{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "___\n", "\n", "\n", "___\n", "
Copyright by Pierian Data Inc.
\n", "
For more information, visit us at www.pieriandata.com
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Decision Trees" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Data\n", "\n", "We will be using the same dataset through our discussions on classification with tree-methods (Decision Tree,Random Forests, and Gradient Boosted Trees) in order to compare performance metrics across these related models.\n", "\n", "We will work with the \"Palmer Penguins\" dataset, as it is simple enough to help us fully understand how changing hyperparameters can change classification results.\n", "\n", "\n", "\n", "\n", "Data were collected and made available by Dr. Kristen Gorman and the Palmer Station, Antarctica LTER, a member of the Long Term Ecological Research Network.\n", "\n", "Gorman KB, Williams TD, Fraser WR (2014) Ecological Sexual Dimorphism and Environmental Variability within a Community of Antarctic Penguins (Genus Pygoscelis). PLoS ONE 9(3): e90081. doi:10.1371/journal.pone.0090081\n", "\n", "Summary:\n", "The data folder contains two CSV files. For intro courses/examples, you probably want to use the first one (penguins_size.csv).\n", "\n", "* penguins_size.csv: Simplified data from original penguin data sets. Contains variables:\n", "\n", " * species: penguin species (Chinstrap, Adélie, or Gentoo)\n", " * culmen_length_mm: culmen length (mm)\n", " * culmen_depth_mm: culmen depth (mm)\n", " * flipper_length_mm: flipper length (mm)\n", " * body_mass_g: body mass (g)\n", " * island: island name (Dream, Torgersen, or Biscoe) in the Palmer Archipelago (Antarctica)\n", " * sex: penguin sex\n", "\n", "* (Not used) penguins_lter.csv: Original combined data for 3 penguin species \n", "\n", "Note: The culmen is \"the upper ridge of a bird's beak\" \n", "\n", "**Our goal is to create a model that can help predict a species of a penguin based on physical attributes, then we can use that model to help researchers classify penguins in the field, instead of needing an experienced biologist**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Imports" ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv(\"../DATA/penguins_size.csv\")" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
speciesislandculmen_length_mmculmen_depth_mmflipper_length_mmbody_mass_gsex
0AdelieTorgersen39.118.7181.03750.0MALE
1AdelieTorgersen39.517.4186.03800.0FEMALE
2AdelieTorgersen40.318.0195.03250.0FEMALE
3AdelieTorgersenNaNNaNNaNNaNNaN
4AdelieTorgersen36.719.3193.03450.0FEMALE
\n", "
" ], "text/plain": [ " species island culmen_length_mm culmen_depth_mm flipper_length_mm \\\n", "0 Adelie Torgersen 39.1 18.7 181.0 \n", "1 Adelie Torgersen 39.5 17.4 186.0 \n", "2 Adelie Torgersen 40.3 18.0 195.0 \n", "3 Adelie Torgersen NaN NaN NaN \n", "4 Adelie Torgersen 36.7 19.3 193.0 \n", "\n", " body_mass_g sex \n", "0 3750.0 MALE \n", "1 3800.0 FEMALE \n", "2 3250.0 FEMALE \n", "3 NaN NaN \n", "4 3450.0 FEMALE " ] }, "execution_count": 115, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## EDA\n", "\n", "### Missing Data\n", "\n", "Recall the purpose is to create a model for future use, so data points missing crucial information won't help in this task, especially since for future data points we will assume the research will grab the relevant feature information." ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 344 entries, 0 to 343\n", "Data columns (total 7 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 species 344 non-null object \n", " 1 island 344 non-null object \n", " 2 culmen_length_mm 342 non-null float64\n", " 3 culmen_depth_mm 342 non-null float64\n", " 4 flipper_length_mm 342 non-null float64\n", " 5 body_mass_g 342 non-null float64\n", " 6 sex 334 non-null object \n", "dtypes: float64(4), object(3)\n", "memory usage: 18.9+ KB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "species 0\n", "island 0\n", "culmen_length_mm 2\n", "culmen_depth_mm 2\n", "flipper_length_mm 2\n", "body_mass_g 2\n", "sex 10\n", "dtype: int64" ] }, "execution_count": 117, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.isna().sum()" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2.9069767441860463" ] }, "execution_count": 118, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# What percentage are we dropping?\n", "100*(10/344)" ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [], "source": [ "df = df.dropna()" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 334 entries, 0 to 343\n", "Data columns (total 7 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 species 334 non-null object \n", " 1 island 334 non-null object \n", " 2 culmen_length_mm 334 non-null float64\n", " 3 culmen_depth_mm 334 non-null float64\n", " 4 flipper_length_mm 334 non-null float64\n", " 5 body_mass_g 334 non-null float64\n", " 6 sex 334 non-null object \n", "dtypes: float64(4), object(3)\n", "memory usage: 20.9+ KB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
speciesislandculmen_length_mmculmen_depth_mmflipper_length_mmbody_mass_gsex
0AdelieTorgersen39.118.7181.03750.0MALE
1AdelieTorgersen39.517.4186.03800.0FEMALE
2AdelieTorgersen40.318.0195.03250.0FEMALE
4AdelieTorgersen36.719.3193.03450.0FEMALE
5AdelieTorgersen39.320.6190.03650.0MALE
\n", "
" ], "text/plain": [ " species island culmen_length_mm culmen_depth_mm flipper_length_mm \\\n", "0 Adelie Torgersen 39.1 18.7 181.0 \n", "1 Adelie Torgersen 39.5 17.4 186.0 \n", "2 Adelie Torgersen 40.3 18.0 195.0 \n", "4 Adelie Torgersen 36.7 19.3 193.0 \n", "5 Adelie Torgersen 39.3 20.6 190.0 \n", "\n", " body_mass_g sex \n", "0 3750.0 MALE \n", "1 3800.0 FEMALE \n", "2 3250.0 FEMALE \n", "4 3450.0 FEMALE \n", "5 3650.0 MALE " ] }, "execution_count": 121, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['MALE', 'FEMALE', '.'], dtype=object)" ] }, "execution_count": 122, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['sex'].unique()" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Torgersen', 'Biscoe', 'Dream'], dtype=object)" ] }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['island'].unique()" ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [], "source": [ "df = df[df['sex']!='.']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualization" ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 125, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAEHCAYAAABGNUbLAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy86wFpkAAAACXBIWXMAAAsTAAALEwEAmpwYAAClL0lEQVR4nOydd3hUZdqH73Om90kPCSGh9957B0VEBRXX3tbeu7vuus1vV1dXV3fVtWAv2BuICNKk9xpqKElIb9PbmfP9MWHIMAlJICEB5r4uLp13zjnvO5PkOe95yu8RZFkmRowYMWKcX4gtvYAYMWLEiHHmiRn/GDFixDgPiRn/GDFixDgPiRn/GDFixDgPiRn/GDFixDgPUbb0AhpKYmKinJWV1dLLiBEjRoyzio0bN5bKspx04vhZY/yzsrLYsGFDSy8jRowYMc4qBEE4XNt4zO0TI0aMGOchMeMfI0aMGOchMeMfI0aMGOchMeMfI0aMGOchMeMfI0aMGOchZ022T4wYrZVSt4MqnxulKGJSaYnXGlp6STFi1EvM+MeIcRoUu+xcs/BtsisKAZjUthvPj7qcRJ2xhVcWI8bJibl9YsQ4RaSgxCd714UNP8CivN3sKD/agquKEaNhxIx/jBiniC8osb0s2tDvKi9ogdXEiNE4YsY/RoxTRKdUM6tj/6jxSRndWmA1MWI0jpjxjxHjNBiW2oHfD7qQZJ2JTFM8b4y/llS9paWXFSNGvcQCvjFinAZxWj239BjJrI4DEARI0BoQhdieKkbrJ2b8z2MqPC6cAS8ABqWauFaYoljuceIK+BAQ0KvUxGn0Lb2kKNQKJcl6U0svI0aMRhEz/ucpZW4Hj678koW52QCMT+/Ki6OvaFUpiqVuB/cu/5QVR/cDMC2zF38fcSkJ2tazxhgxzlZiz6dNSCAoUeK2Y/O6W3op9bKqMCds+AGW5O9haf6e8GufFKDEbcfu8zT53EE5SKnbQYXHedLjfjqyK2z4AeYf3sGGolrVaWPEiNFIYsa/iSj3OHl9xwou//EN7lz6CfsqiwkEpZZeVp2sLz4UNbam8CAQ2nG/sHkRM+f/jwdXfM5hezmyLDfJvJVeF18d2MJvfnqLmxa/z4aiw7j83qjjpGCQdUUHo8Y3FB9pknXEiHG+EzP+TYA/KPHRnnX8Y+MCDlSVsOzoXmb88F/K6tnZtiQXZfaOGpvRoS+ugI9/bV7Ef7cv5aCtlAVHdnL5/NcpcTuaZN6NxUd4YMVnZFcUsqH4MLN+/F+t11aIIjPa940avyCzR5OsI0aM852Y8W8CKr0uPt+/MWLM7vdyyFbWQiuqny7WFP4weBpmtRaTSsPjA6bSOz4Nh8/Dtwe3Rhxb4LJh852+K8vl9/HR3nURY5Ic5Je8PbUe3z8pg4f7T8ao0mBR6/jTkOl0tER1o4sRI8YpEAv4NgFqUUmawUqOrTRiPKEVZs8cI06r56buI7isQz9AwKLWoVEqKXU7SDNYqKph7AUE9Er1ac+pUihob0qIGs80R48BxGsN3NV7DNd0GQKAVaNDrYj9ysaI0RTEdv5NgEWj489DL8ao0oTHLu84oFUbfziWomgmWW9CowwZ1USdkX+MuAxNDSN7V++xGGp8tlNFJSq4teco2ujN4bFByZn0SUiv8xyNQkWy3kSy3hQz/DFiNCFCUwXymptBgwbJrbmBeyAoUeZxcrCqlESdkQStoVXmzTcEb8BPhddFjq2UNgYLcRo91ibMry922cl1lKNVqEjRm1tVemmMGOcagiBslGV50Injsa1UE6EUFaTozaTU2NWerWiUKlKVFlINzSNTcGwnHyNGY5ElCclVgajWI7bCgr+ziZjxjxEjxllBwF6CbeWHONbORZ3eg4TL/oQqoV1LL+usJWb8Y8SI0eoJ+j1ULHiJinn/AMBzcD2u7CW0++NqlJbUFl7d2UnM+MdoECVuO7vKC3AFfAxIakeSznhGBcxK3Q72VxVT4nYwKDmTRK0RlUJxxuaPUT8Beyn+koP4i/ah6zwChSkJUdM0ca+gswLbijmR85UdQXKUx4z/KRIz/jHqpcRt5/If3+BAVQkAcRo9C2bcR7rRekbmL3U7uGnR+2wuDVX36pVq5s+4h06W5DMyf4z6kRzllHz8IPbVH4cGRAVtH/kJfY/xTTOBqEBhTkayFUcOx/z+p0ws1TNGnVR4XJS6Hfx69EDY8ANUeF28uXPFGZOvyLGVhA0/gCvg47mNC3HUIgsRo2UIuqqOG36AoETxxw8QOMFYnypKczLJ174CNdJ9zWNuRtSd/QkWLUVs5x+jVopdNu5dPhcBgaEp7aPfd9uRZPmM/AKVe1xRY2UeJ35JAtUZWECMegn6oyvAJXspNOEGQdt+EO2f24fn4AZUyR1RxqWjMMQ32fXPN2I7/3MAWZax+Tz4m+gPze338eLWxawsOMDGksOMTe+MWoz0r9/SY2REIVhz0i8xI6KA7tj8cdrYI39rQWFMQJmYFTFmGX87YhMaZ1GjR5XQDtOgmWjb9UVpSmyya5+PxHb+ZznlHicLDu/k+0Pb6JvQlpt7jCD5NGsNHAEvqwpyAHAH/Ly561c+mHIz7+xaiSvg554+4+hsTWmK5TeIRJ2BH2fcywubfqbYbefmHiMZlhr9NBKj5VBaUsj43TLKv/8/fPk7MQ2/BuOgmYhNUBkeo3mIVfiexXgCfl7Y/DOv7VgeHuse14ZPpt5yWlWz7oCPP675nk/2rQ+PZRjj+OrC2zGotZjV2tNa96ni8nvxB4NYNLoWmT9G/QR9bmS/G1FnRRBjjoXWQF0VvrGfzlmMzefh/d1rIsayKwpwnmYgVKdU88iAyQxMDhXQGJRq7u87AWMLGn4AvUoTM/ytHFGtQ2GIjxn+s4CY2+csRhDArNHhDPgixpXi6ee/p+jNvDPxBtwBP0pRxKLWoVXGoqsxYpwrxG7PZzHxGgN/GjI9Ymx2p0FNosAJIUnldKOVFL25SQ2/0++lyGWj2GXHJwWa7LpnijKPgyKXjbImanBzNhP0uQlUFhCoLCDYBD0fYpw5Yjv/sxiFKDImrTPLZz7MqoIcuse3ob05AWsrdo2Ue5z8a8siPt6zDp1SzRMDpzKjfd+zwp0jyzI5tlLuXPoxu8oL6JWQxmvjrqa9+fzMOpEcZVQsepWK+c8BEDftUeIm3Y3CWHt/hhiti9jO/yzHpNbSwZLEtd2GMjC5HfGtWEZalmV+OrKLd7NX4wtKVPncPLn6G446K1t6aQ2i1OPgxkXvsqu8AIAdZUe5edH7lJ6nTwCew1so/+ZPyD4Xss9F+Td/xnN4c0svK0YDiRn/GGcMV8DHj4d3RI2vOLq/BVbTeLxSgIMntObcV1WM9yx0XTUFjg1fRY+t/6IFVhLjVIgZ/xhnDK1CWWu1cP+kjBZYTeNRi0qSTkihbWOwoGqCAPvZiL7b2KgxXbcm0vKJ0ezEjH+M0yIQlChy2dhUfIRDtjIqvdFSDMdQiAqu7DyQ4SkdABAFgeu7DTtrmrInaPX8b/w1WNWh+EScRs//xl3T6tt1Nhe67uMxDpoVfm0YNBN9jwktuKIYjSFW5BXjtNhbWcSl817D5vMAcHP3ETzUf9JJ2z6We5w4Az4UgoBRpcGsbv3B3mP4JYlyrxN3wIdOqSZeYzivpaUlRzlBbyjmIWqMKIwxrZ3WRou0cRQEIQN4H0gFgsAbsiz/WxCEeGAukAUcAq6UZbmiOddyvhGUg5R5nMhyKCisU6qwed14JD9KURERGJZlmVKPA1kGo0qNvoGpopVeF0+t+S5s+AHmZK/i5h4jo4x/ldeNVwqgFEXitQbiOTt3yyqF4pxo1VkTyVGOHPAiKDWNNt4KY3yjzpGDQSR7Ccgyos4ck2RuQZo71TMAPCzL8iZBEEzARkEQfgZuBBbLsvwPQRCeAJ4AHm/mtZw3OP1eVhfm8Mc131PhdXJ7zzFc0Xkgv1v9Db8W7KdHXBv+NfoKOloS8UoBNpfk8sSqryl02ZjZsT+P9J/cIHkInySRay+PGi/zOMgyH0/3K3BW8fiqr1hZcICe8W14cfSVtDcnnNFmMDFqx196iMK3bsFzYDXajsNIveVtVEnNo5sU9Dhw7/2V4g/uRbKXYB57C/HTn0BpOjvcfucazfrXJ8tygSzLm6r/3w5kA+nAJcB71Ye9B1zanOs43zjW/OSIoxy734tepebhX79gcd7ukLEvzeXqn96i1O2kwuvimoVzyLGV4gr4+HDPWt7JXtWg4iurRselHfpGjJlUGtoa48KvK7wu7l8+l1/y9uCVAmwqyeU31XPHaFkCtmLy/30Z7t1Lkf1e3LuXkf/SJU2mwX8ikr2U/Bcvxl+SQ9Bjp/Knl7Ct/ABZOjN9IWJEcsa2XoIgZAH9gbVAiizLBRC6QQCxlkxNyIbiw8gcj+X0SUzn14LIdMoClw1XwMueiqIoKegFh3dGuHLqQq1QcmuPUdzTZxxtjXEMT+3ANxfdGREA9UkBVhXmRJx31FmF+wRJihhNR8BWgm3NpxTOuRXH1h8J2EtrPU72e/HlbosY8+XvRK7jZy/Zy3Bu/4nCObdiW/1xo28S7py1IAcjxhzrvyToqgQg6PPgK9pP8SePUPr1n/GX5yKfoYZB5yNnpMJXEAQj8CXwgCzLNkEQGnrebcBtAO3atWu+BZ5jdLYmIyAgCBCUZQqdNjqYE8mxHTcCWoUKrVJNO1O0v7Z7XCq6Bso5JOiMPNh3Ejd3H4FaoYzy9SsEgfbmhIj8eL1SHdMJaiYkZwXFH96LY93nANiWv0PcRU+QMOP3Uf51QaGMao2oMCUi1PKzCfrcVCx6hfJv/xq+rmHgZaTc9AbKBvr81W26Ro1p2vVDqF6Xv+wQh5/qB5IfgMpFr5D1t60o49IbdP0YjaPZd/6CIKgIGf6PZFk+VhVSJAhCm+r32wC1biFkWX5DluVBsiwPSkqK+QUbSorezI8z7uWLC2/ntXFXs67oEP8eMxtLdVaNRqHkhVGXY1FrSdAauLv3WARCN+QMYxxPDLqgUfpAGqWSZL251gyfBK2Rl8dcFVYD1SiU/GvU5eG1xGhagh5H2PAfo3LhSwTdVVHHKkxJtLnjI4TqJuuCWk/q7R+iqKVJStBVScWPL0SMOTd+jextuPtOYU7GMuHO8GtVahfiZ/wOUa0jGPCHrl9t+CHUtN2x+fsGX7+hSB4H/op8vPk7CVQWINeY83yiubN9BOBtIFuW5X/VeOs74AbgH9X//bY513E+Uep28PCvX7A0fy8AfRLSmTPxehK0Rn657EEcfi8GpRqzWodOqUanVHN3n/Hc0H04nkAAo0pDst7UZOsRBIFe8Wksueyh8NwWjT62828uBEJyrzVTuAUBiE7pFhRKtJ1HkPWP3cgeG6LWjGiMR1DU8bNp4BN7bQRsxRS9fw/6jkPJ+MMqAJRx6ahq7uprSwBo4qSAoNeBfc2nFL9/FwQlRL2Fto/9jDZrYJPOczbQ3Dv/kcB1wARBELZU/5tGyOhPFgRhHzC5+nWMJmBj8eGw4QfYVpbPdwe3oRRFUvRmOlqSSDVY0KvU4WPMai1pBisdLIlNaviPcSw98tjcDXUpNQeBoESxy37O6vGIGiOmoVdFjMVd+AiiPq7241VaVHFpqNt0QxmXhqjSIksSgapCArZijtUBiXor8Rc9FnGuaciViJqGpex6Dm7AtelbSj//Hbl/HUHuX0dgX/0JcjAUAxCVKuIvfBihxhOnaEzA2G96XZc8JSRXFcUf3BPuLRx0VVH41s3NFuRuzTTrzl+W5V+BurYLE5tz7vOV7WVHo8a2lubhDwZRn8fFSAAVHidfHtjMW7tWYlSp+cPgixiUnNlkEtitAYUhjqRrXsQ4+HLcu37BMPAStO36ITbQzSY5yrGv/4KK+c8hqLQkXvF3dN3GotCZsUy4E13nkTg2fI2u+zh0XUY3OMffW4vgm+fQBuSAD6HaJahMaEfm/+3AtuwdBK0R84hrUVhSG/7hG4DsdUW4lgB8BbubtNH82UKswvccY2fZUaZ+93LE2AeTb2J82+hg2/nGDwe3c8fSj8KvRUFg+cxHImoSznec2xeS/8KFEWOZz2xDk97ztK7rzd3O4T/0ixhLu/9bjP2bdmdfH4HKAg4/PRCpqig8ZhhwKam3zkGht5zRtZwpYm0czxPaGuN4Zcxs2hrjSNaZeHrIdPolNk44rcrrZkdZPs9tXMiCwzvPCReJw+/ls/2Rm4egLLM0f08LrahpCVQWULnkDcq+/zv+koME/fWn6tZEctvwlR6iasU7Ue85Nn5z2utTJrQj9c6PUSZmobCkkjj7OXSdh5/2dRuLwpxM28cXo+00AlFrwjjkClKu/885a/hPRqyZyzmGRaNjRvu+jGzTCYA4rb5RqpNSUGJRbjb3r/gsPDY2rQuvjJ3dqnsF1IdGoaSrNYVf8iKNfWfL2V9iEqgs4MhfhhEozwOg/Nu/0O4vm9CkdW/wNdx7f8W2fE6t6Zjqtr1Pe40KvQXT4MtDSqAyiMZ4RKW6/hObGEFUoEnrTvr9XyNLfgSNAYXu3JLraCgx498KCQSlsPiZXqnGqtajUTb8R6UQxVMO3JZ7XDy3aWHE2LKje7H7PWfE+AflIKUeJ57q3sF+SUKlUJy2AJxKVHBLz1H8eHgnh+yhmoMJ6V3pGte0PuWWwL3317DhB5ADPsq//z9SbnqjVl+/5Koi6LEjB3yIWiMgUPblU3jzd5Ex7REcm77FdzQbAF23seg6Dat3DZLbRtBtC19TaY6+qQqiAmUT+/BPldrSWc83Ysa/lSHLMrvKC7hm4RwqvC4MSjWvj7+GEW06olE0/49LhqiKXwi5SM4EOVWl3LDoXV4eM5s/rPmObWX5CAjc1H04D/SbeFo3oFS9ma8vuoNStxONQolVozurn2aOUZuLR/Z7ItM9qwk4yqj48Xkq5j8PchB1296kP/gtcsAHkp/C168l6ZqXENU6FOZUFJbkerV3JGcFFQtfpvz7ZyAooU7rTvojC1DFt22yzxij6Yn5/M8ANp+HErejVqN6IiVuB3ct/YSKal18Z8DH3cs+qVMn3x3wUeKy42oiuYQ4rZ67ekc26eib2BazStsk1z8ZpW4HeyqLuK/PBL47uI1tZfkAyMjMyV5FruP0hV+TdCa6x6fSwZJ4yoY/6HUSqCoieJLeBWcSXZdRiIYaqZyCgHXyfQi1uFWkygIq5j0Xllnw5W3Hvnke8Rc9AYKAum1vAhX5+EoOobCmNEh0TbIVU/7tX8IZM76j2ZR99UeCjSgAi3Hmie38m5FAUOKwvZw/r5vHEXsZMzv255quQ0/a/CMoB8NuiWPYfB48gegqxGKXjRc2L2JVYQ5DUrJ4dMAUUk9TblglKpjVsT+dLMl8cWAj/RIzuKRDXxIaoPJ5Ohx1VvL3DQvYWprHEwOnkl3dJ7cmu8oL6JvYsrvJQMVRSr9+GveeFei6jSXxsj+htLZp0TV5Dm2i7cPzsa35hKDLhnnE1XgPb0bTrm+UP9tXsDvqfMfK92lz/9dk/T0bx5YfqFz8KgpjItqsAYgaE2I9qbC+oug2nJ5Dmwh6nQ2uA4hx5okZ/2akzOPkkh9epdLnBuC5TQsJBIPc02cc6jpcOGqFkgFJGWwqyQ2PpRks6E7YxVV4XNy7fC4rCw4AcNBWyr7KIt6ZdONpd5aK0xoY17YLI9M6ohREGqrFdKqUuu1c//M77K4Ipd99tn8T49K7RgnCDU3JatZ11EfAXsrR/87Gsz9Uoeov2oe/aD9p93yGwthy6aKa9B4c+fNQjP1nIKj1FL5xI/GXPo2ojY77aLMGRlUAGwbMQGFKwr7zZ0o/fSQ8nvu3kWQ9uwcx/uTZYpqM3qFK3Bqibcb+FyPqraf/4WI0GzG3TzOS76gMG/5jfLF/E5Vedx1nQLzWwKvjrmZItaHrGZ/GR1NuRhQEvti/ka/2b6bIZcMj+cOG/xibSnJx+r18tm8D3+RsodhlP631q0RFsxt+AFfAHzb8AL/k7aZHfCo3dBuGRhHqm/vKmKtI1DV99XFjkH2usOE/hnv3UoK+un+eZwKlNY3k6/6Da+ci7Ks/wjj4cowDL6n1ZyeaEmlzzxcorG1AocI85mYsY29FdtuwLXs74ljZ78Wzf0298ysM8aQ98C3K+LagUGIeeT3Wyfe2SDZPjIYT2/k3I7UJnaUZLPVW2rY1xvH2hOvwByUUgkhQlpnw9YuUV/tQk3RGfph+D1a1LuLmoleqOeqs5KFfvwBCzcV/mH53q+88pRYVqEUFvmMl97LM71Z/w9cX3cn9fSciCKF+ucoWbpQuiEoErRHZc7zuQdRbEFp4XQq9BfPw32DoPaW6Q5alzg5ZCq0JY7+Lwxk8gsaIQmsk6HWhTMgEfo04XlnPrh9A1Box9J5Ku6fXgiyHrtnCN+oY9RPb+TcjcRo9V3U+XlinV6r5y7AZUTcFh99LobOKfEclFZ5QEDFOayBZbyZBZ+SDPWvDhh9CQeHtZfn83/BLw2qcAgK/H3Qhn+3bGD6uwFnFotzsiLlK3XZy7eUUumy1xhFaArNay+8GTQu/Vggifxk2g0StgWS9iSSd6aSGv9zjJM9RQaGzCpff22zrFA3xJF/78nGBM0Eg+br/Iragy+cYgkKF0pKK0tqm3taIgiKUcqm0pKLQhmI5okZP4mV/jkiB1Peeiiq5Y/i1HAwSqCrEX3IwSg3zWBqn0tomZvjPEmI7/2YkTqvnd4Mu5I5eYyhy2+hoSSbhhABYhcfFmzt/5bUdy/AHJcakdeLlMVdFtFGsqsWtsKU0l3t6j2f1FY9x0FZGlimeDcWH+Wz/xojjarqY8hwV3PDzu+ypLMKgVPPcyJlMzuje4J69zYVepeHKTgOY0q47h+3ldDQnYtHoUDRgR13ssnPH0o9YV3QItajg4f6TuabrkJM2kD9VRLUW48DL0Hcbi6/oAOqUToiGlilWag6UiZlk/nULvqJ9KPRxKKypEdk+voLd5L84nUDpYURjAml3fxaqlFWdG5//fCOm7dPC7CjL54LvXokYe7T/FO7uMw6lGHow219VzMSvX0KqDqipRAVLLnsoSpMmu7yAR1Z+wdR2PQkEgyw4spO3J15PhjEOm8/Dfcs/ZVHu8WwPhSCy5orHaWNoXGm7K+DDG/BjVutQiA1/eJSCQWw+N1qlKiqAfSJBOUiV141GoYpQIK2JNxDguU0/8b+dKyLGl172EJ2sZ3/lbmtActtB8iMLAnl/H4cvb0f4PVFvJev/drR4tlOMk1OXtk+jdv6CIPQBsmqeV6NBS4xTYEtJXtTYqsID3NR9OGZNqDozTW/lp0vu45VtSxARuLfP+FpTOlP0Zh4bMJX/bl+GWlTw7IiZWKsVEz0Bf9Rckhyk2G1vsPGXZZl8ZyUvbPqZA7YSZnUcwMXt+zQoX77c4+SbnC18k7OFTpZkHu4/mXSjtdZjKzwuFhzZyaf71pNhiOPRgVPIMMZFNXx3BbysKzoUdf6u8oKY8T9Ngn4f/uL9lH75FEFHGdbJ92IZ91tKPrz/+DGuSoK+1lHrEKPxNNj4C4IwB+gD7ASO5XTJQMz4nwaDUzKjxia27RYhM6xXqekWl8oLIy8HqLMRyhF7OdcsnBN+veLofpbOfAiTWodeqWJ4age+P3S8Z6taVJDSCF2TEo+DS354lSJ3KItoU0kuVV43d/QeU2fqKoT6+M7ZtYqXti4On/drwX7mXXwPSSf4h6WgxDc5W/jD2u8A2MgRlh3dx6JLH4gKXBtUGsamd2FzaW7EeO/EWNu/00WyF1Pw+jUg+fEdzca991dSb3sfbYcheHO3om7THVnyI6qb3r0W48zQmJ3/MFmWezTbSloZNp+HMo+DzSW59IhvQ2odbQpPl1S9hb8OncGzm37CHfAzo30fZnXqX6s75WTdr/xBiXeyV0eMSXKQ73K2cX+/CRjVWp4eMp0St501RQdJ1pl4cfQVKESBlUf3U+XzMDC5HQlaQ53B1WKXPWz4j/HR3nVc1WVwhJZQqdvBvspiyr1OBiZlohRFPtm7LuK8o84qSj3OKONf4XXzwZ41J4y5OGgrizL+aoWSG7sPZ29lET8e3olZreX3gy5Ef4744E+XoMeBZC/BvX816jbdUCW2Q2FsmKaN7HMTN/VBCAZQt+lK8YcPYFv5PvGXPY1CZ8FzeDPazP4gHjchAXspgdJD+Ir2o+s0HIUpMVbk1YppjPFfLQhCD1mWdzXbaloJfkni5yPZ3L9ibnjsvj4TuKv3WIzqpg2OWjQ6ru4ymGlZvZABg1KNSd14KQWFIJBei/smrcZYqsHMmxOuxSMFUAgCSlHB7AVvkl1RGFqLWsePM+6ttak7gKEW33uSzhiOTUAom+i6n99le7U0g1GlYf7F99DJmhx149DV0i5QKYokao3sPaGts1VTu6hbos7In4dO57aeo3EGvHyxfxOv71jOl9Nuj7qxnE/Isox7/yryX7goXHxlHnMzSVc+W28DlkBlIfkvTMNfEiqyU1hSSb//a5w7lyAqNeT+39iwlINp+NUkX/MSACUfP4R9dXW/BFFB20cXou8+rlk+X4zTpzGpnu8RugHsEQRhmyAI2wVB2FbvWWchFV4Xf1oX2Tj61e1LsTdSI70msixT4raT76ikxG2nZqBdo1SRojeTqjefkuEHEAWR67oNI7mGwetgTmRsepeI4+K0BtoYLCTrzWwqORI2/BDKKvrPtqV462hobVHr+GH63Xx54e38YfBFDE7O5OUxs/EE/BS7bEjBINkVhWHDD6E01pe2LOafI2fRyXw8c+SS9n1rlZq2avQ8PWQ62hpupIltu9ZpyAPBIG/tXMml81/jmoVz+DpnCzm20qgCuOag3OOkwFmFw1aCvzwff8XRVqP3I9mKKf7w/oiqW9vyOQS99fdmcGz5IWz4AaSqQuzrv8Q85kaKP3owouuVffXHIZVQl+244QcIShR/dP952R7xbKExO/85hPrxbue4z/+cREbG7os09AE5SOAUW70F5SB7Kor57S8fcMheRntzIm9PuI7O1uQmraBN1ZtZMOM+dpQfRSMq6BKXctLdb0ktTVqK3XYCwSCaE+yyzevmpyM7+fO6eTj8Xia27car467mtl8+ZHNpLql6M+9MvIGjzqroeTwOluTt4Z3JN7Cx6DAJOiMlbgeOOm6mnazJrJj1KJtLckkzWMgwxtUpWRGUgxS6bFHjRbWMNSWFziruXPoxT/ccQWDhv3Cv/hhBqSb+4iexTrizReUeAJCDSPbS6OEGbGACldGtQCVHGYJCieSo5Zo+F7IQfSOX7KXnZXvEs4XG7PyPyLL8nSzLB2VZPnzsX7OtrAXRK9Vc2qFvxFj/xAz0ylNz+ZS6ndy0+L2wYNtBWyk3L36fUk/9u7CauAI+3CdR7xQEgWS9iQltuzIyrVO9bo+xaZ3DO2ydUsUVnQbyxIAptfa0LfM6eXTlVziqi6gW5+3mjZ0rwlk1hS4bV//0FsNS2kc1aJ/VcQCf79/IE6u+RpKD3L/8M17Y/HOdWUIahZI2BgvTsnrRLynjpKJyaoWSW3uMjBhTiQouzOx10s9+Ojh8Hv68bh5ahYr4vctwr/oQ5CCy30PZV0/jK2r+p476EPVxWMbdGjGmSumEqIt0DcpSAMltCzdSBzAPvxpqBvAFAeukuxG1Jizjbos4X5mYicKUiMIYhzIxq3pyBYb+M0i55S0EnbUpP1aMJqQxO//dgiB8DHwPhMsoz8VUT5Nayx8GX0RHazKLcrMZnJzFbT1HkaA7teCVLxgg7wQ54kP2MnxSw3ZFLr+XHFsZL2/9BYUgcF/fCWSZE+rNla+PBJ2R+TPu5b3s1VzddQhf7t/EX9bPZ2bH/kxo2zVsnH1SgG2l0Smp64oOcXH7PuHXFT43Pkni++l38+KWRVR4XFzeaSAVXhdbSvPQKJQ83H8SF2T25IG+E5rMJ9/RmsxnF/yWV7YtQadQ88iAyRHur6bGGfCxtuggV2b2RLHuvaj3XbuXoOs4pNnmbwiiWkvcBQ+jtKZjX/cZmow+xE9/EqUlJXxMoKqQysWv4jmwFuOgWRgHzURpSkRpTaPdH1ZT9s2fkQM+4qY+gOfAWvylh7GOuw2lORnb6o/RpPcg/uLfhxu0ZDy5lIoFL2AaehXuPcup/OklvIc3YxlzS8S8MVoHjTH+OkJGf0qNsXM21TNBZ+TOXmO5tstQDCr1SVMZ6+PYTraghkskwxiHqh6Nn2PkO6u46Pv/hIu8fjy8kyWXPUR7y+l1I9IolHSxpnBfnwlc+dObHKgqQatQcchWRqGzitt6jUatUFLqtteqD9Q/KYMDlSXh12aVFrVSwY0/f8Ab46/jp9xdfLhnLZtKjgDQLzEDhSDy2IApERXMp4tZrWVEm470SkhHRGjyoPyJ6JVqBiS1Y6e9HKnLaNj8XeT7XUc36/wNRWlKxDrxTszDr0ZQ6xFrxJMCtmKOvnQp3vydKC0pFH94H76j2SRe/gyiRo82awDJN76OffXHlMx9HF/edgCSb3oT89hbMQ25EkGti+gUpkrIIP6SP1Dy0QPYV38MgGvnItx7VtDmjg9b3hUWI4IGu31kWb6pln83N+fiWhqlKBKn1Z+W4QeI1xh4e8J14cKsNgYLb064jsQGSi9/sGdN2PBDKP4wd1/d1c6lbjubS46wtvAgxe76lT3tAQ85VaU83G8SH0+9hQf6TWRkWkdK3Hacfh8/Ht7FuqJDPNJ/MtrqDJ3hqR24q9dYtlY/EcRp9Hww5SbWFh5iX1UJL21dTFuDlRxbyEfcyZLE7wddiEWtO23J6bowq7XNZvgD9lK8eTtx7liIzlnOs0OnU+p2Yu8xGd2AS0N6PwoVcdMeRZXSpd7rnSkEUYHCGB9h+CHUkMY4aCbpD88j/pI/kPG7pQQDXoLu4xuUQOkhSuc+Fjb8AJULXyLoqkT2e3DvW4n3yFYC9uMbANnvwb7m04i5XDsWtppAeIzjNKbIqz1wL9EVvjOaflnnFgpRpGd8GvMvvhev5EejUJGgNURVrNZFfC250nX5y0vcdq7+6e1wFk+6wcq30+86aZMXtRjKlxcEgZnzXwdAFAReGXMVyToTVo2OP637gWu7DuHDKTchCiLegJ8kvYmPpt6MJxBArVAQrzFgqw6Uf3twK27Jz3/HXoVVoydRa0SnVGHV6M6ITHRTIjnKKPn0EewrPwBAUOvIeOpXPpl6M86AH8sNr5FyzUsIooioM6OoRUe/tSEoVUiuCvL+Pj40ICpIve19UBx3JdZWwKVK7YpkLyH3ryMIukNBdX3fi0i99W2UpiQEBASNPkL5FIUKGiEDEuPM0Jgt7TfA24R8/ud0tk9zcDpN1Wd3HsQ72aso8ziZnNGdG7oNo0tcCnafJyo1dMXR/WHDf2evMVzReSCBoEShswpREFGIAgnaSJeLSaVldudBzPjhv0Aoa+i2nqNJM1iwanR0tiSRYYzjgz1r+WDPWsxqLQsvuR+VqIjy2/dKSKOrNYU9lUUsPLKLFUf3sWDGfaQbrVR6XZS4HYiCgFmlpdLnRkDArNGGnyhaI5KjLGz4IVQAVfLhA6Td9xXWWnLmZVlGshWDLCGodChqtlhsISSPA9ljB4SQCmlQpuLHF44fEJQo/ewJ2v3xeAtPhTUNXbexuHcvqx5Qkjjrr5R+/mTY8AO4ts4jUJ6H0pSEaIgnceZfKfn4wfD78dMeRdS2blnx85HGGH+PLMsvN9tKYtRJqt7Mwkvu54i9nAJnFQ/++jkVHhczOvTlj4MvivCfH7aVA/DM0EtIN8VxzcI5FLlsTMrozl29x/KPjQt4fuTlEaJwcVo9Np8bX1AiUWvkjfHX8s/NC/nL+nlkmRJ4cfQVfHfRXWwoOYzT72Vkm04k1RH81ipUvDHhWjYWH6bc62JcehfiNTqKXDYe+fVLlubvpa3RyrMjZvLZvg0szM3mzt5juaHbsFbbTF1ylkeNBSrykaXozKug34f38CYK37gef/EB9D0nk3rrHJRxaWdiqbUSsJdQ9uUfqVrxDqLOTNJV/0TXeWRUGmagKrJ1ptKcRJu7PsWbux1/yUEMPSciqHQEyqOD/1JlIWSGAs3mkdeh7zEe995f0XYYgioxKybz3AppsKqnIAhXA52BhURm+2xqnqVFcq6qetYkGAwSkIN1xhjy7BU8v+VnNAolv+TupsBl44G+E7mv7/jwOQXOSp7btJAH+01i7FcvRDSNv6rzIPRKNSsLDjD3gt9G3DRK3Q6uWTiHCzN7sq0sn4VHjhdyG1Uals18uN6mMD4pQKnHybivXiDDGIdBpWF7WT4fTL6JT/eu55uDW8PHphmszJ1yK6uLcjhQVcLUzB4MSWlfyzUlREGIqCI+xjEX2jH8koQg0ORNXwKVBRz6fR+CNW4CCTP/Qty0xxBPSGsNVBZw8IluEW4Pw8DLSL3lbRT6xqmnNgVyUKLyl9cp+fC+iPGsfx4g/1/T8BfsCY+Zhl9D8vX/DRtqWQogy3LEZ5SDQaqWvknx+3eFxwSNgfb/2N2iN7gYddMUqp69CRV5TSBS2G3C6S8vRpHLxvu713DQVsr13YbTPS4VSw1Jg0BQwiP50SlUuAJ+Xhx9JfMObWdRXjY39RiOWlKSYyvlrZ0rSdYbCcoyvRPSInoBryw4wIP9JjEnexVeKRAxf6LOyHuTQkVar21fFvGew++l0uuu0/jbfR4OVJXw9q5VJOuMfHbBb3lqzbfhLJ+gLLPs6L7w8Rdl9uK+vhPwBP3sKi/A4feiFEScfm+4xsDu83DIVsZbu34lUWvk5h4jSdWbUYgiZW4HP+fuZknebsa37caktl0p8zr5344VGFQafttzFG30lgZnU9WHwpxMuz+uouTTx/CXHMQ88loso26IMvwQekqQT6jfcO38GdnnghYw/kGPA8fGb6LGPTlrafvIT5R++RTeQ5sw9J9O3NQHUehMBP0+AhW5VCx4ETngJe6Ch1AlZiGqdQiiiHHw5SAHqVr2JgprGkmzn0NRo3o7xtlBY4z/ZUAHWZbrrjKKcUoUu+3M+OFV8p2VAHx3cBtvjL+GaVm9w8eUuh1c/uMb4cKwr3M28+Hkm7Fq9RiUGraU5nH5j/8LH//5vk28M+l6Lp33OjKhp7ue8WkctpfV2Uoy1WBBKYr0TEiLkEpWiQosJ5Gd2F6Wz5UL3gy//uLAJt6eeD2XznutugE89E5IZ/nRfZjVWm7rNRpfUOKahW+HA8RfHtjMvIvvoU+1IueeyiIunfda+Jpz929k8aUPoFOq+PO6H/gqZwsAm0qO0MmSxKwf/xfOiPps3waWzHyINIO1vq++QQiiAnVKZ1Jvew/Z70FhiEeo4+lM1MeFApw1JDK07fpDC4nNCWo9us7DcWf/EjGuTu6IKiGDlOtfJeh1IuotiNU3XqmqgMNP9UWubiJkW/k+mX/biqZNNwCUpgQs42/DOHgWglLTIk80MU6fxoTgtwLWZlrHWYvL76PQWcXG4iMcdVbhPIU2godtZWHDf4z/bFtKWbX8QonbTq6jgtfGXc2/R1+JWa0lKMvM3beBW7qNxBeUeGVr5B93udfJEXs5veJDjTY6WpK4s/cY5h/awevjrqkz3TJRZ+L5kZeTXm04tQoV/xp1BSa1jgqPk5yqUraV5lHsCukT2XweXtm2JOIaZR4n+yqL+duwS/h++t1YVDr+NuwS2hnjGZ3Wmc0luawrOhQ2/BCS1PjvtqW4Az6cfi+vbI28ZqXXxdqigzj9vgj30aSM7lGpsM6Aj58O72zAN984FDozSnNynYY/dIyF1FvnIFTnvysT2pFy85soWyjHXVSqsE68C23HUM9eBBHr5PvC1bii1oDSkowgKglUFuAt2INt9cdhww+AFKBy4SvINVyIgqhAaU6OGf6zmMbs/FMIVfmuJ9Lnf96mevoliVWFB7h18QcE5CCiIPDv0VcyLbMXmpPIL59IbT5+tUKJKIgUOKu4bP7r4Qrh0WmdeHH0ldyy+H30KjVmjRZ/UKpV7tmi1vHupBtwBvxoquf49IJbidecPM20vTmB76ffjSvgQ6tUYlHrcQV8PLXmW74/GNLyS9IZ+e6iu4jTGNCI0XO30VvIdVRw4fehLmX9E9vy8dSb0SvVLMrdjS8YiDpHp1QhCgKyTJREBIRuRIIgVDe1Dxkif1AKf7aIY1topy1qDRgHXIqu2zhkvxtRY0BhbtnqVqUllbQHvkH2OkFUImpNUUbbV7iH3GdGoW0/BF3XUVHXEDQG4OxK0Y1xchqz83+akOvn/4AXavw7b6nwOnn41y8IVO86g7LMk6u/ocIb3XP3ZKQbrPSMPx4sEwWBJwdegEGl5o0dyyOkIVYc3Y8n4KerNYW7eo9FrVBiUGl4pP/kCJXM9uYEesS3QRAE0gwW0o1W0o1WUvTmen3hxzSCsswJpOot6JQqjjoqw4YfQqJwz2/+GYUAjw44ce5EusQl8/s134THNpfmcesvHyAKIuPbdqV3QnqE3LRWoeTevuPDbRsf7DcJdY1rtjPG0y8pA7NKy4dTbubDKTfzSP/JrC8+zI3dR0TcLFJ0IX2jlkLU6FHFpaFO7ojSktrgugbJVUWgsoBALYJsp4vSlIQqMQtVfNsowy85yin+8D6Cripcu5ei7zkZRY3evaLWRNykuxFiufrnFA3e+cuyvOxk7wuCsFqW5eGnv6SzB0mWKfM4I8Ycfi8BuXFKhok6Ix9OuZm1hTkctJcxLbMXbfRmfFKA/VUlUceXuO18OvXWiIBwe3Miy2Y+zLxD20nSGRmc0p77V3zG9rJ8rukyhDt6jz2tytoTtYkAcqpKcUsBOlqSWDrzYeYf2k6Kzszo9E64Aj6CJ2SSHbaXE5RlknUmlILIZxf8lp+PZGPze5ie1Zu4GkVFWaaE6s+zgwStgbHpXUjQGMixlfKPDQvIrihgTFoXPph8EyaVlqWXPcz8wzswKNVMzOjWrNo+zUGg8ihFH9yHa/sC1Ok9Sb1lDuq0bghNnLlUG7Lkw19yMPRC8lPy4f2kPfAt3kMbkYMSxoGXhfV7Ypw7nJ5uQSSnJkR/FqNVKBmW0p41RQfDYz3j02ptUlIfSToj02uIpB1jdufBLMnfG34tCgKTM7qTdELBmFapop0pnjt7j6XQaWPIZ/8gWJ2U9dqO5aQZrFzfbVijGq7XpG9SW9SiAl8Nv+/lnQZg1egQBZHM6rmPUeyyk6o3R8gtX991KBa1FoUoUuVzM+GbFxmUnIlOoeK17ct5dsRlzOo0AACNUkmGKZ47eo+JuObsBW+GJSsW5u5CkoO8PGY26UYrv+0Z7a44G5BcVRS9dzfOao0g78EN5D03icy/bDojzdFFfRymobOpmPcsAJ6D68n/13TaP7s7psdzDtOUxr9hBQPnEHFaA/8Z9xueWT+f1YU5DExqx9NDpp9UgrixjGzTkb8MvZg5u1ZVq41OI7GeXe3Kgv1hw3+M7w9t47KO/U65FWW8xsCX027n6bXfU+J2cE3XIVzcvk+dsYMknZHPL7yNP6z+jj2VhfxjxEzMai1Pr/2eiRndOVL9FFAzq+jbg1uZmtkTYy2S0gDOgDdKq2hJ/p6otNUzjSz5CVQUULXsLeRgAMu436K0piPW0vms1vN9LpzbfowYk2zFBD12oHHGP2ArwrllHp6cdZhHXIsqpTOBinyqls9BndoF05ArUVojd/GiSkPcBQ+CHMS+5lNUSe1Jvu6VKPlnyV6K59Am7Bu+RN99PPoeE1Cakxu1vhith6Y0/uclqXozfx9xGS6/D51SdcqduOoiTqvn+m7DQoYWoUE3ls7W43+QoiAQlGV6neITyTG0ShX9k9rx7qQbCchB4jT6WjtxHUMQBNqbE/nvuKuQgjKL8rK5YdG7KASR5Uf384ch06LO6Z2QHtHB60R0ChUahTLC2HeyJCG2sFZQoLKAQ0/1Duf3V/78MpnPbEedFF20ViuiAk16D7xHjmcxCUo1oqZxm4iArYSjL8/Csz/Uy9mbt5O4aQ9T8PKs8DGVv7xGxpNLoySWlaYkEi77M3FT7g+lb54gWxH0ualY9F/Kv/0LALZlb2EYNJPUG/9Xb1vIGK2TpjT+520qgFahxOn3UuiqwuH3YlI1rbqkshYNHQBvIEClz0WVz41FrcOs1qJTqmlrjOO9STcQrzXglST8wQA94tpQ6XNT5SjHrNZhUmlr7clbFxUeJ3a/F0kOYlJpT2r4a2LR6Cl221mSt4e5F/wWgZAkclCWuaR9X76tTtvsHpfKDd2Gn7Q616zW8uyImTy68kv8QQmLWsdLo2dHyUNLrkqCHjuyx4losKIwpzSrmJxt1YcRhV2yz03l4ldJmv1cg+ZVmpNJufUd8p6dSNBZAQoVyTe8GrXzro+gqzJs+AFMQ66g4odnI47xF+7FX3qoVn19UaVBrMPNFHRVUvHj8xFjzg1fEfzNv8LGX3LbCLptBD12FHorCnPyGYlZxDg1mtL4X9eE1zqr2FtRxJUL3qTS50YhiPxt2Axmduxfa0espiIQlFhffIgbF72HRwqlcv5v/DWMSesMwPxDO5i7fyMQCgZ/NOVmLpv/OkUuGypRwQsjL+fCrF61plSeSJnbwWOrvuKnasmHHvFt+GjKzQ1uxqIUBG7qMZJbF39AudeJKAg83H8Svxt0Ib8bdAH+YBCjSlOvxr9epeHCzF6MatMRh9+LWa0l7gTFU8lZTvn8f1Ix/58gyyjj0sl4chmq5Abuwk+JaAMvCGKjbjia9J5kPbOdoNuGqDWGiq5qUXM9+TIaOt8p3ghPcn3JbaNq2duUzn0M5CAKUyJtn1iCJr3Hqc0Vo9lpcPRPEISZgiDsEwShShAEmyAIdkEQwtE8WZZ31HLOHEEQigVB2FFjrJ8gCGsEQdgiCMIGQRBatuXRaVLmdvDQyi+orC6KkeQgf1jzXVQP4NqQghLFLjulbgd1aSz5pADFLjvlJ2QVlXuc3Lv8UzzVlaReKcADyz+jyusm11ERNvwQahv5321LmZQRqtD0ByUeW/UVVb6GaaxvLz8aNvwAu8oL+HTvBqQarf+OrbOslr7AIPDsxp8o94Y+Q1CWeX7TIoJykHRjXLhozdcA371BpSbVYKGTNZnkWtJWJXsZFfOeg+rvM1CRT/HcR5GqVSgDwSDF7tB33lSYR1yLWEPGWVDrsUy4o1HXEBRKlNY2qNt0RRmX3miXD4Cot6DtfLylpX3dZ8RPfzLiGFWbrqgSM0/h2lbiLnw0Ysw4+PLwDSrorqJ07qPhhvGSvZSid+8g4Chr9FwxzgyN2fk/B1wsy3J2I855F/gP8P4J1/mzLMs/CoIwrfr1uEZcs1UhyTL7K4sjxgJyEOdJeu0CVHhcfH9oK//bsQKdUsXvBl7I4JSsiJhBmcfJ2zt/5fMDm0jVmXlm+CV0jUtFo1ASkINRDdgrfW6CRK8HYF9VMePSjzcZ8Uh+PIGGBUp3lkU39N5amocvGEAnqin3OPlozzo+3LOWeK2BPw+9mN4JaeE2k4GgxL4T1iQjU+VzU1mSx5NrvqHIbefKTgO5ucfI00pJDZTnRo358nci+9xUCAq+PLCFt3f9ilGl4Q+DL2JgcrvTfkJTWtuQ+cx2qla8C0E/ljE3o7CceZEzpSmJtHs/x7ntJ7wH12MafjWqpA60+8smbCveQd2mG8aBl55SS0VRrSNu0l3ouozEseEr9N3Goes2NuzyCTrKwzfcY/gKdkM9fwcxWo7G5P0VNdLwI8vycuBEPVwZOKYQZgGiLctZhE6pYlJG94ixeI0BUz0GZWPJEX63+lsO28vZXVHEDYveo6hGWmQgKPHJnnW8vG0JBc4qNpfmMnP+61RUPwFoRCV9E9tGXLOrNQWFIDI4JSsqCDo5ozsbi4+EX3cwJ2Kt0YLvZBx7YhAQGJycycS23ZjdeSA6pZqgHGT+oR08u+kn8p2V7K4o5N9bFocbvUNIFXRqu8jHf5NKQ7zWwKU/vs6W0jwKnFX8e+svfL5vI4Fg4+okaqJK7YpwwndvHDQT0RDHyoIc/rTue3IdFWRXFHLtz3OibqCngqBQokrIIPHSP5A48y8hEbRGxFOaEqU5Bcuo60m+7hV0nYajtKSgbdeX5GtewjrhjtPK11cYEzD0mEDK9f/BNORylDXE3BTmZMQTiseM/S6O6fi3Yurd+QuCMLP6fzcIgjCXUFOX02ng/gDwkyAIzxO6+Yxo5PmtCpNay5+HXoyIwOK83XSxpvD8qFnEaw0UOKtYlJtNsdvOpR36kaQ1Ytbo8AT8zN23PuI6MjLzD++gbWkcfZLSMau0fHNwS8QxHinA7opCUg0WEnQh3f3HV37FuuJDDEhqxz9HziRRZ8Tp9/L+pJv4w9rvqPC6uLbrEC7r0J9NxbkYlGqu7zaMa7sO5eN96zGpNExp14NknalOH3UbvYX3Jt1InEbPppIjVPncdLQk4fL78EoBvjwQUvXun5jBX4ZdzIqj+/ls30Yu69CPJJ0JvUrDYwOnEAhK/HhkJ+3Nifxz5CwKnFVRaZpfHtjMFZ0GnHK6rMKUQNvHFlP03h0EynMxDfsNcVPuxyXLfLY/UhI8KMsszd/Djeam/xUM2EvxHtmKLPlRGBNwbvkBTVZ/dJ1GtIr0yICtGPeeFXjzdmAaPAtlQjsUukhDHagsxLltPoGqIkxDZ6O0tono2VuTkI//F4re/i3+on0YB1xK4hX/h9hKezTEaICevyAI75zkbbm+Pr6CIGQBP8iy3Kv69cvAMlmWvxQE4UrgNlmWJ9Vx7m3AbQDt2rUbePjw4ZOutSWx+zy4Aj5UoiJs+K9c8AYHbSGfp1IQ+eaiO+mXlIEUDPLS1sW8uGVxxDVeGHU5b+5cwd7KYuZOvZXFebt5fceKiGN+ufRBusQdf2yv8rrDAd+aOfyyLFPqCcUSLBodGoUKu8+DJ+DH5vcw9dt/46k2vCk6E/Nn3HtSvf5il53Lf/xfuCevQhD5bvpddLOm8Ps13/Llgc18Pe0Orv/53bBv36BUs+jSB8gwhVwDTr8Xp9+LQhRJ0BrZU1HIxG9eiphnelZvnh91eZ25/g0lYCuGoISosyBq9PiDEs9u/InXdyyPOG7u1FsZmdbptOY6EclVSelnTxKoPIqhz4UUv393+D19rym0uf0DFKbEJp2zMQRsJRx9ZRaefSvDY2kPfIuh70XhDUCgqpDcv406XvmrUJH5p/VoMnrXdsnj17aXgBRA0JpQaJuu3iXGqVOXnn+9bp9jzdqBt05s4E6orWNjuQE49rTwOVBnwFeW5TdkWR4ky/KgpKTWrRduUmtJ0ZvD3ah2lB8NG34IxQFe3LKYMrcDhShyXdehdDCHDICAwN+GzmBIShbPDLuU/42/hg/3rOOGbsNJrPEH9Jsug6OKtIwqDQICFV4Xha4q3NU+VkEQSNKZSNabww1PTGotFo2O17YvCxt+gCK3neX5+yhzOzhkKw0rdh6j0utiT2Vh2PBDKLD93Maf8AUlHuw3iYsye7E0f2/Y8ENIXfOd7FUEq4OABpWGZL053EYyWWdidufjv5NJOiNPDrrgtA0/hNInldY2iNXfl0pUcGuPUWSajuekj0/vQre4k7tBJGc5/rIj+EsPNVhzJ+h1Yh5xLYmXP4MqpROa9sc/o2vHwnDwuaWQ7CURhh+g9IvfI9mOS4l4ctYfN/wAkp+yb/+C5Dm5m0xpSkJpbXPeG/5AVSG+ov34K/Lr/c5aisYEfF8BBjRgrD6OAmOBpYQawew76dFnKb5agqm+YCBcBp2sN/PltNspdTvRKVV8m7OF8V/9i4AcpJMliVfGXIVBqWH+jHvYX1mCTqlie1k+/9m2hAf6TQzfZA7YSvjNgrcoctvRKlS8OPoKJrbthr4On7OMHGH4j+Hwe7h72af8WrCfNIOFT6f+lg6WRErdDp7d9BNDUrJq+TwSkhwk3Wjlb8Mu4YM9a6OO8QQCoThgLR6lOK2BpwZP494+47H7PaToTPWme54OqQYzX0+7kzKPA3X1k9LJgssBWwklnzyMffVHAOh6TKDNHR+d1G0T9Dhw7VxE8Xt3Ifs9KOPbknr7hxTNCblDQgedekyjSahFUVX2e6lZpC8HoqXJZb8nKqgbIxp/6SHynpuCv/gAKFQkXvksltE3tjr563p3/oIgDBcE4WEgSRCEh2r8+xNw0goOQRA+AVYDXQVByBME4Rbgt8ALgiBsJaQQettpf4pWSP/kDJJOMGR39x4XYdySdCa6x6cSlIP8c/PPYXXQ/VUlvLFzBWqFgk/2rue2JR9y5YI3+ePa75mTvYpD9tATRZnbyQPLP6OoWvLAI/l5YMVn2Hx1q4pqFCru6j02IiBsUmnol9SONYU5ABx1VvHYyi+x+zwsztvNJ3vX09mSTMoJef339Z0QfhKxavXM7Ngvom5AJSq4pefIk+oJxWn0ZJkT6J2QTrLefFKp6aYgWW+ie3wbOlqS6s0q8h7ZHDb8AO5dv2Bf93mdabkAkruKonduCxlKIFCeR9mXT2GdFHL9aDL7RwVGzzQKcwrqtBOSFC56PMIVpes8MtI1JQjEX/y7WC/eepDcNoo/fjhk+AEkP6WfPETQFS2M2NI0ZOevBozVx9b8yduAy092oizLv6njrYENWt1ZTKrOzPfT7+a97NUUux3c0G1YhMuhJrm1KGZuL8vH7veysfhIROYMwPbSfAYktUOSg2RXFEa855UC9aaZZpri+fmSB3hr5wrMah3XdRvGYyu/DN98AHZVFCDJQVYX5nBN1yEoBZGvL7qTD3avodht5zddBtPhhNZ9yToziy99kLd2/oovKPHbnqPCTWHORmpWyx7DvWcFlrG3RmUUHSPoqoQTnqy8R7aSeMXfSbj0j5jH3NLiAV+lJYW2jy2i6tf38OVtxzLmZjSZ/SKqcRXmFNr9eSOVi18lUFlA3JT7USV3bMFVnx3IXhfeI5ujxv3leaiqG+i0Fuo1/tVSzssEQXhXluXDgiCYQ8Oyvb5zz2dEUaStMY7HB0wlQBDtSXR1OluSUQhiRDeqiW27EafRcVFWL5YfjfSMjWgT+iPUKJSMatOJJfnHm3Bb1bp6feYGlYaucSn8fcRlCAiUeRw4/F6GprRna2keHsnPmLTOqEQFl3Xoj06pwheUmPbdK4xO74xFreOhFV9wb9/xXNV5UDhIqFIoaGeK5+kh05Gh1qbrZxOGvtMo++YvEWOmIVeE2x3WhsIQj6g1VYuyhdD3mEjAVoyv9PBJu4CdSZTWVOKnPYoclGrtRSyIIqr4tiTO+huyLCGehi7U+YSoM2PofSFVS14PjwlKNarE5qwwPzUa89eZJAjCdmAbsF0QhK2CIJzzO/jTRalQnNTwA1g1et6bdANpBgsKQeSS9n25s/dYtEo1F2T24ubuI9AolMRrDLw46opwVo5Fo+O5kTMZ3SaUrdLJksQnU0OdumpS4XWxrTSPObtWsrPsKJXeUGWvUlSgEEUEBB7oN5EJbbsy94JbeXLgBfx56MUYVBoGJGWwt6KQXRUFVPrcfH9wGx/uWcsRRzmf7F0XvlZNFKIYZfgdPi8HbaW8m72KlUcP1FEJ3HBsXjd7K4uYs2sV64sORfVVaApUyR1JuvbfiHorglpP3EWPo+829qTniIYE0h9diCq1CwgC+t5TibvoUSoXvUL8hY+gMLV8mucxBFGs1fBHHRMz/A1G1OhJuPSPGAfNAkFEmZhJ+kPzWqX4Xb2pnuEDBWEbcLcsyyuqX48CXpVlOVqEvhkYNGiQvGHDhvoPPEuRgkHKvc5wC8Oalb4uvxeHP+TKidfqo8TPKr0ufFIAURCjAqZOv5fXti/npa3H00p/N/BCbuoR6n5V6nZw06L32VwaKgBTiQq+mnYH/ZMywscvyt2NLMvctPi9iGvPyOrDP0fNqrdCVpZllubv5fqf3w03k5+c0Z0XRl0eDlw3Br8k8d3Brdy/4rPw2G+6DOapQdMiGtw0BcGAL1S9ioyot9aZ514TWZaRbMVhqQMEEQShxd09Mc4ckqsK2ecCQURhSmrRLmh1pXo25hnUfszwA8iy/KsgCDHXzylQ7nbilvxIchCVqMCi1qFXqesUStOrNOhPYmBPptFv93t4dfvSiLEXty5iVqeQOyffWRk2/BDS/fn7hh95ecxskvUmREGkX2JbtpXmMzatM8uqXVBWtY7HBk5tkDRCmcfJu9mreGXsbFL1FiQ5yMd71mHzeU7J+Fd4Xfx1/fyIsU/3buDBvhOb3PiLSjWitWFVsZLHQdBdBcEgokbfLI1QQjeWImSfG0GpQTQl1bt7j3HmUegt0Mqye06kMcZ/nSAI/wM+IZQTNhtYKgjCAABZljc1w/rOOY46Kin1OPjTuh9YV3QIjULJo/2n8Jsug5vccAEEZSK6b0EoKHzsic/pj07ps/u9LMnby4DkDLrGpZKoM9I3MZ3/G34pVT43dp+HTtbkiBqE+niw3yQe/vUL9lQWYVRp+OPgi07rc50YBJeRIwLWZxrJUUbFwpcpn/csSH70PSeTevv7Tb7b9xXu4ei/puMvOYhoTCDt7s/QdhrRYnISMc5eGvMs0g/oQqiR+5+A7oSkGV4Anq/zrBhh7D4PC47s5NN9G8IdrLxSgL9tmE9pMxWC6JUqJp+gPTQjq0+4DqCTJTkqJfWqzoP49uBW7ljyMaXVaaQqhYIErYE+iW0ZmdaJFL25wS0hFYLAC5t/Zk9lERAy3L9b/U2DewKciEmt4fpuQyPG+iW2xaBsPgnt+vCXHaH8u79Btcqqa+fPVC17G7kJu4wFbCUUvnZ1uPgq6Cjj6CszCTqbvuF7jHOfxjRwH9+cCzkfcAd8KASRraV5Ue9llxfQ0dL0VcxWjZ5/jpzFFwc28evR/Yxv25VLO/TFXO27TtIZmTf9Hl7fsZzD9nJmtO+D3e/h14L9QOipYV3hQV7cuhiFIPJI/8l0tqY0qhGMPyix5YTPHJCDVHidpButjf5MOqWae/qMp4s1lXmHtjEgqR3XdhtKgq7ldGQ8B9ZFjbmzlxCceFfTFfcEAxHdvgCCriqCtQTdY8SojwYbf0EQUggVZaXJsnyhIAg9gOGyLJ+KxMN5iUGlQZZlBidnRd0AeiWkN9u8iTojv+0ximu7DEWnVEXs2AVBIM1o5f6+E/lwzxre2rWS7WX5QKhpi0+SmPXjG+FA7fKj+1hy2UONulHplGqGpbbnx8M7w2MahbLBzWBqI15rYHbngUzP6o1WqWrxtFJdl2hxOEPfCxGbUuZAoULbYQienOM3GtGY0PimLzFi0Di3z7vAT8AxofK9hBQ6YzQQg0rDBZm9mNmxH5MzuiMgYFZreWHk8ayXSq+LvRVFfJOzhZyqUmwNaArTEBSiiFGtqdNVY9VomdC2G1XeUHVwt7gU/jf+Gr7avyls+CGkhPn5vo21XqMuTGotfxk6g8HJoSYiyToTcyZej6WBktIBWzG+wn04dy7Gvu5z/OX5yJIfQRAwqjWnbPgddi+HDpazbctRKivdBAINk12Q3DZ8xQewrfkUb+52JEcZyri2JF39IoLWCIKIcdhvMA2/NqqNYaCyEMfW+Ti3LSBQVVjHDLWjNCWSesdHaNr1Db1OzCT9oR9QmBp2Iw5UVc+9/ad657bbPOzZXUz2ziJsNs9Jq5pjnJ00JtVzvSzLgwVB2CzLcv/qsS2yLPdrzgUe41xK9az0OHFLASQ5iFJQEK/Vo67uA/zWzpX8c/PC8LEvjLqcyzr0Q30GioNkWabE4yAQlFCLShJ1Rl7e8gvP1VgPwP8Nu5Truw9r9PXLPU68UgCFIJCgNaBogM8/UFWIN28HZV89jefAGgAErZHMp9ehbtO10Ws4hsPh5cN3N5JzINRuQqVWcO8Do0htc/KnEVmScGz6hoJXZ4d1buIufIT4i3+HoNIQdJYjyzKixhjl7glUHOXIX4YRqAg9WSkTM2n31EqUdfTNrYuArRg54EMQldV9cuu/+QUqjnLkz0MJVB6tnjureu7oTCabzcOrL6+ivCzkTjKZNdz34GgsVm3UsTFaP02R6ukUBCGBavUnQRCGAVVNtL5zggqvC0/Aj0IQidPoo1oMHsOqNWCtZdzu87Asfw9vjL+WeK2eQqeN93evZlx6l5PKLZ8qLr8Puz+0qxMFAUmW0SlVJNdwx8zuMoiP9q5lcrseTMvshUahIqMeP7034KfS50aWZfRKNebqLKZTSet0718DcjBs+AFkj4PSr/5Iyi1vn7J6ZEW5O2z4Afw+iR9/yOaqa/uj09WdOik5Sij+8L4IgbOKBf/COvleVHoLorXuDl5VKz8IG36AQOlh7Bu+Im7S3XWeUxunkkFUtWJO2PCH5j6EY9M3WGtpN7l7V3HY8APYbV7WrjnM5KldGtWXOEbrpjHG/yHgO6CjIAgrgSTq0fY5nyhy2bh3+VxWFRzAqtHz3IiZjE3v3KgWgYIA9/ebyBOrvibXUUEXazJ/H34ZimYQOyv3OHl1+zLm7FoZytvtPIjRaZ34eM96Xhx9Bcn60A0gRW/m24vu4pO967n+53fxByUu7zSA3w26sFZhtCqvi68ObOEfGxfgCviZltmLZ4ZfcspqnUFXJXItWkVSVdFptQh0OqPPdTh8BKV60kVlGenEvrRysNY1nkhtLSZrG2tq5GCQQHl0kkFtYwBVldHCgFUVoZt5zPifOzTYqlTn8Y8llN55O9BTluVtzbWw1own4MflP/7H7gr4eH7Tz6wqCCn5VXpd3LH0o7D/vKGIhDKBjhnVvZXFPLXmW/zNIAG8vSyf13csxxeU8AclPtyzFqfPR4/4VDYWH8YT8IePLXTZeGHLIjzVhWlz921g4ZFdEX5gu8+DTwpQ5Lbzh7Xf4Qz4kJGZd3g7n+5bf8qtGXVdx6Bp1zfkS6+BdfI9p1Uyn5ZmRquN3PuMGJWF3nDyLCZBa8I88vqIMU27vojqugvtjmEdf1voDh++mIh59E0NX/QpIogi1gl3Rs4tKjCPvK7W4/sPbIsoRhr5EaPbIzYithIMyng8fqT6bqYxWozGtHE8kS6CIJxKG8ezFr8kkeeo4OVtv2Dzebiz91i6WlNwB/ysKjwQcWxQljlkLyOtAamMsixz1FnFq9uXkeso5/puw5kt+Xly9TdkVxRS6XUhCkKTun4W5e6OeJ2gNdA7MY3DjjI+3LOWQpeNGR36kKA1htM+I8/P5tIOffEEAqwqPMCne9czJq0zRnW0X3hp3l6u7Tr0pJXIdaG0tkEO+sl4bBHl8/+JZC/BOulu9N0nNPpaNTEY1dz38Gh+mr8HW5WH4SMz6dItqd6drUJrDDdpcW76Fm37QZjH3EzFov9gHXcryvh2dfrglUntyfjdcsq+/SsIIgmXPY0qrvmyvCLn7kDbJ5dR/u1fQVSQOPNPKOPb1nqs2aLhngdGsvDHvUhSkIlTOpOQ0PCfncPhZcumfLJ3FdOxUyKDh2ZgMrVcDUaM2mlMG8dkQrv+X6pfjweWyrJc182hSWkNAd+jzkrGfvUC7hq74u8uuotucak8ufprvjxwXMpVQGD1FY/R1hhX73WLXTYu+O4Vit3H1TL+OnQGi/N2k+uo4MG+E3lp62I+v/C200qPrMnPR7K5afF7JOmMCAg83H8S3+ZsZVW1pj/AbzoP5ukh08muKOCy+a9HnP/MsEu4ustgPtm3nt+t/hYIafO/Nu5qrvrpLQDMai0mlZYrOw3kvn4TTrmoC0ByO5AlL4IgojDU/502FK83gCQF0esbVyErSwF8BbupXPIGtpXvIXsciIZ4sp7ZVm8AV3JVgSBE9cw9EzRmbo/HH9KaOkkMJOoct59vvtzBpo3HYxtduibym+sGYKjnqSpG83DKAd/qdo0IgvAD0EOW5YLq122A/zb1Qlszv+TuiTD8AK/vWM6/x8zmyYEXsL+qhK2leeiVav46dEa9qYzFLjt5jgrcAV+E4Qf4dN8GbukxgrbGOP6yfh77q0qw+Tz1Gv9it53DtjKUooIMYxyJOiN2n4cKr4ucqhI6WZOxanQMSslk3sX3UOAMxey7WlN4fNXXEdf6fP9GHhkwmY6WJO7oNYa3dv5KQA4yLbMnF2X1ptLn5q2dx9sBVnhd7K4o5IkBU0nWm2ljMFPldTMguV3NJlGnhEJnJNRWomnRaBoe9pKcFUj2UoIeG6IhHl/hXkxDrkAVl0bpl38g6CzHc3gzxnqMf0t2dGrM3Fpt4zWDPN4AmzflR4zt3VOK3ydBKypH8Hj8uJx+SkocJCUb0etVp/R5mxO324/L6aO01Elyigm9XtWo39f6aMyVso4Z/mqKCMk9nDfUpr0Tp9WjEARSDRben3wj7oAfpajAqtahPYngVqGziot/+C9uKcArY2ZHvW9SaegZn8YTq75mR1l1el49gd8il41L5r1GXnVzmO5xbfh46s0sPJLN46tC3jkBgZfHXMnINh25f/lc9leF+rb+MP3uqJ4CepUagVCWzgN9J3Jrj5EECWXwWDV6yjzOCPVRgL+sn8fqyx/j7xsX8E1OqBpVr1SHmr3X0y+3NSO5bVQs/Dee/Wswj76RwjeuD7djjJ/+BHEXPETFj88j6lq3mFdz4vUGcLv8qNUKvN7jMR6FQkAQW0+g2O+X2LalgC/mhkKWggCzr+5Hn35pKJWtoweF1xtgw7pcvv9mFxBa43U3DaJ7j2QUiqZZY2OuslQQhJ8EQbhREIQbgHnAkiZZxVnC0JT2ZJmOKzUaVRru7j0unIOfoDXS1hhHqt58UsMfCAZ5J3s1BS4blV4XHsnPoOoCKAjJKj86YAoPrPiczaWhbJCp7XqEpZyDcpASl50ily0cVA5WK2Xm1egKll1RQJXXzZ/X/RAek5H5/uB2fjy8M2z4AX7Ozeam7sMj1vn4gKlhP71RrSHVYCHNYA2PqQQFD/adGJGNNC69Cw6/N2z4IRQQf3rt940OgLcmgm4b5d89g2X87ZR+9nhEH97yH5/HOOASNJn9Uad2bsFVtiwej59Vvx5i3IROEeNjxneICq63JG6Xn+++Pl5tLsvwzZc7cNWSAdZSeDwB5n9/PC4ny/DV59trzVI7VRqj7XOPIAiXAWOqh96QZfnrk51zrpGsN/HVRXewqfgIdr+HUW06RYmiNYRAUOKQ7bgY1+Mrv+alMVfglyRKPA5Gt+nElpJc/jZsBuuKDtHeHLrhuAI+vAE/W0rzeHDF5+Q6KpiY0ZXnRswkTmsgx1ZWy1xBXCekIWqUynAf4GP8d9tSPph8E5d26MeW0jyGpbYnVW85aXGZR/KzvvgQX1x4G2uLDtLWGIdVrae0lkYtBc4qfLU0Dj9bCDUvD6IwWAlUFkS+KQUQ9VbSH5p3Xmv2SwGZdWuOMO3i7tx6x1ByD1eS1tZMWpq5Sd0Vp0swKOPzRWafeTwBgq2oilmSglGZUk6H97TdpzVp1E+k2tjXavAFQVgty/Lw2t47l0jWmbggs+dpXUOrVDG7y2DmHd4BQLnXyU2L3mf5zIeZak7AHfCzqTSXz1Z/Tff4Nnyy14Y/GGDexfdS4XNxzcK38VSrRS7K3c0Hu9dyR68x3NtnLN8d3Bp23YiCgF6lZmByOzYWH9fsR5a5otNA3tz5a3goIAexavT0TkynX41GLifDqtGhU6q5ZuEcesa3odTjoMLrZuEl92FWayOkKa7qPIi4U8j2aS2IWiOq5I64spdiHDQLx7rjjWTUbbqhMCagtKSc1hxBv/ekLSKbAkkKIgg0Km2zoajVClJSTcz7LhuDUU1SspGKchdZ7VtXFyuVSkFW+zgOHTz+lNypcwIq1aknJDQ1apWCNmlmCo7awmM9e6WiUjfdGhss71DvhWrIPjQHrSHbp6lwB3z8kreHKq+bD/esRadUc3uv0SDDlMweAJS5Hby3ew0/HNpGZ0sKvx98IRnGOLaX5TPt+/8AoBBE/j36SrxSgCX