ioiIiMh4cZqeFgcPHsTKlStx69YtFBcXQ5IkqFQqnDlzRnQ0qkItW7ZETk4O6tWrJzoKEVG1snnzZqxZswb169fX2ECCOxISERERGS+OjNLCzc0Nq1evRqtWreTpW2R8RowYgUuXLqFt27Z44YUX5PYnd1MkIqKq5ebmhm3btqFOnTqioxARERGRnnBklBYNGzbEK6+8wkKUkZs8ebLoCERE1VLDhg1hbW0tOgYRERER6RFHRmkRHx+PlStXonPnzhrrCY0ZM0ZgKiIiIuPw2Wef4fr163j77bf5fZaIiIiomuDIKC2+/PJL1KhRAwUFBSgqKhIdh6rY8OHD8eOPP8LZ2Vlj9BvXBiMi0o/GjRujcePGKCoq4vdZIiIiomqCI6O06N+/P6KiokTHICIiMmp5eXkAACsrK8FJiIiIiEjXTLRfUr316NEDx44dEx2DiIjIKF2+fBne3t7o378/+vfvDx8fH/zxxx+iYxERERGRDnFklBbOzs54+PAhzM3NYWZmxulbREREVWjYsGGYMmUKunTpAgA4ceIEVqxYga1btwpORkRERES6wjWjtDh79qzoCEREREYrPz9fLkQBwBtvvIH8/HyBiYiIiIhI11iMqoSLFy8iNTUVarVabnN3dxeYiIiIyDg4ODhg7dq1GDhwIABg9+7dcHBwEJyKiIiIiHSJ0/S0CAwMxKVLl9CyZUuYmPy9xNbChQsFpiIiIjIO2dnZWL16NeLi4gAAHTp0wOTJk1G7dm3ByYiIiIhIV1iM0sLDwwN79uwRHYOIiIiIiIiIyChwmp4W7dq1w5UrV9CiRQvRUYiIiIzG/PnzMWPGDEyYMKHc8yEhIXpORERERET6wmKUFt7e3hg6dCjq168Pc3NzuT0yMlJgKiIiIsP2aI2osWPHCk5CRERERPrGYpQWM2bMwJIlS/DKK69orBlFRERE/5yTkxMAICkpCaNGjdI4t2nTJnTu3FlELCIiIiLSA1ZXtKhbty569eoFBwcH2Nvby3+IiIjo+e3atatMW3h4uIAkRERERKQvHBmlRZs2bTB16lT07NlTY5qeu7u7wFRERESGLSoqClFRUbh586bGulF5eXncSY+IiIjIyLEYpUVBQQHMzc3xyy+/aLSzGEVERPTPOTs7o0GDBsjKytJYN8rKygqtWrUSRWl0SQAADxtJREFUmIyIiIiIdE0lSZIkOgQRERFVTykpKbC1tYWFhQUA4K+//kJGRgaaNGkiOBkRERER6QrXjNIiLS0NEydORNeuXdG1a1dMnjwZaWlpomMREREZBX9/f6hUKvnYxMQE/v7+AhMRERERka6xGKVFYGAgXF1dcfToURw9ehQ9e/ZEYGCg6FhERERGQa1Wa6zJaG5ujqKiIoGJiIiIiEjXWIzSIjMzE76+vjAzM4OZmRl8fHyQmZkpOhYREZFRqFu3LmJjY+Xj/fv3o06dOgITEREREZGucQFzLWxsbBAREYH+/fsDKN39x8bGRnAqIiIi4zBnzhx88sknCA4OhiRJaNSoERYvXiw6FhERERHpEBcw1yI1NRXBwcE4d+4cVCoVnJ2dMXPmTDRu3Fh0NCIiIqORl5cHoHQ3PSIiIiIybixGERERkTCFhYXYt28fUlNTUVxcLLdPmjRJYCoiIiIi0iWuGaXFp59+igcPHsjH2dnZXMCciIioivj5+SE2NhampqaoUaOG/IeIiIiIjBfXjNLi0qVLqFWrlnxcu3ZtJCUlCUxERERkPNLT07FhwwbRMYiIiIhIjzgySouSkhJkZ2fLx/fv34darRaYiIiIyHg4Ozvj0qVLomMQERERkR5xZJQWY8eOxdChQ9G3b18AwN69ezFhwgTBqYiIiIxDXFwcwsPDYW9vD3Nzc7k9MjJSYCoiIiIi0iUuYF4JV65cwfHjxwEAXbp0QYsWLQQnIiIiMg6pqanlttvb2+s5CRERERHpC4tRREREJMytW7fKbW/cuLGekxARERGRvrAYRURERMJ4eXnJjwsKCnDz5k00b94c0dHRAlMRERERkS5xzSgiIiIS5sm1oRITE/HDDz8ISkNERERE+sDd9IiIiEgxHB0dER8fLzoGEREREekQR0ZRhb777jsMHToUlpaWOn2e2NhYXL16FePHj6/wmps3b+Ls2bMa0zmelJSUhDt37sDFxUUXMYmISAc2btwoPy4pKcHvv/8OW1tbgYmIiIiISNc4MooqFBoaiocPHz7T31Gr1c/8PL169XpqIQoo3W0pKirqqdckJSXh8OHDz/z8uvRPXg8iouokLy9P/lNYWAgXFxd89dVXomMRERERkQ5xAfNqYP369TA3N8fIkSOxYMECXLx4EaGhofjtt98QFhaGmjVr4sKFCygoKECfPn3w0UcfITQ0FEuWLEHz5s1hY2ODzZs349ixY1i9ejUKCwvh4OCAhQsXwsrKCq6urujXrx9+/fVXfPDBB9i6dStatWqFU6dOQa1WY8GCBXjttddw//59fPbZZ0hJSYGlpSXmzp2L1q1bY+fOnUhISEBQUBCmT5+OmjVrIiEhAXfv3kVAQAD