{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"collapsed_sections": [
"Zm5xN4B6cAP4",
"3RrZcFReIGf2",
"L4EjV4i_IBaF",
"UtO6v7DQIf6p",
"rskZTsSOdGAs",
"kko20r5EB7f5",
"VgHI9dJ7DXUs",
"8eZaEw-nDbTG",
"7-ytVIIPIUN_"
]
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"source": [
"
Clase de Visualizaciones\n",
" IN5244 - Ciencia de los Datos\n",
" Otoño 2023\n",
" Profesores: Richard Weber, Pablo Muñoz\n",
" Auxiliares: Patricio Ortiz, Sofía Pontigo, Joaquín Roa\n",
" Ayudantes: Cristóbal Pérez, Matías Villa, Camila B. Sariego, Francisco Vilches\n",
"\n",
"---"
],
"metadata": {
"id": "fqwVtEDbFSaX"
}
},
{
"cell_type": "markdown",
"source": [
"### Data Visualization"
],
"metadata": {
"id": "yVOx79YR9vU5"
}
},
{
"cell_type": "markdown",
"source": [
"**Por qué la visualización es importante?**\n",
"\n",
"-> La visión es el canal de comunicación más eficiente."
],
"metadata": {
"id": "TXHGRRSM8dMu"
}
},
{
"cell_type": "markdown",
"source": [
"![image.png](data:image/png;base64,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)"
],
"metadata": {
"id": "kWsn5yMh8ynh"
}
},
{
"cell_type": "markdown",
"source": [
"### Recomendaciones"
],
"metadata": {
"id": "OIxVOpLz9mQu"
}
},
{
"cell_type": "markdown",
"source": [
" **Ayuda al lector:**\n",
"* Palabras sin abreviaciones extrañas.\n",
"* Palabras de izquierda a derecha.\n",
"* Pequeños mensajes que ayudan a entender los datos.\n",
"* Sobreponer etiquetas sobre gráfico.\n",
"* Gráficos que atraen la atención y curiosidad del lector.\n",
"* Colores son amigables con personas daltónicas.\n",
"* Fuentes claras, precisas, sobrias.\n",
"* Fuentes con mayúsculas y minúsculas.\n",
"\n",
"**No ayuda al lector:**\n",
"* Abreviaciones abundan, se requiere ver texto.\n",
"* Palabras de arriba a abajo o en varias direcciones.\n",
"* Gráficos difíciles de interpretar, se requiere leer texto.\n",
"* Rellenos, sombreados, o colores complicados, se requiere leer texto.\n",
"* Gráficos desalientan al lector, llenos de información irrelevante.\n",
"* No se considera daltonismo, e.g. verde y rojo son contrastes principales.\n",
"* Fuentes poco claras, saturadas, con exceso de información.\n",
"* Fuentes en mayúsculas.\n",
"\n",
"\n"
],
"metadata": {
"id": "ixumzvBK9J7b"
}
},
{
"cell_type": "markdown",
"source": [
"### Configuraciones y librerías"
],
"metadata": {
"id": "Zm5xN4B6cAP4"
}
},
{
"cell_type": "code",
"source": [
"from google.colab import drive\n",
"drive.mount('/content/drive')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "_yVfjqmRhI1T",
"outputId": "ad4b948e-6b42-4197-a27d-2c9e49994fd3"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Mounted at /content/drive\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"# Install packages\n",
"!pip install polyline\n",
"!pip install mplleaflet\n",
"! pip install squarify"
],
"metadata": {
"id": "n7Q9R2yD-85E",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "d6af2f21-0507-4d2f-ffbc-3ef48783f834"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Collecting polyline\n",
" Downloading polyline-2.0.0-py3-none-any.whl (6.0 kB)\n",
"Installing collected packages: polyline\n",
"Successfully installed polyline-2.0.0\n",
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Collecting mplleaflet\n",
" Downloading mplleaflet-0.0.5.tar.gz (37 kB)\n",
" Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
"Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from mplleaflet) (3.1.2)\n",
"Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from mplleaflet) (1.16.0)\n",
"Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->mplleaflet) (2.1.2)\n",
"Building wheels for collected packages: mplleaflet\n",
" Building wheel for mplleaflet (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for mplleaflet: filename=mplleaflet-0.0.5-py3-none-any.whl size=28565 sha256=c9c7682db60c8ea0894a9f356c16d04ce0ea35a54f558162bb6c846706a87ce7\n",
" Stored in directory: /root/.cache/pip/wheels/0d/00/a9/595e650d2e0a5ca4119c0f6e03dfd1093e5d67fe2c0e5d49f0\n",
"Successfully built mplleaflet\n",
"Installing collected packages: mplleaflet\n",
"Successfully installed mplleaflet-0.0.5\n",
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Collecting squarify\n",
" Downloading squarify-0.4.3-py3-none-any.whl (4.3 kB)\n",
"Installing collected packages: squarify\n",
"Successfully installed squarify-0.4.3\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"# Data Handle\n",
"import pandas as pd\n",
"import numpy as np\n",
"import json\n",
"import random\n",
"\n",
"# Warnings\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")\n",
"\n",
"# API interaction\n",
"import requests\n",
"\n",
"# Visualizations\n",
"# Visualizations - Display\n",
"from IPython.display import display\n",
"# Visualizations - Matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"# Visualizations - Geo\n",
"import folium\n",
"import polyline\n",
"# Visualizations - Seaborn\n",
"import seaborn as sns\n",
"import squarify\n",
"# Visualizations - Plotly\n",
"import plotly.express as px\n",
"import plotly.figure_factory as ff\n",
"import plotly.graph_objects as go"
],
"metadata": {
"id": "rZsUr2_oCIxP"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"### Visualizaciones Típicas"
],
"metadata": {
"id": "3RrZcFReIGf2"
}
},
{
"cell_type": "code",
"source": [
"df_grades = pd.concat([\n",
" pd.read_json('https://raw.githubusercontent.com/cristobalperezp/MDS7202-Laboratorio/main/students_grades/students_grades_1.json'),\n",
" pd.read_json('https://raw.githubusercontent.com/cristobalperezp/MDS7202-Laboratorio/main/students_grades/students_grades_2.json')\n",
" ]\n",
")"
],
"metadata": {
"id": "2v1EFDbSHjgm"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df_grades"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 502
},
"id": "l2BGBmWHIXOp",
"outputId": "ae5cd584-32ef-4f12-b511-9ad72a760d69"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" names gender race/ethnicity parental level of education \\\n",
"0 Rita Courtney female group B some high school \n",
"1 Charles Linstrom male group A bachelor's degree \n",
"2 Brian Young male group C some high school \n",
"3 Howard Jimenez male group E some high school \n",
"4 Wayne Wilson male group B some high school \n",
".. ... ... ... ... \n",
"470 Richard Young male group D high school \n",
"471 Wanda Russell female group B high school \n",
"472 Marina Zeigler female group C bachelor's degree \n",
"473 Laurie Carter female group B some high school \n",
"474 Amanda Perez female group A high school \n",
"\n",
" lunch test preparation course math score reading score \\\n",
"0 standard none 3.22 3.76 \n",
"1 standard completed 5.80 5.68 \n",
"2 standard none 5.38 4.96 \n",
"3 standard completed 5.86 5.50 \n",
"4 standard completed 6.64 6.16 \n",
".. ... ... ... ... \n",
"470 standard none 5.14 5.50 \n",
"471 free/reduced completed 2.38 3.64 \n",
"472 free/reduced completed 4.96 5.44 \n",
"473 standard completed 4.24 4.66 \n",
"474 standard completed 5.08 5.80 \n",
"\n",
" writing score \n",
"0 3.76 \n",
"1 5.86 \n",
"2 4.78 \n",
"3 5.56 \n",
"4 6.22 \n",
".. ... \n",
"470 5.26 \n",
"471 3.16 \n",
"472 5.86 \n",
"473 4.72 \n",
"474 5.56 \n",
"\n",
"[875 rows x 9 columns]"
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\n",
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\n",
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\n",
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" gender \n",
" race/ethnicity \n",
" parental level of education \n",
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" math score \n",
" reading score \n",
" writing score \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" Rita Courtney \n",
" female \n",
" group B \n",
" some high school \n",
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" none \n",
" 3.22 \n",
" 3.76 \n",
" 3.76 \n",
" \n",
" \n",
" 1 \n",
" Charles Linstrom \n",
" male \n",
" group A \n",
" bachelor's degree \n",
" standard \n",
" completed \n",
" 5.80 \n",
" 5.68 \n",
" 5.86 \n",
" \n",
" \n",
" 2 \n",
" Brian Young \n",
" male \n",
" group C \n",
" some high school \n",
" standard \n",
" none \n",
" 5.38 \n",
" 4.96 \n",
" 4.78 \n",
" \n",
" \n",
" 3 \n",
" Howard Jimenez \n",
" male \n",
" group E \n",
" some high school \n",
" standard \n",
" completed \n",
" 5.86 \n",
" 5.50 \n",
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" 4 \n",
