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gegen07/predictive_analysis.ipynb

Created October 23, 2021 21:45
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predictive_analysis.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "trabalho-dados.ipynb",
"provenance": []
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "n8i82dpdjm3w",
"outputId": "6b0ac8f2-f578-4cd9-f7b6-cf8963bdfeab"
},
"source": [
"!pip install inequality\n",
"!pip install geopandas\n",
"!pip install mapclassify\n",
"!pip install matplotlib==3.4.3\n",
"!pip install watermark"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Collecting inequality\n",
" Downloading inequality-1.0.0.tar.gz (11 kB)\n",
"Requirement already satisfied: scipy>=0.11 in /usr/local/lib/python3.7/dist-packages (from inequality) (1.4.1)\n",
"Requirement already satisfied: numpy>=1.3 in /usr/local/lib/python3.7/dist-packages (from inequality) (1.19.5)\n",
"Building wheels for collected packages: inequality\n",
" Building wheel for inequality (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for inequality: filename=inequality-1.0.0-py3-none-any.whl size=11799 sha256=7e09017f089c01f09f7fb15d81cb9ab9d5c07c0f99d05b6542e796e9c07306a0\n",
" Stored in directory: /root/.cache/pip/wheels/a8/81/7a/af8b9e8ea0b034ac1bdd9d68f3a8ceac179eb5418cdb83c851\n",
"Successfully built inequality\n",
"Installing collected packages: inequality\n",
"Successfully installed inequality-1.0.0\n",
"Collecting geopandas\n",
" Downloading geopandas-0.10.2-py2.py3-none-any.whl (1.0 MB)\n",
"\u001b[K |████████████████████████████████| 1.0 MB 7.6 MB/s \n",
"\u001b[?25hRequirement already satisfied: shapely>=1.6 in /usr/local/lib/python3.7/dist-packages (from geopandas) (1.7.1)\n",
"Collecting pyproj>=2.2.0\n",
" Downloading pyproj-3.2.1-cp37-cp37m-manylinux2010_x86_64.whl (6.3 MB)\n",
"\u001b[K |████████████████████████████████| 6.3 MB 47.1 MB/s \n",
"\u001b[?25hCollecting fiona>=1.8\n",
" Downloading Fiona-1.8.20-cp37-cp37m-manylinux1_x86_64.whl (15.4 MB)\n",
"\u001b[K |████████████████████████████████| 15.4 MB 38 kB/s \n",
"\u001b[?25hRequirement already satisfied: pandas>=0.25.0 in /usr/local/lib/python3.7/dist-packages (from geopandas) (1.1.5)\n",
"Requirement already satisfied: certifi in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (2021.5.30)\n",
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"Requirement already satisfied: attrs>=17 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (21.2.0)\n",
"Requirement already satisfied: click>=4.0 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (7.1.2)\n",
"Collecting munch\n",
" Downloading munch-2.5.0-py2.py3-none-any.whl (10 kB)\n",
"Collecting click-plugins>=1.0\n",
" Downloading click_plugins-1.1.1-py2.py3-none-any.whl (7.5 kB)\n",
"Collecting cligj>=0.5\n",
" Downloading cligj-0.7.2-py3-none-any.whl (7.1 kB)\n",
"Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25.0->geopandas) (2018.9)\n",
"Requirement already satisfied: numpy>=1.15.4 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25.0->geopandas) (1.19.5)\n",
"Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25.0->geopandas) (2.8.2)\n",
"Installing collected packages: munch, cligj, click-plugins, pyproj, fiona, geopandas\n",
"Successfully installed click-plugins-1.1.1 cligj-0.7.2 fiona-1.8.20 geopandas-0.10.2 munch-2.5.0 pyproj-3.2.1\n",
"Collecting mapclassify\n",
" Downloading mapclassify-2.4.3-py3-none-any.whl (38 kB)\n",
"Requirement already satisfied: networkx in /usr/local/lib/python3.7/dist-packages (from mapclassify) (2.6.3)\n",
"Requirement already satisfied: scipy>=1.0 in /usr/local/lib/python3.7/dist-packages (from mapclassify) (1.4.1)\n",
"Requirement already satisfied: numpy>=1.3 in /usr/local/lib/python3.7/dist-packages (from mapclassify) (1.19.5)\n",
"Requirement already satisfied: scikit-learn in /usr/local/lib/python3.7/dist-packages (from mapclassify) (0.22.2.post1)\n",
"Requirement already satisfied: pandas>=1.0 in /usr/local/lib/python3.7/dist-packages (from mapclassify) (1.1.5)\n",
"Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=1.0->mapclassify) (2.8.2)\n",
"Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.7/dist-packages (from pandas>=1.0->mapclassify) (2018.9)\n",
"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas>=1.0->mapclassify) (1.15.0)\n",
"Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from scikit-learn->mapclassify) (1.0.1)\n",
"Installing collected packages: mapclassify\n",
"Successfully installed mapclassify-2.4.3\n",
"Collecting matplotlib==3.4.3\n",
" Downloading matplotlib-3.4.3-cp37-cp37m-manylinux1_x86_64.whl (10.3 MB)\n",
"\u001b[K |████████████████████████████████| 10.3 MB 162 kB/s \n",
"\u001b[?25hRequirement already satisfied: pyparsing>=2.2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib==3.4.3) (2.4.7)\n",
"Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib==3.4.3) (0.10.0)\n",
"Requirement already satisfied: numpy>=1.16 in /usr/local/lib/python3.7/dist-packages (from matplotlib==3.4.3) (1.19.5)\n",
"Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.7/dist-packages (from matplotlib==3.4.3) (7.1.2)\n",
"Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.7/dist-packages (from matplotlib==3.4.3) (2.8.2)\n",
"Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib==3.4.3) (1.3.2)\n",
"Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from cycler>=0.10->matplotlib==3.4.3) (1.15.0)\n",
"Installing collected packages: matplotlib\n",
" Attempting uninstall: matplotlib\n",
" Found existing installation: matplotlib 3.2.2\n",
" Uninstalling matplotlib-3.2.2:\n",
" Successfully uninstalled matplotlib-3.2.2\n",
"\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
"albumentations 0.1.12 requires imgaug<0.2.7,>=0.2.5, but you have imgaug 0.2.9 which is incompatible.\u001b[0m\n",
"Successfully installed matplotlib-3.4.3\n"
]
},
{
"output_type": "display_data",
"data": {
"application/vnd.colab-display-data+json": {
"pip_warning": {
"packages": [
"matplotlib",
"mpl_toolkits"
]
}
}
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Collecting watermark\n",
" Downloading watermark-2.2.0-py2.py3-none-any.whl (6.8 kB)\n",
"Requirement already satisfied: ipython in /usr/local/lib/python3.7/dist-packages (from watermark) (5.5.0)\n",
"Collecting importlib-metadata<3.0\n",
" Downloading importlib_metadata-2.1.1-py2.py3-none-any.whl (10 kB)\n",
"Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata<3.0->watermark) (3.6.0)\n",
"Requirement already satisfied: decorator in /usr/local/lib/python3.7/dist-packages (from ipython->watermark) (4.4.2)\n",
"Requirement already satisfied: pickleshare in /usr/local/lib/python3.7/dist-packages (from ipython->watermark) (0.7.5)\n",
"Requirement already satisfied: pexpect in /usr/local/lib/python3.7/dist-packages (from ipython->watermark) (4.8.0)\n",
"Requirement already satisfied: simplegeneric>0.8 in /usr/local/lib/python3.7/dist-packages (from ipython->watermark) (0.8.1)\n",
"Requirement already satisfied: traitlets>=4.2 in /usr/local/lib/python3.7/dist-packages (from ipython->watermark) (5.1.0)\n",
"Requirement already satisfied: pygments in /usr/local/lib/python3.7/dist-packages (from ipython->watermark) (2.6.1)\n",
"Requirement already satisfied: setuptools>=18.5 in /usr/local/lib/python3.7/dist-packages (from ipython->watermark) (57.4.0)\n",
"Requirement already satisfied: prompt-toolkit<2.0.0,>=1.0.4 in /usr/local/lib/python3.7/dist-packages (from ipython->watermark) (1.0.18)\n",
"Requirement already satisfied: wcwidth in /usr/local/lib/python3.7/dist-packages (from prompt-toolkit<2.0.0,>=1.0.4->ipython->watermark) (0.2.5)\n",
"Requirement already satisfied: six>=1.9.0 in /usr/local/lib/python3.7/dist-packages (from prompt-toolkit<2.0.0,>=1.0.4->ipython->watermark) (1.15.0)\n",
"Requirement already satisfied: ptyprocess>=0.5 in /usr/local/lib/python3.7/dist-packages (from pexpect->ipython->watermark) (0.7.0)\n",
"Installing collected packages: importlib-metadata, watermark\n",
" Attempting uninstall: importlib-metadata\n",
" Found existing installation: importlib-metadata 4.8.1\n",
" Uninstalling importlib-metadata-4.8.1:\n",
" Successfully uninstalled importlib-metadata-4.8.1\n",
"Successfully installed importlib-metadata-2.1.1 watermark-2.2.0\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "mGolBNP9F4VE"
},
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import geopandas as gpd\n",
"import matplotlib.pyplot as plt"
],
"execution_count": 1,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "q97svAJKRTqo"
},
"source": [
"## Transformação da base de Rendimentos\n",
"- Leitura feita\n",
"- Transformação de dados faltantes\n",
"- Adição de sufixos (aprovação, reprovação, abandono)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "0C_YAccQsV31"
},
"source": [
"### Município"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "bKZ2rFglptct",
"outputId": "9b23f0c3-2553-4826-b67f-17f7c6e4794c"
},
"source": [
"from glob import glob\n",
"\n",
"def read_taxa_rendimento(str):\n",
" rendimento = pd.read_excel(str, header=7, usecols=\"A:BI\")\n",
"\n",
" rendimento = rendimento.rename({\"Unnamed: 0\": \"Ano\", \"Unnamed: 1\": \"Região\", \"Unnamed: 2\": \"UF\", \"Unnamed: 3\": \"Código Município\", \n",
" \"Unnamed: 4\": \"Nome Município\", \"Unnamed: 5\": \"Localização\", \n",
" \"Unnamed: 6\": \"Dependência Administrativa\"}, axis=1) \n",
" rendimento = rendimento[1:65662].reset_index(drop=True)\n",
" rendimento = rendimento.apply(lambda row: row.replace('--', np.nan))\n",
" list_indexes = [(7, 24, 'aprovacao'), (25, 42, 'reprovacao'), (42, 59, 'abandono')]\n",
" columns = rendimento.columns\n",
" for suffix in list_indexes:\n",
" col = columns[suffix[0]: suffix[1]+1]\n",
" new_names = [(x, x.rstrip()+f\"_{suffix[2]}\") for x in col]\n",
" rendimento.rename(dict(new_names), axis=1, inplace=True)\n",
" \n",
" return rendimento\n",
"\n",
"path = \"/content/drive/MyDrive/datasets/CCF425/trabalho/rendimentos/*.xlsx\"\n",
"data = glob(path)\n",
"print(data)\n",
"rendimentos = []\n",
"for file in data:\n",
" rendimentos.append(read_taxa_rendimento(file))\n",
"\n",
"rendimento_df = pd.concat(rendimentos)\n"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"['/content/drive/MyDrive/datasets/CCF425/trabalho/rendimentos/TX_REND_MUNICIPIOS_2016.xlsx', '/content/drive/MyDrive/datasets/CCF425/trabalho/rendimentos/TX_REND_MUNICIPIOS_2017.xlsx', '/content/drive/MyDrive/datasets/CCF425/trabalho/rendimentos/TX_REND_MUNICIPIOS_2018.xlsx', '/content/drive/MyDrive/datasets/CCF425/trabalho/rendimentos/tx_rend_municipios_2019.xlsx', '/content/drive/MyDrive/datasets/CCF425/trabalho/rendimentos/tx_rend_municipios_2020.xlsx']\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "vIBGz_3Rw9xy"
},
"source": [
"rendimento_df.to_csv('/content/drive/MyDrive/datasets/CCF425/trabalho/rendimentos/rendimentos.csv')"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "AR-KqcoXtYhD",
"outputId": "377c2a23-4a6c-4c36-8035-77d0e1b24773"
},
"source": [
"rendimento.columns"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Index(['Ano', 'Região', 'UF', 'Código Município', 'Nome Município',\n",
" 'Localização', 'Dependência Administrativa', 'Total_aprovacao',\n",
" 'Anos Iniciais_aprovacao', 'Anos Finais_aprovacao', '1º Ano_aprovacao',\n",
" '2º Ano_aprovacao', '3º Ano_aprovacao', '4º Ano_aprovacao',\n",
" ' 5º Ano_aprovacao', '6º Ano_aprovacao', '7º Ano_aprovacao',\n",
" '8º Ano_aprovacao', '9º Ano_aprovacao', 'Total_aprovacao',\n",
" '1ª série_aprovacao', '2ª série_aprovacao', '3ª série_aprovacao',\n",
" '4ª série_aprovacao', 'Não-Seriado_aprovacao', 'Total.1_reprovacao',\n",
" 'Anos Iniciais.1_reprovacao', 'Anos Finais.1_reprovacao',\n",
" '1º Ano .1_reprovacao', '2º Ano.1_reprovacao', '3º Ano.1_reprovacao',\n",
" '4º Ano.1_reprovacao', ' 5º Ano.1_reprovacao', '6º Ano.1_reprovacao',\n",
" '7º Ano.1_reprovacao', '8º Ano.1_reprovacao', '9º Ano.1_reprovacao',\n",
" 'Total .1_reprovacao', '1ª série.1_reprovacao',\n",
" '2ª série.1_reprovacao', '3ª série.1_reprovacao',\n",
" '4ª série.1_reprovacao', 'Não-Seriado.1_reprovacao', 'Total.2_abandono',\n",
" 'Anos Iniciais.2_abandono', 'Anos Finais.2_abandono',\n",
" '1º Ano .2_abandono', '2º Ano.2_abandono', '3º Ano.2_abandono',\n",
" '4º Ano.2_abandono', ' 5º Ano.2_abandono', '6º Ano.2_abandono',\n",
" '7º Ano.2_abandono', '8º Ano.2_abandono', '9º Ano.2_abandono',\n",
" 'Total .2_abandono', '1ª série.2_abandono', '2ª série.2_abandono',\n",
" '3ª série.2_abandono', '4ª série.2_abandono', 'Não-Seriado.2'],\n",
" dtype='object')"
]
},
"metadata": {},
"execution_count": 21
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "DIyc7kFisYdr"
},
"source": [
"### UF"
]
},
{
"cell_type": "code",
"metadata": {
"id": "EaHL6lnqGxzt"
},
"source": [
"rendimento = pd.read_excel('/content/drive/MyDrive/datasets/CCF425/trabalho/tx_rend_brasil_regioes_ufs_2020.xlsx', header=7, usecols=\"A:BF\")\n",
"rendimento = rendimento.rename({\"Unnamed: 0\": \"Ano\", \"Unnamed: 1\": \"Unidade Geográfica\", \"Unnamed: 2\": \"Localização\", \"Unnamed: 3\": \"Dependência Administrativa\"}, axis=1) \n",
"rendimento = rendimento[1:587].reset_index(drop=True)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "u6p1LvVZLk0E",
"outputId": "b5fa4e28-8038-4415-ef95-44f57cf0cddb"
},
"source": [
"rendimento.columns"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Index(['Ano', 'Unidade Geográfica', 'Localização',\n",
" 'Dependência Administrativa', 'Total', 'Anos Iniciais', 'Anos Finais',\n",
" '1º Ano ', '2º Ano', '3º Ano', '4º Ano', '5º Ano', '6º Ano', '7º Ano',\n",
" '8º Ano', '9º Ano', 'Total ', '1ª série', '2ª série', '3ª série',\n",
" '4ª série', 'Não-Seriado', 'Total.1', 'Anos Iniciais.1',\n",
" 'Anos Finais.1', '1º Ano .1', '2º Ano.1', '3º Ano.1', '4º Ano.1',\n",
" '5º Ano.1', '6º Ano.1', '7º Ano.1', '8º Ano.1', '9º Ano.1', 'Total .1',\n",
" '1ª série.1', '2ª série.1', '3ª série.1', '4ª série.1', 'Não-Seriado.1',\n",
" 'Total.2', 'Anos Iniciais.2', 'Anos Finais.2', '1º Ano .2', '2º Ano.2',\n",
" '3º Ano.2', '4º Ano.2', '5º Ano.2', '6º Ano.2', '7º Ano.2', '8º Ano.2',\n",
" '9º Ano.2', 'Total .2', '1ª série.2', '2ª série.2', '3ª série.2',\n",
" '4ª série.2', 'Não-Seriado.2'],\n",
" dtype='object')"
]
},
"metadata": {},
"execution_count": 83
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "1f-nszv-Kxzg"
},
"source": [
"str_columns = ['Unidade Geográfica', 'Localização',\t'Dependência Administrativa']\n",
"float_columns = list(rendimento.columns)\n",
"float_columns.remove(str_columns[0])\n",
"float_columns.remove(str_columns[1])\n",
"float_columns.remove(str_columns[2])\n",
"rendimento[float_columns] = rendimento[float_columns].apply(lambda row: row.astype('float32'))"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "mR4mXW9_P_f8",
"outputId": "3a6eaac3-6aa1-491f-edf6-3d5a417436a7"
},
"source": [
"len(rendimento.columns)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"58"
]
},
"metadata": {},
"execution_count": 85
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "QMqU8fSIMhkN"
},
"source": [
"list_indexes = [(4, 21, 'aprovacao'), (22, 39, 'reprovacao'), (40, 57, 'abandono')]\n",
"columns = rendimento.columns\n",
"for suffix in list_indexes:\n",
" col = columns[suffix[0]: suffix[1]+1]\n",
" new_names = [(x, x.rstrip()+f\"_{suffix[2]}\") for x in col]\n",
" rendimento.rename(dict(new_names), axis=1, inplace=True)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "UCp_6wP0NkPB",
"outputId": "2fb0da7d-7fdf-4cbb-e83b-eb7581d7f57c"
},
"source": [
"rendimento.info()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 586 entries, 0 to 585\n",
"Data columns (total 58 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Ano 586 non-null float32\n",
" 1 Unidade Geográfica 586 non-null object \n",
" 2 Localização 586 non-null object \n",
" 3 Dependência Administrativa 586 non-null object \n",
" 4 Total_aprovacao 539 non-null float32\n",
" 5 Anos Iniciais_aprovacao 515 non-null float32\n",
" 6 Anos Finais_aprovacao 537 non-null float32\n",
" 7 1º Ano_aprovacao 510 non-null float32\n",
" 8 2º Ano_aprovacao 514 non-null float32\n",
" 9 3º Ano_aprovacao 514 non-null float32\n",
" 10 4º Ano_aprovacao 514 non-null float32\n",
" 11 5º Ano_aprovacao 515 non-null float32\n",
" 12 6º Ano_aprovacao 536 non-null float32\n",
" 13 7º Ano_aprovacao 537 non-null float32\n",
