{ "cells": [ { "cell_type": "markdown", "id": "a4bfb553", "metadata": {}, "source": [ "## Estadísticos y Gráficas Básicas\n", "A partir del dataset Diabetes, en esta Notebook se propone mostrar cómo con python y pandas es posible la presentación de estadísticos básicos y gráficas simples.\n", "### Inicialización:" ] }, { "cell_type": "code", "execution_count": 27, "id": "770d3cff", "metadata": {}, "outputs": [], "source": [ "# Imports y daasets\n", "import numpy as np\n", "import pandas as pd\n", "import os\n", "# --- Específicas para los gráficos\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "# presentar los gráficos en pantalla\n", "%matplotlib inline \n", "# --- Estilo de visualizacion de matplotlib\n", "mpl.style.use('bmh') \n", "# bmh es el nombre del estilo que usaremos\n", "#\n", "# El separador presentado abajo es multi OS.\n", "separador = os.path.sep\n", "# \n", "archivo=str(os.getcwd())+str(separador)+\"datasets\"+str(separador)+\"diabetes.csv\"\n", "df=pd.read_csv(archivo)" ] }, { "cell_type": "markdown", "id": "81869e3a", "metadata": {}, "source": [ "### Un resumen general del dataset" ] }, { "cell_type": "code", "execution_count": 28, "id": "32d2e15b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
PregnanciesGlucoseBloodPressureSkinThicknessInsulinBMIDiabetesPedigreeFunctionAgeDiabetes
count768.000000768.000000768.000000768.000000768.000000768.000000768.000000768.000000768.000000
mean3.845052120.89453169.10546920.53645879.79947931.992578428.23509133.2408850.348958
std3.36957831.97261819.35580715.952218115.2440027.884160340.48565511.7602320.476951
min0.0000000.0000000.0000000.0000000.0000000.0000000.10000021.0000000.000000
25%1.00000099.00000062.0000000.0000000.00000027.300000205.00000024.0000000.000000
50%3.000000117.00000072.00000023.00000030.50000032.000000337.00000029.0000000.000000
75%6.000000140.25000080.00000032.000000127.25000036.600000591.50000041.0000001.000000
max17.000000199.000000122.00000099.000000846.00000067.1000002329.00000081.0000001.000000
\n", "
" ], "text/plain": [ " Pregnancies Glucose BloodPressure SkinThickness Insulin \\\n", "count 768.000000 768.000000 768.000000 768.000000 768.000000 \n", "mean 3.845052 120.894531 69.105469 20.536458 79.799479 \n", "std 3.369578 31.972618 19.355807 15.952218 115.244002 \n", "min 0.000000 0.000000 0.000000 0.000000 0.000000 \n", "25% 1.000000 99.000000 62.000000 0.000000 0.000000 \n", "50% 3.000000 117.000000 72.000000 23.000000 30.500000 \n", "75% 6.000000 140.250000 80.000000 32.000000 127.250000 \n", "max 17.000000 199.000000 122.000000 99.000000 846.000000 \n", "\n", " BMI DiabetesPedigreeFunction Age Diabetes \n", "count 768.000000 768.000000 768.000000 768.000000 \n", "mean 31.992578 428.235091 33.240885 0.348958 \n", "std 7.884160 340.485655 11.760232 0.476951 \n", "min 0.000000 0.100000 21.000000 0.000000 \n", "25% 27.300000 205.000000 24.000000 0.000000 \n", "50% 32.000000 337.000000 29.000000 0.000000 \n", "75% 36.600000 591.500000 41.000000 1.000000 \n", "max 67.100000 2329.000000 81.000000 1.000000 " ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.describe()" ] }, { "cell_type": "markdown", "id": "ec786134", "metadata": {}, "source": [ "### Indicadores de tendencia central" ] }, { "cell_type": "code", "execution_count": 29, "id": "f9f1891b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Pregnancies 3.845052\n", "Glucose 120.894531\n", "BloodPressure 69.105469\n", "SkinThickness 20.536458\n", "Insulin 79.799479\n", "BMI 31.992578\n", "DiabetesPedigreeFunction 428.235091\n", "Age 33.240885\n", "Diabetes 0.348958\n", "dtype: float64" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.mean()" ] }, { "cell_type": "code", "execution_count": 30, "id": "666625fa", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Pregnancies 3.0\n", "Glucose 117.0\n", "BloodPressure 72.0\n", "SkinThickness 23.0\n", "Insulin 30.5\n", "BMI 32.0\n", "DiabetesPedigreeFunction 337.0\n", "Age 29.0\n", "Diabetes 0.0\n", "dtype: float64" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.median()" ] }, { "cell_type": "markdown", "id": "39b2f183", "metadata": {}, "source": [ "### Indicadores de Dispersion:" ] }, { "cell_type": "code", "execution_count": 31, "id": "ef70b20c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Pregnancies 3.369578\n", "Glucose 31.972618\n", "BloodPressure 19.355807\n", "SkinThickness 15.952218\n", "Insulin 115.244002\n", "BMI 7.884160\n", "DiabetesPedigreeFunction 340.485655\n", "Age 11.760232\n", "Diabetes 0.476951\n", "dtype: float64" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.std()" ] }, { "cell_type": "markdown", "id": "dc534ad1", "metadata": {}, "source": [ "### Valores de interés" ] }, { "cell_type": "code", "execution_count": 32, "id": "9e86dd14", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Pregnancies 0.0\n", "Glucose 0.0\n", "BloodPressure 0.0\n", "SkinThickness 0.0\n", "Insulin 0.0\n", "BMI 0.0\n", "DiabetesPedigreeFunction 0.1\n", "Age 21.0\n", "Diabetes 0.0\n", "dtype: float64" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.min()" ] }, { "cell_type": "code", "execution_count": 33, "id": "c66d7722", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Pregnancies 17.0\n", "Glucose 199.0\n", "BloodPressure 122.0\n", "SkinThickness 99.0\n", "Insulin 846.0\n", "BMI 67.1\n", "DiabetesPedigreeFunction 2329.0\n", "Age 81.0\n", "Diabetes 1.0\n", "dtype: float64" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.max()" ] }, { "cell_type": "code", "execution_count": 34, "id": "ead7b2e6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Pregnancies 2953.00\n", "Glucose 92847.00\n", "BloodPressure 53073.00\n", "SkinThickness 15772.00\n", "Insulin 61286.00\n", "BMI 24570.30\n", "DiabetesPedigreeFunction 328884.55\n", "Age 25529.00\n", "Diabetes 268.00\n", "dtype: float64" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.sum()" ] }, { "cell_type": "code", "execution_count": 35, "id": "5039406e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2953" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"Pregnancies\"].sum()" ] }, { "cell_type": "markdown", "id": "901dd74d", "metadata": {}, "source": [ "### Matriz de correlación" ] }, { "cell_type": "code", "execution_count": 10, "id": "be588f66", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
PregnanciesGlucoseBloodPressureSkinThicknessInsulinBMIDiabetesPedigreeFunctionAgeDiabetes
Pregnancies1.0000000.1294590.141282-0.081672-0.0735350.017683-0.0262050.5443410.221898
Glucose0.1294591.0000000.1525900.0573280.3313570.2210710.1331630.2635140.466581
BloodPressure0.1412820.1525901.0000000.2073710.0889330.2818050.0514360.2395280.065068
SkinThickness-0.0816720.0573280.2073711.0000000.4367830.3925730.154274-0.1139700.074752
Insulin-0.0735350.3313570.0889330.4367831.0000000.1978590.185207-0.0421630.130548
BMI0.0176830.2210710.2818050.3925730.1978591.0000000.1035750.0362420.292695
DiabetesPedigreeFunction-0.0262050.1331630.0514360.1542740.1852070.1035751.0000000.0179700.176608
Age0.5443410.2635140.239528-0.113970-0.0421630.0362420.0179701.0000000.238356
Diabetes0.2218980.4665810.0650680.0747520.1305480.2926950.1766080.2383561.000000
\n", "
" ], "text/plain": [ " Pregnancies Glucose BloodPressure SkinThickness \\\n", "Pregnancies 1.000000 0.129459 0.141282 -0.081672 \n", "Glucose 0.129459 1.000000 0.152590 0.057328 \n", "BloodPressure 0.141282 0.152590 1.000000 0.207371 \n", "SkinThickness -0.081672 0.057328 0.207371 1.000000 \n", "Insulin -0.073535 0.331357 0.088933 0.436783 \n", "BMI 0.017683 0.221071 0.281805 0.392573 \n", "DiabetesPedigreeFunction -0.026205 0.133163 0.051436 0.154274 \n", "Age 0.544341 0.263514 0.239528 -0.113970 \n", "Diabetes 0.221898 0.466581 0.065068 0.074752 \n", "\n", " Insulin BMI DiabetesPedigreeFunction \\\n", "Pregnancies -0.073535 0.017683 -0.026205 \n", "Glucose 0.331357 0.221071 0.133163 \n", "BloodPressure 0.088933 0.281805 0.051436 \n", "SkinThickness 0.436783 0.392573 0.154274 \n", "Insulin 1.000000 0.197859 0.185207 \n", "BMI 0.197859 1.000000 0.103575 \n", "DiabetesPedigreeFunction 0.185207 0.103575 1.000000 \n", "Age -0.042163 0.036242 0.017970 \n", "Diabetes 0.130548 0.292695 0.176608 \n", "\n", " Age Diabetes \n", "Pregnancies 0.544341 0.221898 \n", "Glucose 0.263514 0.466581 \n", "BloodPressure 0.239528 0.065068 \n", "SkinThickness -0.113970 0.074752 \n", "Insulin -0.042163 0.130548 \n", "BMI 0.036242 0.292695 \n", "DiabetesPedigreeFunction 0.017970 0.176608 \n", "Age 1.000000 0.238356 \n", "Diabetes 0.238356 1.000000 " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.corr()" ] }, { "cell_type": "code", "execution_count": 11, "id": "b0dd34ac", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.12945867149927248" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.corr().iloc[1,0]" ] }, { "cell_type": "code", "execution_count": 12, "id": "f001d670", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
PregnanciesGlucoseBloodPressureSkinThicknessInsulinBMIDiabetesPedigreeFunctionAgeDiabetes
Pregnancies11.35405613.9471319.214538-4.390041-28.5552310.469774-30.06502521.5706200.356618