" Wayne Wilson \n",
" male \n",
" group B \n",
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" 6.64 \n",
" 6.16 \n",
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" ... \n",
" ... \n",
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" \n",
" 470 \n",
" Richard Young \n",
" male \n",
" group D \n",
" high school \n",
" standard \n",
" none \n",
" 5.14 \n",
" 5.50 \n",
" 5.26 \n",
" \n",
" \n",
" 471 \n",
" Wanda Russell \n",
" female \n",
" group B \n",
" high school \n",
" free/reduced \n",
" completed \n",
" 2.38 \n",
" 3.64 \n",
" 3.16 \n",
" \n",
" \n",
" 472 \n",
" Marina Zeigler \n",
" female \n",
" group C \n",
" bachelor's degree \n",
" free/reduced \n",
" completed \n",
" 4.96 \n",
" 5.44 \n",
" 5.86 \n",
" \n",
" \n",
" 473 \n",
" Laurie Carter \n",
" female \n",
" group B \n",
" some high school \n",
" standard \n",
" completed \n",
" 4.24 \n",
" 4.66 \n",
" 4.72 \n",
" \n",
" \n",
" 474 \n",
" Amanda Perez \n",
" female \n",
" group A \n",
" high school \n",
" standard \n",
" completed \n",
" 5.08 \n",
" 5.80 \n",
" 5.56 \n",
" \n",
" \n",
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875 rows × 9 columns
\n",
"
\n",
"
\n",
" \n",
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" \n",
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" \n",
" \n",
" \n",
" \n",
"\n",
" \n",
"
\n",
"
\n",
" "
]
},
"metadata": {},
"execution_count": 5
}
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "x0TK9pcLCS4A",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "ef4e387a-5dfa-4c34-e38c-2cd5cc98fe0e"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"names object\n",
"gender object\n",
"race/ethnicity object\n",
"parental level of education object\n",
"lunch object\n",
"test preparation course object\n",
"math score float64\n",
"reading score float64\n",
"writing score float64\n",
"dtype: object"
]
},
"metadata": {},
"execution_count": 6
}
],
"source": [
"df_grades.dtypes"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "8ynldKL2CdRn"
},
"outputs": [],
"source": [
"# pasamos de object a category las variables correspondientes\n",
"df_grades['gender'] = df_grades['gender'].astype('category')\n",
"df_grades['race/ethnicity'] = df_grades['race/ethnicity'].astype('category')\n",
"df_grades['parental level of education'] = df_grades['parental level of education'].astype('category')\n",
"df_grades['lunch'] = df_grades['lunch'].astype('category')\n",
"df_grades['test preparation course'] = df_grades['test preparation course'].astype('category')"
]
},
{
"cell_type": "markdown",
"metadata": {
"cell_id": "ad5715016b0b4955ab6eedbcbc1a623a",
"deepnote_cell_height": 52.390625,
"deepnote_cell_type": "markdown",
"id": "oGwrLMBJ_rM1"
},
"source": [
"**Gráfico de Caja:**"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cell_id": "dab2080fdd9547f2b397b327bb28bded",
"deepnote_cell_height": 61,
"deepnote_cell_type": "code",
"id": "OQYZquKQ_rM1",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 542
},
"outputId": "6f451142-d99f-4883-fff6-ba9fb813e38c"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" \n",
"\n",
" \n",
"\n",
""
]
},
"metadata": {}
}
],
"source": [
"# Convertir el DataFrame a formato long\n",
"notas_long = df_grades.copy()\n",
"notas_long = notas_long.loc[:,['math score',\t'reading score',\t'writing score']]\n",
"notas_long = notas_long.melt(var_name='subject', value_name='score')\n",
"\n",
"fig = px.box(notas_long,\n",
" y='score',\n",
" color='subject')\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"cell_id": "727a3eb1463548199df76465f7b94706",
"deepnote_cell_height": 52.390625,
"deepnote_cell_type": "markdown",
"id": "AL9J35bn_rM1"
},
"source": [
"**Distplot:**"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cell_id": "e6585efef4184eb39eb1185516abdde2",
"deepnote_cell_height": 61,
"deepnote_cell_type": "code",
"id": "HurMFybC_rM1",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 542
},
"outputId": "123ad864-f6d5-4b73-a0ff-aa19e9cf9048"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" \n",
"\n",
" \n",
"\n",
""
]
},
"metadata": {}
}
],
"source": [
"# use displot figurefactory\n",
"fig = ff.create_distplot([df_grades['math score'], df_grades['reading score'], df_grades['writing score']],\n",
" ['math score', 'reading score', 'writing score'],\n",
" show_hist=False,\n",
" show_rug=False)\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"cell_id": "eab795791deb48ab8e6f0af8358ed80a",
"deepnote_cell_height": 52.390625,
"deepnote_cell_type": "markdown",
"id": "aIDc689K_rM1"
},
"source": [
"**Histograma con Boxplots:**"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cell_id": "3586b7b8996e45d4ace68d11603e80e2",
"deepnote_cell_height": 61,
"deepnote_cell_type": "code",
"id": "dg4MqukY_rM1",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 542
},
"outputId": "71976634-ffd4-4d3b-994d-fd1f443996c8"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" \n",
"\n",
" \n",
"\n",
""
]
},
"metadata": {}
}
],
"source": [
"# Convertir el DataFrame a formato long pero de una sola columna\n",
"df_notas = df_grades.copy()\n",
"df_notas = df_notas.melt(value_vars=['math score', 'reading score', 'writing score'], var_name='subject')\n",
"\n",
"fig = px.histogram(df_notas,\n",
" x='value',\n",
" color='subject',\n",
" nbins=15,\n",
" marginal='box',\n",
" barmode='group')\n",
"\n",
"fig.update_layout(xaxis_title='grade', yaxis_title='count')\n",
"fig.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"cell_id": "02cf509cf86a41abab431eac25e8fa22",
"deepnote_cell_height": 52.390625,
"deepnote_cell_type": "markdown",
"id": "bc0jAmta_rM1"
},
"source": [
"**Histograma con Faceta:**"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cell_id": "746ff528322c466fb1f12e54ac10ceb2",
"deepnote_cell_height": 61,
"deepnote_cell_type": "code",
"id": "GPJUOTok_rM1",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 542
},
"outputId": "d7578dd7-c888-4d2d-e791-95a3c12e37cf"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" \n",
"\n",
" \n",
"\n",
""
]
},
"metadata": {}
}
],
"source": [
"fig = px.histogram(df_notas,\n",
" x='value',\n",
" color='subject',\n",
" nbins=15,\n",
" facet_row='subject',\n",
" category_orders={'subject': ['math score', 'reading score', 'writing score']})\n",
"\n",
"fig.update_layout(xaxis_title='grade', yaxis_title='count')\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"source": [
"### Datos Georeferenciados"
],
"metadata": {
"id": "L4EjV4i_IBaF"
}
},
{
"cell_type": "code",
"source": [
"# Lista de pares de coordenadas de inicio y fin\n",
"coordenadas = [\n",
" {\n",
" 'id': 1,\n",
" 'start_latitude': -33.457780,\n",
" 'start_longitude': -70.664000,\n",
" 'end_latitude': -33.411157,\n",
" 'end_longitude': -70.792565\n",
" },\n",
" {\n",
" 'id': 2,\n",
" 'start_latitude': -33.457780,\n",
" 'start_longitude': -70.664000,\n",
" 'end_latitude': -33.018924,\n",
" 'end_longitude': -71.559252\n",
" },\n",
" {\n",
" 'id': 3,\n",
" 'start_latitude': -33.457780,\n",
" 'start_longitude': -70.664000,\n",
" 'end_latitude': -32.894149,\n",
" 'end_longitude': -68.844930\n",
" },\n",
" # Agrega más pares de coordenadas según tus necesidades\n",
"]"
],
"metadata": {
"id": "JYN8LULyNO2d"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Diccionario para almacenar las rutas\n",
"rutas = []\n",
"\n",
"# Bucle para iterar sobre los pares de coordenadas\n",
"for idx, coords in enumerate(coordenadas):\n",
" # Construir la URL de la API de OSRM\n",
" url = f\"http://router.project-osrm.org/route/v1/driving/{coords['start_longitude']},{coords['start_latitude']};{coords['end_longitude']},{coords['end_latitude']}?overview=full\"\n",
"\n",
" # Hacer la solicitud a la API de OSRM\n",
" response = requests.get(url)\n",
" data = json.loads(response.content)\n",
"\n",
" # Obtener la geometría de la ruta\n",
" geometry = data['routes'][0]['geometry']\n",
"\n",
" # Decodificar la geometría utilizando la biblioteca polyline\n",
" coordinates = polyline.decode(geometry)\n",
"\n",
" # Extraer las latitudes y longitudes de las coordenadas\n",
" latitudes = [coord[0] for coord in coordinates]\n",
" longitudes = [coord[1] for coord in coordinates]\n",
"\n",
" # Crear un DataFrame con las latitudes y longitudes\n",
" df = pd.DataFrame({'latitud': latitudes, 'longitud': longitudes})\n",
"\n",
" # Definir la cantidad de puntos deseados (incluyendo el punto de inicio y fin)\n",