5exiQ1I6p7Xrw+zXf4vR7eWLgBfROSMPu9/LC5kWsKzrIqDaduK/vBHRKFVtK8/jnpoWAzIP9JjEwORNzLamaJ6PM4+SzfRv4Yv8mMk3xPDX4ItoareQ6Kvjr+nnkOSq4tEM/hqa0J9dezti2XWstDjsb8JcdofSbv2Id91vsaz/FtWMhmqyBJM76G6qEht0wayNgL8G1bQGOLT9g6D0VQ7+LUZqbVuHV55OoqnSzfGkOoigwZlwHLFYtSmXTGrzKSjc/zd9D7uFKunZPYtzETq0yzdNm8/Dzgr0cPFBOx84JTJzSGbO5dclXVFW6+enHPRw5VEmXbkmMn9gR0ymssa5sn6Y0/ptkWR7QJBerhXPJ+AflIG/tXMmivN1c0K4HPinAVzlb+NOQ6eHm7AA+KUCVz41OoQrnzx91VDLsi2cJyjK/6TyYBJ2B/2xbGj5nUHImr4+7Bo1CSZz2+E7bFfDh9HsxqrToasQjyqt7356K9MIxAkGJCq8bjUIZcfModdvZXJLLF/s3seDILiQ5yDVdhvCHwdNqrQc4G5A8DmSvE0FjRPY6EDSGU5aYgFAgueSTh7EtnxMeMw6dTcr1r6IwWJtgxSFKShz869llSFLo712lEnn4iXHExzf905jXG8Dnk9Bqla1qN30iPl8Ar1dCo1GibsIddVPSFN9lXca/dYS2zzNEQWRmx/7Isswf137PMxsW0CchPSobRl0te1zTUJo1Wv4+/FI0CiUXZPbkg91rI87ZUHwYXzAQYfghlHGTpDNFGH4IGf36DH+p20F2RSF7Kopq9ecrRQVJOmPUU4MvGOTmxR8w7/COsCtq7r4N4X7EjUFylOEr3Ifn0CYCVYUtpjKp0BpRWlJQaA3V/z299NOgx47t18jeyI51nxH0Nl1zH1mWWbXiUNjwA/j9QTZtqF3e4XTRaJSYTJpWbfgB1OrQOlur4Yfm/S6bMgrTenK5zgISdUb+N/4anAEfCkHAoNQ0qI2jUaXlsg79mZjRDb8URF2LeJzYhPorJW47V//0NtkVIQng/okZvDPphgZp9QjVa5FqGGqlKNLY5QXspRR/cG/Yz660ppHx1K+oEjPrObP1IyAgKJTINeUvRAWN/pLqoTZfcWs3zjGal6bc+dcuFBKjTuK1BjKqU0N9UoBilx3vCUVkroCPYpctYsetV6lJ1VtI1Zt5bMDUiOMvzOyJQdl0lZTfH9wWNvwAm0tzWZq/t0HnGlUaHug7gef7T2Te2Cv4v77jeXTAVEyqxrl8AqWHIgKsgcqjlH3z54gOVsGAj0BlQeipQGo6LSRZkghUFRKoLCR4GkJyAEG/p3qNRcjB6qC83kLchY9EHGeddA+itumqfwVBYPjIrIh0S71BRb/+Z0ZaIkbrpDGdvGYCzxKSeRCq/8myLJsJ/c+OZlnhOY7D72FVQQ5/WvsDNp+b67sN49aeo4jXGih1O3hxyyK+OrCZFL2Zf4y4jL6JbdFVG3eVQsG0zF70Skhj4ZFd9E/MoG9iW+KaKKAalIPsLCuIGs+uiB6rDZNay13p7Sme81s8OesY32U0yTe+jqaRzcaP9aytia9wL7LfDRo9kr2MymVvUvnTiwgqHYlX/B+GvtNQ6K2NmudEJGclzi0/UPrl75H9XuIueAjL2FtQGBPqP/kEAvZSKn9+hcrFryLqzCT95gX0PSag0JmxTrkfQ6+pOHcuQt99HOr0niiaSMbjGGazhocfH8v2rQUICoFevdu0ykBsjDNHY5q57AculmU5u3mXVDvnUsC3JgerShnz1QsR3bKeHzmLmR378/LWJby0dXF4XCUqWHX5Y7QxnLkq0vVFh6J0fRbMuI9eCXXr1h8jUFVE7j/G4y/YEx7Tth9M2kM/oDQlNngN/rIjHHysS7g5OkDyDa9hGXsrgihi3/gNBa/Mijgn869b0GT0bvActeE5soUjfxwYMZZ2/7cY+09v1HVkWca+/gucm79Dspfi2rUY5CBZf9+FOvW8KpKP0QI0RcC3qKUM/7nMqsIDEYYf4JucrVR4XPx4OPJhyh+UyKkqocRt5+M96/jd6m/YVHyk3srZMo+Tnw7v5PGVX7E4Nzuc4dMQulhTeHn0bDpakuhiTebN8dfSztSwvG3Z544w/ACeg+tDBVONQGFKIuPJJWjbD0aZmEnC5c9gHDQTQRQJ+jzYV38UdY5jy/eNmqM2nJu+ixqzrfqQoN/bqOtI9lKU5mRErRldl1Fk/G4ZqqQOuHb9Uv/JrQCH3cvG9Xl89fk2cg6U4XK1nkrYGKdOYwK+GwRBmAt8A4R/+88nSefmoGstbfT6JKZjUKnpak1hT2VRxHuZ5gRu+PldtlU3WX9/9xpeGTObSzr0RaxF+8fu8/CPDQv4ZN96AD7au45be4zk0QFTGtRoxqLRcWnHvoxO74xASPq5oQ09BJUaUW8l6KoMjymtaVF9betDVOvQdRpO+kM/IAcDiIYExOqsJUGpQtN+MI4Nkb+G2szTzzrWZNXY9QsCyDLajkMQFI0TAPMe2UL+8xeEX9tWfkDy9a8inAXprg6Hl48+2MSBfaGK8DWrjnDJzJ4MG5HZZBozMVqGxvz0zIALmAJcXP2vcc+/MaLoYElkZsd+4dddrMnc0mMkRrWW3w2+kPTqXG8Bgbt7j8Pl94UN/zH+tWUxZXXs5h1+L3P3R7rL3tu9Bnsjdq+iIJKkM5KoMzaqk5NoSCD1tvcQqgO8gsZA6u0foDCdmgSCwpSI0pIaNvwAgqjAMup6NDWMvaH/jEjDfYpoOwwh/sFfsP5xH5an9hD/8ArMI65rUM/cYwQcpZR9/aeIMX/RPuRgAHVa93rPlxzl+MuO4CvcS6CqqN7jmxqfVwob/mMs/nl/k2rMxGgZGqPt0/wth85D4rUG/jx0Bo8NmIpfkjCqNWHZ5rbGOL6ffjd2vwedUoVBqYmSfm7NiCoN+h4Taf/cPiR3FQq9BdGQgFBHb+NTRWlJJf3heQTdNgSFElFjQmFqfFD2RDyCme/X6cjeFVJWbJth4abfmmmKUKyoM6GsJ3As2Usp+fzJcAGYKrULbR9fdMYawMQ4t2nwFkYQhC6CICwWBGFH9es+giA81XxLO3+I0+hpa4yjvSUxSq8/WW+ioyWJNIMVi0ZHnEZPn4TIP/6H+k2sUzLBqNIwu1NkrOeGbsMwNbOGzDFEtQ5lXBqatO4orWnNpl2jNCejTumEKjGrSQw/QO6RSrJ3FYdf5+VWsXljHsFgwwvMlMZEEi77U8SYKqUz6uROtZ9QA3/poYjK36C7CtvBndgqXXg9/pOcWT9OhxebzUMgcPI2i2qNgo6dI7/PSVM6odMpsds8OB2xJ4Czlcb4/N8EHgX+ByDL8jZBED4G/tYcC4tRO4k6I+9NvpFFubvZXpbPFZ0G0MGcVKu/H0Lplk8MuoBJGd1YkreHye160D8po1GN5c9X8nKrosaOHK4kKAURGxG30HYYSuZfNlO1fA6q1M6YBs9qkAic9+hxSV9VckdMd8znhyXl5H67kvYd45l+SU8slsbFDfx+iaP5Nr77eicOu5chw9sxbERmnV229Ho1s6/ux64dRRQctdGzVypp6WaWLs5h/bpczGYNl8zsRWobU6xo7CyjMame62VZHlxTwE0QhC2yLPdrzgUe41xN9YzRejmaX8VLz6+IGLvx1kH06HlmmtL4inM49HhXkINYbv+aT1ZaOZp/XOUxq30cN9wyuFHtESsr3Dz7zC8RUg+XzOrF8BGZUU3bISSA9vILK4hPNBAXp0OnU2Iya/lp/vEsLqVS5PHfj8dirb9CPcaZpylSPUsFQehItaK0IAiXAw2r9okRxu7zsKeiiBc3L2L+oR21auXEaB3Exeu56pp+WK1aDEY10y7uRmbWmZMnVpqTSX/we1TJHRGSukUYfgC9QY3XE2DZkgOsWXUYmy0yhdbt9nM0v4qFC/awa0cRDoeX/LyqCMMPsHlDHm537W4kryeAzeblUE45mzfmk5hkZPvWyD/7QCAYtbYYrZ/GuH3uBt4AugmCkA8cBK5tllWdo8iyzJrCHG5a/H54bGhKFm9MuO6slTk+l9HpVPTtn0bnLknIyOj16jPa5k/UGtH3nkrG71fgDBrQaHLwekN9HIxGNeMmdOT5Z5cS8If89osW7uO+h0ZhNmuRpCDZu4r49MMt4et1657MjJnRvSgSk4yo6vhcarXiWJYrAHabh4REQ5Sxt8bHdv1nG43J9skBJgmCYABEWZbPnrSTBmDzeXD6vQSCEnqlmoRT6NBVH2UeJ//Y+FPE2NqiQ5R7nGHj75UCVHpduAM+9EoN8Vp9uH1jjDOPQiFiMp9+fMRu9+LzBVAqRDRaVYPbGgqCgNKSgsEvMWt2bz79cAvBoEzvvm1YvzY3bPgBbFUe9u4uoUevFKRAkC2bjnLTbwej0SgRBIFNG/NQiAIPPDoGnzdAcZGDX5fnMOXCLqjr6LSl0Sq5cHp3fvwhG1mGrVsKuPm2IRzMKcdhD6ULDxyc3uq08GPUT2O0fazA9UAWoDyW7y3L8n3NsbAzSYXHyUtbf+Gd7FUEZZl+iW2ZM/EGkvVNq68iI9fayjBQLfLlkwKsKzrIb3/5EIffS7zGwAdTbqJPQnqj8utjtC4qK928/b+1FBU6EEWBKRd2YfiITHT6hvvqlSoF3Xuk8MQfJmCr8hAXpws3966J3e5lwbw9TJzSiQkTO/HxB5uorPSgVIncfd9Ifv5pLxvX5yHL0KFjArfcPgzzSW5uWq2KocPb0bdfG+x2L1ZryO//wCOjsVV50OpU6HSqRsUdYrQOGvMMO5+Q4d8ObKzx76wn11HB27tWhnt4binNY86ulfikpu05G68xcFfvcRFjnSxJJOpCu/5Kr4s7l3yMo7oAq9zr5K6lH1PqaXxcoMLjouwUzovRtHi9ARbM20NRYehnEQzKLJi3B6ez8amaGo0Sq1VHu8w49AY1Yyd0jFB+1mqVdOyUwPq1R3DYvcz/IZvKylAcwGrVUVriZMO6vLALJ+dAGVs3H6W+nA+dTkVcvJ52mXGYLVpUaiVms5a2GVYSEw2t0vAHAkHsdm/YTRYjmsb4/LWyLD/UmIsLgjCHUBVwsSzLvWqM3wvcAwSAebIsP9aY6zY1O8uj49abSo7gkfwnbWDeWBSiyIWZPWlrtPLp3g10j0vlys6Dwrn9HilApS9Sp+ewvTz8ZNAQnH4vO8qO8veNC/AHJe7tM57hqR0a1CsgRtPj80nk5VZGjZeVOUlMOrU4j8PhZe3qI0hSkDvvGcG6tUdQqxUMGNSWH3/YjSTJ+LxSRP/X+AQ9R49GB2UP5pQzbERmq25o0lgcdi+/Lj/Iju2FpLYxcdHF3Ylrho5lZzuNsWwfCILwW+AHIrV9yk9yzrvAf4BwhFMQhPHAJUAfWZa9giCcWq1/EzI4JStqbGpmTwzKps+Ft2r0jE7rzNCUDihFISI/X6dQkW6wku+sDI/1SUhH3Qiff4Grist/fCMsFnfrLx/w9bQ7av2MMZofnVZJ9x7JFBcdfwoTRYGUlFNzKfr9EiuW5rBk8QEA1q3JpW+/NgwamsFrL6/C46ne6QrQuUsSO7aHejEUHrUxekx7lpxwvT59U88pw+/zBljw4x7WrT4CQHGRg9wjldxz/8hT6n97LtMYt48P+CewmuMun5Mm3suyvBw48eZwJ/APWZa91ccUR514hknWmfj36NnEawyoRQXXdR3KpR36oWiEhsvJKPM4WV90mHezV7Ovshibz4NaoYgqzErQGfhwys10j2sDwMDkdvxv/DWNCj5/n7M9SiX0/d1r8Ddhg5MYDUepUjBmfEf69k9DFAUsFi033DIInb5x4nDHcLv9bFx/vP2ircrDimUH8XkDaHVKlEqREaOySE4xMuOynnTumoggQGZWXGjs0h7odCqUKpHRY9vToWMCfr+Ey+mjpNjBimU57N5VTFXlyZViWyseb4DNGyO1ryrK3TH3Ty00Zuf/ENBJluXS05yzCzBaEIRnAA/wiCzL62s7UBCE24DbANq1a3ea09aNWa1lRvs+jE7riExIEqGpKmArvS7+b/2PEeJq/xl7FRdn9UZxwo5eFEQ6W5P5ZOotSHIQlahodGP1THN0HnoHcyKKWgp4YpwZTCYNs67ozcWX9kAADEZNrQVVDUEhClisOmy2SGE+k0nLPQ+MAkKxAY1GiVv0M3hIBpMmd8Zk1vDvf62ga7dkfnNdf9QqBUazhn89t5w77hmO1+vn9f+sCUtXdOqcwOxr+mGxnF3uQkEQsFq0lJQ4a4yFbsIxImnM1nYnIVXP00UJxAHDCMlFfCbUkcoiy/IbsiwPkmV5UFJSUhNMXTcqhYJkvZkUvblJpQ+cfl+UquZf182j3FP3V5moM5KiNzfa8AOMTusUfnKAkDjc1V2H1Cn/EOPkeDx+qqrcVFa6cbnqD9L6/QFsVR4qKlw4HccNtFanwmzWYjJrT9nwQ+jGcemsXihVx3+ew0ZmotWFgrBmsxaNRkkwKBPwS6RnWFBrlaxbk4vL6WfzxnzmvLGO1/+7mm1bjpLRzsqCebs5mm+P0Czav68M1ykEpU8Hp9NHZYWbqioPvlPcqRuNamZe2QeF4vh3PH5iJ7R1pLKezzTmG5GALYIgLCHS59/YVM884Cs5pCuxThCEIJAIlDTyOmcFATna3WLze2i4NFjjSNKZ+GTqLeQ5KvAHJbLMCVFicTEahtPhZdHP+1j962FkWaZ3nzZcenkvjMbaNwcet58tW47y/Te78PskMtpZueHmQZgbqb9TH23amHj89xMoKrRjtWoxGjXoT0gbLS6yM+fN9VRWuBk+MrPWjB6vJ4BKrcDl9NXaL97nO3OuQrvNw0cfbCJnfzlKlcjUC7syZGhGo9JhIbTzz2hn4fGnJlBU6CA+XofBqEarOzU327lMY7aD3wDPAKs4vVTPb4AJEFIKBdTA6bqSWi0GpYbeJ6hw3tBtOKZmbOSRqDPSLymDwSlZMcN/GhQW2lm5/BDBoIwsw7atBezcXkhdelgul5+vPtuOv9po5h6p5Kcf9+DzNa2/WalSYLFo6dI1CaNJE1V1bLd7+eDdjVRWhPz227cV0m9AWoSBVygEevZO5cC+UsaM70BKqokLp3dj2Ih2aDRKOnRKwGrV1in70JQE/BLLluaQs7+8+nWQed9lY7fXrhgqyzIup69OP75aHUqJ7dotiaRkY9SNMUaIxlT4vtfYiwuC8AkwDkgUBCEPeBqYA8yplob2ATfIDVWXOwtJ1Bl5b9KNvL97DZtLjnBx+z5MadcDnTK2E2ntHNhfFjW2d08pAwe1rdWHXFISXVdx+GAFXq+EWt20bgeX08fePSWsXnkYs1nD1GndiIvXoVCIBPwSJcXHfd4Ou5fNG/O598FRLF18AEEUGDWmPTkHSrnupoGkpJrYtCGPndsLaZNm5r6HR+H3Bfnys+1IUpCJUzqTlmZutt2z1ytx8EB00mDBURvJKZHJDk6njz27i1mz6ghWq5apF3YlLl5/Wq6085V6fyMFQdgOdXspZFnuc5L3flPHW+eVJlCy3sQD/SbgDvgxqjSxat2zhC5dk1j0076IsZ69UuoMHiYnG8M6OAajGpNJQ6fOCWia2N8syzK7s4v59KMt4bE9u0t45IlxiAqBgqM2UtuYKCw4rsCSvbOIqRd25cqr+wICogCpbUJPhfO/z2b1ysNASLL60MEKplzQhd3ZoUS8fXtLuf/h0aS3tTTp5ziGRqukS9dEco9URoyntTVHvA4GZXbtKOTzT7eFx/Zkl/Dw42Ob3LV2PtCQ38pYq8YmQCkqMJ1D+dTnA0nJRiZP7cKSX/YTlGQGDc2gS7e6Ew/0ejVXX9+fQEDGYFBTWeGmc5fEOt1EDcXp8FJe7qai3EW7zDiUKpFVvx6KOMbjCZCfX0Vampkf5+1h5hW9+Orz7SG/d4Kea28YgN6gjtghKwn52tevy424VlGhPUrPaNWKg8ya3QexkenPkhTE6fCRe6QSnV5FUrIRkyny2kqlyMjR7SkstLNrRxEajZLpl/SIiq24XD5W/Xo4Yszt9lNUaI8Z/1OgXuMvy/Lh+o6JEeNcxGBQM3ZCB4YOb4cMaDQKtNq6XR8arZJOnRL5cd5u1q0JGVRRFLjl9iF06px4Sk98ToePz+duY9eOUP9ehULkrvtG0LadhSOHK6PWK4hQUuzg6y92MGFSZyyWkN/eatXV6RoxGNRUVR6XgxYEotZqidOd0vorK9z8+4UV4eKzUCvMIVE3AKNJw5VX9cXnlxAQ0BuiFVQVChGjMdp/r2+F8hJnA41p42gXBMFW/c8jCIIkCEKrFvF2+30UumwUumzYfZ76T4gR4wTUaiVmixaLRXtSw38Mnz8YNvwQclV8++VOHCe0OwwEgtiqPFRVuXG56m6F6HB4w4YfQjvp77/dxegxHVDVeJJs3yGe+AQ9Go2KiZM7UVhg55MPN/P6f1fj8QbqLCo7ljpa066PHN2e3CMV4dcms4ahwzIbbfx9PolFP+09XnVMqDtaYS0yEwA6vRqLRYfZoq1VOlunUzFtRndUNdJcO3VOxGKN7fpPhcYEfCPSRgRBuBQY0tQLaioqvC7ez17DK9uWEAhKXNFpIE8MuiCmmx+jWfH7o9MjHQ5vhOvH4/azY3sh3329E683QLceyVw+u2/UbhhCdQYn4rR7UakVPPbkOA4frsRk1pCUaAi7SUaObk/vvmkUFNjIyLBiNKpRKGrf54miQKdOiTz2+/EcOVxJSqoJi0VLUAqSnGxEkmTSMyy1rq0+JCmIze6NGrfXMtZQkpIMPPq78Rw5VIHFoiUhyVBn6m2Mk3PKkShZlr8RBOGJplxMU3LIVso/Ny8Mv/5k33oGp2RyZeeobmYxYtSKzxtAFIVGVYfqtEriE/SUlx0v4hs6vB06nQqvN4BCIeJ0+vjsk63h97N3FvPrshwmX9A1ascbF6/HYFRHNEofNjLUc1ehEOlTS+tEvUGN3qAOB3TrQ6NVotEqSUiI3BidrhaOTqdi1Oj27NtzPJNbpRLp0Ol4Q3i/309eXh4eT+OezFUacHmqcOXWf+z5glarpW3btqhUDcvKaoye/8waL0VgECfJAmppVhzdHzX2c242M9r3RRtLs4xxEtxuPwVHbSxfmoPRqGHCpE5YrNo6d881MZm13HHPcBYv3EfBURv9+qfRt38aB/aXsvrXw7TLiiOpFjXPvXtKGT2uQ9Qu1mTScO8Do1i4YA9lpS4GD82gZ+/UBq2lNZDZPo4bbh7EimU56PQqLpjWLcJvn5eXh8lkIisrK5YFdxrIskxZWRl5eXm0b9++Qec0Zud/cY3/DwCHgBmNOP+MMjQl+gsYk9YZTRNKNMc4N8nPreKN19aEX2/bcpSHnxiHpYEZJVarjosv7YnfL6HVKtm2tYBPPtgMhDT0b74t2lua1SGu1pRQQRCIT9Az8/Le+ANB9HrVWWUk9Xo1PXun0r5jPAqFGPUZPR5PzPA3AYIgkJCQQElJw4USGrN9EIEHZVm+SZbl3wKvAs82co1njM7WZG7tMQpFtabNhe16cmFmr9gvWYyT4nb7WfrLgYgxjyfAoZyTKZdHo1YrMBjUuJw+li/JCY97vRI5B8q56OLuYX2erPZxjB3fkZP9Zqo1ylA2TxP8/jodPgqO2jiwrxSbzYPXG6Cy0s3ePSWUljhxnyQAfaro9eo66x1if5NNQ2O/x8Zsg/vIslx57IUsyxWCIPRv1GxnkHitgUf6T+L2XqNDzbeVaqyaWEOHGCdHoRDQ6aL/LLS1jDUEt9sf1a934Y97eOKpCXTumojXK1FcZOd//1nFNTcMpG2G9ZTmaSgOh5e5H29hT3Zoh9i9ZzIjR7VnzpvrwsJuUy7owqix7RuU3RTj7KUxv9GiIAhxsixXAAiCEN/I8884RrUWYzNq6MRonQSDMk6HF5nQDrwxRkytVjL5gi7s2lmEv7o5ekqqkbT0xle3OhxeFszfw9gJHTmYUx42rplZcUhBmZeeXxFx/Ddf7uCm3w45rbaIsizjcPiQZRmVUowSRqsod4cNP8CAgW356ovtaHVKRo/pQFaHeJwOLwG/BDHjf1pMmzaNjz/+GKvV2tJLqZXGGO8XgFWCIHxBKNB7JSGhtxgxWg0+X4CDORV8MXcrdpuXXn1SuWRmr0alKsYn6Hn0yfHs2V2C0aimXVbcKaU6BoMyOfvLUKsV3HnvCA7sL8Ni0dKhY3yt8tCVlR4kqeEtO08kEJDIz7Mx96MtlJU56dotictn942ofj0m9nYMvUGNxxPgxlsGs+yXAyxcsAerVcflV/UhU6M6p7p8nWnmz5/f0ks4KQ32+cuy/D4wCygiJL88U5blD5prYTFinAoul5933lxHVaWHYFBm25YClizaX2v+fV0olQqscTqGDm9Hz96pDTb8wWCQYI1+y1qtiv4D09m0IZ83Xl3N7uxi1q89glIpYjZrMJxQrTpwUDr6WsTTgkG5zpuCJAXDTxQup5+3Xl9DaakTWYbd2SV89/XOiFqB9AxLRC+A/ftKmX5JD9atOcLOHUXIMlRUuJnzxvozoujZ0jidTi666CL69u1Lr169mDt3LllZWTz++OMMGTKEIUOGsH9/KHOwpKSEWbNmMXjwYAYPHszKlSsBcDgc3HTTTfTu3Zs+ffrw5ZdfApCVlUVpaSjN9cMPP2TIkCH069eP22+/HUmSkCSJG2+8kV69etG7d29efPHFM/rZG+W2kWV5F7CrmdYSI8ZpU1LsiGhKArAnu5jxkzqiaqZuToGARFWlhxXLcpAkmTHjOmCN06FWK5g4pTM6nYptWwswGdVMm9EDo0mDLMPd94/kh293UVripN+ANIaNyIyoKZBlmaoqD6t/PYTN5mHk6A4kJunRalW43X5Kih2s+vUQcfF6ho3IxOcL4PVG3uT27S3F55PCrq+Kchc33TqYJYsP4LB7MRjUdOgQx8L5uyPOk6QgFeWuBmc4na0sWLCAtLQ05s2bB0BVVRWPP/44ZrOZdevW8f777/PAAw/www8/cP/99/Pggw8yatQojhw5wtSpU8nOzuavf/0rFouF7du3A1BRURExR3Z2NnPnzmXlypWoVCruuusuPvroI3r27El+fj47duwAoLKy8ox+9lbts48Ro7HEx0cH9dMzLE0uqVwTm83Lv55bFo4RbFiXx8OPjyWxuvp0wuTODB+VhUolho2wIEBiooGrru4XTuE8MXffbvPy7xdWhAu8Nq7P5857R9C+Qzx5uZW89fracJOW9WtzueeBkahUIqIohrXu26SZUda4rtGg4f13NjBwcFv0BhUH9pWTmKgnLd1M5Qn6Pue64Qfo3bs3jzzyCI8//jjTp09n9OjRAPzmN78J//fBBx8EYNGiRezadXzva7PZsNvtLFq0iE8//TQ8HhcXFzHH4sWL2bhxI4MHDwbA7XaTnJzMxRdfTE5ODvfeey8XXXQRU6ZMadbPeiIx4x/jnEJvUDPt4u4smLebYFAmKdnAtOndm0RW2eP24/YEcNg9mC069HoVKpWCjevywoZfEGDCpE74/RK5RyoxW7QYjao6XUdanQrRF8Bh91JV5cFk0uDzBVCplOTlVUZU9gIs/nkfl8/uQ1CSueu+kWzfWsDypTm4nD48bj/3PTSaigo3KqXIimU5XDKrFwEpSF5uJTqdCp1BRd8BaQiiQGobM3HxelJTTcy4rBdFRWsoK3WhUAhMu7g7QVnG4fCe0/IJXbp0YePGjcyfP58nn3wybIBrpk0e+/9gMMjq1avR6SKrqmVZPmmapSzL3HDDDfz973+Pem/r1q389NNP/Pe//+Wzzz5jzpw5TfGxGkTM+Mc4p9DpVAwfkUn/AWkEAkHUGgUm0+nvYL2eAOvX5fLDt7uQZVCpFdx25zAys+IihMbGT+pEQAry4j+XAyEl0NvvHkHbjNqzhSRJYv/eUj54dyOSJCOKApdd3oviIgftMuOijlcqRdasOswvP+9HEGDa9O4MG5FJWrqZ5Utz2LAuDwj1sr3rvhHIQXjxheU4naGbyNDh7Zg0tTO/Lj/Eqy+vCn9n9z44irvuHYHHE8Dj9rNpYz7P/m0J7TvEc92NAzGeQsD7bODo0aPEx8dz7bXXYjQaeffddwGYO3cuTzzxBHPnzmX48OEATJkyhf/85z88+uijAGzZsoV+/fqFx1966SUg5PapufufOHEil1xyCQ8++CDJycmUl5djt9sxGAyo1WpmzZpFx44dufHGG8/kR29UkVeMGGcFGq0Si1VHQqKhSQw/hATW5n2XHXaz+H0Sn3+yFYfdS/+B6ej1Kjp3TWTQ4LYsXXxcWsTrlfjys204HLWLmTmdfj77dCuSFLpwMCgz77tsuvVIxmjSEJ9w3I2lUIQ6cG3ZdBQINY356cc9DBzcluRkY9jwAzgcPub/sJuc/aVhww8h95DfJ7GsRiGb2+3ni7lbUaoUbNtawCsvrWTlikMAHMwp59ChxhW4nU1s3749HIh95plneOqppwDwer0MHTqUf//73+FA7Msvv8yGDRvo06cPPXr04PXXXwfgqaeeoqKigl69etG3b1+WLFkSMUePHj3429/+xpQpU+jTpw+TJ0+moKCA/Px8xo0bR79+/bjxxhtrfTJoTmI7/xgxGoDfH4wKJJeVOZFlGZNZy4OPjeHwwQpsNm9Us/SyUmfUuccIBmVczsisGo8nJAD3xdxt3HrHUPbvLcXl8tGnbxo//7Q3QjQuEAii1yspK3WfeGlKS5yIJ8QR1GoFdkd0BW9ZqQtJCtYqt1xUYKdX7za1rv9sZ+rUqUydOjVq/O677+bpp5+OGEtMTGTu3LlRxxqNRt57L7rL7aFDh8L/P3v2bGbPnh11zKZNm05h1U1DbOcfI0YDMBhUJKdECrL16p2KSq1AFAX8viAfvb+JYFCOSuHs3bcN2jpiDiqlSGZWpHsnva2ZinI3dpsHp91Lz14pTJjUGYNRHSXxHJ+gR6tT0SbNFJHCCdB/YBpKZWSGkyQFibPqoqqO+/Rrg0ajZPDQdlFr7NXn3DT85zsx4x8jRh0EgzKVlW4WL9zH0l9yuPGWwUye2hmTWcPgYRnMuKxnOHtn/77SsBvmuhsH0rFTAmazhqHD2zFxcmf8gdrrDAxGDdfeOJA+fdtgMmvo0SuFmVf0IXtXETfeOhiVWoGm2lDrdCpmXdmHgYPbYjJr6No9idvuHIbJpMVgUHPn3SNol2nFYtUyYVInBg3OoGOn+JAqqUVLu0wrd947Er1BxV33jSCrQzxmi5ZRY9szflInVCoFbTMszLqyNwmJelJSTdx06+DzIuunJocOHSIxMbGll9HsCKfbX/RMMWjQIHnDhg0tvYwY5xFVVR7+9dwy3NXVuEqlyIOPjkGrU6JRK1HX2M0fOlgeDqDOvKI3BoMaSQpy+FAFG9blMnJ0eyZM7lRnyqnH48fnk1AoRIJSECkoo1Yr0OujpR683gBebwCVSoGuuijMbvfyxdytdOmahMGgZu+eEgYMSqdT5yQCfgmX249CIWAwHA/cOp0+JCmITqeKqIGQpCAupx9BCDWib07htezsbLp3795s1z/fqO37FARhoyzLUY1MYj7/GC2OxxPA6/Hj9YUkkI1GTZ39Zpsar8cfmr+WuXdsKwgbfgj511csO8glM3tG5eQnJRnoPyCNzZuOktrGxGuvrIrw/S9flsOI0Vl1Gn+tVtVgDSKNRhmVulpW6iR7ZzHZO4vDYyUlTtqkWTAY1JhrKXCrS0NIoRCjGrjHOPeIGf8YLYrH7WfD+lx++DabYFDGaFRzxz3DSU5pWBeq05173dojzP9+9/G57x1BcrKxznPqelI2GDVcMrMXF1zUjWBdT9PN+JBd66XPjof6GC1EzOcfo0XxeAN8/82ucDaMw+Hji8+2R6QnNtvcngDzvsuOmPurz7bhqp67V+/UsFsFQjvi0WM7IFcf7/dL2G2ecAN2vUFNXLwenU5F3/5pEXONHtMejVaB3eaNSvt0u/1hXf3611z7sYmJBhITIwPSky/ocloKoTHObWI7/xgtisvlj0qNLC60n5a6ZUNxOn1RcxcVOQgEQnMbTRoefGwM69fk4vMF6NMvjRXLDmAwahgxMovlS3PYuuUoCQkGLru8F4lJBhQKEb1ezYzLetKrdyr79pbSs3cqaelmNqzLY8Wyg+h0SqZf0oOMDCsOh49vv9pBfr6Nrt2SuGBa1zp751ZWuvn+m10cPlRBh47xXDSjRzgYazJpuOPe4WzbcpTSEhdDhmVE1AjEODlff/01M2fOJDs7m27dukW9P27cOJ5//nkGDaq7B3jNY1q7nDPEdv4xWhijQR2Vdti9Z0qTyDHUh8mkiZqnR8+UcHaNQiFiteoYM74DbpefN19bw6GDFZhNWlavPMTypTlUVXrIOVDGqy+vinhaMRo19OmXxqwr+9CtezIHc8r59qudlJe5yM+z8cara7DZPLz79nqydxVjq/Kwfm0uX36+vVY1TYfdy3tvr2f71gJsVR62bDrKR+9vipB/MJu1jBrTgUtn9SIt3XJONmP5+sBmhn72DzLeeYKhn/2Drw9sbpLrfvLJJ4waNSpCo+d0mD9/fqs2/BAz/jFaGINRze13Dyct3YxKraDfgDSmTe/WKOMvSRKVFW5WLM1hzarD2Ko8dfrmI+dWcfvdw2iTZkatVjBgYDoXXBSa2++XKC93sfSXA6xbc4QJUzpz821D+P/2zjw8qiL995/qPenOBgkQlpAECHsICYRVDKCAyCAKiMoM+tMRnXF3xlGv93rv+DgOzrhwHdcZmcFRYRRUxOUnOyhBJGxhTyKQEBLIBtnTnXR3/f7oTpMme0gISerzPHmSrnNOnapU8p46b731fROmDaSkxEZ4ZDdumnNphujnZ8Rhd7L3p0y+336SwosV/Jyaz6YNqeTmlJL0U6bXvaV0JW2//MF3/GgOZaWVlJZ4u4aqqlxa/TVJP3XBK4S0pMTGwf1ZbN2cRl5eaZPcSB2JL04e4A+Jn5NVVogEssoK+UPi51f8ACgtLSUxMZEVK1Z4jH9FRQV33HEH0dHRLFq0iIqKS5voNm7cyIQJE4iNjWXhwoWUlpbWqrMxOedrAeX2UbQrWq2GPn0D+PUD43BK2ezMWwCFF6289tfvqap0/VNt3pDKo7+7Dv963CeX7q2lb79A7n/QdW+jQYvRfe/iIivLX/nBY0ANRh2pJ3I5nHzec/2cW4YxKiaU5IPnmL8omnff/JGLFyuYMSuKTRtSPQb/4oUKgoPNpOKdXDskxEzZZbt7A4N8yM4qIvlANrfdHu3x2VcnP69p0M1mAxp3GGZJiY33393NuewSADZ8m8KDj0wkIqJbs36X1zLL9m2gwuH9+6pwVLFs3wZuHdDyjLLr1q1j1qxZREVF0a1bN/bv38/27dvx9fXl0KFDHDp0iNjYWADy8/N58cUX2bx5M2azmZdffpnXXnuN559/vs6665NzXrJkSYvb21oo46+4JmipcJjD4WTHtlNUVTrQagXTbhhE1JAQKsqr0GhEkxQpL7+3w+Hkpx/PcPPcoYT29gfAZNLx2SeHvM7bvuVnFtwxitzcUi4UlHPRnSVrYFQwO7ad4oGHJiAAh3vX7/GjOZ5zooaE0DPUj0nXhfPl50eQ0rWPYM4tw0j8Pp1TJwuYM284Zvcarq+vnrvvjUNoBAKB0ynRaAVmyyWd/mrDD643i+++PsHd947Bt5Ms+maXFTarvKmsXr2axx9/HIA77riD1atXk5aWxqOPPgpAdHQ00dHRAOzevZtjx44xadIkACorKz3Cb3VRn5zztYAy/oqOjcSTpWve/JFknS3i7TcSkRLC+gdy971j6l1ArbdKKYmJ7c23X53g8zWuBB2P/e66WufZ7U569rRw7/3j+PnnfE+5wagjJrY3H6xIwmq1YzYbWHJvHL99dCKlpZXo9VrMZj1mi5HYMX0YMrQH584VY7EY2fn9aU6dLADw0gMSGoHQaPj3P/dSUVGFr1nPf/06HiE0nrbU1b6OsomzKfQ2B5JVh6HvbQ5scZ0FBQVs3bqVI0eOIITA4XAghGD06NF1bm6TUnLjjTeyevXqJtXfkJxze6N8/ooOjVan4fqpkQQEmPAPMLJ7V4YngudMRiGJO9ObHTmk02nJSL9IasolN8358yX0j/DW4Lnu+kj8A0wEBJoYNCgYH1/XLFwjBJ+vOYzV6nLRlJdXcmBfFk6npHt3X3r0tGB2v5GYTHr8/Y3k5Zby9huJJB9wKXb2Dw/EaLy0MaukxMZHH+zzLAaXl1Xx8Qf7PGGjISEWAgK9H3LTbhjouU99VNrslJTY6nx4XGs8EzcTH623S9BHq+eZuNrCbE1l7dq1LFmyhIyMDNLT08nMzCQiIoLY2Fg+/vhjAI4cOcKhQ663vvHjx5OYmOhJ7VheXk5qamq99U+fPp21a9eSm+vafHfhwgUyMjJa3N7WRM38FR2eoG6+PPjwBI4dzal1LOP0RSorHfj4NH2e43A4OX3KW8b4m/XHWfrbcaSl5JN++iIxsb2JHNDdI4tg8TPy+O+nsPP7U9jtDs/OYCFg8d1x5OWWsnJFEgEBJm6+ZRjBwWbPLmGdXsvYcWEEh1g4sC+L8PAgYuL6YLEYcTolBfllWK1VtRK7FBZacbqloP38jTz8+GR278qgIK+MCZPD6dWr/s1q4Erm/t03J8jKKmLosJ5clxDZokT1V4tqv/6yfRvILiuktzmQZ+JmXpG/f/Xq1TzzzDNeZfPnz+fAgQNUVFQQHR1NTEwM8fHxAISEhLBy5UruvPNObDbXg/fFF18kKiqqzvpryjk7nU70ej1vvfUW/fv3b3GbWwul7aPoNOTmlPLKsu1eZbfcOpwJk8ObLRdx5NA5/v2vfV5lDz02kbD+QTjsTq9cuzVxOp2UllTy5vKdFBZaGT6yF337BbDh2xTPOUajjt8/m1CnYFpVlQOdTuNxORQXW3n15R0suD2ab7467iXn3CvUj6W/Ge+1ZuF0SpxOiU7X8MOupMTKu2/+SF5umacsNq4P8xaMuKohokrbp3VpjraPcvsoOhzl5ZVkZxWxa2c62VlFnh22fv5GFt01Cl+zKx9u/Ph+jBjVC3s9ipoNERHZjanTB7jz7uq4ee5QgkMsCCHQ6bXYbHYK8svYvSuDkz8XeNwvGo0Gi5+R+x4YR69QPwZFBXtcOdXYbHZycy4tzpaXV5KdXcyuxHRyc0q99IQuFJRTUV7F1s1p3H7nKM8CdN9+ASy5d0ytxWqNRjRq+AEqbQ4vww9w8EA2lZX1/64qKqrIOV/CrsR0zmRcvCq7sBVth3L7KDoUlZV2du/K4LtvLs2kZ908mMlTIvDx0TN0WE+CuvkinZKUlDxeWbaD+x8cV2dKxIYwW4xMnxHFpCkRAPj6GryMauaZQv7xzm7P+sKQoT1YdFcMZosBjUbQPdjMwjtHoddpOX40h/PnSrzqrzbalZUOkn7K5Jv1xz3HbpwVxZSESIxGnSdSJ+tsMV+sPcKUhEh6hfq51hquQGpZp9Og0QivRWV/fyP1vR/Z7U4OJ59jbY2Ip8lTIpgxKwqTT+fbTNYVUDN/RYfCWmFn88Y0r7LNG9OoqHAtrhYWVvDumz/y3tu72b7lJDa3fk/120FzMBi0+Pub8Pc3eRn+0lIbX6075iUNkXIiF1ulnaIiK4UXKygttfHxyn2sXJHE1OkDvTatjRjZC3+38a+oqGLjf196kAFs3fSzZ7HYbDYwOs6lE5RzvoSfdmfg66vH4XBSWFhBUZGV4iJrgzP2ujCadNwwc5Dns0YjmH97dL0LxOXllXzz1XGvssQfTne6jWRdCTXzV3QopJQ4LotMcdidVFtim622EbRaqzwLo63SBqeslVFr7q0j2PtTJtu2nMThcDJ4aAiLFsfw97d3s2VzGr9+cBwF+WX07OVHYKDpkpGVslakjcPh9IjHmc0G5s4bwdTpg7Baq/Dx0fP+ez9RkF+O2WLgtoUjObDvLJEDuhM3tp+XEF1DmEx6Jk0OZ9To3lzIL6dnLz98fPUNro1UXmbopaTe9JSKax8181d0KPQGHcNH9PIqG+5OpwjQvbsvN/9iKL1CL0lCX3d9ZKtudPI1G5jsdgcBWCwGQnqY2bwxzRNWmnI8j7SUfIaN6EVaSj5vv5HI8eO5BAaZvGbXBqOOUaN7Mzq2DzfNGULc2L6MiO6FwXBpQdlsMdAr1I/gEDOrPzpAQb5r0bestJI1q5OZNDmC9V8cqzdJfH34+BoICbEweGgPAoN8GpTUMBp1jI3v51UWERnk+b0rOh5tOvMXQvwTmAPkSilHXHbs98BfgRApZX5d1ysUl+Prq+e2hSPpHxFE6ok8ooaEEDemLzqdhrOZhWz8LhWnQ3Lz3KFcKCjH399ExIBurZocRqvVEDumL37+Jvb+lMmQYT3IzyurdV56+kWm3zAQa0UVkQO6ET+hv1cmLXClZpwzdxiJO9M5diSH8MggZt08uM6HldMhyc7y1vexWu2eyKCc8yWEhDQc3tlSjEYdM2YPplcff44eOk94ZDfGTwxr0g5qxbVJW7t9VgJvAv+uWSiE6AfcCJxp4/srOiEWPyOTp0QwbnwYeoMWrVZDXl4pby5P9Lgh0lLzePR319GnT0CbtMFsNhAzujdDhoag02nJy60t7jVkSAj9I4L41T1xGIxaNJraL9rl5VV8tuaQJwNXRvpFss8Wc9eS2Fpa/Bqthn5hgWSeKfSU+frqcbj7HBrq34o9rI3FYmT8hP7Exvbx/N47A+fPn+fxxx8nKSkJo9FIeHg48+bNY/369Xz99de1zv/1r3/Nk08+ybBhw5p1n4MHD5Kdnc3s2bNbq+lXRJuOnpTye+BCHYdeB/6AyjWkaCFarQaTj95jgPbvzfLyP0sJP+5MJy+vlLy8Ug4eyCLnfEmLFn6rKSur5Ny5YjJOXyA/r4yDB7IovGil0mYnINDEnFuGYTBoEQKiY0KJHdsXnU6LyUdfp+EHqKq0c+JYrldZWmq+R6SuJhaLgTt/Ndrj0goMNLFocQy7fjjNwjtGXZXELRqN8Pq9X22Kd63i1O8iSL1Hx6nfRVC8a9UV1Sel5NZbbyUhIYGTJ09y7NgxXnrpJXJyam8YrOb9999vtuEHl/H/9ttv6zxmt1/9hfOrvuArhJgLZEkpkxtLDC2EWAosBQgLC7sKrVN0VOpS8DRbDFwoKGfFe3s8ZTXDKJtDRUUVWzelkZ9fxoiRoaytkaN36vQBTJ0+kAmT+hMzujcSicGga9LiqxACg0HrtVCt02sQ9bipgoPNLP3NeNcisQCtVtCnz0h8zYYmxfd3ZIp3rSJn5QPISteah73gDDkrHwDAf+JdLapz27Zt6PV6HnzwQU9ZTEwMhYWFbNmyhQULFnDkyBHi4uL46KOPEEJ4JW2xWCw89thjfP311/j4+PDll1/Ss2dP1qxZwx//+Ee0Wi0BAQFs3ryZ559/noqKCnbu3Mmzzz7L8ePHyc7OJj09neDgYF566SV+9atfUVbmciG++eabTJw4ke3bt/P888/TvXt3UlJSmDJlCm+//Xa9E4qmclX/WoQQvsBzQN36p5chpfy7lHKMlHJMSEhI2zZO0aEZPrKnV+Yqf38j8ePCWPMfbyXOLRvTsNaRLKUm5WWVFBVWeNIlFhVZsVqriB8fxo2zBrPh2xNeYZ7bt57EZrOj12vd8fc+TY668fHVc9MvvHdkzrxpMD4+9T+cLH5GAoN8CAz0wc/PhH+AqdMbfoD8z57zGP5qZGU5+Z891+I6qw17XRw4cIDly5dz7NgxTp06RWJiYq1zysrKGD9+PMnJyUyZMoV//OMfALzwwgts2LCB5ORk1q9fj8Fg4IUXXmDRokUcPHiQRYsWAbBv3z6+/PJLVq1aRY8ePdi0aRP79+/nk08+8aiKAuzZs4dXX32Vw4cPc/LkST7//PMW97maqz3zHwBEANWz/r7AfiFEvJTyfINXKhQN4O9v4qFHJ5KdVYzd7sRsMVBeXjspitMpPT7yuigutvLpqoOkpuS7wixvG07G6Qvs3nWGuLF9mX7joFo7W6UEewvTTur1WkbH9mHQoGDOZhbRu48/fv5GDAYVhX059oLMZpVfKfHx8fTt2xdwvQ2kp6czefJkr3MMBgNz5swBIC4ujk2bNgEwadIk7rnnHm6//XZuu+22eu8xd+5cfHx8AKiqquLhhx/m4MGDaLVaL8G4+Ph4IiMjAbjzzjvZuXMnCxYsuKL+XdXpgpTysJSyh5QyXEoZDpwFYpXh79w4nRKbtapVYsLtdic2mx2bzV5LrtjP38TgoT0Ij+jGJ6sOcuJ4HiOjvcNC+4UFeoVR1qSy0s7G/04hNcUVfFZWVsknHx9kdJzLACT9lElaah43zvQW8Qrt7dciY223O6m02fHx0RPSw8LouD707OWHr2/n0N9vbXTd+zWrvCkMHz6cffv21XnMaLwUyaTVauv0y+v1ek+0Vc1z3n33XV588UUyMzOJiYmhoKCgznuYqxM2AK+//jo9e/YkOTmZvXv3Ull5aZJxuYu8MZd5U2hT4y+EWA38CAwWQpwVQtzXlvdTXHuUlNj4YccpPvpgPz8mpjc7Fr0mxcVWCvLL2Lo5jY9W7iPpp0zK6qivOjVkWZmN6xIimXbjQPqFBTJ5SgR33zem3vBEm9XOz2ne/6ROp+TihXIsFpdBTk3JZ+SoUGbMiqJfWCATJ/fn3qXjmqWG6XRKLl6s4Kt1R1n14QHSUvIoL2/YFaWA4Pl/Qhi8k9ILgy/B8//U4jqnTZuGzWbzuGsAkpKS2LFjR4vrBDh58iTjxo3jhRdeIDg4mMzMTPz8/CgpKan3mqKiIkJDQ9FoNHz44Yde6R737NnD6dOncTqdfPLJJ7XeQFpCm75bSinvbOR4eFveX9G+lJdXsvY/yRx3R7OknMgjM6OQefNHNFsPpqTYSsbpC2zfesoT6phyIo/c3EhmzBpcazYfGOjD7DnDqKpyMP3GgVx3fSQGg9YjwVwXBqOOsP5BXsqZQrgko6tdPf3CAjl1Mp+Igd0I6x9IWHhQs1UwS0tsvPHqD546jx3N4e57xzB8ZK9GruzaVC/q5n/2HPaCTHTd+xE8/08tXuwF1wz6iy++4PHHH2fZsmWYTCZPqOeV8NRTT5GWloaUkunTpzNq1CjCwsJYtmwZMTExPPvss7Wu+e1vf8v8+fNZs2YNU6dO9XormDBhAs888wyHDx9mypQp3HrrrVfUPlCSzoo2pPBiBS+9sMWrTAj4X//3hmaLkmWdLaKqysHbb+zyKtfrNTz9v6c1mq/X4XBSVlpJXm4pZosRPz8jZktt90phYQUfrEgi62wxeoOW2XOGUFRoZfvWkwwf0ZOE6QPR6TSknMhl66af+cNzUxu99+WcOJ7LP/++x6ssPCKIu+8be1XCNa8llKRz42zfvp1XXnmlzj0Hl9McSWe1qqRoM4Q7FNFRQ1dHr9fWqxzZEDqdps5sU0ajDtGEGi8UlPO313d6BNNGRPdi/sKRtYTMAgN9uG/pOKqqHGi0Gqoq7VRVOYkfH4bT6SQj/SKnT17Az9+IyaRrUV/qCjM1GnVoW3EXskLRGMr4K9oMk4+e66cOYOvmnz1lN86K8qQ7rI/y8krsdidCCI8v3WIxkJ1VTOyYPuzfm+U59+a5w/A1N1yftaKKb9Yf8xh+gCOHznPDzKg6VSxrauSXlNj49792eySZdToN9y2N59PVydw8d2iDmkGlpTacTolWq/Ga0QeHmOndx98j1aDVarhpzhAljayok4SEBBISElq9XmX8FW2G0ajjuoRIho/sRUb6BSIGdCcoyKdBv3tRkZW1/0kmNSWP4BAzdyweTe8+fpgtRgYNDqZPP39ix/Ql53wJg6JCCAg0Nbrb1O5wUlhorVVeUmyF3g1LIvj5Gbn/N+M5k36R4mIrg6JCOH++hHuXxuMfUPe9nU5JXl4pqz88QHZWMeERQdzxy9F06+brqfO+B8aReaaQosIKBg/tcU2nT1R0TpTxV7QpZrMBs9lAv7DARs+tqKjii7WHSTnhSpyel1vGP97Zze+fTcDfX4vFYsRiMdKjhx9Rg+ve9Od0ulxDNXc/+voaGDuuH19+ftRTZjBo6dVELRw/P6PXYmxwiLmBs10z/hXv7aHwYgUA6acv8vEH+7n3/rGeNw0/PyPDhvds0v0VirZAGX/FNUNVlYO0lDyvMqvVjrXCjn8jdtrhcFBYaGPnjlM4HJLrro8g0P2WodEIYmL74HRK9uw+g7+/iV/MG47F0jZulqoqh8fwV5N5prDONQuFor1Qxl9xzaDVagjt7c+ZjMIaZQKjqfE/0+IiG6/9ZYdHEC3ppzM8+XQCIe5ZutlsYOLkcGJi+6DTahpdd7gS9DotPj56KmrISHTr7nvFWiwKRWui/hoV1wxms4Hb74zB3x0GqtNrWHjHKHyaYPwP7MvyUsJ0OCS7fjjttatYq9Xg52ds0PA7nZLiYitZZ4u4UFDeIhVQX7Oeu5bEeqJ6fH31LF4Si8Wva4VxdhRycnK46667iIyMJC4ujgkTJvDFF1+0qK7ly5dTXl7e+InXAGrmr7imCA4x89iTk7HZHOgNWnx8dE2STqhL2Eyn19DcXfAF+WW89UYi5WWuWfvkKRHcMHNQsyQXdDotkQO68dSzCVRW2jEYdZjNhlbZkt/V2b/3LN99m0LhxQoCg3yYNXswsWP6trg+KSXz5s3j7rvvZtUqlzx0RkYG69evb1F9y5cv55e//CW+vr6Nn9zOqJm/4ppCoxH4+ZsIDjETEGBqsmbOqNF9vEI+jUYtEyaFN8vgVlRUsX7dUY/hB9j5/elaQm514XA4KS62UlJsxeFwehQ+g0Ms+Ps3HpGkaJz9e8/y2aeHPesphRcr+OzTw+zfe7bFdW7duhWDweAl6dy/f38eeeQRHA4HTz31FGPHjiU6Opr33nsPcG26SkhIYMGCBQwZMoTFixcjpeSNN94gOzubqVOnMnXqVABWr17NyJEjGTFiBE8//bTnHvWVX03UzF/RKfDzN/LEU9dzOPkcToeT6Jje+Pk3L3zSbndSkFf7lb2k2NZgesTy8iqOHj7Hxu9SkRKm3TCQmNG9WzVvsAK++zaFqirvJDdVVQ6++zalxbP/o0ePEhsbW+exFStWEBAQQFJSEjabjUmTJjFjxgzAJfd89OhRevfuzaRJk0hMTOTRRx/ltddeY9u2bQQHB5Odnc3TTz/Nvn37CAoKYsaMGaxbt474+Pg6y69UUqK5KOOv6BRoNIKAAJNXYvXm4uOjZ9ToULZsurQpzWDQEhzccGhnfl6pV96AdZ8doWcvCwMGBre4LYraXB5B1Vh5S3jooYfYuXMnBoOB/v37c+jQIdauXQu4hNfS0tIwGAxNkntOSkoiISGB6lwkixcv5vvvv/ckhLm8XBl/haIJlJVVknOuhEPJ5wiPDGLgoOArTiau02mYNCUCu11yYH8WQUE+zJs/AnMjIaHJB7Jrle1LOktEZPdWTRzf1QkM8qnT0AcG+bS4zuHDh/PZZ595Pr/11lvk5+czZswYwsLC+Nvf/sbMmTO9rtm+fXuT5J7r0027VvTUlCNS0eGw253s3ZPJu2/9yK6d6az69wHW/OdQk3zzjWGxGJlxUxSPPjmZe+4bQ5++AWi19e9IBurcwBbWP0gZ/lZm1uzBtXaH6/VaZs0e3OI6p02bhtVq5Z133vGUVUfrzJw5k3feeYeqKtcaUGpqqifFYn3UlG0eN24cO3bsID8/H4fDwerVq7n++uvrLb/aqJm/osNRXl7Jlo1pXmXHj+ZQabO3iiqmXt+w9PPlDBwUzICB3Tn5sysXQP/wQCXP3AZU+/VbM9pHCMG6det44okn+Mtf/kJISAhms5mXX36ZhQsXkp6eTmxsLFJKQkJCWLduXYP1LV26lJtuuonQ0FC2bdvGn//8Z6ZOnYqUktmzZ3PLLbcA1Ft+NVGSzooOR0mxlb/+ebuXUBvAs/9nGkHd2ifErqzUhtVmR0owmXRX7ILqKihJ59alOZLOyu2j6HD4+OiZesNAr7LBQ0Mw1CGVfLUwW4x0724mONisDL+iQ6DcPooOh06vZdz4MPr2CyD5QDYRA7ozeHBIl0uEolBcCcr4KzokvmYDg6JCGBRVt7qnouMgpVS7n1uB5rrwldtHoVC0GyaTiYKCgmsm/LGjIqWkoKAAk6npKUXVzF+hULQbffv25ezZs+Tl5TV+sqJBTCaTZ+NZU1DGX6FQtBt6vZ6IiJbvyla0HOX2USgUii6IMv4KhULRBVHGX6FQKLogHWaHrxAiD8ho73a0kGAgv70b0YZ05v6pvnVcOnP/mtO3/lLKWjHRHcb4d2SEEHvr2l7dWejM/VN967h05v61Rt+U20ehUCi6IMr4KxQKRRdEGf+rw9/buwFtTGfun+pbx6Uz9++K+6Z8/gqFQtEFUTN/hUKh6IIo469QKBRdEGX8WxkhhEkIsUcIkSyEOCqE+KO7/P8JIbKEEAfdX7Pbu60tRQihFUIcEEJ87f7cTQixSQiR5v4e1N5tbCl19K0zjVu6EOKwux973WWdYuzq6VunGDshRKAQYq0Q4oQQ4rgQYkJrjJsy/q2PDZgmpRwFxACzhBDj3cdel1LGuL++bbcWXjmPAcdrfH4G2CKlHARscX/uqFzeN+g84wYw1d2P6hjxzjR2l/cNOsfY/X/gOynlEGAUrr/PKx43ZfxbGemi1P1R7/7qNKvqQoi+wM3A+zWKbwE+cP/8ATDvKjerVainb52dTjF2nRUhhD8wBVgBIKWslFIW0grjpox/G+B2HRwEcoFNUsqf3IceFkIcEkL8s6O+XgPLgT8AzhplPaWU5wDc33u0Q7tag+XU7ht0jnED1yRkoxBinxBiqbuss4xdXX2Djj92kUAe8C+3O/J9IYSZVhg3ZfzbACmlQ0oZA/QF4oUQI4B3gAG4XEHngFfbrYEtRAgxB8iVUu5r77a0Ng30rcOPWw0mSSljgZuAh4QQU9q7Qa1IXX3rDGOnA2KBd6SUo4EyWsk1p4x/G+J+PdsOzJJS5rgfCk7gH0B8e7athUwC5goh0oH/ANOEEB8BOUKIUAD399z2a2KLqbNvnWTcAJBSZru/5wJf4OpLZxi7OvvWScbuLHC2hvdgLa6HwRWPmzL+rYwQIkQIEej+2Qe4AThRPVBubgWOtEPzrggp5bNSyr5SynDgDmCrlPKXwHrgbvdpdwNftlMTW0x9fesM4wYghDALIfyqfwZm4OpLhx+7+vrWGcZOSnkeyBRCDHYXTQeO0QrjptI4tj6hwAdCCC2uh+unUsqvhRAfCiFicPkm04EH2q+Jrc4y4FMhxH3AGWBhO7enNflLJxm3nsAXQghw/d+vklJ+J4RIouOPXX196yz/c48AHwshDMAp4L9w25YrGTcl76BQKBRdEOX2USgUii6IMv4KhULRBVHGX6FQKLogyvgrFApFF0QZf4VCoeiCKOOvUCgUXRBl/BUdCiFEuBDiqm/Waav7CiEShBATa3xeKYRY0Nr3USguRxl/haJ9SQAmNnaSQtHaKOOvuCYQQixxqy8mu3dmes2AhRCldVxzjxBinRDiKyHEaSHEw0KIJ93qh7uFEN3c5w0QQnznVnz8QQgxxF2+UgjxhhBilxDiVFNn3G7V1r8KIZLcbX7AXZ4ghNheI/HGx8K97VQIMdtdttN9z6+FEOHAg8ATwpVs5Dr3LaY0pU3u++0QQnwqhEgVQiwTQiwWrmRCh4UQA2r08x0hxDZ3nde7VS6PCyFWNqXPis6HMv6KdkcIMRx4jktJcB5rxuUjgLtwiXb9CSh3qx/+CCxxn/N34BEpZRzwe+DtGteHApOBObhkKprCfUCRlHIsMBa4XwgR4T42GngcGIZLjneSEMIEvAfcJKWcDIQASCnTgXe5lHDkhxa0qfr3NRL4FRAlpYzHlZPgkRrnBQHTgCeAr4DXgeHASLcEgqKLobR9FNcC04C1Usp8ACnlBfeEuSlsk1KWACVCiCJchg3gMBAthLDgcqusqVGnscb169yqj8eEED2beM8Z7rqrZ+UBwCCgEtgjpTwLIFw5HcKBUuCUlPK0+/zVQE3N+ctpTpuSqnXdhRAngY3u8sPA1BrnfSWllEKIw0COlPKw+5qj7jYebOQ+ik6GMv6KawFB7Wxndtxvpm7XiaGea201fnbW+OzE9fetAQrd+RUau76pTxyB601ig1ehEAmX1edwt6HJT7IWtKmx/l9+nrOOa5Qd6IIot4/iWmALcLsQoju4korjUmGMcx+/BVc6zGYjpSwGTgshFrrrFkKIUVfY3g3Ab4QQenedUW4p4fo4AUS6ffwAi2ocKwH8rrA9CkWzUcZf0e5IKY/i8tfvEEIkA6/hSr5xvRBiDzAOVwajlrIYuM9d91FcD5Mr4X1cmur73eGf79HA7FlKWQH8FvhOCLETyAGK3Ie/Am69bMFXoWhzlKSzQnEVEEJYpJSlbhfWW0CalPL19m6XouuiZv4KxdXhfvcC8FFcC8TvtW9zFF0dNfNXKGoghBgJfHhZsU1KOa492gPXZpsUHR9l/BUKhaILotw+CoVC0QVRxl+hUCi6IMr4KxQKRRdEGX+FQqHogvwP2h28VqVgr7EAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x='culmen_length_mm',y='culmen_depth_mm',data=df,hue='species',palette='Dark2')" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 126, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.pairplot(df,hue='species',palette='Dark2')" ] }, { "cell_type": "code", "execution_count": 127, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 127, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.catplot(x='species',y='culmen_length_mm',data=df,kind='box',col='sex',palette='Dark2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Feature Engineering" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
culmen_length_mmculmen_depth_mmflipper_length_mmbody_mass_gspecies_Adeliespecies_Chinstrapspecies_Gentooisland_Biscoeisland_Dreamisland_Torgersensex_FEMALEsex_MALE
039.118.7181.03750.010000101
139.517.4186.03800.010000110
240.318.0195.03250.010000110
436.719.3193.03450.010000110
539.320.6190.03650.010000101
.......................................
33847.213.7214.04925.000110010
34046.814.3215.04850.000110010
34150.415.7222.05750.000110001
34245.214.8212.05200.000110010
34349.916.1213.05400.000110001
\n", "

333 rows × 12 columns

\n", "
" ], "text/plain": [ " culmen_length_mm culmen_depth_mm flipper_length_mm body_mass_g \\\n", "0 39.1 18.7 181.0 3750.0 \n", "1 39.5 17.4 186.0 3800.0 \n", "2 40.3 18.0 195.0 3250.0 \n", "4 36.7 19.3 193.0 3450.0 \n", "5 39.3 20.6 190.0 3650.0 \n", ".. ... ... ... ... \n", "338 47.2 13.7 214.0 4925.0 \n", "340 46.8 14.3 215.0 4850.0 \n", "341 50.4 15.7 222.0 5750.0 \n", "342 45.2 14.8 212.0 5200.0 \n", "343 49.9 16.1 213.0 5400.0 \n", "\n", " species_Adelie species_Chinstrap species_Gentoo island_Biscoe \\\n", "0 1 0 0 0 \n", "1 1 0 0 0 \n", "2 1 0 0 0 \n", "4 1 0 0 0 \n", "5 1 0 0 0 \n", ".. ... ... ... ... \n", "338 0 0 1 1 \n", "340 0 0 1 1 \n", "341 0 0 1 1 \n", "342 0 0 1 1 \n", "343 0 0 1 1 \n", "\n", " island_Dream island_Torgersen sex_FEMALE sex_MALE \n", "0 0 1 0 1 \n", "1 0 1 1 0 \n", "2 0 1 1 0 \n", "4 0 1 1 0 \n", "5 0 1 0 1 \n", ".. ... ... ... ... \n", "338 0 0 1 0 \n", "340 0 0 1 0 \n", "341 0 0 0 1 \n", "342 0 0 1 0 \n", "343 0 0 0 1 \n", "\n", "[333 rows x 12 columns]" ] }, "execution_count": 128, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.get_dummies(df)" ] }, { "cell_type": "code", "execution_count": 130, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
culmen_length_mmculmen_depth_mmflipper_length_mmbody_mass_gisland_Dreamisland_Torgersensex_MALE
039.118.7181.03750.0011
139.517.4186.03800.0010
240.318.0195.03250.0010
436.719.3193.03450.0010
539.320.6190.03650.0011
........................
33847.213.7214.04925.0000
34046.814.3215.04850.0000
34150.415.7222.05750.0001
34245.214.8212.05200.0000
34349.916.1213.05400.0001
\n", "

333 rows × 7 columns

\n", "
" ], "text/plain": [ " culmen_length_mm culmen_depth_mm flipper_length_mm body_mass_g \\\n", "0 39.1 18.7 181.0 3750.0 \n", "1 39.5 17.4 186.0 3800.0 \n", "2 40.3 18.0 195.0 3250.0 \n", "4 36.7 19.3 193.0 3450.0 \n", "5 39.3 20.6 190.0 3650.0 \n", ".. ... ... ... ... \n", "338 47.2 13.7 214.0 4925.0 \n", "340 46.8 14.3 215.0 4850.0 \n", "341 50.4 15.7 222.0 5750.0 \n", "342 45.2 14.8 212.0 5200.0 \n", "343 49.9 16.1 213.0 5400.0 \n", "\n", " island_Dream island_Torgersen sex_MALE \n", "0 0 1 1 \n", "1 0 1 0 \n", "2 0 1 0 \n", "4 0 1 0 \n", "5 0 1 1 \n", ".. ... ... ... \n", "338 0 0 0 \n", "340 0 0 0 \n", "341 0 0 1 \n", "342 0 0 0 \n", "343 0 0 1 \n", "\n", "[333 rows x 7 columns]" ] }, "execution_count": 130, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.get_dummies(df.drop('species',axis=1),drop_first=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train | Test Split" ] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [], "source": [ "X = pd.get_dummies(df.drop('species',axis=1),drop_first=True)\n", "y = df['species']" ] }, { "cell_type": "code", "execution_count": 132, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=101)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Decision Tree Classifier\n", "\n", "## Default Hyperparameters" ] }, { "cell_type": "code", "execution_count": 137, "metadata": {}, "outputs": [], "source": [ "from sklearn.tree import DecisionTreeClassifier" ] }, { "cell_type": "code", "execution_count": 138, "metadata": {}, "outputs": [], "source": [ "model = DecisionTreeClassifier()" ] }, { "cell_type": "code", "execution_count": 140, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DecisionTreeClassifier()" ] }, "execution_count": 140, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.fit(X_train,y_train)" ] }, { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [], "source": [ "base_pred = model.predict(X_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluation" ] }, { "cell_type": "code", "execution_count": 157, "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import confusion_matrix,classification_report,plot_confusion_matrix" ] }, { "cell_type": "code", "execution_count": 158, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[38, 2, 0],\n", " [ 1, 26, 0],\n", " [ 1, 0, 32]], dtype=int64)" ] }, "execution_count": 158, "metadata": {}, "output_type": "execute_result" } ], "source": [ "confusion_matrix(y_test,base_pred)" ] }, { "cell_type": "code", "execution_count": 161, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 161, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_confusion_matrix(model,X_test,y_test)" ] }, { "cell_type": "code", "execution_count": 144, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " Adelie 0.95 0.95 0.95 40\n", " Chinstrap 0.93 0.96 0.95 27\n", " Gentoo 1.00 0.97 0.98 33\n", "\n", " accuracy 0.96 100\n", " macro avg 0.96 0.96 0.96 100\n", "weighted avg 0.96 0.96 0.96 100\n", "\n" ] } ], "source": [ "print(classification_report(y_test,base_pred))" ] }, { "cell_type": "code", "execution_count": 174, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.33350103, 0.02010577, 0.57575804, 0. , 0.04491847,\n", " 0. , 0.02571668])" ] }, "execution_count": 174, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.feature_importances_" ] }, { "cell_type": "code", "execution_count": 177, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Feature Importance
culmen_length_mm0.333501
culmen_depth_mm0.020106
flipper_length_mm0.575758
body_mass_g0.000000
island_Dream0.044918
island_Torgersen0.000000
sex_MALE0.025717
\n", "
" ], "text/plain": [ " Feature Importance\n", "culmen_length_mm 0.333501\n", "culmen_depth_mm 0.020106\n", "flipper_length_mm 0.575758\n", "body_mass_g 0.000000\n", "island_Dream 0.044918\n", "island_Torgersen 0.000000\n", "sex_MALE 0.025717" ] }, "execution_count": 177, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.DataFrame(index=X.columns,data=model.feature_importances_,columns=['Feature Importance'])" ] }, { "cell_type": "code", "execution_count": 180, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 180, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.boxplot(x='species',y='body_mass_g',data=df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize the Tree\n", "\n", "This function is fairly new, you may want to review the online docs:\n", "\n", "Online Documentation: https://scikit-learn.org/stable/modules/generated/sklearn.tree.plot_tree.html" ] }, { "cell_type": "code", "execution_count": 145, "metadata": {}, "outputs": [], "source": [ "from sklearn.tree import plot_tree" ] }, { "cell_type": "code", "execution_count": 153, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,8))\n", "plot_tree(model);" ] }, { "cell_type": "code", "execution_count": 166, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,8),dpi=150)\n", "plot_tree(model,filled=True,feature_names=X.columns);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reporting Model Results\n", "\n", "To begin experimenting with hyperparameters, let's create a function that reports back classification results and plots out the tree." ] }, { "cell_type": "code", "execution_count": 171, "metadata": {}, "outputs": [], "source": [ "def report_model(model):\n", " model_preds = model.predict(X_test)\n", " print(classification_report(y_test,model_preds))\n", " print('\\n')\n", " plt.figure(figsize=(12,8),dpi=150)\n", " plot_tree(model,filled=True,feature_names=X.columns);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Understanding Hyperparameters\n", "\n", "### Max Depth" ] }, { "cell_type": "code", "execution_count": 168, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on class DecisionTreeClassifier in module sklearn.tree._classes:\n", "\n", "class DecisionTreeClassifier(sklearn.base.ClassifierMixin, BaseDecisionTree)\n", " | DecisionTreeClassifier(*, criterion='gini', splitter='best', max_depth=None, min_samples_split=2, min_samples_leaf=1, min_weight_fraction_leaf=0.0, max_features=None, random_state=None, max_leaf_nodes=None, min_impurity_decrease=0.0, min_impurity_split=None, class_weight=None, presort='deprecated', ccp_alpha=0.0)\n", " | \n", " | A decision tree classifier.\n", " | \n", " | Read more in the :ref:`User Guide `.\n", " | \n", " | Parameters\n", " | ----------\n", " | criterion : {\"gini\", \"entropy\"}, default=\"gini\"\n", " | The function to measure the quality of a split. Supported criteria are\n", " | \"gini\" for the Gini impurity and \"entropy\" for the information gain.\n", " | \n", " | splitter : {\"best\", \"random\"}, default=\"best\"\n", " | The strategy used to choose the split at each node. Supported\n", " | strategies are \"best\" to choose the best split and \"random\" to choose\n", " | the best random split.