Glucose13.9471311022.24831494.43095629.2391831220.93579955.7269871449.64083899.0828057.115079
BloodPressure9.21453894.430956374.64727164.029396198.37841243.004695338.98098854.5234530.600697
SkinThickness-4.39004129.23918364.029396254.473245802.97994149.373869837.938947-21.3810230.568747
Insulin-28.5552311220.935799198.378412802.97994113281.180078179.7751727267.317385-57.1432907.175671
BMI0.46977455.72698743.00469549.373869179.77517262.159984278.0417223.3603301.100638
DiabetesPedigreeFunction-30.0650251449.640838338.980988837.9389477267.317385278.041722115930.48136271.95403928.680281
Age21.57062099.08280554.523453-21.381023-57.1432903.36033071.954039138.3030461.336953
Diabetes0.3566187.1150790.6006970.5687477.1756711.10063828.6802811.3369530.227483
\n", "
" ], "text/plain": [ " Pregnancies Glucose BloodPressure \\\n", "Pregnancies 11.354056 13.947131 9.214538 \n", "Glucose 13.947131 1022.248314 94.430956 \n", "BloodPressure 9.214538 94.430956 374.647271 \n", "SkinThickness -4.390041 29.239183 64.029396 \n", "Insulin -28.555231 1220.935799 198.378412 \n", "BMI 0.469774 55.726987 43.004695 \n", "DiabetesPedigreeFunction -30.065025 1449.640838 338.980988 \n", "Age 21.570620 99.082805 54.523453 \n", "Diabetes 0.356618 7.115079 0.600697 \n", "\n", " SkinThickness Insulin BMI \\\n", "Pregnancies -4.390041 -28.555231 0.469774 \n", "Glucose 29.239183 1220.935799 55.726987 \n", "BloodPressure 64.029396 198.378412 43.004695 \n", "SkinThickness 254.473245 802.979941 49.373869 \n", "Insulin 802.979941 13281.180078 179.775172 \n", "BMI 49.373869 179.775172 62.159984 \n", "DiabetesPedigreeFunction 837.938947 7267.317385 278.041722 \n", "Age -21.381023 -57.143290 3.360330 \n", "Diabetes 0.568747 7.175671 1.100638 \n", "\n", " DiabetesPedigreeFunction Age Diabetes \n", "Pregnancies -30.065025 21.570620 0.356618 \n", "Glucose 1449.640838 99.082805 7.115079 \n", "BloodPressure 338.980988 54.523453 0.600697 \n", "SkinThickness 837.938947 -21.381023 0.568747 \n", "Insulin 7267.317385 -57.143290 7.175671 \n", "BMI 278.041722 3.360330 1.100638 \n", "DiabetesPedigreeFunction 115930.481362 71.954039 28.680281 \n", "Age 71.954039 138.303046 1.336953 \n", "Diabetes 28.680281 1.336953 0.227483 " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.cov()" ] }, { "cell_type": "code", "execution_count": 13, "id": "367437e3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "13.947130663298566" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.cov().iloc[1,0]" ] }, { "cell_type": "markdown", "id": "b32437e3", "metadata": {}, "source": [ "## Algunos Gráficos con Matplotlib\n", "### Histogramas" ] }, { "cell_type": "code", "execution_count": 14, "id": "8c6e6192", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[,\n", " ,\n", " ],\n", " [,\n", " ,\n", " ],\n", " [,\n", " ,\n", " ]], dtype=object)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.hist()" ] }, { "cell_type": "code", "execution_count": 37, "id": "e7631bfe", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Histograma de una columna numérica específica:\n", "plt.figure(figsize=(10, 6))\n", "plt.hist(df['Age'], bins=20, color='skyblue', edgecolor='black')\n", "plt.title('Distribución de edad de los pacientes')\n", "plt.xlabel('Valor')\n", "plt.ylabel('Frecuencia')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "2c881ce3", "metadata": {}, "source": [ "### Diagama de Caja" ] }, { "cell_type": "code", "execution_count": 15, "id": "a9648c26", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.boxplot()" ] }, { "cell_type": "code", "execution_count": 39, "id": "49ea8f2d", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Diagramas de caja para una variable:\n", "plt.figure(figsize=(10, 6))\n", "plt.boxplot(df['Glucose'])\n", "plt.title('Boxplot de Glucosa')\n", "plt.ylabel('Valor')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "709a7db0", "metadata": {}, "source": [ "### Gráficas de Dispersion" ] }, { "cell_type": "code", "execution_count": 16, "id": "3add23d7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.plot.scatter(x='Glucose', y='BMI')" ] }, { "cell_type": "markdown", "id": "fc0e2037", "metadata": {}, "source": [ "### Gráficas de Lineas" ] }, { "cell_type": "code", "execution_count": 25, "id": "dab29c3b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['Glucose'].plot.line()" ] }, { "cell_type": "markdown", "id": "6d066faa", "metadata": {}, "source": [ "### Subplots" ] }, { "cell_type": "code", "execution_count": 49, "id": "41bb2bea", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 2, figsize=(15, 10))\n", "\n", "# Gráfico de Líneas en la primera celda\n", "axs[0, 0].plot(df['Age'])\n", "axs[0, 0].set_title('Gráfico de Líneas')\n", "\n", "# Histograma en la segunda celda\n", "axs[0, 1].hist(df['Age'], bins=20, color='skyblue', edgecolor='black')\n", "axs[0, 1].set_title('Histograma')\n", "\n", "# Gráfico de Dispersión en la tercera celda\n", "axs[1, 0].scatter(df['Glucose'], df['BloodPressure'], alpha=0.5)\n", "axs[1, 0].set_title('Gráfico de Dispersión')\n", "\n", "# Boxplot en la cuarta celda\n", "axs[1, 1].boxplot(df['Glucose'])\n", "axs[1, 1].set_title('Boxplot')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "bf6d549c", "metadata": {}, "source": [ "## Algunos Gráficos con Seaborn\n", "### Graficos de barras" ] }, { "cell_type": "code", "execution_count": 55, "id": "288244d5", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.barplot(x='Diabetes', y='Glucose', data=df)\n", "plt.title('Promedio de Glucosa en Diagnostico de Diabetes')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ce1d92dc", "metadata": {}, "source": [ "### Gráfico de Cajas" ] }, { "cell_type": "code", "execution_count": 58, "id": "afcd4dee", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(x='Diabetes', y='BMI', data=df)\n", "plt.title('Distribución de BMI por Diagnóstico de Diabetes')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "3f6ca9f9", "metadata": {}, "source": [ "### Gráficos de densidad" ] }, { "cell_type": "code", "execution_count": 59, "id": "b2fa8e16", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_13699/3034171549.py:1: FutureWarning: \n", "\n", "`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n", "This will become an error in seaborn v0.14.0; please update your code.\n", "\n", " sns.kdeplot(data=df['Glucose'], shade=True)\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkUAAAHECAYAAAA3el4hAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAACgQElEQVR4nOzdeXgb1dk28Hu0y5bkTbblfY23GBKwSZqdNQHaEiA0oYUUwtLmAwIhLwUCpVBaoEBK86ZAUspOKYSSpoGXQBOWmCwGspfgJU68r7K8ybZ2ab4/XIsoXmVJM5Lm+V1Xrgvk0cyj28fHxzNnzjAsy7IghBBCCBE4Ed8FEEIIIYQEAxoUEUIIIYSABkWEEEIIIQBoUEQIIYQQAoAGRYQQQgghAGhQRAghhBACgAZFhBBCCCEAaFBECCGEEAKABkWECEJ/fz8KCwuRmZmJ1tZWvsshhJCgRIMiEpQuvPBCMAzD2/FvvvlmMAyD+vp692v19fVgGAY333wzb3WdbbQ6R3PLLbfAYDBg165dSE5O5qa4UTz22GNgGAZ79uzhrYax7NmzBwzD4LHHHuP0uMGcyZkm29b4wjAMLrzwQr7LICGOBkUkYBiG8fgnl8sRHx+PkpIS3H777di1axdcLldAjp2ZmYnMzMyA7DvUPPvss/jkk0+wc+dO5OXl8V1OQA0PXBmGwezZszHWU4wYhkFqairH1ZHJ2r17N2688Ubk5uZCpVJBLpcjOTkZS5YswXPPPYfOzk6+SyRhSsJ3AST8PfroowAAp9OJ3t5efPfdd3jzzTfx8ssvY9asWXj77beRm5vr8Z4333wTJpOJj3IBAE899RQefPBBpKSk8FbDZExUp8VigdVqxc6dO3HBBRdwXB2/vvnmG2zduhXXX3/9pLafNWsWKisrodVqA1wZGUtfXx9uvPFG/N///R/kcjkWLVqEq666CgqFAnq9HgcOHMD//M//4JFHHkFlZSXS09P5LpmEGRoUkYAb7XJER0cH1qxZg3/84x+49NJLcejQIY9fRnx3dklJSUhKSuK1hsmYqE6FQoFf//rXHFYUHNLT09He3o6HHnoI1157LWQy2YTviYiIQEFBAQfVkdE4nU5ce+21+Pzzz3HZZZfh9ddfH/VS76FDh7B+/Xpe/2gi4YsunxFeJCYm4t1338WFF16IhoYGPPnkkx5fH21OEcuyePXVVzFnzhzEx8dDoVAgOTkZl156Kd59910A388LaWhoQENDg8fluzPnAg3PP2htbcWqVauQlJQEsViM119/HcDE8yeqqqpw9dVXIzY2FpGRkZg/fz527do1Yrvx5ouMN0fJZDLh6aefRmlpKdRqNVQqFQoLC3H33Xejo6PDvd14dW7duhULFixAVFQUlEoliouL8eSTT8JisYzYdvhyo8lkwq9+9Sukp6dDLpcjNzcXf/jDH8a8DDWWw4cP4/LLL4darYZGo8Gll16KAwcOjPueqqoq3HzzzUhLS4NcLkdiYiJ+9rOfobq62qtjA0BaWhr+3//7f6irq8Of//znSb1ntDlFBQUFkMlkMBgMo77n97//PRiGwQsvvODxenNzM+666y5kZ2dDLpcjLi4OV111FQ4ePOjV5/Amk/b2dqxbtw75+fmIjIyERqNBbm4ufv7zn+P06dOTPuann36KBQsWIDIyErGxsbj66qtRWVk57nu+/vprXHfdddDpdJDJZEhLS8Mvf/lLryb1v/XWW/j8889RUFCAHTt2jDn3rbS0FLt37x5xdnk04/18jDeHrLu7Gw8//DCKi4sRERGBqKgozJgxAw8++CAGBwc9tj158iRWrlyJ5ORkyGQyJCcnY+XKlTh58uSI/fb19eG3v/0tpk+f7v65zszMxE9+8hMcPnzYY9vXX38dy5YtQ3Z2NpRKJTQaDebNm4c333xzws9Npo7OFBHeiEQi/PrXv8aePXvw9ttv47nnnht3+wcffBDPPPMMsrKysHz5ckRFRaGtrQ0HDx7E+++/j+uvvx6ZmZl49NFHsXHjRgDA2rVr3e+fOXOmx/66urowZ84cqNVqXHfddWBZFgkJCRPWXVdXhzlz5qC4uBi//OUv0dbWhq1bt+KKK67A3//+d6xYscLbKDz09PTgoosuwvHjx1FQUIBbbrkFMpkMp06dwquvvoprr70WiYmJ4+7jgQcewDPPPIP4+HjccMMNiIyMxM6dO/Hwww/jk08+waeffjri7IndbsfixYvR2tqKK664AhKJBP/617+wfv16mM1m/Pa3v51U/QcOHMCll14Km82Ga6+9Frm5uTh27BguuugiXHzxxaO+55NPPsG1114Lh8OBH/3oR8jNzUVzczP++c9/4qOPPsIXX3yB888/f3IB/tdvfvMbvPHGG3jiiSewatUqxMbGevV+ALjpppvw0EMP4Z133sGaNWtGfP2tt96CTCbzuER35MgRLF68GN3d3ViyZAmuvfZaGAwG/Otf/8L8+fOxfft2XHnllRMe25tMTCYT5s6di7q6Olx22WX48Y9/DJZl0dDQgA8//BDLly9HTk7OhMd8//33sWLFCshkMqxYsQJJSUnYt28f5syZgxkzZoz6ntdeew233347FAoFrrrqKqSmpqKmpgYvv/wyPvzwQ3z11VeTOvP7yiuvAADuu+8+KJXKCbeXSALz66uurg4XXXQRGhoaUFJSgv/3//4fXC4Xqqur8ac//QmrV69GZGQkgKHB4GWXXYaBgQEsXboUhYWFqKysxNtvv40dO3Zg9+7dmD17NoChP+ouv/xyfPXVV5gzZw5uv/12SCQSNDU1Yc+ePSgvL0dJSYm7jv/3//4fioqKsHDhQiQlJcFgMOCjjz7CTTfdhKqqqhF/SBI/YQkJEADsRE3MYrGwEomEBcDW1dW5X1+0aNGI98bExLDJycnswMDAiP10dnZ6/H9GRgabkZExYW0rV65k7Xb7iK/fdNNNI2qqq6tzv+++++7z2P7gwYOsRCJho6Oj2b6+Pvfrjz76KAuA/eKLL0YcY3h/N910k8frP/3pT1kA7OrVq1mn0+nxNaPRyPb09Ixb5759+1gAbEZGBtvR0eF+3W63s1deeSULgP3973/vsd+MjAwWAHvFFVewJpPJ/XpHRwcbFRXFajQa1mazjfgMZ3O5XGx+fj4LgP3Xv/7l8bWNGze68zszj+7ubjY6OprVarVsZWWlx3tOnDjBRkZGsjNnzpzw2Cz7fabz5s1jWZZln332WRYAe++993psB4BNSUnxeO2LL75gAbCPPvqo+7WmpiZWJBKxJSUlI45VXl7OAmCvvfZa92t2u53NyclhFQoFu3fvXo/tW1pa2OTkZDYxMZE1m83u10drI95msmPHDhYAe88994yo02q1skajccTrZ+vv72djY2NZiUTCHjx40ONra9eudX/vzmxr1dXVrFQqZadNm8a2trZ6vOezzz5jRSIRu3Tp0gmPbbfbWalUygJgT58+PeH2owHALlq0yOO10X4+ho32/WZZlp07dy4LgH3yySdHvKezs9P9vXM6ne62/u6773ps9/e//50FwObl5bl/ho8fP84CGDUPp9PJdnd3e7x26tSpEdtZLBb2wgsvZCUSCdvU1DTi68R3dPmM8Eoul7v/gtfr9eNuyzAMZDLZqH8hTmVyrEwmw4YNG7z+izMqKgq/+c1vPF4rLS3FDTfcgN7eXmzfvt3rWobp9Xps3boVSUlJ+OMf/wiRyPNHVK1WIzo6etx9vPbaawCAX//61x5nviQSCZ577jmIRCL3X+Vn+/Of/+zxV3pCQgKWLl0Ko9E4qctYBw4cQHV1NRYuXIilS5d6fO2uu+4a9WzFm2++id7eXvz2t78dMadn+vTpuP3223Hs2DF89913Ex7/bGvWrEFmZiZeeOEF1NbWev3+1NRUXHzxxTh8+PCI47/xxhsAhs4mDfvoo49w+vRprFmzBvPnz/fYPjk5Gffffz86Ojrw2WefjXtcbzMZvtQcERExYl8ymQxqtXrCz7pjxw50d3fjZz/7GUpLSz2+9thjjyEqKmrEezZv3gy73Y6NGzeOmNt28cUX46qrrsKHH34Io9E47rG7u7tht9sBYNTLZp988gkee+wxj3+ff/75hJ/JW4cPH8aBAwcwc+ZMPPDAAyO+rtVqoVAoAHzf1ufNmzfi7PBPf/pTzJ07FydPnsS+ffsAjP89EolEiImJ8XhttJ8VuVyOu+66Cw6HIyCfn9DlMxJCbrjhBvz5z3/G9OnTsXz5cixcuBBz5swZtbOejMzMzEldLjvb+eefP+ovmQsvvBBvvPEGjh496vGL0hsHDx6Ey+XCwoULR+08J+Po0aMAgIsuumjE1/Lz85Gamoq6ujr09vZ6DLCio6NH7YjT0tIADF3Wm8iRI0cAAIsWLRrxNbFYjPnz54+Y31JeXg4AOHbs2KjzO4bnZlRVVWH69OkT1nAmuVyOJ598Ej/72c/w4IMP4r333vPq/cDQvJRPP/0Ub7zxBp555hkAgNVqxXvvvYf4+HiPS2HDn6W+vn7Uz1JTU+P+LD/84Q/HPKa3mSxatAgpKSn4wx/+gKNHj+LKK6/E3LlzMXPmTIjF4kl9zvG+d1FRUZg5cybKyspGrXPPnj345ptvRrxPr9fD5XKhpqbG49LQ2dgJ5qx98skn+N///V+P1x5++OExL8dO1VdffQUAWLJkyYg/SM423s8ZAPc8uiNHjmDhwoUoKirCeeedh3feeQdNTU246qqrMG/ePJSWlo56I0BjYyOefvppfPbZZ2hsbITZbPb4ektLy1Q+IpkADYoIr6xWK7q7uwEA8fHx4277pz/9CTk5OXj11Vfx1FNP4amnnoJEIsEPf/hDPPfcc8jOzvbq2Dqdbko1jzWfZ3h/fX19U9ovAPT29gKAT0sBDB9/rM+XlJSExsZG9PX1eQyKxhpcDp9Jczqdkz72RBmdqaurCwDw17/+ddx9DwwMTHj80Vx//fX405/+hH/84x/46quv8IMf/MCr919zzTVQq9X429/+hqeeegpisRgffvghuru7sXbtWo8zjcOf5R//+Me4+5zos3ibiUajwVdffYVHH30UH3zwAT755BMAQz9Td955Jx5++OEJz4j68r179tlnJ1XnWOLi4iCVSmG329Ha2jriZ3njxo3ueYKvv/46Vq1aNe7+psqbn7/J/JyduZ1YLMZnn32Gxx9/HO+//z7uv/9+AEPfu5tvvhlPPvmke65SbW0tZs2ahZ6eHixYsACLFy9GVFQUxGIx6uvr8cYbb8Bqtfr0Wcno6PIZ4dXevXvhcDiQmJiIrKyscbcVi8W45557cPz4cXR0dGDbtm245pprsGPHDlx++eWw2WxeHXuqK2afeffXmdrb2wF4Di6G/9p0OBwjth/ugM80PEjx5a/A4eMP13O2tra2EXX6y/A+J8potPccP34cLMuO+W+qZ98YhsGGDRsADE3i9VZERAR+8pOfoK2tDbt37wYA9x1AZ9c0/Fl27Ngx7mcZXrtrLFPJJDU1Fa+88gr0ej1OnDiBTZs2ITY2Fo899hh+97vfTfg5ffne9fX1jVvnaGefziSRSDBr1iwA8OtloUD+/E3l5ywmJgZ/+tOf0NTU5J6Mnp+fj02bNuGOO+5wb/fcc8+hq6sLr7zyCvbs2YNNmzbhd7/7HR577DEsWbJkwtrI1NGgiPDG5XLhiSeeAAD87Gc/8+q9CQkJuPbaa/Hee+/h4osvRk1NDU6cOOH+ulgsntSZjak4cuQI+vv7R7w+fNv9eeed535teJ5AU1PTiO0PHTo04rVZs2ZBJBJh7969U16HZfj4oy0DcOrUKTQ3NyMrK2vCuUlTMXw31NmXWYChM03D8yvONHzmZu/evX6vZ9jwHKf9+/dj27ZtXr9/ePDxxhtvoLOzEx9//DHOPffcEXc0+uuz+LIfhmEwffp0rFmzxj2Im8w8t/G+d319fTh27Jhf6zzbbbfdBgD44x//OOJS0VR5+/M3/Hl279494SW98X7Oznx9rLsmc3Nzceutt6KsrAwqlcrje3Tq1CkAwLJly0a8b7TvD/EfGhQRXuj1elx//fXYs2cP0tPT8dBDD427vdVqxWeffTaio7Lb7e7Lb8MTIIGh0/GdnZ2jrsnjq76+Pjz++OMerx06dAhvv/02oqKicM0117hfH74d97XXXvP4a7WpqWnEPoChyx3XX389Wltb8cADD4z4vAMDAxNenrvlllsADK2hc+bjEJxOJ+677z64XC7ceuutk/y03pk7dy7y8/Px5ZdfYseOHR5fe/7550ddL2fVqlWIjo7Gb3/721HnpbhcLr88F+yZZ56BRCLBgw8+6PV7FyxYgOzsbOzYsQObN2+Gw+EYdX2ppUuXIicnBy+88AJ27tw56r7Ky8snHPB6m8mJEydGXYtn+KzPmT8bY1m6dCliYmLw97//fcSA4bHHHhu13d11112QSqW49957R12Xx2azTXrAtHLlSlx00UWoqqrC0qVL3WdazjbaGZ6xDP/8nX0Z8ttvvx0xRwkASkpKMHfuXBw5csR9dvFMXV1d7j5l3rx5yM/Px759+/D+++97bPf+++/jyy+/RF5ennvCfV1d3ag3C/T09MBqtXp8j4YfUfTFF194bPvvf/8bL7/88kQfm/iA5hSRgBueKOpyudyP+di3bx9sNpv7MR8T3T1mNptx6aWXIjMzE7Nnz0ZGRgYsFgt2796NyspK/OhHP0JRUZF7+0suuQQHDx7EFVdcgQULFkAmk2HGjBn48Y9/7PPnWbhwIV5++WV8/fXXmDdvnnudIpfLhb/85S/QaDTubWfNmoULL7wQe/bswaxZs3DxxRejo6MDH374IZYsWTLqX7DPP/88Tpw4geeffx6fffYZFi9eDJlMhrq6Ovz73//GBx98MO6DL+fOnYv7778fzzzzDIqLi3HdddchMjISH3/8MU6cOIH58+fjV7/6lc85jIZhGLzyyiu47LLLsGzZMvc6RcePH8enn36Kyy+/3D3fZVhcXBzef/99XHPNNfjBD36ASy65BNOnT4dIJEJjYyPKy8s9fhlNVV5eHn7xi1/gxRdfnNLn+vnPf47HHnsMv//97yGRSEY9uymVSvHPf/4TS5YswQ9/+EP3ZOeIiAg0NTXh4MGDqK2tRVtb27gT6b3N5NNPP8W6deswd+5cFBQUICEhAc3NzdixYwcYhpnU91ulUuGll17CihUrsGDBAo91ik6cOIGFCxfiyy+/9HhPQUEBXn31Vdxyyy2YPn06Lr/8cuTl5cFut6OxsRF79+5FfHw8qqqqJjy+WCzGP//5T9x444346KOPkJWVhQsvvBBFRUXux3wcPXoUR44cgUql8jgjO5alS5ciPz8f77zzDpqbmzF79mw0NjZix44dWLp06agT7//2t7/hwgsvxP3334/33nsPixYtAsuyqKmpwa5du1BVVYXMzEwwDIM33ngDl112GVasWIGlS5eioKAA1dXV+Ne//gW1Wo0333zTfQnv+PHjuOaaa1BSUoLi4mIkJyejs7MTO3bsgN1u97jb7Y477sBrr72G5cuXY9myZUhJScGJEyfwySefYPny5di6deuEn51MUcBv+ieChf+uazL8TyaTsXFxcez555/P3nbbbezHH388Yh2eYWevU2Sz2dinn36avfzyy9m0tDRWLpezWq2WnT17Nrt582bWarV6vH9gYIBdvXo1m5KSworF4hHrAWGUNU3ONN46RTfddBNbWVnJXnXVVWx0dDSrVCrZuXPnsp988smo++rt7WV/8YtfsPHx8axMJmOnT5/O/uUvfxlznaLh+n//+9+z55xzDqtUKlmVSsUWFhay99xzj8faQ+Otw/LOO++w8+bNY1UqFSuXy9mioiL297//vccaOcPGW9dpvLWWxnLo0CF2yZIlrEqlYlUqFXvJJZewBw4cmHDdpjvvvJPNzc1l5XI5q1ar2fz8fPbGG29kt2/fPqnjnr1O0dn0ej2r0WgmvU7RmWpra1mGYVgA7I9+9KNx6+jo6GAfeOABdvr06axSqWQjIyPZ3NxcdtmyZexbb73lsTaWPzKpqKhg7733XrakpITVarWsTCZjMzIy2GXLlrH79+8ft9az7dq1i503bx6rVCrZ6Oho9qqrrmIrKyvHbWv/+c9/2JtuuolNT09nZTIZGxMTw06fPp39xS9+wX722WdeHZ9lWfbf//43+7Of/YzNyspilUolK5PJWJ1Ox1522WXsH//4R1av1494z1g/083NzeyKFSvYmJgYVqFQsKWlpey2bdvG/X4bDAb2/vvvZ/Py8li5XM5GRUWxM2bMYB966CF2cHDQY9uqqir2xhtvZHU6HSuRSFidTsfecMMNbFVVlcd2TU1N7Pr169m5c+eyiYmJrEwmY1NSUtjLL7+c3blz54ga9u/fz1500UVsdHQ0q1Kp2Hnz5rHbt2+fsJ0S3zAs6+X6/YQQQgghYYjmFBFCCCGEgAZFhBBCCCEAaFBECCGEEAKABkWEEEIIIQBoUEQIIYQQAoAGRYQQQgghAGjxxklzuVyw2WwQi8VTfmYWIYQQQrjFsiycTidkMpl7Mc2x0KBokmw2G/bv3893GYQQQgiZgnnz5k34yJugGBS9+OKLePbZZ9HW1obp06dj48aNWLBgwZjbl5WVYd26dfjuu++QnJyM+++/H6tXr3Z//bvvvsNvfvMbHD58GA0NDfjTn/6EtWvXjrm/p556Cg899BDuuecebNy4cdRtxGIxAKC4uNj93wSoqqpCQUEB32WEPcqZG5QzNyhn7lDWQ899PHHixKR+d/M+KNq6dSvWrl2LF198EfPmzcNf/vIXXHHFFaioqEB6evqI7evq6nDllVfi9ttvx9/+9jfs378fd9xxB+Lj491PFDaZTMjOzsZPfvIT3HvvveMe/+DBg3jppZdw7rnnjrvd8CUzsVhMg6Iz6HQ6yoMDlDM3KGduUM7coay/N5mpL7xPtH7uuedw66234rbbbkNhYSE2btyItLQ0bN68edTtt2zZgvT0dGzcuBGFhYW47bbbcMstt3g80fiCCy7As88+i+uvvx5yuXzMYw8MDOCGG27AX//6V8TExPj9sxFCCCEkdPA6KLLZbDh8+DAWL17s8frixYtx4MCBUd9TXl4+YvslS5bg0KFDsNvtXh3/zjvvxA9/+ENceumlk35Pf38/jEaj+5/VavXqmOGmo6OD7xIEgXLmBuXMDcqZO5S1d3i9fGYwGOB0OpGYmOjxemJiItrb20d9T3t7+6jbOxwOGAwGJCUlTerY7777Lo4cOYKDBw96VXNxcTFMJpP7/1etWoU1a9YgKSkJp0+fdtfDsiz0ej0AYNq0aWhubobZbIZCoUBaWhpqamoAAAkJCRCJRO7Pm5OTg/b2dgwODkIulyMzMxPV1dUAAK1WC5lMhtbWVgBAVlYWOjs7MTAwAKlUitzcXFRWVgIAYmNjoVQq0dLSAgDIzMxEd3c3jEYjxGIx8vPzUVlZCZZlER0dDbVajaamJgBAeno6jEYjent7wTAMCgsLUV1dDafTCY1Gg5iYGDQ0NAAA7HY72tvb0d3dDQAoKirCyZMn4XA4oFarodVqUVdXBwBITk6G1WpFV1cXAKCgoAC1tbWw2WyIjIxEYmIiamtrAQBJSUlwOBzo7OwEAOTl5aGxsREWiwVKpRIpKSk4deqUO2/g+x/+3NxctLS0uPNOT0/HyZMnAQDx8fGQSCRoa2sDAGRnZ6OjowODg4OQyWTIzs5GVVUVACAuLg5yudwjb4PBgP7+fkgkEuTl5aGiosKdd0REBJqbmwEAGRkZ6OnpGTNvjUaDxsZGAEBaWhr6+/vHzDs2Nhb9/f2oqKhASkoKzGazO+/CwkKcOnUKdrsdKpUK8fHxHnnbbDYYDAYAQH5+Purr62G1WhEZGQmdTuduszqdDi6Xy6PNNjU1ufNOTU31aLMMw7jzzsnJQVtbG0wmE+RyOTIyMsbNW6/XY2BgYNS8FQrFqG327LxjYmKgUqk82mxfXx/6+vogEolQUFCAqqoquFwuREVFISoqyiPvgYEB9PT0jGizZrMZJpMJ9fX1AICUlBRYLJZR26xKpUJCQsK4bbahoQFWqxURERGC7SNSU1NhMpk8+oiBgQFUVFRQH+HHPuLMNntmH8GyLGpqagTdR3jz3HuG9WZrP2ttbUVKSgoOHDiAOXPmuF9/4okn8NZbb7mDOFNeXh5WrVqF9evXu1/bv38/5s+fj7a2Nuh0Oo/tMzMzsXbtWo+J1k1NTSgtLcWuXbswY8YMAMCFF16ImTNnjjnR2uFwoKysDNnZ2R639Mnl8nEv0YU7m80GmUzGdxlhj3LmBuXMDcqZO5T10ETr48ePY9GiRZBIxj8XxOvlM61WC7FYPOKskF6vH3E2aJhOpxt1e4lEgri4uEkd9/Dhw9Dr9SgpKYFEIoFEIkFZWRk2bdoEiUQCp9M55nvVajU0Go37n5AHRADcI3YSWJQzNyhnblDO3KGsvcProEgmk6GkpAS7d+/2eH337t2YO3fuqO+ZM2fOiO137dqF0tJSSKXSSR33kksuwbfffotjx465/5WWluKGG27AsWPHaKa+F8xmM98lCALlzA3KmRuUM3coa+/wfkv+unXrsHLlSpSWlmLOnDl46aWX0NjY6F53aP369WhpacGbb74JAFi9ejWef/55rFu3DrfffjvKy8vxyiuv4J133nHv02azua8r2mw2tLS04NixY1CpVMjNzYVarUZxcbFHHZGRkYiLixvxOhnfRAthEf+gnLlBOXODcuYOZe0d3gdFK1asQFdXFx5//HG0tbWhuLgYO3fuREZGBgCgra3NPdkMGJrItnPnTtx777144YUXkJycjE2bNrnXKAKG5iqdd9557v/fsGEDNmzYgEWLFmHPnj2cfTYhGG0tKeJ/lDM3KGduUM7coay9w+tE61AyPNF6xowZdHntDBUVFSgqKuK7jLBHOXODcuYG5cwdyjqEJloTQgghhAQLGhQRn8THx/NdgiBQztygnLlBOXOHsvYODYqITyY6FUn8g3LmBuXMDcqZO5S1d2hQRHwyvAopCSzKmRuUMzcoZ+5Q1t6hQREhhBBCCGhQRHyUnZ3NdwmCQDlzw5uc+ywOfNcxgC6T3atnKxFqz1yirL1DFxuJTzo6OtxrSpHAoZy5MZmcd9d04d8nu6GQiKCNlKLP7EC32Y6ZSWr85NwEqOTUrU6E2jN3KGvv0E8v8cng4CDfJQgC5cyN8XI22Zz43/1NkEtE+NmMRIhFjPtrLMuipsuER3bVYmlRPC7MieGi3JBF7Zk7lLV3aFBEfCL0py9zhXLmxlg5m+1OPLLrNOZnRiM7Vjni6wzDIE8biZzYCHx8sgu13WbcXJoEEcOMsjdC7Zk7lLV3aE4R8Qldr+YG5cyN0XJ2sSw2lDViXkbUqAOiM4lFDH5UoIXTxeKPZY0012gM1J65Q1l7hwZFxCdVVVV8lyAIlDM3Rsv5jUNtSFRLkRMXMen9zErTIFopweavWmhgNApqz9yhrL1DgyJCCBlDjcGE2m4zZqdFef3eWWka2J0uvHO8IwCVEUICgQZFxCdxcXF8lyAIlDM3zsyZZVn89esWLM6LnfL+FmVFo7rThINNff4oL2xQe+YOZe0dGhQRn8jlcr5LEATKmRtn5vxpTTfSYxTQ+HCLPcMw+HFBHN4+2gH9gM0fJYYFas/coay9Q4Mi4pPW1la+SxAEypkbwzmb7U78X5UBc9K9v2x2NqlYhB8XavFsWQMcLppfBFB75hJl7R0aFBFCyFk+rDSgNFUDicg/t9RrI6U4R6fCW4fpOVSEBDMaFBGfZGVl8V2CIFDO3MjKyoLDxeJAfS+KEyP9uu8ZSSqc7jahupMW06P2zB3K2js0KCI+MRgMfJcgCJQzNwwGA7443Y2ihMiALLx4Zb4WW75qgdXh8vu+Qwm1Z+5Q1t6hQRHxSX9/P98lCALlzA2j0YhPqrtwXoo6IPuPlIkxK02Dt44I+zIatWfuUNbeoUER8YlEQk+K4QLlzA2jHUjRyCETB65rLEqIxOkuM+p7zAE7RrCj9swdyto7NCgiPsnLy+O7BEGgnLmx26DEBamagB/n8rw4vHigGS6BrnZN7Zk7lLV3aFBEfFJRUcF3CYJAOQee0eJAkdgAjSLwf1lHKyXIjFXg46qugB8rGFF75g5l7R0aFBFCCIAvTvdAzcGAaNgP0qKwu6YbA1YHZ8ckhIyPBkXEJ7GxU38EApk8yjnw9tX3IjoqhrPjiUUMFmZF4Q0Brl1E7Zk7lLV3aFBEfBIRMfknh5Opo5wDq6HHDI1CAqlCyelxc+Ii0GK0orHXwulx+UbtmTuUtXdoUER80tzczHcJgkA5B9bH1V04L0kFa6+e82NflhuLv37dwvlx+UTtmTuUtXdoUEQIETSWZVHdaUJqFD8PzoyNkEIlE+Noi5GX4xNCvkeDIuKTjIwMvksQBMo5cE51mZGkloFhGMhjdbzUsDA7Gm8f7QArkFv0qT1zh7L2Dg2KiE96enr4LkEQKOfAKavtQWHC0HPOnCZ+Vv+NkIqREaPAntPC+D5Te+YOZe0dGhQRnxiNdMqfC5Rz4FR0DLovnTks/D2sdU66BjsqDHC4wv9sEbVn7lDW3qFBEfGJWCzmuwRBoJwDo7HHgtgIqfvhrwzDX5coFYtQrIvEv6vDf0FHas/coay9Q4Mi4pP8/Hy+SxAEyjkwvqzrQWHC97csKxP5nX9xfrIau2q6YHe6eK0j0Kg9c4ey9g4NiohPKisr+S5BECjnwDjWOoCsmO/XJjJ31PNXDIYWdJyRpMbOMD9bRO2ZO5S1d2hQRHwilLtl+EY5+1/XoB1KqQhiEeN+LRhynpmkwuenumFzhO/ZomDIWSgoa+/QoIj4JDo6mu8SBIFy9r+DzX3IjfNc7VeiVPFUzffEIgYzk9X4OIzPFlF75g5l7R0aFBGfaDQavksQBMrZ/75pMmKa1vOxHmJFJE/VeJqhU+Hz091whumdaNSeuUNZe4cGRcQnjY2NfJcgCJSzfzldLPosDkTKPO/MsfZ08FSRJ7GIQWF8JL4I03WLqD1zh7L2Dg2KCCGCc9JgQrKGn8d6TFZJqho7qww0J4QQDtGgiPgkLS2N7xIEgXL2r68a+pAbpxzxujw6kYdqRicTi5ARo8BXjX18l+J31J65Q1l7hwZFxCf9/fw8FkFoKGf/qtAPIi1KMeJ1p9XEQzVjm52mwY7vDHyX4XfUnrlDWXuHBkXEJ729vXyXIAiUs/8YLQ7IxJ634g9zmIPrF4hSKoZKLsbpruAarPmK2jN3KGvvBMWg6MUXX0RWVhYUCgVKSkqwd+/ecbcvKytDSUkJFAoFsrOzsWXLFo+vf/fdd1i2bBkyMzPBMAw2btw4Yh9PPfUULrjgAqjVaiQkJODqq69GdXW1Pz+WIDDMyF8sxP8oZ/851tqPzNiRZ4kAgEHw5fyDNA3e/1bPdxl+Re2ZO5S1d3gfFG3duhVr167Fww8/jKNHj2LBggW44oorxpwxX1dXhyuvvBILFizA0aNH8dBDD+Huu+/Gtm3b3NuYTCZkZ2fjD3/4A3Q63aj7KSsrw5133omvvvoKu3fvhsPhwOLFizE4yN8DIUNRYWEh3yUIAuXsP4da+pETO3I+EQAodZncFjMJ8SoZuk129JjtfJfiN9SeuUNZe4dheb61Yfbs2Tj//POxefNm92uFhYW4+uqr8dRTT43Y/oEHHsAHH3zgsXT56tWrcfz4cZSXl4/YPjMzE2vXrsXatWvHraOzsxMJCQkoKyvDwoULR3zd4XCgrKwMM2bMoAfsnaG6upqercMBytl/7vuoBjfOTBz1L2izvgHKBH6ffzaaGoMJgzYnbipN5rsUv6D2zB3KGnA6nTh+/DgWLVoEiUQy7ra8nimy2Ww4fPgwFi9e7PH64sWLceDAgVHfU15ePmL7JUuW4NChQ7Dbp/6XVF/f0B0esbGx427X398Po9Ho/me1Wqd8zHDgdDr5LkEQKGf/6DbZESEVjXlJgXUF56M1cuOUONo6AEeYLOZI7Zk7lLV3xh8yBZjBYIDT6URioudtsImJiWhvbx/1Pe3t7aNu73A4YDAYkJSU5HUdLMti3bp1mD9/PoqLi8fdtri4GCbT95MeV61ahTVr1iApKQmnT59218OyLPT6oXkA06ZNQ3NzM8xmMxQKBdLS0lBTUwMASEhIgEgkcn/enJwctLe3Y3BwEHK5HJmZme65TlqtFjKZDK2trQCArKwsdHZ2YmBgAFKpFLm5ue4zaLGxsVAqlWhpaQEwdMasu7sbRqMRYrEY+fn5qKysBMuyiI6OhlqtRlNTEwAgPT0dRqMRvb29YBgGhYWFqK6uhtPphEajQUxMDBoaGgAAMpkM7e3t6O7uBgAUFRXh5MmTcDgcUKvV0Gq1qKurAwAkJyfDarWiq2vo8QUFBQWora2FzWZDZGQkEhMTUVtbCwBISkqCw+FAZ2cnACAvLw+NjY2wWCxQKpVISUnBqVOn3HkDQEfH0MJ7ubm5aGlpceednp6OkydPAgDi4+MhkUjQ1tYGAMjOzkZHRwcGBwchk8mQnZ2NqqoqAEBcXBzkcrlH3gaDAf39/ZBIJMjLy0NFRYU774iICDQ3NwMAMjIy0NPTM2beGo3GfYk4LS0N/f39Y+YdGxsLs9mMiooKpKSkwGw2u/MuLCzEqVOnYLfboVKpEB8f75G3zWaDwTB091J+fj7q6+thtVoRGRkJnU7nbrM6nQ4ul8ujzTY1NbnzTk1N9WizDMO4887JyUFbWxtMJhPkcjkyMjLGzVuv12NgYGDUvBUKxaht9uy8Y2JioFKpPNpsX18f+vr6IBKJUFBQgKqqKrhcLkRFRSEqKgqNjY0wDNqQH6WBzWiAw9QPBoBSlwWzvhGsywmwLJw2C6zdQ/XKouLBOmywDw790aRMzITV0AyX0wGxXAmpKhaWrqF6ZRotWJcD9oHeoW0T0mHtboPLYYdYpoBUo4XFMNQ+ZOpYsGBh7x9anFERnwZbrx4uuxUiqQzy6ESYO4c+m1QVA0YkwuLYfpQf+Q9mnVMQUn1EamoqTCaTRx9hs9lQUVFBfYQf+4j6+noAGNFHqNVq1NTUCLqP8OaCGK+Xz1pbW5GSkoIDBw5gzpw57tefeOIJvPXWW+4gzpSXl4dVq1Zh/fr17tf279+P+fPno62tbcQcoslcPrvzzjvx0UcfYd++fUhNTR11m+HLZ9nZ2RCJvj/BJpfLIZcH9yJwgWQymRARETHxhsQnlLN/bPiyASXJasRGSEf9utNmgVg2+iRsvpnsTnxYacCTl+fyXYrPqD1zh7IOoctnWq0WYrF4xFkhvV4/4mzQMJ1ON+r2EokEcXFxXtewZs0afPDBB/jiiy/GHBCdSa1WQ6PRuP8JeUAEwP3XCQksytk/2o22MQdEANxniIJRhFQMqYhBmzH0L9lTe+YOZe0dXgdFMpkMJSUl2L17t8fru3fvxty5c0d9z5w5c0Zsv2vXLpSWlkIqHbuzOxvLsrjrrrvwz3/+E59//jmysrK8/wCEkJDRNWhHpIz3G259cn6KGh9Uht9ijoQEC957iHXr1uHll1/Gq6++isrKStx7771obGzE6tWrAQDr16/Hz3/+c/f2q1evRkNDA9atW4fKykq8+uqreOWVV3Dfffe5t7HZbDh27BiOHTsGm82GlpYWHDt2zH19GRi6ZPa3v/0Nf//736FWq9He3o729naYzWbuPnwYSElJ4bsEQaCcfXe01YiMmNFvxR8mi47nqJqpyYhWoLJjEHZncE4Inyxqz9yhrL3D+6BoxYoV2LhxIx5//HHMnDkTX375JXbu3ImMjKHbYtva2jzWLMrKysLOnTuxZ88ezJw5E7/73e+wadMmLFu2zL1Na2srzjvvPJx33nloa2vDhg0bcN555+G2225zb7N582b09fXhwgsvRFJSkvvf1q1bufvwYYAGkdygnH13rHUA2WMs2jjMZQvuS1MMwyBPq8Q3If48NGrP3KGsvcPr3WfD7rjjDtxxxx2jfu31118f8dqiRYtw5MiRMfeXmZk54WxzevK0f3R3d4+5QCbxH8rZd+0DNkQrxu/yHCYjZBrv5yZyaUaSGrtqujEvK4bvUqaM2jN3KGvv8H6miBBCAq3f6oBcPPb6RKFEJRfD6nShN4xWuCYkWNCgiPiElpDnBuXsm4qOQaRGTXynqDIxM/DF+ME5ukh8dqqH7zKmjNozdyhr79CgiPjkzMnrJHAoZ98cb+tHRvTE6w9Z/7u4YrAriI/EgYZevsuYMmrP3KGsvUODIuITXx6tQiaPcvZNbZcFOrVswu1cTgcH1fhOImIQo5Sirjs0J9FSe+YOZe0dGhQRn6hUKr5LEATKeersThdcLAuxaOL5RGJ56Kz8OyNJhV013XyXMSXUnrlDWXuHBkXEJ/Hxwb2uS7ignKfuVJcZOs3kVp6XqqIDW4wfpUXJUakfDMk7aak9c4ey9g4NiohPhh8sSAKLcp66/7T1I30Sk6wBwNLVGuBq/IdhGKRq5KjqNE28cZCh9swdyto7NCgihIS17zoGkT6JSdahqDgxEp+G6CU0QoIRDYqIT5KTk/kuQRAo56lhWRYmmwtyyeS6OlmUNsAV+VeSRo7abjOcrtC6hEbtmTuUtXdoUER8YrPZ+C5BECjnqdEP2BGlEE96e9YRGnefnSkjRoET7QN8l+EVas/coay9Q4Mi4hODgZ7YzQXKeWoq9QNI1kz+0pl9sDdwxQTIOYmR2H0qtC6hUXvmDmXtHRoUEULC1omOQaRFT26SdajSRsrQ2mcNuUtohAQjGhQRn+Tn5/NdgiBQzlPT2GtBfKR00tsrEzICWE3gpEUrUKEf5LuMSaP2zB3K2js0KCI+qa+v57sEQaCcvedwsQALiLx4CKy1O3RuyT9TUUIEvjgdOs9Co/bMHcraOzQoIj6xWq18lyAIlLP3arvNSJzEoz3O5HKE5iMRElUy1HWbQ2YhR2rP3KGsvUODIuKTyMhIvksQBMrZexXtA0hWezefSCwLzfWMGIZBskaOk4bQWMiR2jN3KGvv0KCI+ESn0/FdgiBQzt77Tu/9oo1STVyAqgm8wvjQuYRG7Zk7lLV3aFBEfHL69Gm+SxAEytl7PWYHVPLJr1EEABZDS4CqCbzUKDlOdppC4hIatWfuUNbeoUERISTs9FsdkIuF1b0xDIO4SCma+mgOCSFTJaxeg/gdnZrlBuXsnRqDCcka7yZZA4AshC+fAUCeNgL76nv5LmNC1J65Q1l7hwZFxCcul4vvEgSBcvZOpX4QyRrvF21kQzzn7FgljrX2813GhKg9c4ey9g4NiohP9Ho93yUIAuXsnZOd5ikNiuwDoTFReSwSEQOZWIRec3AvLUDtmTuUtXdoUEQICTsmuxMKiTC7t2lxEShv6OO7DEJCkjB7DeI306ZN47sEQaCcJ6/XbIdyigMiZXyan6vhXl68EuWNwT0oovbMHcraOzQoIj5pamriuwRBoJwnr8ZgRtIULp0BgLW3w8/VcC9CKobZ7oLVEbxzSag9c4ey9g4NiohPLBYL3yUIAuU8eUOTrL2/8wwAXHabn6vhR2aMAseDeMI1tWfuUNbeoUER8YlSqeS7BEGgnCdv6Hb8qZ0pEkmn9r5gk6+NwP4gnldE7Zk7lLV3aFBEfJKamsp3CYJAOU+e2eGCbIoLN8qiE/xcDT/iVTI09VmCdnVras/coay9Q4Mi4pOamhq+SxAEynlyukx2qGTePdrjTJbO8Jl/oY2QobE3OC+dUHvmDmXtHRoUEULCRo3BhCT11OYThZtpcUq6NZ8QL9GgiPgkISE8LjcEO8p5cqqmuJL1MKk6xo/V8GtodesBvssYFbVn7lDW3qFBEfEJwzB8lyAIlPPknO4yQ+fDmSIG4ZOzRMyAYYABq4PvUkag9swdyto7NCgiPunoCP11XUIB5Tw5Fh8mWQOArb/bj9XwLztOiUPNRr7LGIHaM3coa+/QoIgQEhaMFodgH+0xlnxtBMobg29QREiwoh6E+CQnJ4fvEgSBcp7YqS6TT5fOAEChDa/bl6MUEnQO2OAKslvzqT1zh7L2Dg2KiE/a2tr4LkEQKOeJVXX6fueZ3WjwUzXBQ6eWobbLzHcZHqg9c4ey9g4NiohPTCYT3yUIAuU8sVM+rGQ9zGkLznV9fJEbp8RXQfaAWGrP3KGsvUODIuITuTw8HosQ7CjnifVbnVBKp75wIwCIJFI/VRM8MmOU+LZ9kO8yPFB75g5l7R0aFBGfZGRk8F2CIFDO4zPZnJCIfL/1WB6b5IdqgotYxEAUZLfmU3vmDmXtHRoUEZ+cPHmS7xIEgXIeX223b+sTDTPrG/1QTfDJjlXicEs/32W4UXvmDmXtHRoUEUJCXnWn73eehbM8rRJf0SM/CJlQUAyKXnzxRWRlZUGhUKCkpAR79+4dd/uysjKUlJRAoVAgOzsbW7Zs8fj6d999h2XLliEzMxMMw2Djxo1+OS4ZKT4+nu8SBIFyHl+NHyZZA4BUFe17MUEoWilFx4ANbJDcmk/tmTuUtXd4HxRt3boVa9euxcMPP4yjR49iwYIFuOKKK9DYOPpp7Lq6Olx55ZVYsGABjh49ioceegh33303tm3b5t7GZDIhOzsbf/jDH6DT6fxyXDI6iUTCdwmCQDmPr8tkh0bue0aMKHxzTlDJUN8THHfXUXvmDmXtHd4HRc899xxuvfVW3HbbbSgsLMTGjRuRlpaGzZs3j7r9li1bkJ6ejo0bN6KwsBC33XYbbrnlFmzYsMG9zQUXXIBnn30W119//Zgz7709LhkdrYHBDcp5bA4X67cnltnCcJ2iYTlxSnwdJLfmU3vmDmXtHV4HRTabDYcPH8bixYs9Xl+8eDEOHDgw6nvKy8tHbL9kyRIcOnQIdrs9YMcd1t/fD6PR6P5ntVondUxCSGA09VqgjQy/W+n9LStGgeNtA3yXQUhQ4/W8msFggNPpRGJiosfriYmJaG9vH/U97e3to27vcDhgMBiQlDTxLbVTOe6w4uJij8WwVq1ahTVr1iApKQmnT59274dlWej1egDAtGnT0NzcDLPZDIVCgbS0NNTU1AAAEhISIBKJ3MfNyclBe3s7BgcHIZfLkZmZierqagCAVquFTCZDa2srACArKwudnZ0YGBiAVCpFbm4uKisrAQCxsbFQKpVoaWkBAGRmZqK7uxtGoxFisRj5+fmorKwEy7KIjo6GWq1GU1MTACA9PR1GoxG9vb1gGAaFhYWorq6G0+mERqNBTEwMGhoa3PW3t7eju3voQZpFRUU4efIkHA4H1Go1tFot6urqAADJycmwWq3o6uoCABQUFKC2thY2mw2RkZFITExEbW0tACApKQkOhwOdnZ0AgLy8PDQ2NsJisUCpVCIlJQWnTp1y5w18/+DD3NxctLS0uPNOT09334ERHx8PiUTi/uspOzsbHR0dGBwchEwmQ3Z2NqqqqgAAcXFxkMvlHnkbDAb09/dDIpEgLy8PFRUV7rwjIiLQ3NwMYOg22J6enjHz1mg07ku1aWlp6O/vHzPv2NhYOJ1OVFRUICUlBWaz2Z13YWEhTp06BbvdDpVKhfj4eI+8bTYbDIahsx/5+fmor6+H1WpFZGQkdDqdu83qdDq4XC6PNtvU1OTOOzU11aPNMgzjzjsnJwdtbW0wmUyQy+XIyMgYN2+9Xo+BgYFR81YoFKO22bPzjomJgUqlQlNTE/QDNqRFRMHW1wmHeQAMw0CZmAlzRz1YloVEqYJYoYK1Z+hnTB6dAKfNDIepHwwApS4LZn0jWJcTIqkcTpsF1u6hemVR8WAdNtgHh86wKBMzYTU0w+V0QCxXQqqKhaVrqF6ZRgvW5YB9oHdo24R0WLvb4HLYIZYpINVoYTEMtQ+ZOhYsWNj7ewAAivg02Hr1cNmtEEllkEcnwtw59PMoVcWAEYlgMw793Ci0KbAbu+C0WSCSSCGPTYZZP/TzKI2MBiORwNY39D1XxCXDPtALp9UEkVgCFyvBtye+g1jEcNZHpKamwmQyefQRDMOgoqKC+gg/9hH19fUAMKKPyMrKQk1NjaD7CG/m0jEsjzPvWltbkZKSggMHDmDOnDnu15944gm89dZb7iDOlJeXh1WrVmH9+vXu1/bv34/58+ejra1txByizMxMrF27FmvXrvXpuA6HA2VlZcjOzoZI9P0JNrlcLujFsRobG5Gens53GWGPch7bCweaME0bgUSV73efWXvaIY8ZfR5iOChv6MOMZBXmZETzWge1Z+5Q1oDT6cTx48exaNGiCedY8Xr5TKvVQiwWjzg7o9frR5zFGabT6UbdXiKRIC4uLmDHHaZWq6HRaNz/hDwgAoCBATodzwXKeWzNfVZoI/xz+cxpDa5nhPnbNK0S5Y1Gvsug9swhyto7vA6KZDIZSkpKsHv3bo/Xd+/ejblz5476njlz5ozYfteuXSgtLYVUOrmOcSrHJaOTyWhtGC5QzqNjWRZ2JwuxH1azBgCROLzv1NFGytDcZ+H91nxqz9yhrL3Dew+wbt06rFy5EqWlpZgzZw5eeuklNDY2YvXq1QCA9evXo6WlBW+++SYAYPXq1Xj++eexbt063H777SgvL8crr7yCd955x71Pm83mvq5os9nQ0tKCY8eOQaVSITc3d1LHJZOTnZ3NdwmCQDmPrstkh1ru2/POziTXpvptX8EqVilFq9GKlCgFbzVQe+YOZe0d3gdFK1asQFdXFx5//HG0tbWhuLgYO3fudD+vpa2tzWPtoKysLOzcuRP33nsvXnjhBSQnJ2PTpk1YtmyZe5vW1lacd9557v/fsGEDNmzYgEWLFmHPnj2TOi6ZnKqqKhQVFfFdRtijnEdX221Goh9XsjZ31CNCl+W3/QWj3Dglvm4y4loeB0XUnrlDWXuH90ERANxxxx244447Rv3a66+/PuK1RYsW4ciRI2PuLzMzc1Knh8c7LiEk+J3sNEHnhwnWQpITq8S/Kg24tjiB