" num_puntos = random.randint(10, 15)\n",
"\n",
" # Calcular el tamaño del paso para el resampling\n",
" paso = int(len(df) / (num_puntos - 1))\n",
"\n",
" # Reducir el tamaño del DataFrame utilizando el método resample\n",
" df_stops = df.iloc[::paso]\n",
"\n",
" # Asegurarse de que el punto de inicio y fin estén presentes en el DataFrame reducido\n",
" df_stops = pd.concat([df.iloc[[0]], df_stops, df.iloc[[-1]]], ignore_index=True)\n",
"\n",
" # Agregar una columna 'id' al DataFrame con un ID único para cada ruta\n",
" df_stops['id'] = f\"ruta_{idx}\"\n",
" # Agregar una columna 'arco' al DataFrame con números de arco secuenciales\n",
" df_stops['arco'] = range(1, len(df_stops) + 1)\n",
"\n",
" # Agregar el DataFrame reducido a la lista de rutas\n",
" rutas.append(df_stops)\n",
"\n",
"# Concatenar todos los DataFrames de las rutas en un solo DataFrame\n",
"df_rutas = pd.concat(rutas, ignore_index=True)\n"
],
"metadata": {
"id": "QWKxOKdLLsEJ"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df_rutas.head()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
},
"id": "_RDPG2FnM8r9",
"outputId": "6646c0a2-a393-482d-ad58-b5848c2214ae"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" latitud longitud id arco\n",
"0 -33.45778 -70.66401 ruta_0 1\n",
"1 -33.45778 -70.66401 ruta_0 2\n",
"2 -33.45324 -70.65761 ruta_0 3\n",
"3 -33.43521 -70.66016 ruta_0 4\n",
"4 -33.42577 -70.67225 ruta_0 5"
],
"text/html": [
"\n",
" \n",
"
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" latitud \n",
" longitud \n",
" id \n",
" arco \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" -33.45778 \n",
" -70.66401 \n",
" ruta_0 \n",
" 1 \n",
" \n",
" \n",
" 1 \n",
" -33.45778 \n",
" -70.66401 \n",
" ruta_0 \n",
" 2 \n",
" \n",
" \n",
" 2 \n",
" -33.45324 \n",
" -70.65761 \n",
" ruta_0 \n",
" 3 \n",
" \n",
" \n",
" 3 \n",
" -33.43521 \n",
" -70.66016 \n",
" ruta_0 \n",
" 4 \n",
" \n",
" \n",
" 4 \n",
" -33.42577 \n",
" -70.67225 \n",
" ruta_0 \n",
" 5 \n",
" \n",
" \n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
"\n",
" \n",
"
\n",
"
\n",
" "
]
},
"metadata": {},
"execution_count": 15
}
]
},
{
"cell_type": "code",
"source": [
"def visualizar_ruta(id_ruta, df_rutas):\n",
" # Filtrar el DataFrame para obtener la ruta específica\n",
" df_stops = df_rutas[df_rutas['id'] == id_ruta]\n",
"\n",
" # Crear un mapa centrado en la primera ubicación\n",
" mapa = folium.Map(location=[df_stops['latitud'].iloc[0], df_stops['longitud'].iloc[0]], zoom_start=14)\n",
"\n",
" # Definir una lista de colores para los trazos de la línea\n",
" colores = ['blue', 'red', 'green', 'orange', 'purple', 'yellow']\n",
"\n",
" # Iterar sobre los puntos y trazar líneas segmentadas con colores y grosor diferentes\n",
" for i in range(len(df_stops) - 1):\n",
" segmento = [\n",
" [df_stops['latitud'].iloc[i], df_stops['longitud'].iloc[i]],\n",
" [df_stops['latitud'].iloc[i + 1], df_stops['longitud'].iloc[i + 1]]\n",
" ] # Segmento de línea entre dos puntos consecutivos\n",
" color = colores[i % len(colores)] # Asignar un color diferente a cada segmento\n",
" folium.PolyLine(locations=segmento, color=color, weight=10).add_to(mapa) # Grosor de línea = 10\n",
"\n",
" # Resaltar los puntos con un marcador y agregar información adicional\n",
" for i in range(len(df_stops)):\n",
" latitud = df_stops['latitud'].iloc[i]\n",
" longitud = df_stops['longitud'].iloc[i]\n",
" folium.Marker(\n",
" location=[latitud, longitud],\n",
" icon=folium.Icon(color='gray'),\n",
" popup=f\"Punto {i+1}: Latitud {latitud}, Longitud {longitud}\"\n",
" ).add_to(mapa)\n",
"\n",
" # Agregar marcadores para el punto de inicio y el destino\n",
" folium.Marker(location=[df_stops['latitud'].iloc[0], df_stops['longitud'].iloc[0]], icon=folium.Icon(color='green')).add_to(mapa)\n",
" folium.Marker(location=[df_stops['latitud'].iloc[-1], df_stops['longitud'].iloc[-1]], icon=folium.Icon(color='red')).add_to(mapa)\n",
"\n",
" # Mostrar el mapa\n",
" return mapa\n"
],
"metadata": {
"id": "71cnCOtFPwhU"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Visualizar la ruta con ID 'ruta_0'\n",
"mapa_ruta_0 = visualizar_ruta('ruta_2', df_rutas)\n",
"mapa_ruta_0\n"
],
"metadata": {
"id": "AxUH31BUP1IV",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 712
},
"outputId": "d41f0dda-989d-455f-bf89-37143c6ad251"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
],
"text/html": [
"Make this Notebook Trusted to load map: File -> Trust Notebook
"
]
},
"metadata": {},
"execution_count": 20
}
]
},
{
"cell_type": "markdown",
"source": [
"### Caso: Visualización del Tiempo de Viaje"
],
"metadata": {
"id": "UtO6v7DQIf6p"
}
},
{
"cell_type": "code",
"source": [
"import os\n",
"os.chdir('/content/drive/MyDrive/Colab Notebooks/Caso 2/')\n",
"\n",
"px.set_mapbox_access_token(open(\".mapbox_token\").read())"
],
"metadata": {
"id": "3V1iIXgNhQBx"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df = pd.read_csv('travel_times_masked.csv')"
],
"metadata": {
"id": "mjbnkXMaMBrN"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"df.head(20)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "liME9GVeRFpQ",
"outputId": "019658b3-381c-40b0-f425-a0cca3154961"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" creation_timestamp route_id account_id \\\n",
"0 2023-04-24 05:15:00 UTC 17-GNOWD2x3fLw== a3nQp_hhWErqRA== \n",
"1 2023-04-24 05:15:00 UTC 17-GNOWD2x3fLw== a3nQp_hhWErqRA== \n",
"2 2023-04-24 05:15:00 UTC 17-GNOWD2x3fLw== a3nQp_hhWErqRA== \n",
"3 2023-04-24 05:15:00 UTC 17-GNOWD2x3fLw== a3nQp_hhWErqRA== \n",
"4 2023-04-24 05:15:00 UTC 17-GNOWD2x3fLw== a3nQp_hhWErqRA== \n",
"5 2023-04-24 05:15:00 UTC 17-GNOWD2x3fLw== a3nQp_hhWErqRA== \n",
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"14 2023-04-24 05:15:00 UTC SCPQUy_0gEnuRA== a3nQp_hhWErqRA== \n",
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"16 2023-04-24 05:15:00 UTC SCPQUy_0gEnuRA== a3nQp_hhWErqRA== \n",
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"19 2023-04-24 05:15:00 UTC zhoSagXpiRscfw== a3nQp_hhWErqRA== \n",
"\n",
" latitude_start longitude_start leave_time \\\n",
"0 19.417825 -99.119125 2023-04-23 16:30:19.535 UTC \n",
"1 19.417696 -99.119348 2023-04-23 16:39:32 UTC \n",
"2 19.276245 -99.187115 2023-04-23 17:14:50 UTC \n",
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"6 19.350651 -99.222151 2023-04-23 18:44:07 UTC \n",
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"8 19.397090 -99.177770 2023-04-23 19:25:56 UTC \n",
"9 19.403624 -99.134300 2023-04-23 16:08:35.804 UTC \n",
"10 19.417870 -99.119583 2023-04-23 16:40:29 UTC \n",
"11 19.448930 -99.145977 2023-04-23 17:09:21 UTC \n",
"12 19.486209 -99.112109 2023-04-23 17:32:31 UTC \n",
"13 19.555848 -99.216253 2023-04-23 18:20:00 UTC \n",
"14 19.547512 -99.224190 2023-04-23 18:35:47 UTC \n",
"15 19.544762 -99.217384 2023-04-23 18:54:35 UTC \n",
"16 19.453425 -99.245549 2023-04-23 19:21:14 UTC \n",
"17 19.418758 -99.254582 2023-04-23 20:01:42 UTC \n",
"18 19.461718 -99.179601 2023-04-23 20:43:02 UTC \n",
"19 19.403612 -99.134337 2023-04-23 22:12:01.323 UTC \n",
"\n",
" latitude_end longitude_end arrival_time \\\n",
"0 19.417696 -99.119348 2023-04-23 16:30:20 UTC \n",
"1 19.276245 -99.187115 2023-04-23 17:10:36 UTC \n",
"2 19.296062 -99.188143 2023-04-23 17:36:24 UTC \n",
"3 19.319305 -99.201250 2023-04-23 18:00:42 UTC \n",
"4 19.319177 -99.200436 2023-04-23 18:03:39 UTC \n",
"5 19.350651 -99.222151 2023-04-23 18:31:48 UTC \n",
"6 19.365979 -99.197139 2023-04-23 18:54:46 UTC \n",
"7 19.397090 -99.177770 2023-04-23 19:20:34 UTC \n",
"8 19.398125 -99.172897 2023-04-23 19:30:11 UTC \n",
"9 19.417870 -99.119583 2023-04-23 16:21:06 UTC \n",
"10 19.448930 -99.145977 2023-04-23 17:02:00 UTC \n",
"11 19.486209 -99.112109 2023-04-23 17:24:14 UTC \n",
"12 19.555848 -99.216253 2023-04-23 18:07:24 UTC \n",
"13 19.547512 -99.224190 2023-04-23 18:27:10 UTC \n",
"14 19.544762 -99.217384 2023-04-23 18:39:20 UTC \n",
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"18 19.481525 -99.195156 2023-04-23 20:53:10 UTC \n",
"19 19.415333 -99.104647 2023-04-23 22:36:53 UTC \n",
"\n",
" real_travel_time_second osrm_travel_time_second arc_number \\\n",
"0 0 358 1 \n",
"1 1864 2414 2 \n",
"2 1294 881 3 \n",
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"13 430 794 5 \n",
"14 213 445 6 \n",
"15 1418 1546 7 \n",
"16 1882 1477 8 \n",