69u2Ld955B1evXkWTJk0waNAgjB49WuMeCwsL4e7ujr/++gt2dnb4z3/+gy+//BJbt25F3bp1UVJSgj59+uCnn37CkiVLYG5ujoSEBOTl5WH69Ono2bMn1Go1li5dipMnT6KwsBDvvvsuhg0bVu5rWlJSgrlz5+L48eNo1KgRzMzM4Ovri759+5Z5PSRJwjfffANJkuDi4oKAgAAAgLOzM86ePQsA2Lt3Lw4dOoRFixZh+vTp5eYjIjImAQEB+OKLL7Bp0yaMGjVKdBwiIiIi0iOOjKoGOnbsiNOnTwMAEhISkJ+fj6KiIsTFxaFTp07473//i507d2L37t04deoULl68iJEjR8LW1habNm3C5s2bkZmZia+//hobN25EeHg4nJycNKZW2NjYIDw8HJ6engCAv/76CxEREZg1axY+++wzAMDq1avx6quvIjIyEv/973/x6aeflpv3zp07+OGHH/DNN99g2bJlAICpU6eiY8eOiIiIKFOIAgBzc3N89NFH8PDwQEREBDw8PDBgwADs3r0bAPDrr7+idevWqFu3LoDSkVZhYWH45ptvMGvWLBQUFCAsLAzW1tbYsWMHduzYgW3btiElJaXcjDExMUhNTcWePXuwZMkSnDt3TuP8o9ejY8eOWLp0KTZt2oRdu3bhwoUL2L9/v9b/s/LyEREZk8TERKSnp2PHjh3Izs7G/fv3Nf4QERERkfHimlHVgKOjIxITE5Gbmwtzc3O8+uqrSEhIwOnTpzFz5kz8/PPP2LZtG4qLi3H37l1cvXoVrVu31vg3zp8/jytXrmD48OEAgKKiIrRr104+7+HhoXH9o6JUp06dkJubiwcPHiAuLg6rV68GAHTt2hX3799Hbm5umby9e/eGiYkJWrRogYyMjH98376+vvjwww8xevRo7NixAz4+PvK5fv36wcTEBP/617/g4OCAa9eu4ZdffsGlS5ewb98+AEBOTg7+/PNPODg4lPm34+Li0LdvX5iYmKBBgwZ44403NM4/ej0uXLiAzp07y0UwLy8vnDp1Cr17935q9vLytWnT5h+/FkRESjNs2DCMHj0aKSkp8PHxweMDtVUqFWJjYwWmIyIiIiJdYjGqGnjhhRfQpEkT7Ny5E87OzmjVqhVOnDiB5ORkWFhY4H//+x/CwsJQu3ZtTJ8+vdxROJIkoVu3bli+fHm5z/HkIucqleqpx09jbm5e6WufplGjRqhXrx5+++03xMfHY+nSpU/NJ0kSZs6cibfeeuu5n/tZF31/8jV/ntePiMgQjBw5EiNHjsSsWbMwZ84c0XGIiIiISI84Ta+a6NixI/73v/+hU6dO6NixI7Zu3Yo2bdogLy8PlpaWsLa2RkZGBo4cOSL/HSsrK+Tl5QEA2rVrhzNnzuDPP/8EAOTn5+P69esVPt+ePXsAAKdPn4a1tTWsra3RsWNHedrciRMnUKdOHdSsWbNS+R/P8izXDBkyRF53ytTUVG7fu3cvSkpKkJycjJSUFDRv3hzdu3fHjz/+iKKiIgDA9evXkZ+fX+5ztW/fHjExMSgpKUFGRgZOnjxZ7nWvvfYaTp06hczMTKjVakRHR6NTp04AgPr16+Pq1asoKSkpM3WvvHxERMaIhSgiIiKi6ocjo6qJjh07IiQk5P/bu5+QKLs2juPfJnFQsdRqNHCjhMqklmJ/liKFOlFO5hgUY0KC0h8zBZlcaLVQsRYtMkIwLMnASohCW7iQBFtoFBhRmousyKIQqplJmdF3Ee/wDO9Y74OTj4/8Prv73Nc598W9vDjnOmzdupXw8HCMRiNZWVmkpKRgNpvJz88nLi6OzMxM35zi4mLKysowmUx0dnbS1NREdXU1s7OzAFRVVS1YJDEajVitVjweD42NjQCcOHGCuro69u7dS1hYGM3Nzf93/snJyRgMBvbt20dhYWHAvlE7duygra2NgoICysvLsVgs5OTkcObMGb8jevBz11RRURFOp5Nz585hNBqx2Wy8f//ed1wkOjp6wRudcnNzefz4MRaLhY0bN2I2m4mMjPyfOJPJRE1NDUeOHPE1MP/vEb2amhrKy8uJiYkhNTXVr/AVKD8RERERERGRlUC36UnQ2e12amtrSUtL+6dTYXR0lKamJrq6unxjDoeD7Oxs8vLyFrW20+kkIiKC6elpbDYbt27dYsOGDYtNOWj5iYiIiIiIiCxHOqYnK1ZbWxuVlZVUV1f/kfUrKiooKCjg8OHDHDt2LCiFKBEJvo6ODtxud9DiRERERERkcbQzSv51BgcH/ZqRA8THx9Pa2hr0b7169Yra2lq/sdDQUG7fvh30b4nIn5GTk8OdO3d8t1ouNi7YvF6vX087EREREZGVTsUoERFZMVwuF1VVVUxNTTE3N0deXh5Xr14lISGBqKgoOjs7aWhoYHR0lJmZGXJzc6msrOTGjRu0tLT4xWVkZPD06VPg56UCAwMDNDc309fXR2trKwaDgcjISG7evBkwF7fbjcPhYHx8nISEBD59+kR9fT1paWlkZGRw8OBBhoaGqK+vZ3R0lLt37wJQVFREaWkp7969o6KiggcPHgDQ3t6Oy+Xi5MmT2O12kpOTGR4exuv10tjYSHp6+tL8ZBERERGRRVIDcxERWTEGBwcxmUy0tbUB8O3bN3p6erh+/bpvx9Pp06eJiorC6/VSWlrKy5cvKSkpoaOjwy9uIVeuXKG9vZ3Y2Fi+fv26YFxXVxdr166lt7eXsbExrFar753L5SI9PR2Hw8Hz58/p6emhu7ub+fl5iouL2b59O2vWrPllHj9+/ODevXsMDw9TV1fnK1qJiIiIiCx36hklIiIrRlJSEkNDQ1y4cIGRkZGAt1z29fWxf/9+rFYr4+PjTExM/K1vZGRk4HA46O7uxuv1Lhj35MkTLBaLL6/k5GTfu9WrV5Obm+uL27VrF+Hh4URERLB7925GRkZ+m8eePXsA2LZtG9+/f/9lYUxEREREZDlRMUpERFaMhIQEenp6SEpK4tKlS1y+fNnv/du3b7l27RodHR3cv3+f7OxsZmZmfrvuX2POnz9PVVUVHz584MCBA0xPT//tPI1G42/7RIWEhDA3NxcwB4BVq1b98llEREREZLlSMUpERFaMjx8/EhYWRkFBAUePHuXFixdERETgdDoBcDqdhIWFERkZyefPn3n06JFv7l/jANavX8/ExARzc3P09/f7xicnJ9myZQunTp0iOjqaqampgLlkZmbS19cHwOvXrxkbGwsYl5WVRX9/P263G5fLRX9/P1lZWaxbt44vX74wPT3N7OwsAwMDfvN6e3sBfDvAAu0CExERERFZjtQzSkREVoyxsTFaWlowGAyEhIRw9uxZnj17RllZGSaTic7OTsxmM/n5+cTFxZGZmembW1xc7BdXU1NDeXk5MTExpKam4nK5AGhpaeHNmzfMz8+zc+dOUlJSAuZy6NAhHA4HFouFxMRENm3aFLBgtHnzZgoLC7HZbMDPBuZmsxmA48ePY7PZiI2NJTEx0W+e0WjEarXi8XhobGwMyv8TEREREVkKuk1PRETkD/B6vXg8HoxGI5OTk5SWlvLw4UNCQ0MXvbbdbqe2tpa0tLQgZCoiIiIisrS0M0pEROQPcLvdlJSU4PF4mJ+fp6GhISiFKBERERGRfzvtjBIREVmEwcFBLl686DcWHx9Pa2vrP5SRiIiIiMjypmKUiIiIiIiIiIgsGd2mJyIiIiIiIiIiS0bFKBERERERERERWTIqRomIiIiIiIiIyJJRMUpERERERERERJaMilEiIiIiIiIiIrJk/gNsj40c3QfpugAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1440x2160 with 24 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "F6jVlUbBGl12"
},
"source": [
"### Categorical Feature Distribution Amoung Target Classes"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "5Lch1opxESyi",
"outputId": "09c0c404-372d-4e01-ea70-dc066e696510"
},
"source": [
"fig, ax = plt.subplots((len(categorical_column_names)+3)//4, 4, figsize=(20, 30))\n",
"fig.subplots_adjust(hspace=1.4)\n",
"\n",
"for variable, subplot in zip(categorical_column_names, ax.flatten()):\n",
" sns.countplot(x=variable, hue=\"status_group\", data=df_train,ax=subplot)\n",
" for label in subplot.get_xticklabels():\n",
" label.set_rotation(90)"
],
"execution_count": 11,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x2160 with 24 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "JyosF81UHHOP"
},
"source": [
"Distribution of the Target Varable in the Training Set"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 293
},
"id": "cDQ3M4i0HGkA",
"outputId": "21b806e8-3690-42b8-a80d-635cc1b36821"
},
"source": [
"sns.countplot(df_train['status_group'])"
],
"execution_count": 12,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f61d5c272d0>"
]
},
"metadata": {},
"execution_count": 12
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "BajQO7KmWkdz"