71IICTq8L95IQttkJ7cT31DOozvVZUaSHx7vMUwaGeW3fQUrmUQEu8MFm8PFWw3UnrlDWXuHBkXEJwoFf6fghYRyHt2gzQmFxH/dGCMRxlmn9BgF/tPO311J1J65Q1l7hwZFxCfDi2iRwKKcR7I4XH6762yYra/Tr/sLVtPilPiKx0d+UHvmDmXtHRoUEUJCUkOPGQn0eI8pSVTJUNcd3msyETIVNCgiPsnMzOS7BEGgnEc63WX2yyrWZ5LHTvyYoHDAMAw0cgk6+m28HJ/aM3coa+/QoIj4ZPj5OiSwKOeRagwm6Px4Oz4AOEz8r/bMldw4Jb5p4ucSGrVn7lDW3qFBEfGJ0SicXyJ8opxHajXaEOunx3sMc1oG/bq/YJYbF4FvmvhpV9SeuUNZe4cGRcQnEz1cj/gH5eyJZVk4XS6IGP9OtGZE/lsdO9gppCJYHC7YnNzfmk/tmTuUtXdoUER8kpeXx3cJgkA5e+oy2aFR+L+zVyYI62niadEKfNfO/dkxas/coay9Q4Mi4pPhZ8yRwKKcPdV2mxEf6f81hcztdX7fZzCbFqdEeUMv58el9swdyto7NCgihIScUwaz3ydZAwC/z47nXpJahtN0az4hbjQoIj6JiYnhuwRBoJw9neoyISkAgyJJhNrv+wxmfN2aT+2ZO5S1d2hQRHyiUqn4LkEQKGdPA1YnlFL/T4oWy5R+32ewy+VhdWtqz9yhrL1DgyLik6amJr5LEATK+Xs2pwt+vunMzdqrD8yOg1huXAQONnN72za1Z+5Q1t6hQREhJKQ09VqgDcAka6FSSEWwOlywOri/NZ+QYEODIuKT9HRh3cLMF8r5e7XdgXvmmTxGF5D9BrvMGAWOt/Vzdjxqz9yhrL1DgyLik74+/p60LSSU8/dOdwXmzjMAcFoGArLfYJevjcC+eu7aGLVn7lDW3qFBEfEJ/cBxg3L+XmMAL585zMIcFMWrZGjqtYBluVmUgNozdyhr79CgiPhEJKImxAXK+Xt2JwuJKDAzrZlAzeAOAQkqGRp6LZwci9ozdyhr71BaxCcFBQV8lyAIlPOQfqsDckngui1lYmbA9h3scuOUKG/g5qwCtWfuUNbeoUER8UlVVRXfJQgC5TykvscSkMd7DDN31Ads38EuO1aJo63cTLam9swdyto7NCgiPnG56DZeLlDOQ2q7AnfnGQDO5tQEI4mIgUTEwGhxBPxY1J65Q1l7hwZFxCdRUVF8lyAIlPOQU10mJGkCd6ZIohT26r/T4iI4Wd2a2jN3KGvv0KCI+IR+4LhBOQ/pGLAhWiEJ2P7FCmEPivLjI3CAg3lF1J65Q1l7hwZFxCeNjY18lyAIlPPQpS2Xiw3oHWLWnvaA7TsURMrEGLA6YXMG9pILtWfuUNbeoUERISQkdA7aoQngWSIyJDNWgf+0CXO9JkJoUER8kpaWxncJgkA5A3Xd5oDeeQYA8uiEgO4/FBRoI7C3rjegx6D2zB3K2js0KCI+GRigvyi5QDkPPd4jURXYQZHTZg7o/kNBvEqGxgCvbk3tmTuUtXdoUER80tPTw3cJgkA5Dz0INlDPPBvmMHH3UNRglqSW4VRX4AaI1J65Q1l7hwZFhJCQ0GdxIFImDugxhPuQD08F8ZEoq6VfpkR4aFBEfFJUVMR3CYIg9JydLm4WVVTqsjg5TrBLi5ajUj8YsP0LvT1zibL2Dg2KiE9OnjzJdwmCIPScW41WxEYEbiXrYWY93b4MACKGQbRSipa+wDwgVujtmUuUtXdoUER84nAE/pEAhHIeuvMs8IMi1uUM+DFCRYE2AmUBugtN6O2ZS5S1d2hQRHyi0Wj4LkEQhJ5zbXfg7zwDALEiMuDHCBU5cUocbQnMxHOht2cuUdbeoUER8UlsbCzfJQiC0HOu67ZwMiiSRNAvkGFiEQOFRISuQbvf9y309swlyto7NCgiPqmvr+e7BEEQes4muxNySeC7K2t3W8CPEUoKEiKwt77X7/sVenvmEmXtHRoUEUKCms3hgojuledFvjYCXzUG/gGxhAQLGhQRn6SkpPBdgiAIOeemPgu0AX68xzBZVDwnxwkVUrEIYoZBj8m/l9CE3J65Rll7hwZFxCcWS2Bu2SWehJwzV3eeAQDrsHFynFASiEtoQm7PXKOsvUODIuKTrq4uvksQBCHnfIqDZ54Nsw/SpaKzFWgjUN7g31yE3J65Rll7Z8qDIpuN/qIihAReU68FCRxdPiMjySQiiBig1+z/u9AICTZTHhSlpKRg/fr1aGz0fQXYF198EVlZWVAoFCgpKcHevXvH3b6srAwlJSVQKBTIzs7Gli1bRmyzbds2FBUVQS6Xo6ioCNu3b/f4usPhwK9//WtkZWVBqVQiOzsbjz/+OFwul8+fR0gKCgr4LkEQhJyzzclCIuZmprUyMZOT44Sa/PhI7Kv339kiIbdnrlHW3pnyoOjHP/4xNm3ahJycHFxzzTX47LPPprSfrVu3Yu3atXj44Ydx9OhRLFiwAFdcccWYg626ujpceeWVWLBgAY4ePYqHHnoId999N7Zt2+bepry8HCtWrMDKlStx/PhxrFy5EsuXL8fXX3/t3ubpp5/Gli1b8Pzzz6OyshLPPPMMnn32Wfz5z3+e0ucQqtraWr5LEASh5my2OyHh8NYzq6GZs2OFkoL4CBzw47wiobZnPlDW3pnyoOjVV19Fc3MznnjiCRw/fhyLFy9GYWEhnn/+efT3T34V1Oeeew633norbrvtNhQWFmLjxo1IS0vD5s2bR91+y5YtSE9Px8aNG1FYWIjbbrsNt9xyCzZs2ODeZuPGjbjsssuwfv16FBQUYP369bjkkkuwceNG9zbl5eVYunQpfvjDHyIzMxPXXXcdFi9ejEOHDk01EkGiy6jcEGrODT0WxHM0nwgAXE56JMJo5BIRGD/ehSbU9swHyto7Pk20jomJwf3334/Tp09j+/btSEtLwz333IOUlBTcddddqKqqGvf9NpsNhw8fxuLFiz1eX7x4MQ4cODDqe8rLy0dsv2TJEhw6dAh2u33cbc7c5/z58/HZZ5+5H5Z3/Phx7Nu3D1deeeW4Nff398NoNLr/Wa3WcbcPdyqViu8SBEGoOdf1cHfnGQCI5UrOjhVqihIjsKe2xy/7Emp75gNl7R2JP3bCMAyuuuoqpKWl4X/+53+wZ88evPjii9i8eTOuvvpqbN68GQkJCSPeZzAY4HQ6kZiY6PF6YmIi2tvbRz1We3v7qNs7HA4YDAYkJSWNuc2Z+3zggQfQ19eHgoICiMViOJ1OPPHEE/jpT3867mctLi6GyWRy//+qVauwZs0aJCUl4fTp0+5jsSwLvV4PAJg2bRqam5thNpuhUCiQlpaGmpoaAEBCQgJEIpG7tpycHLS3t2NwcBByuRyZmZmorq4GAGi1WshkMrS2tgIAsrKy0NnZiYGBAUilUuTm5qKyshLA0NLuSqUSLS0tAIDMzEx0d3fDaDRCLBYjPz8flZWVYFkW0dHRUKvVaGpqAgCkp6fDaDSit7cXDMOgsLAQ1dXVcDqd0Gg0iImJQUNDg7v+9vZ2dHd3AwCKiopw8uRJOBwOqNVqaLVa1NXVAQCSk5NhtVrdd0MUFBSgtrYWNpsNkZGRSExMdJ/qTUpKgsPhQGdnJwAgLy8PjY2NsFgsUCqVSElJwalTp9x5A0BHRwcAIDc3Fy0tLe6809PT3YPf+Ph4SCQStLUNrVycnZ2Njo4ODA4OQiaTITs72z2Yj4uLg1wu98jbYDCgv78fEokEeXl5qKiocOcdERGB5uahyy8ZGRno6ekZM2+NRuO+RJyWlob+/v4x846NjUVfXx8qKiqQkpICs9nszruwsBCnTp2C3W6HSqVCfHy8R942mw0GgwEAkJ+fj/r6elitVkRGRkKn07nbrE6ng8vl8mizTU1N7rxTU1M92izDMO68c3Jy0NbWBpPJBLlcjoyMjHHz1uv1GBgYGDVvhULh0Wb7De1Ilzpg1ndDmZAOc3sdWACSCDXEMiWsvUP1ymN0cFoG4DAPgGEYKBMzYe6oB8uykChVECtUsPYM/YzJoxPgtJnhMPWDAaDUZcGsbwTrckIklcNps7hXtpZFxYN12Nx3pSkTM2E1NMPldEAsV0KqioWla6hemUYL1uWAfaB3aNuEdFi72+By2CGWKSDVaGH57+U5mToWLFjY+4cGGYr4NNh69XDZrRBJZZBHJ8LcOfTzKFXFgBGJYDMO/dwotCmwG7vgtFkgkkghj02GWT/08yiNjAYjkcDWN/Q9V8Qlwz7QC6fVBJFYArk2FeaOegBDjzQRyeSw9Q79jMljk+A0GeGwDIIRiaBMyIC5vR4sWEiUakxTK9DYVI+KCoNXfURqaipMJpNHHzE4OIiKigrqI/zYRwyvXH12H5GVlYWampqw7SOGf6+dnXdMTAxUKhWamprAsiwmi2G92XoUDocD//jHP/DCCy+gvLwcaWlpuPPOO7FixQrs2LEDv/vd73D++efjk08+GfHe1tZWpKSk4MCBA5gzZ4779SeeeAJvvfXWqGea8vLysGrVKqxfv9792v79+zF//ny0tbVBp9NBJpPhjTfe8BjgvP3227j11lvdaza8++67+NWvfoVnn30W06dPx7Fjx7B27Vo899xzuOmmm0b9nGVlZcjOzoZI9P0JNrlcDrlcPrXwwkBFRQWKior4LiPsCTXn9R+fwk/OSYCYo3lFpvY6ROiyODlWKHr/Wz3WzEtDgo+XNIXanvlAWQNOpxPHjx/HokWLIJGMfy5oymeKWlpa8Je//AV//etf0dHRgQULFuC9997DNddc4x40rFmzBikpKbjxxhtH3YdWq4VYLB5xVkiv14840zNMp9ONur1EIkFcXNy425y5z1/96ld48MEHcf311wMAzjnnHDQ0NOCpp54adVA0TK1WQywWj/l1Qoj/OFwsZwMiMrFiXST2nO7B8hmj98+EhLopzynKzMzEs88+i8svvxxHjhxBWVkZli1b5nEWBRg6FTbWAEcmk6GkpAS7d+/2eH337t2YO3fuqO+ZM2fOiO137dqF0tJSSKXScbc5c58mk2lErWKxmG7J91JSUhLfJQiCEHMesDogE3O7vqxMo+X0eKEmNy4C3zQZfd6PENszXyhr70z5TNGjjz6KX/7yl4iPH/9ZQTNnznRfvxzNunXrsHLlSpSWlmLOnDl46aWX0NjYiNWrVwMA1q9fj5aWFrz55psAgNWrV+P555/HunXrcPvtt6O8vByvvPIK3nnnHfc+77nnHixcuBBPP/00li5dih07duDTTz/Fvn373Nv8+Mc/xhNPPIH09HRMnz4dR48exXPPPYdbbrllqpEIksNBd+twQYg5N/RYkKDibpI1ALAu4eXsDYmIgUYhRnOfBalRiinvR4jtmS+UtXem/GdYenr6iDMtw7q7u92DmImsWLECGzduxOOPP46ZM2fiyy+/xM6dO5GRkQEAaGtr81izKCsrCzt37sSePXswc+ZM/O53v8OmTZuwbNky9zZz587Fu+++i9deew3nnnsuXn/9dWzduhWzZ892b/PnP/8Z1113He644w4UFhbivvvuwy9/+Uv87ne/m0ocgjU8yZEElhBzru02I57jlayHJ0mTsZ2jU2H3yW6f9iHE9swXyto7U55oLRaLUV5ejlmzZo342uHDhzFr1iw4nU6fCwwWwxOtZ8yYQXOKzkCT+LghxJz/d18jihNV0HJ4Sz5NtJ6Yi2Xx5pF2PPejaWCYqc33EmJ75gtl7d1E6ymfKRpvLGWxWGjgIBB5eXl8lyAIQsy51WhDbIRfVg2ZNGVCOqfHC0UihkGSWobqTtPEG49BiO2ZL5S1d7zqcRobG91rIQDA0aNH3be4DzObzXjppZeQnk6dixA0NDQgJyeH7zLCnhBzdrpYiKZ4JmKqrN1tUGhTOT1mKJqRpMKuk10oSIic0vuF2J75Qll7x6tB0WuvvYbf/va3YBgGDMPgjjvuGLHN8Bmk//3f//VPhSSoCX1Fb64ILedesx0RMm7vPAMAl4OeBD8ZOrUcn5zshnOKSyYIrT3zibL2jleDouXLl6O4uBgsy2L58uV48sknMW3aNI9t5HI5iouLkZmZ6c86SZCKiIjguwRBEFrODT0WJHA8yRoAxLKp31ElNNmxShxuMWJWWpTX7xVae+YTZe0drwZFhYWFKCwsBDB01uhHP/qRe8FEIky0BgY3hJZzbbeZ0wnWw6S0TtGkDV1C657SoEho7ZlPlLV3pnx++qabbqIBEXE/F4cEltByru02Q6fm/kzR8LPJyMSiFBIYLQ4M2ry/y1ho7ZlPlLV3vDpT9Pjjj+O2225DcnIyHn/88XG3ZRgGjzzyiE/FEUKEST9gR7SC2zvPiPeKEiNRVtuDKwvoDBsJD171Oo899hguv/xyJCcn47HHHht3WxoUCcNYj3Ah/iWknFmWhdPlmvIaOL6QqWM5P2Yom54QiW0nOr0eFAmpPfONsvaOV4OiM58LRs8II8D461UR/xFSzt1mB1Ryfs4SsRBOzv4gk4gglzBo77dCp5ZP+n1Cas98o6y9w/09rySs6PV6vksQBCHl3NBj5vyZZ8Ps/T28HDeUnZukwr+9fOyHkNoz3yhr70x5UGSxWGA0ej4t+b333sODDz6ITz/91OfCCCHCVNttRnwE95OsydRkxypxtLWfzkiQsDDlQdHKlStx9913u/9/06ZNuP766/HMM89gyZIl2Llzp18KJMHt7HWqSGAIKefaLjMSebjzDAAU8Wm8HDeUiRgG6VFynOgYnPR7hNSe+UZZe2fKg6JvvvkGl19+ufv/N23ahBtvvBG9vb249tprsWHDBr8USIJbczPdwswFIeXcZbJDI+fn2Ym2XrrUMBUzk9XYWWWY9PZCas98o6y9M+VBUWdnJ1JSUgAAdXV1qK2txZo1a6DRaHDrrbfixIkTfiuSBC+z2cx3CYIglJxZloWTBS93ngGAy06PRJiKuAgpOgftMNsnt2aRUNpzMKCsvTPlQVFERAT6+voAAHv37oVKpUJpaSkAQKFQYGBgwD8VkqCmUNBjEbgglJw7B/k7SwQAIinNZZqqwoRIlNX2TmpbobTnYEBZe2fKg6JzzjkHL7zwAr799lu8+OKLuOiii9x/3TU2NkKn0/mtSBK80tJoDgYXhJJzfY+Zl2eeDZNH05ouU3VOYiT2nJ7c3XtCac/BgLL2zpQHRY888gjKysowc+ZMHD9+HPfff7/7ax999BHOP/98vxRIgltNTQ3fJQiCUHKu7eLvdnwAMHc28XbsUCeXiKCQitBqnPgSpFDaczCgrL0z5RXSLr74YlRWVuLw4cOYOXMmsrOzPb42c+ZMf9RHCBGQ2m4zFmXF8F0GmaKZSSrsrDLgtlkpfJdCyJT4tGxsRkYGMjIyRrz+y1/+0pfdkhCSkJDAdwmCIJScey0OqHicUyRV0YDMF5kxCpTV9cLpYiEWjT1ZXijtORhQ1t7xeS19vV6PhoaGUWe4L1y40NfdkyAnEtGi6FwQQs4ulgXf6/8xAsg5kBiGQXasEoebjZiVHjXmdkJoz8GCsvbOlAdFbW1tWLlyJb744osRX2NZFgzDwOmc3O2ZJHS1t7cjNpYeohloQsi5o9+GaAU/zzwbZjN2QRKh4bWGUDczWYWPq7vGHRQJoT0HC8raO1Puge666y4cPXoUTz/9NM4991zI5ZN/GCAhhJytvseCeBXdEh/qNHIJLA4Xes12RCv5mzRPyFRMeVBUVlaGDRs2YNWqVf6sh4SYnJwcvksQBCHkfLrLhIRIfn+JKrQ0QdgfZiSp8O+TXVgxY/SlWYTQnoMFZe2dKV9sZBiG1j8gaG9v57sEQRBCznXdFt6eeTbMbuzi9fjhIk8bga8ajWM+JFYI7TlYUNbemfKg6Cc/+Qn+7//+z5+1kBA0ODj5h0CSqRNCzv02ByKk/N15BgBOm4XX44cLsYhBikaOijEeEiuE9hwsKGvvTPny2fLly3H77bfD5XLhxz/+MeLi4kZsQws4hj+aS8aNcM/Z6WIBnu88AwCRhObA+Mv5KWp8WGnAdJ1qxNfCvT0HE8raOz4t3ggAzz//PF544QWPr9HdZ8KRmZnJdwmCEO45txqtiIngf0Aij03mu4SwERchRbfJjkGbE5EyzzOA4d6egwll7Z0pD4pee+01f9ZBQlR1dTWKior4LiPshXvODT0WxPM8yRoAzPoGROiy+C4jbBTrVNhd042rp8d7vB7u7TmYUNbemfKg6KabbvJnHYQQATvVZUIi3Y4fdqYnRuLtY+1YWqR1PzCckGDml6Uuq6ursX//fprQJUBarZbvEgQh3HOu67EExaBIGhnNdwlhRSJikKiSobrT5PF6uLfnYEJZe8enQdGbb76J1NRUFBUVYeHChaiurgYwNAn7r3/9q18KJMFNJuP/F5kQhHvOJpsTcgn/jyNgJPyuqB2OSlLU+KDC4PFauLfnYEJZe2fKvdA//vEP3HzzzTj//PPx/PPPe6xHcf755+O9997zS4EkuLW2tvJdgiCEc842pwvBcmXF1meYeCPilfhIGToHbRi0fX/jTTi352BDWXtnyoOip556CqtWrcIHH3yAX/ziFx5fKywsREVFhc/FEULCX3OvNSgmWZPAOUenwqc13XyXQciEpjwoqqysxPXXXz/q12JjY9HVRSvDCkFWFt2pw4Vwzrmux4z4yOA4xa+Io1vyA2F6YiTK6nrcVxTCuT0HG8raO1MeFEVERKCvr2/Ur7W0tCAmJmbKRZHQ0dnZyXcJghDOOZ/uMgfFJGsAsA/08l1CWJKIGCSp5ajQD92ME87tOdhQ1t6Z8qBo3rx5I+YSDXv99ddx4YUX+lIXCREDAwN8lyAI4ZxzY29wrFEEAE6raeKNyJSUpqjxwXdDv6DDuT0HG8raO1O+1eI3v/kN5s+fj1mzZuFnP/sZGIbBP//5Tzz66KP48ssv8c033/izThKkpNLg+GUW7sI5Z6vDBamY/zvPAEAkprvPAiU2QopeiwNGiyOs23Owoay9M+WeqLS0FB9//DEGBgbwP//zP2BZFk8++SROnjyJnTt3ori42J91kiCVm5vLdwmCEK45