{ "cells": [ { "cell_type": "markdown", "id": "f74ee357", "metadata": {}, "source": [ "# Gráficos y Visualizaciones" ] }, { "cell_type": "markdown", "id": "ab18f3d5", "metadata": {}, "source": [ "## 1. Preparación de datos" ] }, { "cell_type": "markdown", "id": "a04ee435", "metadata": {}, "source": [ "### Importación de Librerías" ] }, { "cell_type": "code", "execution_count": 4, "id": "c5e6fe34", "metadata": {}, "outputs": [], "source": [ "# --- Importacion de librerias genéricas\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", "%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" ] }, { "cell_type": "markdown", "id": "8a2bc9ed", "metadata": {}, "source": [ "### Adquisición del conjunto de datos" ] }, { "cell_type": "code", "execution_count": 6, "id": "0be3a8fa", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tamaño del df: (38, 12)\n", "primeros registros...\n" ] }, { "data": { "text/html": [ "
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JanFebMarAprMayJunJulAugSepOctNovDec
Year
19650.0290.0690.00021.66717.859102.111606.071402.52169.5115.24916.23222.075
19660.9050.0000.0002.98163.00894.088481.94259.386150.6241.30841.2144.132
19670.2483.3901.32013.48211.116251.314780.006181.069183.75750.4048.39337.685
19680.3183.0351.70423.3077.441179.872379.354171.979219.88473.99723.3262.020
19690.2482.5240.3344.5696.213393.682678.354397.335205.41324.01424.3851.951
\n", "
" ], "text/plain": [ " Jan Feb Mar Apr May Jun Jul Aug Sep \\\n", "Year \n", "1965 0.029 0.069 0.000 21.667 17.859 102.111 606.071 402.521 69.511 \n", "1966 0.905 0.000 0.000 2.981 63.008 94.088 481.942 59.386 150.624 \n", "1967 0.248 3.390 1.320 13.482 11.116 251.314 780.006 181.069 183.757 \n", "1968 0.318 3.035 1.704 23.307 7.441 179.872 379.354 171.979 219.884 \n", "1969 0.248 2.524 0.334 4.569 6.213 393.682 678.354 397.335 205.413 \n", "\n", " Oct Nov Dec \n", "Year \n", "1965 5.249 16.232 22.075 \n", "1966 1.308 41.214 4.132 \n", "1967 50.404 8.393 37.685 \n", "1968 73.997 23.326 2.020 \n", "1969 24.014 24.385 1.951 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# El archivo de Lluvias:\n", "# Comparativa Enero-Febrero\n", "archivoLluvias=\"datasets\"+str(separador)+\"pune_1965_to_2002.csv\"\n", "df_lluvias = pd.read_csv(archivoLluvias)\n", "# Ponemos como index el año, y lo reflejamos en el eje x\n", "df_lluvias.index = df_lluvias[\"Year\"]\n", "df_lluvias = df_lluvias.drop(\"Year\", axis=\"columns\") \n", "print('Tamaño del df: ',df_lluvias.shape)\n", "print('primeros registros...')\n", "df_lluvias.head()" ] }, { "cell_type": "markdown", "id": "cba83393", "metadata": {}, "source": [ "## 2. Gráficas con Matplotlib" ] }, { "cell_type": "markdown", "id": "3be534c9", "metadata": {}, "source": [ "### 2.1. Gráficas de linea" ] }, { "cell_type": "markdown", "id": "ddbd28a1", "metadata": {}, "source": [ "#### Gráficas elementales" ] }, { "cell_type": "code", "execution_count": 7, "id": "27661020", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Gráficos de linea:\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print('Gráficos de linea:')\n", "fig, ax = plt.subplots()\n", "ax.plot([1, 5, 2, 4, 8, 9, 2])" ] }, { "cell_type": "markdown", "id": "7330877f", "metadata": {}, "source": [ "#### Graficas más complejas" ] }, { "cell_type": "code", "execution_count": 9, "id": "37651688", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 3)) \n", "ax.plot(df_lluvias.index, df_lluvias['Jan'], label='Precipitaciones de enero')\n", "ax.plot(df_lluvias.index, df_lluvias['Feb'], label='Precipitaciones de febrero', color='C1')\n", "maximo_enero = df_lluvias['Jan'].max()\n", "maximo_febrero = df_lluvias['Feb'].max()\n", "ax.axhline(maximo_enero, color='red', linestyle='--', alpha=0.5, linewidth=3, label='Máxima de enero')\n", "ax.axhline(maximo_febrero, color='red', linestyle=':', alpha=0.5, linewidth=3, label='Máxima de febrero')\n", "# Etiqueta eje x\n", "ax.set_xlabel('Año') \n", "# Etiqueta eje y\n", "ax.set_ylabel('Precipitación acumulada (mm.)') \n", "# Título\n", "ax.set_title('Gráficas comparativas Enero-Febrero') \n", "ax.set_xlim(df_lluvias.index[0], df_lluvias.index[-1])\n", "ax.legend() " ] }, { "cell_type": "markdown", "id": "00e24dbe", "metadata": {}, "source": [ "### 2.2. Subplot" ] }, { "cell_type": "markdown", "id": "705fe159", "metadata": {}, "source": [ "Separar en gráficas para una visualización menos recargada" ] }, { "cell_type": "code", "execution_count": 10, "id": "49677372", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Preparando los gráficos\n", "fig, ax = plt.subplots(nrows=3, ncols=1, figsize=(12, 5), sharex=True, sharey=True) \n", "ax[0].plot(df_lluvias.index, df_lluvias['Jan'], label='Precipitaciones de enero')\n", "ax[1].plot(df_lluvias.index, df_lluvias['Feb'], label='Precipitaciones de febrero', color='C1')\n", "ax[2].plot(df_lluvias.index, df_lluvias['Mar'], label='Precipitaciones de marzo', color='C2')\n", "# Títulos y ejes\n", "ax[0].set_title('Precipitaciones de los primeros tres meses del año') \n", "ax[2].set_xlabel('Año') \n", "ax[1].set_ylabel('Precipitación (mm.)') \n", "# Leyendas\n", "ax[0].legend() \n", "ax[1].legend()\n", "ax[2].legend()" ] }, { "cell_type": "markdown", "id": "bbb26a3e", "metadata": {}, "source": [ "### 2.3. Subplots matriciales" ] }, { "cell_type": "markdown", "id": "61b7bb4d", "metadata": {}, "source": [ "Separar en gráficas matricialmente" ] }, { "cell_type": "code", "execution_count": 11, "id": "a82dd5cd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Preparando los gráficos\n", "fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(12, 5), sharex='col', sharey=True) \n", "ax[0,0].plot(df_lluvias.index, df_lluvias['Jan'], label='Precipitaciones de enero')\n", "ax[0,1].plot(df_lluvias.index, df_lluvias['Feb'], label='Precipitaciones de febrero', color='C1')\n", "ax[1,0].plot(df_lluvias.index, df_lluvias['Mar'], label='Precipitaciones de marzo', color='C2')\n", "ax[1,1].plot(df_lluvias.index, df_lluvias['Apr'], label='Precipitaciones de abril', color='C3')\n", "# Títulos y ejes\n", "fig.suptitle('Comparativa mensual de lluvias en el 1er cuatrimestre',fontsize=16)\n", "ax[0,0].set_ylabel('Precipitación (mm.)') \n", "ax[1,0].set_ylabel('Precipitación (mm.)') \n", "ax[1,0].set_xlabel('Año') \n", "ax[1,1].set_xlabel('Año') \n", "# Leyendas\n", "ax[0,0].legend() \n", "ax[0,1].legend()\n", "ax[1,0].legend()\n", "ax[1,1].legend()" ] }, { "cell_type": "markdown", "id": "3d99085c", "metadata": {}, "source": [ "Observaciones:
\n", " - fig.suptitle permite presentar un título general
\n", " - sharex='col' comparte el eje x por columna
\n", " - sharey=True comparte el eje y. Esto es mejor que sharey='row' ya que mantiene\n", " la proporcion\n" ] }, { "cell_type": "markdown", "id": "79467f55", "metadata": {}, "source": [ "### 2.5. Gráficas de Puntos (Scatter)" ] }, { "cell_type": "code", "execution_count": 12, "id": "2581da73", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Peso (kg.)')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pesos = [42.8, 43.3, 42. , 44. , 44.1, 43.5, 48.1, 48.9, 47.7,46.9,50.4,\n", " 52.7, 51.8, 54.5, 54.2, 56.9, 55.4, 55.5, 57.1, 58.3, 63.7, 58.8,\n", " 64.6, 60.2, 64. , 63.8, 61.4, 65.3, 64.7, 63.8, 69.3, 67.9, 65.2,\n", " 70.8, 70.5, 69.3, 75.3, 75.5, 78.2, 78. , 73.2, 78. , 80.1, 78.2,\n", " 76. , 81.5, 79.4, 81.8, 81.8, 84.1]\n", "alturas = [149. , 149. , 149.9, 156.8, 150.6, 155.4, 151. , 162. , 165.,\n", " 157.8, 164.4, 160.1, 160.8, 163.8, 175.2, 162. , 159.5, 159.2,\n", " 169.8, 166.7, 179.2, 180.6, 163.3, 178.3, 176.3, 184.8, 181. ,\n", " 170.5, 184.1, 187.1, 186.1, 177.7, 184.5, 190.3, 196. , 192.1,\n", " 200.4, 201.8, 187.5, 202.1, 200.3, 208.8, 204.6, 193.5, 200.9,\n", " 196.8, 213.1, 204.8, 215.5, 210.2] \n", "fig, ax = plt.subplots()\n", "ax.scatter(alturas, pesos, alpha=0.7)\n", "ax.set_title('Altura vs. Peso de 50 alumnos')\n", "ax.set_xlabel('Altura (cm.)')\n", "ax.set_ylabel('Peso (kg.)')" ] }, { "cell_type": "markdown", "id": "9a780ca9", "metadata": {}, "source": [ "### 2.6. Puntos: Comparativas" ] }, { "cell_type": "code", "execution_count": 13, "id": "6e79ce94", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Scatter comparativas\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'Precipitaciones en Septiembre (mm.)')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print('Scatter comparativas')\n", "fig, ax = plt.subplots() \n", "mapeo_colores = ax.scatter(df_lluvias['Aug'], df_lluvias['Sep'], c=df_lluvias.index)\n", "fig.colorbar(mapeo_colores) # Se añade la barra de colores\n", "ax.set_title('Precipitaciones Agosto-Septiembre')\n", "ax.set_xlabel('Precipitaciones en Agosto (mm.)')\n", "ax.set_ylabel('Precipitaciones en Septiembre (mm.)')" ] }, { "cell_type": "markdown", "id": "832a263f", "metadata": {}, "source": [ "### 2.8. Gráficas de Barras" ] }, { "cell_type": "code", "execution_count": 14, "id": "49c7346a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Gráficos de Barras\n", "Lluvias acumuladas:\n", "Jan 11.186\n", "Feb 41.843\n", "Mar 63.733\n", "Apr 470.487\n", "May 952.272\n", "Jun 12809.663\n", "Jul 16340.395\n", "Aug 10529.357\n", "Sep 7642.245\n", "Oct 2783.320\n", "Nov 958.492\n", "Dec 230.646\n", "dtype: float64\n" ] }, { "data": { "text/plain": [ "Text(0.5, 0, 'Mes')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print('Gráficos de Barras')\n", "precipitaciones_acumuladas = df_lluvias.sum()\n", "print('Lluvias acumuladas:')\n", "print(precipitaciones_acumuladas)\n", "fig, ax = plt.subplots(figsize=(8,4))\n", "precipitaciones_acumuladas = df_lluvias.sum()\n", "ax.bar(df_lluvias.columns, precipitaciones_acumuladas)\n", "ax.set_title('Precipitaciones acumuladas desde 1965 a 2002, según el mes')\n", "ax.set_ylabel('Precipitación total (mm.)')\n", "ax.set_xlabel('Mes')" ] }, { "cell_type": "markdown", "id": "c93e6d89", "metadata": {}, "source": [ "### 2.9. Histogramas de Frecuencias" ] }, { "cell_type": "code", "execution_count": 15, "id": "dfb5bb99", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Histogramas de frecuencias:\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'Frecuencia absoluta')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print('Histogramas de frecuencias:')\n", "df_lluvias.values.flatten()\n", "fig, ax = plt.subplots(figsize=(8, 4))\n", "ax.hist(df_lluvias.values.flatten(), bins=10)\n", "ax.set_title('Histograma de precipitaciones')\n", "ax.set_xlabel('Intervalos de precipitaciones (mm.)')\n", "ax.set_ylabel('Frecuencia absoluta')" ] }, { "cell_type": "markdown", "id": "65c76493", "metadata": {}, "source": [ "### 2.10. Enriquecimiento de gráficas" ] }, { "cell_type": "code", "execution_count": 16, "id": "14af0804", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Enriqueciendo graficas\n" ] }, { "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": [ "print('Enriqueciendo graficas')\n", "fig, ax = plt.subplots(figsize=(12, 3)) \n", "ax.plot(df_lluvias.index, df_lluvias['Jan'], label='Precipitaciones de enero')\n", "ax.plot(df_lluvias.index, df_lluvias['Feb'], label='Precipitaciones de febrero', color='C1')\n", "# Calculo de maximos\n", "maximo_enero = df_lluvias['Jan'].max()\n", "maximo_febrero = df_lluvias['Feb'].max()\n", "ax.axhline(maximo_enero, color='red', linestyle='--', alpha=0.5, linewidth=3, label='Máxima de enero')\n", "ax.axhline(maximo_febrero, color='red', linestyle=':', alpha=0.5, linewidth=3, label='Máxima de febrero')\n", "ax.set_xlabel('Año') \n", "ax.set_ylabel('Precipitación (mm.)') \n", "ax.set_title('Precipitaciones de enero y febrero') \n", "ax.set_xlim(df_lluvias.index[0], df_lluvias.index[-1])\n", "ax.legend() " ] }, { "cell_type": "markdown", "id": "84951919", "metadata": {}, "source": [ "### 2.11. Diagramas Caja-Bigote (Boxplot)" ] }, { "cell_type": "markdown", "id": "1eacff59", "metadata": {}, "source": [ "La Caja:
\n", "Estos diagramas encierran en la caja central al 50% de los valores centrales. Los extremos de arriba y abajo de la caja indican los cuantiles, o percentiles, 25 y 75. Por fuera de los bigotes se observan los outlier. La línea central dentro de la caja representa a la mediana.
\n", "Los bigotes:
\n", "Las líneas que se extienden desde la caja se llaman bigotes. Los bigotes representan la varianza esperada de los datos. Estos bigotes se extienden 1,5 veces el IQR desde los extremos superior e inferior de la caja. Si los datos no llegan hasta el final de los bigotes, estos se ajustan a los valores mínimo y máximo de los datos.