},
"source": [
"### Feature Importance"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 833
},
"id": "N4_bzIykWjno",
"outputId": "37fbe52e-2199-4bed-8e7e-ff786857e54c"
},
"source": [
"from sklearn.feature_selection import mutual_info_classif\n",
"\n",
"def make_mi_scores(X, y, discrete_features):\n",
" mi_scores = mutual_info_classif(X, y, discrete_features=discrete_features)\n",
" mi_scores = pd.Series(mi_scores, name=\"MI Scores\", index=X.columns)\n",
" mi_scores = mi_scores.sort_values(ascending=False)\n",
" return mi_scores\n",
"\n",
"X = df_train.copy()\n",
"y = X.pop(\"status_group\")\n",
"\n",
"# Label encoding for categoricals\n",
"for colname in X.select_dtypes(\"object\"):\n",
" X[colname], _ = X[colname].factorize()\n",
"\n",
"# All discrete features should now have integer dtypes (double-check this before using MI!)\n",
"discrete_features = X.dtypes == int\n",
"\n",
"mi_scores = make_mi_scores(X, y, discrete_features)\n",
"# mi_scores # show a few features with their MI scores\n",
"\n",
"import matplotlib.pyplot as plt\n",
"def plot_mi_scores(scores):\n",
" scores = scores.sort_values(ascending=True)\n",
" width = np.arange(len(scores))\n",
" ticks = list(scores.index)\n",
" plt.barh(width, scores)\n",
" plt.yticks(width, ticks)\n",
" plt.title(\"Mutual Information Scores\")\n",
" \n",
"plt.figure(dpi=100, figsize=(10,10))\n",
"plot_mi_scores(mi_scores)\n"
],
"execution_count": 13,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1000x1000 with 1 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "HdZFWqCYU-PN"
},
"source": [
"### Feature Correlation"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 606
},
"id": "HDsEQq1cXFZN",
"outputId": "8df8b2ae-f331-44ce-d763-5175f6ac9f1f"
},
"source": [
"plt.figure(figsize=(20, 8))\n",
"# mask = np.triu(np.ones_like(df_train.corr(), dtype=np.bool))\n",
"# mask=mask,\n",
"heatmap = sns.heatmap(X.corr(), vmin=-1, vmax=1,cmap='BrBG')\n",
"heatmap.set_title('Correlation Heatmap', fontdict={'fontsize':12}, pad=12);"
],
"execution_count": 14,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x576 with 2 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Gn-k4CFHc7F_"
},
"source": [
"Unique Value Counts of Features"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "M6FCaSBRu3bC",
"outputId": "d6837842-c591-4365-fc71-59a0b75c2457"
},
"source": [
"df_train.nunique()"
],
"execution_count": 15,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"id 59400\n",
"amount_tsh 98\n",
"date_recorded 356\n",
"funder 1897\n",
"gps_height 2428\n",