" 14 8º Ano_aprovacao 537 non-null float32\n",
" 15 9º Ano_aprovacao 537 non-null float32\n",
" 16 Total_aprovacao 544 non-null float32\n",
" 17 1ª série_aprovacao 535 non-null float32\n",
" 18 2ª série_aprovacao 541 non-null float32\n",
" 19 3ª série_aprovacao 540 non-null float32\n",
" 20 4ª série_aprovacao 323 non-null float32\n",
" 21 Não-Seriado_aprovacao 291 non-null float32\n",
" 22 Total.1_reprovacao 539 non-null float32\n",
" 23 Anos Iniciais.1_reprovacao 515 non-null float32\n",
" 24 Anos Finais.1_reprovacao 537 non-null float32\n",
" 25 1º Ano .1_reprovacao 510 non-null float32\n",
" 26 2º Ano.1_reprovacao 514 non-null float32\n",
" 27 3º Ano.1_reprovacao 514 non-null float32\n",
" 28 4º Ano.1_reprovacao 514 non-null float32\n",
" 29 5º Ano.1_reprovacao 515 non-null float32\n",
" 30 6º Ano.1_reprovacao 536 non-null float32\n",
" 31 7º Ano.1_reprovacao 537 non-null float32\n",
" 32 8º Ano.1_reprovacao 537 non-null float32\n",
" 33 9º Ano.1_reprovacao 537 non-null float32\n",
" 34 Total .1_reprovacao 544 non-null float32\n",
" 35 1ª série.1_reprovacao 535 non-null float32\n",
" 36 2ª série.1_reprovacao 541 non-null float32\n",
" 37 3ª série.1_reprovacao 540 non-null float32\n",
" 38 4ª série.1_reprovacao 323 non-null float32\n",
" 39 Não-Seriado.1_reprovacao 291 non-null float32\n",
" 40 Total.2_abandono 539 non-null float32\n",
" 41 Anos Iniciais.2_abandono 515 non-null float32\n",
" 42 Anos Finais.2_abandono 537 non-null float32\n",
" 43 1º Ano .2_abandono 510 non-null float32\n",
" 44 2º Ano.2_abandono 514 non-null float32\n",
" 45 3º Ano.2_abandono 514 non-null float32\n",
" 46 4º Ano.2_abandono 514 non-null float32\n",
" 47 5º Ano.2_abandono 515 non-null float32\n",
" 48 6º Ano.2_abandono 536 non-null float32\n",
" 49 7º Ano.2_abandono 537 non-null float32\n",
" 50 8º Ano.2_abandono 537 non-null float32\n",
" 51 9º Ano.2_abandono 537 non-null float32\n",
" 52 Total .2_abandono 544 non-null float32\n",
" 53 1ª série.2_abandono 535 non-null float32\n",
" 54 2ª série.2_abandono 541 non-null float32\n",
" 55 3ª série.2_abandono 540 non-null float32\n",
" 56 4ª série.2_abandono 323 non-null float32\n",
" 57 Não-Seriado.2_abandono 291 non-null float32\n",
"dtypes: float32(55), object(3)\n",
"memory usage: 139.8+ KB\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "mVVoe-LGQkAD",
"outputId": "49e1911c-3ab3-4bea-cd18-c622853b7cb6"
},
"source": [
"rendimento['Unidade Geográfica'].unique()"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"array(['Brasil', 'Norte', 'Nordeste', 'Sudeste', 'Sul', 'Centro-Oeste',\n",
" 'Rondônia', 'Acre', 'Amazonas', 'Roraima', 'Pará', 'Amapá',\n",
" 'Tocantins', 'Maranhão', 'Piauí', 'Ceará', 'Rio Grande do Norte',\n",
" 'Paraíba', 'Pernambuco', 'Alagoas', 'Sergipe', 'Bahia',\n",
" 'Minas Gerais', 'Espírito Santo', 'Rio de Janeiro', 'São Paulo',\n",
" 'Paraná', 'Santa Catarina', 'Rio Grande do Sul',\n",
" 'Mato Grosso do Sul', 'Mato Grosso', 'Goiás', 'Distrito Federal'],\n",
" dtype=object)"
]
},
"metadata": {},
"execution_count": 88
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Vn4BuvujLamI"
},
"source": [
"### Escolas"
]
},
{
"cell_type": "code",
"metadata": {
"id": "hlz1VVapLdlm"
},
"source": [
"def read_taxa_rendimento(str):\n",
" rendimento = pd.read_excel(str, header=7, usecols=\"A:BK\")\n",
"\n",
" rendimento = rendimento.rename({\"Unnamed: 0\": \"Ano\", \"Unnamed: 1\": \"Região\", \"Unnamed: 2\": \"UF\", \"Unnamed: 3\": \"Código Município\", \n",
" \"Unnamed: 4\": \"Nome Município\", \"Unnamed: 5\": \"CO_ENTIDADE\", \"Unnamed: 6\": \"NO_ENTIDADE\", \n",
" \"Unnamed: 7\": \"Localização\", \"Unnamed: 8\": \"Dependência Administrativa\"}, axis=1) \n",
" rendimento = rendimento[1:131229].reset_index(drop=True)\n",
" rendimento = rendimento.apply(lambda row: row.replace('--', np.nan))\n",
" list_indexes = [(9, 26, 'aprovacao'), (26, 44, 'reprovacao'), (44, 61, 'abandono')]\n",
" columns = rendimento.columns\n",
" for suffix in list_indexes:\n",
" col = columns[suffix[0]: suffix[1]+1]\n",
" new_names = [(x, x.rstrip()+f\"_{suffix[2]}\") for x in col]\n",
" rendimento.rename(dict(new_names), axis=1, inplace=True)\n",
" \n",
" return rendimento"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "HeeKVHTIIzvq"
},
"source": [
"rendimento = read_taxa_rendimento('/content/drive/MyDrive/datasets/CCF425/trabalho/tx_rend_escolas_2020.xlsx')"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "QJuYuDSKMpEu"
},
"source": [
"rendimento.to_csv('/content/drive/MyDrive/datasets/CCF425/trabalho/rendimentos/rendimentos_escolas.csv')"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "EM1c6kR5sKdL"
},
"source": [
"# Mesorregioes"
]
},
{
"cell_type": "code",
"metadata": {
"id": "fCSxmqrksNHG"
},
"source": [
"municipios = gpd.read_file('/content/drive/MyDrive/datasets/CCF425/trabalho/municipios/BR_Municipios_2020.shp')\n",
"mesorregioes = gpd.read_file('/content/drive/MyDrive/datasets/CCF425/trabalho/mesorregioes/BR_Mesorregioes_2020.shp')\n",
"municipios_meta = pd.read_csv('/content/drive/MyDrive/datasets/CCF425/trabalho/municipios.csv')\n",
"densidade_mesorregiao = pd.read_csv('/content/drive/MyDrive/datasets/CCF425/trabalho/densidade_mesorregiao.csv')\n",
"densidade_municipios = pd.read_csv('/content/drive/MyDrive/datasets/CCF425/trabalho/densidade_municipio.csv')\n",
"pib_mesorregiao = pd.read_csv('/content/drive/MyDrive/datasets/CCF425/trabalho/pib_mesorregiao.csv')\n",
"pib_municipios = pd.read_csv('/content/drive/MyDrive/datasets/CCF425/trabalho/pib_municipio.csv')"
],
"execution_count": 2,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "6c3QufXmkW32"
},
"source": [
"municipios['CD_MUN'] = municipios['CD_MUN'].astype('int64')\n",
"mesorregioes['CD_MESO'] = mesorregioes['CD_MESO'].astype('int64')"
],
"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "g_fM2dMrslsb"
},
"source": [
"municipios = municipios.merge(municipios_meta, right_on=\"id\", left_on='CD_MUN').rename({'geometry': 'municipio_polygon'}, axis=1)\n",
"pib_municipios = pib_municipios.merge(densidade_municipios)\n",
"municipios = municipios.merge(pib_municipios, right_on='id_municipio', left_on='CD_MUN').rename({'pib': 'pib_municipio'}, axis=1)\n",
"municipios = municipios.merge(mesorregioes[['CD_MESO', 'geometry']], left_on=\"mesorregiao_id\", right_on='CD_MESO').rename({'geometry': 'mesorregiao_polygon'}, axis=1)"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "ATdO4RRftbFN"
},
"source": [
"area_mesorregiao = municipios.groupby('CD_MESO')['AREA_KM2'].sum().reset_index()\n",
"mesorregioes_meta = densidade_mesorregiao.merge(pib_mesorregiao)\n",
"mesorregioes_meta = mesorregioes_meta.merge(area_mesorregiao, left_on='id_mesorregiao', right_on='CD_MESO')"
],
"execution_count": 5,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "3RqiIJWcvfrB"
},
"source": [
"- Densidade = população/área\n",
"- população = área*densidade"
]
},
{
"cell_type": "code",
"metadata": {
"id": "Pn7Kzwo5u3TZ"
},
"source": [
"mesorregioes_meta['populacao_2010'] = mesorregioes_meta['densidade']*mesorregioes_meta['AREA_KM2']\n",
"municipios['populacao_2010'] = municipios['densidade']*municipios['AREA_KM2'] \n",
"mesorregioes_meta['pib_per_capita_2018_pop_2010'] = mesorregioes_meta['pib']/mesorregioes_meta['populacao_2010']"
],
"execution_count": 6,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "BfwpQ9CRX3l7"
},
"source": [
"municipios = municipios.merge(mesorregioes_meta, right_on=\"CD_MESO\", left_on='mesorregiao_id', suffixes=('_mun', '_meso'))\n",
"municipios = municipios.drop(['CD_MESO_mun', 'CD_MESO_meso'], axis=1).rename({'pib': 'pib_meso'}, axis=1)"
],
"execution_count": 7,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "kA-uy7YHWQSK",
"outputId": "aa8b1a84-833d-496f-b518-e759c26fb5c4"
},
"source": [
"municipios.info()"
],
"execution_count": 9,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 1668 entries, 0 to 1667\n",
"Data columns (total 29 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 CD_MUN 1668 non-null int64 \n",
" 1 NM_MUN 1668 non-null object \n",
" 2 SIGLA_UF 1668 non-null object \n",
" 3 AREA_KM2_mun 1668 non-null float64 \n",
" 4 municipio_polygon 1668 non-null geometry\n",
" 5 id 1668 non-null int64 \n",
" 6 nome 1668 non-null object \n",
" 7 microrregiao_id 1668 non-null int64 \n",
" 8 microrregiao_nome 1668 non-null object \n",
" 9 mesorregiao_id 1668 non-null int64 \n",
" 10 mesorregiao_nome 1668 non-null object \n",
" 11 UF 1668 non-null object \n",
" 12 UF_nome 1668 non-null object \n",
" 13 regiao 1668 non-null object \n",
" 14 regiao-imediata_id 1668 non-null int64 \n",
" 15 regiao-imediata_nome 1668 non-null object \n",
" 16 regiao-intermediaria_id 1668 non-null int64 \n",
" 17 regiao-intermediaria_nome 1668 non-null object \n",
" 18 id_municipio 1668 non-null int64 \n",
" 19 pib_municipio 1668 non-null int64 \n",
" 20 densidade_mun 1668 non-null float64 \n",
" 21 mesorregiao_polygon 1668 non-null geometry\n",
" 22 populacao_2010_mun 1668 non-null float64 \n",
" 23 id_mesorregiao 1668 non-null int64 \n",
" 24 densidade_meso 1668 non-null float64 \n",
" 25 pib_meso 1668 non-null int64 \n",
" 26 AREA_KM2_meso 1668 non-null float64 \n",
" 27 populacao_2010_meso 1668 non-null float64 \n",
" 28 pib_per_capita_2018_pop_2010 1668 non-null float64 \n",
"dtypes: float64(7), geometry(2), int64(10), object(10)\n",
"memory usage: 390.9+ KB\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "hD01KT-ebm_S"
},
"source": [
"#### Cálculo GINI"
]
},
{
"cell_type": "code",
"metadata": {
"id": "39t5GW3go7In"
},
"source": [
"municipios['proporcao_populacao'] = (municipios['populacao_2010_mun']/municipios['populacao_2010_meso'])\n",
"municipios['proporcao_pib'] = (municipios['pib_municipio']/municipios['pib_meso'])"
],
"execution_count": 8,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 265
},
"id": "tBn-kTyIsZ8G",
"outputId": "64e4a6aa-7818-42ce-fb16-3cacc455cbbb"
},
"source": [
"def lorenz(meso):\n",
" df = municipios[municipios['id_mesorregiao']==meso].copy()\n",
"\n",
" inc = np.asarray(df['proporcao_pib'])\n",
" inc = np.sort(inc)\n",
" income_shares = inc.cumsum()\n",
" \n",
" pop = np.asarray(df['proporcao_populacao'])\n",
" pop = np.sort(pop)\n",
" pop_shares = pop.cumsum()\n",
" return pop_shares, income_shares\n",
"\n",
"f, ax = plt.subplots()\n",
"ax.plot((0,1),(0,1), color='r')\n",
"mesorregioes = municipios['id_mesorregiao'].unique()\n",
"mesorregioes_gini = []\n",
"for meso in mesorregioes:\n",
" meso_pop_shares, meso_inc_shares = lorenz(meso)\n",
"\n",
" mesorregioes_gini.append({'id': meso, 'pop_shares': meso_pop_shares, 'meso_shares': meso_inc_shares})\n",
" \n",
" ax.plot(meso_pop_shares, meso_inc_shares, color='k', alpha=.1)\n",
"mesorregioes_gini = pd.DataFrame.from_dict(mesorregioes_gini)"
],
"execution_count": 9,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "S_ywcI8K0C-Z"
},
"source": [
"mesorregioes_gini = mesorregioes_gini.set_index('id').T"
],
"execution_count": 10,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 202
},
"id": "bn4qccBo3Zl9",
"outputId": "314ef2cf-7bf7-4c6d-97b8-1c658a60dcfc"
},
"source": [
"mesorregioes_gini"
],
"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>id</th>\n",
" <th>3105</th>\n",
" <th>3106</th>\n",
" <th>3112</th>\n",
" <th>3108</th>\n",
" <th>3109</th>\n",
" <th>3104</th>\n",
" <th>3102</th>\n",
" <th>3110</th>\n",
" <th>3111</th>\n",
" <th>3103</th>\n",
" <th>3107</th>\n",
" <th>3101</th>\n",
" <th>3203</th>\n",
" <th>3201</th>\n",
" <th>3204</th>\n",
" <th>3202</th>\n",
" <th>3305</th>\n",
" <th>3301</th>\n",
" <th>3304</th>\n",
" <th>3303</th>\n",
" <th>3306</th>\n",
" <th>3302</th>\n",
" <th>3508</th>\n",
" <th>3501</th>\n",
" <th>3507</th>\n",
" <th>3504</th>\n",
" <th>3506</th>\n",
" <th>3511</th>\n",
" <th>3502</th>\n",
" <th>3503</th>\n",
" <th>3512</th>\n",
" <th>3509</th>\n",
" <th>3505</th>\n",
" <th>3513</th>\n",
" <th>3515</th>\n",
" <th>3510</th>\n",
" <th>3514</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>pop_shares</th>\n",
" <td>[0.0006402681105898468, 0.0014980367187057185,...</td>\n",
" <td>[0.0019763538724564024, 0.0049065597256795854,...</td>\n",
" <td>[0.0007169402990127244, 0.0014858678035369753,...</td>\n",
" <td>[0.0015089083560950486, 0.003353613805474255, ...</td>\n",
" <td>[0.0015082449221665022, 0.0034687459976669526,...</td>\n",
" <td>[0.0070238930912830165, 0.018690650619661103, ...</td>\n",
" <td>[0.0018400121869261426, 0.004127609966656109, ...</td>\n",
" <td>[0.000730549251331788, 0.0014642559677635815, ...</td>\n",
" <td>[0.0040299991894553, 0.008771294009803626, 0.0...</td>\n",
" <td>[0.004230723563124983, 0.00859995800952736, 0....</td>\n",
" <td>[0.00025861846359326, 0.0005417876667321526, 0...</td>\n",
" <td>[0.008818791928309038, 0.01775814528595259, 0....</td>\n",
" <td>[0.005414401247648005, 0.010889208311350082, 0...</td>\n",
" <td>[0.017696206694132747, 0.037000856564263135, 0...</td>\n",
" <td>[0.00790370317607726, 0.019266200677191085, 0....</td>\n",
" <td>[0.01034566842160366, 0.023211608065730485, 0....</td>\n",
" <td>[0.008083808277442258, 0.02009830761868801, 0....</td>\n",
" <td>[0.02201067621618082, 0.04593359619409386, 0.0...</td>\n",
" <td>[0.030514014125018026, 0.06256084083334779, 0....</td>\n",
" <td>[0.011060955961245783, 0.02836963186586705, 0....</td>\n",
" <td>[0.0011020923256732662, 0.002501230533527971, ...</td>\n",
" <td>[0.014784527973166461, 0.03035471074536892, 0....</td>\n",
" <td>[0.002060790016658602, 0.004537975726714702, 0...</td>\n",
" <td>[0.0007176697404750079, 0.0016377683720781191,...</td>\n",
" <td>[0.00152703989199582, 0.003097040777056526, 0....</td>\n",
" <td>[0.0008604420887462004, 0.002082361035667872, ...</td>\n",
" <td>[0.0013220638111836758, 0.0033536314224851165,...</td>\n",
" <td>[0.002731009418122599, 0.006507170364959531, 0...</td>\n",
" <td>[0.0008218032414171829, 0.0019300839493440834,...</td>\n",
" <td>[0.0027756871789403528, 0.00584041565906915, 0...</td>\n",
" <td>[0.0022424696525276577, 0.005271598268404865, ...</td>\n",
" <td>[0.003541532710090765, 0.007916945578374739, 0...</td>\n",
" <td>[0.0019045265693243534, 0.007194650623725335, ...</td>\n",
" <td>[0.0011018766332024212, 0.0027344461866998116,...</td>\n",
" <td>[0.0006603649537694793, 0.0013991085478574042,...</td>\n",
" <td>[0.001460100661814096, 0.005573561683710343, 0...</td>\n",
" <td>[0.016686910466481374, 0.03701526993782457, 0....</td>\n",
" </tr>\n",
" <tr>\n",
" <th>meso_shares</th>\n",
" <td>[0.0002786787289650471, 0.0007752779968482563,...</td>\n",
" <td>[0.0015294933129198288, 0.003115631399709246, ...</td>\n",
" <td>[0.0004657340724378802, 0.0009521688323792911,...</td>\n",
" <td>[0.0007863222065376996, 0.001583424237687653, ...</td>\n",
" <td>[0.001434233240814562, 0.002930326139295501, 0...</td>\n",
" <td>[0.005616926969998622, 0.012409922079853225, 0...</td>\n",
" <td>[0.0011557182127564557, 0.0024306143980152477,...</td>\n",
" <td>[0.00029023563219642023, 0.0006068784423299634...</td>\n",
" <td>[0.002462195251883653, 0.005033412880770043, 0...</td>\n",
" <td>[0.003550723465435328, 0.0078096958826520966, ...</td>\n",
" <td>[7.98225716373311e-05, 0.00016041798717045778,...</td>\n",
" <td>[0.0034005269967065676, 0.007099849726378513, ...</td>\n",
" <td>[0.001570966196652104, 0.00390671815838514, 0....</td>\n",
" <td>[0.009466290459158389, 0.024604488259741826, 0...</td>\n",
" <td>[0.0024194339426550082, 0.006386470708786547, ...</td>\n",
" <td>[0.0038172554649171684, 0.00830912554925931, 0...</td>\n",
" <td>[0.0037610581859226066, 0.00861509364890899, 0...</td>\n",
" <td>[0.01769814966265897, 0.041290308320211994, 0....</td>\n",
" <td>[0.013463742003406939, 0.02760806787786947, 0....</td>\n",
" <td>[0.009985001417096719, 0.02178900067484514, 0....</td>\n",
" <td>[0.00044411796800191853, 0.000993040060936746,...</td>\n",
" <td>[0.00463425858665475, 0.010526698112036692, 0....</td>\n",
" <td>[0.001268740312775318, 0.002600604863434123, 0...</td>\n",
" <td>[0.0006050919097559367, 0.0012261524664594486,...</td>\n",
" <td>[0.0003531442449188412, 0.0008795622485925603,...</td>\n",
" <td>[0.0007634008684783267, 0.0015318362108416857,...</td>\n",
" <td>[0.0013303236913679865, 0.002973620947605605, ...</td>\n",
" <td>[0.001198050734545754, 0.0028459540579763984, ...</td>\n",
" <td>[0.00038587499797432403, 0.0009030258180591022...</td>\n",
" <td>[0.0017447758996816595, 0.0035759018251615873,...</td>\n",