m+1OSERBcusZALk2le8SwtrMZDU+rjaEbXsORpS1d3z68+yiiy5CZWUlampqsG/fPlRVVaG6upounQlIZWUl3yUIQrjm3NhrQXyQzCcCAHNHPd8lhLWC+AiUNxjp7mQOhWvfEShTOlfc2dmJv/zlL/jyyy/dayAkJyfjoosuwi9+8QvExcX5tUhCSHiq6zYjIUjmE5HAEzEMsmIV6LWY+S6FkFF5PSj67LPPsGzZMhiNRojFYmi1WrAsi+rqanz66afYsGEDtm/fjoULFwaiXhJkYmNj+S5BEMI151NdZuRrI/guw00SoeG7hLBXmqLGt7V9mMd3IQIRrn1HoHh1+ayzsxMrVqxAVFQU3nvvPfT19aGtrQ3t7e3o6+vDu+++i8jISFx33XVerVP04osvIisrCwqFAiUlJdi7d++425eVlaGkpAQKhQLZ2dnYsmXLiG22bduGoqIiyOVyFBUVYfv27SO2aWlpwY033oi4uDhERERg5syZOHz48KTrJoBSqeS7BEEI15xb+qyIiwieM0UimZzvEsKeSi7BoEuCtn4r36UIQrj2HYHi1aDolVdegdPpxP79+3HdddchIuL7v/AiIiKwfPly7Nu3D3a7Ha+88sqk9rl161asXbsWDz/8MI4ePYoFCxbgiiuuQGNj46jb19XV4corr8SCBQtw9OhRPPTQQ7j77ruxbds29zbl5eVYsWIFVq5ciePHj2PlypVYvnw5vv76a/c2PT09mDdvHqRSKT7++GNUVFTgj3/8I6Kjo72JRPBaWlr4LkEQwjVnu4uFOIgmWtt6aU0XLpynsWDHd5Q1F8K17wgUrwZFu3btwi233ILU1LHv0EhPT8eqVavwySefTGqfzz33HG699VbcdtttKCwsxMaNG5GWlobNmzePuv2WLVuQnp6OjRs3orCwELfddhtuueUWbNiwwb3Nxo0bcdlll2H9+vUoKCjA+vXrcckll2Djxo3ubZ5++mmkpaXhtddew6xZs5CZmYlLLrkEOTk5kwuDEOITo8UBZRA8BJZwTykVobrTBKvDxXcphHjwqkeqrKzE/PnzJ9xuwYIFk5rxbrPZcPjwYSxevNjj9cWLF+PAgQOjvqe8vHzE9kuWLMGhQ4dgt9vH3ebMfX7wwQcoLS3FT37yEyQkJOC8887DX//61wlr7u/vh9FodP+zWoV9CjgzM5PvEgQhHHOu6w6elayHyWOT+C5BEOSxySjWqfDZKXoeWqCFY98RSF5NtO7t7UVCQsKE2yUkJKC3t3fC7QwGA5xOJxITEz1eT0xMRHt7+6jvaW9vH3V7h8MBg8GApKSkMbc5c5+1tbXYvHkz1q1bh4ceegjffPMN7r77bsjlcvz85z8fs+bi4mKYTN+vertq1SqsWbMGSUlJOH36tPtYLMtCr9cDAKZNm4bm5maYzWYoFAqkpaWhpqYGwFBWIpHIXVtOTg7a29sxODgIuVyOzMxMVFdXAwC0Wi1kMpn7jr+srCx0dnZiYGAAUqkUubm57sFobGwslEql+9RpZmYmuru73RPk8/PzUVlZCZZlER0dDbVajaamJgBDZ/uMRiN6e3vBMAwKCwtRXV0Np9MJjUaDmJgYNDQ0AABkMhlUKhW6u4c6t6KiIpw8eRIOhwNqtRparRZ1dXUAhu5QtFqt7vlmBQUFqK2thc1mQ2RkJBITE1FbWwsASEpKgsPhcC9Rn5eXh8bGRlgsFiiVSqSkpODUqVPuvAGgo6MDwNC6HC0tLe6809PTcfLkSQBAfHw8JBIJ2traAADZ2dno6OjA4OAgZDIZsrOzUVVVBQCIi4uDXC73yNtgMKC/vx8SiQR5eXnuW4tjY2MRERGB5uZmAEBGRgZ6enrGzFuj0bgvEaelpaG/v3/MvGNjY1FZWen+3Gaz2Z13YWEhTp06BbvdDpVKhfj4eI+8bTYbDIahJ7/n5+ejvr4eVqsVkZGR0Ol07jar0+ngcrk82mxTU5M779TUVI82yzCMO++cnBy0tbXBZDJBLpcjIyNj3Lz1ej0GBgagH3AiPlILU/tQvdLIKDASGWx9Q99zeWwSHCYjnJZBMCIxlAnpMLfXgQUgiVBDLFPC2jtUrzxGB6dlAA7zABiGgTIxE+aOerAsC4lSBbFCBWvP0M+YPDoBTpsZDlM/GABKXRbM+kawLifAspDHJcPaPVSvLCoerMMG++DQI42UiZmwGprhcjoglishVcXC0jX0MybTaMG6HO5HhSgT0mHtboPLYYdYpoBUo4XFMNQ+ZOpYsGBh7+8BACji02Dr1cNlt0IklUEenQhz59DPo1QVA0Ykgs049HOj0KbAbuyC02aBSCKFPDYZZn3DfzOMBiORwNY39D1XxCXDPtALp9UEkVgCuTbVveyAJEIDkUzuvmQoj02C02SEwzIIRiSCMiED5vZ6sGAhUaohlkfA2tvx37wT4bQMnpV3A1jWBYkiEuIINazdZ+ZtgcNkBABE6LJg0TeiUCzBf5pcMKVHoL6+3t1mqY+YWh8xnOHZfYRarUZLS0tI9hGj5a1QKEb9vXZ23jExMVCpVGhqahr1yRtjYVgvthaJRPjqq68wa9ascbf7+uuvMXfuXDidznG3a21tRUpKCg4cOIA5c+a4X3/iiSfw1ltvuYM4U15eHlatWoX169e7X9u/fz/mz5+PtrY26HQ6yGQyvPHGG/jpT3/q3ubtt9/GrbfeCovFAmDol3lpaanH2aO7774bBw8eRHl5+YjjOhwOlJWVITs7GyLR9yfY5HI55HLhTs6sqKhAUVER32WEvXDM+dmyBsxK1SBaGTyrSJva6xChowdoBtpwzrtPdeOy3FjMSFbzXVLYCse+w1tOpxPHjx/HokWLIJGM39943RtVV1dPuNPRBjOj0Wq1EIvFI84K6fX6EWd6hul0ulG3l0gk7vWRxtrmzH0mJSWNaCiFhYUeE7ZHo1arIRaLx/9gAkJZcCMcczYM2hClCK7PxYhojhMXhnOelarB9u86aVAUQOHYdwSS14Oim2++ecJtWJYFw0x8R4lMJkNJSQl2796Na665xv367t27sXTp0lHfM2fOHHz44Ycer+3atQulpaXuZ7zMmTMHu3fvxr333uuxzdy5c93/P2/ePPdlqWEnT55ERkbGhHWT7+Xn5/NdgiCEW84sy8LJYlL9BJeUCfTzz4XhnKMUEjhcLNr7rdCphXvGPZDCre8INK8GRa+99prfC1i3bh1WrlyJ0tJSzJkzBy+99BIaGxuxevVqAMD69evR0tKCN998EwCwevVqPP/881i3bh1uv/12lJeX45VXXsE777zj3uc999yDhQsX4umnn8bSpUuxY8cOfPrpp9i3b597m3vvvRdz587Fk08+ieXLl+Obb77BSy+9hJdeesnvnzGcVVZWorCwkO8ywl645dwxYEO0Ingumw0zt9dDqcvku4ywd2bOs9M02PatHnfOTeO3qDAVbn1HoHnVK910001+L2DFihXo6urC448/jra2NhQXF2Pnzp3uMzZtbW0eaxZlZWVh586duPfee/HCCy8gOTkZmzZtwrJly9zbzJ07F++++y5+/etf45FHHkFOTg62bt2K2bNnu7e54IILsH37dqxfvx6PP/44srKysHHjRtxwww1+/4zhzJsJbGTqwi3num4L4oPw8R4swivnYHVmzunRCuyp7cGgzYlIGV3q8bdw6zsCzauJ1kI2PNF6xowZdI32DK2trUhOTua7jLAXbjn/7UgbVDIxsmKDa7VdW58Bsigt32WEvbNzPtE+CKmYwfIZo88lJVMXbn3HVHgz0ZpmFRKfqNU0QZIL4ZZzbbcZOnVwrVEEAGJ58DyHLZydnXNRYgT2N/TC6aK/0f0t3PqOQKNBEfHJ8NpGJLDCLed+qxNKafCdcR1eh4cE1tk5ixgGBfGR+LKuh6eKwle49R2BRoMiQgin7E4XguueMxIMSlLU+Kiyi+bAEF7RoIj4JD09ne8SBCGccm7qtSJeFXyTrIGhlZpJ4I2Ws1wiQpJGhqOt/TxUFL7Cqe/gAg2KiE+MRiPfJQhCOOV8utuEhMjgm08EAE7LIN8lCMJYOf8gLQrvf6vnuJrwFk59BxdoUER8Mpln3BHfhVPOpwzBOckaABzmAb5LEISxclbJxYiQilFjMI36deK9cOo7uECDIuKTYFuROFyFU85NfRbEB+mZonDKOZiNl/O8jCi8e2z0B4IT71Gb9g4NiohPaKVUboRTznYnC7EoODtqZWIm3yUIwng5x0ZIYXexaOq1cFdQGAunvoMLNCgiPjn7+XEkMMIl5z6LA0pJ8HY75o4GvksQhIlyXpAZjbeP0tkifwiXvoMrwds7kZDgdDr5LkEQwiXnum4zEoJ0PhEAsKyL7xIEYaKcE1Qy9FsdaDNaOaoofIVL38EVGhQRn2g0Gr5LEIRwyflUlxmJQTqfCAAkiki+SxCEyeQ8PzMab9PcIp+FS9/BFRoUEZ/ExMTwXYIghEvOpwwmJGmCd1AkjqBHInBhMjkna+ToGrSjo9/GQUXhK1z6Dq7QoIj4pKGB5mBwIVxy7jbboZaP/0BGPlm76cwEFyab88KsaLx1pC3A1YS3cOk7uEKDIkIIJ5wuFvQEB+KNZI0cPWaaW0S4Q4Mi4pPU1FS+SxCEcMi51WhFbERwPt5jmDw6ge8SBMGbnBdmReFNOls0ZeHQd3CJBkXEJyYTrTzLhXDI+VSXCQmq4J1PBABOG62NwwVvctap5RiwOmndoikKh76DSzQoIj7p7u7muwRBCIecawwmJAfx7fgA4DDRc6K44G3Oi7Kj8dqh1gBVE97Coe/gEg2KCCGcqO+xBP2ZIhKc4iNlYMCgSk8P7CWBRYMi4pOioiK+SxCEcMjZ5mQhCdLHewyL0GXxXYIgTCXnC3Oi8cbhNrA0W98r4dB3cIkGRcQnJ0+e5LsEQQj1nHvMdkRIg7+7Mesb+S5BEKaSs0YuQVykFAeb6RKnN0K97+Ba8PdSJKg5HA6+SxCEUM+5tsuMxBC4dMa66JEIXJhqzgsyovHOsQ44XXS2aLJCve/gGg2KiE/UaloBmAuhnnONwQRdkE+yBgCxPILvEgRhqjkrpCIUJUTioyqDnysKX6Hed3CNBkXEJ1qtlu8SBCHUc64xmJGslvNdxoSkqmi+SxAEX3IuTVXj81M9GLTRWb3JCPW+g2s0KCI+qaur47sEQQj1nI1WByJkYr7LmJCli2775oIvOYsYBgtoQcdJC/W+g2s0KCKEBJTN4UKQ33RGQkxuXASaeiy0oCPxOxoUEZ8kJyfzXYIghHLO9b2hsz6RLCqe7xIEwR85XzYtFpu/aqZb9CcQyn0HH2hQRHxitdKDGrkQyjmfMphC4s4zAGAdNr5LEAR/5BwbIUWCSoYv63p9LyiMhXLfwQcaFBGfdHV18V2CIIRyzic7TUgKgUnWAGAf7OO7BEHwV87zM6Kw/YQeZjtNuh5LKPcdfKBBESEkoFr7rYiLkPBdBglDUrEI8zOj8epBmiBP/IMGRcQnBQUFfJcgCKGas9PFwuUCGCY0ZlorEzL4LkEQ/JnzNG0EOgZsONlJT4MfTaj2HXyhQRHxSW1tLd8lCEKo5tzSZ4U2Usp3GZNmpVvyOeHvnJdMi8OWr5pppetRhGrfwRcaFBGf2Gw0MZULoZpzTVfoTLIGAJfTzncJguDvnFVyMc5NUuGd4+1+3W84CNW+gy80KCI+iYyM5LsEQQjVnKv1g0jRhMYkawAQy5R8lyAIgch5ZpIKJ9oGUddt9vu+Q1mo9h18oUER8UliYiLfJQhCqObc0GtFvCp0Lp9JNbF8lyAIgciZYRj8sCAOf97fBAddRnML1b6DLzQoIj6h69XcCMWcWZaF0+WCKEQmWQOAxdDCdwmCEKicNQoJZiSr8Dd6BIhbKPYdfKJBESEkINoHbIhWhs5ZIhIeZuhUOGUw47v2Ab5LISGIBkXEJ0lJSXyXIAihmHNNpwk6dehMsgYAmSaO7xIEIZA5MwyDHxXG4aVvWjFoo0UdQ7Hv4BMNiohPHA4H3yUIQijmXNVpQnKIrGQ9jHXRL1EuBDpnpVSMi3Ki8ef9TQE9TigIxb6DTzQoIj7p7OzkuwRBCMWc63vMSAyxM0X2gV6+SxAELnLOilFCIRFhZ5Uh4McKZqHYd/CJBkWEEL9jWRZWBwuJKHQmWZPwsyg7GntO9+B0F612TSaHBkXEJ3l5eXyXIAihlrN+wI5ohZjvMrymTEjnuwRB4CpnEcPg6unx2LS/GQNWYV5GCrW+g29BMSh68cUXkZWVBYVCgZKSEuzdu3fc7cvKylBSUgKFQoHs7Gxs2bJlxDbbtm1DUVER5HI5ioqKsH379jH399RTT4FhGKxdu9bXjyI4jY2NfJcgCKGWc3XnIJJCaNHGYdZuWhGZC1zmHCkT47JpMfjDngZBPgYk1PoOvvE+KNq6dSvWrl2Lhx9+GEePHsWCBQtwxRVXjPmNrKurw5VXXokFCxbg6NGjeOihh3D33Xdj27Zt7m3Ky8uxYsUKrFy5EsePH8fKlSuxfPlyfP311yP2d/DgQbz00ks499xzA/YZw5nFYuG7BEEItZwrQmwl62EuBz0SgQtc55wWpUBunBIvfS28dahCre/gG++Doueeew633norbrvtNhQWFmLjxo1IS0vD5s2bR91+y5YtSE9Px8aNG1FYWIjbbrsNt9xyCzZs2ODeZuPGjbjsssuwfv16FBQUYP369bjkkkuwceNGj30NDAzghhtuwF//+lfExMQE8mOGLaWSHovAhVDLub7bElLPPBsmlobeQC4U8ZHzeclqGK0OfCywideh1nfwjddBkc1mw+HDh7F48WKP1xcvXowDBw6M+p7y8vIR2y9ZsgSHDh2C3W4fd5uz93nnnXfihz/8IS699NJJ19zf3w+j0ej+Z7VaJ/3ecJSSksJ3CYIQSjm7WBYOlwviEJxkLY2K57sEQeAr58XTYrG3vhffNPXxcnw+hFLfEQwkfB7cYDDA6XSOeDZLYmIi2ttHv+bc3t4+6vYOhwMGgwFJSUljbnPmPt99910cOXIEBw8e9Krm4uJimEzf38mwatUqrFmzBklJSTh9+rT7WCzLQq/XAwCmTZuG5uZmmM1mKBQKpKWloaamBgCQkJAAkUjkri0nJwft7e0YHByEXC5HZmYmqqurAQBarRYymQytra0AgKysLHR2dmJgYABSqRS5ubmorKwEAMTGxkKpVKKlZeh0cWZmJrq7u2E0GiEWi5Gfn4/KykqwLIvo6Gio1Wo0NQ2t6ZGeng6j0Yje3l4wDIPCwkJUV1fD6XRCo9EgJiYGDQ0NAAC73Y7ExER0d3cDAIqKinDy5Ek4HA6o1WpotVrU1dUBAJKTk2G1WtHV1QUAKCgoQG1tLWw2GyIjI5GYmOhekj4pKQkOh8N9O2leXh4aGxthsVigVCqRkpKCU6dOufMGgI6ODgBAbm4uWlpa3Hmnp6fj5MmTAID4+HhIJBK0tQ09BiA7OxsdHR0YHByETCZDdnY2qqqqAABxcXGQy+UeeRsMBvT390MikSAvLw8VFRXuvCMiItDc3AwAyMjIQE9Pz5h5azQa9yXitLQ09Pf3j5l3bGwsvv32W6jVaqSkpMBsNrvzLiwsxKlTp2C326FSqRAfH++Rt81mg8Ew9Jdxfn4+6uvrYbVaERkZCZ1O526zOp0OLpfLo802NTW5805NTfVoswzDuPPOyclBW1sbTCYT5HI5ZDE6LNAYYWq3QKqKBiOSwGYcqkERlwL7QDecVjNEYgnk2lSYO+oBANLIKDASGWx9Q99zeWwSHCYjnJZBMCIxlAnpMLfXgQUgiVBDLFPC2jtUrzxGB6dlAA7zABiGgTIxE+aOerAsC4lSBbFCBWvP0M+YPDoBTpsZDlM/GABKXRbM+kawLidcdiuUiZmwdg+1D1lUPFiHDfbBoV+iysRMWA3NcDkdEMuVkKpiYeka+hmTabRgXQ737ebKhHRYu9vgctghlikg1WhhMQy1D5k6FixY2Pt7hnKJT4OtVw+X3QqRVAZ5dCLMnUM/j1JVDBiRCDbj0M+NQpsCu7ELTpsFIokU8thkmPUN/80wGoxEAlvfcN7JsA/0wmk1jchbEqGBSCaHrff7vJ0mIxyWQTAiEZQJGTC314MFC4lSDbE8Atbejv/mnQinZfCsvBvAsi5IFJEQR6jd84aG8rbAYTICACJ0WTC11EAkV0Isj4BUFQ1LV+voeSdkwNrVCpfTDrFMCakm1v2IEJkmDqzLeVbe7XA5bBBL5ZBGxbvzlqqHnrVm7+/Gj+JZbP+PA5J+PRSwh00fUV8/9H09u49gWRYymSyo+oiMjIxx89br9RgYGBg1b4VCMervtbPzjomJgUqlQlNTE1h28nPJGNabrf2stbUVKSkpOHDgAObMmeN+/YknnsBbb73lDuJMeXl5WLVqFdavX+9+bf/+/Zg/fz7a2tqg0+kgk8nwxhtv4Kc//al7m7fffhu33norLBYLmpqaUFpail27dmHGjBkAgAsvvBAzZ84ccYltmMPhQFlZGbKzsyESfX+CTS6XQy4X7in3iooKFBUV8V1G2AulnD871Y3GHgvOT1HzXYrXTO11iNBl8V1G2OM7Z5PNia3/6cC6hRlIj1bwVgcXQqnvCBSn04njx49j0aJFkEjGPxfE6+UzrVYLsVg84qyQXq8f88m+Op1u1O0lEgni4uLG3WZ4n4cPH4Zer0dJSQkkEgkkEgnKysqwadMmSCQSOJ1jr7aqVquh0Wjc/4Q8IALoCcxcCaWcKzsGkRoVmj8Xw2cUSGDxnXOETIxl5yTgj182oNUY3lMgQqnvCAa8DopkMhlKSkqwe/duj9d3796NuXPnjvqeOXPmjNh+165dKC0thVQqHXeb4X1ecskl+Pbbb3Hs2DH3v9LSUtxwww04duwYxOLQW1+FkGDR1GeFNpIeBEuCm0YuwbXT4/H0nnq0hfnAiEwe73efrVu3Di+//DJeffVVVFZW4t5770VjYyNWr14NAFi/fj1+/vOfu7dfvXo1GhoasG7dOlRWVuLVV1/FK6+8gvvuu8+9zT333INdu3bh6aefRlVVFZ5++ml8+umn7nWI1Go