"17 1595 1793 9 \n",
"18 608 705 10 \n",
"19 1491 944 1 \n",
"\n",
" osrm_backend_travel_time_second country \n",
"0 10 MX \n",
"1 1342 MX \n",
"2 349 MX \n",
"3 301 MX \n",
"4 12 MX \n",
"5 712 MX \n",
"6 327 MX \n",
"7 351 MX \n",
"8 116 MX \n",
"9 297 MX \n",
"10 526 MX \n",
"11 616 MX \n",
"12 922 MX \n",
"13 293 MX \n",
"14 66 MX \n",
"15 780 MX \n",
"16 735 MX \n",
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" 750 \n",
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" 1 \n",
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" 2023-04-24 05:15:00 UTC \n",
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" 2023-04-23 16:40:29 UTC \n",
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" 2023-04-23 17:02:00 UTC \n",
" 1291 \n",
" 1154 \n",
" 2 \n",
" 526 \n",
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" 11 \n",
" 2023-04-24 05:15:00 UTC \n",
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" 1546 \n",
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" 2023-04-24 05:15:00 UTC \n",
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" 2023-04-23 19:21:14 UTC \n",
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" 1477 \n",
" 8 \n",
" 735 \n",
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" 17 \n",
" 2023-04-24 05:15:00 UTC \n",
" SCPQUy_0gEnuRA== \n",
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" 18 \n",
" 2023-04-24 05:15:00 UTC \n",
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" 2023-04-23 20:43:02 UTC \n",
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" 2023-04-23 20:53:10 UTC \n",
" 608 \n",
" 705 \n",
" 10 \n",
" 235 \n",
" MX \n",
" \n",
" \n",
" 19 \n",
" 2023-04-24 05:15:00 UTC \n",
" zhoSagXpiRscfw== \n",
" a3nQp_hhWErqRA== \n",
" 19.403612 \n",
" -99.134337 \n",
" 2023-04-23 22:12:01.323 UTC \n",
" 19.415333 \n",
" -99.104647 \n",
" 2023-04-23 22:36:53 UTC \n",
" 1491 \n",
" 944 \n",
" 1 \n",
" 389 \n",
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},
"metadata": {},
"execution_count": 23
}
]
},
{
"cell_type": "code",
"source": [
"df.loc[:,'leave_time'] = pd.to_datetime(df.loc[:,'leave_time'],utc =True)"
],
"metadata": {
"id": "VSGybYhDSpzT"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Filtrar los viajes de la mañana y la tarde\n",
"morning_trips = df[(df['leave_time'].dt.hour >= 0) & (df['leave_time'].dt.hour < 12)]\n",
"afternoon_trips = df[(df['leave_time'].dt.hour >= 12) & (df['leave_time'].dt.hour <= 23)]\n",
"\n",
"# Obtener los tiempos de viaje promedio para cada hora del día\n",
"morning_avg_travel_times = morning_trips.groupby(morning_trips['leave_time'].dt.hour)['real_travel_time_second'].mean() / 60\n",
"afternoon_avg_travel_times = afternoon_trips.groupby(afternoon_trips['leave_time'].dt.hour)['real_travel_time_second'].mean() / 60\n",
"\n",
"# Crear una lista de las horas del día\n",
"morning_hours = pd.date_range(start='00:00', end='11:00', freq='H').strftime('%H:%M').tolist()\n",
"afternoon_hours = pd.date_range(start='12:00', end='23:00', freq='H').strftime('%H:%M').tolist()\n",
"\n",
"# Crear una lista de los índices de las horas del día\n",
"morning_indices = range(len(morning_hours))\n",
"afternoon_indices = range(len(morning_hours), len(morning_hours) + len(afternoon_hours))\n",
"\n",
"# Asegurar que los datos tengan la misma dimensión\n",
"morning_avg_travel_times = morning_avg_travel_times.reindex(morning_indices, fill_value=0)\n",
"afternoon_avg_travel_times = afternoon_avg_travel_times.reindex(afternoon_indices, fill_value=0)\n",
"\n",
"# Crear el gráfico de líneas para los viajes de la mañana\n",
"plt.plot(morning_indices, morning_avg_travel_times, color='blue', label='Mañana')\n",
"\n",
"# Crear el gráfico de líneas para los viajes de la tarde\n",
"plt.plot(afternoon_indices, afternoon_avg_travel_times, color='orange', label='Tarde')\n",
"\n",
"# Configurar las etiquetas de los ejes\n",
"plt.xlabel('Hora del día')\n",
"plt.ylabel('Tiempo de Viaje Promedio (minutos)')\n",
"\n",
"# Configurar el título del gráfico\n",
"plt.title('Comparación de Tiempos de Viaje - Mañana vs Tarde')\n",
"\n",
"# Mostrar una leyenda con la identificación de las líneas\n",
"plt.legend()\n",
"\n",
"# Establecer los ticks y etiquetas del eje x\n",
"plt.xticks(list(morning_indices) + list(afternoon_indices), morning_hours + afternoon_hours)\n",
"\n",
"# Rotar las etiquetas del eje x para mejorar la legibilidad\n",
"plt.xticks(rotation=45)\n",
"\n",
"# Mostrar el gráfico\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 496
},
"id": "kuJXYXo1YvG8",
"outputId": "346eeecd-dec4-4159-846b-ca0a767f30f9"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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IlOIOCgpCXFxcjo/Pj969e+PgwYNITU3F/v37YWxsjE6dOqndNvPnOy0tDW/fvoWPjw/s7e3Vxjds2DCl/dWwYUNkZGTg2bNnast8//493rx5g4YNG+LDhw948OCBUnk2NjZK/VvMzMxQu3ZtpWM2r/sAAOzs7NC6dWv8/PPPSs38e/fuRd26dRXft/Lj+Ndff821aVQb2r6/Q4cOhbGxseL+tWvXEB0djeHDhyv1JxswYACkUqnSY/ft24fKlSujUqVKSsdb06ZNAUBn319i4B6MemJnZwdA+KBq4tmzZzAyMlLqmQ8Abm5usLe3V/oiAKCU0ABQHLRlypRRuzzrPBZGRkYq7dAVKlQAAKW24N9//x3z58/HrVu3lNps1SUg5cqVU/vaNCkjLCwMRkZGapOlnDx79gzly5dXOdlUrlxZsT6zrO+bPPHJbZ6PZ8+eKSUBchUrVlS6HxoaCgCKL4es5MeF2EJDQ0FE2Q4bNjU1VbpfunRplX0olUo1Pn4AqDyXt7c3jIyMFMePpsd0o0aN0KVLF8yZMwfLly9H48aNERwcjN69eyv6wagjf3zWOFxcXFSGMoeGhuLOnTtwcXFRW1Z0dHS2zwMIHWt79OiBdevW4cWLFyhVqpQi8cma8Kqzfft2LF26FA8ePFBK6LL7zADA69evERsbiw0bNmQ7YjOnuGNiYpCamqq4b2lpqXJyy07Pnj0xceJE/Pnnn/jpp5/Qrl27bH+4JSUlYcGCBdi6dStevHihlBDExcWpbK/JZ/DevXuYPn06/vrrL8UPx+zKVHcsOzg44M6dO0rL8rIP5Hr06IH//e9/uHjxIurVq4ewsDBcv34dK1asUNpm06ZNGDJkCKZMmYJmzZqhc+fO6Nq1a47JcG60fX+zvp7sPiempqYq54DQ0FCEhITk+XOiT5zs6ImdnR3c3d1x9+5drR6n6URxmTN3TZZn/oBo6ty5c+jQoQM+/fRTrFu3DiVLloSpqSm2bt2qtrNm5l8geS1D18R8f9SR/6L78ccf4ebmprJeVyOoZDIZJBIJ/vzzT7Wv0cbGRum+Lo6f7I7d3I5p+bwtly5dwm+//YajR49i0KBBWLp0KS5duqQSe17IZDK0aNECkyZNUrtenujnpG/fvlizZg12796NiRMnYvfu3fD19cUnn3yS4+N27tyJAQMGIDg4GF999RVKlCgBY2NjLFiwAGFhYTnGLH/e/v37q90m80ierDp37qxUs9m/f3+N52gqWbIkGjdujKVLl+L8+fM5jsAaNWoUtm7dirFjxyIwMBBSqRQSiQQ9e/ZUW8OR2zEWGxuLRo0awc7ODnPnzoW3tzcsLCxw48YNTJ48WaVMTY7ZvO4Dufbt28PKygo///wz6tWrh59//hlGRkbo1q2bYhtLS0ucPXsWp06dwuHDh3HkyBHs3bsXTZs2xbFjx7KNMzfavr/qvoc1JZPJUK1aNSxbtkzt+qw/hgwJJzt61K5dO2zYsAEXL15UanJSx8PDAzKZDKGhoYpaCQCIiopCbGysYrimWGQyGZ48eaL0Jf/o0SMAUAxzPnDgACwsLHD06FGlX9hbt27V+Hk0LcPb2xsymQz379/P9eSRmYeHB+7cuQOZTKb060le1S3W++bh4aGotcns4cOHSve9vb0BCPOzNG/eXJTn1oS3tzeICOXKldPoxC2G0NBQpV+Rjx8/hkwmUxw/2h7TdevWRd26dfHNN99g165d6NOnD/bs2YMhQ4aofX7540NDQ5V+ob5+/VqlJsrb2xsJCQn52id16tSBt7c3du3ahRYtWuDevXv45ptvcn3c/v374eXlhYMHDyolfrNmzcrxcS4uLrC1tUVGRkae4l66dKnS+6DtMO/evXtjyJAhsLe3R5s2bbLdbv/+/ejfvz+WLl2qWJacnIzY2FitYwaA06dP4+3btzh48CA+/fRTxfLw8PA8lSePMS/7QM7a2hrt2rXDvn37sGzZMuzduxcNGzZUeU+NjIzQrFkzNGvWDMuWLcO3336LadOm4dSpU3k+9vL7/mb+nGSucU5LS0N4eDj8/PwUy7y9vXH79m00a9as0M3Qzn129GjSpEmwtrbGkCFDEBUVpbI+LCwMK1euBADFl0nmalEAigxbPoeHmNasWaO4TURYs2YNTE1N0axZMwDCLyaJRKI03PPp06f43//+p/FzaFpGcHAwjIyMMHfuXJVfKznVKrRp0waRkZHYu3evYll6ejpWr14NGxsbNGrUSONYc9KmTRtcunQJV65cUSx7/fo1fvrpJ6XtgoKCYGdnh2+//VZt/5OsQ2zF0rlzZxgbG2POnDkq7xcR4e3bt6I/59q1a5Xur169GgAUkzpqeky/e/dOJWZ5wpvTcNfmzZvD1NQUq1evVnp81ucDgO7du+PixYs4evSoyrrY2Fikp6dn+zyZ9enTBzdv3sSsWbMgkUjQu3fvXB8j/0WfOcbLly/j4sWLuT6uS5cuOHDggNoa4tyOpRo1aqB58+aKP22biLt27YpZs2Zh3bp1Oc4dZGxsrLL/Vq9erTJMXFPq3q/U1FSsW7cuT+VlV6Ym+yCzHj164OXLl9i0aRNu376NHj16KK2PiYlReYwmx3Fu8vv+1qxZEy4uLli/fr1Ss+a2bdtUEqbu3bvjxYsX2Lhxo0o5SUlJSExM1P4FFBCu2dEj+a/AHj16oHLlykozKF+4cAH79u1TXL/Hz88P/fv3x4YNGxTVuFeuXMH27dsRHByMJk2aiBqbhYUFjhw5gv79+6NOnTr4888/cfjwYUydOlXRXtu2bVssW7YMrVq1Qu/evREdHY21a9fCx8dHpT08O5qW4ePjg2nTpmHevHlo2LAhOnfuDHNzc1y9ehXu7u5YsGCB2vKHDRuGH374AQMGDMD169fh6emJ/fv34/z581ixYoXGHcRzM2nSJPz4449o1aoVxowZA2tra2zYsEFRsyRnZ2eH77//Hp999hkCAgLQs2dPuLi4ICIiAocPH0b9+vWVkkyxeHt7Y/78+fj666/x9OlTBAcHw9bWFuHh4fjll18wbNgwTJw4UdTnDA8PR4cOHdCqVStcvHgRO3fuRO/evRW/FDU9prdv345169ahU6dO8Pb2xvv377Fx40bY2dnlWKPg4uKCiRMnYsGCBWjXrh3atGmDmzdv4s8//1SacRoAvvrqKxw6dAjt2rXDgAEDUKNGDSQmJuKff/7B/v378fTpU5XHqNO3b1/MnTsXv/76K+rXr692sses2rVrh4MHD6JTp05o27YtwsPDsX79evj6+irNmK3OwoULcerUKdSpUwdDhw6Fr68vYmJicOPGDZw4cULtCVYsUqlUo+t0tWvXDj/++COkUil8fX1x8eJFnDhxAk5OTnl63nr16sHBwQH9+/fH6NGjIZFI8OOPP+arqTk/+0CuTZs2sLW1xcSJExWJaGbyS2C0bdsWHh4eiI6Oxrp161C6dGk0aNAgX7Hn5/01NTXF/Pnz8fnnn6Np06bo0aMHwsPDsXXrVpU+O5999hl+/vlnDB8+HKdOnUL9+vWRkZGBBw8e4Oeff8bRo0eV5hUyKAU38Itl59GjRzR06FDy9PQkMzMzsrW1pfr169Pq1auVhlGmpaXRnDlzqFy5cmRqakplypShr7/+WmkbImHoedu