\n", " | \n", " | max_depth : int, default=None\n", " | The maximum depth of the tree. If None, then nodes are expanded until\n", " | all leaves are pure or until all leaves contain less than\n", " | min_samples_split samples.\n", " | \n", " | min_samples_split : int or float, default=2\n", " | The minimum number of samples required to split an internal node:\n", " | \n", " | - If int, then consider `min_samples_split` as the minimum number.\n", " | - If float, then `min_samples_split` is a fraction and\n", " | `ceil(min_samples_split * n_samples)` are the minimum\n", " | number of samples for each split.\n", " | \n", " | .. versionchanged:: 0.18\n", " | Added float values for fractions.\n", " | \n", " | min_samples_leaf : int or float, default=1\n", " | The minimum number of samples required to be at a leaf node.\n", " | A split point at any depth will only be considered if it leaves at\n", " | least ``min_samples_leaf`` training samples in each of the left and\n", " | right branches. This may have the effect of smoothing the model,\n", " | especially in regression.\n", " | \n", " | - If int, then consider `min_samples_leaf` as the minimum number.\n", " | - If float, then `min_samples_leaf` is a fraction and\n", " | `ceil(min_samples_leaf * n_samples)` are the minimum\n", " | number of samples for each node.\n", " | \n", " | .. versionchanged:: 0.18\n", " | Added float values for fractions.\n", " | \n", " | min_weight_fraction_leaf : float, default=0.0\n", " | The minimum weighted fraction of the sum total of weights (of all\n", " | the input samples) required to be at a leaf node. Samples have\n", " | equal weight when sample_weight is not provided.\n", " | \n", " | max_features : int, float or {\"auto\", \"sqrt\", \"log2\"}, default=None\n", " | The number of features to consider when looking for the best split:\n", " | \n", " | - If int, then consider `max_features` features at each split.\n", " | - If float, then `max_features` is a fraction and\n", " | `int(max_features * n_features)` features are considered at each\n", " | split.\n", " | - If \"auto\", then `max_features=sqrt(n_features)`.\n", " | - If \"sqrt\", then `max_features=sqrt(n_features)`.\n", " | - If \"log2\", then `max_features=log2(n_features)`.\n", " | - If None, then `max_features=n_features`.\n", " | \n", " | Note: the search for a split does not stop until at least one\n", " | valid partition of the node samples is found, even if it requires to\n", " | effectively inspect more than ``max_features`` features.\n", " | \n", " | random_state : int, RandomState instance, default=None\n", " | Controls the randomness of the estimator. The features are always\n", " | randomly permuted at each split, even if ``splitter`` is set to\n", " | ``\"best\"``. When ``max_features < n_features``, the algorithm will\n", " | select ``max_features`` at random at each split before finding the best\n", " | split among them. But the best found split may vary across different\n", " | runs, even if ``max_features=n_features``. That is the case, if the\n", " | improvement of the criterion is identical for several splits and one\n", " | split has to be selected at random. To obtain a deterministic behaviour\n", " | during fitting, ``random_state`` has to be fixed to an integer.\n", " | See :term:`Glossary ` for details.\n", " | \n", " | max_leaf_nodes : int, default=None\n", " | Grow a tree with ``max_leaf_nodes`` in best-first fashion.\n", " | Best nodes are defined as relative reduction in impurity.\n", " | If None then unlimited number of leaf nodes.\n", " | \n", " | min_impurity_decrease : float, default=0.0\n", " | A node will be split if this split induces a decrease of the impurity\n", " | greater than or equal to this value.\n", " | \n", " | The weighted impurity decrease equation is the following::\n", " | \n", " | N_t / N * (impurity - N_t_R / N_t * right_impurity\n", " | - N_t_L / N_t * left_impurity)\n", " | \n", " | where ``N`` is the total number of samples, ``N_t`` is the number of\n", " | samples at the current node, ``N_t_L`` is the number of samples in the\n", " | left child, and ``N_t_R`` is the number of samples in the right child.\n", " | \n", " | ``N``, ``N_t``, ``N_t_R`` and ``N_t_L`` all refer to the weighted sum,\n", " | if ``sample_weight`` is passed.\n", " | \n", " | .. versionadded:: 0.19\n", " | \n", " | min_impurity_split : float, default=0\n", " | Threshold for early stopping in tree growth. A node will split\n", " | if its impurity is above the threshold, otherwise it is a leaf.\n", " | \n", " | .. deprecated:: 0.19\n", " | ``min_impurity_split`` has been deprecated in favor of\n", " | ``min_impurity_decrease`` in 0.19. The default value of\n", " | ``min_impurity_split`` has changed from 1e-7 to 0 in 0.23 and it\n", " | will be removed in 0.25. Use ``min_impurity_decrease`` instead.\n", " | \n", " | class_weight : dict, list of dict or \"balanced\", default=None\n", " | Weights associated with classes in the form ``{class_label: weight}``.\n", " | If None, all classes are supposed to have weight one. For\n", " | multi-output problems, a list of dicts can be provided in the same\n", " | order as the columns of y.\n", " | \n", " | Note that for multioutput (including multilabel) weights should be\n", " | defined for each class of every column in its own dict. For example,\n", " | for four-class multilabel classification weights should be\n", " | [{0: 1, 1: 1}, {0: 1, 1: 5}, {0: 1, 1: 1}, {0: 1, 1: 1}] instead of\n", " | [{1:1}, {2:5}, {3:1}, {4:1}].\n", " | \n", " | The \"balanced\" mode uses the values of y to automatically adjust\n", " | weights inversely proportional to class frequencies in the input data\n", " | as ``n_samples / (n_classes * np.bincount(y))``\n", " | \n", " | For multi-output, the weights of each column of y will be multiplied.\n", " | \n", " | Note that these weights will be multiplied with sample_weight (passed\n", " | through the fit method) if sample_weight is specified.\n", " | \n", " | presort : deprecated, default='deprecated'\n", " | This parameter is deprecated and will be removed in v0.24.\n", " | \n", " | .. deprecated:: 0.22\n", " | \n", " | ccp_alpha : non-negative float, default=0.0\n", " | Complexity parameter used for Minimal Cost-Complexity Pruning. The\n", " | subtree with the largest cost complexity that is smaller than\n", " | ``ccp_alpha`` will be chosen. By default, no pruning is performed. See\n", " | :ref:`minimal_cost_complexity_pruning` for details.\n", " | \n", " | .. versionadded:: 0.22\n", " | \n", " | Attributes\n", " | ----------\n", " | classes_ : ndarray of shape (n_classes,) or list of ndarray\n", " | The classes labels (single output problem),\n", " | or a list of arrays of class labels (multi-output problem).\n", " | \n", " | feature_importances_ : ndarray of shape (n_features,)\n", " | The impurity-based feature importances.\n", " | The higher, the more important the feature.\n", " | The importance of a feature is computed as the (normalized)\n", " | total reduction of the criterion brought by that feature. It is also\n", " | known as the Gini importance [4]_.\n", " | \n", " | Warning: impurity-based feature importances can be misleading for\n", " | high cardinality features (many unique values). See\n", " | :func:`sklearn.inspection.permutation_importance` as an alternative.\n", " | \n", " | max_features_ : int\n", " | The inferred value of max_features.\n", " | \n", " | n_classes_ : int or list of int\n", " | The number of classes (for single output problems),\n", " | or a list containing the number of classes for each\n", " | output (for multi-output problems).\n", " | \n", " | n_features_ : int\n", " | The number of features when ``fit`` is performed.\n", " | \n", " | n_outputs_ : int\n", " | The number of outputs when ``fit`` is performed.\n", " | \n", " | tree_ : Tree\n", " | The underlying Tree object. Please refer to\n", " | ``help(sklearn.tree._tree.Tree)`` for attributes of Tree object and\n", " | :ref:`sphx_glr_auto_examples_tree_plot_unveil_tree_structure.py`\n", " | for basic usage of these attributes.\n", " | \n", " | See Also\n", " | --------\n", " | DecisionTreeRegressor : A decision tree regressor.\n", " | \n", " | Notes\n", " | -----\n", " | The default values for the parameters controlling the size of the trees\n", " | (e.g. ``max_depth``, ``min_samples_leaf``, etc.) lead to fully grown and\n", " | unpruned trees which can potentially be very large on some data sets. To\n", " | reduce memory consumption, the complexity and size of the trees should be\n", " | controlled by setting those parameter values.\n", " | \n", " | References\n", " | ----------\n", " | \n", " | .. [1] https://en.wikipedia.org/wiki/Decision_tree_learning\n", " | \n", " | .. [2] L. Breiman, J. Friedman, R. Olshen, and C. Stone, \"Classification\n", " | and Regression Trees\", Wadsworth, Belmont, CA, 1984.\n", " | \n", " | .. [3] T. Hastie, R. Tibshirani and J. Friedman. \"Elements of Statistical\n", " | Learning\", Springer, 2009.\n", " | \n", " | .. [4] L. Breiman, and A. Cutler, \"Random Forests\",\n", " | https://www.stat.berkeley.edu/~breiman/RandomForests/cc_home.htm\n", " | \n", " | Examples\n", " | --------\n", " | >>> from sklearn.datasets import load_iris\n", " | >>> from sklearn.model_selection import cross_val_score\n", " | >>> from sklearn.tree import DecisionTreeClassifier\n", " | >>> clf = DecisionTreeClassifier(random_state=0)\n", " | >>> iris = load_iris()\n", " | >>> cross_val_score(clf, iris.data, iris.target, cv=10)\n", " | ... # doctest: +SKIP\n", " | ...\n", " | array([ 1. , 0.93..., 0.86..., 0.93..., 0.93...,\n", " | 0.93..., 0.93..., 1. , 0.93..., 1. ])\n", " | \n", " | Method resolution order:\n", " | DecisionTreeClassifier\n", " | sklearn.base.ClassifierMixin\n", " | BaseDecisionTree\n", " | sklearn.base.MultiOutputMixin\n", " | sklearn.base.BaseEstimator\n", " | builtins.object\n", " | \n", " | Methods defined here:\n", " | \n", " | __init__(self, *, criterion='gini', splitter='best', max_depth=None, min_samples_split=2, min_samples_leaf=1, min_weight_fraction_leaf=0.0, max_features=None, random_state=None, max_leaf_nodes=None, min_impurity_decrease=0.0, min_impurity_split=None, class_weight=None, presort='deprecated', ccp_alpha=0.0)\n", " | Initialize self. See help(type(self)) for accurate signature.\n", " | \n", " | fit(self, X, y, sample_weight=None, check_input=True, X_idx_sorted=None)\n", " | Build a decision tree classifier from the training set (X, y).\n", " | \n", " | Parameters\n", " | ----------\n", " | X : {array-like, sparse matrix} of shape (n_samples, n_features)\n", " | The training input samples. Internally, it will be converted to\n", " | ``dtype=np.float32`` and if a sparse matrix is provided\n", " | to a sparse ``csc_matrix``.\n", " | \n", " | y : array-like of shape (n_samples,) or (n_samples, n_outputs)\n", " | The target values (class labels) as integers or strings.\n", " | \n", " | sample_weight : array-like of shape (n_samples,), default=None\n", " | Sample weights. If None, then samples are equally weighted. Splits\n", " | that would create child nodes with net zero or negative weight are\n", " | ignored while searching for a split in each node. Splits are also\n", " | ignored if they would result in any single class carrying a\n", " | negative weight in either child node.\n", " | \n", " | check_input : bool, default=True\n", " | Allow to bypass several input checking.\n", " | Don't use this parameter unless you know what you do.\n", " | \n", " | X_idx_sorted : array-like of shape (n_samples, n_features), default=None\n", " | The indexes of the sorted training input samples. If many tree\n", " | are grown on the same dataset, this allows the ordering to be\n", " | cached between trees. If None, the data will be sorted here.\n", " | Don't use this parameter unless you know what to do.\n", " | \n", " | Returns\n", " | -------\n", " | self : DecisionTreeClassifier\n", " | Fitted estimator.\n", " | \n", " | predict_log_proba(self, X)\n", " | Predict class log-probabilities of the input samples X.