"installer 2145\n",
"longitude 57516\n",
"latitude 57517\n",
"wpt_name 37400\n",
"num_private 65\n",
"basin 9\n",
"subvillage 19287\n",
"region 21\n",
"region_code 27\n",
"district_code 20\n",
"lga 125\n",
"ward 2092\n",
"population 1049\n",
"public_meeting 2\n",
"recorded_by 1\n",
"scheme_management 12\n",
"scheme_name 2696\n",
"permit 2\n",
"construction_year 55\n",
"extraction_type 18\n",
"extraction_type_group 13\n",
"extraction_type_class 7\n",
"management 12\n",
"management_group 5\n",
"payment 7\n",
"payment_type 7\n",
"water_quality 8\n",
"quality_group 6\n",
"quantity 5\n",
"quantity_group 5\n",
"source 10\n",
"source_type 7\n",
"source_class 3\n",
"waterpoint_type 7\n",
"waterpoint_type_group 6\n",
"status_group 3\n",
"dtype: int64"
]
},
"metadata": {},
"execution_count": 15
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ixc1xsOEyX83"
},
"source": [
"### Distribution of Water Pumps in 2D Dimension(lat,long)"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 619
},
"id": "PL7rnQj1w1A6",
"outputId": "3a28cb8c-a26c-40c4-8281-2cd61c884b7a"
},
"source": [
"fig, ax = plt.subplots(figsize=(10, 10))\n",
"sns.scatterplot(x='latitude',y='longitude',hue='status_group', data=df_train, ax=ax)"
],
"execution_count": 16,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f61d64a6cd0>"
]
},
"metadata": {},
"execution_count": 16
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "md4TPKx_OzpD"
},
"source": [
"Insights From EDA\n",
"\n",
"\n",
"\n",
"* amount_tsh - Total static head has extreme outliers. Most of the values are closer to zero. But there are some values(max:350 000) that are extremely high which are possible outliers.\n",
"* population has outliers and it is right-skewed.\n",
"\n",
"* Zeros in latitudes and longitudes are seemed to be outliers\n",
"* gps_height has outliers around zero.\n",
"* Construction_year has zeros which are outliers.\n",
"* Amount of data available for each target class is not balanced. The functional class has more data and functional needs repair has limited data for training.\n",
"* Some set of features shows a high correlation. \n",
" <br> Eg:-\n",
" * district_code and region_code\n",
" * extraction_type,\textraction_type_group,\textraction_type_class\n",
" * extraction_tupe_class, waterpoint_type\n",
" * installer, funder\n",
" * construction_year, gps_height\n",
"\n",
" Most of them are of about the same feature with different interpretations.\n",
"\n",
"* Same columns are repeated under different column names. Eg: management, scheme_management\n"
]
}
]
}