1iouLPf5FRkYiLi4OxcXFnH7+UDd8zZgEVqjk7HSxcLEsREzoTbIGhuackMALlpyjlVJcOz0ef9hTj8be8Lx1PVT6jmDB60RrAFixYgW6urrw+OOPo62tDcXFxdi5cycyMjIAAG1tbR5rFmVlZWHnzp2499578cILLyA5ORmbNm3CsmXL3NvMnTsX7777Ln7961/jkUceQU5ODrZu3YrZs2dz/vkIEZKGHgvi6SwRCSHRSimuOycBz33ZgDvmpCIvPpLvkgiPeJ1oHUqGJ1rPmDGDLq+dwWazQSYLvfVoQk2o5PxhRSeMVgeKE1V8lzIlLocdIgkN6gItGHM22Z34x7d6rDg3EbPTo/gux29Cpe8IpJCZaE1C3/CtkSSwQiXn7zoGkRYVunfz2PvoieJcCMacI6Ri3DBDhw8rDNjxXfDVN1Wh0ncECxoUEZ+YzWa+SxCEUMnZYLIjSsH7Vfkpc9ppwi0XgjVniZjBsnPiUdttxnNfNsDudPFdks9Cpe8IFjQoIj5RKEL3rEAoCYWcB21OyMWhOcF6mEgi7MsMXAnmnEUMg4tzYpCkkePhT06jczC0n4cXCn1HMKFBEfFJeno63yUIQijkXN05iOQQfAjsmeSxOr5LEIRQyLkoIRKL82LxxGf1If1YkFDoO4IJDYqIT4aXaieBFQo5n2gP3UUbh5n1jRNvRHwWKjnHR8pw43mJ+Hd1NzaXN4fk5bRQ6DuCCQ2KCCF+UW0wISXEzxQRcjapWISrirSIUkjw4Men0BSm6xmRITQoIj6Jj6eninMh2HNmWRYWuwtScWh3KVJVNN8lCEIo5jw9MRJXFcbjf/c14V/fdXr1kFE+BXvfEWxCuwcjvJtozQfiH8Gec1u/DbHK4K5xMhgRrUHGhVDNOVopwQ3nJaKlz4JHdtWi22Tnu6QJBXvfEWxoUER80tbWxncJghDsOX/XMYCUEJ9PBAA2YxffJQhCKOcsYhjMz4zG/IwoPP5pLQ409PJd0riCve8INjQoIoT47HjbADJj6NZfIhxJGjluPE+HstoebNrfCJsj9CZhk5FoUER8kp2dzXcJghDsObf32xAdwos2DlNoU/guQRDCJWepWIQr87VIiJThwY9PoaUv+CZhB3vfEWxoUER8Qk9g5kYw59xvdUAuFoFhQnvhRgCwG4Pj6e3hLtxyLkyIxNKiePzxy0bsrevhuxwPwdx3BCMaFBGfDA4O8l2CIARzzhUdob8+0TCnjR6JwIVwzHloErYOX9b24uVvWuAKkrvTgrnvCEY0KCI+EfrTl7kSzDkfa+1HRpjMJxKJg+vJ7eEqXHOWiBj8qFALBsDvP6uD2e7ku6Sg7juCEQ2KiE/oejU3gjnn2m4LktTh0fHK45L5LkEQwj3n0lQNztGp8Mi/a9Fj5ve2/WDuO4IRDYqIT6qqqvguQRCCNWeb0wWWZSEKg/lEAGDWN/BdgiAIIefsWCUumxaD3+6uQ1u/lbc6grXvCFY0KCKETFmNwRTyD4ElJFB0ajmunq7FH76op8eDhAgaFBGfxMXF8V2CIARrzsfbBpAWJpOsAUAaGcV3CYIgpJxjlFJcd04CNnzZgMYe7gdGwdp3BCsaFBGfyOXh8wsxmAVrzt+1DyA9TCZZAwAjCY+5UcFOaDlr5BL85JwE/HFvA5o5XssoWPuOYEWDIuKT1tZWvksQhGDM2eliYXWwkIX4Q2DPZOvr5LsEQRBizmq5BNcVJ+DZsgZ0Dto4O24w9h3BLHx6M0IIp2oMJiRphPUXPyG+0CgkuKowHk9+Xg+jxcF3OWQUNCgiPsnKyuK7BEEIxpyPtPSH3fPOFGF+q3iwEHLO2kgpLpsWiyc+r4PNGfjnpQVj3xHMaFBEfGIwGPguQRCCMecTHQPIiA6vQZF9oJfvEgRB6DmnaOQ4L1mNP33ZCDbAK18HY98RzGhQRHzS39/PdwmCEGw5O1ws7E4W0jCaTwQATquJ7xIEgXIeel6aSi7G34+1B/Q4wdZ3BLvw6tEI5ySS0H8yeigItpxPdpqQFIbrEzEiMd8lCALlPGReRhROdppxqNkYsGMEW98R7GhQRHySl5fHdwmCEGw5H2kxIivM5hMBgDIhne8SBIFyHsIwDH5UGIe/HWmHfiAwd6QFW98R7GhQRHxSUVHBdwmCEGw5V3QMIj0q/AZFpvY6vksQBMr5ezKxCD8u1OLZsgbYAzDxOtj6jmBHgyJCiFesDhccLhYScXg874wQvmkjpZiZrMKrB2lNIb7RoIj4JDY2lu8SBCGYcj4RZqtYn0kSoeG7BEGgnEcqTlShfcCGwy3+nV8UTH1HKKBBEfFJREQE3yUIQjDl/HVTH3JjlXyXERBiWXgO9oIN5Ty6K/Pi8ObhNvT5cWHHYOo7QgENiohPmpub+S5BEIIp59NdFujU4bmStbVXz3cJgkA5j04mEeGy3Fg8v7/Jb/sMpr4jFNCgiBAyaV0mOyJlIjAMzSciJBDSohWQS0Qoq+3huxRBokER8UlGRgbfJQhCsOR8uNmI7DC9dAYA8lgd3yUIAuU8vouyY7D9hB69ZrvP+wqWviNU0KCI+KSnh/6a4UKw5PxNkxHT4sJ3UOQ00eq/XKCcxycRM7hsWixeLPf90lew9B2hggZFxCdGY+BWYiXfC4acXSyLbpMdKnn4rpDrsAzyXYIgUM4TS41SgAGDb5r6fNpPMPQdoYQGRcQnYjEt18+FYMi5xhCej/Y4E8NQl8gFynlyLsmNwdtHO2BxTH1Rx2DoO0IJtUzik/z8fL5LEIRgyHlffR/yteF9e68ykeZfcIFynhy5RIQ56Rq8dbhtyvsIhr4jlNCgiPiksrKS7xIEIRhyrugYQFp0eJ8pMnfU812CIFDOk1eYEInabjOa+yxTen8w9B2hhAZFxCcsy/JdgiDwnbN+wAa1XAJRmN+Kz3fOQkE5e+eyabHY8lXLlHKjrL1DgyLik+joaL5LEAS+cz5Q34s8bfjedTZMolTxXYIgUM7eiYuQIkYpwYEG7ydd8913hBoaFBGfaDT0DCMu8J3zN81GTIsL7/lEACBWRPJdgiBQzt5bmBWN9/6jh83LSdd89x2hJigGRS+++CKysrKgUChQUlKCvXv3jrt9WVkZSkpKoFAokJ2djS1btozYZtu2bSgqKoJcLkdRURG2b9/u8fWnnnoKF1xwAdRqNRISEnD11Vejurrar59LCBobG/kuQRD4zNlkc8LpYiGTBEV3EVDWng6+SxAEytl7MrEIJalq/POEd49IoT7aO7z3clu3bsXatWvx8MMP4+jRo1iwYAGuuOKKMb+RdXV1uPLKK7FgwQIcPXoUDz30EO6++25s27bNvU15eTlWrFiBlStX4vjx41i5ciWWL1+Or7/+2r1NWVkZ7rzzTnz11VfYvXs3HA4HFi9ejMFBWj+DkDMdajYiJ4wXbCQkVJybGIlvmox+WemajI5heZ6FNXv2bJx//vnYvHmz+7XCwkJcffXVeOqpp0Zs/8ADD+CDDz7wmFG/evVqHD9+HOXl5QCAFStWwGg04uOPP3Zvc/nllyMmJgbvvPPOqHV0dnYiISEBZWVlWLhw4YivOxwOlJWVYcaMGbTuwxn6+/uhVqv5LiPs8Znz45/W4qKcGGjCeNHGYU6LCWJF+F8m5BvlPHWNvRbUdptxz/z0SW1PfTTgdDpx/PhxLFq0CBLJ+P0Yr2eKbDYbDh8+jMWLF3u8vnjxYhw4cGDU95SXl4/YfsmSJTh06BDsdvu424y1TwDo6xuawBYbGztuzf39/TAaje5/Vqt13O3DXX8/LdfPBb5ytjhcMFqdghgQAYDTauK7BEGgnKcuPVqBzkE7Gnsnd4s+9dHe4bWnMxgMcDqdSExM9Hg9MTER7e3to76nvb191O0dDgcMBgOSkpLG3GasfbIsi3Xr1mH+/PkoLi4et+bi4mKYTN//QK9atQpr1qxBUlISTp8+7T4Wy7LQ64eu/U6bNg3Nzc0wm81QKBRIS0tDTU0NACAhIQEikchdW05ODtrb2zE4OAi5XI7MzEz3XCetVguZTIbW1lYAQFZWFjo7OzEwMACpVIrc3Fz3GbTY2FgolUq0tLQAADIzM9Hd3Q2j0QixWIz8/HxUVlaCZVlER0dDrVajqakJAJCeng6j0Yje3l4wDIPCwkJUV1fD6XRCo9EgJiYGDQ0NAAC73Q6RSITu7m4AQFFREU6ePAmHwwG1Wg2tVou6ujoAQHJyMqxWK7q6ugAABQUFqK2thc1mQ2RkJBITE1FbWwsASEpKgsPhQGdnJwAgLy8PjY2NsFgsUCqVSElJwalTp9x5A0BHx9A8hdzcXLS0tLjzTk9Px8mTJwEA8fHxkEgkaGsbWgwtOzsbHR0dGBwchEwmQ3Z2NqqqqgAAcXFxkMvlHnkbDAb09/dDIpEgLy8PFRUV7rwjIiLQ3Dz0rKKMjAz09PSMmbdGo3FfIk5LS0N/f/+YecfGxqKpqQm9vb1ISUmB2Wx2511YWIhTp07BbrdDpVIhPj7eI2+bzQaDwQBgaBG3+vp6WK1WREZGQqfTudusTqeDy+XyaLNNTU1o6erH/GgGLqcDls6h9iFVx4ABA1v/UA0KbSrsRgOcNgtEEinksUkw64c+m1QVDUYkgc04VIMiLgX2gW44rWaIxBLItanuNWukkVFgJDLY+oa+5/LYJDhMRjgtg2BEYigT0mFurwMLQBKhhlimhLV3qF55jA5OywAc5gEwDANlYibMHfVgWRYSpQpihQrWnqGfMXl0Apw2MxymfjAAlLosmPWNYF1OuOxWiJUqWLuH2ocsKh6swwb74NAfTcrETFgNzXA5HRDLlZCqYmHpGvoZk2m0YF0O2Ad6h7ZNSIe1uw0uhx1imQJSjRYWw1D7kKljwYKFvX/ouVSK+DTYevVw2a0QSWWQRyfCPJy3KgaMSASbseu/eafAbuw6I+9kmPUN/80wGoxEAlvfcN7JsA/0wmk1jchbEqGBSCaHrff7vJ0mIxyWQTAiEZQJGTC314MFC4lSDbE8Atbejv/mnQinZfCsvBvAsi5IFJEQR6hh7T4zbwscpqHHTUTosmDr1cNh7odYHgGpKhqWrtbR807IgLWrFS6nHWKZElJNLCyG4bzjwLqcZ+XdDpfDBrFUDmlUvDtvqXroj137mW22rxNOuxUiiQzyWN1ZbVZ8Vt7dcNrMEImlkMedmbdnmz0z7+E2a2qvc+ctlim+b7OxOjhN/UN5MyIoEzPOarOR7rlX8uhEOK0mOMz9YMDg4pwUfH3sOwwkKN19RH390Pf17D6CZVkMDg4GrI8Y7pNTU1M9fq8xDOPuk3NyctDW1gaTyQS5XI6MjIxx+2S9Xo+BgYFR+2SFQjHq77Wz++SYmBioVCo0NTV5tSwBr5fPWltbkZKSggMHDmDOnDnu15944gm89dZb7iDOlJeXh1WrVmH9+vXu1/bv34/58+ejra0NOp0OMpkMb7zxBn7605+6t3n77bdx6623wmIZObq+88478dFHH2Hfvn1ITU0dtdbhy2fZ2dkQib4/wSaXyyGXh/eCduOprKxEYWEh32WEPb5yfvzTWlycEwO1QM4UmdvrodRl8l1G2KOcffdRlQFLi+IxXTf+8gbUR4fQ5TOtVguxWDziDI5erx9xpmeYTqcbdXuJRIK4uLhxtxltn2vWrMEHH3yAL774YswB0ZnUajU0Go37n5AHRAAE/8PGFT5ytjhc6Lc6BTMgAkC/qDlCOftuUVY03jzSNuFZEOqjvcProEgmk6GkpAS7d+/2eH337t2YO3fuqO+ZM2fOiO137dqF0tJSSKXScbc5c58sy+Kuu+7CP//5T3z++efIysryx0cSHFrGgBt85Px1Yx+mCWDBxjMNXxYhgUU5+04ll0CnlqO8cfwFHamP9g7vt+SvW7cOL7/8Ml599VVUVlbi3nvvRWNjI1avXg0AWL9+PX7+85+7t1+9ejUaGhqwbt06VFZW4tVXX8Urr7yC++67z73NPffcg127duHpp59GVVUVnn76aXz66adYu3ate5s777wTf/vb3/D3v/8darUa7e3taG9vh9ls5uyzhwOn08l3CYLAR85fnO7B9ARhLbLHuqb+NHIyeZSzf8zLiML7/9HDNc7ZIuqjvcP7efEVK1agq6sLjz/+ONra2lBcXIydO3ciI2PoKcptbW0eaxZlZWVh586duPfee/HCCy8gOTkZmzZtwrJly9zbzJ07F++++y5+/etf45FHHkFOTg62bt2K2bNnu7cZXgLgwgsv9Kjntddew8033xy4DxxmaLVUbnCds9HigMXhgkpAl84AQEIrLXOCcvYPuUSEXK0SX5zqwSXTRr9zmvpo7/C+TlGooHWKRmcymRARQeuNBBrXOW8/ocegzYlzJpjEGW6cNgvEMgXfZYQ9ytl/7E4X/na0Axt+NA0S0cgHNlMfHUITrUnoG74NlAQW1znvr+9DYbzw/pofvhWfBBbl7D9SsQjFukh8Ut016tepj/YODYoIIR7qus2IVkogEY/8q5MQEnzOT1Zjd02X1w+LJSPRoIj4JCUlhe8SBIHLnD+uNmBmkrAumw2TRcfzXYIgUM7+JRYxOD9FjQ8rDSO+Rn20d2hQRHxCd+txg6uc7U4XagxmpEYJc/0tl03Yj+3hCuXsf+fqVNhb1wuz3fNuM+qjvUODIuKT4aXkSWBxlfPeul4UxEeAYYR56Wz4URQksChn/xMxDEpT1dj+XafH69RHe4cGRYQQt09OdmFmsrCfqE1IqJqeGImDTUYM2mhtoqmiQRHxCS0hzw0ucq7tMkMjl0AhEW63oEzM5LsEQaCcA0PEMJidFoX3v9W7X6M+2jvC7f2IXww/qZ4EFhc5//OEHrPShL3Qm/W/T1UngUU5B05BvBLHW/vRb3UAoD7aWzQoIj6x2+18lyAIgc653+pAx4ANiSpZQI8T7FxOB98lCALlHDgMw2BuZhS2Hu8AQH20t2hQRHyiUgnz1m2uBTrnf33XidJUmksklgt75V+uUM6BlRurRJXehF6znfpoL9GgiPgkPp7WG+FCIHO2OFw40tKPfC39opKqovkuQRAo58BiGAbzs6Lw9tF26qO9RIMi4pO6ujq+SxCEQOb8UaUB5yWrBXsb/pksXa18lyAIlHPgZcUo0dBrQXXNab5LCSk0KCJEwOxOF/bW9eAcnfCec0ZIuFuUFY2mPloo0xs0KCI+SU5O5rsEQQhUzrtrujE9UQURnSUCAMiitHyXIAiUMzdSoxQ4aVGgzUgDo8miQRHxic1m47sEQQhEzlaHC/8+2YWSFJpgPYx10F1RXKCcuTMzQYnXD9HlysmiQRHxicEw8gGExP8CkfP2E3qUpmogFtFZomH2wV6+SxAEypk7Ec4BWJ0sTneZ+C4lJNCgiBAB6rc68HWTEcWJNJeIkHB3UXY0XjvUxncZIYEGRcQn+fn5fJcgCP7O+e2j7ZifGUVzic6iTMjguwRBoJy5o0zIQLRSCrVcjKMt9CDeidCgiPikvr6e7xIEwZ85N/ZYUN9jQW4crUt0Nms3zb3gAuXMneGsF2ZF429H2+FiWZ4rCm40KCI+sVrprgYu+CtnlmXx4lfNuDwv1i/7CzcuBz0SgQuUM3eGs46QipEdq8SnNd08VxTcaFBEfBIZSXNSuOCvnD+t6UaKRo4YpdQv+ws3YpmC7xIEgXLmzplZ/yA9Ch9VGWC2O3msKLjRoIj4RKfT8V2CIPgj516zHR9VGTAvI8oPFYUnqSaO7xIEgXLmzplZS0QMZqd9/7BYMhINiohPTp+mJeS54GvOLMviT/uasDgvjm7BH4fF0MJ3CYJAOXPn7KyLEiJwomMQ+gFaY240NCgiRAB2VnVBGyFFikbOdymEEB4xDIPLcmOw+atmvksJSjQoIj6hy2fc8CXnpl4LPjvdjfmZdNlsIjK6rMMJypk7o2WtU8uhkIjwdWMfDxUFNxoUEZ+4XC6+SxCEqeY8aHPij1824uqieFqTaBJYas+coJy5M1bWF2XH4O/HOmBz0PfiTDQoIj7R6/V8lyAIU8nZxbJ4pqwBF+dEI0ohCUBV4cc+0MN3CYJAOXNnrKzlEhFmp2nwxhFa6fpMNCgiJEy98k0r0jRyZMQo+S6FEBKEpidGoqHbgpOd9Fy0YTQoIj6ZNm0a3yUIgrc5/+M/HeizOnBBmiZAFYUnZXwa3yUIAuXMnYmyvrIgDpu/aobNSZfRABoUER81NTXxXYIgeJPzv6u7UKkfxKU5MQGsKDxZe2n9Fi5QztyZKOtImRilqRq8Tg+MBUCDIuIji8XCdwmCMNmcP6oy4EBDH35cqAVDE6u95rLT2i1coJy5M5msixMj0Wq04lAzPTCWBkXEJ0olzVfhwmRy/sd/OnCspR9XT9fSnWZTJJLSOk5coJy5M9msf1gQh78daUeXSdjPpaNBEfFJamoq3yUIwng5O10sNu1vRFOvBT8siKMBkQ9k0Ql8lyAIlDN3Jpu1TCzClQVxeLasAQ4XG+CqghcNiohPampq+C5BEMbK2Whx4JFdpxGjlOKS3Fi6ZOYjSyfNkeMC5cwdb7JOVMlwji4Sm/Y1gmWFOTCiQREhIepoixGP7DqN+ZlROFen4rscQkgYKE5UQSIW4R//EeYadDQoIj5JSKDT4Fw4M2ez3YnN5c3YUWHADTN1SNEoeKwsvEjVdMceFyhn7kwl64WZUajsHMTumq4AVBTcaJlb4hO6XMMNhmHAsiy+auzD1uMdmJsRjbkZ9Cwzf2NA7ZkLlDN3ppI1wzC4qlCL7d91ggGDS6fFBqCy4ESDIuIVm9OFrkE7Bm1OmOwumNpaoHcqECkTIy5CigipiAZKAXC6qRUbvumBNlKKG87TQSamk7yBYOvvhiSSBpuBRjlzZ6pZixgG10yPxz9PdMLhcuHyfG0Aqgs+NCgiYzJaHPhPWz8q9IOo77bA7mIhYgCNQgKlRASZWIQs1o6vT3bBbHdhwOaExeGCiAG0EVIU61SYnhiJ9GgFDZSm6LuOAbx7vAMlciuuzE+Fhp5hRgjhiIhhcG1xPP59shtNfVbcekFy2N/dSj0scXO6WHzXMYADDX2oMZihlIqQHi1HWpQCJSkaSEQjfxhcjkikSqQer7EsC6PVicZeC9451oHOQRtilFL8IF2DWWlR9It9AlaHC1+c7sFnp7oRFyHFZbmxUEtiIJJQboGm0NISE1ygnLnja9YihsEV+XE41GzEbz+tw7oF6WH9gOnw/WRkUsx2Jw42GbGvvhddJjvSoxWYFheB2WmaSf1FYDcaII9N8niNYRhEKSQ4R6fCOf+9K6rf6sBJgxmfn66H0wVckKbG/Mxo6NS0iBsAOFws/tPWj9013egcsKEwIRLLz01wXyazdreNyJn432jtmfgf5cwdf2VdmqqBTm3Bb3adxvUzEjEnI9r34oJQUExMePHFF5GVlQWFQoGSkhLs3bt33O3LyspQUlIChUKB7OxsbNmyZcQ227ZtQ1FREeRyOYqKirB9+3afjxsues12fFxlwG92ncaju2pRqR/E/Mxo/Pz8JFyYHYOUKPmkBkQ2mxVv/nUzbDbrhNuq5RKUpKix4txE/OSceDicLLZ81YL/+b+TeONQK053mQS3LkaXyY7dNV34/Wd1eGBnDfbW9WFWqgYrz09CaarGPSDyJmcydZQzNyhn7vg769QoBVaep8Peul78ZtdpNPaE32OeGJbn30Rbt27FypUr8eKLL2LevHn4y1/+gpdffhkVFRVIT08fsX1dXR2Ki4tx++2345e//CX279+PO+64A++88w6WLVsGACgvL8eCBQvwu9/9Dtdccw22b9+O3/zmN9i3bx9mz549peM6HA6UlZVhxowZEIvFgQ3Fz5wuFqe6TPi60YgT7QOQikWYplWiID4CSunUP8vgQD9+9INi/N9XJxCpUk9pHy6WRX2PBScNJrT325AaJccP0qNwXrIaEbLQynk8TheLxl4LqjsH8Z+2AegH7YiQipAVo0SuVgmNfOyTtv7ImUyMcuYG5cydQGbdbbLj89M9kEtEWHZOAgoTIv26f39yOp04fvw4Fi1aBMkE0xB4HxTNnj0b559/PjZv3ux+rbCwEFdffTWeeuqpEds/8MAD+OCDD1BZWel+bfXq1Th+/DjKy8sBACtWrIDRaMTHH3/s3ubyyy9HTEwM3nnnnSkdN5QGRRaHC6e7TPi2bQDfdQzCZHciWSNHdqwSGdEKiEeZGzQVgfiB6zLZUfP/27v3oKjK/w/g793l7LIgLgLC7oou/DBBUZnkYmBJ4IRfRsqy0mwytMY7GF5qTCchu8hUOk3jdRpzdKai8VbeleLieOtniqHgmEaAIguCIHf29vn9QZyfK4jcZJevn9fMmcHnec7zPOczx+XDOWfPU9GAwqommInwP25KjPZyxkjPAXB3Fh7dgY2ZLISy2mbcuteMoqomFNxtxN1GIywEeDoLULvIoXN1hKuy88fCv0T6Bse5b3Cc+05fxPpugxH/e6sG5XUGPD3EBZG+g+CtUtjVl2u6khTZ9Jkig8GACxcuYOXKlVblMTExOHPmTLv7nD17FjExMVZlkydPxvbt22E0GiEIAs6ePYulS5e2afP11193e1x7YyHCvSYTyusMuF3TjOLqZhTebUSdwQyZVAL1ADm8VQq8ONIDCge7uEvaKe5OAtyHqfDMMBUsRNDXGpBf3oBfb1ShzmCGIJVgiEqBYa6O8FYp4DlAjsHO8sd+jESEBqMFNU0mVDeZcLfBiIp6I8rqDKioN6CmyQwLWv6+cHUU4O7kAA9nARN8VHCRy+zqA4IxxnqLm5OA/4xwh9lCKLjbiF0XSnG30QhXRwH+g53wlIcThroq4OYk9Itvrtk0KaqoqIDZbIaXl5dVuZeXF/R6fbv76PX6dtubTCZUVFRAo9E8tE1rn90Zt/WC2r179yCV/v8vYLlcDoWiZw8LExH2XSlHYVUzTGYLDBaC0WxBs8mCRqMFTSYLGoxmGEytv3YBCQAnuQyujgIGOTnATemA4W4K6+SALCiuaujR3DrS1NAAJycnFFQ2wLHx8Z3sbo5SuDm2rBJPFsLdRiOu3K7Byb+NYpJiMhMggfiaMkEmheO/rw0QZBI4SCWQSiRovUhGaEksLZaWqzsmS0vcDSYLDCYLLP/2c/9RyR2kcJbLMEAug5NcBhdBhoGOMgwdKEDp5ogH35FGFgvKappQ1sPj76s4P+k4zn2D49x3bBFrfw9HAI5oNJpRWFmP34uqUNloRG2TSfz95SCVtHyOCjIoBRkUghQKmRSCVIKXAj3gP7h3b8WZzWYA6NRzq3bx7bMH/4omog7/sm6v/YPlnemzK+O2BrWwsPCh8+qJ4QCGd/n9WqZ/t/uYe2c+naIADhw4AKAGMNf02bB+Lf/nHsGM3g9GB31a2i/uFTaK8xOH49w3OM59x5axlgKBrgBc26sktHxoGtvUNN2uxp+3H8+UzGYzBKHjRxdsmhR5eHhAJpO1uTpTXl7e5ipOK7Va3W57BwcHuLu7d9imtc/ujCuXyxESEgKz2WyVOPXGlSLGGGOMPR5EBLPZDLlc/si2Nk2K5HI5goODkZ6ejldeeUUsT09Px9SpU9vdJzw8HAcPHrQqO3HiBEJCQsQMMDw8HOnp6VbPFZ04cQIRERHdHlcqlUKl4tfSM8YYY/3No64QicjG0tLSSBAE2r59O+Xn51NSUhI5OztTYWEhERGtXLmSZs2aJbYvKCggJycnWrp0KeXn59P27dtJEATas2eP2Ob06dMkk8koNTWVrl69SqmpqeTg4EDnzp3r9LiMMcYYe7LYPCkiItq0aRPpdDqSy+U0btw4ys7OFuvi4+MpMjLSqn1WVhY9/fTTJJfLycfHh7Zs2dKmz927d5O/vz8JgkABAQG0d+/eLo3LGGOMsSeLzd9TxBhjjDFmD/rPC2yYXXlSl0h5XFJSUiCRSKw2tVot1hMRUlJSoNVqoVQq8fzzzyMvL8+GM+4fTp48iRdffBFarRYSiQQ///yzVX1n4trc3IzExER4eHjA2dkZL730Em7dutWHR9E/PCrWs2fPbnOOP/PMM1ZtONYdW7duHUJDQ+Hi4gJPT0+8/PLLuHbtmlUbPqd7hpMi1mU//fQTkpKSsHr1auTk5OC5555DbGwsiouLbT21fi0wMBClpaXidvnyZbHuiy++wIYNG7Bx40acP38earUaL7zwAmpra204Y/tXX1+PoKAgbNy4sd36zsQ1KSkJ+/fvR1paGk6dOoW6ujrExcWJr+lgLR4Va6BlZYH7z/EjR45Y1XOsO5adnY3Fixfj3LlzSE9Ph8lkQkxMDOrr68U2fE73kE1v3rF+KSwsjBYsWGBVFhAQQCtXrrTRjPq/5ORkCgoKarfOYrGQWq2m1NRUsaypqYlUKhVt3bq1j2bY/wGg/fv3i//uTFyrq6tJEARKS0sT25SUlJBUKqVjx4712dz7mwdjTdTyfOjUqVMfug/HuuvKy8sJgPg8LJ/TPcdXiliXtC6R8uBSK/1piRR7df36dWi1Wvj6+uKNN95AQUEBgJZFkPV6vVXMFQoFIiMjOeY90Jm4XrhwAUaj0aqNVqvF6NGjOfbdkJWVBU9PT4wYMQJz585FeXm5WMex7rp79+4BANzc3ADwOd0bOCliXdKdJVLYo40fPx67du3C8ePH8e2330Kv1yMiIgKVlZViXDnmvaszcdXr9ZDL5Rg0aNBD27DOiY2Nxffff4+MjAysX78e58+fR3R0NJqbmwFwrLuKiLBs2TI8++yzGD16NAA+p3uDXSzzwfqfri7NwjoWGxsr/jxmzBiEh4fDz88PO3fuFB9G5Zg/Ht2JK8e+62bMmCH+PHr0aISEhECn0+Hw4cOYNm3aQ/fjWLcvISEBubm5OHXqVJs6Pqe7j68UsS7pzhIprOucnZ0xZswYXL9+XfwWGse8d3Umrmq1GgaDAVVVVQ9tw7pHo9FAp9Ph+vXrADjWXZGYmIgDBw4gMzMT3t7eYjmf0z3HSRHrkvuXSLlfenq6uIwK67nm5mZcvXoVGo0Gvr6+UKvVVjE3GAzIzs7mmPdAZ+IaHBwMQRCs2pSWluLKlSsc+x6qrKzEzZs3odFoAHCsO4OIkJCQgH379iEjIwO+vr5W9XxO9wKbPeLN+i1eIqX3LV++nLKysqigoIDOnTtHcXFx5OLiIsY0NTWVVCoV7du3jy5fvkwzZ84kjUZDNTU1Np65fautraWcnBzKyckhALRhwwbKycmhoqIiIupcXBcsWEDe3t7066+/0sWLFyk6OpqCgoLIZDLZ6rDsUkexrq2tpeXLl9OZM2fon3/+oczMTAoPD6chQ4ZwrLtg4cKFpFKpKCsri0pLS8WtoaFBbMPndM9wUsS6hZdI6V0zZswgjUZDgiCQVquladOmUV5enlhvsVgoOTmZ1Go1KRQKmjhxIl2+fNmGM+4fMjMzCUCbLT4+nog6F9fGxkZKSEggNzc3UiqVFBcXR8XFxTY4GvvWUawbGhooJiaGBg8eTIIg0LBhwyg+Pr5NHDnWHWsvvgBox44dYhs+p3uGl/lgjDHGGAM/U8QYY4wxBoCTIsYYY4wxAJwUMcYYY4wB4KSIMcYYYwwAJ0WMMcYYYwA4KWKMMcYYA8BJEWOMMcYYAE6KGGN2KDc3F++++y78/PygVCqhVCrx1FNPYf78+fjjjz/EdikpKbyIJWOs1zjYegKMMXa/bdu2ISEhAf7+/njvvfcQGBgIiUSCq1ev4scff0RoaChu3LgBPz8/W0+VMfZfhpMixpjdOH36NBYtWoQpU6Zgz549kMvlYl10dDQWL16M3bt3Q6lU2nCWjLH/Vnz7jDFmNz7//HPIZDJs27bNKiG63+uvvw6tVvvQPiQSCVJSUtqU+/j4YPbs2VZlJSUlmDdvHoYOHQq5XA6tVovXXnsNZWVlYpvi4mK89dZb8PT0hEKhwMiRI7F+/XpYLBarvrZs2YKgoCAMGDAALi4uCAgIwKpVq6za6PV6zJ8/H97e3pDL5fD19cXHH38Mk8n0iMgwxvoCXylijNkFs9mMzMxMhISEQKPRPPbxSkpKEBoaCqPRiFWrVmHs2LGorKzE8ePHUVVVBS8vL9y5cwcREREwGAz45JNP4OPjg0OHDmHFihX4+++/sXnzZgBAWloaFi1ahMTERHz11VeQSqW4ceMG8vPzxfH0ej3CwsIglUqxZs0a+Pn54ezZs/j0009RWFiIHTt2PPZjZox1jJMixphdqKioQGNjI3Q6XZs6s9mM+9eulslkPX7Aes2aNaioqMCff/6JkSNHiuXTp08Xf96wYQNKSkrw+++/IywsDAAwefJkmM1mbN26FUlJSRgxYgROnz4NV1dXfPPNN+K+kyZNshovJSUFVVVVyMvLw7Bhw8Q2SqUSK1aswPvvv49Ro0b16JgYYz3Dt88YY3YvODgYgiCI2/r163vc59GjRxEVFWWVED0oIyMDo0aNEhOiVrNnzwYRISMjAwAQFhaG6upqzJw5E7/88gsqKira9HXo0CFERUVBq9XCZDKJW2xsLAAgOzu7x8fEGOsZTooYY3bBw8MDSqUSRUVFbep++OEHnD9/HgcOHOi18e7cuQNvb+8O21RWVrZ7K6/1mabKykoAwKxZs/Ddd9+hqKgIr776Kjw9PTF+/Hikp6eL+5SVleHgwYNWyZ0gCAgMDASAdhMpxljf4ttnjDG7IJPJEB0djRMnTqC0tNQqGWm9rVRYWPjIfhQKBZqbm9uUtyYwrQYPHoxbt2512Je7uztKS0vblN++fRtASyLXas6cOZgzZw7q6+tx8uRJJCcnIy4uDn/99Rd0Oh08PDwwduxYfPbZZ+2O1dHD44yxvsFXihhjduPDDz+E2WzGggULYDQau9WHj48PcnNzrcoyMjJQV1dnVRYbG4vMzExcu3btoX1NmjQJ+fn5uHjxolX5rl27IJFIEBUV1WYfZ2dnxMbGYvXq1TAYDMjLywMAxMXF4cqVK/Dz80NISEibjZMixmyPrxQxxuzGhAkTsGnTJiQmJmLcuHGYN28eAgMDIZVKUVpair179wIABg4c+NA+Zs2ahY8++ghr1qxBZGQk8vPzsXHjRqhUKqt2a9euxdGjRzFx4kSsWrUKY8aMQXV1NY4dO4Zly5YhICAAS5cuxa5duzBlyhSsXbsWOp0Ohw8fxubNm7Fw4UKMGDECADB37lwolUpMmDABGo0Ger0e69atg0qlQmhoqDheeno6IiIisGTJEvj7+6OpqQmFhYU4cuQItm7d+sjbeYyxx4wYY8zOXLp0iebMmUO+vr6kUCjI0dGRhg8fTm+//Tb99ttvYrvk5GR68GOsubmZPvjgAxo6dCgplUqKjIykS5cukU6no/j4eKu2N2/epHfeeYfUajUJgkBarZamT59OZWVlYpuioiJ68803yd3dnQRBIH9/f/ryyy/JbDaLbXbu3ElRUVHk5eVFcrlc7Cc3N9dqvDt37tCSJUvI19eXBEEgNzc3Cg4OptWrV1NdXV0vRpAx1h0Sovu+58oYY4wx9oTiZ4oYY4wxxsBJEWOMMcYYAE6KGGOMMcYAcFLEGGOMMQaAkyLGGGOMMQCcFDHGGGOMAeCkiDHGGGMMACdFjDHGGGMAOClijDHGGAPASRFjjDHGGABOihhjjDHGAHBSxBhjjDEGAPg/JkvPACn07CoAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.kdeplot(data=df['Glucose'], shade=True)\n", "plt.title('Distribución de Niveles de Glucosa')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "978a1790", "metadata": {}, "source": [ "### Gráfico de conteo" ] }, { "cell_type": "code", "execution_count": 60, "id": "2675197a", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.countplot(x='Diabetes', data=df)\n", "plt.title('Cantidad de Pacientes por Diagnostico de Diabetes')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "a6360896", "metadata": {}, "source": [ "### Mapas de Calor" ] }, { "cell_type": "code", "execution_count": 62, "id": "c51cdff4", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr = df.corr()\n", "sns.heatmap(corr, annot=True, cmap='coolwarm')\n", "plt.title('Matriz de Correlación del Dataset de Diabetes')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "54b24eec", "metadata": {}, "source": [ "### Gráficas de pares (pair plots)" ] }, { "cell_type": "code", "execution_count": 66, "id": "8063be28", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Genera el Pair Plot\n", "sns.pairplot(df[['Age', 'BloodPressure', 'Glucose']])\n", "\n", "# Agrega un título arriba del gráfico\n", "plt.suptitle('Relación entre Edad, Presión Arterial y Glucosa', y=1.02, fontsize=16)\n", "\n", "# Muestra el gráfico\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "63985858", "metadata": {}, "source": [ "### Diagramas de Violin" ] }, { "cell_type": "code", "execution_count": 67, "id": "8a2f5f06", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x='Diabetes', y='BMI', data=df)\n", "plt.title('Distribución de BMI por diagnostico de Diabetes')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 68, "id": "84654355", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jorgek/anaconda3/lib/python3.11/site-packages/seaborn/categorical.py:3544: UserWarning: 19.2% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", " warnings.warn(msg, UserWarning)\n", "/home/jorgek/anaconda3/lib/python3.11/site-packages/seaborn/categorical.py:3544: UserWarning: 37.6% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", " warnings.warn(msg, UserWarning)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.swarmplot(x='Diabetes', y='Age', data=df)\n", "plt.title('Distribución de Edad por Diagnostico de Diabetes')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "a8f31f43", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.3" } }, "nbformat": 4, "nbformat_minor": 5 }