2bVWeBwCNGDFCaZl8yLV8LggiYei5tbU1hYWFKeZUcHV1pVmzZqkM+968eTOVL1+ezM3NqVKlSrR161a1c7yoe25tyyAi2rJlC/n7+5O5uTk5ODhQo0aN6Pjx44r1WYf1EgnztAwcOJCcnZ3JzMyMqlWrpjRUOrv3IXPsmYd6ZufOnTvUqFEjsrCwoFKlStG8efNo8+bNaoeHnzp1ioKCgkgqlZKFhQV5e3vTgAED6Nq1a7k+j5y28+wQER04cIAaNGhA1tbWZG1tTZUqVaIRI0bQw4cPFdtkHmKcmabHlfy579+/T127diVbW1tycHCgkSNHUlJSktJjNTmmb9y4Qb169aKyZcuSubk5lShRgtq1a6fRe5WRkUFz5syhkiVLkqWlJTVu3Jju3r1LHh4eSkPPiYRpAb7++mvy8fEhMzMzcnZ2pnr16tGSJUtynWcps1q1ahEAWrdundr1WY9RmUxG3377LXl4eJC5uTn5+/vT77//Tv379ycPDw+lx6o7FqOiomjEiBFUpkwZMjU1JTc3N2rWrBlt2LBB45g1kd1xkZm6oefv3r1TfP5sbGwoKCiIHjx4oLIP5EOjs04xIC8z8/QY58+fp7p165KlpSW5u7vTpEmTFNMgZN4uu5izvrfa7IOc9OnTRzF8PquTJ09Sx44dyd3dnczMzMjd3Z169eqlMt1BTtQNPc/v+yu3bt06KleuHJmbm1PNmjXp7Nmzar9PU1NT6bvvvqMqVaoovodr1KhBc+bMobi4OI1fS0GTEInU85IVGQMGDMD+/fs1/kXDWGazZ8/GnDlz8Pr1a41qQ5hmMjIyYGJignnz5mH69On6DoexQoX77DDGWCHw6tUrAOAEkrE84D47jDFm4Pbv348dO3ZAIpGI3j+PseKAkx3GGDNwkyZNgkQiwebNm1UmqmSM5Y777DDGGGOsSOM+O4wxxhgr0jjZYYwxxliRxn12IFwa4eXLl7C1tS10U2AzxhhjxRUR4f3793B3d8/xgqqc7AB4+fKlQV/AjDHGGGPZe/78OUqXLp3tek52AMUlA54/fw47Ozs9R8MYY4wxTcTHx6NMmTK5XvqHkx1A0XRlZ2fHyQ5jjDFWyOTWBYU7KDPGGGOsSONkhzHGGGNFGic7jDHGGCvSuM8OY4yxYi8jIwNpaWn6DoNlYWpqCmNj43yXw8kOY4yxYouIEBkZidjYWH2HwrJhb28PNze3fM2Dx8kOY4yxYkue6JQoUQJWVlY8sawBISJ8+PAB0dHRAICSJUvmuSxOdhhjjBVLGRkZikTHyclJ3+EwNSwtLQEA0dHRKFGiRJ6btLiDMmOMsWJJ3kfHyspKz5GwnMj3T376VHGywxhjrFjjpivDJsb+4WSHMcYYY0UaJzuMMcYYw6BBg1CqVCn89ddfGDJkCE6dOqXvkETDyQ5jjDFWyAwYMAASiQTDhw9XWTdixAhIJBIMGDBA4/LS09Nx8+ZN7N27F9OmTUNoaCjq168vYsT6xckOY3pEBDx7pu8oGGOFUZkyZbBnzx4kJSUpliUnJ2PXrl0oW7asVmWZmJjg5s2baNCgAS5evIgzZ87AzMxM7JD1hpMdxvRowQLA0xP4+Wd9R8IYK2wCAgJQpkwZHDx4ULHs4MGDKFu2LPz9/RXLjhw5ggYNGsDe3h5OTk5o164dwsLCFOufPn0KiUSCgwcPokmTJrCysoKfnx8uXryo2Obt27fo1asXSpUqBSsrK1SrVg27d+9Wiqdx48YYPXo0Jk2aBEdHR7i5uWH27NlK2yxbtgzVqlWDtbU1ypQpgy+//BIJCQkivzOqONlhTI8uXxb+37ih3zgYYwIiIDFRP39E2sc7aNAgbN26VXF/y5YtGDhwoNI2iYmJGD9+PK5du4aTJ0/CyMgInTp1gkwmU9pu2rRpmDhxIm7duoUKFSqgV69eSE9PByDUGNWoUQOHDx/G3bt3MWzYMHz22We4cuWKUhnbt2+HtbU1Ll++jEWLFmHu3Lk4fvy4Yr2RkRFWrVqFe/fuYfv27fjrr78wadIk7V+4tohRXFwcAaC4uDh9h8KKmYAAIoBo4EB9R8JY8ZOUlET379+npKQkxbKEBOEzqY+/hATNY+/fvz917NiRoqOjydzcnJ4+fUpPnz4lCwsLev36NXXs2JH69++v9rGvX78mAPTPP/8QEVF4eDgBoE2bNim2uXfvHgGgkJCQbGNo27YtTZgwQXG/UaNG1KBBA6VtatWqRZMnT862jH379pGTk1OOr1XdfpLT9PzNMygzpkf//iv8j4rSbxyMscLJxcUFbdu2xbZt20BEaNu2LZydnZW2CQ0NxcyZM3H58mW8efNGUaMTERGBqlWrKrarXr264rb80gzR0dGoVKkSMjIy8O233+Lnn3/GixcvkJqaipSUFJUJGTOXIS9HfrkHADhx4gQWLFiABw8eID4+Hunp6UhOTsaHDx90OrkjJzuM6UlqKiD/Dsj0XcAY0yMrK6AAupBk+9x5MWjQIIwcORIAsHbtWpX17du3h4eHBzZu3Ah3d3fIZDJUrVoVqampStuZmpoqbssn8pMnRosXL8bKlSuxYsUKRZ+bsWPH5liGvBx5GU+fPkW7du3wxRdf4JtvvoGjoyP+/vtvDB48GKmpqZzsMFYUvXz58TYnO4wZBokEsLbWdxTaadWqFVJTUyGRSBAUFKS07u3bt3j48CE2btyIhg0bAgD+/vtvrZ/j/Pnz6NixI/r27QtASIIePXoEX19fjcu4fv06ZDIZli5dCiMjocvwzwU0OoOTHcb0RN6EBQjJDpHwRcsYY9owNjZGSEiI4nZmDg4OcHJywoYNG1CyZElERERgypQpWj9H+fLlsX//fly4cAEODg5YtmwZoqKitEp2fHx8kJaWhtWrV6N9+/Y4f/481q9fr3UsecGjsRjTkxcvPt5OTtZf1TljrPCzs7ODnZ2dynIjIyPs2bMH169fR9WqVTFu3DgsXrxY6/KnT5+OgIAABAUFoXHjxnBzc0NwcLBWZfj5+WHZsmX47rvvULVqVfz0009YsGCB1rHkhYQoL4Pdipb4+HhIpVLExcWpPVgY04WlS4GJEz/ef/wY8PbWXzyMFTfJyckIDw9HuXLlYGFhoe9wWDZy2k+anr+5ZocxPcncjAVwvx3GGNMVTnYY05PMzVgAJzuMMaYrnOwwpifymh15f0JOdhhjTDc42WFMT+TJTuXKwn+eWJAxxnSDkx3G9CAjA3j1SrgdECD855odxhjTDU52GNOD6GggPR0wMgLks6tzssMYY7rByQ5jeiBvwnJzA9zdhduc7DDGmG5wssOYHshHYpUuDZQoIdzmZIcxxnSDkx3G9EBes8PJDmOM6R4nO4zpgTzZKVXqY7Lz5o3QcZkxxgzBtm3bYG9vr+8wRMHJDmN6kLkZy8lJuAAoEfD2rX7jYowZPolEkuPf7Nmz9R2iweGrnjOmB5mbsUxMhITnzRuhKUte08MYY+q8ks9bAWDv3r2YOXMmHj58qFhmY2OjVXmpqakwMzMTLT5DxDU7jOlB5mYsgPvtMMY05+bmpviTSqWQSCSK+4mJiejTpw9cXV1hY2ODWrVq4cSJE0qP9/T0xLx589CvXz/Y2dlh2LBhAIRmq7Jly8LKygqdOnXCWzVVzb/++isCAgJgYWEBLy8vzJkzB+np6QXyuvODkx3GChiRcjMWALi6Cv95FmXG9IwISE/Uzx9RvsNPSEhAmzZtcPLkSdy8eROtWrVC+/btERERobTdkiVL4Ofnh5s3b2LGjBm4fPkyBg8ejJEjR+LWrVto0qQJ5s+fr/SYc+fOoV+/fhgzZgzu37+PH374Adu2bcM333yT77h1jZuxGCtg794BSUnCba7ZYczAZHwAftauGUg03RMAE+t8FeHn5wc/Pz/F/Xnz5uGXX37BoUOHMHLkSMXypk2bYsKECYr7M2bMQKtWrTBp0iQAQIUKFXDhwgUcOXJEsc2cOXMwZcoU9O/fHwDg5eWFefPmYdKkSZg1a1a+4tY1rtlhrIDJm7CcnAALC+E2JzuMMTEkJCRg4sSJqFy5Muzt7WFjY4OQkBCVmp2aNWsq3Q8JCUGdOnWUlgUGBirdv337NubOnQsbGxvF39ChQ/Hq1St8+PBBNy9IJFyzw1gBy9qEBXCyw5jBMLYSalj09dz5NHHiRBw/fhxLliyBj48PLC0t0bVrV6SmpiptZ22tfQ1SQkIC5syZg86dO6uss5D/cjNQnOwwVsAyj8SS42SHMQMhkeS7KUmfzp8/jwEDBqBTp04AhATl6dOnuT6ucuXKuHz5stKyS5cuKd0PCAjAw4cP4ePjI1q8BYWTHcYKWNaRWAAnO4wxcZQvXx4HDx5E+/btIZFIMGPGDMhkslwfN3r0aNSvXx9LlixBx44dcfToUaX+OgAwc+ZMtGvXDmXLlkXXrl1hZGSE27dv4+7duyqdmQ0N99lhrIBxMxZjTFeWLVsGBwcH1KtXD+3bt0dQUBACAgJyfVzdunWxceNGrFy5En5+fjh27BimT5+utE1QUBB+//13HDt2DLVq1ULdunWxfPlyeHh46OrliEZCJMJYt0IuPj4eUqkUcXFxsLOz03c4rIhr1Qo4ehTYsgUYOFBY9vgxUL48YGMDvH+v3/gYKy6Sk5MRHh6OcuXKGXyfk+Isp/2k6fmba3YYK2A5NWMlJAAGPqiBMcYKHU52GCtg6pqxbG0Bc3PhNjdlMcaYuDjZYawAJSQAsbHC7czJjkTycRZlTnYYY0xcnOwwVoDktTo2NkDW5mXupMwYY7rByQ5jBUhdE5YcJzuM6QeP0zFsYuwfTnYYK0DqJhSU42SHsYJlamoKAAZ/qYPiTr5/5PsrL3hSQcYKkLqRWHKc7DBWsIyNjWFvb4/o/z50VlZWkEgkeo6KyRERPnz4gOjoaNjb28PY2DjPZXGyw1gB4mYsxgyLm5sbACgSHmZ47O3tFfsprzjZYawAcTMWY4ZFIpGgZMmSKFGiBNLS0vQdDsvC1NQ0XzU6cpzsMFaAONlhzDAZGxuLclJlhok7KDNWgOTNWNxnhzHGCg4nO4wVkNRUICpKuJ1bzY4GFylmjDGmIU52GCsgL18K/83MAGdn1fUuLsL/jAzg3buCi4sxxoo6TnYYKyCZm7DUjW41MwMcHITb3JTFGGPi4WSHsQKSU+dkOe63wxhj4tN6NFZ4eDjOnTuHZ8+e4cOHD3BxcYG/vz8CAwNhYWGhixgZKxI0TXYePuRkhzHGxKRxsvPTTz9h5cqVuHbtGlxdXeHu7g5LS0vExMQgLCwMFhYW6NOnDyZPngwPDw9dxsxYoZTTSCw5rtlhjDHxaZTs+Pv7w8zMDAMGDMCBAwdQpkwZpfUpKSm4ePEi9uzZg5o1a2LdunXo1q2bTgJmrLDiZizGGNMPjZKdhQsXIigoKNv15ubmaNy4MRo3boxvvvkGT58+FSs+xooMTnYYY0w/NEp2ckp0snJycoKTk1OeA2KsqOJmLMYY0w+tR2PduHED//zzj+L+r7/+iuDgYEydOhWpqamiBsdYUZGR8XGeHU1qduSTDzLGGMs/rZOdzz//HI8ePQIAPHnyBD179oSVlRX27duHSZMmaVXWggULUKtWLdja2qJEiRIIDg7Gw4cPlbZJTk7GiBEj4OTkBBsbG3Tp0gVRWc4EERERaNu2LaysrFCiRAl89dVXSE9P1/alMaYz0dFAejpgZATkdPFeV9eP2zPGGBOH1snOo0eP8MknnwAA9u3bh08//RS7du3Ctm3bcODAAa3KOnPmDEaMGIFLly7h+PHjSEtLQ8uWLZGYmKjYZty4cfjtt9+wb98+nDlzBi9fvkTnzp0V6zMyMtC2bVukpqbiwoUL2L59O7Zt24aZM2dq+9IY0xl5E5abG2CSQ+MxN2MxxpgOkJZsbW3p0aNHRETUvHlzWrFiBRERPXv2jCwsLLQtTkl0dDQBoDNnzhARUWxsLJmamtK+ffsU24SEhBAAunjxIhER/fHHH2RkZESRkZGKbb7//nuys7OjlJQUtc+TnJxMcXFxir/nz58TAIqLi8tX/Ixl55dfiACi2rVz3i4mRtgOIEpOLpDQGGOs0IqLi9Po/K11zU7NmjUxf/58/Pjjjzhz5gzatm0LQJhs0FVeB59HcXFxAABHR0cAwPXr15GWlobmzZsrtqlUqRLKli2LixcvAgAuXryIatWqKT13UFAQ4uPjce/ePbXPs2DBAkilUsVf1qH0jIlNk5FYAGBv/7Hm5/VrnYbEGGPFhtbJzooVK3Djxg2MHDkS06ZNg4+PDwBg//79qFevXp4DkclkGDt2LOrXr4+qVasCACIjI2FmZgZ7e3ulbV1dXREZGanYJmuSJb8v3yarr7/+GnFxcYq/58+f5zluxjShyUgsQLhmFjdlMcaYuLS+XET16tWVRmPJLV68GMbGxnkOZMSIEbh79y7+/vvvPJehKXNzc5ibm+v8eRiT07RmBxCSnZcvOdlhjDGxaJ3syF2/fh0hISEAAF9fXwQEBOQ5iJEjR+L333/H2bNnUTrT2cDNzQ2pqamIjY1Vqt2JioqC239DWtzc3HDlyhWl8uSjtdxyGvbCWAHSNtkBONlhjDGxaN2MFR0djSZNmqBWrVoYPXo0Ro8ejZo1a6JZs2Z4rWUnAyLCyJEj8csvv+Cvv/5CuXLllNbXqFEDpqamOHnypGLZw4cPERERgcDAQABAYGAg/vnnH0RnOjMcP34cdnZ28PX11fblMaYTmjZjAZzsMMaY2LROdkaNGoWEhATcu3cPMTExiImJwd27dxEfH4/Ro0drVdaIESOwc+dO7Nq1C7a2toiMjERkZCSSkpIAAFKpFIMHD8b48eNx6tQpXL9+HQMHDkRgYCDq1q0LAGjZsiV8fX3x2Wef4fbt2zh69CimT5+OESNGcFMVMwhEXLPDGGP6pHUz1pEjR3DixAlUrlxZsczX1xdr165Fy5YttSrr+++/BwA0btxYafnWrVsxYMAAAMDy5cthZGSELl26ICUlBUFBQVi3bp1iW2NjY/z+++/44osvEBgYCGtra/Tv3x9z587V9qUxphPv3gH/5e9a1ezwLMqMMSYOrZMdmUwGU1NTleWmpqaQyWRalUVEuW5jYWGBtWvXYu3atdlu4+HhgT/++EOr52asoMibsJycAAuL3LfnWZQZY0xcWjdjNW3aFGPGjMFL+YV+ALx48QLjxo1Ds2bNRA2OsaJAmyYsgJuxGGNMbFonO2vWrEF8fDw8PT3h7e0Nb29vlCtXDvHx8Vi9erUuYmSsUONkhzHG9EvrZqwyZcrgxo0bOHHiBB48eAAAqFy5stIsx4yxj7QZiQUoJztEwkSDjDHG8k7rZGfHjh3o0aMHWrRogRYtWiiWp6amYs+ePejXr5+oATJW2Glbs+PiIvxPTQXi4wGpVDdxMcZYcaF1M9bAgQMV17DK7P379xg4cKAoQTFWlGib7FhaAra2wm1uymKMsfzTOtkhIkjU1Kv/+++/kPJPUMZUaNuMBXC/HcYYE5PGzVj+/v6QSCSQSCRo1qwZTEw+PjQjIwPh4eFo1aqVToJkrDDTtmYHEJKdsDBOdhhjTAwaJzvBwcEAgFu3biEoKAg2NjaKdWZmZvD09ESXLl1ED5CxwiwxEYiNFW5rm+wAPLEgY4yJQeNkZ9asWQAAT09P9OjRAxaazI7GWDEnb8KysQHs7DR/HDdjMcaYeLQejdW/f39dxMFYkZSXJiyAZ1FmjDExaZ3sGBkZqe2gLJeRkZGvgBgrSvKa7HDNDmOMiUfrZOfgwYNKyU5aWhpu3ryJ7du3Y86cOaIGx1hhl5eRWAAnO4wxJiatkx15R+XMunbtiipVqmDv3r0YPHiwGHExViRwzQ5jjOmf1vPsZKdu3bo4efKkWMUxViRwssMYY/onSrKTlJSEVatWoZS2dfWMFXH5bcZ6+xZITxc3JsYYK260bsZycHBQ6rNDRHj//j2srKywc+dOUYNjrLDLa82OoyNgZATIZMCbN4Cbm/ixMcZYcaF1srNixQql+0ZGRnBxcUGdOnXg4OAgVlyMFXqpqR8nBdQ22TE2BpydhWas6GhOdhhjLD94nh3GdOTVK+G/mZmQuGirRAkh0eFZlBljLH+0TnYAIDY2FleuXEF0dDRkMpnSun79+okSGGOFnbwJq1QpIIepqbLFnZQZY0wcWic7v/32G/r06YOEhATY2dkp9d+RSCSc7DD2n7z215HjWZQZY0wcWo/GmjBhAgYNGoSEhATExsbi3bt3ir+YmBhdxMhYoZTXkVhyXLPDGGPi0DrZefHiBUaPHg0rKytdxMNYkZHfmh1OdhhjTBxaJztBQUG4du2aLmJhrEjhZIcxxgyD1n122rZti6+++gr3799HtWrVYGpqqrS+Q4cOogXHWGHGzViMMWYYtE52hg4dCgCYO3euyjqJRMJXPWfsP1yzwxhjhkHrZCfrUHPGmCqZDHj5UrjNyQ5jjOmXaBcCZYx9FB0tXNPKyCjvsx/Lk50PH4CEBPFiY4yx4kajmp1Vq1Zh2LBhsLCwwKpVq3LcdvTo0aIExlhhJm/CcnMDTPI0dSdgbQ1YWgJJSULyZGMjXnyMMVacaPQ1vHz5cvTp0wcWFhZYvnx5tttJJBJOdhhD/vvrAMKsy66uwNOnQrLj5SVKaIwxVuxolOyEh4ervc0YUy+/I7HkSpT4mOwwxhjLG+6zw5gOiFGzA3AnZcYYE4PWvQmICPv378epU6fUXgj04MGDogXHWGHFyQ5jjBkOrZOdsWPH4ocffkCTJk3g6uqqdCFQxphAzGYsgJMdxhjLD62TnR9//BEHDx5EmzZtdBEPY0UC1+wwxpjh0LrPjlQqhRcPC2EsW0Sc7DDGmCHROtmZPXs25syZg6SkJF3Ew1ihFxsrzI0DAO7u+SuLkx3GGMs/rZuxunfvjt27d6NEiRLw9PRUuRDojRs3RAuOscJIXqvj5CRMCpgf8mQnKip/5TDGWHGmdbLTv39/XL9+HX379uUOyoypIVYTFvAx2XnzBsjIAIyN818mY4wVN1onO4cPH8bRo0fRoEEDXcTDWKEn1kgsAHBxEf7LZEBMzMf7jDHGNKd1n50yZcrAzs5OF7EwViSIWbNjYiI0hwHcb4cxxvJK62Rn6dKlmDRpEp4+faqDcBgr/MRMdgDupMwYY/mldTNW37598eHDB3h7e8PKykqlg3JMTIxowTFWGInZjAUIyU5ICCc7jDGWV1onOytWrNBBGIwVHVyzwxhjhiVPo7EYY9njZIcxxgyLRn12EhMTtSpU2+0ZKyoSE4VJBQFxm7EATnYYYyyvNEp2fHx8sHDhQrx69SrbbYgIx48fR+vWrbFq1SrRAmSsMJH317GxAcQatMjJDmOM5Y9GzVinT5/G1KlTMXv2bPj5+aFmzZpwd3eHhYUF3r17h/v37+PixYswMTHB119/jc8//1zXcTNmkDI3YYk13ybPoswYY/mjUbJTsWJFHDhwABEREdi3bx/OnTuHCxcuICkpCc7OzvD398fGjRvRunVrGPMUr6wYE3skFsA1O4wxll9adVAuW7YsJkyYgAkTJugqHsYKNbE7JwOAq6vwn5MdxhjLG60nFWSMZU8XyY68Zuf9+49XU2eMMaY5TnYYE5EumrHs7AAzM+H269filcsYY8UFJzuMiUgXNTsSCffbYYyx/OBkhzER6SLZATjZYYyx/OBkhzGRpKZ+TEbEbMYCONlhjLH80PpyEQAQGxuLzZs3IyQkBABQpUoVDBo0CFKpVNTgGCtMXr0CiIT+Nc7O4pbNyQ5jjOWd1jU7165dg7e3N5YvX46YmBjExMRg2bJl8Pb2xo0bN3QRI2OFgrwJq1QpwEjkOlOeWJAxxvJO65qdcePGoUOHDti4cSNMTISHp6enY8iQIRg7dizOnj0repCMFQa6GIklxzU7jDGWd1onO9euXVNKdADAxMQEkyZNQs2aNUUNjrHCRFedkwGeWJAxxvJD68p2Ozs7REREqCx//vw5bG1tRQmKscJIl8kO1+wwxljeaZ3s9OjRA4MHD8bevXvx/PlzPH/+HHv27MGQIUPQq1cvXcTIWKHAzViMMWaYtG7GWrJkCSQSCfr164f09HQAgKmpKb744gssXLhQ9AAZKywKqmaHSLwrqjPGWHEgISLKywM/fPiAsLAwAIC3tzesrKxEDawgxcfHQyqVIi4uDnZ2dvoOhxVSHh5ARARw8SJQt664ZaekABYWwu2YGMDBQdzyGWOsMNL0/J3nAbJWVlaoVq0aqlWrludE5+zZs2jfvj3c3d0hkUjwv//9T2n9gAEDIJFIlP5atWqltE1MTAz69OkDOzs72NvbY/DgwUhISMjry2IsT2Qy4OVL4bYumrHMzQH5NFbclMUYY9rRqBmrc+fO2LZtG+zs7NC5c+cctz148KDGT56YmAg/Pz8MGjQo23JbtWqFrVu3Ku6bm5srre/Tpw9evXqF48ePIy0tDQMHDsSwYcOwa9cujeNgLL+io4H0dGF+HTc33TxHiRJAXJzwXBUr6uY5GGOsKNIo2ZFKpZD810lAzFmSW7dujdatW+e4jbm5OdyyOXuEhITgyJEjuHr1qmLY++rVq9GmTRssWbIE7u7uosXKWE7k/XXc3ABTU908R4kSQGgo1+wwxpi2NEp2MtesZL5dEE6fPo0SJUrAwcEBTZs2xfz58+Hk5AQAuHjxIuzt7ZXm92nevDmMjIxw+fJldOrUSW2ZKSkpSElJUdyPj4/X7YtgRZ4uR2LJ8SzKjDGWNwZ9IdBWrVphx44dOHnyJL777jucOXMGrVu3RkZGBgAgMjISJeRngP+YmJjA0dERkZGR2Za7YMECSKVSxV+ZMmV0+jpY0afLkVhyPPycMcbyRqOaHX9/f0UzVm7EvD5Wz549FberVauG6tWrw9vbG6dPn0azZs3yXO7XX3+N8ePHK+7Hx8dzwsPypSCSHZ5FmTHG8kajZCc4OFhxOzk5GevWrYOvry8CAwMBAJcuXcK9e/fw5Zdf6iRIOS8vLzg7O+Px48do1qwZ3NzcEJ3lmz89PR0xMTHZ9vMBhH5AWTs6M5YfBdmMxckOY4xpR6NkZ9asWYrbQ4YMwejRozFv3jyVbZ4/fy5udFn8+++/ePv2LUqWLAkACAwMRGxsLK5fv44aNWoAAP766y/IZDLUqVNHp7Ewlhk3YzHGmOHSegblffv24dq1ayrL+/bti5o1a2LLli0al5WQkIDHjx8r7oeHh+PWrVtwdHSEo6Mj5syZgy5dusDNzQ1hYWGYNGkSfHx8EBQUBACoXLkyWrVqhaFDh2L9+vVIS0vDyJEj0bNnTx6JxQoUJzuMMWa4tO6gbGlpifPnz6ssP3/+PCzkU7xq6Nq1a/D394e/vz8AYPz48fD398fMmTNhbGyMO3fuoEOHDqhQoQIGDx6MGjVq4Ny5c0pNUD/99BMqVaqEZs2aoU2bNmjQoAE2bNig7ctiLM+IuBmLMcYMmdY1O2PHjsUXX3yBGzduoHbt2gCAy5cvY8uWLZgxY4ZWZTVu3Bg5Xa3i6NGjuZbh6OjIEwgyvYqNBT58EG4XRLLz7h2QmgqYmenuuRhjrCjROtmZMmUKvLy8sHLlSuzcuROA0Jy0detWdO/eXfQAGTN08iYsJyfA0lJ3z+PgABgbAxkZwJs3ALfUMsaYZrROdgCge/funNgw9h95E5Yu++sAwqUoXFyAyEhhYkFOdhhjTDN5mlQwNjYWmzZtwtSpUxETEwNAmF/nhfxbn7FiRF6zo8smLDnut8MYY9rTumbnzp07aN68OaRSKZ4+fYohQ4bA0dERBw8eREREBHbs2KGLOBkzWAUxEkuOkx3GGNOe1jU748ePx4ABAxAaGqo0+qpNmzY4e/asqMExVhgUVDMWwLMoM8ZYXmid7Fy9ehWff/65yvJSpUrleD0qxooqbsZijDHDpnWyY25urvYq4Y8ePYKLi4soQTFWmHAzFmOMGTatk50OHTpg7ty5SEtLAwBIJBJERERg8uTJ6NKli+gBMmboCrIZi5MdxhjTntbJztKlS5GQkIASJUogKSkJjRo1go+PD2xtbfHNN9/oIkbGDFZiojDJH8DNWIwxZqi0Ho0llUpx/Phx/P3337hz5w4SEhIQEBCA5s2b6yI+xgyavFbHxgaws9P983Gywxhj2svTpIIA0KBBAzRo0EDMWBgrdDI3YUkkun++zMkOUcE8J2OMFXZ5SnauXr2KU6dOITo6GjKZTGndsmXLRAmMscKgIEdiAcIMygCQnAy8f18wtUmMMVbYaZ3sfPvtt5g+fToqVqwIV1dXSDL9tJTwz0xWzBTkSCwAsLYW/hIThdodTnYYYyx3Wic7K1euxJYtWzBgwAAdhMNY4VKQI7HkXF2BJ0+EZMfHp+CelzHGCiutR2MZGRmhfv36uoiFsUKnoJuxAO6kzBhj2tI62Rk3bhzWrl2ri1gYK3QKuhkL4GSHMca0pXUz1sSJE9G2bVt4e3vD19cXpqamSusPHjwoWnCMGTp9NGNxssMYY9rROtkZPXo0Tp06hSZNmsDJyYk7JbNiKzUViIoSbnMzFmOMGS6tk53t27fjwIEDaNu2rS7iYazQePVKmOvGzAxwdi645+VkhzHGtKN1nx1HR0d4e3vrIhbGChV5E1apUoCR1p+kvONkhzHGtKP1V/Ts2bMxa9YsfPjwQRfxMFZo6GMkFvAx2ZE3oTHGGMuZ1s1Yq1atQlhYGFxdXeHp6anSQfnGjRuiBceYIdPHSCyAa3YYY0xbWic7wcHBOgiDscJHHyOxgI/Jztu3QHo6YJLnK9wxxljxoPXX5KxZs3QRB2OFjr6asZydhQuAEgkJj6trwT4/Y4wVNnn+TXj9+nWEhIQAAKpUqQJ/f3/RgmKsMNBXM5axsZDwvH4tNGVxssMYYznTOtmJjo5Gz549cfr0adjb2wMAYmNj0aRJE+zZswcu8ssyM1bE6asZCxCasuTJDmOMsZxpPRpr1KhReP/+Pe7du4eYmBjExMTg7t27iI+Px+jRo3URI2MGRyZTHnpe0LiTMmOMaU7rmp0jR47gxIkTqFy5smKZr68v1q5di5YtW4oaHGOGKjpa6BxsZAS4uRX883OywxhjmtO6Zkcmk6kMNwcAU1NTyGQyUYJizNDJa3Xc3AA1Hwed42SHMcY0p3Wy07RpU4wZMwYvX75ULHvx4gXGjRuHZs2aiRocY4ZKXyOx5DjZYYwxzWmd7KxZswbx8fHw9PSEt7c3vL29Ua5cOcTHx2P16tW6iJExg6OvkVhyPIsyY4xpTus+O2XKlMGNGzdw4sQJPHjwAABQuXJlNG/eXPTgGDNU+hyJBXDNDmOMaUOrZCctLQ2Wlpa4desWWrRogRYtWugqLsYMGjdjMcZY4aFVM5apqSnKli2LjIwMXcXDWKGg72Ys+USCnOwwxljutO6zM23aNEydOhUxMTG6iIexQsFQmrESE4U/xhhj2dO6z86aNWvw+PFjuLu7w8PDA9bW1krr+arnrKgj0n8zlo0NYGEBJCcLMyln+RgyxhjLROtkp2PHjpBIJLqIhbFCITYW+PBBuK2vZEciEWp3IiKEpixPT/3EwRhjhYHWyc7s2bN1EAZjhYe8CcvJCbC01F8cmZMdxhhj2dO4z05iYiK++OILlCpVCi4uLujZsydev36ty9gYM0j6bsKS4xFZjDGmGY2TnRkzZuDHH39Eu3bt0Lt3b/z1118YNmyYLmNjzCDpeySWHE8syBhjmtG4GeuXX37B1q1b0a1bNwBAv379ULduXaSnp8PEROvWMMYKLX2PxJLjmh3GGNOMxjU7//77L+rXr6+4X6NGDZiamipdI4ux4oCbsRhjrHDRONlRd7VzExMTnmCQFTuG1ozFyQ5jjOVM4/YnIkKzZs2Umqw+fPiA9u3bw8zMTLGM59lhRZ2hNGPxLMqMMaYZjZOdWbNmqSzr2LGjqMEwVhhwMxZjjBUuEiIifQehb/Hx8ZBKpYiLi4OdnZ2+w2EG7MOHj7MVx8YCUqn+Ynn5Uki4jI2B1FTASOuLvzDGWOGm6fmbvx4Z04K8CcvGBtB3XuzsLPzPyADevdNvLIwxZsg42WFMC+Hhwv8yZYRLNuiTmRng4CDc5qYsxhjLHic7jGnhwQPhf8WK+o1DjvvtMMZY7jjZYUwLDx8K/ytV0m8ccjyLMmOM5S5fyU5ycrJYcTBWKMhrdgwt2eGaHcYYy57WyY5MJsO8efNQqlQp2NjY4MmTJwCEa2dt3rxZ9AAZMyTymh1uxmKMscJD62Rn/vz52LZtGxYtWqQ0mWDVqlWxadMmUYNjzJC8f/9xNJahJDs8sSBjjOVO62Rnx44d2LBhA/r06QNjY2PFcj8/PzyQ1/EzVgQ9eiT8L1Hi4ygofeOaHcYYy53Wyc6LFy/g4+OjslwmkyEtLU2UoBgzRIbWXwfgZIcxxjShdbLj6+uLc+fOqSzfv38//P39RQmKMUNkaP11AE52GGNMExpfG0tu5syZ6N+/P168eAGZTIaDBw/i4cOH2LFjB37//XddxMiYQeCaHcYYK5y0rtnp2LEjfvvtN5w4cQLW1taYOXMmQkJC8Ntvv6FFixa6iJExg2DINTtxcUBKin5jYYwxQ8UXAgVfCJTlTiYTLgCanAw8fgx4e+s7IgGRcNmI9HQgIkK4jAVjjBUXfCFQxkQUESEkOmZmgKenvqP5SCLhpizGGMuNRsmOo6Mj3rx5AwBwcHCAo6Njtn9ly5ZF69atcefOHZ0GzlhBkvfXKV8eyDTjgkHgZIcxxnKmUQfl5cuXw9bWFgCwYsWKHLdNSUnBH3/8gYEDB+L69ev5DpAxQ2CI/XXkONlhjLGcaZTs9O/fX+3t7LRu3Ro1atTIdbuzZ89i8eLFuH79Ol69eoVffvkFwcHBivVEhFmzZmHjxo2IjY1F/fr18f3336N8+fKKbWJiYjBq1Cj89ttvMDIyQpcuXbBy5UrY2Nho8tIY04ghjsSS41mUGWMsZzrps1OmTBlEa/DNm5iYCD8/P6xdu1bt+kWLFmHVqlVYv349Ll++DGtrawQFBSldgLRPnz64d+8ejh8/jt9//x1nz57FsGHDRHstjAFcs8MYY4WZ1vPsZGRkYPny5fj5558RERGB1NRUpfUxMTEal9W6dWu0bt1a7ToiwooVKzB9+nR07NgRgHCpCldXV/zvf/9Dz549ERISgiNHjuDq1auoWbMmAGD16tVo06YNlixZAnd3d21fHmNqGXLNDic7jDGWM61rdubMmYNly5ahR48eiIuLw/jx49G5c2cYGRlh9uzZogUWHh6OyMhING/eXLFMKpWiTp06uHjxIgDg4sWLsLe3VyQ6ANC8eXMYGRnh8uXL2ZadkpKC+Ph4pT/GshMfD7x6Jdzmmh3GGCt8tE52fvrpJ2zcuBETJkyAiYkJevXqhU2bNmHmzJm4dOmSaIFFRkYCAFzlHRL+4+rqqlgXGRmJEvJv+v+YmJjA0dFRsY06CxYsgFQqVfyV4clJWA7kTVhuboBUqt9Y1OFkhzHGcqZ1shMZGYlq1aoBAGxsbBAXFwcAaNeuHQ4fPixudDry9ddfIy4uTvH3/PlzfYfEDJgh99cBONlhjLHcaJ3slC5dGq/+q9P39vbGsWPHAABXr16Fubm5aIG5ubkBAKKiopSWR0VFKda5ubmpdIROT09HTEyMYht1zM3NYWdnp/THWHYMub8OoJzs8HzojDGmSutkp1OnTjh58iQAYNSoUZgxYwbKly+Pfv36YdCgQaIFVq5cObi5uSmeCxCmhb58+TICAwMBAIGBgYiNjVWaz+evv/6CTCZDnTp1RIuFFW+GXrPj4iL8T00VrpHFGGNMmdajsRYuXKi43aNHD5QtWxYXL15E+fLl0b59e63KSkhIwOPHjxX3w8PDcevWLcVMzGPHjsX8+fNRvnx5lCtXDjNmzIC7u7tiLp7KlSujVatWGDp0KNavX4+0tDSMHDkSPXv25JFYTDSGXrNjaQnY2gLv3wu1O/b2+o6IMcYMi14vBHr69Gk0adJEZXn//v2xbds2xaSCGzZsQGxsLBo0aIB169ahQoUKim1jYmIwcuRIpUkFV61apdWkgnwhUJadjAzhAqApKUBYGODlpe+I1PPxEeI7dw5o0EDf0TDGWMHQ9PytUbJz6NAhtG7dGqampjh06FCO23bo0EH7aPWMkx2WnSdPhCucm5sDiYmGd10sufr1gQsXgAMHgM6d9R0NY4wVDE3P3xo1YwUHByuGeWe+nENWEokEGRkZWgfLmKEy5AuAZsYjshhjLHsaJTsymUztbcaKOnnnZEPtryPHyQ5jjGVP49FYXbt2xZEjR6DHLj6MFThD75wsx8kOY4xlT+Nk5927d2jbti3Kli2LmTNn4smTJ7qMizGDYOjDzuU42WGMsexpnOycPHkST548weDBg7Fz506UL18eTZs2xa5du5CSkqLLGBnTG67ZYYyxwk+rSQU9PDwwe/ZsPHnyBMePH4e7uzuGDh2KkiVLYsSIEUqT+zFW2MXGAvIJvDPNdmCQ5MlOlgnHGWOMIQ8zKMs1bdoUO3fuRGRkJBYsWIA9e/bwrMWsSJE3Ybm7A4Y+IwHX7DDGWPa0nkE5s/DwcGzbtg3btm1DXFwcmjdvLlZcjOldYemvA3xMdmJigLQ0wNRUv/Ewxpgh0bpmJzk5GTt37kTTpk1Rvnx57NixA4MHD0Z4eDiOHDmiixgZ04vC0l8HAJycAKP/Ps1v3ug3FsYYMzQa1+xcuXIFW7Zswd69e5GcnIxOnTrhyJEjaNasGSQSiS5jZEwvClPNjpGRcEHQqCihKatkSX1HxBhjhkPjZKdu3brw8/PDvHnz0KdPHzg4OOgyLsb0rjDV7ABCU5Y82WGMMfaRxsnOtWvXEBAQoMtYGDMY6enA48fC7cJQswNwJ2XGGMuOxn12ONFhxcnTp0BqKmBhAZQtq+9oNMPJDmOMqZfnoeeMFWXy/joVKnzs+GvoONlhjDH18jX0nLGiqrD11wHEm1gwIwP45x/g/HkgJARo3hzo2BHgcQiMscKKkx3G1ChMI7Hk8lqz8/49cPmykNycPw9cuiQsk1u7FmjUCFi+HPD3Fy9exhgrKHlKdtLT03H69GmEhYWhd+/esLW1xcuXL2FnZwcbGxuxY2SswBXmmp3ckp2IiI+JzfnzwJ07gEymvI2tLRAYKPRX2rkTOHMGqFEDGDgQmD+fh7YzxgoXrZOdZ8+eoVWrVoiIiEBKSgpatGgBW1tbfPfdd0hJScH69et1ESdjBaqo1OykpwO3bwtJzYULwv9//1V9rIcHUL/+x7+qVQFjY2HdjBnAlCnA7t3Ali3A3r3A1KnAuHGApaXuXxdjjOWXhIhImwcEBwfD1tYWmzdvhpOTE27fvg0vLy+cPn0aQ4cORWhoqK5i1Zn4+HhIpVLExcXBztAvgsR07t07wNFRuP3+PVBYKivDwwEvL8DcHJg0SUhsLl8GEhOVtzM2Fpqj5IlNvXpAqVK5l3/xopDgXL4s3C9bFvjuO6BHD+7PwxjTD03P31rX7Jw7dw4XLlyAmZmZ0nJPT0+8ePFC+0gZMzDyWp1SpQpPogN8rNlJSQHmzfu4XCoVEhp5clOrFmBtrX35gYFC7dCePUJNT0QE0KsXsHq10J+ndm1xXgdjjIlN62RHJpMhIyNDZfm///4LW1tbUYJiTJ8KY38dQEhgBgwQEpI6dT4mN76+4g2fNzICevcGgoOBpUuBhQs/Pl/fvsCCBUDp0uI8F2OMiUXrr8CWLVtixYoVivsSiQQJCQmYNWsW2rRpI2ZsjOlFYeyvI7d1qxD/jh3A558LfW90MU+QlZXQl+fRI6B/f2HZzp3CvESzZqk2nTHGmD5p/TW4dOlSnD9/Hr6+vkhOTkbv3r0VTVjfffedLmJkrEAV1podfShVCti2Dbh6FWjQAEhKAubOFZKeH39UHeXFGGP6oHUHZUAYer5nzx7cuXMHCQkJCAgIQJ8+fWBZSIdmcAdllpmvrzCZ3tGjQMuW+o6m8CACDhwAvvpKuNwGANSsCaxYITSnMcaY2DQ9f+cp2SlqONlhcunpQhNNWhrw7FnhuS6WIUlOBlauBL755uPkhN27CyO3PD31GhpjrIgRNdk5dOiQxk/coUMHjbc1FJzsMLnQUKEJxtISSEgoPNfFMkRRUUK/nk2bhFofc3Oh1mfOHH5fGWPiEDXZMcryzSSRSJD1YZL/JtpQN1LL0HGyw+R++w3o0AH45BPg5k19R1M03L4NjB8P/PWXcH/jRmDIEP3GxBgrGjQ9f2v0+0omkyn+jh07hk8++QR//vknYmNjERsbiz///BMBAQE4cuSIaC+AMX0ozCOxDJWfH3DihFCjAwjD09PT9RsTY6x40boyeezYsVi5ciWCgoJgZ2cHOzs7BAUFYdmyZRg9erQuYmSswPBILN2QSIAJEwBnZ+DJE2DXLn1HxBgrTrROdsLCwmBvb6+yXCqV4ql8CAZjhZS8ZoeTHfFZWwsJDyB0Xi6ELd6MsUJK62SnVq1aGD9+PKKiohTLoqKi8NVXX6E2zxfPCjl5zQ43Y+nGiBGAg4MwGeG+ffqOhjFWXGid7GzZsgWvXr1C2bJl4ePjAx8fH5QtWxYvXrzA5s2bdREjYwXi7VvgzRvhdoUK+o2lqLK1BcaOFW7Pn8+TDjLGCkae5tkhIhw/fhwP/vsZXLlyZTRv3lwxIquw4dFYDBCu8VS/PlCmjHCRS6YbsbGAhwcQHy9MQti5s74jYowVVjq76jkgDDNv2bIlWvL0sqwI4c7JBcPeHhg1Sui3M38+0KmT0IGZMcZ0haf2Yuw/POy84IwdK3RYvnkTOHxY39Ewxoo6TnYY+w/X7BQcZ2fgyy+F2/PmCTMsM8aYrnCyw9h/uGanYE2YIFyW48oV4PhxfUfDGCvKONlhDMKFP8PChNtcs1MwXF2BYcOE21y7wxjTpTyNxsrIyMD//vc/hISEAACqVKmCDh06wNjYWPQACwKPxmIPHwpJjrW1cKVu7jBbMF68ALy8gNRU4NQpoHFjfUfEGCtMRL02VmaPHz+Gr68v+vXrh4MHD+LgwYPo27cvqlSpgjD5T2PGCpnMkwlyolNwSpUCBg8Wbs+bp99YGGNFl9bJzujRo+Hl5YXnz5/jxo0buHHjBiIiIlCuXDm+NhYrtLi/jv5MngyYmAhXRb9wQd/RMMaKIq2TnTNnzmDRokVwdHRULHNycsLChQtx5swZUYNjrKDwSCz98fAA+vcXbnPtDmNMF7ROdszNzfH+/XuV5QkJCTAzMxMlKMYKGtfs6NfXXwPGxsCRI8DVq/qOhjFW1Gid7LRr1w7Dhg3D5cuXQUQgIly6dAnDhw9Hhw4ddBEjYzrHNTv65e0N9O4t3J4/X7+xMMaKHq2TnVWrVsHb2xuBgYGwsLCAhYUF6tevDx8fH6xcuVIXMTKmU2/eADExwu3y5fUbS3E2darQOfzQIeD2bX1HwxgrSrS+Npa9vT1+/fVXhIaGIiQkBBKJBJUrV4aPj48u4mNM5+S1Oh4egJWVfmMpzipVArp3B/buFWp39u3Td0SMsaIiTxcCBYDy5csrEpzCerVzxgDur2NIpk0Tkp0DB4D79wFfX31HxBgrCvI0g/LmzZtRtWpVRTNW1apVsWnTJrFjY6xAcH8dw1GtmnAVdCLhquiMMSYGrZOdmTNnYsyYMWjfvj327duHffv2oX379hg3bhxmzpypixgZ0ymu2TEs06cL//fsAUJD9RsLY6xo0PpyES4uLli1ahV69eqltHz37t0YNWoU3rx5I2qABYEvF1G8VaggnFRPngSaNtV3NAwA2rUDDh8GBgwAtm7VdzSMMUOls8tFpKWloWbNmirLa9SogfT0dG2LY0yvUlOBJ0+E21yzYzhmzBD+//gjEB6u31gYY4Wf1snOZ599hu+//15l+YYNG9CnTx9RgmKsoISFARkZgI0N4O6u72iYXJ06QIsWwr5ZuFDf0TDGCrs8jcbavHkzjh07hrp16wIALl++jIiICPTr1w/jx49XbLds2TJxomRMRzL31+FBhYZlxgzg+HGhGWv6dKBMGX1HxBgrrLROdu7evYuAgAAAUFzl3NnZGc7Ozrh7965iOx6OzgoDHolluBo2BBo1As6cARYtAlav1ndEjLHCSutk59SpU7qIgzG94JFYhm3GDCHZ2bhRmGG5ZEl9R8QYK4zyNM8OY0UF1+wYtqZNgcBAICUFWLJE39EwxgorrYeeJycnY/Xq1Th16hSio6Mhk8mU1t+4cUPUAAsCDz0vnogAJyfg3Tvgzh1hQjtmeP78E2jTRriUx9OngIuLviNijBkKTc/fWjdjDR48GMeOHUPXrl1Ru3Zt7pvDCq3Xr4VERyIB+NJuhqtVK6BmTeDaNWDZMmDBAn1HxBgrbLSu2ZFKpfjjjz9Qv359XcVU4Lhmp3g6dw749FOgXLmPc+0ww3ToENCxozBFwLNngKOjviNijBkCnU0qWKpUKdja2uYrOMYMgby/DndONnzt2wN+fkBCArBypb6jYYwVNlonO0uXLsXkyZPx7NkzXcTDWIGRj8TizsmGTyL5eM2slSuBuDj9xsMYK1y0TnZq1qyJ5ORkeHl5wdbWFo6Ojkp/jBUWXLNTuHTuDPj6ConOmjX6joYxVpho3UG5V69eePHiBb799lu4urrqtIPy7NmzMWfOHKVlFStWxIP/zlLJycmYMGEC9uzZg5SUFAQFBWHdunVwdXXVWUys6OBh54WLkREwbRrQpw+wfDkwZozQh4cxxnKjdbJz4cIFXLx4EX5+frqIR0WVKlVw4sQJxX0Tk48hjxs3DocPH8a+ffsglUoxcuRIdO7cGefPny+Q2FjhlZLy8QKTXLNTePToAcyeLVyl/vvvga++0ndEjLHCQOtmrEqVKiEpKUkXsahlYmICNzc3xZ+zszMAIC4uDps3b8ayZcvQtGlT1KhRA1u3bsWFCxdw6dKlAouPFU6PHwMyGWBnB7i56TsapiljY2EmZUCYZPDDB/3GwxgrHLROdhYuXIgJEybg9OnTePv2LeLj45X+xBYaGgp3d3d4eXmhT58+iIiIAABcv34daWlpaN68uWLbSpUqoWzZsrh48WKOZaakpOg8bmbY+AKghVefPoCnJxAdLVxGgjHGcqN1stOqVStcvHgRzZo1Q4kSJeDg4AAHBwfY29vDwcFB1ODq1KmDbdu24ciRI/j+++8RHh6Ohg0b4v3794iMjISZmRns7e2VHuPq6orIyMgcy12wYAGkUqnirwxfTrnY4f46hZepKfD118LtRYuA5GT9xsMYM3wGfSHQ1q1bK25Xr14dderUgYeHB37++WdYWlrmudyvv/4a48ePV9yPj4/nhKeY4QuAFm79+wOrVgkTDaan6zsaxpih0zrZadSokS7i0Ii9vT0qVKiAx48fo0WLFkhNTUVsbKxS7U5UVBTccumEYW5uDnNzcx1HywwZ1+wUbubmwvXMjPhSxowxDeTpq+LcuXPo27cv6tWrhxcvXgAAfvzxR/z999+iBpdVQkICwsLCULJkSdSoUQOmpqY4efKkYv3Dhw8RERGBwMBAncbBCjcirtkpCjjRYYxpSuuviwMHDiAoKAiWlpa4ceMGUlJSAAijo7799ltRg5s4cSLOnDmDp0+f4sKFC+jUqROMjY3Rq1cvSKVSDB48GOPHj8epU6dw/fp1DBw4EIGBgahbt66ocbCiJSpKmJjOyIgvAMoYY8WB1snO/PnzsX79emzcuBGmpqaK5fXr18eNGzdEDe7ff/9Fr169ULFiRXTv3h1OTk64dOkSXFxcAADLly9Hu3bt0KVLF3z66adwc3PDwYMHRY2BFT3yWh1PT8DCQq+hMMYYKwBa99l5+PAhPv30U5XlUqkUsbGxYsSksGfPnhzXW1hYYO3atVi7dq2oz8uKNu6vwxhjxYvWNTtubm54/PixyvK///4bXl5eogTFmC5xfx3GGCtetE52hg4dijFjxuDy5cuQSCR4+fIlfvrpJ0ycOBFffPGFLmJkTFRcs8MYY8WL1s1YU6ZMgUwmQ7NmzfDhwwd8+umnMDc3x8SJEzFq1ChdxMiYqLhmhzHGihcJEVFeHpiamorHjx8jISEBvr6+sCnElx+Oj4+HVCpFXFwc7Ozs9B0O06HkZMDKShh+HhkJuLrqOyLGGGN5pen5W+uaHTkzMzP4+vrm9eGM6cXjx0KiI5UCJUroOxrGGGMFQaNkp3Pnzti2bRvs7OzQuXPnHLflod/MkGXur8MXAGWMseJBo2RHKpVC8t+ZQSqV6jQgxnSJ++swxljxo1Gys3XrVsydOxcTJ07E1q1bdR0TYzrDI7EYY6z40Xjo+Zw5c5CQkKDLWBjTOXnNDic7jDFWfGic7ORx0BZjBoPoY80ON2MxxljxodWkghLu0ckKschI4P17wNgY8PbWdzSMMcYKilZDzytUqJBrwhMTE5OvgBjTFXmtTrlygLm5fmNhjDFWcLRKdubMmcOjsVihxf11GGOseNIq2enZsydK8ExsrJDi/jqMMVY8adxnh/vrsMKOa3YYY6x44tFYrNjgmh3GGCueNG7GkslkuoyDMZ1KSgKePRNuc80OY4wVL1oNPWessAoNFebZcXAAnJ31HQ1jjLGCxMkOKxYy99fh7meMMVa8cLLDigXur8MYY8UXJzusWOCRWIwxVnxxssOKBa7ZYYyx4ouTHVbkEXHNDstF0ivg2hggLUHfkTDGdICTHVbkvXwJJCQIFwD18tJ3NMwgXRoEPFoF/OkPvL2q72gYYyLjZIcVefImLG9vwMxMv7EwA+U7BbAqAyQ8Bo7VA+4tAGQZ+o6KMSYSTnZYkSdvwuL+Oixbro2ANreBst0BSgduTwX+agYkPtd3ZIwxEXCyw4o8ec0O99dhOTJzAOrvAepuA0xsgOgzwB/VgYh9+o6MMZZPnOywIi0jA7h2TbjNNTssVxIJ4NUfaH0TcKoNpMUCf3cX+vSkvdd3dIyxPOJkhxVZ794B7doBFy8K57DAQH1HxAoNWx+gxd9AlemAxAh4slXovPzmir4jY4zlASc7rEi6fx+oXRs4cgSwtAR27wZ8ffUdFStUjEwBv3lAs9OAVVkgIQw4Xg+4+w13XmaskOFkhxU5v/4K1KkDPH4MeHgAFy4APXroOypWaJVoKHRe9ugJUAZwZzpwsgmQGKHvyBhjGuJkhxUZMhkwdy4QHCzMq9O4MXD1KvDJJ3oOjBV+ZvZAvV1A4A7AxBZ4fU7ovPxsr74jY4xpgJMdViS8fw907QrMmiXcHzUKOHYMcHHRb1ysCJFIgHKfAW1uAU51gbQ44HxP4GJ/7rzMmIHjZIcVemFhQufjX34RJg3csgVYtQowNdV3ZKxIsvECWpwDqs4UOi+H7wD+/AR4c0nfkTHGssHJDivUjh8HatUC7t0DSpYEzpwBBg7Ud1SsyDMyAarPAZqfBaw9gIQnwPEGwD/zuPMyYwaIkx1WKBEBS5cCrVoJQ8zr1BHm06lbV9+RsWLFpT7Q+jbg0VvovPzPTOBkYyDhqb4jY4xlwskOK3SSkoB+/YCJE4VOyQMHAqdPA+7u+o6MFUtmUqD+T0Dgzv86L/8N/OkHhG0BMlL0HR1jDJzssEImIgJo0ADYuVO4ivnq1cDmzYCFhb4jY8VeuT7CEHXnekBaPHB5MPCLO3BtFBBzQ6iOZIzpBSc7rNA4d07on3PjBuDkJPTXGTlSGCTDmEGwKQc0PwN8shCwLAWkxgCP1gBHagidmB+sAJJf6ztKxoodCRH/3IiPj4dUKkVcXBzs7Oz0HQ5TY/16YTh5erowb84vvwCenvqOirEcyDKAyBPCpSb+/R8g+69Jy8gUcG8HeA0E3FsLnZ0ZY3mi6fmbkx1wsmPIUlOFJGfDBuF+jx7C0HIrK/3GxZhWUt8BT3cLiU/MtY/LLVyFuXu8BgJSvp4JY9riZEcLnOwYpshIoEsX4XIPEgmwYAEwaRI3W7FCLvYf4Mk2IPxHICVTk5ZTHSHp8egpdHpmjOWKkx0tcLJjeK5eBTp1Al68AKRSYNcuoE0bfUfFmIhkacCLw0Jtz8vDwtB1ADC2AEp3BrwHAq5NhYkLGWNqcbKjBU52Cl5KCvDvv8Loqsx/z54J/8PChP45lSoJF/asUEHfETOmQ0lRwNOdQuITd+/jcquygFd/wGuAMHMzY0wJJzta4GRHXETA27eqCUzmv8jI3Mvp0AH48UeAdwkrNoiEPj1Ptgp9fNJiP65zqQ+U7QmU7QpYuuktRMYMCSc7WuBkJ+8+fBAu0XD8OHD37sdkJikp98daWgIeHkDZsqp/np5AuXI6D58xw5WRDDz/n5D4RB4H8N9XtcQIKNFE6NtTpjNg7qjPKBnTK052tMDJjuaIgDt3hCuKHz0qzH2Tmqp+25Il1Scy8j8nJ+5szJhGPrwAIvYBz/YAby9/XC4xAUoGCYlP6Q6AKX9/seKFkx0tcLKTs6gooebm2DHhLypKeX3ZskBQkHDlcU9P4X7p0oC5uV7CZaxoS3gCPPtZSHxib39cbmwBuLcVEh/3NoAJz8/Aij5OdrTAyY6ylBTg/PmPtTe3bimvt7ICmjQREpyWLYXOw1xDw5gexIUAz/YCz3YD7x99XG5iA5TuKCQ+bi0BYzP9xciYDnGyo4XinuwQAQ8ffkxuTp8W+uJk5u//MbmpV49rbRgzKERCLc+zPcJf4rOP60ztgbJdhMSnRGOesZkVKZzsaMEQkh0iIC4OeP0aePPm4/+st2UywMxMnL/4eODECSHJiYhQjsfVVUhsgoKAFi2AEiX08rYwxrRFJPTrebYHiPgZSHr1cZ1FCaBMN6BMJ8CusjCqi+fxYYUYJzta0FWy8+IFEB2tPmnJevvtW2FeGX0xMwM+/VRIcFq2BKpX56Ypxgo9WQbw+pyQ+DzfD6S8VV5vbCHM32PtJfy38QJsvf9bVg4wsdRP3IxpiJMdLegq2fHwUK0xyY2NDeDsDLi4KP+X/5mYCKOf8vKXlqZ838gIqF9fSG4aNeLrTTFWpMnSgMiTQv+e6LPAh