" <td>[0.0007769866801609986, 0.001579416649834106, ...</td>\n",
" <td>[0.0032652354856204883, 0.006539830885333983, ...</td>\n",
" <td>[0.0011710916251465341, 0.003523626015222634, ...</td>\n",
" <td>[0.0002467764266657682, 0.0005934079316566896,...</td>\n",
" <td>[0.00016335595153123945, 0.0003316564868673193...</td>\n",
" <td>[0.0023994514230039044, 0.005756740893022192, ...</td>\n",
" <td>[0.006675472932174716, 0.01721673556172286, 0....</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"id 3105 ... 3514\n",
"pop_shares [0.0006402681105898468, 0.0014980367187057185,... ... [0.016686910466481374, 0.03701526993782457, 0....\n",
"meso_shares [0.0002786787289650471, 0.0007752779968482563,... ... [0.006675472932174716, 0.01721673556172286, 0....\n",
"\n",
"[2 rows x 37 columns]"
]
},
"metadata": {},
"execution_count": 11
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "D46pf2ub2Nwa"
},
"source": [
"import inequality\n",
"def gini_by_col(column):\n",
" return inequality.gini.Gini(column['meso_shares']).g\n",
"inequalities = mesorregioes_gini[mesorregioes].apply(gini_by_col, axis=0).to_frame('gini')"
],
"execution_count": 12,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "8jOy9NTR9N9h"
},
"source": [
"municipios = municipios.merge(inequalities.reset_index(), right_on=\"id\", left_on='mesorregiao_id')"
],
"execution_count": 13,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "gi55pGlnekNk"
},
"source": [
"municipios.to_csv('/content/drive/MyDrive/datasets/CCF425/trabalho/municipios_tratado.csv')"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "K8Ajh63Fo7wa"
},
"source": [
"### Visualização"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 391
},
"id": "HN1AirQKlJy5",
"outputId": "5597c44e-9a46-419f-be91-12f6bb39d8cc"
},
"source": [
"fig, ax = plt.subplots(figsize=(12, 12))\n",
"municipios['mesorregiao_polygon'].plot(ax=ax, edgecolor='black', alpha=0.3, zorder=2, facecolor='None', linewidth=0.5)\n",
"municipios['municipio_polygon'].plot(ax=ax, zorder=1)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f9f17ea2bd0>"
]
},
"metadata": {},
"execution_count": 64
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "4k9eq6-kANmB"
},
"source": [
"#### Visualização Pib"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 357
},
"id": "DJB8958qjANF",
"outputId": "8c9811dc-8e05-480e-8970-c83ba56087ac"
},
"source": [
"municipios = gpd.GeoDataFrame(municipios, geometry='municipio_polygon')\n",
"ax = municipios.plot(\n",
" column='pib_municipio', \n",
" scheme='Quantiles', \n",
" legend=True, \n",
" edgecolor='none',\n",
" legend_kwds={'loc': 'best', 'bbox_to_anchor': (1.05, 1)}, \n",
" figsize=(12, 12)\n",
")\n",
"ax.set_axis_off()\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "tBoK8Jj3AKo6"
},
"source": [
"### Visualização Gini"
]
},
{
"cell_type": "code",
"metadata": {
"id": "VcxgTV94_ev_"
},
"source": [
"meso = municipios[['mesorregiao_polygon', 'id_mesorregiao', 'gini']].drop_duplicates()"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "lVYyNkyZ_w0V",
"outputId": "f78e1e75-c301-4077-f325-a67f72ee4452"
},
"source": [
"meso"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mesorregiao_polygon</th>\n",
" <th>id_mesorregiao</th>\n",
" <th>gini</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>POLYGON ((-44.83849 -19.73535, -44.83915 -19.7...</td>\n",
" <td>3107</td>\n",
" <td>0.736757</td>\n",
" </tr>\n",
" <tr>\n",
" <th>105</th>\n",
" <td>MULTIPOLYGON (((-46.16241 -24.33113, -46.16298...</td>\n",
" <td>3515</td>\n",
" <td>0.653646</td>\n",
" </tr>\n",
" <tr>\n",
" <th>150</th>\n",
" <td>MULTIPOLYGON (((-45.66298 -24.08365, -45.66318...</td>\n",
" <td>3513</td>\n",
" <td>0.750351</td>\n",
" </tr>\n",
" <tr>\n",
" <th>189</th>\n",
" <td>POLYGON ((-47.67975 -18.35609, -47.67936 -18.3...</td>\n",
" <td>3105</td>\n",
" <td>0.616253</td>\n",
" </tr>\n",
" <tr>\n",
" <th>255</th>\n",
" <td>POLYGON ((-47.14786 -21.03546, -47.14806 -21.0...</td>\n",
" <td>3110</td>\n",
" <td>0.579290</td>\n",
" </tr>\n",
" <tr>\n",
" <th>401</th>\n",
" <td>POLYGON ((-47.19749 -22.09872, -47.23234 -22.0...</td>\n",
" <td>3507</td>\n",
" <td>0.656309</td>\n",
" </tr>\n",
" <tr>\n",
" <th>450</th>\n",
" <td>POLYGON ((-47.86981 -20.07615, -47.86960 -20.0...</td>\n",
" <td>3502</td>\n",
" <td>0.600747</td>\n",
" </tr>\n",
" <tr>\n",
" <th>516</th>\n",
" <td>MULTIPOLYGON (((-43.83480 -23.11577, -43.83492...</td>\n",
" <td>3306</td>\n",
" <td>0.702582</td>\n",
" </tr>\n",
" <tr>\n",
" <th>546</th>\n",
" <td>POLYGON ((-43.05971 -20.18932, -43.05949 -20.1...</td>\n",
" <td>3112</td>\n",
" <td>0.557202</td>\n",
" </tr>\n",
" <tr>\n",
" <th>688</th>\n",
" <td>POLYGON ((-50.81212 -20.53115, -50.81288 -20.5...</td>\n",
" <td>3501</td>\n",
" <td>0.568781</td>\n",
" </tr>\n",
" <tr>\n",
" <th>797</th>\n",
" <td>POLYGON ((-49.42280 -22.29420, -49.42278 -22.2...</td>\n",
" <td>3504</td>\n",
" <td>0.622848</td>\n",
" </tr>\n",
" <tr>\n",
" <th>853</th>\n",
" <td>POLYGON ((-46.44284 -22.82453, -46.43968 -22.8...</td>\n",
" <td>3512</td>\n",
" <td>0.627212</td>\n",
" </tr>\n",
" <tr>\n",
" <th>889</th>\n",
" <td>POLYGON ((-43.19958 -18.86045, -43.19984 -18.8...</td>\n",
" <td>3108</td>\n",
" <td>0.550924</td>\n",
" </tr>\n",
" <tr>\n",
" <th>991</th>\n",
" <td>POLYGON ((-45.58606 -15.71840, -45.58587 -15.7...</td>\n",
" <td>3102</td>\n",
" <td>0.545101</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1080</th>\n",
" <td>POLYGON ((-48.47108 -21.51269, -48.47221 -21.5...</td>\n",
" <td>3505</td>\n",
" <td>0.650474</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1101</th>\n",
" <td>POLYGON ((-48.22490 -23.19625, -48.22420 -23.1...</td>\n",
" <td>3511</td>\n",
" <td>0.630699</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1137</th>\n",
" <td>POLYGON ((-51.96222 -21.49331, -51.96210 -21.4...</td>\n",
" <td>3508</td>\n",
" <td>0.588113</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1191</th>\n",
" <td>POLYGON ((-48.23485 -22.52038, -48.23523 -22.5...</td>\n",
" <td>3506</td>\n",
" <td>0.666892</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1217</th>\n",
" <td>POLYGON ((-46.62613 -19.99392, -46.62591 -19.9...</td>\n",
" <td>3109</td>\n",
" <td>0.569316</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1261</th>\n",
" <td>POLYGON ((-45.63705 -18.79194, -45.63625 -18.7...</td>\n",
" <td>3106</td>\n",
" <td>0.637431</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1291</th>\n",
" <td>MULTIPOLYGON (((-40.36392 -20.67792, -40.36409...</td>\n",
" <td>3203</td>\n",
" <td>0.705062</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1315</th>\n",
" <td>POLYGON ((-51.57519 -20.62342, -51.57518 -20.6...</td>\n",
" <td>3503</td>\n",
" <td>0.605101</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1351</th>\n",
" <td>POLYGON ((-50.78354 -22.43519, -50.78391 -22.4...</td>\n",
" <td>3510</td>\n",
" <td>0.565504</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1386</th>\n",
" <td>MULTIPOLYGON (((-40.75189 -20.92722, -40.75193...</td>\n",
" <td>3204</td>\n",
" <td>0.629618</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1408</th>\n",
" <td>POLYGON ((-44.44765 -20.78626, -44.44771 -20.7...</td>\n",
" <td>3111</td>\n",
" <td>0.572128</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1444</th>\n",
" <td>POLYGON ((-50.73710 -21.87756, -50.73415 -21.8...</td>\n",
" <td>3509</td>\n",
" <td>0.649982</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1464</th>\n",
" <td>POLYGON ((-46.80620 -15.87062, -46.80616 -15.8...</td>\n",
" <td>3101</td>\n",
" <td>0.584052</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1483</th>\n",
" <td>POLYGON ((-40.31316 -16.67865, -40.31402 -16.6...</td>\n",
" <td>3103</td>\n",
" <td>0.492571</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1534</th>\n",
" <td>MULTIPOLYGON (((-44.09086 -23.17342, -44.09087...</td>\n",
" <td>3305</td>\n",
" <td>0.567124</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1548</th>\n",
" <td>MULTIPOLYGON (((-40.13363 -19.96832, -40.13361...</td>\n",
" <td>3202</td>\n",
" <td>0.577517</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1563</th>\n",
" <td>MULTIPOLYGON (((-41.75899 -22.38469, -41.75914...</td>\n",
" <td>3302</td>\n",
" <td>0.685270</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1572</th>\n",
" <td>POLYGON ((-41.35140 -17.34670, -41.35114 -17.3...</td>\n",
" <td>3104</td>\n",
" <td>0.527410</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1595</th>\n",
" <td>MULTIPOLYGON (((-48.03716 -25.35794, -48.03750...</td>\n",
" <td>3514</td>\n",
" <td>0.510367</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1612</th>\n",
" <td>POLYGON ((-41.14422 -18.40533, -41.14425 -18.4...</td>\n",
" <td>3201</td>\n",
" <td>0.499916</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1629</th>\n",
" <td>POLYGON ((-42.96959 -22.08841, -42.96966 -22.0...</td>\n",
" <td>3303</td>\n",
" <td>0.535041</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1645</th>\n",
" <td>MULTIPOLYGON (((-42.47595 -22.94016, -42.47614...</td>\n",
" <td>3304</td>\n",
" <td>0.507630</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1655</th>\n",
" <td>POLYGON ((-42.19532 -21.16026, -42.19589 -21.1...</td>\n",
" <td>3301</td>\n",
" <td>0.480413</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mesorregiao_polygon ... gini\n",
"0 POLYGON ((-44.83849 -19.73535, -44.83915 -19.7... ... 0.736757\n",
"105 MULTIPOLYGON (((-46.16241 -24.33113, -46.16298... ... 0.653646\n",
"150 MULTIPOLYGON (((-45.66298 -24.08365, -45.66318... ... 0.750351\n",
"189 POLYGON ((-47.67975 -18.35609, -47.67936 -18.3... ... 0.616253\n",
"255 POLYGON ((-47.14786 -21.03546, -47.14806 -21.0... ... 0.579290\n",
"401 POLYGON ((-47.19749 -22.09872, -47.23234 -22.0... ... 0.656309\n",
"450 POLYGON ((-47.86981 -20.07615, -47.86960 -20.0... ... 0.600747\n",
"516 MULTIPOLYGON (((-43.83480 -23.11577, -43.83492... ... 0.702582\n",
"546 POLYGON ((-43.05971 -20.18932, -43.05949 -20.1... ... 0.557202\n",
"688 POLYGON ((-50.81212 -20.53115, -50.81288 -20.5... ... 0.568781\n",
"797 POLYGON ((-49.42280 -22.29420, -49.42278 -22.2... ... 0.622848\n",
"853 POLYGON ((-46.44284 -22.82453, -46.43968 -22.8... ... 0.627212\n",
"889 POLYGON ((-43.19958 -18.86045, -43.19984 -18.8... ... 0.550924\n",
"991 POLYGON ((-45.58606 -15.71840, -45.58587 -15.7... ... 0.545101\n",
"1080 POLYGON ((-48.47108 -21.51269, -48.47221 -21.5... ... 0.650474\n",
"1101 POLYGON ((-48.22490 -23.19625, -48.22420 -23.1... ... 0.630699\n",
"1137 POLYGON ((-51.96222 -21.49331, -51.96210 -21.4... ... 0.588113\n",
"1191 POLYGON ((-48.23485 -22.52038, -48.23523 -22.5... ... 0.666892\n",
"1217 POLYGON ((-46.62613 -19.99392, -46.62591 -19.9... ... 0.569316\n",
"1261 POLYGON ((-45.63705 -18.79194, -45.63625 -18.7... ... 0.637431\n",
"1291 MULTIPOLYGON (((-40.36392 -20.67792, -40.36409... ... 0.705062\n",
"1315 POLYGON ((-51.57519 -20.62342, -51.57518 -20.6... ... 0.605101\n",
"1351 POLYGON ((-50.78354 -22.43519, -50.78391 -22.4... ... 0.565504\n",
"1386 MULTIPOLYGON (((-40.75189 -20.92722, -40.75193... ... 0.629618\n",
"1408 POLYGON ((-44.44765 -20.78626, -44.44771 -20.7... ... 0.572128\n",
"1444 POLYGON ((-50.73710 -21.87756, -50.73415 -21.8... ... 0.649982\n",
"1464 POLYGON ((-46.80620 -15.87062, -46.80616 -15.8... ... 0.584052\n",
"1483 POLYGON ((-40.31316 -16.67865, -40.31402 -16.6... ... 0.492571\n",
"1534 MULTIPOLYGON (((-44.09086 -23.17342, -44.09087... ... 0.567124\n",
"1548 MULTIPOLYGON (((-40.13363 -19.96832, -40.13361... ... 0.577517\n",
"1563 MULTIPOLYGON (((-41.75899 -22.38469, -41.75914... ... 0.685270\n",
"1572 POLYGON ((-41.35140 -17.34670, -41.35114 -17.3... ... 0.527410\n",
"1595 MULTIPOLYGON (((-48.03716 -25.35794, -48.03750... ... 0.510367\n",
"1612 POLYGON ((-41.14422 -18.40533, -41.14425 -18.4... ... 0.499916\n",
"1629 POLYGON ((-42.96959 -22.08841, -42.96966 -22.0... ... 0.535041\n",
"1645 MULTIPOLYGON (((-42.47595 -22.94016, -42.47614... ... 0.507630\n",
"1655 POLYGON ((-42.19532 -21.16026, -42.19589 -21.1... ... 0.480413\n",
"\n",
"[37 rows x 3 columns]"
]
},
"metadata": {},
"execution_count": 187
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 357
},
"id": "FWZnwjIt_ZHZ",
"outputId": "929e5e1c-8dde-4e21-f4c1-15c5a14f03d1"
},
"source": [
"meso = gpd.GeoDataFrame(meso, geometry='mesorregiao_polygon')\n",
"ax = meso.plot(\n",
" column='gini', \n",
" scheme='Quantiles', \n",
" legend=True, \n",
" edgecolor='none',\n",
" legend_kwds={'loc': 'best', 'bbox_to_anchor': (1.05, 1)}, \n",
" figsize=(12, 12)\n",
")\n",
"ax.set_axis_off()\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "CdG2DaEgRgTa"
},
"source": [
"## Base de Escolas"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "L6EiggnURikg",
"outputId": "de3f2be8-eb93-400b-eb07-b44fe4aaa98b"
},
"source": [
"escolas = pd.read_csv('/content/drive/MyDrive/datasets/CCF425/trabalho/escolas.CSV', sep='|', encoding='latin1')"
],
"execution_count": 90,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/IPython/core/interactiveshell.py:2718: DtypeWarning: Columns (3) have mixed types.Specify dtype option on import or set low_memory=False.\n",
" interactivity=interactivity, compiler=compiler, result=result)\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ucindS0dE6Wo"
},
"source": [
"### Limpeza"
]
},
{
"cell_type": "code",
"metadata": {
"id": "FxuQXNe2GiTy"
},
"source": [
"meta_columns = ['CO_ENTIDADE', 'NO_ENTIDADE', 'TP_SITUACAO_FUNCIONAMENTO', 'CO_REGIAO', 'CO_MESORREGIAO', 'CO_MICRORREGIAO',\n",
" 'CO_UF', 'CO_MUNICIPIO', 'CO_DISTRITO']\n",
"\n",
"agua_columns = ['IN_AGUA_POTAVEL', 'IN_AGUA_REDE_PUBLICA', 'IN_AGUA_POCO_ARTESIANO', 'IN_AGUA_CACIMBA',\n",
" 'IN_AGUA_FONTE_RIO']\n",
"esgoto_columns = ['IN_ENERGIA_REDE_PUBLICA', 'IN_ENERGIA_GERADOR_FOSSIL', 'IN_ENERGIA_RENOVAVEL', 'IN_ESGOTO_FOSSA_SEPTICA', 'IN_ESGOTO_FOSSA_COMUM', \n",
" 'IN_ESGOTO_FOSSA']\n",
"banheiro_columns = ['IN_BANHEIRO', 'IN_BANHEIRO_EI', 'IN_BANHEIRO_PNE', 'IN_BANHEIRO_FUNCIONARIOS',\n",
" 'IN_BANHEIRO_CHUVEIRO']\n",
"patio_columns = ['IN_PATIO_COBERTO', 'IN_PATIO_DESCOBERTO']\n",
"\n",
"infra_columns = ['IN_ALMOXARIFADO', 'IN_AREA_VERDE', 'IN_AUDITORIO', 'IN_BIBLIOTECA', 'IN_BIBLIOTECA_SALA_LEITURA', 'IN_COZINHA', 'IN_DESPENSA', 'IN_LABORATORIO_CIENCIAS', \n",
" 'IN_LABORATORIO_INFORMATICA', 'IN_PARQUE_INFANTIL', 'IN_PISCINA', 'IN_QUADRA_ESPORTES',\n",
" 'IN_REFEITORIO', 'IN_SALA_ATELIE_ARTES', 'IN_SALA_MUSICA_CORAL', 'IN_SALA_ESTUDIO_DANCA', 'IN_SALA_MULTIUSO',\n",
" 'IN_SALA_DIRETORIA', 'IN_SALA_LEITURA', 'IN_SALA_PROFESSOR', 'IN_SECRETARIA', 'IN_COMPUTADOR', 'IN_EQUIP_IMPRESSORA', 'IN_EQUIP_DVD', 'IN_EQUIP_TV',\n",
" 'IN_EQUIP_MULTIMIDIA', 'IN_DESKTOP_ALUNO', 'IN_COMP_PORTATIL_ALUNO', 'IN_TABLET_ALUNO', 'IN_INTERNET']\n",
" \n",
"columns = meta_columns + agua_columns + esgoto_columns + banheiro_columns + patio_columns + infra_columns"
],
"execution_count": 91,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "LasLJMkkE9cy"
},
"source": [
"escolas = escolas[escolas['TP_SITUACAO_FUNCIONAMENTO']==1][columns]"
],
"execution_count": 92,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "KJEbWf8rGEk9"
},
"source": [
"def attr_exist(df, columns, column_name):\n",
" df[column_name] = df[columns].max().max()\n",
" return df\n",
"\n",
"agua = 'IN_ABASTECIMENTO_AGUA'\n",
"energia = 'IN_ABASTECIMENTO_ENERGIA'\n",
"banheiro = 'IN_BANHEIRO'\n",
"patio = 'IN_PATIO'\n",
"\n",
"escolas = attr_exist(escolas, agua_columns, agua)\n",
"escolas = attr_exist(escolas, esgoto_columns, energia)\n",
"escolas = attr_exist(escolas, banheiro_columns, banheiro)\n",
"escolas = attr_exist(escolas, patio_columns, patio)\n",
"\n",
"columns_selected = meta_columns + [agua, energia, banheiro, patio] + infra_columns\n",
"\n",
"escolas = escolas[columns_selected]"
],
"execution_count": 93,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "H6CeL0AVlFYR",
"outputId": "1c5823f3-73b0-436b-b0b0-8b0e60b7c9d6"
},
"source": [
"escolas.info()"
],
"execution_count": 72,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
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" 14 IN_AREA_VERDE 181279 non-null float64\n",
" 15 IN_AUDITORIO 181279 non-null float64\n",
" 16 IN_BIBLIOTECA 181279 non-null float64\n",
" 17 IN_BIBLIOTECA_SALA_LEITURA 181279 non-null float64\n",
" 18 IN_COZINHA 181279 non-null float64\n",
" 19 IN_DESPENSA 181279 non-null float64\n",
" 20 IN_LABORATORIO_CIENCIAS 181279 non-null float64\n",