\n", "Los bigotes:
\n", "Si hay datos que queden por encima o por debajo de los extremos de los bigotes, se los representa con puntos. Estos puntos se conocen como valores atípicos. Un valor atípico es el que supera la varianza esperada. " ] }, { "cell_type": "code", "execution_count": 17, "id": "6f517da7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_lluvias.plot(kind='box', subplots=True, layout=(4,3), sharex=False, sharey=False,figsize=(10,12))\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d7676c9b", "metadata": {}, "source": [ "## 3. Seaborn" ] }, { "cell_type": "markdown", "id": "b1acf5a8", "metadata": {}, "source": [ "Introduccion al uso de Seaborn" ] }, { "cell_type": "markdown", "id": "0eb868ac", "metadata": {}, "source": [ "### 3.1. El dataset" ] }, { "cell_type": "code", "execution_count": 18, "id": "2617995e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " id diet pulse time kind\n", "0 1 low fat 85 1 min rest\n", "1 1 low fat 85 15 min rest\n", "2 1 low fat 88 30 min rest\n", "3 2 low fat 90 1 min rest\n", "4 2 low fat 92 15 min rest\n", "tamaño: (90, 5)\n" ] } ], "source": [ "sns.set()\n", "\"\"\"\n", "Este método sobreescribe los parámetros internos de Matplotlib para que utilice\n", "el estilo de Seaborn.\n", "\"\"\"\n", "# Un dataset ejemplo dentro de la librería Seaborn\n", "df_ejercicio = sns.load_dataset('exercise')\n", "df_ejercicio = df_ejercicio.drop('Unnamed: 0', axis='columns')\n", "print(df_ejercicio.head())\n", "print('tamaño: ',df_ejercicio.shape)\n" ] }, { "cell_type": "markdown", "id": "1f81149e", "metadata": {}, "source": [ "### 3.2. Gráficas Seaborn" ] }, { "cell_type": "markdown", "id": "9e971b8c", "metadata": {}, "source": [ "#### Distplot (Gráficas de distribución)" ] }, { "cell_type": "code", "execution_count": 19, "id": "5b9a3e6e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Distribución de frecuencia cardíaca por tipo de actividad\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "print('Distribución de frecuencia cardíaca por tipo de actividad')\n", "df_30_min = df_ejercicio[df_ejercicio['time'] == '30 min']\n", "ax = sns.displot(data=df_30_min, x='pulse', kind='kde', hue='kind', fill=True)\n", "ax.set(xlabel='Frecuencia Cardíaca', ylabel='Densidad', title='Distribución de las pulsaciones')\n", "# El conjunto de datos contiene mediciones de la frecuencia cardíaca de 30 personas distintas tras realizar un determinado tipo de ejercicio. Las columnas son:\n", "# id: el id de la persona sobre la cual se efectuó la medición.\n", "# diet: dieta de dicha persona (baja en grasas o sin grasas).\n", "# pulse: la frecuencia cardíaca obtenida (en pulsaciones por minuto).\n", "# time: tiempo transcurrido tras el inicio del ejercicio.\n", "# kind: tipo de ejercicio (en reposo, caminando o corriendo)." ] }, { "cell_type": "code", "execution_count": 20, "id": "0d3d4550", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Distribución de frecuencia cardíaca por tipo de dieta\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print('Distribución de frecuencia cardíaca por tipo de dieta')\n", "plt.figure()\n", "df_low_fat = df_ejercicio[df_ejercicio['diet'] == 'low fat']\n", "ax = sns.displot(data=df_low_fat, x='pulse', kind='kde', hue='diet', fill=True)\n", "ax.set(xlabel='Frecuencia Cardíaca', ylabel='Densidad', title='Distribución de las pulsaciones')" ] }, { "cell_type": "markdown", "id": "5aae8275", "metadata": {}, "source": [ "#### Catplot" ] }, { "cell_type": "code", "execution_count": 21, "id": "27924c78", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frecuencia cardíaca por tipo de dieta\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print('Frecuencia cardíaca por tipo de dieta')\n", "ax = sns.catplot(data=df_ejercicio, kind='violin', x='time', y='pulse', hue='diet', split=True)\n", "ax.set(xlabel='Duración de ejercicio', ylabel='Frecuencia cardíaca', title='Categorización de la distribución de pulsaciones')" ] }, { "cell_type": "markdown", "id": "0d81a55d", "metadata": {}, "source": [ "#### Otras gráficas con Seaborn" ] }, { "cell_type": "markdown", "id": "fc22f91b", "metadata": {}, "source": [ "Dataset de Propinas" ] }, { "cell_type": "code", "execution_count": 22, "id": "048b6c4f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Análisis de propinas:\n", " total_bill tip sex smoker day time size\n", "0 16.99 1.01 Female No Sun Dinner 2\n", "1 10.34 1.66 Male No Sun Dinner 3\n", "2 21.01 3.50 Male No Sun Dinner 3\n", "3 23.68 3.31 Male No Sun Dinner 2\n", "4 24.59 3.61 Female No Sun Dinner 4\n", "(244, 7)\n" ] } ], "source": [ "# Dataset de Propinas\n", "print('Análisis de propinas:')\n", "# importamos dataset\n", "df_propinas = sns.load_dataset('tips')\n", "print(df_propinas.head())\n", "print(df_propinas.shape)" ] }, { "cell_type": "markdown", "id": "b8cbf1c6", "metadata": {}, "source": [ "#### Implot" ] }, { "cell_type": "code", "execution_count": 24, "id": "70dc09f0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Inplot: Gráfica de puntos\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Uso de Implot\n", "print('Inplot: Gráfica de puntos')\n", "ax = sns.lmplot(x='total_bill', y='tip', data=df_propinas, fit_reg=False)\n", "\n", "# Ajustar las etiquetas y el título\n", "ax.set_axis_labels('Facturación', 'Propina')\n", "plt.title('Análisis de las propinas')\n", "\n", "# Mostrar la gráfica\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "54c34e85", "metadata": {}, "source": [ "##### Incluye recta de tendencias (fit_reg)" ] }, { "cell_type": "code", "execution_count": 26, "id": "9dae9a35", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Gráfica de puntos con línea de tendencia\n" ] }, { "data": { "image/png": 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3v49vfetbQ3otQnpDY8iEEEKICVBAJoQQQkyAuqwJIYQQE6AWMiGEEGICFJAJIYQQE6CATAghhJgABWRCCCHEBEZ1YhBN09HW5kl3MUxLEBgKChxoa/NA12nu30BRvSWP6i45VG/JGa56Ky7ufVOSqPIMWQlIxhMEBsYYBCE2aT/pHdVb8qjukkP1lhyz1RsFZEIIIcQEKCATQgghJkABmRBCCDEBCsiEEEKICVBAJoQQQkyAAjIhhBBiAhSQCSGEEBOggEwIIYSYAAVkQgghxAQoIBNCCCEmQAGZEEIIMYG0B+S6ujr89Kc/xUUXXYTp06fjggsuiPu8rVu34uKLL8bMmTNx9tln469//eswl5QQQggZOmnf7Wnfvn3YunUrZs2aBV3XwXnsjhsff/wxbrrpJlx00UX44Q9/iI8++gi//OUvYbFYsHr16jSUmhBCyEikc4765i64vQqcdhnlY7MhsOHZfCLtAXnZsmU466yzAAA//OEP8fnnn8c855FHHsH06dPxq1/9CgCwcOFCHDlyBL/97W9x6aWXQhDS3tAnhBCS4XbXtmHTtjo0tXmhaRyiyFBSYMfKhRWYVlkw5NdPeyTrL5gGg0Fs27YNK1eujDp+4YUXoqWlBbt27RrK4hFCCBkFdte24akte9HQ4oZVFpHjtMAqi2ho8eCpLXuxu7ZtyMuQ9oDcn/r6eiiKgkmTJkUdnzJlCgDgwIED6SgWIYSQEULnHJu21cEfVJHntMIiixAYg0UWkee0wB/UsGlbHfQ4Q6qplPYu6/50dnYCAHJycqKOh/8dfjxZkmT67yRpI4pC1P/JwFC9JY/qLjlUb8kJ11fDUQ+a27xwZskQhOjxYsYYnFkSmtu8aDzmwcRxOfFOlRKmD8hhrJdB9d6OD4QgMOTnO5J+/WiRk5OV7iJkJKq35FHdJYfqLTkaGHQO2CxSTEAGAIEx+AIaIIhDGjNMH5Bzc3MBxLaEXS4XgNiWcyJ0ncPl8iZfuBFOFAXk5GTB5fJB0/R0FydjUL0lj+ouOVRvyQnXmwgOgQH+oAqLLMY8L6hoEBgAXUN7uyfh6ww0iJs+IJeXl0OWZRw8eBCLFy+OHN+/fz8AYPLkyYM6v6rSh7c/mqZTPSWB6i15VHfJoXpLTtkYB8YW2NHQ4kGeKET1vHLO4fapKCt2oLTIMaT1a/oBB4vFgoULF+LFF1+MOr5x40YUFxdj+vTpaSoZIYSQkUBgDCsXVsBmEdHhDiKoaNA5R1DR0OEOwmYRsXJhxZCvR057C9nn82Hr1q0AgMbGRrjdbrz00ksAgPnz56OgoAA333wzvv71r+PHP/4xLrzwQnz00Ud47rnn8Itf/ILWIBNCCBm0aZUFuObc6sg6ZK9fhSgylBU7hm0dMuPxUmMNo4aGBixfvjzuY08//TQWLFgAwEid+cADD+DAgQMoKSnBtddeiyuvvHJQ19Y0HW1tiY8HjBaSJCA/34H2dg91gyWA6i15VHfJoXpLTrx6G4pMXcXF2QMrz6CukgJlZWXYu3dvv89bsmQJlixZMgwlIoQQMloJjKGyZOiWNvV57bRclRBCCCFRKCATQgghJkABmRBCCDEBCsiEEEKICVBAJoQQQkyAAjIhhBBiAhSQCSGEEBOggEwIIYSYAAVkQgghxAQoIBNCCCEmQAGZEEIIMQEKyIQQQogJUEAmhBBCTIACMiGEEGICFJAJIYQQE6CATAghhJgABWRCCCHEBCggE0IIISZAAZkQQggxAQrIhBBCiAlQQCaEEEJMgAIyIYQQYgIUkAkhhBAToIBMCCGEmAAFZEIIIcQEKCATQgghJkABmRBCCDEBCsiEEEKICVBAJoQQQkyAAjIhhBBiAlK6C0AIIYQMhs456pu74PYqcNpllI/NhsBYuouVMArIhBBCMtbu2jZs2laHpjYvNI1DFBlKCuxYubAC0yoL0l28hFCXNSGEkIy0u7YNT23Zi4YWN6yyiBynBVZZREOLB09t2YvdtW3pLmJCKCATQgjJODrn2LStDv6gijynFRZZhMAYLLKIPKcF/qCGTdvqoHOe7qIOGAVkQgghGae+uQtNbV44bDJYj/FixhgcNglNbV7UN3elqYSJo4BMCCEk47i9CjSNQ5LihzFJEqBpHG6vMswlSx4FZEIIIRnHaZchigyqqsd9XFV1iCKD0y4Pc8mSRwGZEEJIxikfm42SAjs8fhW8xzgx5xwev4qSAjvKx2anqYSJo4BMCCEk4wiMYeXCCtgsIjrcQQQVDTrnCCoaOtxB2CwiVi6syKj1yBSQCSGEZKRplQW45txqlBU7EFA0uNxBBBQNZcUOXHNudcatQ6bEIIQQQjLWtMoCVFfkU6YuQgghJN0ExlBZkpPuYgwadVkTQgghJkABmRBCCDEBCsiEEEKICVBAJoQQQkyAAjIhhBBiAhSQCSGEEBOggEwIIYSYAAVkQgghxAQoIBNCCCEmQAGZEEIIMQEKyIQQQogJUEAmhBBCTIACMiGEEGICFJAJIYQQE6CATAghhJgABWRCCCHEBCggE0IIISZAAZkQQggxAQrIhBBCiAlQQCaEEEJMgAIyIYQQYgIUkAkhhBAToIBMCCGEmAAFZEIIIcQEKCATQgghJkABmRBCCDEBCsiEEEKICVBAJoQQQkyAAjIhhBBiAhkTkF955RWsXr0aJ598Mk499VTccsstOHjwYLqLRQghhKRERgTkd999F7fccgsmTpyIhx56CD/5yU9QU1ODa6+9Fm63O93FI4QQQgZNSncBBmLTpk0YP3487rvvPjDGAAClpaVYvXo1duzYgSVLlqS5hIQQQsjgZEQLWVVVOByOSDAGgOzs7DSWiBBCCEmtjAjIl112GQ4ePIi//OUvcLlcaGhowH333YfJkydj0aJF6S4eIYQQMmiMc87TXYiBeP311/Hd734XHo8HADBlyhT88Y9/RElJSdLn1DQdLpcvVUUccURRQE5OFlwuHzRNT3dxMgbVW/Ko7pJD9Zac4aq3/HzHgJ6XEQH5o48+wvXXX49LLrkEy5Ytg9vtxu9//3sEg0E888wzcDqdSZ2Xcx7VDU4IIYSkS0YE5FWrVmH8+PF4+OGHI8fa2tqwePFifPe738W1116b1Hmphdw3+tadHKq35FHdJYfqLTlmayFnxCzrAwcOYNmyZVHHCgoKMGbMGNTX1w/q3KpKH97+aJpO9ZQEqrfkUd0lh+otOWapt4yY1DV+/Hh88cUXUcdaWlpw9OhRlJaWpqlUhBBCSOpkREC+8sor8dprr+EXv/gF3nnnHbz44ou47rrrYLfb8ZWvfCXdxSOEEEIGLSO6rK+88krIsoy//e1veP7552G32zFz5kzcd999GDNmTLqLRwghhAxaRgRkxhjWrFmDNWvWpLsohBBCyJDIiC5rQgghZKSjgEwIIYSYAAVkQgghxAQoIBNCCCEmQAGZEEIIMYGMmGVNCCEE0DlHfXMX3F4FTruM8rHZECgf/4hBAZkQQjLA7to2bNpWh6Y2LzSNQxQZSgrsWLmwAjOnFKW7eCQFqMuaEEJMbndtG57ashcNLW5YZRE5TgussoiGFg+e2rIXu2ra0l1EkgIUkAkhxMR0zrFpWx38QRV5TisssgiBMVhkEXlOC/xBDRvfrYWum37jPtIPCsiEEGJi9c1daGrzwmGTY/ZvZ4zBYZNwpNWDg42daSohSRUKyIQQYmJurwJN45Ck+LdrSRKgahwuT3CYS0ZSjQIyIYSYmNMuQxRZr/v1qqoOSWTIcViGuWQk1SggE0KIiZWPzUZJgR0evwrOo8eJOefw+FWMK3RgUmlumkpIUoUCMiGEmJjAGFYurIDNIqLDHURQ0aBzjqCiocMdhM0i4oJTKyEItB4501FAJoQQk5tWWYBrzq1GWbEDAUWDyx1EQNFQVuzANedWY/rEgnQXkaQAJQYhhJAMMK2yANUV+ZSpawSjgEwIIRlCYAyVJTnpLgYZItRlTQghhJgABWRCCCHEBCggE0IIISZAAZkQQggxAQrIhBBCiAlQQCaEEEJMgAIyIYQQYgIUkAkhhBAToIBMCCGEmAAFZEIIIcQEKCATQgghJkABmRBCCDEBCsiEEEKICVBAJoQQQkyAAjIhhBBiAhSQCSGEEBOggEwIIYSYAAVkQgghxAQoIBNCCCEmQAGZEEIIMQEKyIQQQogJUEAmhBBCTIACMiGEEGICFJAJIYQQE5DSXQBCCCEkWTrnqG/ugturwGmXUT42GwJj6S5WUiggE0JIyEi6uY8Gu2vbsGlbHZravNA0DlFkKCmwY+XCCkyrLEh38RJGAZkQQjDybu4j3e7aNjy1ZS/8QRUOmwwpS4Cq6mho8eCpLXtxzbnVGfdzozFkQsioF765N7S4YZVF5DgtsMpi5Oa+u7Yt3UUk3eicY9O2OviDKvKcVlhkEQJjsMgi8pwW+IMaNm2rg855uouaEArIhJBRbaTe3Eey+uYuNLV54bDJYD2GFBhjcNgkNLV5Ud/claYSJocCMiFkVBupN/eRzO1VoGkckhQ/hEmSAE3jcHuVYS7Z4FBAJoSMaiP15j6SOe0yRJFBVfW4j6uqDlFkcNrlYS7Z4FBAJoSMaiP15j6SlY/NRkmBHR6/Ct5jKIFzDo9fRUmBHeVjs9NUwuRQQCaEjGoj9eY+kgmMYeXCCtgsIjrcQQQVDTrnCCoaOtxB2CwiVi6syLglaxSQCckwOueobXLh84OtqG1ymWqykZnL1puRenMf6aZVFuCac6tRVuxAQNHgcgcRUDSUFTsycskTQOuQCckoZl4ra+ay9Sd8cw+X3+tXIYoMZcWOjCj/aDWtsgDVFfkjJpkL4z37aEYRTdPR1uZJdzFMS5IE5Oc70N7u6XV8jcQaqnqLSYQgGYkQPH4VNouY1lZBqsqW7s9cpmbqSne9Zarhqrfi4oENd1ALmZAM0HOtbHh5jkUWIUsCOtxBbNpWh+qK/GEPIGYuW6IExlBZkpPuYpBRisaQCckAZl4ra+ayEZJJKCATkgHMvFbWzGUjJJNQQCYkA5h5rayZy0ZIJqGATEgGMPNaWTOXjZBMQgGZkAxg5rWyZi4bIZmEAjIhGcLMiRDMXDZCMgUteyIkg5g5EYKZy0ZIJqCATEiGMfNaWTOXjRCzoy5rQgghxAQoIBNCCCEmQF3WhBBCSEhdUxc2vHkQDS1urD5zMhZOLxm2a1NAJoQQMuq1dwWw4c0DePezJoRX07+4rZ4CMiGEEDIc/AEVG7YewOZtdQgq0dnm5lYXD2tZKCATQggZdXSd482dh7HhzQNocwWiHistcuDyZVMwc1LhsJaJAjIhhJBRZXdtG9a+th/1R91Rx7PtMi45YxLOmDUOojD8c54pIBNCCBkVmtq8ePa1/di5/1jUcVkUcM78CTh/YQWyrOkLiym5cltbG/x+f8zx8ePHp+L0Ec899xz+8pe/oKamBk6nE7NmzcLvf//7lF6DEELIyOL2KXjh7Rq8/nEjND16A5TFc0px8WmVyHNa01S64wYVkB999FH85S9/QUdHR9zHd+/ePZjTR3nooYfw5z//GTfeeCNmzZqFzs5OvPXWWyk7PyFkZNA5p/SdBACgajpe29GAF96phTegRj02uTQHV55djXkzx6O93dPr9qHDKemAvG7dOjzxxBO47rrr8Lvf/Q433ngjOOd44YUXYLVacd1116WskAcOHMBjjz2Gxx9/HKeffnrk+Nlnn52yaxBCMt/u2jZs2laHpjYvNI1DFBlKCuxYubCCNrgYRTjn+OjLFjz3+gEc7fBFPVaUa8PqM6dgbnUxZFlMUwnjS3rU+m9/+xtuuOEG3HDDDQCM4HjnnXfixRdfhMPhQHt7e8oKuWHDBkyYMCEqGBNCSHe7a9vw1Ja9aGhxwyqLyHFaYJVFNLR48NSWvdhd25buIpJhUHPEhfv++hEeef7zqGCcZRWx+szJuOe6hZh3whgwE/aaJB2Q6+rqMGvWLAihmWiKogAAbDYbvvnNb+LZZ59NTQkBfPLJJ6iqqsIjjzyCRYsWYcaMGfj617+e0i5xQkjm0jnHpm118AdV5DmtsMgiBMZgkUXkOS3wBzVs2lYHnfP+T0YyUpvLjyf+9QX+31Mf4suGzshxgTEsO7kUv75hEc5bUAFZMm/G6KS7rCXJeCljDE6nE01NTZHH8vPz0dzcPPjShbS0tOCLL77Avn378POf/xyyLOPhhx/Gtddei5dffhk5OcnvLiOZ+IeTbqIoRP2fDAzVW3w656hr6kKXV0G2XUZFSezYbrJ1V3PEheY2L5xZMgQh+pyMMTizJDS3edF4zIOJ40beblSj+TPnC6jY9G4tXtxeD6XHOPCsKUW44qypKC1yxH2t2eot6YBcUVERCcIzZ87Ec889h+XLl0MQBKxduxalpaUpKyTnHF6vFw899BCmTp0KADjxxBOxfPlyrF27NunxakFgyM+P/4Mix+XkZKW7CBmJ6u24T/a1YN1r+9B41A1V0yGJAkrHOHHZsqmYNTU2G1KidVfT7IHOAZtFignIgNFK8gU0QBBH9O/8aPrMaTrHK+/X4/9e2o2OrujEHpXjcvDNC0/EnOoxAzqXWeot6YC8ePFifPDBB7jkkktw/fXX49vf/jbmzZsHURTh9Xrxq1/9KmWFzM3NRVFRUSQYA8CYMWMwadIk7N+/P+nz6jqHy+VNRRFHJFEUkJOTBZfLB01L/wzETEH1Fm1XTRue3Lwb/qAGR5aELJsMVdVR09iJh9Z+jGvPn4bpE40JV0nXna5BYIA/qMISZ6JOUDEeh66hvd2TondmHqPtM/f5wVY888o+HOqR2CPXYcFlSyfjjFnjIQis35/1cNXbQL8EJh2Qb7nllsjfFy1ahGeeeQabN28GYwxLlizBwoULkz11jMmTJ+Pw4cMxxznnkTHsZJlhqrvZaZpO9ZQEs9RbOpcB6ZzjhXdq4AuN7YYn0siSiFyngA53EC+8U4MpZblRZUq07kqLHBhbYEdDiwd5ohA1YYdzDrdPRVmxA6VFDlP8TIaKWT5zQ6XxmAfPvb4fnx5ojTouSwLOnT8B5y0wEnvoOoeuD3y+gFnqLWUpSU466SScdNJJqTpdlKVLl+L555/Hl19+iaqqKgBAc3MzDh48iFWrVg3JNQkZCdK9DKi+uQtNbV44bHLMrFbGGBw2CU1tXtQ3d6GyJPmxXYExrFxYgae27EWHOwiHTYIkCVBVHR6/CptFxMqFFbQeOUO5vEH88+0abP34cMzEvEUnjsWlSyajIMeWptKlTkakzjz77LNx4okn4tZbb8Xtt98Oi8WCRx55BAUFBbj88svTXTxCTCm8DMgfVOGwyZCyjAAVXgZ0zbnVQx6U3V4FmsYhZcXvyZIkAV6/CrdXGfS1plUW4JpzqyNfQLx+FaLIUFbsoHXIGUpRNbzyYQM2vldrzAHopqosF2uWTx1Rk/SSDsiKouCJJ57Axo0bcfjwYQQC0YPqjDHs2rVr0AUEAFEU8cQTT+BXv/oVfvrTn0JVVcybNw/3338/7HZ7Sq5ByEjScxlQuHVqkUXIktFVvGlbHaor8oe01ei0yxBFBlXV447tqqoOUWRw2uWUXG9aZQGqK/IpU1eG45zjgz1Hse6NAzjWGZ2WeUxeFlafOQUnVxWZci3xYCQdkB944AH8+c9/xuLFi3HWWWfBYrGkslwxCgsLcf/99w/pNQgZKYarq7g/5WOzURIa25Wl2LFdj98Y2y0fm52yawqMDel7IkPrQGMn/v7aPhxodEUdt1slfOW0Siw7pQySSZYppVrSAfnFF1/EzTffHDW5ixBiDsPZVdwXGtslA3Wsw4d1Ww/g/d1Ho46LAsOZJ5fiK6dNhDMrNT0pZpV0QO7s7MTcuXNTWRZCSIoMd1dxX2hsl/TFF1Cx6b06vPzBIag9lh7NmVqE1WdOQUnB6BiaTDogz5s3D3v27Enp8iZCSGqko6u4LzS2S3rSdB1vfXIEz791EF09emrKxzixZvlUTKvIT1Pp0iPpgPzjH/8YN910E8aPH4+lS5cO+RgyIeS4/tYWm7GrmMZ2SdhnB1ux9rX9OHwsOnFHntOCVYsn49QZJXEzro10SQfkiy66CKqq4vbbbwdjDDZb9Bowxhh27Ngx6AISQqINdG0xdRUTs2locePZ1/bj85ronbcssoDzFlRgxfxyWC3m2hJxOCUdkM8999wRN+WcELNLdG1xpnYV65yjtsmVUWUmvev0BPGPtw7izU8Oo3teDwbg1JklWLV4MvKzrWkrn1kkHZDvvffeVJaDENKPZNcWZ1pX8Sf7WvD3LXtwuNWTluxiJHWCioZ/f3gIG9+rQyAYndjjhPI8rFk2FRUlwzOPIRNkRKYuQoh51hYPpV01Rg+A16fAbpPSkl2MDJ7OOd7f1Yz1Ww+g1RWdNGpsgR2XnzkZs6eMvMQeg5VQQP7ggw8wffp0OBwOfPDBB/0+f968eUkXjBASzSxri4eKzjk2vlsLn19FXrYFRofm8GcXI4Ozr6EDf391P2qORCf2cNgkXHT6RCydUzpiE3sMVkIB+aqrrsKzzz6Lk046CVdddVWv324452CMYffu3SkpJCHEXGuLh0J9cxeOtHqQ7TB6AKLGGkdID8BIdrTDh3Wv78eHe1uijosCw/JTynDhaZVw2DLzszlcEgrITz/9NCZPnhz5OyFk+JhtbXGqub0KVI1DFoWYHX2AzO8BGKm8fgUb363DKzsOQdWif26nVBdj9dLJGJM/OhJ7DFZCAXn+/Plx/04IGXpmXFucSk67DElkUDQdYpw1qJneAzDSqJqOrTsP459v18Dti/6SVFmSjSuWT0XVhLz0FC5DpWRSV3NzMzo6OpCXl4exY8em4pSEkDhG8tri8rHZGFfoQMMxD3IdMsJjyMDI6AEYKTjn+ORAK557fT+OtHqjHsvPtuLSJZOw8MSSjP1imE6DCsgvv/wy7r//ftTX10eOlZeX484778SKFSsGXThCSKxMXVvcH4ExXHBqpdED0BU0ZlmPoB6AkaC+uQtrX9uP3XXtUcetsojzF5bjnPnlsMaZ30AGJumAvHnzZtx1112YNGkSbr75ZhQVFaGlpQWbN2/GnXfeCV3Xcf7556eyrISQkExbWzxQ0ycW4ObLZkXWIY+kHoBM1uEOYMObB/HOp0fQfZSYMeCMk8bjkjMmItdJiT0Gi3EeZ/bEAKxcuRKlpaX4/e9/D0E4PoVd13Vcf/31OHLkCDZt2pSygg4FTdPR1ubp/4mjlCQJyM93oL3dA1XV+38BAUD1Nhjhumttc+NgY+eI6gEYSkP1mQsoGra8X48Xt9UjoEQn9jixMh9rlk1F2Rhnyq433Ibrd7W4eGDDLEm3kOvr6/G9730vKhgDgCAI+NrXvobbb7892VMTQka5kdoDkCl0zrHtiyas33oQ7V3RiT3GFdqxZtkUzJxUSIk9UizpgDx+/Hj4fL64j/n9fowbNy7pQhFCCEmPvfXt+Ptr+1HX1BV13Jkl45IzJmLx7PEQBUrsMRSSDsjf/OY38eijj2LBggUoKDg+rtPa2orHHnsM3/zmN1NSQEIIIUOvuc2LZ1/fj4/3HYs6LokMZ82dgAsWVcJuo2zLQynp2t23bx/cbjeWL1+OhQsXori4GC0tLdi2bRvy8/Oxf/9+/PKXv4w8/8c//nFKCkwIISR13D4F/3qnFq991ABNj55SNO+EMbhs6WQU52WlqXSjS9KTuk444YSBX8SkaTRpUlffaHJScqjekkd1l5xk6k3VdLz+USNeeKcGHr8a9dik8Tm4YtlUTCnLHYrimsaImdS1Z8+eZF9KCCEkTTjn2LnvGJ59fT+a26PnARXm2HDZ0smYP20MTdhKAxoQIISQXuicj6gELHVNXVj72j7sqe+IOm6ziFi5qAJnz50Qd+MSMjwGHZDfe+89vPfee+jo6EB+fj4WLlyIRYsWpaJshJBhMtICTyrsrm3Dxvdq0XjMA1XlkCSG0iIHLlhUmXEJStq7Atiw9QDe/bwpJrHHktmluPj0ichxWNJWPmJIOiAHg0Hcdttt2Lp1KzjnkCQJqqri8ccfx5IlS/DQQw9BlikJ/HCgmykZjN21bZHc2JrGIYoMJQX2YcuM1f3zm5ttRW5u+ncG2l3bhic27kKXVzkewBTgy0OdeKJ1F667YHpGBGV/UMVL2+vx0vZ6BHuMkc6YVIA1Z05BaXHmJvYYaZIOyI888gjefvttfPe738WqVatQUFCAtrY2PP/88/if//kfPPLII7jjjjtSWFQST7pvpiSz7a5tw1Nb9sIfVOGwyZCyjNzRDS0ePLVlL645t3pIP0c9P7+SyDChpAYr5k1I205BOud49vX96PQEwQAIAgMDwAHoOkenJ4hnX9+Pn3xjnmm/+Oo6xzufHcGGtw6i0x2Meqy0yIE1y6ZgxqTCNJWO9CbpgLxp0ybccMMN+Pa3vx05VlBQgG9961vwer34xz/+QQF5iKX7Zkoym845Nm2rgz+oIs9pjUziscgiZElAhzuITdvqUF2RPySBJ97nV9N01B5x4cnNu3F1mj6/dU0uNB7zgAEQBRapFwaACYCmczQe86CuyYWJ48w3C3l3bRv+/tp+HDrqjjqeY5dx8eJJOOOkcZTYw6SS/qk0NTVh7ty5cR+bO3cumpubky4U6V/Pm6lFFiEwBossIs9pgT+oYdO2urgbvRMCGDv3NLV54bDJMTNqGWNw2CQ0tXlR39zVyxmSF+/zq6o6NJ3DYZPS+vk92OiCpnOjZRynXgSBQdM5Dja6hr1sfTnU3IUH1u7Ef/99Z1QwlkQBKxdV4Nc3LMLS2aUUjE0s6RZyQUEB9u7dG3cC1969e6Oyd5HUS+RmSjmBSTxur2J0E2fFv0FLkgCvX4Xbq8R9fDC6f34DQQ2dniCU0BgnY0Yu60NH3Wn5/PLwrxNH9y2Zuz2hx/PSrMsbxL/ercVrHzVC75HYY+H0sVi1ZBKKcimxRyZIOiAvW7YMv/vd7zB+/Hicc845keOvvPIKHn74YVx44YUpKSCJL503UzIyOO0yRJFBVfW4S11UVYcoMjjtqZ+cGf78aoKOtq4AdA6IjIExI96pmg7Vp2NXTduwB+RJ43MhhlrBQpyIrHEOUWCYND693dWKquPVHQ3417u18AWiE3tMKcvFFcumYtJ4+jKeSZIOyHfeeSc++ugj3H777cjKykJxcTGOHTsGr9eLqqoq3HnnnaksJ+khnTdTkrhEZ8IP9cx5nXNwzuHMktHa6Udhri2qp4VzDo9fRVmxA+Vjs1NeJqddhigwdLiD0DkgCaHzMEAAAw8FxB1ftmDFworIdYajHitLslFa7ER9cxcUTYckCAjP6lJ1HeBAQY4NDBw658M+sYtzjh17W/Ds6/txrNMf9VhxXhZWL52MU6qLo36eg/nZmX0Vh9nLl4ikA3Jubi7WrVuHDRs2YPv27ejo6MD06dOxaNEiXHzxxbBYaE3bUCofm42SAjsaWjyQJaHfmylJn0Rnwg/1zPnu5w8ENfgCKhpbPMh1WOCwy1BVHR6/aiSLCAXDVJepfGw28rItaO8KQBSib56cG4HOmFgWiHRbD1c9Cozh8qWTI8ueNN3oSucAODe61D0+BY88//mwr2g4eNiFv7+2D/sbOqOO260S1pxdjdNnjI1p0w/mZ2f2VRxmL1+ikspl7ff78Y1vfAO33XYbTj311KEo17DI9FzWx2epanDYJEiSEHUzHewsa8ornJzu9fbZ/mPRM4n7+RnFzDxO8c803vk9PgWd7iA4B7KsIqwWMeqmNlRl2vxeLTa8eRBAt6VFDOC6EfTyc6wIBnV8a+U0iAIb9noM3+wbWjwIKhoCigaBAblOKxxZckp/Lv1p7fRj/ZsHsO2L6MmyAmNYOmc8Ll06GeWl+TG/q4Oph6H+LA5WKso3InJZ22w2fPnllxBFSrGWTtMqC3DNudWRb4hevwpRZCgrdmTsN8SRJNFlRUO9DKm382fbLXDYJLS5AijMteHqFSegsiR7yMs0fWIBtnxwCAFFg6Zx6AAYByyygByHBQJj0EQOe5aMDVsPDHs9TqssQHVFPmqbuvD0S3vQ2ulHQY4VQmiW8nAsD/MFVGzeVoeXPzgUmfQWNntKEVafORnjCh2QpNi5JIOph3QvieuP2cuXrKS7rOfMmYNPP/0UCxYsSGV5SILCN42RMoYyktQ1JTYTfqhnzvd1fkEwgqDbp0AIzXLu7zWDLVP52GxMGOPEoaNuOLIlY2KXyGC3SlA1He1dQZQVO8DA01aPAmMQmLFFYY7DEgnGqaqD3ug6x1ufHsbzb9XA5YlO7DFhjBNrlk3B9H6+cA+mHsy+isPs5UtW0gH5Bz/4AW666SYUFxfj7LPPhsPhSGW5SAIExjLqQzdadCU4E36oZ84nc/6hLJPAGFYurMBTW/bCGzCGXWRJQFDR4fIEI2PYHp+a1noc7hUNn9e04tnX9qOhJXo4LddpwarFk3DajHEQhP6/cA+m3GZfxWH28iUr6YC8Zs0aKIqCu+++G3fffTdstuhZmowx7NixIyWFJCQTZSc4E36oZ84nc/6hLlO8YReLLGLCGCfOW1COaZUFqG1ypbUeh2tFQ+MxD559bT8+O9gaddwiCVixoBwrFpTDZhn4LXsw5Tb7Kg6zly9ZSQfkFStWpLIchIw4FSWJzYQf6pnzyZx/OGbzdx928QY0lI7NQb5Dgq7xpMqQ6jIPdR24PEH84+0avLnzcExmslNnlGDV4kkoyLElfN7BlNvsqzjMXr5kJRyQ/X4/XnnlFUycOBH5+flYvnw5ZeUiJI7uXbId7mDcmfAru62xTfT5Q12e4ShT9+tUluREzXrVQymx0l2PQ1UHiqrh3x82YOO7tfAHtajHqifkYc3yKYMaihpMuYfr554ss5cvWQkte2pubsbXv/51NDQ0gHMOxhicTieeeOIJzJ49ewiLOTQyfdnTUKNlT8npWW9mXoc80PMP13rPvj5z6a7HVJ2Pc44P9hzFujcOxCT2GJOfhcvPnII5U4tiJiv1JZX1NhTveagMtnxmW/aUUEC+++67sWnTJnz729/GrFmzUFdXh9///vcYM2YM/vGPfyRb1rShgNw3CsjJiVdvZszUlej5hyMjUn+fuXTX42DPd6CxE39/dR8OHI7emMJhk3DhaROx7ORSSGLimz+kut5S9drhMJjyZXRAXrJkCS6//HLcfPPNkWNvvPEGvvOd7+Ctt95CUVFR4iVNIwrIfaOAnByqt+SN1Lo71uHDuq0H8P7uo1HHRYFh2clluPC0Sjizkp+AJIgM7R4Vjc0u2K2i6YKmWZktICc0hnzs2DHMmzcv6tj8+fPBOcexY8cyLiATMlqZvdUzUnj9KjZtq8W/P2iAqkXf8E+uKsbqpZMxtsA+qGvsrm3Di9vr0dzuQ1DRTNetTAYuoYCsaRpstujZflarNfIYIcT8zD4uOBJouo43dxqJPdy+6LWwFWOzccXyKaguzx/0dcLpIwNBDTlOC7JsIhRFR0OLB09t2Zv29JYkMQnPsj548GBUysxwID548GDMc0888cRBFI0Qkmox+X+zjJmpdANPTs+ehgljnPiipg1rX9uPI63eqOfmZ1tx6ZJJWHhiSUp6I7qnj8zPtkKWRKianvHpI0ezhAPy3XffHff497///cjfwzOwd+/enXzJCCEpNVLz/6ZLz54GDg5NM9bAdmeVRZy3oBznLiiHNU4Si2SN1PSRo1lCAfnXv/71UJWDEDLE6AaeOt17GmwWCQFFgccXHYgZgNNPGodLFk9CntOa8jKM1PSRo1lCAfmSSy4ZqnIQQoYY3cBTI9zT4AsoEJiAlg4feq5Vsdsk/McVs4f0i0339JGiZeSkjxzNEl/wRgjJSN1v4PHQDXxg6ppcqGvugsevodMTjArGkiggP9sCqzz0t9Zw+kiPX0XP1avh9JElBfaMSx85mlFAJmSUoBv44H15qAOP/2sXPD4Vun68DgXGkJ9txfgiO5x2C3QdQ97TEE4fabOI6OgKIhDUoHOOoKKhwx3M2PSRo1nSm0sQQjLLSM3/OxyOtnvx3BsHsGNvS8xjOXYZuU5rZEtEJbQWeDh6GsK7ZfVch1xW7KBlbBmIAjIho0i87Q4z+QY+1AlOPH4FG9+txSsfNkDTo3sVJJGhOC8ravu/dOw0NK2yACdOLqRMXSMABWRCRpnu2x1mcqauoUxwomo63vi4ES+8UxuT2GPiuGwsnD4Wr37UGFnilO6eBoExTJmQh0KnPKJSjo42FJAJGYXC2x1mqqFKcMI5x879x/Ds6wfQ3Bad2KMgx4rLlkzG/OljITCGsmLniOlpIOZAAZkQklGGKsFJXVMX1r62D3vqO6KOW0Mt3nPmTYjqnh4pPQ3EPCggE0IySqoTnLR3BfD8mwfxzmdH0H2UmDHgjJPG45IzJiK3l8Qemd7TQMyFAjIhJKOkKsFJIKjhpffr8eL2OgSV6HHXEyvzsWbZVJSNcaas3IT0hwIyISSjdE9wYomTG7q/BCc653jv8yZsePMg2rsCUY+NL3Lg8jOnYOakgpjWNyFDjQIyIaNYJu6LHE5w0tDigSwJUYGzv2VHe+rasfa1/ahr7oo6nm2XcfEZk7B41jiIAuVLIulBAZmMaJkScNJRzkzdFzmZBCdNbV489/p+fLzvWNS5JFHAOfMm4PyFFbDb6HZI0os+gWTEypSAM9zl1DnH1o8b8cK7tVBVHdl2GXKWmFH7Ig80wYnbp+CFd2rw+keNMYk95k8bg8uWTEZRXlY63gIhMSggkxFpqNapZno5w8H/y0Md0HQOgTFoOkeOw4Isq5RR+yL3texI1XS8tqMBL7xTC28gelvEyaU5uGLZVEwuzU1TyQmJjwIyGXGGap1qppczHPw9PgW6ziEyBjAgqGpoc/lRkGNDllXKqH2Rey474pxjx94WPPfGfhxt90U9tyjXhsuWTsa8E8bQhC1iShSQyYiT6nWqQ2U4y9k9+DtsEvxBDUxgYAAYAI1zuDzGDkGZui9yzREX1r66D182dEYdz7KKuGBRJc6aWwZZip2VTYhZUEAmI06q1qkmKjwxyxvQUDpWQb6j71+v4Sxn9+AfwQEwI/gLABRVR1DVwYBh3Re5+4S23GwrcnPtCb2+zeXH+q0H8d4XTVHHBcawZPZ4XHT6ROQ4LKksMiFDggIyGXEGu041GT0nZllkEWPzs3DegvJex4CHs5zdg7/AGGRJQFDVIYVa5gyADkDTdAQUfdh2K+pZb5LIMKGkBivmTUDVhLw+X+sPqnhxWz22vF+PYI8NFU6aXIjVZ05BaZFjCEtPSGpRQCYjzmDWqSaj58Qs2S6Ac+DQUXefE7OGs5w9g3+uw4JWlx9qaCw5PP/Y61fhyJKHZbeieBPaNE1H7REXnty8G1f3Um+6zvHOZ0ew4c2D6PQEox4rK3ZgzbKpOHFi+ifsEZIoWgFPRpzwOlWbRUSHO4igokHnHEFFQ4c7mNLt8XpOzLLIIgTGYJVF5GVb4A9q2LStDjrnMa8dznKGg7/Hr4JzDptVQmGODRZJgKbr0DQOgQHlY53DMgO9t3qzyCIKc6y91tuu2jb815Mf4MkX90QF4xyHBd847wT817XzKRiTjEUtZDIiDXSd6mANdmLWcJUzXjINi0VEvmCFyxOELAm48LRKLJldOiwzz/utt6zoejvS6sGzr+3HJwdao54rSwLOnT8B5y2oQJaVbmcks9EnmIxYyWyPl2jGrIFMzOryBvH5QSOQlI1xouGoO+r8w7WNX2/Bv6Ike9iTpQyk3jSfiqNtPrz96RG88fHhmNbyohPH4tIlk1GQYxuOIhMy5CggkxEtke3xksmY1dfELH/AWN+rajpefv8Q/v1hA3SdQxAYBMZizj8cS7DMsodvfxPaFEVDUNXw5It7EFC0qMemluXiiuVTMXGcuddIE5KojBxD9ng8WLx4Maqrq/HZZ5+luzhkBAhPMGpoccMqi8hxWmCVxUjGrN21bXFf13NsNswbUNHS4TVmMksCsqwivH4FHr8Kr1+FxSIM6PxDIfwlZcakQlSW5KQlOUpv9cY5R5c3iKY2H3wBLSoYF+fZcPMlM/DDK0+mYExGpIxsIT/66KPQNK3/J5KE9OyunWSC1IKp2nRB5xy1TV04eLgTjAOTSnNQEQpGvWXMkiUBdqsIl0fBc2/sx5XnVMPnV6PKEW9sVpYEtHb4oeuAKAAOm4wOjwKdA5IA6ODo8igYk5+FPKcl4Yxcqd6IItHzqbqO93c1R7J7zZ8+FlKCOyTFqzeNc7S7AlB6LGHKskr4ymmVWHZyGWQpI9sQ/cqUTVDI0Mq4gHzgwAH87W9/ww9+8AP87Gc/S3dxRox43bXjCx244twTUF6UWKKGoSxTMpsu7K5tw7NvHEBjizuywYAoMJSG9r7NCk286j7ByBdQ4fIEoag6dJ2jtsmNe//6EWyyCKtFjCpHz7HZLq8CJbSGmDGGTk8Qeui6GgeYcDwJh1UWE8rIleqNKBI930vb67DpvTr4Amo4rwieeWUfVi6qwIoFFQldO1xvz799EPVN7pi1xKLAsHROKb5yWiWy7SM3sUembIJChl7Gfd285557cMUVV2DixInpLsqI0Vt37aGjbjyy7hPsqhm+7tT+ypRoF+/u2jY8sXEX6pu7oIXW3IoCg65z1B9144mNu7Crps2YYBRqffkCKtpcfgRVDRw8skZX1zj8QWOjgp7lmFZZgLvWzMYtq2bi3AXlsFqMc2m6juOrfI3kWLputIjCQVqSBGga7zcjV6rqJNnzvbS9Duu3HoTHrxpj4KGxcI9fxfqtB/HS9rqEru8LqNhV147aI7HBeE5VEX7xrfm48uyqER+MU/kzJZktowLySy+9hD179uDmm29Od1FGjL7Wg+ZlW+ALqNj4bm3cdbRpKZOz77W98c7TFQp0sigcn1AVyuPc5VWw48ujEAQjMxYP5XTWOYcAgHeLE6LIwMHg9atxy3F8bLYAqsYjGzgIzPg1694ByTkQ7pFUVR0cQHObF7VNrrjvK1V1kuz5VF3HpvfqoOkcssgi9SgIDLJo7Bi16b06qLrez5WNLylvfNyIu//3PeM12vHXlI914pc3noo7L5+NcYUjO8tWqn+mJPNlTJe1z+fDvffei7vuugtOpzNl55VG6JjUQNUccaG5zQtnlgxB6LEeFAKys2QcafWi8Zhn2CbS9FkmxuDMktDc1n+Zao640NjiAecckihERUTGGARmBNxWVwDFuVk41ulHlk2EouqR6/JQK5YxI+AyZnQ3q5reaznEbuOp4S5wxkJBGIi0lxkD/AEVx1x+CAD+9W4tZEnAuEIHLji1EtO7JbhIVZ0ke77tnzXDF1AhiQwszvMlGC3eHXtbcNrMcb1e99MDrXjmlS/R2OKJOp7ntGD1mVOweHYp8vLscLl8vZxh5Ejlz1QUhaj/k4ExW71lTEB+7LHHUFhYiFWrVqXsnILAkJ8/sr+F96em2QOdAzaLFHNTAADGBOMbuiAOW131VyaBMfgCWr9lqmn2RMaMjZ0Go88lANDAoevA6XNK8fL2erg8QfDQY90be5IYTm0ZCaewWcS45ahp9sAqi/Bzbuw5LDCIohBpCRvvAfAFNHSFsk3l5dmQnWWBouloOGZ0V9582SzMmlqc0jrpXsZEzucNGGWPV49G/Rpd+96AHvf6dU0u/OlfX+CjPUejjlstIlYtnYJLlk6JSuyRk5PV73vIdKn+mQKjo96GglnqLSMCcmNjI/70pz/hkUcegdvtBgB4vd7I/z0eDxyOxIOFrnO4XN6UljXj6BoEZiTq77kelMHY6F1gDNA1tLd7ejnJ8JUJAIKK8Xi/ZdI1iOGWLgfAorv+wuFRFIBJJdm45txqPPf6ftQccaH7JH5RMFrGHBzHew+N8eR45RDBkWWVYLWI8PiUyKxhQTCayRxGWPd4FTDGUJhrhd0mQ+ccosCQ65DR0RXE37fsQVlhVqT+U1In3eomkfPZrYLRuucAZ7FdqOHWv90qRF2/0x3AhjcP4o2PG9G955UBOP2kcbh0qZHYw+8NwO8NQBQF5ORkweXyQdP67/7OaCn8mY6qekuh4aq3gX6hyoiA3NDQAEVRcP3118c8dvXVV2PWrFl49tlnkzq3qo7uD29pkQNjQxsc5Ik9NjiAji6fgrIiB0qLHMNWV32WiXO4fcamC/2VqbTIgdJiB/bWK1A1HXK3bikemlTFGMP40PsTGMMPvn4y7v2/HWhq9SHbLqHToxiTu3SjG1HTOSySAEkU0OEOxi1H2RgHSsc4UdPYiTH5WZGZ2uHx1lZXANl2Czz+IBw2GVaLhOhhQga7TcLhVg8ONnaisiQnZXWSbB2fUl2M/7NK8PhVyEDM81WNw2GTcEp1MVRVR1DR8O8PD2HTe3XwB6OXKJ5Qnoc1y6aiosTYNCNeeTVNH/G/m6n+mQKjo96GglnqzRwd5/2YNm0ann766ag/d999NwDg5z//OS1/GoQ+NzjoCsJulXDBqZXDuiYyVZsuhM+THdq+UNGMwKiHupI5gGy7jAsWHX9/kiDg0sWT4bTL8AV12G0ShFAgVjRjxrTdKvVZDoExXLZsaqT8AGCxGC2gDo8CR5aM02eWQGAC5DgtIyB25nWqN6JI9HySIGDlogqIAoMSmrAWnimuaEbLfuWiCoiMYduuJvzoiW1Yv/VgVDAem5+FWy+die99dU4kGI9mw7m5CMkMjPPMnMK3fft2XH311Vi3bh1mzpyZ1Dk0TUdb2zB1w5pcf+uQ0/HtcbjWIcc7V/drB4LHM0ZZ46xD7kmSBOTnO/DOR4fwwjs1ccufZZPw8IbPYJXFXrsrA4qGW1bNjFqbbMZ1yFlWCSsXVWByaS7+/qrR5d+dwybhK6dNxJknlxqT6/oQrrv2do8pWizDIRU/09FYb6kwXPVWXDywL6AUkCkgR8TL1FVY4EzrL/lwZOrqTVDT8NJ7dWjp8KEo14bpkwoRCGj9lqP7L3lQ0eKWX+ccD6zdaXRXOi0x3ZXh7vC71syOuU6yddLb6wabqWvi+Bw8/2YNPuwxYUsUGJafUoYLTq2EM0vut3w96240BZbBfs5Ha70NFgVkE6GA3LfR/EveV0uwv4xUA623cFIIf1CDwyZBkoyZ2B6/CptFTOm+xEORDcrrV7DxvTq88uEhqFr0beTkqmKsXjoZYwsSy/I2mj9zg0H1lhyzBeSMmNRFSDKSbXWEM1JpOocksMji4XBGKgAJp4mMZ7j2Qj4e+FU4bDKkLCPwh7NBJRr4NV3H1p2H8Y+3auD2RWcXqyjJxhXLpqC6PD8lZSdkNKGATEakZFuEPTNSRbqSGSAzQNGMjFRnzZuQ8IYK8Qz1doi9bZxhkUXIkpDQxhacc3x6oBXPvr4fR1qjlwvmZ1tx6ZJJWHhiyYiZhEQbPpDhRgGZjDiDaRG+vyuUkUpgUeO6QCgjlWBkpHp/VzNOndF7RqpEJLJnc6Lqm7tiNs4IY4wNeGOL+uYuPPv6fuyqbY86bpVFnL+wHOfML4e1lxnjmYg2fCDpQAGZjCiDbRG2ufxGupDeGkKhFJhtLv+QvYdUcnsVY+OMrPiteUkS4PWrvW5s0eEO4Pk3D+LtT4+g+yhxOLHHJYsnIc9pTX3B0yjVXfyEDBQFZDKiDLZFWJBjM2JxeCZXT6GMVAU5tiEoferZs2QjK5hPibvESg1tE+m0R8+CDigaXn6/Hpu31UeWfIVNq8jHmmVTUD525K0lTmUXPyGJooBMRpTBtgjnTx+LZ17ZZ2SkYnEyUulGRqr508cOSfkHq/u4Z0uHDx/saYbXb9QJY0ZgyXVYYLNK4JzD4zeyQYWDq845tn3RhPVbD6K9KxB17pICO9Ysm4KTJhfGfNkZKVLVxU9IMiggkxHFaZchigyqqsdNuNFbizAsnJFq/daDUDQOSUBklrWqH89IlYoJXanWM5mJL6CBMcBuk+ALqNB1joCi4VinD7kOK1SdR2WD2lvfjr+/th91TV1R53Vmybjo9IlYMnt8v4k9Mt1gv9ARMhgUkMmIUj42GyWh/MCyFJsfuGeLMJ7wkqbIOuRQN7XDNrB1yOnQc9zT41PAwQFuTEJzZsnwBzUjrzbncHmDqJqQh5ULK1CQY8PDGz7DR1+2RJ1TEhnOmjsBFyyqgN02sMQema7nF7qgokXykFtksd8vdIQMBgVkMqKE8wM/tWUvOtzBuAk3BpIfeMWCCpw1b0JURqr508fGtIzjLY0Zbj3HPY39mnmorBwa5/AHNRTn2aBoHMGgBlXXcf7CcnxyoBWv7miIpBQNm3fCGFy2dDKK88yxLd1wCX+hqzvSBVXXoxKeSCKDJAioGJc9IsfPSfpRQCYjTn8JN6or8lHb5EKXJ4gunwKHzdjFyJklI8dhidxsG466kWO3YHyRI+4a1N6WxnzltIk4Lc52a/HSd04Ym42Go+5e17oOZC1sz3FPPRxcQ3sXCwAUVYeicVhlEZLIcKzDj4c3fB6zE9Ok8Tm4YtlUTCnLTcFPIvMIjGHGxALsre+ISQwTUHSoAseMiQU0oSsJtK67fxSQSdoNxS9qbwk39ta144G1O3HoqBtevzGuygEwZuxXbLdKKMi2AoyhyxvsdQ1qX0tjnty8G85sG8qLjqeNjLfBhcCM7RhlWYTAWMx1dtW0Yv2bB9HS6Qd0DlkWMK4wNotXz3HPyGb3HKFuaw6dA/6AClXV0d4ViGkRF+ZYcenSyVgwbeyInbA1EDrn+LymDVaLAE035hyEhyysFhGiwPB5TRvOmV9OwSQBtK57YCggk7Qayl/Ungk3wkHU7QsiENQjwRgw1hbrGofHpxgTdpiRfSrHaYlZg1pdkd/n0phOdxDrXtuHO1afFLnuExt3odNjbMUoMgYOYwtITecIqjqKcm0QRSFynWkVeXj382aomg4GY4ZvUNNR29QVsxa257hnuBwBRQsFZUN4K8jubBYRKxdV4Oy5E+JOghttwr0NuQ4rZElAsNte1hZJgKLqNMs6QbSue+BG9pRJYmrhX9SGFjessogcpwVWWYz8ou6ubUvZtcLjrL6AAk03/t0TB6B3C2BevwqBGZN58pwW+IMaNm2rQ12Tq++lMVkSGo+6UdfUFbluV2hWriwKEASG7g1UnQOdnmDkOm6vgjd3HoGi6hAFBlFgYAxQNR1BRYPbp2DTtrrIewiPe3r8KsJ7xWRZRPBu76UnBmDpnFL8+oZFWLmokoJxSKS3ITQh0CqLyLJKsMqikamtxz7VpG895zdYQr1BPX+n4v0+jkYUkEnKGGOkLnx+sBW1Ta4+f8mG+xe1rsmFhhY3GBgUVYfAjgcrhtgcIKJgPC8YSorRfQ3qwUZX5KYdjyQJUDUdXV4F9c1daGjxgHMemRCmG73IUcLXMlrCGjgAkRmtfMaY0aUd2ipR1XQcafWgvtlYntRzo/tAUIUnoPZaFyJjmDg+B18/pwq5Dkuf9ZbIz3Qk6N7bEA/Nsk5MIuu6CXVZkxRJtOt5OBMw7K5tw9rX90daqYnEFL1bUza8BpUz9LvWWRIFZNtldHYFoGqhm3vkbfLIP7sXRdc5gooGLTyzN069CAA0jUNR9KhWWngi28b3alFzpAtBJTagSCJDQY4NosDQ4Q70W7ejcdwvFcvmyHG0rjsx1EImg5ZM13P3rsF4UtU1GC5ba6cfDIl/4CMTpHC8dTRpfG5MF3EY5xwen4rSMU5UlGTDaZchiczoDtd5VFd1z+8FghCaIX18knQMFroGhDitNMbg9qkxM6cFgaEgx4rxRQ5kWaUB1e1wDieYSc/ehqCiQefGF6UOd3DAy+aIgXocEkMBmQxKsl3Pw/GL2r1shbk2WGQROmIDHUdscNR0DlkSIi3gcOuopMCOypLsfm/aly2bCoExeH3GFw/OjXOqmg5N5zFlCF+r226P0HoZ5+YAinNtkVbakVYPfrfuU/z3Mx/j0FF31PNzHBaUFjmQbbdEWnv91e1oH/cL9zaUFTsQUDS43EEEFA1lxQ6agJSgePMbwrr/TlGPg4G6rMmgJNv1PBxdgz3LluuwoNXlN5b8xIklxmzm413adqtkjNnGSSrS11rnr5w2EbOmFuOdjw7h6Ze/BAeHwBBpHfeMYwIDch0WBBUN3oAKSRIgMkDRdCNdJzPWwnLdyKUtSwIuXTwJXr+Kf75dgzc+boxZxpTjkKHrQJ7TknDdUj7nod+nerRIVaKe0YICMhmUZMeIhuMXtWfZbFYJhTk2dHrCrdrjz2XMmMhlkUU4sySIgoBA0GgddU8q0r111NtN2yKL0HWOje/Wwh9UUZSbBX9QQ0dXAMEePQJW2WgZBxQdos5RVuzEjIkFeGPnYXi8ihGUQ2PQnBst6a+cVolDLR48+o8v4O0xeUsSGcqKnZg/bQze2Hk4qbqlcT/DUO5TPZr0l6iHehyOo4BMBmUwmzkM9S9qvLLZrBJsVglBRYM/oCKo6rjwtEq4PEF8drAVnZ4g/AENoqgj12HB5NB48aTSHFTEuTn3dtM+2NiJI62eSCszyyrBZhERVHUjdaWmgwO47bKTIAosphVWMTbbqJdWL4KqBgaGbLuE8rHZeO2jxpidmESBIS/bCllkaOsK4I2dh7F09nh8XtOWcN0OdoMOQnqiHoeBoYBMBmWwXc+J/qImktUrXLZDR91whLJVhRM8yJIAjx+oKMlGWZEDT3/UeDxxgSTA41Nw6KgH9c0eZFlFWC1iQjOMXZ4gVI3D3q2VGV7XapVFY4MHdxA+v4oZkwr7rJddNW149/MmHO3w4XCrL+a5eU4LchyWqAQlHe4gPq9pwx2Xz+ozNWdf9UYzjUkqUY9D/yggk0FJRdfzQH9RE12GE85LvK+hE26fEsl4JYoMkijAmSXjvIUV2Nwj65YvoMLlCYJzI5OXqunIkS0JZRbKcVggCoDPr0IQWOSLwEAnVoXL39zqxb/eq0Ogx8zpsDynBblOa9Sx7uO8DUfdCd8EadyPkPSgWdZk0IZjVmoyy3B217bhjZ2HIYsC5NA+vpwba3gVVcfS2eMjgSvctcw5h8sThM6NvY8lQYjs+NPfDONwEo1PD7Rib30bAoqOVpcfxzr9aGn34Wi7L7SdY/+zS30BFeu3HsDjG3fFBOMsq4iCbAsYAF9Qi5m9Cgx+2VgmzTQebclLyMhFLWSSEkM5RtRzGU7P3NEd7iA2batDdUU+AGOWcJcniH++U2NMqsqzGRmwQnvbMgZ4Ayo+r2lDaZEjagJTUNVDmbyMDFkcADhCr+t9hnH31nsgqMEX1ADwyLphIXT91k4/rBYRziw5bitT1zne+vQwnn+rBi5PdO5pWRKQn21FVmgMnLGgkeFL1WHtMdabinHeTBj3G43JS8jIRQGZpMxQjRENdBnO1p2N2LG3BU1tXgSDoSVEooCARYPNKkVNUGKMoanNiy6fEjWBKbzhRKTrKNTYCicIiTfDuHvyfLtVgtungIemcDMGSN1yV+uhNchXn1MVEzC+qGnD2tf2oaHFE3VcEBjynBY4s+SYLyNBVYem6UC395bKcd7wzzQ8dr+rps00gZk2LSAjDQVkYnoDWYbj8gTxr3dqoXMOh02GIDB4AyoUzeg2LsyxwWaVol7jDe2B3H0CkyCwSErLcHIOS7cEIT1bnj1b710+JSptJQ/tWGHMgBag6Ry6zmHPOt5ybTzmwXOv78enB1qj35coQBIZcp0W2Cyxv6oOmwzFHYTXb3zxGKpx3nArtKHFA1Uz0oKme8lKMr0mZm3lExJGAZmYXn/LcBRFM7YaBFCYa4t0NRubMhzfTal7QA4H1hyHJWoCU5ZFiGwsocHoAg1vwBCv5dm99e4PrVvuSedApzuIwlwbsmwSXO4g3F4FLm8Q/3y7Bls/Phwz7rnoxLG4ZPEk/PnFPWho8UR2Gwrj3EgSMmGsE3ariOZ235Cs7wxvHdnlVaLGqvfWKzh8zIPrLpie0qCsc479hzrQ2OyC3Sr2GjyT6TWhLm1idhSQien0XNpUNsbZ5zKc8KYRUUt/QkubgqoGAcd3brLIIgJBFS6PgpLCLJSNcUISBFxzbjWefX0/Go95IpO4ul8jqGhxW57h1rtoY2jvCkSCFgv/h4e3dTQmi+UxCwQB+OTAMTz2z8/hC0RP2KqakIc1y6Zg4jij67+/2c6XL508pGP3z75xILKPsyQIkfek6jo6PUE8+8YB/OSa/JS1xF/cXo/mdh+CitZn8Eym14S6tInZUUAmptLbJJ0ZEwtwrNMfNzCFN6jovlEFY0brt83lj+zY5PMraO30Q1F1MAa0dPjx4LOfYOXCCuPxoGbM4HaIkdawouo41umHI0vGhDHOmOAQbr37A5oxGUxg4LqRu5p1i+tiaFJXe1cAOgde3dEY9b7H5Gdh9dLJOLmqOOoLx0CTpwzF2H1tUxcaW4zc2OFZ6gAAZvxb0XQ0trhR29SFSeMGvyPXU1v2IhDUkOO0IMsmQlF6D57J9JoA8bu0qfuamAUFZGIafU3SOdbpx9LZ4/HZwVajFatySBJDaZEDc6vHYNO2upibc5ZVQkGODR3uABRVR2eoJS3LAnKdFkiCgIYWD/780h7YbXJkE4rwzTvbbuSXdnkUFOXacMflsyJ7GoeFk2jUHumKTAYTBWZsKBF6jpEf20hMEuixLaLDJuHC0yZi2cmlkMT4rb10zXY+eLgTWjiXdhwiY9B0joOHOwcVkLuPB+dnWyFLIlRN7zN49pe8JF6vSdhoycdNMg8FZGIK3W/KuQ4LFI0jENQgCAy5DhmdHgXbdx+F3SoCYODQoWmA26egpcMLiySgzeUPzUQ2FhwJ4fzUEoPARDDGkeuwQpYEKBqHpnPYrSI6PUG0ufzIdVgRVHVYJMEYQw5NwJJEhuY2H7Z/cQTjirLh