\n", " | \n", " | Parameters\n", " | ----------\n", " | X : {array-like, sparse matrix} of shape (n_samples, n_features)\n", " | The input samples. Internally, it will be converted to\n", " | ``dtype=np.float32`` and if a sparse matrix is provided\n", " | to a sparse ``csr_matrix``.\n", " | \n", " | Returns\n", " | -------\n", " | proba : ndarray of shape (n_samples, n_classes) or list of n_outputs such arrays if n_outputs > 1\n", " | The class log-probabilities of the input samples. The order of the\n", " | classes corresponds to that in the attribute :term:`classes_`.\n", " | \n", " | predict_proba(self, X, check_input=True)\n", " | Predict class probabilities of the input samples X.\n", " | \n", " | The predicted class probability is the fraction of samples of the same\n", " | class in a leaf.\n", " | \n", " | Parameters\n", " | ----------\n", " | X : {array-like, sparse matrix} of shape (n_samples, n_features)\n", " | The input samples. Internally, it will be converted to\n", " | ``dtype=np.float32`` and if a sparse matrix is provided\n", " | to a sparse ``csr_matrix``.\n", " | \n", " | check_input : bool, default=True\n", " | Allow to bypass several input checking.\n", " | Don't use this parameter unless you know what you do.\n", " | \n", " | Returns\n", " | -------\n", " | proba : ndarray of shape (n_samples, n_classes) or list of n_outputs such arrays if n_outputs > 1\n", " | The class probabilities of the input samples. The order of the\n", " | classes corresponds to that in the attribute :term:`classes_`.\n", " | \n", " | ----------------------------------------------------------------------\n", " | Data and other attributes defined here:\n", " | \n", " | __abstractmethods__ = frozenset()\n", " | \n", " | ----------------------------------------------------------------------\n", " | Methods inherited from sklearn.base.ClassifierMixin:\n", " | \n", " | score(self, X, y, sample_weight=None)\n", " | Return the mean accuracy on the given test data and labels.\n", " | \n", " | In multi-label classification, this is the subset accuracy\n", " | which is a harsh metric since you require for each sample that\n", " | each label set be correctly predicted.\n", " | \n", " | Parameters\n", " | ----------\n", " | X : array-like of shape (n_samples, n_features)\n", " | Test samples.\n", " | \n", " | y : array-like of shape (n_samples,) or (n_samples, n_outputs)\n", " | True labels for X.\n", " | \n", " | sample_weight : array-like of shape (n_samples,), default=None\n", " | Sample weights.\n", " | \n", " | Returns\n", " | -------\n", " | score : float\n", " | Mean accuracy of self.predict(X) wrt. y.\n", " | \n", " | ----------------------------------------------------------------------\n", " | Data descriptors inherited from sklearn.base.ClassifierMixin:\n", " | \n", " | __dict__\n", " | dictionary for instance variables (if defined)\n", " | \n", " | __weakref__\n", " | list of weak references to the object (if defined)\n", " | \n", " | ----------------------------------------------------------------------\n", " | Methods inherited from BaseDecisionTree:\n", " | \n", " | apply(self, X, check_input=True)\n", " | Return the index of the leaf that each sample is predicted as.\n", " | \n", " | .. versionadded:: 0.17\n", " | \n", " | Parameters\n", " | ----------\n", " | X : {array-like, sparse matrix} of shape (n_samples, n_features)\n", " | The input samples. Internally, it will be converted to\n", " | ``dtype=np.float32`` and if a sparse matrix is provided\n", " | to a sparse ``csr_matrix``.\n", " | \n", " | check_input : bool, default=True\n", " | Allow to bypass several input checking.\n", " | Don't use this parameter unless you know what you do.\n", " | \n", " | Returns\n", " | -------\n", " | X_leaves : array-like of shape (n_samples,)\n", " | For each datapoint x in X, return the index of the leaf x\n", " | ends up in. Leaves are numbered within\n", " | ``[0; self.tree_.node_count)``, possibly with gaps in the\n", " | numbering.\n", " | \n", " | cost_complexity_pruning_path(self, X, y, sample_weight=None)\n", " | Compute the pruning path during Minimal Cost-Complexity Pruning.\n", " | \n", " | See :ref:`minimal_cost_complexity_pruning` for details on the pruning\n", " | process.\n", " | \n", " | Parameters\n", " | ----------\n", " | X : {array-like, sparse matrix} of shape (n_samples, n_features)\n", " | The training input samples. Internally, it will be converted to\n", " | ``dtype=np.float32`` and if a sparse matrix is provided\n", " | to a sparse ``csc_matrix``.\n", " | \n", " | y : array-like of shape (n_samples,) or (n_samples, n_outputs)\n", " | The target values (class labels) as integers or strings.\n", " | \n", " | sample_weight : array-like of shape (n_samples,), default=None\n", " | Sample weights. If None, then samples are equally weighted. Splits\n", " | that would create child nodes with net zero or negative weight are\n", " | ignored while searching for a split in each node. Splits are also\n", " | ignored if they would result in any single class carrying a\n", " | negative weight in either child node.\n", " | \n", " | Returns\n", " | -------\n", " | ccp_path : :class:`~sklearn.utils.Bunch`\n", " | Dictionary-like object, with the following attributes.\n", " | \n", " | ccp_alphas : ndarray\n", " | Effective alphas of subtree during pruning.\n", " | \n", " | impurities : ndarray\n", " | Sum of the impurities of the subtree leaves for the\n", " | corresponding alpha value in ``ccp_alphas``.\n", " | \n", " | decision_path(self, X, check_input=True)\n", " | Return the decision path in the tree.\n", " | \n", " | .. versionadded:: 0.18\n", " | \n", " | Parameters\n", " | ----------\n", " | X : {array-like, sparse matrix} of shape (n_samples, n_features)\n", " | The input samples. Internally, it will be converted to\n", " | ``dtype=np.float32`` and if a sparse matrix is provided\n", " | to a sparse ``csr_matrix``.\n", " | \n", " | check_input : bool, default=True\n", " | Allow to bypass several input checking.\n", " | Don't use this parameter unless you know what you do.\n", " | \n", " | Returns\n", " | -------\n", " | indicator : sparse matrix of shape (n_samples, n_nodes)\n", " | Return a node indicator CSR matrix where non zero elements\n", " | indicates that the samples goes through the nodes.\n", " | \n", " | get_depth(self)\n", " | Return the depth of the decision tree.\n", " | \n", " | The depth of a tree is the maximum distance between the root\n", " | and any leaf.\n", " | \n", " | Returns\n", " | -------\n", " | self.tree_.max_depth : int\n", " | The maximum depth of the tree.\n", " | \n", " | get_n_leaves(self)\n", " | Return the number of leaves of the decision tree.\n", " | \n", " | Returns\n", " | -------\n", " | self.tree_.n_leaves : int\n", " | Number of leaves.\n", " | \n", " | predict(self, X, check_input=True)\n", " | Predict class or regression value for X.\n", " | \n", " | For a classification model, the predicted class for each sample in X is\n", " | returned. For a regression model, the predicted value based on X is\n", " | returned.\n", " | \n", " | Parameters\n", " | ----------\n", " | X : {array-like, sparse matrix} of shape (n_samples, n_features)\n", " | The input samples. Internally, it will be converted to\n", " | ``dtype=np.float32`` and if a sparse matrix is provided\n", " | to a sparse ``csr_matrix``.\n", " | \n", " | check_input : bool, default=True\n", " | Allow to bypass several input checking.\n", " | Don't use this parameter unless you know what you do.\n", " | \n", " | Returns\n", " | -------\n", " | y : array-like of shape (n_samples,) or (n_samples, n_outputs)\n", " | The predicted classes, or the predict values.\n", " | \n", " | ----------------------------------------------------------------------\n", " | Data descriptors inherited from BaseDecisionTree:\n", " | \n", " | feature_importances_\n", " | Return the feature importances.\n", " | \n", " | The importance of a feature is computed as the (normalized) total\n", " | reduction of the criterion brought by that feature.\n", " | It is also known as the Gini importance.\n", " | \n", " | Warning: impurity-based feature importances can be misleading for\n", " | high cardinality features (many unique values). See\n", " | :func:`sklearn.inspection.permutation_importance` as an alternative.\n", " | \n", " | Returns\n", " | -------\n", " | feature_importances_ : ndarray of shape (n_features,)\n", " | Normalized total reduction of criteria by feature\n", " | (Gini importance).\n", " | \n", " | ----------------------------------------------------------------------\n", " | Methods inherited from sklearn.base.BaseEstimator:\n", " | \n", " | __getstate__(self)\n", " | \n", " | __repr__(self, N_CHAR_MAX=700)\n", " | Return repr(self).\n", " | \n", " | __setstate__(self, state)\n", " | \n", " | get_params(self, deep=True)\n", " | Get parameters for this estimator.\n", " | \n", " | Parameters\n", " | ----------\n", " | deep : bool, default=True\n", " | If True, will return the parameters for this estimator and\n", " | contained subobjects that are estimators.\n", " | \n", " | Returns\n", " | -------\n", " | params : mapping of string to any\n", " | Parameter names mapped to their values.\n", " | \n", " | set_params(self, **params)\n", " | Set the parameters of this estimator.\n", " | \n", " | The method works on simple estimators as well as on nested objects\n", " | (such as pipelines). The latter have parameters of the form\n", " | ``__`` so that it's possible to update each\n", " | component of a nested object.\n", " | \n", " | Parameters\n", " | ----------\n", " | **params : dict\n", " | Estimator parameters.\n", " | \n", " | Returns\n", " | -------\n", " | self : object\n", " | Estimator instance.\n", "\n" ] } ], "source": [ "help(DecisionTreeClassifier)" ] }, { "cell_type": "code", "execution_count": 169, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DecisionTreeClassifier(max_depth=2)" ] }, "execution_count": 169, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pruned_tree = DecisionTreeClassifier(max_depth=2)\n", "pruned_tree.fit(X_train,y_train)" ] }, { "cell_type": "code", "execution_count": 172, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " Adelie 0.87 0.97 0.92 40\n", " Chinstrap 0.91 0.78 0.84 27\n", " Gentoo 1.00 0.97 0.98 33\n", "\n", " accuracy 0.92 100\n", " macro avg 0.93 0.91 0.91 100\n", "weighted avg 0.92 0.92 0.92 100\n", "\n", "\n", "\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "report_model(pruned_tree)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Max Leaf Nodes" ] }, { "cell_type": "code", "execution_count": 185, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DecisionTreeClassifier(max_leaf_nodes=3)" ] }, "execution_count": 185, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pruned_tree = DecisionTreeClassifier(max_leaf_nodes=3)\n", "pruned_tree.fit(X_train,y_train)" ] }, { "cell_type": "code", "execution_count": 186, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " Adelie 0.95 0.95 0.95 40\n", " Chinstrap 0.91 0.78 0.84 27\n", " Gentoo 0.86 0.97 0.91 33\n", "\n", " accuracy 0.91 100\n", " macro avg 0.91 0.90 0.90 100\n", "weighted avg 0.91 0.91 0.91 100\n", "\n", "\n", "\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "report_model(pruned_tree)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Criterion" ] }, { "cell_type": "code", "execution_count": 187, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DecisionTreeClassifier(criterion='entropy')" ] }, "execution_count": 187, "metadata": {}, "output_type": "execute_result" } ], "source": [ "entropy_tree = DecisionTreeClassifier(criterion='entropy')\n", "entropy_tree.fit(X_train,y_train)" ] }, { "cell_type": "code", "execution_count": 188, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " Adelie 0.95 0.95 0.95 40\n", " Chinstrap 0.93 0.96 0.95 27\n", " Gentoo 1.00 0.97 0.98 33\n", "\n", " accuracy 0.96 100\n", " macro avg 0.96 0.96 0.96 100\n", "weighted avg 0.96 0.96 0.96 100\n", "\n", "\n", "\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "report_model(entropy_tree)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 1 }