" 21 IN_LABORATORIO_INFORMATICA 181279 non-null float64\n",
" 22 IN_PARQUE_INFANTIL 181279 non-null float64\n",
" 23 IN_PISCINA 181279 non-null float64\n",
" 24 IN_QUADRA_ESPORTES 181279 non-null float64\n",
" 25 IN_REFEITORIO 181279 non-null float64\n",
" 26 IN_SALA_ATELIE_ARTES 181279 non-null float64\n",
" 27 IN_SALA_MUSICA_CORAL 181279 non-null float64\n",
" 28 IN_SALA_ESTUDIO_DANCA 181279 non-null float64\n",
" 29 IN_SALA_MULTIUSO 181279 non-null float64\n",
" 30 IN_SALA_DIRETORIA 181279 non-null float64\n",
" 31 IN_SALA_LEITURA 181279 non-null float64\n",
" 32 IN_SALA_PROFESSOR 181279 non-null float64\n",
" 33 IN_SECRETARIA 181279 non-null float64\n",
" 34 IN_COMPUTADOR 181279 non-null float64\n",
" 35 IN_EQUIP_IMPRESSORA 181279 non-null float64\n",
" 36 IN_EQUIP_DVD 181279 non-null float64\n",
" 37 IN_EQUIP_TV 181279 non-null float64\n",
" 38 IN_EQUIP_MULTIMIDIA 181279 non-null float64\n",
" 39 IN_DESKTOP_ALUNO 181279 non-null float64\n",
" 40 IN_COMP_PORTATIL_ALUNO 181279 non-null float64\n",
" 41 IN_TABLET_ALUNO 181279 non-null float64\n",
" 42 IN_INTERNET 181279 non-null float64\n",
"dtypes: float64(34), int64(8), object(1)\n",
"memory usage: 60.9+ MB\n"
]
}
]
},
{
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"height": 704
},
"id": "5bpdLUBjoxuL",
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"source": [
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"outputs": [
{
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" <td>1.0</td>\n",
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" <td>1.0</td>\n",
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" <td>1.0</td>\n",
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" <tr>\n",
" <th>1</th>\n",
" <td>11000040</td>\n",
" <td>EMEIEF PEQUENOS TALENTOS</td>\n",
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" <td>1</td>\n",
" <td>1101</td>\n",
" <td>11001</td>\n",
" <td>11</td>\n",
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" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
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" <td>0.0</td>\n",
" <td>1.0</td>\n",
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" <tr>\n",
" <th>2</th>\n",
" <td>11000058</td>\n",
" <td>CENTRO DE ENSINO CLASSE A</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1101</td>\n",
" <td>11001</td>\n",
" <td>11</td>\n",
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" <td>1.0</td>\n",
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" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
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" <td>1.0</td>\n",
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" <td>1.0</td>\n",
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" <th>3</th>\n",
" <td>11000082</td>\n",
" <td>CENTRO EDUCACIONAL PRESBITERIANO 15 DE NOVEMBRO</td>\n",
" <td>1</td>\n",
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" <td>1101</td>\n",
" <td>11001</td>\n",
" <td>11</td>\n",
" <td>1100205</td>\n",
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" <td>1.0</td>\n",
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" <td>1.0</td>\n",
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" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
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" <td>0.0</td>\n",
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" <td>1.0</td>\n",
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" <tr>\n",
" <th>4</th>\n",
" <td>11000104</td>\n",
" <td>CENTRO EDUC CORA CORALINA</td>\n",
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" <td>1</td>\n",
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" <td>1.0</td>\n",
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" <tr>\n",
" <th>224220</th>\n",
" <td>53084020</td>\n",
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" <td>1</td>\n",
" <td>5</td>\n",
" <td>5301</td>\n",
" <td>53001</td>\n",
" <td>53</td>\n",
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" <td>530010805</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
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" <td>1.0</td>\n",
" <td>1.0</td>\n",
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" <td>0.0</td>\n",
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" <tr>\n",
" <th>224221</th>\n",
" <td>53084039</td>\n",
" <td>COL ANCHIETA</td>\n",
" <td>1</td>\n",
" <td>5</td>\n",
" <td>5301</td>\n",
" <td>53001</td>\n",
" <td>53</td>\n",
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" <th>224222</th>\n",
" <td>53084055</td>\n",
" <td>COL MAPA</td>\n",
" <td>1</td>\n",
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" <td>5301</td>\n",
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" <td>53</td>\n",
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" <td>0.0</td>\n",
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" <td>0.0</td>\n",
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" <td>0.0</td>\n",
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" <td>0.0</td>\n",
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" <td>0.0</td>\n",
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" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
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" <tr>\n",
" <th>224225</th>\n",
" <td>53085000</td>\n",
" <td>COBIAN - COL BIANGULO</td>\n",
" <td>1</td>\n",
" <td>5</td>\n",
" <td>5301</td>\n",
" <td>53001</td>\n",
" <td>53</td>\n",
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" <td>1.0</td>\n",
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" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>224226</th>\n",
" <td>53086007</td>\n",
" <td>CED VITORIA REGIA</td>\n",
" <td>1</td>\n",
" <td>5</td>\n",
" <td>5301</td>\n",
" <td>53001</td>\n",
" <td>53</td>\n",
" <td>5300108</td>\n",
" <td>530010805</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>181279 rows × 43 columns</p>\n",
"</div>"
],
"text/plain": [
" CO_ENTIDADE ... IN_INTERNET\n",
"0 11000023 ... 1.0\n",
"1 11000040 ... 1.0\n",
"2 11000058 ... 1.0\n",
"3 11000082 ... 1.0\n",
"4 11000104 ... 1.0\n",
"... ... ... ...\n",
"224220 53084020 ... 1.0\n",
"224221 53084039 ... 1.0\n",
"224222 53084055 ... 1.0\n",
"224225 53085000 ... 1.0\n",
"224226 53086007 ... 1.0\n",
"\n",
"[181279 rows x 43 columns]"
]
},
"metadata": {},
"execution_count": 73
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "uIwEbKN6E-f8"
},
"source": [
"### Análise"
]
},
{
"cell_type": "code",
"metadata": {
"id": "YQQU9wZMgJlm"
},
"source": [
"municipios = pd.read_csv('/content/drive/MyDrive/datasets/CCF425/trabalho/municipios_tratado.csv')\n",
"rendimentos = pd.read_csv('/content/drive/MyDrive/datasets/CCF425/trabalho/rendimentos/rendimentos.csv', index_col=0)\n",
"\n",
"cod_mesorregioes_sudeste = municipios.mesorregiao_id.unique()\n",
"escolas = escolas[escolas['CO_MESORREGIAO'].isin(cod_mesorregioes_sudeste)]\n",
"\n",
"rendimentos['Código Município'] = rendimentos['Código Município'].astype('int64')\n",
"rendimentos = rendimentos.merge(municipios[['CD_MUN', 'mesorregiao_id']], right_on='CD_MUN', left_on='Código Município')\n",
"rendimentos = rendimentos[(rendimentos['mesorregiao_id'].isin(cod_mesorregioes_sudeste)) & (rendimentos['Ano']==2020)]"
],
"execution_count": 94,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "AFPJVVMdmP8I"
},
"source": [
"rendimentos_mesorregiao = rendimentos[rendimentos['Localização']=='Total'].groupby(['mesorregiao_id']).mean()"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "oDvb02O6uZ48",
"outputId": "35502687-d0d7-46bf-d917-dfd84607f86b"
},
"source": [
"escolas.info()"
],
"execution_count": 74,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 181279 entries, 0 to 224226\n",
"Data columns (total 43 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 CO_ENTIDADE 181279 non-null int64 \n",
" 1 NO_ENTIDADE 181279 non-null object \n",
" 2 TP_SITUACAO_FUNCIONAMENTO 181279 non-null int64 \n",
" 3 CO_REGIAO 181279 non-null int64 \n",
" 4 CO_MESORREGIAO 181279 non-null int64 \n",
" 5 CO_MICRORREGIAO 181279 non-null int64 \n",
" 6 CO_UF 181279 non-null int64 \n",
" 7 CO_MUNICIPIO 181279 non-null int64 \n",
" 8 CO_DISTRITO 181279 non-null int64 \n",
" 9 IN_ABASTECIMENTO_AGUA 181279 non-null float64\n",
" 10 IN_ABASTECIMENTO_ENERGIA 181279 non-null float64\n",
" 11 IN_BANHEIRO 181279 non-null float64\n",
" 12 IN_PATIO 181279 non-null float64\n",
" 13 IN_ALMOXARIFADO 181279 non-null float64\n",
" 14 IN_AREA_VERDE 181279 non-null float64\n",
" 15 IN_AUDITORIO 181279 non-null float64\n",
" 16 IN_BIBLIOTECA 181279 non-null float64\n",
" 17 IN_BIBLIOTECA_SALA_LEITURA 181279 non-null float64\n",
" 18 IN_COZINHA 181279 non-null float64\n",
" 19 IN_DESPENSA 181279 non-null float64\n",
" 20 IN_LABORATORIO_CIENCIAS 181279 non-null float64\n",
" 21 IN_LABORATORIO_INFORMATICA 181279 non-null float64\n",
" 22 IN_PARQUE_INFANTIL 181279 non-null float64\n",
" 23 IN_PISCINA 181279 non-null float64\n",
" 24 IN_QUADRA_ESPORTES 181279 non-null float64\n",
" 25 IN_REFEITORIO 181279 non-null float64\n",
" 26 IN_SALA_ATELIE_ARTES 181279 non-null float64\n",
" 27 IN_SALA_MUSICA_CORAL 181279 non-null float64\n",
" 28 IN_SALA_ESTUDIO_DANCA 181279 non-null float64\n",
" 29 IN_SALA_MULTIUSO 181279 non-null float64\n",
" 30 IN_SALA_DIRETORIA 181279 non-null float64\n",
" 31 IN_SALA_LEITURA 181279 non-null float64\n",
" 32 IN_SALA_PROFESSOR 181279 non-null float64\n",
" 33 IN_SECRETARIA 181279 non-null float64\n",
" 34 IN_COMPUTADOR 181279 non-null float64\n",
" 35 IN_EQUIP_IMPRESSORA 181279 non-null float64\n",
" 36 IN_EQUIP_DVD 181279 non-null float64\n",
" 37 IN_EQUIP_TV 181279 non-null float64\n",
" 38 IN_EQUIP_MULTIMIDIA 181279 non-null float64\n",
" 39 IN_DESKTOP_ALUNO 181279 non-null float64\n",
" 40 IN_COMP_PORTATIL_ALUNO 181279 non-null float64\n",
" 41 IN_TABLET_ALUNO 181279 non-null float64\n",
" 42 IN_INTERNET 181279 non-null float64\n",
"dtypes: float64(34), int64(8), object(1)\n",
"memory usage: 60.9+ MB\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "noRDQoKORyr0"
},
"source": [
"escolas_metrics = escolas.groupby('CO_MUNICIPIO').mean()\n",
"escolas_metrics = escolas_metrics[[agua, energia, banheiro, patio] + infra_columns]"
],
"execution_count": 101,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Y2vz09wrtAaz"
},
"source": [
"qtd_escolas_mesorregiao = escolas.groupby('CO_MESORREGIAO').count()['NO_ENTIDADE'].reset_index().rename({'NO_ENTIDADE': 'qtd_escolas'}, axis=1)"
],
"execution_count": 28,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "BkY55w8uwXL-"
},
"source": [
"mesorregioes_meta = mesorregioes_meta.merge(qtd_escolas_mesorregiao, right_on='CO_MESORREGIAO', left_on='CD_MESO')"
],
"execution_count": 29,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "ETWUCZOMw4UI",
"outputId": "b056e71f-0833-4496-d6b4-abf087ab1889"
},
"source": [
"mesorregioes_meta.info()"
],
"execution_count": 30,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 37 entries, 0 to 36\n",
"Data columns (total 9 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 id_mesorregiao 37 non-null int64 \n",
" 1 densidade 37 non-null float64\n",
" 2 pib 37 non-null int64 \n",
" 3 CD_MESO 37 non-null int64 \n",
" 4 AREA_KM2 37 non-null float64\n",
" 5 populacao_2010 37 non-null float64\n",
" 6 pib_per_capita_2018_pop_2010 37 non-null float64\n",
" 7 CO_MESORREGIAO 37 non-null int64 \n",
" 8 qtd_escolas 37 non-null int64 \n",
"dtypes: float64(4), int64(5)\n",
"memory usage: 2.9 KB\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "xsn3hFUspZlZ"
},
"source": [
"mesorregioes_meta.to_csv('/content/drive/MyDrive/datasets/CCF425/trabalho/analise_preditiva/mesorregiao_meta.csv', index=False)"
],
"execution_count": 31,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "StPY58qypi9D"
},
"source": [
"escolas_metrics.to_csv('/content/drive/MyDrive/datasets/CCF425/trabalho/analise_preditiva/escolas_municipios_sudeste.csv')"
],
"execution_count": 102,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Fh2vSDwro_xm"
},
"source": [
"rendimentos_mesorregiao = rendimentos_mesorregiao.merge(mesorregioes_meta[['id_mesorregiao', 'pib_per_capita_2018_pop_2010', 'qtd_escolas', 'AREA_KM2', 'densidade']], left_on='mesorregiao_id', right_on='id_mesorregiao')"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "qXdG9Hixw5ob"
},
"source": [
"# Análise dos dados"
]
},
{
"cell_type": "code",
"metadata": {
"id": "E9B67Y8Ww7CR"
},
"source": [
"import seaborn as sns\n",
"import matplotlib.pyplot as plt"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Oo6ba52opnZK",
"outputId": "0c196ece-be3e-40ad-d204-cb38d884840c"
},
"source": [
"rendimentos_mesorregiao.info()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 111 entries, 0 to 110\n",
"Data columns (total 62 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Ano 111 non-null float64\n",
" 1 Código Município 111 non-null float64\n",
" 2 Total_aprovacao 111 non-null float64\n",
" 3 Anos Iniciais_aprovacao 111 non-null float64\n",
" 4 Anos Finais_aprovacao 111 non-null float64\n",
" 5 1º Ano_aprovacao 111 non-null float64\n",
" 6 2º Ano_aprovacao 111 non-null float64\n",
" 7 3º Ano_aprovacao 111 non-null float64\n",
" 8 4º Ano_aprovacao 111 non-null float64\n",
" 9 5º Ano_aprovacao 111 non-null float64\n",
" 10 6º Ano_aprovacao 111 non-null float64\n",
" 11 7º Ano_aprovacao 111 non-null float64\n",
" 12 8º Ano_aprovacao 111 non-null float64\n",
" 13 9º Ano_aprovacao 111 non-null float64\n",
" 14 Total_aprovacao.1 111 non-null float64\n",
" 15 1ª série_aprovacao 111 non-null float64\n",
" 16 2ª série_aprovacao 111 non-null float64\n",
" 17 3ª série_aprovacao 111 non-null float64\n",
" 18 4ª série_aprovacao 56 non-null float64\n",
" 19 Não-Seriado_aprovacao 62 non-null float64\n",
" 20 Total.1_reprovacao 111 non-null float64\n",
" 21 Anos Iniciais.1_reprovacao 111 non-null float64\n",
" 22 Anos Finais.1_reprovacao 111 non-null float64\n",
" 23 1º Ano .1_reprovacao 111 non-null float64\n",
" 24 2º Ano.1_reprovacao 111 non-null float64\n",
" 25 3º Ano.1_reprovacao 111 non-null float64\n",
" 26 4º Ano.1_reprovacao 111 non-null float64\n",
" 27 5º Ano.1_reprovacao 111 non-null float64\n",
" 28 6º Ano.1_reprovacao 111 non-null float64\n",
" 29 7º Ano.1_reprovacao 111 non-null float64\n",
" 30 8º Ano.1_reprovacao 111 non-null float64\n",
" 31 9º Ano.1_reprovacao 111 non-null float64\n",
" 32 Total .1_reprovacao 111 non-null float64\n",
" 33 1ª série.1_reprovacao 111 non-null float64\n",
" 34 2ª série.1_reprovacao 111 non-null float64\n",
" 35 3ª série.1_reprovacao 111 non-null float64\n",
" 36 4ª série.1_reprovacao 56 non-null float64\n",
" 37 Não-Seriado.1_reprovacao 62 non-null float64\n",
" 38 Total.2_abandono 111 non-null float64\n",
" 39 Anos Iniciais.2_abandono 111 non-null float64\n",
" 40 Anos Finais.2_abandono 111 non-null float64\n",
" 41 1º Ano .2_abandono 111 non-null float64\n",
" 42 2º Ano.2_abandono 111 non-null float64\n",
" 43 3º Ano.2_abandono 111 non-null float64\n",
" 44 4º Ano.2_abandono 111 non-null float64\n",
" 45 5º Ano.2_abandono 111 non-null float64\n",
" 46 6º Ano.2_abandono 111 non-null float64\n",
" 47 7º Ano.2_abandono 111 non-null float64\n",
" 48 8º Ano.2_abandono 111 non-null float64\n",
" 49 9º Ano.2_abandono 111 non-null float64\n",
" 50 Total .2_abandono 111 non-null float64\n",
" 51 1ª série.2_abandono 111 non-null float64\n",
" 52 2ª série.2_abandono 111 non-null float64\n",
" 53 3ª série.2_abandono 111 non-null float64\n",
" 54 4ª série.2_abandono 56 non-null float64\n",
" 55 Não-Seriado.2 62 non-null float64\n",
" 56 CD_MUN 111 non-null float64\n",
" 57 id_mesorregiao 111 non-null int64 \n",
" 58 pib_per_capita_2018_pop_2010 111 non-null float64\n",
" 59 qtd_escolas 111 non-null int64 \n",
" 60 AREA_KM2 111 non-null float64\n",
" 61 densidade 111 non-null float64\n",
"dtypes: float64(60), int64(2)\n",
"memory usage: 54.6 KB\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "HM1a_bA7pgeL",
"outputId": "8ac0fefc-992c-45e6-f765-84b555d7fa6e"
},
"source": [
"df = rendimentos_mesorregiao[['Total.2_abandono', 'Anos Iniciais.2_abandono', 'Anos Finais.2_abandono', 'Total .2_abandono',\n",
" 'Total.1_reprovacao', 'Anos Finais.1_reprovacao', 'Anos Iniciais.1_reprovacao', 'Total .1_reprovacao',\n",
" 'Total_aprovacao', 'Anos Iniciais_aprovacao', 'Anos Finais_aprovacao', 'Total_aprovacao.1', 'pib_per_capita_2018_pop_2010',\n",