9R0PigBwSlUx6pq6IjO0RdFIPhLu+uYc6JnWgzGgqiwPF55WgRMqCkzZSou08HsrWqj7untPQF+Z1Hp7LJnNLPpLXhKv16Q7M+Xj7q1eEslKN5DzEfOjgExMIXxTlkQBLR1Gt3J4prMsGYk9DjW7I2ksAwrgD6rwHFVx6OjxZUIBJRBzbklkkCUBeU4bNJ1HnR/8+B7FHe4AwlGGI3ZXpj9u2gtRYLBZjDJk2y0A52jrCoTWHSOU2ev4OHJvKSo4B75s6MCDz3WitMiBy8+c0ut4ZrrW2k4qzYEY2qOZCYhpheq6kTxlUmlOv+UE0Otjms6T2syir+78U6qK4/aahJklH3dfQzThPOSJ/Mx31bThhXdqaBJbhqKATEzB7VUQCBrjfnookYYAI6AFVQ3+UMCTJAaXJwgtNE47EAwMgaAGb0CBx6dGzg/OoUW17oDeQ6hB0zl8ARWiYLTswENd0kDUFov9nUlgxvpiXeeoP+rGExt3xZ2xnM61thUlOSgtcqD+qBuaztFtTlekN6C0yIGKkpw+y/nExl0A0OvkqnPnTYiMB4uWxDcoidedDwA7vmwxdT7u3uqstqkLe+s7YJVFY2hlgD/zT/a14MnNu+GjddkZi1JnElNwZElGMA6NWYYzZRmB+fjN1OtTEwvGzPijc8DlUSJjogyArvf78rh0bnSVA+EZ1Ebyj766BUUh+jHOjeAmhtY9d3kVbHyvNmr5U8+1thZZhMCMLSJ7S+OZyjSSAmO4/MwpyA2Nw+oc0LjxfsP7S19+5hQA6LOcXV4FXV4FuQ5L3Pfw4d6jg9rEPpy8ZMakQlSW5BifmVCXts1ibLQRDH3RCyoaOtzBtOfj7u1nK0vGWnXjjz6gn3n4fOte2wd/UBvwZ4WYD7WQiSnwUNANrx+O0u2fqma01LQB3lcEZrRqRRHQNEAMdb3qnPfTFu6bzkOTt0I3OFWLfz7GgIJsK9pD65PDLczwH4ExCIJxvsZjnqhx0kTHVoeia3taZQGuu2A6Nr5XGzOZ7oJFlZhWWYDaJlev5VRU3QiyjEHROKzdJ2uH3kNzuw8rF1UYs+i7gsZELAFQlMElOTHzPry9/WyDqg5V1SEJxhyE8FI9oO/JaHVNXWg86oYjS6JJbBmMAjIxBa9PgVUW4Q+qUMMze0PRK7xsKbK2N0EcQJYkwqNp0HQjSPdsKIiCMWM4ofN2O0m8VwrMuBlqOo+9YPhF7PhbUlVjM4jwpJzPD7YiGNRgt8X/Ne0+tjqUXdv9zfLua02w3q1O9Tj1G34PxblZuObc6ph1yIMNnmbNx91bnYWHAliPz35Yb+PpXV4FqqYjyxZ/TNxMk9hI7yggE1Nw2mVYQ5OlvKH1v+EoZ5GNZTCaxpOJx8bEMFkEC2rGJCXOo4KpJB4/ayKBOd7TIl3keuimCiMFZmjtU2zBcDyYSxJDS6cPD6zdaWxSoWjwBVQE23XkOY1NJboLj606siSs33pwQGkkkw1EfeUp72tNsNCtq14QYq/dfXy4siQHJ04uRLtH7TdTV6rKni691Vk4dWvPHOphvY2nZ9tlSKLxJUyWzDuJjfSNxpCJKYTXlaoax5j8LIzJz0JRri3yd6skRpawDHTslyE0visJ0HQddquELKuI4jwbinJtsMhCZKKSzkMt50F0ZEsCgxiKu0ZXufF/SRJgCZW9+0qi8E5Q4Q0n8hwWbHn/UGSLyYIcGyRRQFDR0ebywxdQI9fqPrbKwQbctT0Uwj+7eGPA4QlVDIAsRpct3viwwBimTMjDSZOPjwePRL3VmUUK5SQPLbezxNk0JN54ekVJNkrHOOHxJTcOT8yBAjIxhZ6TcADAEppx2+EOwmGXcckZEzFhjBOJ3KMFxiAKDFlWGSsXVSDLKsMb0CCKRnIQBmNsk4EbY5dJlL37a3QevdxJ0TiOtnmhaXrU88Izs7VQF6UzSwIThJhJPvnZVoiCMUbd4Q5A0/WYiUleX6j7s481t4PZG7k//U2gyrbLyLYba8nNNrkqXXqrM0XVIQosshf3QOtLYAyXLZtq2klsZGAYj7e7+SihaTra2jz9P3GUkiQB+fkOtLd7oKpJTklOUH8Tk3TOsXVnI7buPIxjnX74A2r8rmMY3X12mxSV8rLn+fVQC1UIzZIO/1vnHAFFjzvuGZZtl5HrsKDTE4QvoEaey2F0fdutEgKh/ZXDv2aSaLTWw791omBMkFo8azw2bauDVRZjun39ARXtXQGomtHKt1jEqDqpbXLh4Q2fxX0tAARDaSRvWTVzSLtuk12H3H18OB2fuXRK1TrkcL2989EhWoecgOH6vBUXD6xnggIyBeReDfWHdTAZisLP6fIE4fIG4Q2oYACybDKcNgkev4rsLBnZDkvM6+NtXtFw1B317/2HOvDqjgZ8vL81JihPLcvFufMnYPbUYgDGjFmXJ4gubxD//rABrZ1+jC20Q9c4/EEVQcUIyEFVR/lYJ1YtmYyaIy4wbiTfqCjJwa6aNvxx027kOC1xWzE652h3+XHOvAmYMakwJgPWA2t3oqHFgzynJWbNbYc7iLJiB+5aM3vIW0jJZOrqbrQFZCA1mbq611tQ0Uw3ic2szBaQaVIXSYtwy+BIqweKYgy2FufacOniSZg+sbDfltxgJuqEXxu+4e2pbYfTLmP6xALoOsfWjw/jn2/XRNYah1WWZOOK5VNRNSGvx3GjHLVNLrh9CnJD6z7bQhtZhIkCQ0OLB6LAcNYpE6LO0d9mCeHj4bW2Pd9Pf7tCDVd3ZV8/FzNOrjKD3uol2fqies5cFJDJsAsv0XH7glA1I20i5xy1PgW/Xf8ZLjljIlYsqBjyMmzaVoeGFg9UzRi3y3Na4PGpaOuKTr+Zn23FZUsnY8H0sX0GtfBSFk3jaOsydpkSui3fUjQdqk/Hrpq2mBtmf5sl9JdZysxrbgkhA0MBmQyrcIYity+IoKIfT5PJGDiMRBLPv1WDCWOzceIQBZHdtW14YuMudHkVcG5k/eJAZIegMKss4vyF5ThnfjmscVqtPTntMkTB2Bc5nOc5gh1fUrXjyxas6NFiTUUr16xrbgkhA0MBmQyr+uYuHGn1QA1NqBJDKTIBoyEpCUb37PNvHsC0IdirVuccz75xAJ2eIHi3PNQ9LZ41DpecMQm5TuuAz10+Nht52Ra0dwUgiixqurWx/SIPrQsOxM2YlIpWLnVXEpK5KCCTYeX2KlAUI8mH0C0YhzGBgXFjR6ahSPNX29SFhqNdkVnO8aY0igKweHZpQsEYMILhyVOLjb2RQ7tIMR7Od22831ynBcGg3usSJGrlEjJ60TpkMqycdhkQGDjnMet3u2fQ4jz162Z1zvHKh4eg9TOZUtOB9z47ktQ1pk8sgDNLhiSJ4LqRc5tzwCKFEn0IQr8Zk+JtlkAIGfmohUz6pOscNUdc6OwKpKS1Vj42G8W5NtT6lNCewzxm9yYGI8NUKtP87a1vx99f3Y+6PrJVdU/osX13M06uKk54MlT52GyUj83GoRY3srIt0HVjPXQ4U1d4CRJlTCKE9EQBmfRqV00bXvrgExxqckFNUZIBgTFcungSfrv+s6glQd1xAP6gBq9v8C3k5jYvnn19Pz7ed6zX54S/XnTvvdZ1nlT+Z4ExXHBqJZ7ashdenwJ7aHKWkoYlSOmUyBpaQoiBAjKJa3dtG57eshcBRYfdJsIupm73oOkTC3HJ6ZV4buvB2P0WQrORZUnA5u31OKGyIKkbudun4IV3avD6R40xm0XYrRK83fNC93itLAnIcViS3q5u+sQC3HzZLPx9yx4cbvUM2xIkswTBodgGkpDRgAIyiXF883QNRXm2SJfyYHYP6hksqioK4LQdgj+ohQImBwtt0J7jsEAUWFIBUdV0vPZRI/71Tg08fjXqsUnjc3DFsqlQVA2P/uPzmMfDnDYJsizCF9CSHseeNbUYZYVZONjYOSwB0ixBcCi3gSRkpKOATGJENk+PbHZ+vA0Zb7Pz/lpm4WBx6KgbiqpDYAw5DhmarmNMgQ3+oA5V0yGJAuxWEYIgQOccLm8Qb35yGAcaOiMpJnsLaJxzfLzvGJ59fT+OtvuiHnPYJMyeUoQzTx6PynHGORadWIJXdjTEnIcxoMungIU2pXB5g/j8YGtSAXW4liCZJQge/yI3dNtAEnMyS+9MpqOATGJENk/vY/eg8Gbn/bXMwkk4XJ5g1CYQ4S7jQKsRPDmMsVyPT0CWRUSXT4Gqcbzx8eFIN3ZpkQOXnzklJrjUNrmw9tX92HuoI+p4OEmWx6/i3S+asG1XM8bk2/DVs6rQeMxtbLfIYWzBGNoikDEGRdPR4QnAZpGwfusB6DpM2+1qpiAY+SI3gG0gaa30yGGW3pmRgJY9kRjd8yrHE97svKXTh6e27I3s35vjtMAqi5GW2a6aVjz7xgF0uKODcXfh7mqRGQE0oGhodxspNQFADAVjXeeoP+rGExt3YXdtGwCgzeXHHzbuwi/+/GFUMGbM2FeWc0StN9Z0jiOtPjz43CeobepCXrYVosiiJ3OF0nbpOqBrOmwWKeZ9ha+fCJ1z1Da58PnBVtQ2uYzrpEAiQXCoDeSL3FBuA0mGX7h3prd7QDK/K6MZtZBJjHBe5cYWD7Ks0R+RcF7l0iI7duxt6bNltv7Ng2g4Gh0IojvADZoOMNEIIN03HxMZIIrGzZ0JRkDt8hqTtfbUd2DL+/UI9vjSMGNSAbx+FXVNXVHX6v53XQd8AQ2OLAkFOTa4PEEoqg499Lzwk7MdlshGD4NpcQ5lCyISBLP6780YagPZIKO/Ndgkc5ipd2akoBYyidF98/RWVyDuZudzq8f02zJrbvNFJeHo61dS58Z2mFHn6ZYLmjEGxoybwJcNnfjXu7VRwbi02IG71szCqsWTcKzTHxXYWY//h4Xfy5j8LBTnZ6Eo14b8bCvAjbXD4S8DPd9XIi3OoW5BDLQ3YziCYPiLnMevoueuruEvciUFdlqDPUKYqXdmpKCATOKaVlmAa8+fhspxOQgENbjcQQQUDWXFDlxzbjWK87L67Z4caLcsY0Cew4IchwVRv9fdXq7rHJqOqG5oAMixy7hmRTX+69p5mDGxEG6vAlXTIxtG9PUlQFWNLxmMMVhlEVlWCeHvALIkRJJ59HxfA+127dmCsMgiBMZgkUXkhbZo3LStblDd12YKgt2/yHW4g3G/yI2GNdijBQ1RpB51WZNeTZ9YgEWzy7BzT1NMpq7aJle/3ZOyJIRuyn1fhzEGq8U4hyu0A5PxgBFU1B6ZvABAEhnOnV+O8xdWRHWrO+0yJFGI3zfe/Zqh/7s8CnIZi+ys1OVTAAZYZSHmW3/4fQ20xVnXNPSTnMy0FzJA20COJjREkXoUkEmfBIFh4rgcqMXRXaID2b93whgnujwBHGrxGscRv8VqkYTIL7QsMgRCEVzXedxgnuOQ8aOr56I4NyvmsfKx2SgrdmBvfdDII93tmt1PJUlGq7g4LwudniBcHqMHAKHnd3kUBIIa8pxW2EIBfyD7EnfXNUzju2YLgrRBxugw2D28SSwKyCQp8VpmosjgD2jw+lVYLSLOX1AOxlhUEo6e8ZXByJylc258ow4tPzJ2SIq9rjNLwg0Xnhg3GHcv1+FjHnS4g3GvKQiALIkoH5uNOy6fhbd2HsYL79YCALLtMjTO0dYZQEDRcazTh8IcGwSBocurQJIEnFJVPKA6yh7GFoTZgiBtAznyma13ZiSgMWSStHDLrKzYAbdPwZFjXrS5/AioGlRNx+bt9QCAmy6egfIxDohCeK2v0eU8Jj8L5SXZAAM6uwLo8gah6DxuT7MgAOVjHPjORTP6bfFNqyzAdRdMR362Je7jsijAmSVHbhY7vmwB5xyFuTZYLRLsVjn0dxE6B465/DjW6UdA0aCqOjZtq8MDa3f2OyGromR4x3dplygy3LrfAwJK7FwTGqJIDLWQyaBMqyyADuDJTbthlQXYbTKybFJMpqifXjsfdU0uHGx0gTNg0vhcVJYYgei9z4/gxe31OHzMG3VuqyxiemU+qifkYuqEvD4zdcUjiQKskgBF16F363HXObB09nhMqyxAbZMr7jhvllUKTU4KoMurQJYE5GVbIy2AgWTBohYEGQ3M1juTySggk0HROceL2+qg6jqK8rL6XIs4cVwuKkpyIr+4nx04hm27jmL7ruaocwqM4cyTS/GV0yqRbY/fyu2tLPXNXXC5A3jujQPw+BTk51hhlUUEVR26zsGYkSXs85o2nDO/vN91vAFFN9Yk2+Wk1iSHWxAb36tF4zEPVJVDkoysYxcsqqQWBBkRaIgiNSggk0Hpay0iYEzYqj/qxrYvmpDnsGDz9nocCe2AFFBi187OnlKE1WdOxrhCR8xjfeXL7Z4v2+NTIuPPfsUPiyQg12GJTM5i7PjGFX3NFA2qOhRVN1J39rMmub+bkVE3DGDGNLN4dUUIGd0oIJNB6a2F6QuoxzNgcY6//vvL0MYSgKrFzp4uzrPhGytO6LXF2Fe2KwB4asteuH1BBIJ61BIpXTfWwba6/CjMscFmlaJmN0+fWNDrTFFN08E5j5oF3t1AZknHbPyQQJd3d5S8n5CRjwIyGZR4LUxfQEWbyw+dcwgwJnIFFC1qHDcsvPdxUa4N1RX5ca/R325GWRYRvoBiJA4BhygA3RNXhWdsd3qCsFmlqNnNfY3zev0qGBgcWfFnQfc3SzpVqQUpeT8howPNsiaD0jNTFOc8tLMTh8gYNG7Mmu4ZjBmAXIcF44scyM+2orndFzfFXn/Zrjw+BY3HPLBIItTQ1o7hnZvCOAcEBiiqjkBQjZnd3NtM0fKxTkwY64Sq8aRmSSeSGKQ3lLyfkNGDWshkUHq2MC2SYIy7ckDpJUUXA1CUZ4PdZrQsJdZ7129/+XKtsghvQIUWWi4lhI4breTj1ze+LBiZuZx2OWZ2c28zRffWtSc9S3qwiUEoeT8howu1kMmgdW9h+oJGcNTixGIGQBKMTSO6B9e+un57y5cbVDT4A2ok97Wu86hsmYLAIAnHW8rh2FxSmNXruG28dbyDWWeZPciNHyh5PyGjC7WQSUqcUJGPTk8Q9c3umMck0QjAqqYDjIGFdlMC+k+x13OM2h9Q0RmaLBZ+PbgxRi1JAhRVCyUfYRAEo8tcFhlkUcDYAjt++PVTIAmJfQ9Ndp1lODFIsqkFzbS1IiFk6FFAJoO2v7ETa1/dhwOHXVHHBQbkOq3ItssIBDUc6/RB1TgssgBJZAgqWr9dv93z5WqajrauAHQOiIyBw+iGZqHxYVkyppCpGofAjFa6wABZEOC0W3DZkskJB+Pj7yXxdZaDTQwymOT9ZpiVbYYyEJJJMiIgv/jii/jXv/6FL774Ap2dnZgwYQK++tWv4oorroCQ5A2WDF5Lhw/rtx7A+7uPRh0XBAarLEASBdgsojG2KzDYZAlBTYckCmhzBSCJQr8bIHQPaq2dxsxtSTCCsc45BIEhP9uCLo8amWGt6Yh0mXMYXeThzFzDRdc5ao64oOkc586fgB17WxLe+CHZ5P1mmJVthjIQkmkY7zl91IQuv/xyjB8/HmeffTYKCwuxfft2PP7447j66qvxgx/8IOnzapqOtjZPCkuaXgNtkQz0eYLI0O5RcaipAwcbOiPHSwrt+ORAG97f1Qytx8StE8rzcNW51ejoChg35FYvgqoWGvOUAa7D5VNDa3wBWWIYk2fH/GlFyHZYkWWTcaipC4wBhbk2jC1wwO0N4o2PD+OTA62R64SXS9ksIvxBDUFVB9e5kXsDRneuyIyxY13TYbFIOHf+BMyYVNhnS20wrbrwa/fUdWDngWM41u6FpgOiyDA2Pwtzq8egOC8rofPurm3Dn1/aY2zYIYuQZQEMgDegwWYRY8axd9W04o+b9yAQVGG3ybBZxciGHzaLiGtXTsOJgwyI/dVRb2uvw70CvY2965yj8ZgHEERwzfiMeHwqta4HQJIE5Oc70N7u6XXOAok1XPVWXDywfPUZEZDb2tpQUBD9C/zrX/8azzzzDD788ENYLANPr9jdSArIA22RJPK8F7fXo6apC16f0tfWwhE2iwi7TUJJgR3nLaxAc5sHr3zYAJdHgappCKqp+agxAA67DFlkcHmM/ZMFweiq7k+WVcTEcTlxW2qDadX1zBTGAciSgFynBZIg9BuM+jrvs28cQGOLO/LlRxSM1JuXnzkl6lxf1Lbh9//4HN6AarSmOdB9ryvOAbtNwncuOhHTJxYOuAzx3mdvdaRzjgfW7kRDiztqZrhxfY4OdxBlxQ7ctWZ2TBDftK0OzW1eBBQdgaAGDg6rLMJqEal13Q8KyMkxW0DOiP7ensEYAKZNm4ZAIICOjo7hL5DJDHStaqLP29fYGQkuA6Goxn7CdUe68OCzn+Cv/96H5jYfvAE1ZcEYMEKM26ugvSsILbRn8kCCMQD4AhoONnbGrOEdzHrf7q8NBI06kERjElu7KwBN58hzWuAPati0rQ76AL8Dh8/b3uVHcV4WxuZnIT/byM3tC12n+3Of3LTb6BJnDCzUpa9zo5fAWArG4A2o+OPmPUmtXx5IHSUzM7z7eQEGf1CFphu5x8N7VNO6azIaZERAjmfHjh3Iy8tDYWFy3/RHiv4SZ4SDgKrr2PheLTw+BVbZGNdlQNznbdpWB39ARbDHTb83DIAsMnAwuL1KZOkT50Z3rdkEVB2+gBIJjgOtw3iBtPtr7VYJms4higIEJkAUGPRQohQACS1Tilcmq0VCtt2CwlxbVJm6P5cxY8y85xJwXecAOBhjCCT4xaC38sSroy5PMO4ytTBJEqBpPDIzvOd5PX4FnBs7dYXrz+tXkeuQE/5CQ0imyYhJXT199tln2LBhA26++WaIYuzs00T0duPIFDVHXGhu88KZJUeWEoUxxuDMktDc5sULb9dgf0MndA74Q4E23KWaZZUiz9uxtwXNbcY2iAO97XEAnAEiEFmOZGacA6IgoLnNa4xZAgOqw8ZjHkwcFz3Tunv9h7uUWbfXCoJRJ4qmQ5aNZUregNbv526gP9fu5XdkyQgoeiQJCgsVJrQyDDy0t4W9j/cz2PJ4gxokkUHTdIhxZoZrqg5JZMgNbWXZ/byqZmzmIQjGRADGGARu1J+q8z5/DqNdePOTnpugkL6Zrd4yLiC3tLTgtttuw8yZM3HdddcN6lyCwJCfH7urUCapafZA54DNIsXcKAFjlrLLo2DrzsNQNQ5RYhDAwGHc6No6AyjOF2CzSPAFNLi8RmpJ/wBbx2GMGzdRDg5BAHgoLg9HY4YxgIEl1HJiLNSKFIyg0V8d+gIaIIgxn5fu9R8M7QwV7n1gYBAAaKGvNlw3eiRKx+b0+7kbyM81XKZw+XPsFrh9aqTbHD1exnXAahGQnSWjwx2M+34GW56S4mxMKMlB7REXsqxSzBiyN6ChclwOZp9QAkFgUecNf+bCP08AUfUX/owmUu7RJicnK91FyEhmqbeMCshdXV247rrrYLPZ8Nhjj0GW42c4Gihd53C5vCkqXZroGgQG+INq3LWqgaCKQFCFJAnHb3ShmciCAGi6jjaXH3lOGYqi4YW3DiQcjAGAMx4Jwt1v10M9MdbI/mV8wdATKDbnHKLAIi/qqw6DilHH0DW0t/eYBNi9/iURkmikDhXE0KYW4WAc6rqeMMaJfIcUe56e+vm5di9TuPyBoIpchwUtig/gON5KDmEMyHFYEOjr/QyyPALXsWLeBDy5eTeOdfjhyOq29tpnTGxbMW8COju9MecN4xyhbSqP1x9gPCfhco8SoiggJycLLpcPmmb+XiqzGK56G+gXyIwJyIFAAN/5zndw7NgxrF27Fvn58XcGSlSmz0gsLXJgbGitap4Yu1bV5TEmZeU5LGjnQQRVHVKohcPAIDDjZnq0XYsZdxwoBuP+GWmh8h6PsaFpKTMYY9Qa5wktiWHM+CIyvigbpUXGL0pfdej2Get9S4scMZ+XqPp3Gvsut7r8UDUOxowvfZIkwONTkWWVcN6Ccugajwo08fT3c+1epqjyOy0oyrWhpcMHnXdLJcqAghwbrLIYmekc7/2kojwCY7j63Orjs7F9xtrr0tDa66oJeZHrRtefBXIoF7ooMPDQ+LhFEiEJDJ0eJeFyjzaaplPdJMEs9WaOjvN+qKqK22+/HXv27MEf/vAHlJaWprtIphFOnGGzGDfaoKJB58YewB3uICRJgFUWIckich0WYz/i0IQrnXNo2vGZuGFiKLFHIlTdCECSyIwMWYJxHiNYpvhNh+Q6LSjIscEiiQkFfKskIMt6fIOJ/uqwr4xaPV8rCAyFOTZIojF5CQCssogJY5wJLXlKpEzxylCUa4vUuyAwFOQaZerv/aSiPICRbvSuNbNxy6qZ+NbKabhl1UzctWZ2zPvveV5jdjagajo03fiiZbdJ6PQoSZWbkEySEeuQf/rTn2Lt2rX43ve+h7lz50Y9NmXKFDidzqTOOxrWIZ9SVYxN2+pglcVILugOdwBBJX4bbe4JYzBnSiGee+MAurwK9NAEoZ4EdnwDh/CuSlZZhCAw+INaJGlHl1dJ6USv8K3YIgsoyLEZ+asVDV1eBZIkYPL4HOypa4c3EL//eqjXIYdfK8sicuwyTp5ahOkTC5JObJFImXo+V+ccum6s0RYYS0m2rKHKwEXrkAeH1iEnx2zrkDMiIC9btgyNjY1xH3v66aexYMGCpM47kgIyED+DEoBQogYPch0y3D4Vne5ATPf0xHHZuGL5VEwuze2W2MECnTMEggqCKoeu6QgoOsbk23DNedMgMGOLwS5vEL6ACjCGSeNz4fcr2Ly9HoeOuuH2Gl3mksCQbTdm6PoCGmSJYfrEAmOdMwemV+T2mamrrqkLjDEU5tqQa5fx4vuHeg0Kqq7j/V3NaOnwodMdQJ7DAjCGipJs5DqtfWYwq23qwsHDnWAcmFSag4rQrk+J1L83oBkTtxwS9AGujx7IeQeSPaznc8vGONEQ+jmkKuPVUOWopkxdyaOAnBwKyCYy0gJyb3bVtOKJjbvR5Q3GBGKBMZy3oByXLJkEgTHUHOnEb9d9CkkQYLWKkbW14U9JUNEQUDTcsmomfH6119bS1PI83Pt/O9DU6kWOwwKr5fh0hb4yNg1UqoNCKlt+dHNMHtVdcqjekmO2gJwxk7pIcuqaurDxvTp0hpJTdDcmz4avnVWFk6YUATCC0trX96PLq4AxBuYxuobtVgmSKBhd1KEt/3bVtOHNT48cz1ecZcykDWdUOnfeBHS4g8gNJZHormfGpkR3UQKS232pNzG5l3u8l0TTXRJCSDIoII9Q7V0BPP/mQbzz2ZGosWLGgJkTC3HWvDJMryyItCrDQcnjU4wlUTBm6PoCGnyB0B7DgpHoIssiYceXLZHsSuEZtxZZhCwZE4e2fmKse3YMYC/fdG7T1zNTVLz3smlbHaor8qnLlBAypCggjzCBoIaX3q/Hi9vrEFSiu2BmTCzA5cumoKw4ehJc96BUmGvD0XZfaBbt8edwAFzn0HWgS1WgqjrysqM3DwCOt3473AEA/e/l29LpwwNrd6Ztm75Eci+nqkVOCCHxUEAeIXTO8e5nTdjw5gEjC1M344scWLNsCmZOip/3u2dQynVYcLTd1+f1fEEN2ZoOxAm2osigaRx2mwiXJ4iCHGvUvtXhvXzznRZsef/QoLqKB9u6dnsVI/fyAFryhBAylCggjwC769qx9rV9qG92Rx3Ptsu4+IxJWDxrHESh93XFPYOSILABJfNo7fSjzBadLc0XWlalqsY60qCi4/AxL3KdFjiy5Mi+uFZZABgbVFdxKiZiOe0yRLH/lrzTPriscIQQ0h8KyBmsqc2L517fj4/3HYs6LokCzpk3ASsXVSDL2v+PuGdQ0geYskvjgMsTQI7DCsAIxm2hLFUWSUBxfhY8PgWd7iA6ugIIBDVYLSLKih2R9dGOUEAPKFpkzaxFEvrtKk7VRKzysdkoCWWKkqXYDFQev5GBKryEjBBChgoF5Azk9il44e0avP5xY2SHobD508bgsiWTUZQ38GTpPYOSEMoNPRAdXUGwUDalDnfA2MBCAPKzrRAYQ7bdAmeWjNZOPwpzbbhmRTUqSnKwq6YNmsahijra2wNQVD2yKYMsCch2yFHb9HUXbyJWMBTQ7VYR3oA64IlY4UxRT23ZG8oU1S33sl+l7FCEkGFDATmDqJqO13Y04IV3auENqFGPTS7NwRXLjMQeieoZlCSBDTgVJWOAyxNEIKAaLWxJQH62FbZuLXPGGHIcFrh9xnIqgRldwDrnaOsMGDtEMRaZ2R1UNbR16rDbpLhdxd3HvANBDZ2eYFQ2MFFgOHTUPeCJWNMqC3BNt9zLXr+Re7kslHuZljwRQoYDBeQMwDnHR18ew3Ov78fRjujJVkW5Nly2dDLmnTAmZpZwIsJB6dk3DuBQj7HovhTk2BBUdZxSVYT39xxFQY4tbmuy5+SosjFO6DqHpnPIIouUnYX+KJqR9rFsTGxa1PCYtyboaOsyso6JLLSFFQcUTYfq07Grpm3AM6OnVRaguiI/bcuvCCGEArLJ1RxxYe2r+/BlQ2fU8SyriAsWVeKsuWWQpdjJSN2FZyK7PEG4fQqys2RkOywxAae6Ih92q4gsqwi7TUKby4++diSTJQGSyOAN6EaubFGAz68auZMFY1YY58YkMUXVoXMOlzcInXM0HHVDEBhEwRiLFoFIQNU4IArG6xqOumOCqtMuQxQYOtxG5rHw7lWcc6PbmwG6Dny49yhWJNDdPNBkI+lcNz1cRsN7JMRsKCCbVJvLj/VbD+K9L5qijguMYcns8bjojInIsVv6PU94JvKho254Ayq4ziNjvhPGOKO6ZOubu9Dc7kOOwwKLLEIUBBxt9/a6LaOi6mhq84ExYOsnjQgoOrgeCoih14RirFF2AVi/9QDe/bwJ00Pju4U5NrjCG1CEnmiRBOTYZQQUPe4YcvnYbORlW9DeFTD2NAYire3uRW1o8WDrzkacOaes33oaqKHaXMFMRsN7JMSMKCCbjC+g4sXt9djyfn3MLkknTS7E6jOnRPbA7UnnHHVNLhxsdIEzI9vWlg8OweNTEVDUSNeuzjm8fhW1TV1RM5JdniACigZJYAgCsFlEjC20o+mYt89JXgxAUDGShgDRy6WiXseN8eSGFg+OtHqhcw5RFDC2wB6ZlCUIDBZZRFDRIOo87hiywBhOnlqM2iNdkR2N9B4teVEANI3jX+/UoiTfnpJAMhpSbI6G90iIWVFANgld53j7syN4/s2DMXmny4odWLNsKk6c2PuNcHdtG559fT8aj3mOz7zmABOMIMzBIIuhcVoOaNxoUfpCM5I55/jn2zXw+VX4/CoYY5AlAfk5VmOLwz4Sr+scYDDGgpVedjcSGcAZg9evYkx+Ftq7AtB1Do9fgSwJUWuAB7LcaPrEAmz5wEgqoqjHr8mYMamLgYEzHYqqpyT1ZSIpNjMVpRElJL0oIJvAF7VtWPvqfjS0RE+mynFYsGrxJJw+c5wxJtuL3bVteGLjLnR6gmAwAhLnHBoHuA7o4JGuXcBopQowkl5kZ8k4dNSNP27eA1XTIkt+GIwu6ZZ2X8zSqng4j24ZiwKLeh0TGAQYY8mKqsOZJcPtUyAJQlLLjcrHZmPCGCdqm7qg6RoYOBgTEH6bqs5hkUXkOCwpSX2ZSIrNKWV5SV8nnSiNKCHpRQE5jQ4f8+DZ1/fj0wOtUcdlScC588tx3oLyfhN76Jxj43u1xg5NCLUOGYPRnj0eEDWdQ2CIms2sh/7iC6iwSAKK8rLgD2poc/mhc2MpkqZFj8sKvYwPG1frI3BzRHas0HUOi0WEwBiWnVyKXXXtCS83Ci/VenzjLvgCKgR2PLuYxo33muuwpCz1ZZcniGBQi6zRtvRIIjISUmxSGlFC0osCchq4vEG88HYN3vj4MPQeC34XnViCS5dMQkGObUDnqm/uQuMxjxHvhO7Lh3qGS0QSb3T/u6rqRkKNUKsoyyqhIMcGV3htb7fTiALAmAC916nX3Z7cs2Hb7SFBYJGUlNMnFmDFwoqkZvROqyzAV06txDOv7oOuc7BQsSySgFyHBTarZIxFDzL15e7aNvzznRp4Ayq8gePd+TkOS+QL00hIsUlpRAlJLwrIw0hRdbyy4xA2vlsLX0CLeqyqLBdrlk/FxHGJdQW6vQrU0Bhq9xDGGGLzUYeiMOccOueQJRGBoAbGGGxW4wbMuTGxKtsuG0GeAcc6/OChCVlCvPOGr9ntC4DAGDQcLxeD0XK1SEJkPDI8RjyYvY2XzCnFji9bUNfUBYdNgigeH49ORerL7pOcJFGAoukQWCh5icuPghwbbBZxRKTYpDSihKQXBeRhwDnHh3tb8Nzr+3Gs0x/12Ji8LFy2dDJOqS5OKrGH0y5DkhigRLeAAaP7Wu02yUrVOSQY3dyMMYgCg00WIUk6NI0jqKiRlnH4XJIowCoLUDQOVeOQhOPnDZ853PhVdRwfw9X0qDa6Guoyt1sldLiDKUtJ2T3LmD+owSEK0DlPSerLnpOcAhYNrS4/dA4IYNB1jg53AFZZRJZVyvgUm5RGlJD0ooA8xA4c7sTaV/djf2PPxB4SvnJaJZadXAZZ6n0npv6Uj81GaZEDXx7qNLpthePjxAJjYKGRXTF0iXAwDq9DPm9hBV7cVofapq7QHsg90lgqGmRJwGkzS/Du583GhK9QKxkckUQcttCYsCAYgSqgGD0AksCghgadrbIIMKQ8JeVQpb7sOcnJZpVQmGOLStWpqjpKixy4bMnkEbEciNKIEpI+FJCHyLFOH9ZvPYjtu5qjjosCw5lzSvGV0yfCmTX4sTiBMVywqBJPtBqzrDWdQwhFU41zgAF5DgtWnloJXedo7/KjwGnF5LJcVJTkGEGbc/x2/WehFnBoHJoDuq5DMHZJRF1TF1YvnYTXPjoMlzcIxgCrJCIv24KTpxZj+sQClI1xouGoG26vAnuWDAYOj0+FI0sCB4PXN3RZn4Yi9WW8SU42qxQZm9Y0Hd6AiotOnziiAhWlESUkPSggp5gvoGLztjpsef8Q1B6Tn+ZMLcLqM6egpMCe0mtOqyzAdRdMj1mHLAoMpcVOLJg2Bh9/2RKdeelAa6TFY8+SYbOIxjivzsF1Ds6Pd0gHVR21TW4cOnoAVlmAJAnIc1qxZNZ4LJlTGnWjTudymMGMRcfT1yQniywiGPp/jqP/jGmZJtV1SQjpHwXkFNF0HW99cgT/eOsgXD2WhZSPcWLN8qmYNoRJI6ZVFuAn35gXlalr0vhc+P0Knn75yz4zLxlLohjGFtqhqjr8ARUurwIObkzgCn2v0HWOoKrDFhoH3vLBIZQUpCYLlhnRJCdCyHCigJwCnx9sxdrXjNZpd3lOC1YtnoxTZ5T0mdgjVQTGMHFcLiaOM7Zg1DnHA2t39pt56dIlkyItQVkS0N6lgYNDZMfHfwGjxR1Ou1mcZ0OnRxnRmZtoktPIQBtlkExBAXmQPthzFI/94/OoYxZZwIr55ThvQQWslr53YhpKA828xMEiLUG7VYSi6sYNi7FI1zVjCO3gZCzfUjQ+KjI30SSnzEYbZZBMQgF5kA4ePj57mgE4dWYJVi2ejPxsa/oKFTLQzEtenxJpCbo8CnhoJrbeo3UMHM/wpescVos4KjI30SSnzEQbZZBMQwF5kM46ZQKOtHphlUWcv7ACFSXmGU9MJPNSZUkOrjm3Guu2HkBdU5exhIoZ+b4EgUWCT3h9cvdsW4lmbsrELkSa5JRZaKMMkokoIA9SYa4Nd6yele5ixJXopKRplQW4uzwP9/7fDjS1+pDjkNHpURAMrSkOZ/iySCJkkaHToyQ8qYm6EMlwoI0ySCZKPiMFMb3wpCSbRUSHOxhJ/BFUtF6zZUmCgEsXT4bTLsMX0EKtXw5F0yOzse02CZ0eJeFJTeEuxIYWN6yyiBynBVZZjHQh7q5tG6KaIKNNZLiml6Q7kiRA0/iIH24hmYUC8ggXnpRUVuxAQNHgcgcRUDSUFTt6HUMLv2bCGCfAAZtFgigYWbisoa7vvl4fT88uRItsZPayyCLynBb4gxo2bauL2WyDkGR0H66JhzbKIGZEXdaDNBTjoYmes7/nJzMpaVplAU6cXIh2j4rGZlcocYiReSuZ91nX5EJDixuSICCo6lHbFw53F2ImjmGTxNAacpKJKCAPwlCMhyZ6zoE+P5lJSQJjmDIhD4VOudeWxkDf09rX9xt7NjMG5kHM9oXDtdcujWGPDrSGnGQi6rJO0lCMhyZ6zkwYkw2XsbXTb8zOhrGmObx9oS+gAhieLsRMqC+SOskM1xCSTtRCTsJQLKlI9JyZsKyjexkLc2042u5DUNUhhZZTaZzD5QnCKgtD3oWYCfVFUo/WkJNMQi3kJCSypGKozjkUZUi1nmXMdVggMITScRprm4OqjjZXYMi7EDOhvsjQCA/XzJhUiMrQDmeEmBEF5CQMxZKKRM+ZCcs6epYxvJ+wRRKgcw49tKtUYa5tyLsQM6G+CCGjG3VZJyGRDFhDdc6hKEOqxStj9/2EA0ENqs5x9YoTMGnc0M6szoT6IoSMbtRCTkJ4SYXHr3bbN9gQXlJRUmBPaDw00XMORRlSra8yypIAVecoK3agchjSjWZCfRFCRjcKyElIJgNWqs85FGVINTOV0UxlIYSQeBjv2VwYRTRNR1ubp/8n9iKT1iEnQ5IE5Oc70N7uGfQ6ZLOs/R2OsqSq3kYjqrvkUL0lZ7jqrbh4YD1vFJAHEZCBzMjUlaxUfljNlB1rqMtCN8fkUd0lh+otOWYLyDSpa5CGYlu+RM+ZCVsDmqmMZioLIYSE0RgyIYQQYgIUkAkhhBAToIBMCCGEmAAFZEIIIcQEKCATQgghJkABmRBCCDEBCsiEEEKICVBAJoQQQkyAAjIhhBBiAhSQCSGEEBOggEwIIYSYwKjeXIJzDl0ftW9/QERRgKZRsvpEUb0lj+ouOVRvyRmOehPFgbV9R3VAJoQQQsyCuqwJIYQQE6CATAghhJgABWRCCCHEBCggE0IIISZAAZkQQggxAQrIhBBCiAlQQCaEEEJMgAIyIYQQYgIUkAkhhBAToIBMCCGEmAAFZEIIIcQEKCATQgghJkABmRBCCDEBCsijXF1dHX7605/ioosuwvTp03HBBRfEfd7WrVtx8cUXY+bMmTj77LPx17/+dZhLai4vvvgibrrpJixZsgSzZ8/GhRdeiL/97W/Q9eht3Kjeor311lv4+te/joULF2LGjBlYvnw5fv3rX6OrqyvqeVRvffN4PFi8eDGqq6vx2WefRT1GdXfchg0bUF1dHfPnN7/5TdTzzFJnUlquSkxj37592Lp1K2bNmgVd1xFvN86PP/4YN910Ey666CL88Ic/xEcffYRf/vKXsFgsWL16dRpKnX5PPvkkxo8fj+9///soLCzE9u3bcc899+DQoUP4wQ9+AIDqLZ7Ozk7MmTMH11xzDXJycrBv3z489NBD2LdvH/70pz8BoHobiEcffRSapsUcp7qL7w9/+AOys7Mj/x47dmzk76aqM05GNU3TIn//wQ9+wFeuXBnznG9961v8sssuizr24x//mJ922mlRrx9NWltbY4796le/4jNnzuSBQIBzTvU2UGvXruVVVVW8qamJc0711p/9+/fz2bNn82eeeYZXVVXxTz/9NPIY1V209evX86qqqri/r2FmqjPqsh7lBKHvj0AwGMS2bduwcuXKqOMXXnghWlpasGvXrqEsnmkVFBTEHJs2bRoCgQA6Ojqo3hKQl5cHAFBVleptAO655x5cccUVmDhxYtRxqrvEma3OKCCTPtXX10NRFEyaNCnq+JQpUwAABw4cSEexTGnHjh3Iy8tDYWEh1Vs/NE1DIBDAF198gUceeQRnnnkmSktLqd768dJLL2HPnj24+eabYx6juuvdBRdcgGnTpmH58uX43//930h3v9nqjMaQSZ86OzsBADk5OVHHw/8OPz7affbZZ9iwYQNuvvlmiKJI9daPM888E83NzQCAM844Aw888AAA+rz1xefz4d5778Vdd90Fp9MZ8zjVXazi4mLceuutmDVrFhhjeO211/Dggw+iubkZP/3pT01XZxSQyYAwxhI6Ppq0tLTgtttuw8yZM3HddddFPUb1Ft/jjz8Or9eL/fv349FHH8WNN96IJ598MvI41Vusxx57DIWFhVi1alWfz6O6O+6MM87AGWecEfn36aefDqvViqeeego33nhj5LhZ6owCMulTbm4ugNhvii6XC0DsN8vRpqurC9dddx1sNhsee+wxyLIMgOqtPyeccAIA4OSTT8b06dNx6aWX4t///nekq5DqLVpjYyP+9Kc/4ZFHHoHb7QYAeL3eyP89Hg995gbovPPOw5/+9Cfs3r0bpaWlAMxTZzSGTPpUXl4OWZZx8ODBqOP79+8HAEyePDkdxTKFQCCA73znOzh27Bj+8Ic/ID8/P/IY1dvATZs2DaIoor6+nuqtFw0NDVAUBddffz3mzZuHefPmRVp4V199Na699lqquySYrc4oIJM+WSwWLFy4EC+++GLU8Y0bN6K4uBjTp09PU8nSS1VV3H777dizZw/+8Ic/RL5ph1G9DdzHH38MTdNQVlZG9daLadOm4emnn476c/fddwMAfv7zn+NnP/sZ1d0Abd68GaIoYvr06aarM+qyHuV8Ph+2bt0KwOgWc7vdeOmllwAA8+fPR0FBAW6++WZ8/etfx49//GNceOGF+Oijj/Dcc8/hF7/4Rb/LpkaqX/ziF3j99dfxve99D36/Hzt37ow8NmXKFDidTqq3OG655RbMmDED1dXVsNlskS801dXVOOusswCA6i2OnJwcLFiwIO5jJ554Ik488UQAVHc9fetb38LChQtRVVUFAHj11Vfx7LPP4uqrr0ZxcTEAc9UZ4zxOaiYyajQ0NGD58uVxH3v66acjN4GtW7figQcewIEDB1BSUoJrr70WV1555XAW1VSWLVuGxsbGuI9RvfXu8ccfx+bNm1FfXw/OOUpLS3H22WfjW9/6VtTMYaq3/m3fvh1XX3011q1bh5kzZ0aOU90d98tf/hJvvfUWmpqaoOs6KisrsXr1alx11VVRE7bMUmcUkAkhhBATGH19GIQQQogJUUAmhBBCTIACMiGEEGICFJAJIYQQE6CATAghhJgABWRCCCHEBCggE0Iyyq233ooLL7wQXV1d6S4KISlFAZmQNNiwYQOqq6vj/rnvvvtSdh2fz4eHHnoI27dvT9k5h9IPf/hDLFu2rNfH//znP+PTTz/FE088gezs7GEsGSFDj1JnEpJGv/71r2M2Rx8zZkzKzu/z+fDwww/jlltu6TX1opncdNNNuPrqq+M+tnPnTvz+97/H008/jZKSkmEuGSFDjwIyIWk0derUqLSHmYJzjkAgAJvNltLzlpeX9/rY7NmzsW3btpRejxAzoS5rQkymrq4Od999N8455xzMmjULZ5xxBm688Ubs3bs35rkulwv33nsvli9fjhkzZmDRokW47rrrcODAATQ0NGDRokUAgIcffjjSJf7DH/4QQO/dww899BCqq6ujjlVXV+MXv/gFnnnmGZx33nmYOXMmnn/++ci5V69ejfnz5+Pkk0/GJZdcgueeew7xsvL+61//wpo1azBnzhzMmTMHF110EZ577rnI4/HKFAgEcP/992PZsmWYMWMGzjjjDPz85z+P7FkbtmzZMtxwww148803cckll+Ckk07CihUrsG7duoFUOyFpRy1kQtJI13Woqhp17OjRo/+/vfsLaer/4zj+3HdTb9SttWiV4cCLSOgP0kRboVeCYFhRE4IIaVppGGpdrbvsjyGELsdWifRXLMiYRAQLgkYT7CIKIbEgikJJtwVjzNXa7yI8v85v9SX78avz/fF+XB3f++xzPp4LXztnb/lgMpno7OzEbDbz8eNHRkZGcDqdjIyMKI+44/E4e/bs4d27d7hcLjZs2EAikWB8fJwPHz5QVlbGpUuXcLlc7Nq1i927dwNgNpt/aa3BYJAnT57Q2tqKxWJh6dKlwNddwhoaGli5ciXw9dFyV1cXMzMzHD58WHl/b28vXq+XmpoaGhsbKSgoYGpqivfv3//wnJlMhpaWFsbGxmhubmbTpk1MTk7i8Xh4+vQpw8PD5ObmKuNfvHhBd3c3TU1NWCwWbt26hdvtpri4GLvd/ku/txC/iwSyEH+Q0+nMqk1MTKjCI51OU1VVRV1dHcPDw8o+uJcvX2ZqaorBwUE2b96sjK+pqVGOF7bls1qtbNy48b9aayKRYHR0FKPRqKqfPn1aOf7y5Qvl5eVkMhmuXLlCa2srOp2Ot2/f4vf72bZtGz09Pcp4h8Pxt+cMhUKEQiGOHTuGy+VS3mO1Wmlvb+fOnTuqaxiNRhkaGlI+HNjtdsbGxhgdHZVAFpongSzEH9Td3U1JSUlW3efzEQgEePPmDZ8+fVLqr169Uo4fPXqEzWZThfH/UkVFRVYYA4TDYfx+P8+fPycej6tem5ubw2Kx8PjxY9Lp9KK3tFv4znjnzp2qem1tLW63m3A4rArktWvXKmEMkJeXh81m+9u7cCG0QgJZiD+opKQkq6mrq6uL69ev09TUhN1ux2g0otPpOH78OPPz88q4SCTCihUrfttaFzZ0/9azZ8/Yv38/5eXlnDhxAqvVSk5ODsFgEJ/PRzKZVNYKLLo7OhaLYTAYsh6z63Q6LBYLsVhMVTeZTFlz5Obmqq6bEFolgSyExgQCAbZv305HR4eqHo1GKSwsVH42m81MT0//8nlyc3NJpVJZ9Wg0+t3x327ovuDu3bsYDAb8fj95eXlKPRgMqsYtBOr09PSiPkSYTCY+f/5MJBJRhXImk2F2dvYf2aEuxI9Il7UQGqPT6cjJyVHVHj58yMzMjKq2detWXr9+TTgc/uFcCw1PC3eq3yoqKmJubo7Z2VmllkqlCIVCi1qrXq/nr7/+/ackmUwSCARU4xwOB3q9nqGhoZ+eG1C6xP9zvvv375NIJJTXhfh/IHfIQmhMdXW10k29Zs0aJiYmGBgYyHrcu2/fPu7du0dLSwvNzc2sX7+eZDLJ+Pg41dXVVFRUkJ+fz6pVq3jw4AGVlZUYjUaWLFlCUVERtbW19PX10d7ejsvlYn5+nqtXr5JOp396rVVVVQwODtLZ2UlDQwOxWIyBgQFV5zN8Df8DBw7g9XpJJpPU1dVRUFDAy5cviUajtLW1fXd+h8PBli1b6OnpIR6PU1ZWxuTkJH19fZSWllJfX7/4CyyERkkgC6Exbrcbg8HAhQsXSCQSlJaW4vF46O3tVY3Lz8/nxo0beDwebt68SX9/P4WFhaxbt07V6HTy5EnOnj3LoUOHSKVS7NixgzNnzrB69Wr6+/s5d+4cbW1tLFu2jMbGRiKRCOfPn/+ptVZWVnLq1CkuXrzIwYMHWb58OU6nE7PZjNvtVo09cuQIxcXFXLt2jaNHj6LX67HZbOzdu/eH8+t0OrxeLx6Ph9u3b+Pz+TCZTNTX19PR0ZEV/EL8k+ky3/vvfSGEEEL8VvIdshBCCKEBEshCCCGEBkggCyGEEBoggSyEEEJogASyEEIIoQESyEIIIYQGSCALIYQQGiCBLIQQQmiABLIQQgihARLIQgghhAZIIAshhBAaIIEshBBCaMC/ADiDbkBgVVpmAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Fit reg: muestra recta de tendencias\n", "print('Gráfica de puntos con línea de tendencia')\n", "# Crear la gráfica con línea de tendencia\n", "ax = sns.lmplot(x='total_bill', y='tip', data=df_propinas, ci=None, fit_reg=True)\n", "\n", "# Ajustar las etiquetas y el título\n", "ax.set_axis_labels('Facturación', 'Propina')\n", "plt.title('Análisis de las propinas')\n", "\n", "# Mostrar la gráfica\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "2d8a9612", "metadata": {}, "source": [ "##### Incluye banda de confianza" ] }, { "cell_type": "code", "execution_count": 28, "id": "0ebd1b12", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Gráfica de puntos con línea de tendencia con banda o intervalo de confianza\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print('Gráfica de puntos con línea de tendencia con banda o intervalo de confianza')\n", "# Crear la gráfica con línea de tendencia y banda de confianza\n", "ax = sns.lmplot(x='total_bill', y='tip', data=df_propinas, fit_reg=True)\n", "\n", "# Ajustar las etiquetas y el título\n", "ax.set_axis_labels('Facturación', 'Propina')\n", "plt.title('Análisis de las propinas')\n", "\n", "# Mostrar la gráfica\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "2b168853", "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 }