" 'qtd_escolas', 'AREA_KM2', 'densidade']]\n",
"sns.pairplot(df)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x7fc8e0baecd0>"
]
},
"metadata": {},
"execution_count": 37
},
{
"output_type": "display_data",
"data": {
"image/png": 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71tya5Dzlej7NZ45TLv1zv5/3A6botdbZX86crXOn1OsPPjRDp6JWddUVam2aoPOmNI6ae7Fyabe6W+u15LxWah6SpQyEn1cU3mWt/Ytcf9la+5QKfLA6S6N3Ta7XgqjV3GlNvrtbNt2jMTIt9oV4jWJyG2hurq3WrsMjbb/toRc1M4sTXLl1IOOzKkntk+oS7o7qHzyRMDAhjexj51EKqfZ1uglBzvbubKkrq+0Ib1RWhvTxee/xZY1Np1C10+812E26gVDn/WRbn4NSm0Mho86z6tU+qU7zz54YqNwmC1L+3Nq6Z+BELDPO1wqdu6BkMx9jZaGvf3DUdl6zYatuvKRL9z2+LfZzbtvqA+e0ZDRJ2G/bmVVz/C/TOpaub7vrcCShbri95u6BSOyxWWPxY55LgWPmDLccOdewyV93ngK3vf+4eh7YWLQB3GxWOr73ugv16C2LU374BwBIr9B9gUzG6Qp93sjmejG5D2BkdOuDL8YmEaT73Uwkj30C2cr32j/+mviBZ7brxku6VBGSls6cornTJo46rlP1+bb3H1f/0RP6b+e3lex9Z6IU1y6pxhRue+hFzfbZxDGpNGNlewYi2t5/PJYlYyRrpWkTwyV73+Oxro6V9WyPhVS5vv3hl2NjZQ4vx1r9PvbLGELh5FLL8xlTc3vtYo3hFxrZG5uzL3cdjui+x7fp5iUzdO+GbQk/M1Y9qa40Wrm0W5PrJ2jHwWP66/94oyA3Orr1K7zKE4JnrLk1yfUgl/NpPnOccu2f+/28j0TO/jJGaq6t1tULpquvfzBhVeHV18zXnPc0qOfSLkXtyDXD954evYATkE7Jbr/LgS96XtGoVe++o3r6rf3q3XdU0dOf1jknC+eDYb90FJ3HNsTL9rENhXiNYkrV2fvG+q26asH02M84J7h8XvO2h15UX/9gYRtfAqkym5zXlroJKfexte772m1C0FULpse2dzltR5RWcm4l+bLGplOo2un3GuzGbSB0+bxpCT+XTX32c03JpNYGIbfJgpQ/t7YOnjzleuGbiUxy5+dsFspYWdgzEFFzbbU+d9kM3bxk5L/m2moZk/hz+Wwrv27ncjjWy1mmdSw+X21NYd14SZcip4b1pY/OUltTOKFuFKI2+jXPpcAxM8ItR21NNQlfb2sKa8XSGTp7Yo1uXjJjVB4LzS2br+06POrrN/9gk4zRuN+XAJCLQvcFMhmnK7Rs+0TxfYDJDRN08NjJjH83V25j+UCyfK/94z90dybMrFm/TceHhlP2kZL7fNLIMTC1Key73Jbi2iXbiWNeXjeVYqzM+RtOlu7dsE33P9WrSXUTCvY3CsFvWc3XWFnP9lhwy3VF0ifxXo61BmHsN5MxhHLLYjHkUsvT5SN+m7+y87BWrduc0WsXawy/GBi/Ss99XCsc+4xg5dIZmtqYup709Q/q5h9s0tETw7rjkVe1Zv22hMmR+Zzr002GBHKRXA8kJZx32pqyP5/mM8cp1/55EM77OCN+f31y4XSdODWs40PDumlxV+wz2NseelG7D5/QmvUj1wz3PX6mllLzkCk/TxRe6nUDnDszPrrmSf3Ot5/VR9c8qXWv7VY0an17EdLZUqfV18yPFRDnroLOlrqMfj8atbJW+tonLtDKpTNiJ7lsXqPY3Dp7Jq6/nu0Jrlw6kKky+9OXf6Nf9/Un5DRVTlYs6dbPXt4Z29fJGe8fPOG63Z3tXS7bEaXlVmv79vuvxqYzVv3N9LyRbx33SjEGQv1aU9L1D5zv+7GPII3dtiDlz62tHZPq8rrwzSR3fs1mIaXavvded6GslZ5+a78awpW64b906v6nenXvhm36zpO9+vTFHWqcUJGQmXy2lfO78YONNy3u0oHBE4V/wygbmdYxZ7L77cvO081LZuj+p3q1Zv02/fGPXtL1izrU0VITqxuFqI2FrBt+Ps/AXXKOOlpqtPb6hRo8cUrfvn6hOlpq1NYU1qcv7tDaJ3p1+7+9ou882Tsqj5nKNCfZrnRcTuc6ACilQl9DpBsfLdYHf27nsj0DkTH7JNn2p3Lp74x1rQ7Ey/faf6wP3eMz3Lf/qGqrK7Tq6nkJn7l85YrzNau10Xe5LcWYR5AmjhXiM7ex6lmhx+OKcc1YjjV2rKxneyy45XphxyTfjLWW4nxcaMltOHUqWnZZLIZcarlbPtqbaxO2+bVrn9a1C9vV1nSmv+n22rmO4fshe7kKctvTSd6XP31pp/76E/P06Ys7Yp8RfOuJXr2+60jKuTTOPAPn6cbxkvOT7TZkMiRyleock5y9VH2g13cd0b3XXZjV+T2fOU659s+D9Jkvzuyvn760UzOm1KsuXKW1T5z5DPb6RR1qrq3WsZOnXG/UKNdzEAqr0usGuLHWHvC6DW53Zpx3y2K9scdfjz9y5PNojFRL1t995VwtaJ+o9kkjJ4vefUe1Z2BkIMyrR244nb34k2G4KiSnKbmc4KY0pH7NoHUg0z3a6P6nehNy6uRkz0BEddUVGhq2mtnWoI5JI5OEkx8z+9Ur56mjpUbb+4/H/p6z3eO3dzlsR5SWW63tubRLa9Zv81WNTSdd/c3mkSDZ1PFo1MZWMfGyLkvutdkZCI1/35nWZ7fXNDLq3XfUs/eb7jFGnS11vn20fCY59OoRW7lk2a2t0sh5Kfl95pu7+HOZ28/UVFXEVpcuB7PbGvTdG96vYydPqbOlTpt3H9HH7nlSkaGoViydobVP9I66+/mhnkU6P+4xq5lsTzetjWF1tNTo2oXtWrPhzKN1uqfUa0EZbWfkLrl2tDfXasfBY5rcUK0Hexbp2Mlh15riTMg8PjQce3STdGY1vrXXL4zVjULUxnyOheT37NfzDNKLz9GBwRPaeSiingc2xvbjqqvnjeTyH54blcdvfup96j99k0Qm2csmJ27ZdFa949pufFi67GPatXd/2p95592dmpfH33hnx3bNXvAB1++3TTlL69c9msdfAPwt375Acr/HbSwzeZyuEOL/9nmtDVq3crH2Hx19LkvXJ8l2rCOX/g6PHEY28rn2d/KbauyhvblWffuP6oUdh/SlH7+i5tpqffrijoTHxX7livM1c2qDZrY2asfBY77LbSGuXcYa53Hbfs7EMT/1QZ36NXvlYu0ZOKHBk6fUMSnzScKZ1LNCjscV65qxHGvsWON72R4Lbrn+YFeLHstj3xbyM4BSnI8LKVUb1l6/sOyyGM9tf2ebg1xquVs+3J5kceMlXbrv8W1pXzuXMXw/ZC9XQW77WFKdD1vqqvXHP3o5o7k0zjwDKf1cgly2oVv9ZTIk0knOWkdLjW5Z0q07fvJqQo7Oa21Ied559JbFWZ3f85njlGv/3KvPfIPGL/MtnP015z0N2jtwQl/40ejPCXou7VL7pDrde92F2rrnaMJ15tzpTXp9lz/nMcJffDtR2A/c7szYcSD1BfG0nkWaGzcxwiuhkElYxU3K7MPEVB39L/34FT22YrEk+aZj69bZm93WoA++tyXrE1w0avV2/1GtXNqdUEiD2IFMdydS8sWy88iE+EltzbXV+uTC6VrY0TwqC1/88cv6+99doD/45xdSTiR3ckdHHNlyy61zg1N8jU034afU3DqNXZPrRw1IZTuQ6vY6yX/fL3VZKs5AaKrXXLm0W7c++JvzGnoAACAASURBVKIOHjvp2fsd685Nv/YRMs1hJvnLRbpBzlyz7NbWfC58MzmXpfqZFUu6teKHm3T7slmBu+hKNdky+Yah5EH4qE195/+xpMespvvwdKwb0Dpb6nTX5XNjkw+cv3H7wy9r7rSmshj8x9iyqR1fueJ83bNhq7b3H49l7QPntKQ8Hoej0jfWb9VNi7tSZrmqwoz64DaXayxHofrJ5fjh7HjinLck6VP3Pzeqtv3tNfNT5vHVnYf1tZ+/mfdEqVT9Ebdszmlr5NpuHNm1d7/mffbraX/m7S9eldffOGVN2r/x8jdvzev1Ab/Lpy+Qqt9z73UXjnq95HG6QnC7XjuvtWHUuWysPkn8WGRf/6Cefbs/5bWA23ms5Yb3a3LDBNc+WLprdfpJSJbrtb/zM6k+dHeupbfsHojdWHvVgumjbky84yev6rEVi1VZGfJlbvO9dsnnRnUpv5u/iymXD92zuX7LdDxurIkM2fzNbCZF+DGr+RprfO8js1qzymO6yTi5jrWOdTzluvhCJu3xw/hDqjZs3H6gLLKYat9JqT+L/8is1lFjtcWaOJkqH2M9TTKTYyPVmJrb8dK776jn2cuVH46bYos/H65YOiNlNnr3H9WW3QO6aXGXHn7+Xe06HNEXf/yyVl8zX6vWbdaKJd0JC4PE5yeXbchkSOQiOWvL502LTRKWzmTv765b4Hreufi9Z6lrcn1G5+N85jil+t1VV89Te3PtmO+zWJ/5lgu/zbeIRq1+3XdQu12e9ndua4POOWukXt78g00JeX353cOjFngqt3MQCoOJwmm43ZlRW12pyNDIY5CvWjA9thz8s7392nko4vnkkFyLWS4Tn7woKuk6e51nZd+Wvv5B3fyDTWqurdaNl3TJGClkRlbRC1oH0i2zddUV+txlM2SMtO/oiYROhtMJaq6t1vWLOrRmw1ZFXSZMvPabAT3Ys0jHh4ZTdlboiCMXmeRWGqmxd//7G5530KTs62wxBlL9NuBQjIHQ+Nfc3j+oTe8c0vee3q5dh8+cl7x4v6ky29FSo5qqCr2550jC4Ic0sm/Wb9nreR/BywH9dMdMMbJcqNy5ncucn5nWs0jrt+zVcFR64JmRbAbtoivTlTlSDcJncgdz8vac2hjWqeGRv7l17xE9tPFd14n/oZBRVYUpi8F/5Cbb2nHHT16NrWYyVi3Ze+RMTUyV5dbGxCznO2BUqH5yprXcL3fBIzW3/Thsbco8Hs/iHBmNWu07ckI3Le6SpFifxK0/ki6bXNsBQOHkU1dT9Xtu/sEmrVuZ3QpGuXC7Xvu733X/sDTfm57dzpOb3jmoYyeHde6UBs1qa9Q5ZyW+30I9wQHjQzbX/m4/kzz24Exsir8ZcVJtVewzB+lM32zPwMix4sfc5tsPzPdGdT/2QXMduyr0WJzbjSPntNRr75GRaz/n0e5j/c1sr3H9mNV8jTW+99iKxVnnsdCTcbx8sp0fJoenakPUjozFL583LVZbf/rSzkBlMd2NWKn294M9izydOOl2/C+dOSWjBbzS1ZtUx4sfsudmrPE2P7e9EJJrUtSmHld9Zefh2BNjVyzpjtXWbXuPavm8aaoMSd+/8QMaGo6O2o65bkMmQ/pHEMalU42fOgvvxYsMRRWuDrnMGauIvVa+T5AYa45TKGT0kVmtWnv9Qm3cfkDDUWn1L95QVUXI87lpQee3+Rav7zqsO37yqm5ZMiNl7ma2jsxhi/98y+G2wFO5nIOQKJ9aGypy2wLNuTMjXDWymZw7M6Y2TVBHS42uX9Sh+5/q1b0btuk7T/aqLlylVes2q69/0NN2uxWzsdrldPTjORf6Y00iLjWns7eo66zY6ri5ct7brsMR3ff4Nt27YZvWrN+m3QPevLd8pMrsn350lkLGxLL6mX94Tute263o6eVanfd/1YLpsbv3nN+N53xAfXxoOO12L+S+wfiQKrd/eeX5mlhbParGtjWFM65pxZRtnU1XX3Plt7osFef4d14zXFWhNeu3xSbfSt693+TMdrTU6HOXdevatc/os99/Qd95slfXL+pQW9PI/g1XhTQclee5LUYOM5XumAlqlkMho2Mnh7Vm/Tbd9/i2hInhXrY9W5muzOEM+jkefv5drVzanVC7775ybsqVI5zt+f7OFr2+64iW3/uUbv6XTfrWEyPHSnNtdcLxEY1a9e47qqff2q/a6srYI8kcQf8gCpnLpXYYk/hvt+PRqYkPP/+uVixJzHKqVVByvcaKz3Nf/6A6W+ryOk9mUsudwcmPrnlSv/PtZ/XRNU8m9P/hPbf9+M6BY6PyeOfy2fq3F96VJLU1hXXjJV16c88R9e47OmqfOvv+M//4XKwP7fRJ0vVH3M57XNsBQGHlWlfd+j27T080LGaddvvbdRMqc7q+zKRPleo82dFSo6aaaq19olc3/8smfeye0f2bVONLflmJFP6U6bV/psdZ/PESrgqprSmsxpqqhPHN6xd1qKOlRg3hSvXuO6r+wRNadfU83+U2n35gvuM8fuyD5vqeCj0Wl1xDm2urtXXPUX3snjPXfr85FMloHCV+AZnPXTZDNy3u0hu7B7TjQOpr3HKtsWON73mdx3TZy3WcIlNejiU7aqtH9zeeeWufbr6sO6G2fu6yblWEFJhxD7d9t/3AYMr9vctlVcGxalC++XXGtNzOVXOnTczotf3weVohZDLe5te2F0pyTXrijb26c/nshGysXNqtf904Mo4VGYpqzYatumrBdIWrQjpxKqr7Ht+mu//9DZ2KRmOrsaa6+S9eOW3DcheEcWm38dP6CRUpszehomLUeO2KJd2ydqRG/urNvXpj94Caa6slpa9x+dTlHQePqeeBjbE+y/b+455/7lwO/PYZ9W9On/MbJlSmrK+VFSOZSVUrK0zqOV7Uz/KTb61lReE0QiGjD583Rd/81Pv0wo6DsTsz/ui3ztNdl5+vngeeT+jU3vWz13XjJV2ez8jP9U6rsR5DUi53CyfPrHc+NC2H9yZJ1ZVGPZd2KWpHVkae2hjWLT/cNOoC7LxbFuu9U86sWhB/l9TDz7+rP/v4HP35T1+LZeEPP3yufvDcdl29YJqXbw9lyLkL7qGeRerrP6Zt+45q16GI7j29GqCUWGOdVQK9rLXZ1tlCPW48Xjmu4uAmGrWqra7QiqUzFLVnVl/x6v06d32ee/Ml2rx7QEZGn//RSwl5XbNhq268pEv3P9Ubu2Pa69wWI4eZSnfMFDrLpbxbuRyOQ7eVOeLfV1tTWI0TKvSVK+bqjp+8oshQVNWVRt2t9fqbT16goydO6cDgSS1on5j1oLBzrNz3+DbtPRJJuRrKV644X/ds2Krt/cfzzm0Q7mbHGW6148DgCdfzgo27Dk41gdbZ/1Mawrr3ugt18w826YFntqvn0i6d29qgWVNHr06Xri3p6noxHluVSS13+wDG6f/De50tdbr7yrn60o9fie3HO5fP1ton3lJTuEp/9YkLdPzkKdVVV+rQsRPadTiitqawfu+DnfrbX77pmie3OttzaZfClRVF7Y9QXwGgeOKvO5wn3FWEpJqqSkWjtqj11u2ap7VhQk7Xl8l9Kuf9vLnniKSRc2Sq/s4dH52ddnxTOnOtft4ti7XjwKBqqyvV2jih0JsEkDS679PeXBu7RqmtrtAffvhcDZ48pTsfeXVU3+ye375Qb+45GusLdrTU6Jufep9OnoqqtXGC5rQ1Bbof5WXNKpZcx38KPRaXXEOvWjBd31i/NSFjtz/8sr75qffps99/Pu3f3DMQSXjKpPOzHS11ap80ui+fvAre5PqwKkLSs2/3B77/X+rxvWyundK1rdgrl3o5luw4OTysFUu6EzL6+5e8d9R175cfeVU9l3aps6VOC9onpsywn4x1I1by/s7nc+xcr9WTx7Q6Wmq09vqFqqowWR/z2Wa1vblWa69fqC27DqttYq229w/qgukT1d5cm9HfK5ZMVp30w3FTTPE1ad60Rl37/natfeIt3XhJlypC0rzpE7Xml2+OWvCnIiTduXy2fvnabn3ushlp+wXlvg3Lnd9WZ03Fbfx05dJufeWK83XHT15NyF5LfbUe3Lgj9pQQa6UNW3ZrWnONbn/42djPxq+eHRmKxp4gkolManW5r1juFb99zttYM7J4UmVFSN9Kqq+/OXRMvzl8XNMn1qaslXOnN1E/x4l8ay0ThdOIRq2e6TsQu6B2fOHhl3XX5eenLMQVIXk+OSTXYpZ2ufsy6ZS5fVjvTBII8nuTpLf3D8beh2PF0hkps7p594DOOevM4PsbuwcScnNqOJow4bjm9IfXQdwu8Ldo1Ornm/doy+4BrX2iV5GhqG5ekjq3ziqBXk/Ey7bOFuPRzeVSl8eSqm6vWNKtBzfu0O3LZnn6fn9zOKI//tHLCY+UdESGouqYVKMbL+mKXRh6nVsvHyGe7pgpZJaLMSkvnXI4DlPtm5++tFOrrp6n2x9+Wc211fr0xR1a/cutaq6tVs+lXTp/WpOORE4l9J2+csX5mj4x/WBtuhVgnTykuri54yev6sGeRTo+NJxXbkudD+QvVT47Wmq081BEtz/88qjzwi1LunXPhq2SRq9u5Lb/161crN0DY9fEXK6xijEwmkktdzvWnP4/efdeKGS0oH1i7HrLWunB53boxv9yjgZPDusLp29AcuprR0uNPvm+s2OThKXUE6Tc9v20php9ff3WovVHqK8AUFzOdceqdZt17cL22GSZtU/0Fr3eul3ztE8amUiW7fVl8gTC5Alqzvtx+jvb+we16Z1DOnR8KOU5bseBwVE3Qr2x5wjnJBRVqr5P8g2uX1w2Uy31tSlzezgyFJuAIEnb+4/rs99/PnbDedAz62XNKpZcx38KPRaXfF3q9ojsV3ceHnNCX2tjWJ9cmPiUychQVF/68Suaf/bElNeszip4qW7yDuq+lUo7vpfttZOXCzx5OZbsaKmbMGpyVu++oylzH7XSl378inou7dLMqY2+zmO2N2LNactt4k8+1+rJY1rb+4+r54GNeiyHMa1sxtSczwudc8gfx42PeF1nMpmk54fjppjiz/Gf/dCMWEbue3ybpJH92nNpl17eORD7nXBVSDOmNOh7/9mrqxe0689/9lrafkG5b8NyF4TJrG5tnDm1QYtnTNaC9uaE7EnS7ctmJdTStdcvVM8DG0dNNnYWxQlXhTQ0bDO6SS7TWu23Ca3lwm+f87Y11iTcKB1fX2+8pEt3P7ZRX7nifF1xwbSUtVIS9XMcyLfWMlE4jb7+wdijl507n51Jag3h1Hf1LeyY5PnkkHyKmXOhnxyeIHfK4u/Aqa2uSPlh/aO3LNZjAXxvyZzH0sTntXtKQ8qsvrnniGa3Naprcr2WzZmq2W0N6mip05d+/IquWjBdf/nY5lG/8+gtixO2C6tGoRCcAYebFnepubZaVy2YrvNaU+fWWn881iyXOutWX3NVLnV5rNrhdmfngz2LNHda+tVLiym+jyClHpRtm1ijL/+f13xxYeEodA4zle6YKUSWnUztO3KipHcrB/k4dKTaN7cvm6WPzGrV3GlN2nfkhD7zj88pMjTymLs167dpxdIZsRs7pDOTeRe0N8e2c6rj3G0gI2QUy8Ozb/envLg5PjSsRV1n5fVeg3A3OxKlyuddl89NOQj3YM8izWlrGjWQFwoZRaNWr+w8lHL/P7ZicUbZSm5LR0uN7rp8rvYMRGLfL9Vd/mPVcrdjLb7/D++1T6rTzKmNCfnumlKvm767cVR9/f6NH9C+IyfGnCDltu93Hj4emyRcjP4I9RUAisu57pg2Maxr1z6T9qaRYv1tt2uebK8v4/tUVy0YPUEt/vzhTEY7PhRV1NqU57j6CZXq3Xc0dt0RMuKchKJ7e3/qG1zjn4T21XVb9MDvvz9lbic3TNBNi7tiT0ZxXsOZ9Bn0zI5Vs2auWKzOlrpAfa6Qz/hPIcfikq9LnccLJ2fs+FB0zAl9nS11OndKw6hrjObaau07ciLtvim3/n8px/fctt20nkU6dnJ41Db3eoEnr8aSHZ0tdaMmZ337+oUpc39ea4NuWtwV+xzYz3nM5UasXDKaz7FayDGtbLLqtPnGS7rS9hO9kOkkveTjJhq1Cf1Vv5/zxnJea4PuvnKunn37QMqMvHdyfWw7OQs8fPWxzbpqwfTYJGFp5Hyz5fQiZs5TReJrn5e1B7kLwmTW2urU87wawlX69fYDam0M6/2dLQnHaXINHmtRnBVLunXnI69ozW9fmPL8Hi/TWu23Ca3lwm+f83a01OmNPUdc8+Vce3ZPqdcFZzfHxk36+gcTnvRB/Sxv+dZaJgqnsWcgoqgdWbUq/s7ncFVIf3nl+frDD5+b8NjPVVfP0we7Wjzv3BWrmAWxU5Z8B47b6rr7jka0qOusQL23VOqqK0fltaOlRn9x+fn68iOvJnTKH3hmuz743hZ1Ta4fGVQ4q17tk+o0/+yJetPl5LPvaCT2wQOrRqFQnM50/YQKffriDn1j/ciqlSuXdscenebU2GkTw7p6wTTPL6T90mksh7o8Vu1wu9g6PjTsaQacPkK4KqSHn393VJ9g5dJuDRwfynilynI31jGTT5bjM+W2unMx71YO4nEYL92+6Zpcn/IYjNrUK9Y429ntOP/IrNZRAxl3Xzk34ZGAxRxICsLd7EiUKp/pzguVlaFRx6OTxy27B/La//FtOTB4QjsPRWITlv12l39nS53uvnJu7FHGqfr/8F42+X5i6z7XG0Brq88M67Q31456RN5XrjhfF3U264PvbSlaf4T6CgDFFwoZHTs5nLLeFvupAYW85ok//7mNP6Zale31XYdHjRPd9lvnqn/wpK7/h+cSri+aa6tHPe6YcxIKJRq12rwr9bWFMaP/nXwNvHJpt/7k4Vd08NjJhMcTOwskOL8b9Mymq1l7BiLasjt4K3/7Yfwn+RpiamNY5yXdfOjkaqwchUJGs9oaE64x2prC+vTFHbEbxt32TTn2/0u1f9223fote7Vm/baU27wcF3jKVKr32N5cm7K23v3YZh08dlJ3Lp+t5tpqX+cxlxuxcsloPsfqlIbUY1qT67Mf08omq06b3VZM93K/5jJJr5w+S0/+HEZKfbPKnLZGPXa6r//KzoFYXyd+n6Z7skjQtgsSBWEy68nhYa1Y0p2Qvz9bPkd/9K8vxp4Oksm52O2mlfgnzaY7vzsyrdXj4bzvFT/08+PVVle4LqgnjeRj9+GILji7vM4zyFy+tZaJwmm0Nob105d26k+WzdIfJt3F8ac/flUrl3ar59IuXXj2RHUk3enkyGfF1Xx+12/FzCvJd+A4k7r8fBdTPlobJ+iL/32Wbn0w8XEw9z2+VV/7xAXasueIrJUeeGa7Dh47KSOj3n1HY9lyciOl307Oqmxbdg8krH7g9d2cCCZnEk1lyOhrPx+ZaLnrcETfe3q7ei7t0rxpTbG7obKpscVe8Zo6m5ts72L3692nTh/BuZiMWpvw+PDvPT1SZ1OtVOmWzXJfpb1Yx0xypvyYFz9Il690+yb5GGxrCmvm1NST1Zzt7HacP3rL4jEHMoo5kOTXegJ3qXIrZXecO3m8ZcmMvPd/fF/5U/c/NyrjySsAeTUwGgoZLWifmHBecvr/5L24sj2XJ9ffkJFWLJ2h6OlBv4eff1cHj51UdUVI1ZUh3bl8tu762esJH4a2Nk6Ivd6Og8d0z+nH3DmPZb1nw1b94++9P+9V2dOhvgJAaZTLUwPGGn+sqapIeERrKGQ0u61Juwcisf5NyEhzpzXphn/6dUKfzHnk+Jr12xJek3MSCqWvf1Bb9x5J+8Gt8+9JdRO0oH2SZq5YrO39g9r0ziF97+ntsYnszuOJ73+qV3cun60jkSHdvGSGfvrSzrLIrFvNqq2uGHXs8rlC5pKvIdon1WlazyKt37JXw1ElTD5PzlHy9UrHpMQJl59cOD12Q4aUuHK9MYr9ntsEwnLIbbG5HRfDp/+Z7fFQbp9RuF1TO+MozlOdPjKrVQ/1LNKOg8f15p4jCbX1rp+9rq994gLVVFVm9Mh3r5Ri37U2htXRUqPl86bFbmbJ9BxTEdKom7RWLu1WRSi3tmT6fp1jRErdT5xcHy7a6rxjjenkMkmvnFZgj38vzTVV+t4zfaMmW371yrk6ePykWuomaObUhoT5CtKZfTrWk0UQXEGYzNpSN0EbtuzWX33iAh0/eUpTm8L68iOvanv/cUmZ5THVuL9z04pzPsr0/J7NuGq5nfcxWl//oLbsGtBtv3WuVv/izAJlzs2A0shCpy31E/T0W/tjT1Kgno4v+dZaJgqn0dlSpzuXz9bA8VNqrq3WVQumxzrSDz//ro4PDWvm1Eb913OnpNzguc7ej0atdhwY1As7DiWsAsXM/+wl34Hz8PPvjuq0+u0upnxMn1irV3YeTplXGek7T/bG3vedy2dr0zsH9S/P7dDty2YlZCvdpIZUuY5f/cDPd+nCnzpb6nTvdRfq0LGhUdn9143v6uKu1CvfpauxktLW33KfkOln2d7F7te7T50+wo7+Y/raJy5QbXWF/vQnryasWiRp1Ptyy+2Hz5uif399t25/+GXO+1mKz1S5n+dzFZ+75tpqfXLhdJ07pUGz2hrHXHks/hhsrq3Wpy/u0D/9/71afc18bdk9oKgdGWC+fdmshEH7dCudpRvIKOZAkl/rCVJLrpcdLTW66/K5qgwZffv6hbrjkVcS7vB39mPyOb5/8ISaa6tVX1056gOOXPd/NisAeTUw2j6pTjOTVpYi78XlZHbVus1aPm+aKkLSRR2TdHFXiyorx/4kLRq1en3XEa19ojdhgLl+wsiHmyt/uEnNtdXqubRL7c212nf0hLpb6zV9Ym3sQ7KQMTp5yuq+x7clvHaxr9GorwBQGuX21IBU548VS7q14oebEsYqnf5dU02Vls6cErsxa/fh0X2y5tpqLWhvjt14k3ytAuRrz0BEj2/Zqz9bPif2+OxwVUh/8T/O10MbRz64je8LxT+tZ836bWprCutzl82IjX3Om96kv7tugf78Z6/Frm++csX5am+u9fBdFoZbH/HkcNR3q0QGWShkNHfaRO08FEnbH0/39KfHVizWnoGIDh0bch3P+fy/vhT7vXuvu1Crr5k/6tqnHHJbbG7nPmfihzR+j4dUGb37yrm68OyJemv/Ud38g02jsvvOweMJNwdJI9vv3UPH9ObeI3rnwLGMxj/LVXtzrW5Z0j3qqUOZHKvOYj4rl3ZrenOtjp04pf2DJ7T/6Al1npWYzUJ+3uYcI6vWbU45zv92/+gsFOIzlEzndGQ7Sa+cVmB33su8aY1qawrrT5bN0lv7juqvP3GB9h+JqOOsOv35T19LGK+997oLY/vrpy/tjD0Fy48rRqNw/D6ZdXpTja65qENf+NFI32bF0hna3n9cbU3hhDkKvzl0zLWeJX+ONbk+rLf7j+rgsZOSlNX5nXFVxNszENHPXt6lFUu79e3rF+rQ8ZOaVFetv/3FG9p1OKKOlhp97rJufer+Z2P5pZ6OT/nUWiYKpxEKGZ3TUq/1m3fr0xd3jLprbnH3WZrd1uTa+czlLrH4R+M6HxBm+rsYLfkOnF2HI3pw4w492LNIx4eGfXkXUz52HDymXYeOp8zrnLZGPXrLYr2+67C27j2qezdsiz3ibNW6zZo5tWHUY/1STWro3Xd0VK7jVz/grnFkK1Zr96autW1N6VcITFUnJbl+r7OljkcweCjbFef8fPfpyVNWf/UfbyTkNX71glTvK1VuV63brNrqitgkYefrnPczE5+pXYcjeuCZ7WM+8WG8cXLXXFud9SO9nGNwWs8ivXPguP7651t07cL2hBr61Svn6iOzWmOvke9KZ8UaSPJzPcFo8fWyrSmsaxe2q+eBjbHcrbp6nqZNDGtS3YSEldmTz/Grrp6nGz7Yoa+u26Lm2urYSqshI81ua8hp/2e7ApAXA6PkvfT6+ge1at1mXbuwPaHOrrp6nj4+7z1jbvtUfYRvrN+qr18zX7ee/vquw5HYZPQHexZpTluTfr55z6jVK8bqjxQaeQOA0ii3pwbEX2skr4Q51hjOB85p0ZHIqVFPP/n0xR367PefTzgPx1+rAPlqbQzrQzOn6JtPbEt4isN9v9qqNb99oetnDs6qjsl9xb+8cq7WrH8zYQWzO37yqha0Nwd+PMitj9jXP8hqtAWWSX/87f3uT39675SRrD3T2+86nhP/ezf/YJP+49bFuu23zmPRgywl76uaqgqt+OGmhMUnxuvxkOqa2HlSQE1VhZprq7Xr9E1Ct/0/9u49PI76vhf/e2YleaWVVpeVdYmEJAvL+I4xgpgcTIucX6pSp9yCOc2vyWlK6uf0F5Abnia0NOQ0hdLjNvUJijntIdC05ZSDIUBICPFJYzvFPA8QFAw2xsaWhSTs6GbZ1mXltWTN/P6QZ72Xmd3Z3dm5vl/PoyexkLSzM+/5zPf73Znv97l38WrXRiyvCyZltjlUjDJ/Ib7zc/3jn241eHYmepMwkNk1pjboR1GBAFkGvvaDyw8KNN65FutjZmo2esnz6DlSV4Yz4QvYFbN6lygAnY/tz8tnKPma+ddNKzAp7+UrHW3oG5uO+yz34VtXR28SBuKvMa/GXJuaKkuwvqkSY9MXopObKZy6X8h5joxM4psvX66NkgzVdnp9+UpELo6g4yr1/mTi51hLqgPRvGdyfee4KsWqDfqxpb0RY9Oz+NaPD8fV2S/cICxMJPL0r+Ly65brDJknywUivGN0KoLZeTlpuZ3H9hyHv8CXskCnekpMi9IQlWTtJ6lIP+UJnNhlSh7oXIE1DRXY0FqN1sWlrrrIjkxq53VekiEIwNd+cBDde3qjHeruvcexeW1DUraUxk3iftLKtU8En26irKWqtZPn5yBJctLvpKqxqf6bVoe/fzycp3dHsdTqcrraoVWPrKQ2uP7YnuO4M2HlDQAAIABJREFUq70RgPb7Usvm5rUNeGfwLK/7WUrM1NmZ2eiKD3bJi9WU3Gkt6aVV/yRJRt/YNN76aByAgMICEX/6meVJf+PPXzqEwbMz0d9TZjqLPc+7OtrwfM9JyzNtx3pC6mLrpVp2H3jhYPQm4f7xMN44cRqHTp1Lqs0PvHAQy+uDqqsWDE9ml0e1a1lXRxtefOdk9GfsUMOZd3ONTEaweW2Dalb7x8PRmvrGidPoG5tOat9qtV/nJDnuBqiv3LwUX97YishFCQNnZrJqj+QD80ZEZA5l1YAn9/fh8X0LkwA4eTxOFAXMzM6je08vHt/XG/0gVc8Yzuz8PLo62qJtsrvaG5PGlR544SAO/3pCdVyJKBstoQCW1ZRhYPw8Ht/Xi517F7I7MH4e5+fmNdtCLaEAHr51TVJb8S9eOoTNaxvifjYyJ2Eky76K3ai1EbMZG6T00rXHB86EVfsbg2cWxoRGJiN4rudkXF1VZh99vudk3O9VlhRhZOKC6qQHHGNPL/ZYrWmowAOdK3g+QLtPLMnAY3uO4471jXHfH52KYEm1+mfAD7/yQVI23+4/o9oXd7Ns7lNQaF23lDEOhfLQ9D03tuLejoXxiu27j+gaB9GinCPtLSFcfUUlbrhyoa4NqawmYdT4Wy77KhU3XfOU91IoCklt7odefl+1PTN4JoyWUCB6bSooENG6uBTXNVe5Zr+Q8yTWkhd+dRIPdK5IqncPv/IBIrMSfnFsVFcNU2rX9S0hlC4qxNc+sxzbNi1Ffbk/bcY5rkqKllAAV9aURW8SBi7X2bGpC/hl/9mk/Ca231lPKR3OKJxGbdCvuRTSh6NTKQt1Nk+JxTZEeed/7rz2BE6qvB4dmUJtcJHmTb56s6WV603La7CmocK1+5byq6ZMO7s/PzqKk+ciSU8gp6uxWv/NTUv9OJEb6rIkyTgyNKmao4byYnRtWqpZE9Vy6xP5xF8u3JCpfFNyl8mSXmqzQXR1tEGS5bR/w20znZE1YuulVnbPhC/g6PBUNKdayyzNS7LqqgV1wezyyBmASE1t0A+fqC+rajPsaLVtmyqL4S8Uk2aFf3J/H779uatVX++aKyrw7NZP8ppIRORCbuz/pBrfSTWGU1Pmx66eweisrg3lxao/u+fDUZyaSB5XIsqGKApYUZ88g2W69r8oCij0CZpj87H8hSLm5mVIMTM2uokb65gTBIoKVHNbUrTwMXFt0I+zM7N4+s2BuJV4lteVRZfRBi7P3v76idOqeR6Z5Bh7Jng+XKbVHpAvTawlxOwSpebG7r+B8TAOfHwOvaPTqtnc33saT+7v89TswrnMZpvquhU7DjwevpA0C2dXRxsmz89i9+HU4yBmvh+r/rabznHlvew5MqK7PXPg43M4PyclHXc37Rdynvry4qQVyfvG1K8dx0anoqu76alhap+rPXr7GqxvqkBTFTNO6YmigLPhWdU8Vpf64RMvJOV3V88gdm3doLm6DVEiziicRksogGubKqN34Cv8hSJkCSmfjs3mKTGlIco7/43jpSdwUuX12MgUinyi6n9rb67SnS2tXPMmYcqFT0R0kD2Wsoy32mwEqWpsqv+m1NnE1+HNPOZxel3uHw/j+OiUao5OTZzHlYtLNWuiWjava67Cj987lXTd337nWl73dXJ6pvJNyZ1PgO76pzZzV/fe42gOBXT9DbfNdEbmU6uXsfyFIgp9YlxOlYcuEn+uqqRIY8WN7LePMwBRopZQANc1V+nKqtpsW1rt11WfKMeOLetwV3vyzNpa7ZHmmNlaeE0kInIft/V/sh3DaQkF8EDnCjz1eh927u3FryfOZzSuRJQttRks9bT/tfK8trEiabWSh14+5OrMuq2OOUFtcBG2bYofe9y2qQ21wUUALtfiszOzeHxfL57c34fldUEsrw3G5V2ZvV2r/11S5DP3jbkAz4cFqVZv8heKUHZLYs1V9t9vLKvB8rog5iVJ/TN92XszX+c6m62ez9KKfGLSWEX33uO4eKn9ZeSs4/mcnTeff9tN57goCqjRyMXVKu2Z53tOah53N+0XcpZV9UE8ctvquLymukcB0F/D1D5Xe/ClQ5BkMOOkW0NliWoe+05PY3VDuepqCmsaKlhPSTfOKJyGKAoIFhfgoc0ro0uVKI2bk+dmUF1WpPl0bDZPQykN0fufexdPvzmArTe1YlltGVbUBbGkmnf+U2pKXh++dTUeevn9uLw+/eYAbmgNRfOl/Lftd67Fp1pDurPFp/woH4YmIviHfb1JtfahzSuxc2+v6oyX6bKo9d9i62zsk8y8mYf0il2KL/ZJ+b/63VUYD8+iocKvWRPVcttUWYIHOldEl+jyiUB7c1VGtZkoFSV3K+vL0BwK4MGXDqWtf1ozd506N5OUfbW/wfYC5So2Q2fCF9BWUxpd1lTJ3czsvOoyS4n5nJXUVy0Ym47gyprcZzpi3glYyMENrSFsv3Nt2qwC6rOxa+Woc1Vd0sw2APBcz0k8evsaXXWdiIjIrlJdA1ON4cT+3shkBGX+AlxRVYJv/DB5TJQrSZGRsm3/q+W5q6MNvz43E53BVVmRZ2giwsySoZqqAmirLY2u/iQKQFttKZqqLt9smao/onxf6duo9b+7Otowl8sTueRpStauum8jjgxP4tjIVHSFsh1b1mFlfRk+dWVIs+bGjn9qtQcAb60umet4lZ7P0rTGO05PXzB8Zc98jr9xbE+/2fl51frvE4F/+dL12N97Oq49A8Az5xw5Q0GBiNuubkBbTSmGJyKoC/pRWVqYNMYae+0A9NUwrmpMRlhVH9S832tlfZDXK8oZbxTWoby4CE+8diJusGZXzyBuXdeQdgZK5WkovYWfDVHKVXlxEc6Gz6gu910b9OOTS0I55yvTXBOlUxv049joNHbu7Y1b2mzy/ByGJiKaM16myqLWf2OdpVxpLcU3Hp7FY3uO49WujSl/Xy2bnavqsLyujJmkvBFFAS3VCx8ArbuiIm3WtJZbm4rM45WDp3QtY8P2AuUqNkPrJRlrGsrjsts/Hta1zFLizwHGrybAvBOwMND82bWfSJtVQD2DqdqvLZdmdI/9G2dnZrG+qQKvsl1LREQOl+0YTuLvlS4qwLc/dzWOjU5hXrp8gwJXkiKjZdP+V/LcsHUD9hwdjWb0zmsb8dTrfXntrxCJooCOq2rRWl2q2XdIVYuV7/eNTcNfKGJoIhIdG/WJwNKaMvz9z46ic3Wd2W+NXEQUBVxZU4ol1QGsrA8m3RjcUp265sb+zNabWtFQUYxT587H3bDotfqay3iVns/StMaQ68vVv5/rvs/n+BvH9vQJBRZhV89g0n0z//RfrocgAE/uZ5uG7K+gQMTVV1Ti6isuf6+xIoCrGysweCaMwKICfO0H70WvHYC+LGvVRJ4DlImCAhEr6stU7/eqL/fzekU5E9P/CCUuY/bU6334z9c1YW1jeV5m6uFSC5SLllAArTWlKC70qS73zXyRHaktbVZc6MO/vjGQl5nReB5QLtTy6i/w4dm3B7POKjNJZtGbNa3l/l45eIrL2JAl1LKrllO1fOZz+UCiRHqzmmkGtf5GU1WAbQgiInK1TPrLTVUB+ItEFBf68NTrfdGbhNn2I7sQRQFrGiqwvC4YzeiP3zuVtPwxM0v5YMT4Y2y/ZGgigqdeXxgX/fufHcUDnSuYWzJErlltqgpgeV0Q//MXvfAX+HB2ZhYA62s20h0LrbGKVfXJS6Nz37uD2n0zD3SuwJLqAMdgydGUh1VuXl6L9uYqPNC5IuMs8xwgoyyvDaKpqiTufq9HbluNVfXlVm8auQBnFNYhdrmTwTNhlBQVoDa4CE1VnKmH7Ed5Mnzp4lKsb6rEzOxFNFUFsKSaeSX7SnwyeXGpHz4RuKapgjOjke0kLm9aUuTD3LyEztV1zCq5BnNOTqB3lQCuJkBWMyKDzDEREVF6HBclJ1Br1zVVlmB9UyXbeWR7HC8iJ4jmtK4MZ8IXsGvrBszMzqM2yPpqtFRjFRzDcKd0x5bHndwg2xrG2kdGKSgQcdvVDWirKcXwRAR15X6sqi9HQQHngqXc8UZhnZQnSK6syX36bkmS0T8exshkhJ0SygtleZ10y/AYhZkmI6gtk5CYYWaN7ELJq7Kc+MhkJP0vETmME5ev4XXCe/Tm1G55Zla9x4gM2i3HueJ5QETkflbUerPHRcn+7NjmUGvXuamdR9bLZ+7d1i8hd1LLqR2vB06lti8TawJrhfvJcvL3eNzJzjK5DmSbZZ4DZJSCAhFrGipQ5l/I7ODZGbZdyBC8UdhkkiRj9+Fh3P/cu4jMSdHp5jtX1fGEJkdipskszBrZDTNJZC88J8kpmFUingdERF7AWk92wBySFzH3RMl4XhiH+9LbePzJqZhdchpmlvKF81KbrH88HD2RASAyJ+H+595F/3jY4i0jyg4zTWZh1shumEkie+E5SU7BrBLxPCAi8gLWerID5pC8iLknSsbzwjjcl97G409OxeyS0zCzlC+cUdhkI5OR6ImsiMxJGJ2KcPp5ciRmmszCrJHdMJNE9sJzkpyCWSXieUDJPh4cwMr1n9T87yNDv0Zt/Sc0/3t9TTX27P5J1q+/qfN3MDR6OuXPpHuNdH8j123MlZ73mO/9TN7CWk92wBySFzH3RMl4XhiH+9LbePzJqZhdchpmlvKFNwqbrDboh79QjDuh/YUiasr8Fm4VUfaYaTILs0Z2w0wS2QvPSXIKZpWI5wEluygLWPtfv6P531/+8ztS/veD//gnOb3+0OjplH9fz2uk+xu5bmOu9LzHfO9n8hbWerID5pC8iLknSsbzwjjcl97G409OxeyS0zCzlC+i1RuQT4IgdAqC8KEgCL2CIPyZ1dsDAC2hAHZsWQd/4cKu9xeK2LFlHVpCAYu3jCg7zDSZhVkju2EmieyF5yQ5BbNKxPOAiMgLWOvJDphD8iLmnigZzwvjcF96G48/ORWzS07DzFK+uHZGYUEQfAAeB/D/ADgJ4G1BEH4ky/IHVm6XKAroXFWH5V0bMToVQU2ZHy2hAERRsHKziLLGTJNZmDWyG2aSyF54TpJTMKtEPA+IiLyAtZ7sgDkkL2LuiZLxvDAO96W38fiTUzG75DTMLOWLa28UBnA9gF5ZlvsAQBCEZwHcCsDSG4WBhRO6dXEpWheXWr0pRIZgpskszBrZDTNJZC88J8kpmFUingdERF7AWk92wBySFzH3RMl4XhiH+9LbePzJqZhdchpmlvJBtHoD8qgBwMcx/z556XtxBEHYKghCjyAIPWNjY6ZtHFG2mFlyIuaWnIaZJadhZsmJmFtyGmaWnIaZJSdibslpmFlyIuaWnIaZJadhZsmJmFtyGmaWnIi5Jau5+UZhXWRZfkKW5XZZltsXL15s9eYQpcXMkhMxt+Q0zCw5DTNLTsTcktMws+Q0zCw5EXNLTsPMkhMxt+Q0zCw5DTNLTsTcktMws+REzC1ZTZBl2eptyAtBEG4A8JeyLP/WpX//OQDIsvw3KX5nDMCAxn+uBnDa6O20AN+HdU7Lstxp5B90aWa53eZKtd2GZxZImVs77ENug/O3wcxaa+V+4mu757XNyqwdzutUuH3ZM3vbzGof2G2fc3tSs/v2sNbqx/dgD/nOrBvbVHx961/f7HEvI7j5eDjh9a3eBqdk1urjZPXr22Eb7PL6Zo/VmsnqfWw2L71f1lrnbIPVr2+XbfDLsrzayD9ocp21wz7MllO33ertNqN9YPV7NBrfj/XcPO6Vb25+b4B935+X7pux6rW99rpmvLZqbt18o3ABgGMANgE4BeBtAJ+XZflwln+vR5bldgM30RJ8H97h1H3E7TaXnbbbDtvCbeA2ZMLKbeRre+u1jWD37ef2Zc/O25YLu70vbk9q3B5rX9dIfA/e4OU2FV+f50csq/eH11/fLttgd1bvI6tf3w7b4PXXN4MX3mMsr71fJ7DDMbF6G6x+fW6DMZy8/U7ddqdudybc9h75ftzPzfvEze8NcP/708uLY7dee10rX7vA7Bc0iyzLFwVBuBfA/wXgA/BP2d4kTERERERERERERERERERERERERERE5DSuvVEYAGRZfhXAq1ZvBxERERERERERERERERERERERERERkdlEqzfAQZ6wegMMwvfhHU7dR9xuc9lpu+2wLdyGBdwGfazcRr62t17bCHbffm5f9uy8bbmw2/vi9qTG7bH2dY3E9+ANXm5T8fUpltX7w+uvD9hjG+zO6n1k9esD1m+D11/fDF54j7G89n6dwA7HxOptsPr1AW6DEZy8/U7ddqdudybc9h75ftzPzfvEze8NcP/708uLY7dee13LXluQZdmK1yUiIiIiIiIiIiIiIiIiIiIiIiIiIqI84ozCRERERERERERERERERERERERERERELsQbhYmIiIiIiIiIiIiIiIiIiIiIiIiIiFyINwoTERERERERERERERERERERERERERG5EG8UJiIiIiIiIiIiIiIiIiIiIiIiIiIiciHeKExERERERERERERERERERERERERERORCvFGYiIiIiIiIiIiIiIiIiIiIiIiIiIjIhXijMBERERERERERERERERERERERERERkQvxRmEiIiIiIiIiIiIiIiIiIiIiIiIiIiIX4o3CRERERERERERERERERERERERERERELsQbhWN0dnbKAPjFr3x9GY6Z5Veev/KCueVXnr8Mx8zyK89fhmNm+ZXnr7xgbvmV5y/DMbP8yvOX4ZhZfpnwZTjmll95/jIcM8uvPH/lBXPLrzx/GY6Z5VeevwzHzPIrz195wdzyK89fhmNm+ZXnr7xgbvmV5y9VvFE4xunTp63eBKKMMLPkRMwtOQ0zS07DzJITMbfkNMwsOQ0zS07E3JLTMLPkRMwtOQ0zS07DzJITMbfkNMwsORFzS1bgjcJEREREREREREREREREREREREREREQuxBuFiYiIiIiIiIiIiIiIiIiIiIiIiIiIXKjA6g1wCkmS0T8exshkBLVBP1pCAYiiYPVmEWliZslpmFlyEuaVvIA5JzdhnslqzCA5DTNLRERkHl53yUmYV3IS5jX/uI+9h8ecvIA5J6sxg5QvvFFYB0mSsfvwMO5/7l1E5iT4C0Xs2LIOnavqeCKSLTGz5DTMLDkJ80pewJyTmzDPZDVmkJyGmSUiIjIPr7vkJMwrOQnzmn/cx97DY05ewJyT1ZhByifeKJzGxYsS3j15DlOROfzd567G9147gYOnJnH/c+/iqvs24sqaUqs3kShOqswu79qI1sXMLNnPx2fDkCQZ3/rsKpQsKsD3XjuB+597F6EvXY/FZYv4hBTZSv94GNt3H8G9Ny/F4tJFKFlUgJNnwvhgaAIr68uZVXKF/vFwtAMKAJE5Cfc/9y4atm7AmoYKAMDgmTBGJi8gPHsRzVUBLKlmrSbz6XmqWslzZUkR7ljfCEEAPhyexMr6MrRUl/LJbMo7rZqq1j+7eFHC4aEJDE1EUF9ejFX1QRQUiAA4iwCZJ11mtbLIjBIREekTe82sKClQHRflWD7ZjSTJOHTqHI4OT+K+jqUQBQHh2Xl8ODyJpqpijouSaRL7HU2VJRg8OxPXDwGAQ6fO6e6LU2pafb1UfceWUCCn/iH7l/aUOM5a5vdBkmT8x7FRNIcCqucjjxvZTbr6kljbKkuKcHR4Ev5CES2hQMpcs3aREZR7Ee65sRWLCkQsqQ7g5JkwDp2awJoGtrkpN7xROIWLFyX88L1T+MYP30dlSRHuam/EH97YivHpC3jy9Y9wZHiSN0SQrSiZ/e7e49i8tgE+Edj26WX432/0Y9+x0xidirDzS7Zz8aKEtz46i2++nFxrD3x8Ft/5+XE+IUW2Mh6+gM9f34xnfjkQrbUr6oPoHw9jeDKCjqtqmVVyvJHJSHQQRBGZk7Dn6CjOnZ+FTxQxPBHBx2dm8FzPSZydmWWtJtOpPVW98/PXYEmoFKNTlwfiRiYjqCwpwhc2NKN77/HozzaHAmisKMHPjozwyWzKK62amtg/ix2DUPL4yG2rcdvVDRBFQXUWgc+sqOUHMGS42MzWl/ujD1mMTV1AU6V63fzMilrWUyIiojQkScZHp8M4MjSJ46NTOPjxOXSuqcd/+9Hh6PXzv21ehf/zywGO5ZOtqPW/H/zt5ZiXZMzOSxiZvIDx8Cg2Lq1h24/ySi2Lj9y2Gt/dexwD4+ejY0P+Qh9OnT2PL29sxQu/OomhiQgA9b44aUu8biWOA2uNd4xMRnB0eCrr/iFnUrSvkckIltWU4r/+5lL0jU2juSqA/777SPT8SzwfedzIbrTqS+wYqygIqCwpujSRgz/pcwWtXLN2kVEmzs/igc4VODo8idl5Cd/+2VHc3d6ErmffwQOdK5gpyglvFE7h8NBE9CbhxOK/bVMbfn12Bv3j4ZSdCT4xQmY6PDSB7+49jrvbm+Ly+vCtq9E3HkZNmR8Ac0n2cnhoInqTcGKtfWjzSlSWFGk+5c0skxWKfCKe+eVAUq19aPNK/PrsebRWl7JtQLaTae5qg374C8W4gV5/oYjiQh9Ono3g4Vc+iGa/q6MNT785wBk5yHDZPNl/fGQa9z5zIG4gbmV9Ge5qb4zWbGDhQ4sHXzqEKxcHOLsMGUYrs1o1VemfKZQxiNg8fuOH76OtphRl/sKkrG7ffQRz8xIeeOEgB5/JUCVFBfAXikl9tCf39+Fvbl+D7+w5llQ3d23dwHpKRESUgtqNAw/fuho798X3U771ymF8+3NXJ7UViayizCSc2P8Oz85j577euLHRwTNhtFSz7UfGiu1rlxT5kvod3/jh+7jnxlY8vq83Ojb02J7jSWOXQxMR1b64m+XyWYTadStxHFhrvKOkyIcv/fPbWfcPM1mZicxVX+7H3dc3qeZiaCISdz7yuJEdqdWX7buPIDI3jwdfOhR3P9i/vjGAO9Ynf66glWvWLjLCwkM6M3F57Opow66eQWxe28BMUc5EqzfAzoYmFp6CUyv+j+05jtl5GaNTEc3fVxrQt3Tvx+997y3c0r0fuw8PQ5Jks94CeczQRASb1zYk5fWhl9/HX/7uarSEAswl2U6qWvvwKx/gjvWN0ae8YzHLZJWZ2XnVWvvwKx+gvqKEbQOynWxy1xIKYMeWdfAXLnQXlI7ovCRHbxIGFrLfvfd4Uq2WJBl9Y9N448Rp9I1NM+OUMT25TZy15I71jdEPgoDLA3HzErCspgyROQn15X585ealuLdjKb68sTXlTK9EmUiVWbWaumPLuuhyqAqlXRwrMidheCKimtXNaxuiNwkrP3v/c++ifzyctG2syZSJ2fl5dHW0qT5k8ecvHcLmtQ1xPx+ZkzTzG1tPmUUiIvIqtRstlXF7teuqDCS1FYmsoPRz9hwdTdv/fviVDzAyecGqTSUXkiQZJ0an8eqhIbz87inc/9x7SVkEFvInXLr3VS2bytilVl/crXL9LELthrfEcWC18Y6dn78GFy5K+PLGVtzbsRT15f7o7+sdb+N4nT1JkoxzM3Oanw8o/xZi7kXncSM7kSQZY1MXkurT5rUN0Zsygcv3g93VvrDClt56xNpFRvjodDgpj92XVpRfVCAyU5QzziicwicqiuEvFDWL/+y8lPKpQz4xQmb7REUxPhiaVM0rZBmiKKBvbJq5JFtJV2sFQX3GNdZYskpNmR8+UT2v52cvoqYsqPm7zC1ZIZvciaKAzlV1aNi6AXuOjmJeAp5+cwB3XtuYtlZzeSUygp7cJs5aotWWGJuOYEV9EM2h4qTZ4P/X71+ra6ZXonTSZbZzVR2Wd23E6FQENWXqs/jUlxer5rGu3I8yf2HSf9Nqj8Quo8qaTNkIBRZhV88g/r/fWKqaMV/CtAP+QlEzv7ErGzGLRETkRco18Oiw+ri92nW1qbKY10eyBaWf8+WNrbr63zOzF63YTHIhrdlsZciq/Q750r2vWtlsrirGrq0bsKahwjP1NdfPIrRueIsdB1bGkJXxjrqgHx8MTeGL//TLpNlmz87M6h5v07syE5knXXtGuTk49nxU/s3jRnaQapZ0rTHWa66oQMmiAjy5v09XPWLtIiMMnAlr9huX1pSiOVTMTFFOOKNwCmWLCrBtUxt8lxq8sfyFItqbq1I+dcgnRshsZYsKsKI+qJrXpqqFrDKXZDfpaq0oQPUpb2aZrOIToVlrm0MBDE9ENGdIY27JCtnmThQFrGmowPK6IJ56vQ9DExFdtbp/PIztu4/gnhtbo7O2bt99BB+dDmu8ElEyPblNnLVEK581ZX4sqQ7g4VvXJM2M+c0fvY/td65NO9NrosRZMS9elDhLpsely6woCmhdXIoNrdVoXVyq+sHkitoy/PXta+Ly+Mhtq7Gqvlx1lp7rmqtUM19c6ItmcfCM+geDibMOE8VqCQXwQOcK/HrivGrGrmmqxLZNCzOvKHVzVX0w5czZWh9SM4tEROR2yjVwUYGoel1d11gRd/18+NbVWPWJcis2lTxOkmT0n57GW33j2Ht0BCdGpzEevoDInIQXfnUSXR1tafvfyudQRLnSms1WFIS4LDaHivEP/+96FBeK+NpvLcPqT6iP29eVF3vqJmEg988ilBveYql9Zhc73iHJUD1ud7U3ZjSbs96VmYyUrxVw3LKyjnJOSrJ6/Zfly+2Ycr8vbrxA7bi5Zb+Qc2hdV/7ilhVx7XGF8pnvdc1VuuuRFbWL3CdQVKCax+V1QWzffQR/ffsayDL42RRljTMKpzA8GcG/vjGAP/6NVnzrd1fhv/3ocPTpkodvXY0NLVUpOxR8YoTMNjwZwXO/HEzK61/duhrNVSUAmEuyn1S19q9uXY1PLqnEFZXJM64xy2SVoYkI/mFfLx7avDK6xJK/UMS3fncVvv7CexgYP685QxpzS1bIJXdqs0JcVReMe+r6kdvW4NqmCjRfmh1zPHwhadbWro42nDg9jSVG6IpMAAAgAElEQVTVyfWcSI2e3OrJpzIQJ4oCCn1C0gckA+Pn0VDhx6tpZnqNpTb7wCO3rcZ39x5PeQ0gd8v1Gi9JMn7+4Si69xzDPTe2wicC65sq8aklIRQULAwMJs5K3FRZgh1b1iVlsevZA9EsPnr7GlSWFGFo4vIHgYmzDhMlUurryvoyNIUC+ItLy935C0Vs29SGB188hLMzs3j09jVY31SBpqpAUk1OrKepPqRmFomIyM1GJiOoLClCadHCZAmP7TkeN5YUuTiPrTe1QpIBUQCC/gL2I8h0kiRj74cjOD4yHZfRv71zLZpDxRgYP4+n3xzAPTe2ormqGOPhWXz108vwP35+LPqzj96+BkuqeSMMGUOr/xCenceP3zuFXVs3YG5ewqlzEfzxv70TzeGDv708KZvb71yLT7WGPFdbcx2nUG54ix1zSOwDJtI6btdcUYHfWFaj+xik618aLV8r4LhpZR3l2CoPjsSO/T9y22qU+Quw9aZW7Pj3Y6rjBbHctF/IObTq06/PzWBx0J/UTo/9XEFvPTK7dpE71QYXJeXxoc0r8Y+/6MXA+Hmcm5nDl/+lZ2HFhFAx7utowzd++D7rKenGG4VTqA36cXZmFiNTs3jl4Cncc2MrBAGQZWDnvuNY31SJK2u0P8xQa0DziRHKp5KiAqy5ogL/8xe9cXl9fN9xtDdXonVxKXNJtpOq1j6+7ziubbpetSHDLJNVaoN+HBudxs69C7V2UYGIdVeU46GX38fA+HkA2st4MbdkhVxzp8wKoWS5qSqQcqCjyCcmzdravfc4vrNlHQ6dOoeZ2XnUBjlAQqnpzW0m+dT6gKQqsCjub6SjNvvAN374Pu69eSm+/bNjGS/lSO6Qa62NzdXj+3oBLORz97aNkOSFwWyldsbmKnbwubjQF71JGFjI5oMvHcLWm1rRvac3+jt8SIn0EEUBLdWlkGVg602taCgvxqmJ8/jXNwaiN54/+NIhvNq1MVpnE2tyrPpyP7o2LYUyqcULvzqZ0dKzRERETlUb9OOu9kb8ze6jqCwpio59igKwdHEp/uP4GCR54do4NBGBv1DEq+xLkMkGz4QRmZWiNyQAC/2Jr79wEE98oR1bn+7B0EQET73eh+99oR3f/NHhpDyvb/LWbK2UP5Iko6TIF+0/xNZHUQAe6FyBNQ0V6B8P4/ef+mVcZh/96VFs29QWfQB30/Iaz80krDBiTFjPDW+SJKN/PIyRyQhKigqiDxcolFk5Mz0GqfqXRtNaASfXsb18/V0rxM4wLQjA333uapyfvYigvxDlJYX40j+/HTfmmjheEMtN+4WcQ+uzgbqKEnz9B+8ltWtW1pfpGu9KZGbtIndqqgqgrbYU39myDpORORQXFeDUuRmMTc/CXyji2MhUNMeb1zZEbxIGWE9JH94onEJLKIBHb1+D/vEwBsbPRz+sUxwZnkw5KxqfGCGzzc7PoyUUUM3ryGQkusQtc0l2km2tZZbJKrEDbC++cxJfvKEZPQNn4wa/APUZ0phbsoLRuUs30DEzO6/6ZPb07EXc/cSbfKqVdMk2t6nyadTDGlqzD9QF/agv92NoIsJZMj0o11qrlqvKkiK8M3gOD8bM5ppYO2Mz/8aJ06rtkWW1ZdGBcD6kRJkanoyge08v7u1Yip174/tqemudJMn4YGgKT7zWFzczcVttKbNIRESu1xIKYFlNGSJzEoYmIkljn917eqMr8Tz95sIDOexLkJkkScY7g+fQPx5W7esW+oS4VXhiVzZ5fF9vtI/RVMV2HeVObabRro427OoZxLZNy+JmKE0167BSaz91pfdmElYYMSacbhxY76pbdu/35WsFHDetrNMSCmDn569RnXm+QGUVt1Tv0037hZxD7bOBro42/PrsedV2+g2tIbRUM49kPlEU8JttNXj1/SF8M2Yl7m2b2tBUVYJHfnIk+rOCANZTyhhvFE5BFAWsb6pAUYGo+nTJsZEprKwPpjzB+MQImSkUWITTl54kScxrSZEv+m/mkuwkl1rLLJMVYgfYhibO455/6cGXN7bqXsaLuSUrmJk7rSezB8/M8KlWyojRuTXqpnnNjJ+dwR3rG6MflHKWTO/JJbNqubqrvTF6kzCQvnZqZXNFXTDug30+pESZiJ01KNtla9VmC3psz3H85D712YWIiIjcRBQFrKgPql5H5y/9U1mJ554bW/HU633sS5Cp+sfDePClQ5rjm7VBf1I/hxMhUL6o9R269x7Hrq0bkmYG1uoDy/Ll/+/1eprvMWGtVbd2bd2A83PzjqkPWlnKNT/5+rtWEEUBS0KluPeZA0kzz+/auiGj9+mm/ULOoXw20LB1A/YcHcW8BDz95gAevGVF2ntriMw2eHYGX3/hYNJY6nNbN+DszGzcz7KeUqZEqzfA7pqqAvAXinho88q4D0a6OtrwfM9JjE5FLN5CostaQgH4BAFdHW1JeZ2bl9L8NpF1WGvJaZQBNlFYeFL6hV+dTKq9TnhSnigflCezY8+HhzavxPM9J+N+TnmqlchMSv3e0FodXW0jU8pqCGptFkHgNYCyo1Y7lZnnYqWqnWp/Y8eWdVhSHcg59+RdSq5+/N6prNu7WrMFjU2zHUBERN6wpDq5ndbV0YYX37ncT47MSfCJYF+CTKe01TIZ3zSib02kRqvvcH5uPilnan3gbZsWaivHZsyR6ng5qT5ojafkmp98/V2rjE6pH++Z2fmM3qfb9gs5hygKWNNQgeV1QTz1eh+GJiIYOjfDe2vIdlKtmhBbP3/83ik8cttq1lPKCGcUTkOZ1vvwryew9aZWSDIgywtPlxQVCCgu9OGNE6dRG3TGE3HkbqIo4MrqAP761Q9wz42tEISFvO49Ooz/tDTErJJtiaKAjqtqcWT4cq0NFPkwL8m4q70RxYUFkCSZuSXbqSm7PMOaJMv41mdXIeAvQEuoBCvry5lZ8iTlyeyr7tuIwTNhlBQVILDIh7Mzs6gv9+OO9Y0QBMAnAHXB5KdaJUlG/3gYI5MRtlvIlpTVEBL7h2dnZrFxaTXuuKYhmlur8szzyHnUZryWZfUZAQQI6BubTjquoijgMytqsWvrBgxNRFBfXoxV9UEee8pJNJt1ZTgTvoBdWzdgZnZhZqgCH/B2/xmEZy+iuSqAJdXqtYazBRERkVfFtsuvqi3D7m0bMTwZQXGBD127DmBo4vJDM/5CEZuW1yTNmEmUSq59P0mSUVJUAH+hiKGJCJ5+cwD33NgKnwhsuqoGaxqZRzKXnr5DbO4bK4vxb/d8EpOROVxRWYICn4BrmiocM5OtnempL27p6+ldhSzTmmvU6mZ2oXW8RUGIa+eke59u2y8Uz+7j0onjp4tLF+Fvfhp/b82unkF0rq5L+Xfs/j7J2ZT7D9RW+vjkklBc/WyqLMH6pkrWU4/JpQbxRuE0JEnGz46MYPvuI7i7vQnde48jMiehOVSM+zracPcTbyIyJ8FfKGL7nWvxO6vrUVCQ20TNvKhQtiRJxkdnwvjP1zXhsT2Xs3rvzclZ/USFH6HAIuaLbGVoIoLiQh+efXsQd7c3Yee+XkTmJDzxWp+huWWdJSNIkoyPxqfx4G8vR3h2Plp3laf1ltcGdeeMmSSzmJU1URRwZU0prqwpjb7uzs9fg+Mj03HnSvOlp1qbqi7fVLn78HB0yTrlfOpcVcdzwuPsUCdjt6G+3I/ldcGkrF7XUhXdLqvyzPPIWrlkNXFJUEmSsWPLurhjuW1TG/5k17s4OzObdFyV8YvEY7+yvgxDE2xjUOYS87y+qSp6vd774UjSdf3v71qH316dXGuU2YISs8nZLYiIyM3U2uXb71yL315Zh9dOjMWN4fsLRfztnWuxig+dUwYy7fsltu0ay4vx0w+GsePfP0RXRxu69x7H0EQET73ehx1b1vEmYbKEWt9h+51rMR6+AABoqixJ6vd2dbRhV88gHuhcgc5VdWipLrX4XTif3vqit69nh3G9dBLHZBJlO96W7u86idrxThyn+syKWgyencFbH42nPNZu2i90mRPGpdXGTx+5bTW+u/c4BsbPw18o4tHb10AUoDmJmVY7n/ffkBGU+w+2bWpLGndVspVYP1lPvSXXWivIsmzCZjpDe3u73NPTE/e9vrFp3NK9H5E5KToDmk8EbmpbjN9/6q2kO/if+EI7blxanXXhd8LFk7Jm+AFMzKyS18qSouhsfctry/CnP3gvKav33NgaHfBhvkhDXkKhVmuB+Pz++S0r8PU85ZZ11vXyXmsVSmbvvXlp9KZ2hdIm2Pp0T9qcMZOeZ1pmrc7aidFp/M539yedK1tvasXyuiA6V9WhfzwcbXvH/syrXRvZybUPU9sHgPXZ1dqGnZ+/BktCpRibVn9SO7YvqTAjz1a9rs2ZUmvzkVXlw7SB8TAOfHwOz/ecjM48l3hctY791pta0b2nl20MZzGtfaAlVZ77x8P44bun8MRrfUl5+8l9G6MPCiX+vf7xMGe3cDfLc0uUIWaW8kqrbfb9P7gOX/rnt+PG8EUBKC3yobEqkKqtZnpfjOwtk75fYtuuOVSMv/zsKvzxv72T9PmnwTNbs9ZSRpSHEg+enECBKKKtphT/ffeR6M1bsWPuitjPjgwY+2Bmob++xB4vSV64nq1tLEfHVbWWP0hvNBuPt5naPpAkGR+dDuPYyBSODE8mjVPp/VyM3CmD88SyWqu1jbv+aAM+Pncex0am8HzPSdVJGtL9Dd5/42qm1Vrls9TE/uINrSF8ckmIuaKca21uU996wMhkJLpzhyYieHxfL7r39OL09IW4nQ4AkTkJPQNn0D8ezvr1+sfD0Yay8jfvf+7dnP4meYeSVyWrO/f24ujIlGpWBYH5InuJze+xPOaWdZaMomQ2clHSbBPoyRkzSWaxOmujUxHVc0WSEd2O2LZ37M+MTkVA3mV1drW24d5nDkAQgA2t1WhdXJo0QGNVnnkeWScfWVVmCPAX+tC9pzdueerE46p17CX58v9nG4P0SpXnkckIJBmqeRs8o54vJctaNZOIiMhttNpmH5+ZSRrD797Ti8kL82yrUUYy6fsltu02r23AgY/PqX7+eX5unm01skz/eBj3PnMA3Xt6ceGihK8+9y4Gxs8DSB5zV8R+dsSxD2PorS+xx0u5nt37zIG4a5kdxvWMwPG2BaIoQBCAI8OTquNUej8XI3dywnmitY1nZmbxp8+/F811qvxq/Q3ef0NGGDgTVu0vvtE3zlwRgNxrLW8UTqM26Ie/MH43+QtF1JcXq35/XkJOFzonXDzJvtTy6hOgmlU55sNi5ovsIDG/+cot6ywZJTazanltqynDvR1LUV/uB6CdM2aSzGJ11rTa1bJ8eTu0fqa40Ic3TpxG39g0JIkroniN1dnNdhu08lxT5s9pWyRJRt/YtOY5ka/XpfTymVU9x1XrZ66qLUvbHiFKlCrPtUG/5lhDYFEBr9VERETQbpuV+gvS9o2J9NDK2OJSf1KfMbFtJwiAJKu359h3JCvFZlUQgMqSInzl5qW4t2Pha1GBqFlDmV/j6B1b0jMOYodxPSPo3Sfpxu3cQHl4WOtemVjZHGsv7EO3csK4tNY2lhQVJF1zKkuKVPOb6rMuwJk1juwjUKTeX9RzLyLrpzfkWmt5o3AaLaEAdmxZF3cj0I4t63Du/AVs29QW9/2vfnoZXjl4KqcLnRMunmRfankNBYrw1U8vi/teV0cbXnznZPTfzBfZQWx+X/jVSdUaa0RuWWfJKEpmf/zeKXR1xOd126Y2PPrqETy5vw9f2NCM+nK/Zs6YSTKL1VlTa6cobRJlO9R+5pHbVqPr2QP4ve+9hVu692P34WF2bj3G6uxmuw1afcmWUCDr7VCWa7yle7/mOZGP1yV98plVPcdVq85++2dH07ZHiBKlynNLKIAV9UHVPtvXfvAer9VERERYaJv97Z1rk8aLpiNzSd9P7BsT6aHVR/hofDqpz6j0BWKpjWluv3Mt+45kqdh+SOkiH754QzOeer0PO/f24sn9fShbVKBaQ185eIpjHwbSO7aUy0PNTrve6dknesbt3KA26Fe9hvzN7WvxysFTcT+b6bH2yj50KyeMS2ttY135oqRrzhdvaEZdMDm/qT7rUv7ttBpH9lEbXIRvbl6p2tZJlSvWT+/ItdYKssxQKNrb2+Wenp6k70uSjP7xMEanIqgp80MUgM7H9qOypAh3rG+EIACiAJQW+dBYFUDnqrqsl+VRTl5lCQ7lgObyN8k2DD+AapmVJBkfnQ7j2MgUjgxP4vmehQbJHesb4ROBG1pD+LMXD2Jg/DzzRenkJRRatRZYyO+hU+ew5+goigt9mJdkRC5K0Rr76E8/zDm3rLOuZ0qtVShthDPhCyj0iTgTnsWBj8/h+Z6T0SWX/IUitt7UiuV1QdWcMZOeZ1pm7ZA1pZ1yZHgSx0am8HzPSZydmY3bjti2d3GhD13PHoguMQgsnFOvdm1E6+JSU7aZkljSPrBDdrPZhsS+ZEsokNM2940tfOAbOxOL2jlh9Ou6gGl9sXxmVc9xjW1Pz0vAi+8stEnStUfIdkxt06pJl+eLFyW8PXAG52fncXr6AkanLuDf3hqM5o3Xak+yPLdEGWJmKe8+GpvGS++egiQDsrzQNjs7M4ufdm2EJCNl31iF6X0xsj+tzy8T+4w/uW8jPhyZirbtmkPFuK+jDd/dexyb1zbAJwLtzVX4VGsIBQWGzjHFWksZie2H3HvzUuzc15uU5592bYSMhVlNS4p8mJuXUBVYZNTYBzN7id4xiHTjIHYY1zNKun2id9zOYJaN1W7ffSTuGrKhpQo//3A0p2Nt0T4kA+kcl7a01qpt40enw/id76q3oa6sSc6e8jdGJiOYm5fx0MuHeP+Nu5lWayVJxv7eUcxckHBkeBLzEvDKwVN4oHNFylyxfnpLLrW2IP+b53yiKKB1cWn05HnjxGlE5iQMTUTw+L7e6M99/w/a8RvLanIq+KIooHNVHZZ3beSHupQVURRwZU0pRqci6N5zOZ9KVm9oDeH7f3A980W2JIoCZmbn47Kr+P4ftOPZrZ/MObess2QktTZCYn4jcxKuuaJCs43ATJJZ7JA1pZ2ypDqAlfVBfOrKUNJ2xJ5Xb5w4HXeTMHB52SZ2bL3DLtnNZhsSrxO5SrVcY+xrGP26pE++s6rnuGq1p9O1R4gSpctzQYGITy4J4RfHRvH1Fw7F/S6v1URERAuGJyOq45wjUxFsaK1O2Tcm0kPr88tYkTkJY9ORpLZdU2UJ1jdVcjySbCW2H3JsZEo1z0oNZX8jv/SOQaQbB7HDuJ5R0u0TveN2Thc9pnVlScc012PtlX3oZk4Yl1bbxtEp9eyNTUdUbxSO/RuSJPP+GzKMKArYuLQGg2fCqAoUYWb2Iu64pgFLqlPnivXTW3KptbxROAvKEhmJd+I3G1TwnXDxJPvTymlt0M98ka2lqrFG5ZZ1lvIl2zYCM0lmsUvW9G6H1jnFZZu8xw7ZtcM28JywPzvnxKgxC/KOdHkWRQEtoQDrEhERkYZ07Xc7tB3JXVJlTi1vzB/ZkZJVAOxrOIDeG4q9UG+8NG6ndUxzPdZe2odkL7lkzys1jswjigJaqkvRUq0/U6yfpJeh68d4RUsogB1b1sFfuLD7lOnjW0IBQ19HkmT0jU3jjROn0Tc2DUmSDf375G75zCmzSflkVHaZU7JCLvllZskJzM6pWe1ucj+31FieE96UaX6ZEzJaqgwyb0RE5EV622e8TpLZUmXOLf1icq/EjDZVlrCGUhy71zGvXPfzeRy8sg/JWmoZZvbIjjKpt8ww6cUZhbNgxhIZkiRj9+Fh3P/cu4jMSdGTuHNVHWcAIl3ylVNmk/LNiOwyp2SVbPPLzJITWJFTNy1NR9ZxU43lOeE92eSXOSEjpcsg80ZERF6TSfuM10kym1bmALimX0zupFVbP7OiFq+yhhKcMb7nhet+vo+DF/YhWStVhpk9spNM6y3rJ+nFG4UzJEky+sfDGJmMoDbox/UtobycWP3j4egJDwCROQn3P/culndt5JT1pFvsMgeJ2c32osBsUj4ZVWOZUzKbWo3NJGvMLDmBVTk1ctkmo9pD5Cxuq7F6zwnm3R2yza/ZS94xb+6llsHtu4+gocKPmdn5uLavE2sqERFRpvrHw9i++wjuubEVwqXmzvbdR7C8rkz1WsiliMkM6cYm+8amXdUvJvfR6vu+eimjajllP9SdtI6rU8b33H7dz+U46D1n3b4PyVrpMpxt9nhNIqMpWa0sKcId6xshCMCHw5NYWV+Glmr1jLJ+kh68UTgDZj6pNjIZiV6cFJE5CaNTEZ7UlDEjs8tsUr4wp+RURmSXmSUncHpOnTDrBOWH07ObDebdPZyQX+bN3RIzWF/ux93tTbj7iTd5vImIyJPGwxdwd3sTuvcej14LuzracCZ8wTbtM/IWPe1xJ/QryNsyzSj7oe6U6riyjtlDtseB5yzZRT5qCfNN+TAyGUFlSRG+sKE5ru/ZHAqgqYo3olP2RKs3wAiCIGwTBOF9QRAOC4LwJ5e+d7UgCG8IgnBIEIQfC4IQzPV1tJ4u6R8P5/qnk9QG/fAXxh8ef6GImjK/4a9F7mdkdplNyhfmlJzKiOwys+QETs+pmW15shenZzcbzLt7OCG/zJu7JWbwjvWN0cFpgMebiIi8p8gnJl0Lu/ceR6HPFR+3kQPpaY87oV9B3pZpRtkPdadUx5V1zB6yPQ48Z8ku8lFLmG/Kh9qgH3e1J4/DPvjSIWaLcuL4kQtBEFYD+CMA1wO4GsBmQRCWAngSwJ/JsrwGwEsAvpbra6V6usRoLaEAdmxZF71IKU+dtIQCun5fkmT0jU3jjROn0Tc2DUmSDd9Gcg692dWTm1yzSaTFyBprRk5ZZ0lhRHa9UFt5ztiX3mPj9Jya2ZYn4xhRO5ye3Www787glv4X8+ZuiRn0iVA93gPjYbbviIjIE2Zm51WvhTOz80k/y7EQMppapvS0x53Qr6DMuanGZJpRp/dD3XTsjJTquLKO2YPacdh+51qMhy+kzLLTz1lyj3zUErPyzWuHNyjHeTx8AUtrSlk7yXAFVm+AAVYAeEuW5RkAEAThPwDcAWAZgNcu/cy/A/i/AB7K5YWUp0tiT8R8PakmigI6V9VheddGjE5FUFPmR0tI3/ThnNqeEunJrt7c5JJNolSMrLH5zinrLMUyIrtur608Z+wrk2Pj9Jya2ZYnYxhVO5ye3Www7/bnpv4X8+ZuiRksLizAE6/1JR3vAx+fw/k5ie07IiJyPa22T20wvu3DsRAymlamrqotS9sed0K/gjLjthqTaUad3A9127EzUqrjyjpmD7HHYWQygrl5GQ+9fAgD4+dTZtnJ5yy5Sz5qiRn55rXDGxKP8591XsXaSYZz/IzCAN4HsFEQhJAgCCUAbgFwBYDDAG699DN3XfpeEkEQtgqC0CMIQs/Y2FjKFzL7STVRFNC6uBQbWqvRurhUd4EfPBPG0eFJfHljK+7tWIrKkiJObe8imWRWoZVdUUD0iaPBM/qXRMg2m+RdenJrdI3NZ061lhAZPBPmk3wuYUX7wC61NR9PpHLZnfzLpn0ApD42almwS06zwVkn7CddbrOtHW7LbjaY9/zIttaqic13fbkf99zYiqPDkzh0aiLp2mv3/DJv9mVUZmMzuKahPOl4d3W04fmek3E1mrOcULaMrLVEZmBmvUdv2yexP1NZUoSjw5P4xbFRy6+NzK396Gk7afWRfSJ0ZdLu/YpUmNlkRo6Z2EUmGbV7PzRVZu08Vm51PtIdVyfXMSfQW2uV41Bf7kfPwBl89uqGtPek2P2cJWfKtn1gRC2JrZeioK8tlgs7XzsoM3raCJUlRfjKzUsBAfjm5pWsnWQox88oLMvyEUEQtgP4GYAwgHcBzAP4QwDdgiA8BOBHAGY1fv8JAE8AQHt7e8rWrhOeVJMkGe8MnovO7qJ8YPP0mwMYnYqgdXGp1ZtIOcoks4rE7C4u9eOj8Wl0PrY/mpNHb1+DypIiDE1cnqZembaeuaFc6cmtE2qsQm0JkcqSIrwzeA4PvnSIT/K5gNvaB3rl64nUVMvu8BpjjGzaB4D2sTkTvoCjw1OuejrZTeeqW6TLbTa1g0/WL2De8yPbWqtGyXd9uR9f2NCM7r3HEZmT8MRrfY7LLPNmX0ZmVqEc79CXrsf+3tOQZeDpNweiYwnKkrCsxZStfOSWKJ+YWe/R2/aJ7c8ktvmsvjYyt/aitx+r1Ucenoy4vj3OzCbz+piJ3fuhqTJr17FyO+TD7sfV7TKptZnek8JjS/lgVftArV7u/Pw1+Ml9GzE2nZ982/XaQZlL10aoLCmK6zs2h4rxD79/LfwFC6vYsHZSrtwwozBkWX5KluVrZVm+CcBZAMdkWT4qy/JnZFm+FsD/AXDCiNey+5Nq/ePh6E1qwMLFoXvvcdzV3sjpxz0uNruCANz7zIG4nDz40iHc1d4Y9zuctp7MZvcaq1CWEIl1V3tjUv3lk3ze4ZTsppOvJ1LVzhleY+xB69gU+kRXPp3slnPVK7KpHXyy/jLm3d6UfN+xvjE66Ac4N7PMm7eIooDFZYvw5P4+PL6vN3qTsFKjWYuJiMjt9LR9YvszbmnzUX7obTul6iOzPe49HDNxbj/UrmPldsmHU4+r12RzTwqPLbmFWr2895kDEATkLd92vXaQsWqDftzVHt93HBg/jz/+379CbdDP2kmGcMWNwoIg1Fz63yYAdwB4JuZ7IoBvAPhH67YwntqyHUYt5aH1JMmy2jJOP05RqXKSzbT1qfJr9TI15B6SJOPE6DT2Hh3BW33j6D9tXZ7UlshZVlOm+SQfuZdS497uH8d7H591fK1L9URqLrislH1pHZuZ2Xnb1TQ9bQq2O9wlm9qRrzqWCWaV9FDy7RNheWYVZueS54H1cjkGqWq0HWqxXTDnRETWy+fnMbfNnsEAACAASURBVKnEXisFwT5tPrIfvW2nTPrIiRm/eFFim8RlYvNQX+5H16al+PbnroYsQ/P4er2dbpe2uV3HyjPJh132ZSpO2EankiQZZ8Oz+LvPXY3td6zB135rGerL/bwnhWwnX+0hK66ndr12kLFaQoG4e07qy/34ys1L8eWNrRibvpCUWV7rKBsFVm+AQV4QBCEEYA7AV2RZPicIwjZBEL5y6b+/COD7Rr6gJMnoHw9jZDKS0fTeWtPQz16UDVnKQ3mSJPbC5C8UsaIuyCcLPCwxr/Xl2jl5NcMlP1ItRQPA8mVqyJkSM9tUWYKfHRmJy9K2TW1oqy1Fx1W1pudJbYkcWYbqecUn+dxLqX/bdx/B3e1N2NUziM1rG+ATgeuaq3BDawgFBc56JkurHZFrjrmslH1pHZv+8bCtapqepe/MWh4v234AZS6b2pGvOqaXnbJqFzxn1Cn5bqgoji7TqLCi3urNrlHH0mvngR3legxS1ejEWlxfvjAbxszsPPrGpj1TB5hzIiLr5fvzGOU11NpIsdfKsekLeHK/9W0+siel7VRZUoQ71jdCEACfANQF4/Oht4+cmPvmUDHu62jDN374PtskLqLkYeW2jXhn8Fx0Zs9Ux9fqMRM98jWGYKe2uV3HyvXmw077Uks228jxK30kScbeD0dwfGQaj+05Ht2/X/30Mjzzy4GU96RwH5OZ1OrAI7etxnf3HsfA+PmUdSFdVq24ntr12kHGEkUBK+qD0b7BFzY0R2cXfnJ/H3ZsWYfPrKjF4NkZjExGcHFexjdePpQ200SxnHX3igZZljfKsrxSluWrZVnec+l7j8myvOzS15/JsmzYrfPKReWW7v34ve+9hVu692P34WFdd+erTUN/8OSEYUt5aD1JsqSaT5J4lVpePxiaws7PX6Oak0yX/Ei1FI1dlqkhZ1HL7E/eH8L23UfisvTYnuM4eHLCsjwlLpGzpJpP8nmNUuM2r23Arp5B3N3ehKde70P3nl780dM9+Mn7Q457ci+fT6RyWSn7Ujs2dns6WU+bwox2Ry79AMpOprXD6uzaJat2wXMmNVEUsKah3Bb1Nl0ujT6WXjoP7MqIY6BVoxNnN/viDc144rU+/OE/93iqDjDnRETWy/fnMenaSMq18rrmKlu0+cieWkIB7Pz8NfjiDc146vU+7Nzbi//1Wh8+GJpKajPp6SMn5n7z2oboTcIA2yRuIooCJBnRm4SB1MfX6jGTdPI5hmC3trkdx8r15sNu+1JNptvI8Sv9+sfDOHhyInqTMLCwf//Hz4/h4VvXaN6Twn1MZlOrA9/44fvYvLYh+m+1uqAnq1ZdT+147SDjKfec3NXeGL1JGFjI7PbdR/CT94ei+fyjp3twd3tTdFZ3u12PyZ7cMqOwqbQal8u7NqJ1cWnK31Wbhl6StZedSvf3EvFJEkqkldef3Lcx49mD1aRaWkE2MNvkHWqZfeCFg7jnxlY8vq83+nOROQmSDNvkifXXe5T6JwgLA+6JjfUHXjiINQ3ltsinXswxKeyWhVTtDeUc0/MzucqlH0DmsDq7dsmqXfCcSc/qzCrS5dLoY+ml88Cu8nkM4mZQnLqA//L9X3qyDjDnRETWy/fnMXrbSHZp85E9iaKAJaFS3PvMAUPaTIm5FwR+TuNmmbQ57V6L8jmGwLZ5enrz4YR9mek2cvxKv5HJiGZbqtAnaNYT7mMym1YdEIT4fyfWBT1Ztfv1lJxNyVfirNXAwv0ID7xwMC6f3XuPR++jsdv1mOyJNwpnIZcGsNo09D7B2OXqlSdJePIToJ3XselI9GmjXKRbWsHuyxiR/Whl1pcwB76/UIQowFZ5Yv31FqX+AYBPdM+AO3NMCjtlQc9STmYs9+SEgXCyNrt2yapd8JzRxw71Nl0ujT6WXjoP7Crfx0DJtZfrAHNORGS9fH8ek+kNela3+ci+RqeMazNptUHYJnGnTNucdq5F+ew7sG2uj558OGFfZrqNXu63Zqo26NdsS9UGtTPAfUxm06oDsevQq9UFvVm18/WUnE9Z+TWpL6txP4JyA7zdrsdkT2L6H6FEsTcGKfSecGrT0C+rLcPf3rnWtku9kLPlklc9Ui2t0FRZgu3MNmVIK7PtzVVxWdq2qQ1rG8uZJ7KMUv9+/N4prKgL5rXWEnmdnqWc9C73JEky+sam8caJ0+gbm85oebN8t6vI+YzMar7lci7oxXPGHvQc63S5NPpY2uU88DKzjkG+64AZtSxbzDkRkfXUavGaxvKk722/cy3GwxfYRyTL6M1SNm37H793Co/ctpptEpeyQ5vTqDZ5PmuqHfaTHRhxrJywLzPdRl7P9ZEkGaIALKstw7ZNbRllgPuYzKZWB/7q1tV45eCp6L/Vcsuskl2oZfi6mPtlFMoN8Ha8HpM9CbJsnwF0QRCuBrDx0j/3y7L8npmv397eLvf09KT9OUmSsfvwcHTKeeWE61xVp2s6eUmS8dHpMI4MT+LYyBSe7zmJogIBD9+6BoU+AbVBTk3vUoYfUD2ZzTWvekiSjP7xcNzSCgCw+/Awtu8+gs1rG+ATgfbmKnyqNYSCAj6j4BB5KULpcquW2W2b2rDyE2VoKC/Bx2dnUFJUgNrgIjRVsVZSElNrrVL/Js7P4qPTM3jwpUPR3D5y22rcdnUDax6lY0n7wInU2huJ14B0P2NEOz7f7SoHsKR94CRGZNWMbTQjyzY6ZzxbazM5BqlymY9jafV5YHOmZNaMY5DPOmCjGqPJYzn3bK0lx2JmPUJr7Lp/PIyRyQjm5mU89PIhDIyft3sfkX0xF9OTpVza9k2VJRg8O2NFm4S11gRWtjmNrIP5rqk695NrM2v0sbJ7PyeTbXRC3zIFU9oHsfuosqQIX/pUM5bXBzEvyWiqCmBJdeoMOHwfk/FMG/eKvS/rF0dH8ZvLa7Cstgwr6oKquWVWSYPpfTFJkrH3wxEcPDkBSQZEAbi2uQLhC1JcPrffuRYNFX5UBRbZ8npMllINg21uFBYEYRuAPwLw4qVv3Q7gCVmWv2vWNmTSUM+1Adw3No1buvcnTXX/atdGTk/vXpZ1Lq3osDHjrmDZ4HP/6Wm8eOAUJBmQZeDFd07i7Mws80N6WFJr+8am8aV//iU2r22AICzk9pWDp/D9P7iemaV0XDv4bEdGtE+cMBCeZ/xw2gXMbKvb5JzxbK018ljb5Fh6hasym6/scNzBdlyVW/IEZpac1kdkX8zl0mXJoW0f1lqXMzqXNuh3ujazDq0hprFB9rJlSvvAYW0msj/Tam022WVWSYXpfTGt7O7ethGSDOaT9FANRoHZW5HCPQA+KctyGAAEQdgO4A0Apt0onAlRFNC6uDTrhvPIZCTuhAaAyJyE0akIG+NkuFzzmg1mnHIxNBFB957epO8zP2RXI5MRDIyfx+P74nPLzBLZixHtEyvaVURGM7OtznPGWkYeax5Lyla+ssNxByIiyhX7iGQn6bLEtg/ZkdG5ZE3NH9aQ1Ji91NhmIqfKJrvMKtmBVnaHJyPY0FrNfFLW7HSjsABgPubf88jTXfl2UBv0w18oJt39X1Pmt3CrLj8dMzIZQW2QTx94Wa5ZsGvGyRncmB/WV3dzSmaZQ8qFG/LjlHOVzOGGTGeL54L1zMofjzWZxYqaynwTEVGu8nUt8XJfg+IZmQW2fchsevLLXDqHk44Vr6P2k2l+eAzJLlJllzklO0tXd5lfypZo9QbE+D6AtwRB+EtBEP4SwJsAnrJ2k/KnJRTAji3r4C9cOAT+QhE7tqxDSyhg2TZJkozdh4dxS/d+/N733sIt3fux+/AwJEm2bJvIGkZkwY4ZJ+dwW35YX93PCZllDikXbsmPE85VModbMp0tngvWMjN/PNZkBqtqKvNNRES5yse1xOt9DbrM6Cyw7UNm0ptf5tI5nHKseB21p0zyw2NIdqKV3abKEuaUbC1V3WWdpVwIsmyfoAiCcC2A/3Tpn/tlWT5g5uu3t7fLPT09pr2ecof/6FQENWXW3+HfNzaNW7r3Jz2R8GrXRk5bbgzDD26+MmtUFuyWccpYXg6W3ty6KT+sr6ayrNbaPbPMoW05on3gpvzY/Vx1AEvbB0ZxU6az5bFzwVa11uz8eexYu4WtMpuOlTWV+bYVR+WWCMwsXWL0tSSP10VX9MW8JB9ZcGDbh7XWoTLJrwNzmYqrM+uEY8Uxu4yZ1j7Qmx8eQ9LB1Fqrlt3+8TBzSpmwpC+mVXdZZ0kn1dwWmL0Vqciy/CtBED4G4AcAQRCaZFketHiz8kYUBbQuLrXNiToyGYkrJAAQmZMwOhWxzTaSOYzKgt0yTs7ipvywvnqD3TPLHFIu3JQfu5+rZA43ZTpbPBesY3b+eKwp36ysqcw3ERHlyuhrCfsapMhHFtj2IbNkkl/m0jmccKx4HbUvvfnhMSS7Ucsuc0pOoFV3mV/KhW1uFBYE4XcB/D2ATwAYBdAE4CiAVVZul5fUBv3wF4pJTx0UF/ogSbLtnigkYyhPoYxMRlAbXHgKRSsLNWV+C7eUyLkyPafUzkvWYMqVG2s7zxXzpMoPjwM5Ea/NZAUlR6IguO6aTN6WajzpjROnWTeJiMhTtK6Li0v96BubZp/CgbLtD7pxLI4y59TxBOaXjJLpOcDs2ZfeY8ljSE7glZw6tR3iVayzZAbR6g2I8TCADQCOybK8BMCnAbxp7SZ5S0sogB1b1sFfuBALf6GIro42dD17ALsPD0OSZIu3kIwmSTJ2Hx7GLd378Xvfewu3dO/H7sPDaKosScrCji3r0BIKWLzFRM6kVl+1zimt85I1mHKVSQ6dgOeKubTy01RZwuNAjsRrM5ktNkd/sutdbNvU5pprMpFaTX3kttXoevYA6yYREXmOVl/jo/Fp9ikcKJf+oNvG4ihzTh5PYH7JCNmcA8yePWVyLHkMyQm8kFMnt0O8iHWWzCLIsj2KgCAIPbIstwuC8B6Aa2RZlgRBeE+W5avN2ob29na5p6fHrJezJUmScejUOew5Oop5CXjxnZMYmojAXyhi97aNkGTwaZPsGb6zcs1s39jC4GRlSRHuWN8IQQB8AnD7NQ1oqgqgfzyM0akIasp4vD0qLwfcq7VWeQIs3TmlnJeJT4C92rUxaakIPgWoyna11k705tCq7coky5mcKzbnmMzG5mdxqR8+Eeg7HcZ7H5/Dcz0LbUbAsceB9LNt+yDTWpKPazPZluW1NjFH9eV+3NXeiGuuqEBzKKCZP7b3PMvyzOqlZHQ8fAFFPhEzs/MoKfKh69kDGBg/H/051k1PcExuiS5hZilvLl6UcHhoAkMTEdSX+1FRUojf+k7OfQrb9sXcLNVnKC3V6Y+dXcfiTOTpWmvEeIKVfUKP5teWmXXq2EC254BHs5ctU9oHmR5Ltc8ShiaclV/KK1vUWrfXGn6uoY/Oa2zea22m/Q6355cMoRqIArO3IoVzgiCUAngNwL8JgjAKIGzxNnmOKAqYmZ1H957euO9XlhThncFzePClQ4jMSdEnEjpX1bHYONjIZASVJUX4woZmdO89Hj22zaEAmqoCaF1cykYCkUFEUdB1To1MRuIa7AAQmZMwOhWJ+13lqbL7n3uXdZl005tDM2WbZb3nChlHyU9LKJB0zLo62vD0mwMYmojwOJAlsqklRl+biVJJzNHQRATde3rx7NZPauaI7T2yO62MFviEuJuEAdZNIiLyDkmS8bMjI3HXx0dvX4PKkqLoA7YAr41Oke4zlHTtcjuOxZF5ch1PsLpPyPzag9U5yEW25wCzZz+ZHstUnyU4Jb/kfm6vNfxcIz07XWMz7Xe4Pb+UP6LVGxDjVgAzAL4KYDeAEwA+a+kWeVRt0B+dolxxV3tj9CZhYOECcv//z969x0d13ffe/67RhUE3EEIIBSxkBTlgsI2J4vr4MT4N9MlDnZzawTEkbp02dYJzEgdy3Jy6xydpX6nTtDQteUycNraTJo3bNOA6dlrHpWmxE5PjSyLb2ICxAWPAYBAgQAKJQUizzh/SjEfSzGgue2Zf5vN+veYFGmlm1qz93b+99p6192zapv3dzOX2s6a64atYxTY00vCyvfvR7SxbwCXJanC4IqQZteFR9+3v7osPWiXqMvwr1yxnuq7AecmW2YYn92jF4tmSWA5wRyG3i9QbOCGXHDHeg9elymhlWYi6CQAoWcm2j3c/ul03d8we9XdsG/2Bz1CQj3yPJ7BPCMnfOeCYWnDkuiz9nF/A76jBE/NSjWK/A8XipYnCMyRVWmsHrbV/L+lBSbUut6kktTZUa/3KRfGNRrgipEtm1KY82wT+1dpQzbIFPCZZDV6/cpFaG6pH/V26swABP8k1y5muK3BeqmVmDMsB7inkdpF6AyfkkiPGe/C6VBntHxiibgIASlaq7eMlTbVsG32Iz1CQj3yPJ7BPCMnfOeCYWnDkuiz9nF/A76jBE/NSjWK/A8VS7nYDEjws6ZqEn4dG7nufO80pXaGQ0fIFMzVvzRIdOxPRjNqwrB3ecCQWJc428b9QyGh+cx3LFvCQZDW4tWH810nEzgJk3YXf5ZrlTNcVOC/VMlsyd7pWXDmL5QBXFHK7SL2BE3LJEeM9eF2qjDbVhfVrFzdQNwEAJSnV9nH+zDo9wbbRd/gMBfnI93gC+4SQ/J0DjqkFR67L0s/5BfyOGjwxL9Uo9jtQLF66onC5tXYg9sPI/ytdbE9JC4WM2hprdHXbdLU11uji6ZxtElQsW8B7xtbgZAN2zgJEUOST5UzWFTgv1TJ7X+s0lgNcU+jtIvUGTsg2R4z34HXpMkrdBJCLWRe1yBjj2G3WRS1uvyWUoFTbx4unV7Nt9Ck+Q0E+8hkXs08Iyf85YN8wOHJZln7PL+B31OD0vFaj2O9AMXjpisLHjTG/Za39F0kyxtwg6YTLbcIIzjYJLpYt4E+suwgKsuw/LDN4EblEEJFreB0ZBeC0tw+9pVX3P+PY8228/ZqJ/whwGNvH4GGZwi1kDxI5gL+RXwBe5rUa5bX2IJi8NFH405L+0RhznyQj6S1JH3e3SUgUO9ukrbHG7abAYSxbwJ9YdxEUZNl/WGbwInKJICLX8DoyCgDAeGwfg4dlCreQPUjkAP5GfgF4mddqlNfag+DxzERha+0bkq42xtSM/HzW5SYBAAAAAAAAAAAAAAAAAAAAvuWZicKSZIz5oKQFksLGDF8621r7p642CgAAAAAAAAAAAAAAAAAAAPChkNsNiDHGfEvSKkmfk2Qk3SxpjquNAgAAAAAAAAAAAAAAAAAAAHzKS1cUvsZae7kx5hVr7ZeNMX8t6d/cbpSTolGr/d196uqNqKkurNaGaoVCxu1mAUmRV3gdGYVXkEUAXkJNQqkg6/mh/wBkg5oBAMOoh0iGXAQfyxjwP9bjwqBf4TdkFn5GfuEEL00UPjfyb78x5l2SuiU1u9geR0WjVpt3HtWdm7YpciGqcEVI61cu0vIFM1lx4TnkFV5HRuEVZBGAl1CTUCrIen7oPwDZoGYAwDDqIZIhF8HHMgb8j/W4MOhX+A2ZhZ+RXzgl5HYDEjxujJkq6WuSXpS0X9IPMnmgMWatMWaHMWanMebzI/ctMsY8Z4zZZozpNMZcVbCWZ2B/d198hZWkyIWo7ty0Tfu7+9xsFpAUeYXXkVF4BVkE4CXUJJQKsp4f+g9ANqgZADCMeohkyEXwsYwB/2M9Lgz6FX5DZuFn5BdO8cxEYWvtPdba09baRyTNkTTPWvvHEz3OGLNQ0qckXSXpCkkfMsbMlfSXkr5srV0k6Y9HfnZNV28kvsLGRC5EdexMxKUWAamRV3gdGYVXkEUAXkJNQqkg6/mh/wBkg5oBAMOoh0iGXAQfyxjwP9bjwqBf4TdkFn5GfuEUz0wUNsa8Yoy52xjzbmvteWttT4YPnS/peWttv7V2UNLPJa2QZCXVjfzNFElvO9/qzDXVhRWuGN3d4YqQZtSGXWoRkBp5hdeRUXgFWQTgJdQklAqynh/6D0A2qBkAMIx6iGTIRfCxjAH/Yz0uDPoVfkNm4WfkF07xzERhSf9N0qCkTcaYXxljvmCMacngcTskLTHGNBhjqiRdL+kiSZ+X9DVjzFuS/krS/0r2YGPMamNMpzGm8/jx4868kyRaG6q1fuWi+Iobrghp/cpFam2oLthrIpiKkVnyCqc5nVsyikLLNLNkEV5RrDEtvM1vNYncIlduZT0omfVbrUDugpJZuKvYNYPcwm/IbOkI0hiK3DonSLnwMjczyzJGLqiz3sJ6nJlsc0u/wm1kFn6U6xiB/MIpxlrrdhvGMca0S/qSpN+21pZl8Pe3SfqMpD5JOyWd1/Ak6J9bax8xxqyUtNpa+xvpnqejo8N2dnbm3f5UolGr/d19OnYmohm1YbU2VCsUMgV7PXiO4wu7kJklr1ABMis5l1syihSKXmvJIvLkq/EBvK8INcnT4wOUjiyzTq0dg/GL55FZeEqGNYPcIm/GGK26/xnHnm/j7dcozecfZBZZc3kMxb6YRzG2TisQtZZlXFICkVmMF+D12NXxQYD7FYXlWq0ls8iRJ/bFyC+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9qSbtQcZY4S3WxJ9o1GrzzqPjBv3ZfJWKE8+BpBzvvLGZjUatnn/zhD7xvc5xed10+9W6fHa9pOFcP7OvOz5Z+PFXDmtVR4s2dh7UXcvns6wRU5AQJKu10ajV9sOn4xN7YsIVId33sSt1z09e1Xd/76qUO5JemVzpRO2kBuet4LVWkt44dlYf/MbWcXldfV2bNmzZm3a5eSm3Y/kpf35q6wSKktlscxfr39eP9ur+hA/kP/v+ufrOL8ZP+E3M/n23XKnzF6z+4OF3ls1f37xIkyqM7vjBS2mXV4CWa5AVdXyQLrf7jp/V9Ru2TpjPB27t0LVzp4+akJnNQZOxuZzTMFmfW9o+6kOntcva1d5Uo6XvaRo1KZQ8e4brtTZVHj4wv0k/3dWVNCeSxj1m7bJ2ff/ZAzrVP6Cvr1yk/5FwlQop+XjkA/ObdPBUPwcL/aUomU0lVl9vu7YtaV2N3Z+Yx8T6NjgY1WMvH47XyeFv4mjXHyecFJp4IgcCw9XcovDyGdvkOy5KfHx9VaU+/l/m6Ie/OjhqksKaZXOTnpy4+ro23bhoVrIPZsks/KZo+2J4RzH269zad4y97rrNu+KfD42d/JW4P5G4n7Pj8GmtTHIsf+Pqq3XFRfWJL1PStdZrxwW81p5kkrXxqx++TJc01ShyYUjTqifFJ7o++XqX9nSd1b1b3snsA7d2aPVD4z8jTTMeGCtQmc3mmPDY8dYff+jSpMccnlizJN6PqTLVMm2yfvpql6J2+OT6Iz2R+HKYN7POU5krpCKtc0UZH0SjVlv3HtOFIemOH7yYdB2b01CtDVt260D3uVG/S8xM7Lm8XotQcK7U2mSfDQwORvWLfSf0mX8cn+ux2Y0Ze9xr+ESKhXpvS71+c8P4z45TPU+hsa45quC1Nra8jvac01/+++vjcvTNWxZr7oxqzWmgniJjSUPAFYXTiEatfrqrS2ciF5Ke+RG10tunI+o5N6iBoSE1jOycJK5wsa8XLVbh39+d/HL287LY+DjxHHDP6f7BpHnt6jmv6LuGr2558FT/uB3lDU/u0W3XtrGsUXSxAUyqWhsZjOpPb1gga6Vn3zgxanJDsWtsOk7VTmqw90WjVruO9KYcG8T+f+embZpx26/Jyo4aI3gpt2P5KX9+aqsXZJu7WP/WV1VqzdL2+IdEiV/5GzM2+4kH6GP3/cHD2/T4HdfGrzLYWBNWWUh6/s3ucXV97NnZnA1buibK7dgro6TKZ+eBk5pdP1mtDdU5HTRJXB9WLJ6teTNr9T//+eVRGb93yx795HNLxu0LFuJqJFwFwLvSZTbVdmvj6qvTbs9iGerqjWjIWr16uEc3vXe2QkaKWpvReORbv/NeffofXsgq9yhtsfr62tHkY97Y11Pfu2WPvvO7HaooC6mqsiy+Xe8fGIx/WCJJB7rPadOvDuhbv/NevXjwlIai0vr/eF0VZSGyCPhIPvtg2T42cbwzo3Z436GxtlIbV1+t/oEhNU8J65q2Bq168J1JalGbfCx4yf9l797D46ru+99/1ujCWLIky7IlK74ibLDBNsZ1ieEgktg91AV6EswlbU5oQyD+pQ3IDU3LLznQnDR5yHGb+hQHWkrgSRPaJiaBJL8Q6iYH02BaQyruFxNshG1MZdkWRpIlyxKadf6QZjwz2jOa+77M+/U8PIlle2Z7r8/6rrXXvrXU8RpOADkrxfpTob8jm2PGc1vr9FdXn6/RsTFdeOYqffKBZyZtR/TilvgLAw++e9Kx5g6NjGW9vUHmtfVLr22Pk+hayjm3tGvP4X690TOgv/63X+v40Ii+ftVKrfzAjFiez2yaHnsogXR6DYj5wGnZrAnH56O7b1h7j5yY8smYyWtfs6eH9VbvCV1z7+7YGkTHuiXa+fphffqSs7TvyAn9+nC/zm0N7tse4mtwTXWF5/tcpg6+O6jX/ntAYxHntai5DdP0vWf264u/s0yvdfcrYqUKM/7Wj+S+N1UtYu0TxZDqgspzWur0wtvvOV9f0+/8JOCDx4f0zYlra4yRwpUhvXvilPb3Dupb16/R7T95WQd6T2b8NuRi8cO4j9Oi7fWV3z3PMY97uvt16v2I5jeeromp2rjphgs1u27y9YuAxIXCaUU71V9fc77jazOMkf7jzV5VhKRlc+q15V/36NOXnOXqSY7o6yHjpRvEsvmMcnslix/t7x3UmLWT8rqwaZrOqArpsZe7tay1Xu8OnXJs4zMqx58M9EbPgCQxcKAkUtXa1oawrl0zT9ZKkYh028MvqPNAn2cubkg+UC1U7aQGe9/+3kHtPTLgmNe5DdN087rFsbvkn9x7VOHKCt88sb2Y+Sv04g59pXCc2ia6f7v7hvXg0wdiCx6XLJ7l+JSu+JeUzKypdmybt48P6UNnN8taaU93v/YeGdBDnYcmPYUwfgGbu2GRrnYkn4yYVlXpmM+xyPgr7iTltDDW0z/+CrLr1y7Utp17dVN7m2PGj54Y1lnNiZ9T6JtDMu0TLKh7j9O41VhTre6+9ONZck38QMO0Sa8KTj72O7ulTjevWyxp/Mk9zx08zoIwshKtr3NnTEs77jfWVKtvaFSDI2M6dHwoNq5/7WPLY/mO+mDb7NgF61FkEfCXfI7BUv1dp9dPO813Nq9fon99uVsfXtqss5vr1FwX1kgkMukzndbwl82pZx4EIGelWH/K5juSj/UWNNYkvD1kQWNNyjeWTFVrv3HN+Rlth9PaqDRec1vqwwXZJ0FR7Pxke+zvl/XUUMjIGOkLP3gxYXu/+KOXNKOmUv9b2ywd6jupvUcGdFN7W2wtXhq/ccgP8wEvrtsk52NkLOK4L5vrEvt5/LpF19ETky7e3rZzr+7+xOrYU2jDVSEtbKrVgpnu/5uzNVW7JdfWjvWLfdHnMtHTf0p3PT6+LuqUi4PHT+qd905paGQsto4QHYMmf1bqWpTrgx7gHV6sb1LiBZWtDWFtXD1Prx/u14yaStVUVzjmenTMKhKxk7a/p39YB3pP6p4n9qm1Iazr1y7U1v/v9NPtt1y9UnNnhGNPwS/kWyiCOO5jXLS9pocrHfN40mFdP1Ub79p3TPfv6qJ+Blg+tZb3+6UR7VTvvDekzeuXKFw1vrvCVSF96XeWqndwRA881aVtj+/T5x96QVetnq8tO/Zof++ga9vcUh+ObWdU/CCWz2ckT/zhPT39wzp0PDGvC5um6bMfWqxNDz6rm7/3vK745i7993vDWtg0LeHvhqtCWtw8XQ881aXP/tNzunzbLu149XDGuQFy5VRrWxvC+oOLFuq+J7t0y/ee1x/983O6avV8tTaEYxc3uFlrowf7l2/bpd//1jO6fNsuvT9mC1I7qcHe19M/rIc6D6lj3eS83vbIy7p/V5euX7tQC5umaSwy/sT2K1fOdT23mShW/pz6TL5jDH2lMFK1TXPd6f3b3Tese57Yp/t3dam57gxtvW5Vwrx48/oleuS5Q7HPrJ04iI0XrgqpPlylHa8e1hXf3KWbv/e8/uHJ8b7SWFOdsn+kuhvW630JhZFJ7YiejFjbNksr5jZoy9UrE/LZsW6JHn3pHTXXpb+pJ52W+vGbQaJP1o5+drxS1Z9M+kQxai7ylzxuRecPe7r7M85TfN7bZk/XmbNqE2py9Njvz3/4ou7eOV63/+CihZpWVZHwOZnkHgiFjFbMbZg07nesGx/3oxm+9Qcv6s9++FLCuH77j1/RtWvmJXxeqqe+k0XAP/I5Bkv1d59/+71J8xSn+c73/+ugPn7hAt33ZFfK9c2Hnz00aQ1/63WrdOas8nt6IIDCKcX6U6bfkXysd8M//ko/fvGdhGO/n73SrS079ky5juJUa6MX/061Hclro9E/d+dVK8ryia3pFDM/uRz7+2k9NdUazt6eAf3slW5dvm2XPvtPz8XW4lsbxv8NP33xnUlrQ16bD3h13SY5H6nmVun6eap2e+nQewn15ks/etl367uZtFtybY1euB7Pq31uKoMj4280fvjZyfU/uk5w7Zp5+tKPXp5yDEpXizgf4G9erW/S6foUvbA3ep3Xp/+xUyFj9MUNSxNyfceV5+qOnzjXqvgMb1ydeN5geDSi2x5+STNrz4g9BKIQgj7uY7y9FjZNi+XPqc4mr6WmamNrqZ9Blm+t5ULhNKKd6jv/eUA1VRXadGmbbl63WJsubVNrwzR95aevJhT8rz76mq5cOdfVkxyLmmodT46nGsSSRSJW1krfuOZ8bV6/WK0N4djEf0FjjbqOntDuN4+p6+gJTwzoSNRSH9b3fnUwIa9/dlxMDYIAACAASURBVNnSSVm97eGX9NWPrkjIyVc/ujxhAamxplqvH+7Xv79xhPZGUTnV2i9dvmzSa+u/+uhr2rh6XuzXbtZapwPV23/ysuMCVHTRJBKxGdXQ6Gt+M1l8yfQzUVgt9WEdHxqJPWXVKa/bdu7VbRuWxSbt0dczu30hxFSZySZ/2ZhqcSeXLBdrW8tNqrapCGnS/r37ExdoLDLxyt/PrNW3P7VG37nhQl0wf4aqK03sz82qrZ60iLx5/RJVVZhJ37Vt515tXD0vZf/I9cJOBEMuC8Or5jfo7z/5G+pYv1g3XtIWe6L7oqbalIsmRmbKsfns5rrYdjgtiJeq/mTSJ1hQ96bkceuGixfq5OiYKkIh/b/XrYpd6JTNHDL61NfHOtr1/U0f1LaPXzDp2O+ux/dO2hYWhJGp+Ix97zMf1H3Xr9H2zoPq7hvWtWvmOc6Bo+P6kubpCXXygvkzODkB+FR0LOrpH9a3rl8TG7MWNk3TfdevUU//8JTHcU7Hbx3rlugHnYcmzVOc5jtXrpyrrz76Wtr1zeNDI6qpqtDNH1msjvWLtX3TWp6cAyBv0fq1sGmaPjdRX751/RotaKzJ6O9nsuaV6RpX8rHelSvn6vYfvzKpNl65cm7C33NaR3GqtQ91HtKdV62YcjuS10aj501XL5hBzU1SiPXLVBnK5dg/2+1x8/xDqjWcOTNq9MWkCxGjxyHhqpBu27BMVyxvjR0nP9bR7rn5QC5tV4q2SM7H8aERLWmZrp/dkvm+TNVuY4nlZsr1XS+e+8qk3ZJrq5triIW2cGatwlWhhDcQdqxfrG9cc74efPqAjg+NaH5jjeO65YHeQe0/dro9FzTWpKxFnA/wNy+vS0frk9OFvVt/8YaGRsdiud563Spt/9VBHeg96Zi9+HoZPf8brxiZLcW4X668MuYsaqrVVz+6Qn/56GuqC1fqr685P3ae68GnD6i7bzhhLTUSsQoZTZq/Ry8qlqifQZVvra0s5sb5XbRw3vrQC7r3yS5du2aels6p04LGaXpy7zHHgl8RkqsnOUIhow/MCMdeD22tYkVjqkfIO71q6M6rVmj1ghmaNyOz1xXBXYuaanXbhmXasmOPrlw5VxUTx2JOWa2qMHqso109/cM69X5Ebxzu14Hek5IUu5MqOkmivVFMTrU2Yq1jbs1E/Nw+oex0oHqg96TmzgjrsYnXnzfXnX7Ef6avCZcmv0Y9/nPiZfOZKKz4zN7zxL6Ur4/ad+REbNIefTW4m7nNJDOZ5i9bxXiVVLG2tdykapvD/cMJ+3dOfVivdQ/oim/uirXT5vVL9N3d44uA8a9SWtBYoxMj72vTpW2KWClkpCUt0zU4MpaytqfqH9HFm/i/53ZfQulk+/rVaC1prKnWtWvmaVlrnTZecKHOnDVeG+Lrd3yO/2T7Czo+NJJ2bF7WWh/LYnRBfNOlbbpg/gwtbKotWf3JpE/wSjFvih+33h08pf29J7X1xy/HsnjHledqYHhUF8xv1G8umpnxHDL+FZ+733Rep5g9/YxYbsJV46+/Y0EYmYrPWCRi9e1PXagjA8PqGxpNO643TKvWDz97kd45flJzGsJa1lI/qQZzcgLwPqexaMvVK7Vw5jQdePekNj3YmdFxXHQcbLrhQu3adyxhzVpSwjzFab6T6qnkVRVGP7ulXXsO9+uNngHd+2RXbF63Yi4XrAHIXyhkdNmyFo2OjV+Em83aVabrt5mucSUf66W6MKUi6RFRTusoTrX2+NCIVi+Y4bi+HS95bTT2sKGZzOuS5bt+mS5DuRz7Z7M9bp9/WNRUq69ftVJf/NHpftexbokO9g46/rtXzq3XYx3tsX9P9BjGi7Jtu1K1Rbp8nNWc2b50WnvbcvVKbf3FrxP+XLr1Xbezl0om7ZZcW7v7hrW986C2b1qrk6Njvj6HEX2r1a0PvaDuvmE98FSX7rxqhd4+PqSrf2OerB2f0zutWz7/9nt6/fBA7FzC1utW6bJlLY7jDecD/M3L69LR+vT64X7HbZzXWKO9RwY0FpG++uhrky7KjBdfL4+eOKX7d3UVPbPFHvfLlZfGnFDIqDJkdKD3pN5+d0gPdb6tj69ZkHDNVnRdP/l82KZL27RsTr32HO5PWGuhfgZTvrWWC4XTSFU4Janv5PuOk5Q1C2e6fpKjqfYMPfBU9oOR01XnX/rRy3qso10Hjw85XpG+tKPd9UE9WSRitb93UD39w2qpz2ywy+XveFE0s+e01On1nn6FZHSgd9Axqy314VjbXb5tl25qb9PCpmm6cuVcLZ1Tpz/74YuT2vucW9ozPhgEMpVca2dPD+tw/0nH3EYvtnT7hHKqA9Xoa0SS62Kqu3pS1dBMFrKy/Uyvy6QOe6VWJ2d2WlWl7nty8rh76v3TC5jbOw+6nttMM1OMhdR0izv5ZDmfbS1UnrySy1ylaps59eGEf9dYRJPa6a7H9+rGS9p0zxP7dNvDL+mxuDZbd06L2mZNT5hD708xJwkZpewfTovLbvcllM5UC8Px/a+mujL2dozuvmFte3z8ZOVjHe2ON0Mc6B3U82+/p+/uPr1okq72xC+GD49GdHxoREvn1OtDZzcXvM+nqyuZ9AkW1L0rOm5J0icf+FVCTf3qo6/Fnsb+zFu9aqkPK2Qm194tO/Zo7oywhkbGJuUjVdsfPXFKW69bpa6jJ7Ry3gxd3Nbkq7EK3hE/93rp0Hspx/Xom62+/akL9dvLW2O/n+kNkX6eWwGFljzfGRkbU1PtGSXrG07Ha7c9/JK2b1obu2Au+vOpjuNCIaPZdWdMeRLVab4Tf9NW/N+Lrm+eOatW57bW6+Kzmjj5CRRIPmNy0Mbzg8eHsq55Unbrt5mscaWa7zudp4y/UdBpHSXVseWCmbUJxy1OgnbRSSRi9daxQR14d1C11ZVqqT8jth8KIZ/1y3QZyvXYP9Ptcfv8QyhkdMXyOZpRU6nn335PYxFpe+dB/d+/e57jv3tJS51vzoukazun+plPW2Rbj/M9N+BUHxY01qiqIpTx+q7b2Uslkz7nVFtv27AsEDewRdv27Jsv0Vu9gwpXVaj+jEr9yzP71XmgT9L4g8g2r18Se/tQ9PxY9InD0XMJtz70QuxcQnKbcj7A37y8Lh3N8NwZ0xzP6R7oHdS0qoqE/Eazl6qWts2eXrLMFnvcL1deG3Nqz6jUwqZpChmjz35ose795T7deEmbKkLSmoUzY+v6XUdPxLY7ej5sYdM03fq/n6PjQyOSvHFNDYoj31rLhcJTSFU4L2pr0parVybcQbzl6pWeOOGW62CU7qpza1M/Mt9Lg0oud3x46S6RQoje2XnmrFodfHdQzXVn6GsfW6Hb455WFZ+HaLs/+esj+uyli/WVR1/VTe1tju2953B/7IlsQCEl19qFM2sca+zcGWFdvXqu6wuP2dbZYtxB6eW7MrOVSR32Wq1OfrKa013yH5gR1mXnNmt0LKINy+e4nls3M5OuzzzzVm/Jt6tQefJaLnPh1DZ3f+ICvdY9kPCzb1xzvmM7RZ/0ntxmTnNop++648pz1TarVr+5cGbaJ48F5eQTspOudjj1v+jCc/TCX6daEs1mT//44km8dLWnVFmcqq5ksh0sqHtfqjH5AzOm6eP3PR1rtzuvWqHGmupYplsbwvr4mgUJfyY+H05tf+dVK3R2y3QNj45p6ZxWaigK5tw59frax5bHXncdrgrpL648V30nR2M3YaSqwanmeEGYWwGFlGq+s73zoG7bsKwkfSPVmNXdl9vxZSbzFKcbyisrxl+n+aUfOa9vcvITKKx8xuQgjue5rqkVei0uuYb+9MV3Js3Htl63She3NU35VOB8j3GDUned8rp5/RItaZmudee0uJ7ZdBm6cFFTUY/9vXD+obq6Qu2LZ2tmbbUO9w3rsnObA/GmkpQX6jfWONbP2XXVObWFW/XYqT5kU2+8kD0nucxjg7aWHYlYvXDovYRx5y8/ulzSAXUe6NPxoREtaZmu76R4i0iqcwnxgr4Pg87r69KhkNGKuQ2TtjF6XkGSvnHN+ZKRls2p15mzxrc73/X6QvD6vvUrr405ERvRZy9drHuf3KdPX3ymPrpqriJ2/PdGxsZiucr27dcIlnzrARcK56iyMqTfXfkBrZjb4LlOlutgNNVV5169+ydeLnd8eO0ukUIJhYwWzZquRbOkCxY0avWCGY55iLZ7+9nN+sqjr8b2g1N7v9EzoHNb6329X+APXq6xUvZ1thh3UHr5rsxsZVKHvVyr/bJw4WZm0u0jN7arUHnyci4z5dQ21kpXfHNXwr9r75GBlE96j/7/TO5cPre1TpsubVPEStZKd+/cp+NDIwlPI3b6e0E4+YTspasd8XdMS+M53bbz9FOupfS5zKX2lCKLmdSVqbbDL+NSOUuVvzePnkho+y/96GVturQtdlH7xtXzYq8ai/6Z+HzQ9iilysqQls0ZH9fnzpimd947qW/u3JfXq+2CMLcCCsmpT0TnO6XqG6nGrNaGaTk/zSiTscppvjO/sVar5juvbwIorHzG5CCO57muXRV6zSvVkzpXL2icVBszOXZlvcU5r3c9vlebLm1T2yz39026DBX7+M8r5x8qK0M6f36jzp9/+md+P+5N1Xap6uf2TWtzagsv1eNs6o1Xspcsn3lsULza3Re7SFgaz9Rf/OQV/dONH9T7kUhClp3eIpLpuYQg78Og88PaZOzJwpvW6vHXj2gscvqC9nBVSHsOD+iBp7pibyp0Og+R7Xp9Ibfby/vWj7w25oSM0VcefVU3XtKmr+94fdJ2Rc+lZvv2awRL3jd9Fnn7JjHGVBljOowxP5z47xZjTFWpt6MQogV/bdus2Ek5r8hl26JXnYerxmMRf9V5ut/zknR3fERFIlZdR09o95vH1HX0hHoHT035d/wuXR6ibVsROv3U6IefPaSOdUsS2vvzv3W2ftB5KFD7Bd7m5RorZbd9xaihfqnLmZiqdkciVkcHTumm9jbdvG6xWhvCk/6M27yeV8n9zKTaR4XeruRxPhK91TJOJvOFTBTqc9yW3DZHBhL/Xa0NYYWrKvS1jy1PaKfN65fokecOZdVm0Vfg3L1zn+55Yl/sSWR+22coHafakW5cqJg4wp0ql27XxFQKVVf8MC6VM6f83XnVCv2g81DCnxsejejslrrYn5uWtPgX/TPx+aDtUQrR+dbbx08qYqV/fvqAwpUVeb/aLihzK6BQUvWJBY3TdFN7m46eOOV4vFNIqeZM57XW5zyXynWsYowDSiefMTn+77Y2hPW5jywuWc0qllyPH4tx3JlcCysrQ9TGPKTKesSqaHPQTNYuo6bKUDHHRq+um0jBmBM4/RtS5XFoZCyntvDr8RXZ865UbxXpPXEqYZ84teFfXHmudr1xxFPtieLwQz8Zf7LwDC2dU68HnuqKXSTcsW78nFd8rSxFLc10buCHfes3XhtzhkbGNDwa0RmV6c8DeG27UXr51AM3nij895KqJP3dxK+vn/jZTS5sS84iEav9vYPq6R9WS30w7taY6qpzP9yhMtUdH06vWdly9UotbJqmA70nHf9OEKTLa+yuqRnTdN+T43f3dfcN68GnD4w/Gahhmt7pO6lwZUjVlSZQ+wXeFbQaW4y7/IJ052C62p3u1fLHh0Y8VZO8nluvZqaQ25Xp69QKdYeo1+40LZT4f1drQ1jXr12oux7fq8aaam26tE1nt9RpaUudKiuMLlgwI6s2C8I+83pfD7qpxoX1S5t18VlNU+bSqzUxCH0kGX1mMqf8hYxiF1lGhatCWjanXo91tOvdwVMaPDXmaj5oS0ip6/COV7p14yVtqghJ65c2a8XcGbF8ZJqdINZAIB+p+sQ7fSd19859un9XV9FfH51uzjTVXIpxA/CvfMbk6N9trKnW9WsXxt6IUYqaVSy5Hj9m+/eom6WXKusho6LMQTNdu4xyc+3Cre8u536QKo8t9WF98MymrNuiuc7582ZP9/bxFdnzrlRvFZnTkJipUMjosmUtuu/6Neo88K7GItI/PPmm/vy3l2p+4zQNjoxpf+8g+xiuSvdk4YVN0zStqkK73zymmurKol5LlO3cAIXltfNELfVhLWyapiXN09NeO7G/d1CNNVXavukijY6NaWbtGdRUZMxYW9o7eI0xL1prz5/qZ25Ys2aN7ezsnPLPUay9a6q26Tp6Qpdv2zWpoN53/RpterCz2O1Z8HBkktlM85ruoovoXVT3Xb9GlyyeRc7LR1EaeqrcUmPLT7o239876Fi3N13apqVz6p1y4elai+JKNc4/lvQ6tUK1V4E+x5XMphP/77rxkjY98NTk14Ql79NcPtuPfcXv218grswPolL18zTjgq8ELWMe+vd4rtYmy+RY9oZ//JU+vmZB7GKL6I2vv7vyAyU5YeaRtiwXns1sqjocnTMk5yKb7JAz3/Nsbv3KqU9sXr9E3909vlYn5Tc3Lyaf9GcyC78p2bFYPn04+ndfP9wfezBJlFdrlhf4pG7mwtO1NtVYu6Rlutad01LwfZ/p2mW58kg/cC2zhf737z92Qv/6ymHd9fjehHz/zvI5WjSLvMXzSPZyVbL5wfvvR/TjF9/R7T9+Jbafvvax5frY+XNVWZn4IvPketfaENYfXLQwIY8+2scoPM/MD5L7/8Kmabpl3ZJJOf/mzr060Huy4NllbuAbJam1kYjVU/uO6Y6fvOx4HuCK5a36+Z4ev45XKD3HULjxROExY8xZ1to3JckY0yZpzIXtyNn+3sFYx5PGH/F960MvaCnF2jXxd/md21qnn93SrqMnJt/xkerVAFUVRo955C6RQss0r/F3y7zRM6CX3+mPXSQc/XtVFSb2umfuqkSxUGODJZN6ke5uvVR1+4L5M/Shs5s9U3vIrTekyktP/3DKMS+fsd9rd5oWSvKcINXrbRY11WY9H/D7PqOvu69Y44JX5rd+7yPJ6DOZi2/7dwdPqaoipKG4J6z09A/rQO9JPfj0Ad14SZuMkayV5s4IlyQftCWiUtXhlXPHn34dfcVd19ET6ukfVk11RcbZCVoNBPIV3yd6+ocVsVZf+MFLsbU66fTxjiTX5zHxGDcAf8tnTI7+3eQnYEmn1xPaZk/3zDGYV1A33RHN6zm3tOvgu4Oqqa5US/0ZWjAz97edpct1uteX0870g0IfD3X3Deu7uxPXEL67+4AuWDDDExcKe2kcKPfsZaqyMqSPnT9XS5qn63DfsOY0hHVea8Oki4SlyfVu4+p5sYuEpcLvYy/lCf6SXHunVVXo4/c9nZDV23/8irZvWquTo2MFXauK5pa5AaJCIaOqCpPyPMDB40OO49U5t7TrrGbygsy4caHwn0l6whjTpfGrlxdKusGF7chJKYs1E5rMZHOXX7rXtrTNnh7IwTbTi6ak8YEn+rM/2f6C436KRKx2/rpHLx3qU8RKFUZaMa+hKHdXo/wUssZSQ92XTX2O1p/kNk5Vtxd6rD0LschLZvOXKi+jY1aRiE3Yn6kyl61CfY7XxM8J4vdpa0NY166Zp6FTY/qPfcd0+09ezvouajf3Wb79jBM67st1XEjX9l57akih+ogXxhX6THZCIaNFTbV6/fBAQh7v/sQFml17hjrWL1bESg8/eyj21perV88tybZN1ZZeyBuKJ759a6ortWZhgz7YNltmool/+uI7WtJSF8tCfE3tWL84qzoQ1LkVkKv4PtF19ISOD40k/H70eCf6BCK35zFRmc4BkuvLyNiYmnhlJuAJ+YzJ0XltutfleukYzAvyPXbKZD7OnN1ZKGR0VvP0vC+uyCTXqdY0CvX6cr/Lth8EMdOFPB5qqQ/r+NCI7nliX+xnXslbuv4iKe0aXjHanPWrzFVWhrRi7gzVhcfb4eDxIcd2SK53xqho+5h5BbLlVEuitXf3m8ccs3pydExr22Zl9ZlTna/Y8eph/fpwP3MDJIjWz+6+YT3y3CH9wUULNb+xRseHRtV/8n3HfO453K8zZ/l/HoTSKPmFwtbax40xSySdM/GjX1trT5V6O3JRymLNhCZzU93lFz8otzaEtfW6VZP2a/SJN0GUzUVTUYuaalPup4PvDmpvz4nYa8Oir6qZUx/Wua0N5BM5K2SNpYZ6Q6r6fM4t7TIms6cdpatHXhGJWL0/ZvPKLZnNT3Ss7x08pa9ftUJf/NHLsf3YsW6J7vjJy/r2py5kUS8H8X2wsaZ60uvBOtYtib2BwOtPWShEP+OEjvtyGRfefz+in73Srdsefsmx7YP41BCvjCv0mewl57Gxplp7e07o5sefT6i92zsP6rYNy0o2J0rXll7JG4rD6RWMn/vwEv3F/0p8BeOCxhpJkzMcsaIOAAXiNA/6+lUrdMdPXvbcPCaTOYDT+BE/xjGOAP6W7tjtrWPBOwbLVz7HTpnMx5mzF18mawup+kXISLvfPBaYi11zke0aO5meWr7nVop5IXaq/nLu5na91j3g2K6SitbmrF9lJhKxOvjuoJ47+J6+FHcOxqkdkvM3vbrCcR/Pnp7/Pg7i2i6KZ6rxI5d6kOozz22tU3efcw2N5raxplod65Zo2869OdVqBM+CxhptuXqltv7i1/r0xWdqaHRMX/jhixoejWjz+sWO+XyjZ0DnttZT85CRye8BKI0lkpZKWiXp48aYP3BpO7ISLdYPdR5Sx7olCleN775Mi3UkYtV19IR2v3lMXUdPKBKxU35X8oRmf+9g4f5BAZHuLr/ooHz5tl36/W89ow137VJ1pdHPbmnX9zd9UI91tAf+oHFRU622XL0yIa/Ri6ZS5SkUMrpsWYu2b1qrez+5Wts3XaTLlo0/Mbin/9SkV4Pc9fhe7T82pB2vHk6bayCdbGtsuppKDfWGVPV5z+H+WF2+fNuutLUj+sqXxzq8W7ffOjao23/y8qTcbrl6ZcYHcmQ2d/Fj/bX3Pq2jA8O68ZI23bxusW68pE0PPn1AB3pP6sjA8NQfhkmiffBnt7Rry9UrJs0Btu3cq42r58V+7eX9XIh+Fl3gzPY4oJSyOebwo2zHhUjE6j+7emMXCUuT2z7d8YRfeWVcKWafCWrWM3k147ade7Xt9y7Ia06U7f5L15ZeyRuKI7l9r1w5N3aRsHT6FYwHjw9Jmpzhh5/NbQ0N3hLUmus30fW6+65fo47148c7RweGdaD3ZMKfy3QeU8x2zWQO4DR+bNu5V1eunMs4AgRAqmM3SdrT3R+oY7BC1NN8jp0ymY8zZ89PJm2cydpCcr/42S3tqq402nBXZmvlQba/N7s1djI9tXzOrSSfXy90NlO/DfdUynbNt83T9WM/rPm6LZqJR55/J3aRsDR+g/vrh/v1728cSdivyfm7ZMksbV6f2L83r1+iigJcrRTEtV0Uz8F3B/X64X7d1D5+HrGxpjqhluRSD1LVp0eefydlDY3mtrtvWA8+fSB2XvM7N1zoufPgKJ1IxOrne3q09Re/1p9etlS9QyMJ5wYe6jw0qZZ2rFuiH3QeouYhYyV/orAx5suSPizpXEmPSfodSU9J+m6ptyVbTsXaGKl98Sz95qKZGT06PtO73HjFRebS3dXjNCjf/C/P67GO9rSvBgiSUMjoAzPCsbxaq9iT/9K9rufne3oc8zo44vw4+8FT7+vLP32Vu/OQs2xq7FQ1lRrqDanq8xs9A1nd2evl1w9HIlZ7uvt1oPdkQm6tlebOCGd8IEdmc5c81vefGtMDT3Vx938BhUJGxkidB4475jT62nGv7+dC9LPoAufSjnYdGRhWc523nvRSLk9TyWZc2N87qM4D76Zt+yA+NcQr40qx+kyQs57pqxlPjo7ldZFwtvsvXVt6JW8ojuT2nep1ockZ7u4b1vbOg9q+aa1Ojo55buzE1IJcc/3o4PEhbXqwM9bHbl7n/DSZqeYxxW7XTOYAqcaPaJ1hHAH8z+nYrevoCe09MhCYY7BC1dN8jp0ymY8zZ89dpm2c6dpCfL/oOnpCN//L8zwFU+MZzWaNnUxnJtdzK8V+Qmuq/pLqHPSRgWFZm/5YNJ2p+rHX13y9IJqJm9rbYu3Q2hDW9WsXTnoSavx+jeZv95vH9N3dif37u7sP6IIFM7RoVn6ZCuLaLoojErF67uB7CW/Ojr41M1pLcqkHqcak6HXBTjU0PrfdfcO654l9CleFtPGCudSeMhY//r7RMyApcezr7hvWd3cf0F9fc772HhnQ0jn1uvff9+n40Ag1Dxlz44nC10haL+mwtfYGSedLanBhO7IWLdaSYsX6/l1dml13xpTFOtu73OK/K4oJjbN0d/VwB9m4ptoz9MBTXbp75z7d88Q+dfcNp81TurwunFnrmM2jJ06V5b5F4WRTY6eqqdRQb3Cqz3detUI/6DyU8Of8XDv29w7GTm5Ec3v3zn164Kkuzaw9I+PPIbO546l1pdHTPxx7dXi8cFVI1vpjPxeqn0UXONe2zYotHHkFT1OZLF12o20fxKeGeGlcKUafCXLWk/NYYdLnNxe57r9UbemlvKHwUrVv8q/T1dTbNizTirkzPDl2YmpBrrl+VKjjn1K061RzgFT1JXp8wTgCBFNP/7DjG+XuvGqFL4/BCllPcz12ymQ+zpw9d5m2cS5rC5zDPC2a0UzX2Ml0cRU7m6n6S6pz0M114bzaPJN+7OU1Xy+Iz0S0HTaunhe7SFhKPwa21Id1fGgk1r/veaJwF7YFcW0XxbG/dzDhidjDo+Nvtbl2zbyELGZbD9Id20Yl11ByCyfJ46/TuYHjQyN6/fCAtj2+T7c+9II+vLSZ7CArblwofNJaG5H0vjGmXtIRSfNd2I6s5VOss51QMzBkLt2rUzhQHJdtntLl9cxZkz/r8791tv75mYNluW9RONnkdKqaSg31Bqf6vHrBDB0fGkn4c36uHYU6uUFmc5c81sc/tS7bV6ohtZb6sH764juTsv71q1boI+fM8sV+Lod+xgmmyVJlN/7Vlfm8LMnZlAAAIABJREFUitGrgp73IGc9Po/f/tQa1VZX6PO/dXbK/Oai0Psv6Hkrd4uaarXl6pWx9v3pi+/oy1eel7K9g1hTy12Qa64fFer4xwvt6jR+dKxbokdfeodxBAiw6IVC8a9Y3nRpm1YvmOHL+YJX62lyHWXOnrtM2ziXeTDnME/LNqNkuriKnc1U/cXpHHS0XUt5nQYmi2Yi/kbFdG8cSlbMPss6BDKVqhac3VKXVxad8r15/RI98tzpB2cl11ByCyfx4+/Dzx7SzJpqbV6/ZNK6STRbw6MRXTB/BtlBVipd+M5OY8wMSd+S9KykE5J2u7AdWcvntRPZvvKAV1ykF4lY7e8dVE//sFrqx/eN06tTooNy8qtEyu1AMds8pcrr7Olh7e8d1Oy6am3/zFod6jupXx8e0D/+534dHxopy32Lwskmp1PVVGqoO5xqc/KrrSIRG6i6nHxywxgpZJT1yQ0ymzunsT761Lp8XsnulOVytqipVrdtWKYtO/boxkvaVBGS1iycqYvbmlRZmf7eQ6/sz3LoZ7xmbbJ02ZXGX3ubfEwRBEHPe9CzHp0/LWqq1cnRiGN+82nLVPvPyKjr6ImssxL0vJW7UMjoiuWtaqypVueBdzUWkR5+7qDuu36NqirMpLHdK+M+CifoNddv4o9/Gmuqde2aeTq7uU7Tz6jK6hjIC+0aP3709A+rprpCo2MRbVg+h9oBBFh8HYu+Ynnrdau0YOb42qDf5hJeq6ep5uPM2XMTiVjVVFdm3MbJa+FT4RzmadlmlEwX11TZLEStTtVf0rVrqa7TwGTxmXjw6QPadGmb1ixszKo+XrasRds3rVV337BaG8I6r7WhYH022/qL8pSqFiybU59XFpPHpNnTw3qr90TswVmpxvdscuu3OTJyE19rJenU+2NaNb9BD/zhGg2NjOnld/r04NMH1N03fkNGuCqkhWQBWTI2/nnnpf5yYxZJqrfWvpTn52yW9BlJRtK3rLV/a4w5X9K9kqZL2i/p/7TW9qf7nDVr1tjOzs58NiWlSMRqx6uHJ02oubI/e9nuy+ig6YEDxYJ/abEym2ofV1ca3fwvzyf87NzWOh3ud33fojiK0piFyC011XuyaZMi1+WS1lqy6A2FzJQLbeqr+UG2+5k+Ulol2t+enR+k4pRdSWTTx3LIum9qbbJizJuc9t/m9Uv03d0HYjeA0hdc57nMZpJFxv1gyqJdPZfboIpErA6+O6jnDr4Xe21qtv2N/iqJzMJ/fHcslkqqeYUfa5Mft7nEfFtro227ZccefXzNAm3bubcobeyhc5gY59vMFhq12jdKNj9IzsSCxhr9fE9PxucFA9wGyJ4rtbaUOfT5eUtMVtJa67Tmc/cnLtDI+5YcIBvOJ8tKfaGwMeYqSTuttX0Tv54h6cPW2h/n+HnLJX1f0oWSRiTtkPRZSd+T9AVr7S+NMZ+WdKa19o50n1XsiToHe4XRdfSELt+2a9KdPo91tHv9LjFfHVwm5zVkpA13+XK/I3eeXnympnqLh2pzyWstWQwWF7Lsq/lBtjxUG8pGCWqSp+cHmSKb/pdl1gNda3MR3X8Hegf1/Nvv6QedhxKeREBfcJ0vM0ttDa4Ma64vc+tXhehvHMuSWfhOII7F0vHrXIJ6mpZva218Hlsbwtq4ep4qQtL6pc15vckMnufbzJYKtdpzXJ0fZLpf/ZobFI1rtdaPtYD+4wklrbWp2nzH5nZFrHyVX7jKMRyVpd4KSV+21v4o+gtr7XvGmC9LyulCYUnLJD1jrR2SJGPMLyVtlHS2pCcn/swvJP2bpLQXChcbrzwojJ7+4YSCKEnDoxEdGRhm3xZQcl53v3mM/Q5PoaZ6SznXZrIYLOWc5WJgf5YeNSkzZNP/yHp+ovuvp39Y2x7fl/B79AXkitoaXNRc7ylEf6NdAXiNX+cS1NNgis9jd9+w7nli/Ljp4rOauCADZY1ajXiZ7le/5gbB48daQP8pP6na/HD/sNa2zaLdkZeQR74znwuWX5HUboxpMsbUSLpc0nxJr0r66MSfuXbiZ5MYYzYZYzqNMZ1Hjx7NYzNQKi31YYWrEmMUrgqpuS7s0haVlluZLff9jvxQa4MvaDWCzJYvv2bZq5n16/5EabiZW7KJXHi11uaDvhBspc4seUIhBLHWFgP9zTvILPzIq7mltiEVNzJLHpEPr9bZQqBvBFcxc0tuUAxBrrXx6D/BkkluaXMUkxsXCncaY7YaY86a+G+rpGdz/TBr7R5JWyT9XNIOSS9IGpP0aUl/bIx5VlKdpJEUf/8+a+0aa+2a2bNn57oZKKFFTbXaet2qWGEMV4W09bpVWtRU6/KWlYZbmS33/Y78UGuDL2g1gsyWL79m2auZ9ev+RGm4mVuyiVx4tdbmg74QbKXOLHlCIQSx1hYD/c07yCz8yKu5pbYhFTcySx6RD6/W2UKgbwRXMXNLblAMQa618eg/wZJJbmlzFFM+T/LN1S2S7pC0feLXv5D0uXw+0Fr7gKQHJMkYc6ekQ9ba1yVdNvGzsyVdkc93wDtCIaMN583R0o52HRkYVnNdWIuaannVT5Gx3wGkQ41AUJDlwmJ/wqvIJjCOvoBCIk9A6dDfAAQRtQ1eQh4BZ/QN5ILcALmj/5Qf2hzFVPILha21g5L+ZyE/0xjTbK09YoxZIGmjpLVxPwtJul3SvYX8zkKIRKz29w6qp39YLfV07GyEQkZts6erbfZ0tzelrGS738k48kF+/KfcazOZDY5yz3KheW1/0lcR5bVslhp9oXxM1dbl3hdQWKXOE7UM5cxr9Zv+CKAQvFbbvIZaW1rkMTPk0j8K1Vb0jfKUb37IDdwShHGK/lN+QiETe4JwT/+wJPkyu/Cekl8obIyZLenPJZ0nKRz9ubV2XR4f+7AxpknSqKTPWWvfM8ZsNsZEn1T8iKRv5/H5BReJWO149bBufegFDY9GYo8K33DeHDo2AoGMIx/kB35DZgF/oK8C4+gL5YO2RpCRb8A76I8AUHzUWngRufQP2gr5ID/wK7ILvyK7KJaQC9/5z5Jel3SmpK9I2i/pv/L5QGttu7X2XGvt+dbaxyd+dpe19uyJ//6ntdbmu+GFtL93MNahJWl4NKJbH3pB+3sHXd6y8hWJWHUdPaHdbx5T19ETikQ8FRnfiO7H/9r/LhlHzqiRiPJLbSaz5ccv2fS7Qu9n+irc5KW6QV8oH/m0tZcyC38pVXaoZfCbINdV+iMQLEGuV35GrS08sp4/culdyfl+6xhthdwVsq9Te1FKXhqnyD6y4aXsIlhK/kRhSU3W2geMMZuttb+U9EtjTF4XCvtRT/9wrENHDY9GdGRgmMfFu4C7MQojfj/e1N5GxpEzaiQkf9VmMlte/JRNPyvGfqavwi1eqxv0hfKRa1t7LbPwj1Jmh1oGPwl6XaU/AsER9HrlZ9TawiLrhUEuvckp39+45nzaCjkrVF+n9qLUvDJOkX1kK1V2e/oZt5EfN54oPDrxv93GmCuMMRdImunCdriqpT6scNXp3d/aEFbH+sUaGhnj7hEXcDdGYSTvx3BVSK0NYX3uI4t187rF2rx+sebUh13eSvhBco2UpIVN0zStqoK77MqIn2pzdBy/ed34f60N4xlurqPmBZGfsulnyfu5saZarx/u17+/cSTnccBpfKGvotCcngzgtbpBXygf2bR1fHZffqdPW3bs8Uxm4R+lrHd+qGU8LQZRXpsLFFqq/jinPkwfAHwm6PXKz/KZ+zAnmSxIWXezff0wJy9HTvnee2SgrNqKuldYhbq2JUi1F94XiVjVVFfEzt+2NozXOzdqH9lHtmqqKx3H7ZrqitivGeuQCzeeKPw1Y0yDpD+V9E1J9ZI+78J2uGpRU622XrdKtz70ghprqvUHFy3UXY/v5e4Rl3jlTiK/i9+PDz97SF/csFRDo2MJ2T5nTr0WzKwl20grvkYOj0a0sGmablm3RB+/72nqZBnxS22ORKxe6x7QfU92xfK5ef0SLWmZrkVNtW5vHorAL9n0u/j93NoQ1vVrF2rbzvzmy8njS/Rz6KsolFRPBphdV+2pukFfKB+ZtrVTdjvWLdGDTx9Qd9+wJMY6ZKaU8ySv1zKeFoN4QT+GcOqPd3/iAr3WPUAfAHwm6PXKz3Kd+zAncRaUrLvdvl6fk5crp3w/1HlId161Ql/60cuBbyu3+0UQFeralqDUXnhfqrXO7Z0HdduGZSWvfWQf2RoZG1PHuiUJ50U71i3R6Nh4jhjrkCs3LhR+xlrbJ6lP0kdc+H5PCIWMNpw3R0s72nV04JT+8Nu/mnT3yNKOdgaFEoneBRc/OAf5Lspiid+P3X3DGjj1vu5+Yh/ZRtbia+SRgWFNq6qIXSQskaVy4Zfa7HQX6F2P79XPbmlnIh5Qfsmm38Xv542r58UOhqXcx4Hk8aW5LqxFTdzAhMJJ9WSA7ZvWeqpu0BfKR6Zt7ZTdbTv36sZL2nTPE/skMdYhM6WcJ3m9lqUaEziOLU9BP4Zw6o/WSld8cxd9APCZoNcrP8t17sOcxFlQsu52+3p9Tl6unPJ9fGhEqxfM0GNl0FZu94sgKtS1LUGpvfC+VGud2zet1Yq5M0pe+8g+stVUe4a2dx7UjZe0yRjJWml750FtWD5HEmMdchea+o8U3H8YY35ujLnRGNPowvd7Rihk1DZ7uiLWprx7BKURvQsu+uj2IN9FWUzJ+3FkLEK2kbNojVzbNktDI2NkqQz5pTanugv06AnyGVR+yabfxe9nY1SwcSB+fGmbPT2Qi+FwT6oxYWh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