+cfZ23OjmXJ/5Ig74/JkPy+hSv/IirOiITpEdLigbQ49f9T44D0//6nxQO11gLmTqKGoen5mxtvdahkSSGpyJq0ZHfb2RmwsNB31IyxIsnIFHBvJfwBQvKTGCGM7kp4AiSEKd9OixeawJJeAa/Pq5ZnbPkx+bFwFYa9m9oBJrb/3bbN/j53mM4/ImEfylIBWcp//1OBjFSA0jKty/z/v9uUlmm7LOsU/1P/S1xySGZkadrFXG226MmOpjjZ0aGLF/mHD2PMQBmZCk1Wtt6q64iA1JhMyU+WZOjDcyAjSbi0RebLW2j83ObZJER2wkgyIzMhPvmfxFTNfZMc1mW+bwyQDAAJrwuk5naW9eq2U2yTAVA6IEsX/lPGx9uKZekaLMv4L+lI+ZiwKN2WJzGZb6cqb2MQJB/3o6n0vz+7j//NpIDJf//NnfUWJSc7OsSJDmOsUJJIhF/g5k6AUy3V9RmpwoivhCdA4hMg+Q2Q/v6/X/3//c98P/2//xn/Ta0uSxGu+J75qu8sfyRG/yWJZpmSvsxJY6blxmaZkkKzLP9NP5ZjYiskKZmTl8wJjZlUSE4LQSd3TnYYY4xpx9gMsCsv/GlDlgakJygnRZmTIfl9RTPMf3+53k/PYV3GfydjyX+/QDP9z/W2keoyiYlQqyQxUb6tWGaczXI1y4xMhFouI3PhPTUyF5IM4//+G5kr31asU7OdkbGIO7jo4WSHMcZYwTAyBcwchD/GCpDh1z0xxhhjjOUDJzuMMcYYK9I42WGMMcZYkcbJDmOMMcaKtCKT7Kxduxaenp6wsLBAnTp1cOXKFX2HxBhjjDEDUCSSnb1792L8+PGYNWsWbty4AT8/PwQFBSE6OlrfoTHGGGNMz4pEsrNs2TIMHToUAwcOhK+vL9avXw8rKyts2bJF36ExxhhjTM8KfbKTmpqK69evo3nz5oplRkZGaN68OS5evKj2MSkpKYiPj1f6Y4wxxljRVOiTnTdv3iAjIwOurq5Ky11dXREZGan2MQsWLIBUKlX8lSlTpiBCZYwxxpgeFPpkJy++/vprxMXFKf6eP3+u75AYY4wxpiOF/nIRzs7OMDY2RlRUlNLyqKgouLm5qX2Mubk5zM3NCyI8xhhjjOlZoa/ZMTMzQ40aNXDy5EnFMplMhpMnTyIwMFCPkTHGGGPMEBT6mh0AGD9+PPr374+aNWuidu3aWLFiBRITEzFw4EB9h8YYY4wxPSsSyU6PHj3w+vVrzJw5E5GRkfjkk09w5MgRlU7LjDHGGCt+JERE+g5C3+Li4mBvb4/nz5/Dzs5O3+EwxhhjTAPx8fEoU6YMYmNjIZVKs92uSNTs5Nf79+8BgIegM8YYY4XQ+/fvc0x2uGYHQofmly9fwtbWFhKJRLRy5RmnWDVGYpZnyLGJXR7HZhjlcWyGUR7HZhjlGXJsYpcndmyZERHev38Pd3d3GBllP+aKa3YgzLhcunRpnZVvZ2cn6g4WszxDjk3s8jg2wyiPYzOM8jg2wyjPkGMTuzyxY5PLqUZHrtAPPWeMMcYYywknO4wxxhgr0jjZ0SFzc3PMmjVLtNmaxSzPkGMTuzyOzTDK49gMozyOzTDKM+TYxC5P7NjygjsoM8YYY6xI45odxhhjjBVpnOwwxhhjrEjjZIcxxhhjRRonO4wxxhgr0jjZYYwxxliRxsmOgRBzUJzYA+wMuTyOzTDK40GdjOlOcfrs6+q7hJMdPUpOTkZ6ejoA5PuaXImJiYiLi0NaWpoo1/cSMzaxyzPk2Ax9P4gZn9ivVZ3i8qVsyLGJXR7HphlD/uwb8ndwdjjZ0ZO7d++iXbt2aNiwIfz9/bFz5048f/48z2U1a9YMjRo1QoUKFTB//nzcv3/fIGITuzxDj83Q94NY8Yn9WgHg5cuXuHTpEo4ePYqEhAQAwhefTCbTuqznz5/j8OHD+OmnnxAWFpavssSOTcyyDL08Q94PYscmZnmG/tk31O/gHBErcGFhYWRvb09Dhw6lDRs2UN++falChQrUv39/unPnjlZlPX36lJycnOjLL7+k3377jSZOnEi1a9emxo0b0/nz5/Uam9jlGXJshr4fxIxP7NdKRHT79m0qVaoUVa9enSQSCQUGBtKCBQtIJpMREVFGRobGZd25c4dKlChBderUIVNTUwoICKDPP/9cUYY2ZYkdm5hlGXp5hrwfxI5NzPIM+bNvyN/BueFkRw8WL15MLVq0UFq2YcMGatiwIXXt2pVCQkI0LmvHjh3UsGFDpQ/T77//Th06dKCaNWvS5cuX9Rab2OUZcmyGvh/EjE/s1/r27VuqXLkyTZw4kV68eEERERE0dOhQqlWrFg0ePFhxMpP/z0lcXBwFBATQmDFjKD4+nqKjo2nhwoXk5+dHzZs31/rkI2ZsYpZl6OUZ8n4QOzaxyzPkz74hfwfnhpMdPVi4cCH5+vpSbGys0vIdO3ZQYGAgTZ48mRISEjQqa9OmTeTi4kIvXrxQWn7ixAlq164d9ejRgyIjI/USm9jlGXJshr4fxIxP7Nd679498vb2Vvol9+7dO1q6dCl98sknNHr0aI3Lev78OVWoUIHOnDmjWJaYmEi//PILValShTp27KjxyV/s2MQsy9DLM+T9IHZsYpdnyJ99Q/4Ozg332SlA9F9ntVKlSiEuLg6PHz8GAEXHrM8++wwdOnTApk2b8ObNG43K8vb2hqOjIy5cuKDUNtysWTN069YN586dQ0RERIHGpqvXasixGfp+ECM+sV+rnLW1NdLT03Hnzh3F89jb22PYsGHo1q0bLly4gN9++02jsuzs7AAA58+fVyyzsrJCmzZtMG3aNDx9+hRr167VS2xilmXo5RnyfhA7NrHKKwyffUP8DtaYKCkTy5FMJlOpwmzYsCFVrVqVYmJiiIgoLS1Nsa5kyZK0evVqtWWlpqZSamqq0rJOnTpRqVKl6MaNGyrbe3t704wZMwokNrHLM+TYDH0/iBmf2K81q9jYWGrSpAkFBwdTdHS00rr3799TQEAADR06VKOykpKSaNCgQdSsWTO6efOm0rrk5GTq3LkzderUSS+xiVmWoZdnyPtB7NjyW54hf/YN+TtYW5zs6Nj9+/dp5MiR1Lp1a1qwYAH9+eefRET04sULqlSpEgUEBNC///6r2D4+Pp4CAgJo3759KmXdvXuX+vbtS4GBgTRy5Ejatm2bYl39+vXJy8uLzp8/rzhYUlNT6dNPP6UffvhB57GJXZ4hx2bo+0HM+MR+rURC80NoaChFRUXR+/fviYjo6tWrZG5uTl988QXFx8crbT9jxgxq3Lix0pegXHR0NF2/fp1CQkLozZs3ivezVKlS1LFjR3r48KHS9qtXr6ZPPvkk26pxMWMTsyxDL8+Q94PYsYlZniF/9g35OzgvONnRofv375O9vT1169aNevfuTQEBAVSlShVauHAhERE9fPiQ/Pz8qFy5cvT999/TL7/8QlOmTCEnJyd68uSJUlkPHz4ke3t7GjRoEI0dO5Y6duxILi4uirbqpKQkaty4MZUsWZImTZpEGzZsoHHjxpG9vT09evRIp7GJXZ4hx2bo+0HM+MR+rUTCiJpq1aqRj48PeXp6UufOnenWrVtERPTrr7+Subk5DRgwgB48eKB4TN++falnz56Unp6uUlb58uXJ29ubSpUqRf7+/nT69GkiIrp16xZJpVLq0KEDHTt2TPGYzz//nNq0aUPJyck6j02ssgy9PEPfD2LHJlZ5hvzZN+Tv4LziZEdHMjIyaMyYMdSrVy9F57RHjx7R7NmzycnJiebOnUtEQmbdr18/8vf3p3LlylHt2rXVVjXOmTOH2rRpo6gCfP36NW3evJksLCxo+PDhiu2mTJlCrVu3pooVK6qtVtVFbGKWZ8ixGfp+EDs+McsiIvr333/Jzc2Nxo0bR1euXKE1a9ZQ69atyc7Ojs6ePUtEQqdJZ2dnql+/PjVu3Jh69epFNjY2KsNQX716RWXLlqVJkyZRaGgo/frrr9SnTx8yNjamrVu3EpEwHLhGjRrk7+9Pvr6+1L59e7Kzs1OcOHUVm5hlGXp5hrwfxI5NzPIM+bNv6N/BecXJjg61bduWunXrprQsKiqKFixYQKVLl6bvv/9esTwyMpKioqLo3bt3assaMGAANWnSRGlZSkoK7dq1i6ysrJTaXJOSkujdu3c59mIXMzaxyzPk2Ax9P4gZn9iv9dSpU1SjRg1F1T+RMM9Gnz59yMLCgi5evEhEwhfhypUracCAATR58mS6d++eSlm3bt2iKlWqUFhYmFIMU6ZMIRMTE9q/fz8REUVERNChQ4do3LhxtHTpUqXaAF3FJmZZhl6eIe8HsWMTuzxD/uwb8ndwXnGyo0OLFi2ihg0bqrThPn/+nIYOHUqtWrVS+lDnZNeuXeTt7a0yCdT79+9p/vz5FBAQoPI8BRWb2OUZcmyGvh/EjE/s1/rLL7+QkZERvXz5Umn5y5cvqUePHlSuXDl6/Pix0rrshuyePXuWJBIJhYaGEpHyHCajR48mGxsbunv3rl5iE7MsQy/PkPeD2LGJXZ4hf/YN+Ts4rzjZ0aG//vqLypUrR7NmzaK3b98qrTtx4gQZGxtrXE13+/Ztql+/Pg0bNkzll8L169fJysqKjh8/rpfYxC7PkGMz9P0gZnxiv9aoqCiqU6cOTZ48meLi4pTWXb58mWrVqkU7duwgIlLbzySzjIwMaty4MXXr1o1ev35NRB9Pei9evKDGjRvTzJkzSSaT5VqW2LGJWZahl2fI+0Hs2MQuz5A/+4b8HZxXPM+OyDIyMhS3mzRpgjFjxmD+/PlYv349Xr58qVhXsWJF+Pr6alxW9erV8fnnn+PIkSNYs2aNYr4JAChfvjwqVqyY6zVYxIxNl6/VkGMz9P2Q3/jEfq2ZlShRAo0aNcKxY8dw4MABJCUlKdbVrl0bMplMMVeJsbFxjmUZGRmhW7duiIiIwKpVqxAbG6u4gKC7uztsbGzw4MEDSCSSXMsSOzYxyzL08gx5P4gdmxjlFZbPvqF9B4tCp6lUMSWTyRSd6YiIli5dSra2tjR8+HD6448/6Pnz5/TVV19RmTJl6NWrV7mWlXno3bZt26hSpUrUvn172r59O925c4cmTpxIrq6u9Pz58wKNTRevNb9lZa7Szm95WcvKz37IWtWui/0g1nEiZlnyX7iZq/y7du1KVatWpTVr1lBiYqJieZcuXWjOnDnZlqVu2v0JEyZQjRo1aMKECYp5OoiI+vXrRyNHjqT09PRsmznEjE3Msgy9PDH3Q+ZaEEOLTRflyV+zIX/2DfX8kF+c7IhI/qEdNGgQ+fj40N9//61Y9+OPP1KLFi3IxsaGqlatSmXLltWo2m7atGlUqlQpOnjwoGLZH3/8QQMGDCBra2uqUqUKVahQIdey5PMqiBVbfl9r5vkw5F8k+YlNXWe2vJYXHR2t8mWVn/3w9OlTxZwS8sm+xDxG8hufnHw/iHXMyclkMpo2bRqdPHlSsWzAgAHk7+9PTZs2pQULFtCgQYPI1taW7t+/n2tZw4YNo7179yqWzZo1i+rWrUvly5en8ePHU/fu3TXuPyF2bGKVZejl5Xc/ZO0Ya0ix6ao8XZwfiMT5vBra+UEXONnJh5cvX9Lly5fpyJEjSm20ISEhNHz4cJUTcHR0NP3zzz90/fp1lWuRqPt1Q0T07NkzmjNnjtIvCCKhl/2///5LT548Udux682bNxQSEqIYvSD38OFDrWMjEoaEHjt2jLZt26b0WvNS3oMHD2jy5MmKjn75je3mzZvUoEEDun37dr7L++eff6hixYq0du1apX3x7Nkzmj17ttb74Z9//iETExOqWrWqKK81LCyMli9fTuPHj6dz587Rhw8fFPFpe5y8ePGCrly5Qr/99hslJycrErzw8PA8vdbsHDt2jNzc3Gj27NmUlJSkWP7jjz9Sv379KDAwkDp37qyy/9S5fv061ahRg0aOHKl47URC59Fx48ZRmzZtaODAgfTPP/9oFNuJEyfyFJu6fhl5LYtIuNBl1pmB81NeaGgoXblyRZTyQkND6eDBg5SSkqJYlp/98ODBA+rbt69SLUNeY0tMTKSYmBilx1y9elXUY+TKlSt5Kk/M8wORuOcIQz4/6AonO3l0+/Zt8vDwoAoVKpBUKqVKlSrRrl27KCoqiogo21lL1fnnn3+ocePGFBERQUQfD2b5QaPNReSIhLkeateuTRUrVqQSJUpQUFCQ0npNr76bubwKFSpQQEAAWVtbU0BAgNJ05JqWJ5PJ6MOHD1SrVi2SSCQ0fPhwldes7Wu9desWmZqa0ldffaV2vTavNSQkhBwcHGj8+PH07NkzlfWadDrM7ObNm2RtbU1t27Ylb29vRcdK+bGRl/1QokQJat26NXl5eZGnp6fS/B3alHf79m3y9PSkWrVqUcmSJcnT05PWr1+vqErW9rUSCV9skyZNogEDBtCKFSuUJio7ceKE4ss46z5OTk5W+bzkNPT05s2bKhcOlJPJZGqPoSdPntCyZcto/PjxtGfPHqV1p06d0iq2hw8f0pgxY6ht27Y0Z84cpROJtmURCQmsl5cXzZgxQ+VijXkp7+bNm2RnZ0cbNmxQWadtebdv3yYXFxcaOnSoSmzXr1/Xej/cunWLLC0tSSKRKOamyWtsd+/epXbt2lHlypUpODiYfv/9d8W6vBwjDx48oClTplDfvn1p8eLFSvPPXL16VavyxDw/EIl7jjDU84OucbKTB9HR0VSpUiWaOnUqhYWF0YsXL6hHjx5UuXJlmjVrlsovtFWrVinmYMgqPDycfHx8SCKRUPny5RW/drI7QJYtW0aLFy/ONrYHDx6Qs7MzTZkyhS5evEhHjx4lLy8v+vrrr9Vun1NsREIC4OzsTNOnT6dnz57RkydPyNnZWemLRZvyiIimTp1KAwcOJEtLS+rVqxeFh4fnqay7d++SpaUlzZw5k4iED/zbt2+znXEzp/IyMjJo2LBhNHDgQMX9s2fP0pYtW+jhw4cqJ97c9sOtW7cUc1ukpqZS3bp16bPPPst2+9xe68uXL6ly5co0e/ZsxRecr68vrVu3Tu32OcX3/Plz8vHxoTlz5tDLly9JJpNR586dycLCgsaOHatyUsvttRIJV6WWSqXUqlUr6tKlC0mlUmrevDmtX79e7fZPnz7Ntqz79++TmZkZde3aVWlETnafidyaNe7cuUOlS5emZs2aUb169cjIyIgWLVqU7fY5xSZPOLt27Uqff/45mZmZ0ezZs/NUltz69etJIpGQv78/ffPNNzn2XcitPPlxN378+FyfN7fynj17RmXLls32h0RWue0HeaIzadIkmjhxIjVs2JBevXqV7X7NKbZ79+6Rg4MDjRgxgtavX0/169en3r17Z3vSzy22e/fuKWb4HT58OJUpU4YCAgJozZo1Wpcn5vmBSNxzRGE4P+gKJzt5cO/ePfL09KRr164pLZ88eTJVq1aNFi1apOhU9/btWypXrhy1atVKcY0XuaSkJJo+fTp16tSJTp48SZ9++il5eHhkezDHxcVR8+bNqXHjxipVlkTCfArdu3enL7/8UrEsIyODRo0aRR06dFDZPqfYiISL77Vp04bGjh2rtDwoKIg2btxIy5Yto/v37yuqdt+8eZNjefLXM2bMGFq7di3du3ePzM3NqV+/fpSYmEiLFy9WfMHlFtubN2/Ix8eH/P39FcsGDhxINWrUoJIlS9Knn35KN2/eVHz55VZeeno6NWjQgLZv305ERI0aNaIaNWqQVColb29v+vzzzxW/qmJjY3PcD6GhoSSRSGjatGmKZfv27SNzc3M6deqUyva5xUZE9Pfff1PVqlWVakt69OhBEydOpL59+9KWLVsU8b179y7H+I4cOUJ16tSh169fK5omrl69Ss7OzuTv70+zZs1SNAvkdswRCdXlffv2VboQY2hoKPXo0YPq1q1LK1euVNp+yZIl1Lx5c5XPD5EwoVi9evWoadOm5OzsTN26dVMZgpzZhg0bqEKFCtkOqX369Cn5+PjQpEmTFMff5s2bydXVVe0lLXKK7cmTJ+Tp6al0Ypg9ezZ9+eWXKhdezK2szG7fvk39+/en+fPnk7u7O82bN09trVZu5T169IjMzc0Vx11qaiodOnSINmzYQL/++qvKsZVbeb/99hu1adNGUda0adMoODiYhgwZovicEAk/MnLbD9euXSM7OzuaOnUqERHt3r2bpFKpoi9H1u+6nGL78OEDBQcH05gxYxTLfv31V+rUqZPStbQ0je39+/cUFBREkyZNUiz7999/ycnJiVxdXWn+/PlK2+dWnljnByJxzxGGfn7QNRPdj/cqelJTU5GWloYPHz4AAJKSkmBpaYmFCxciKSkJ33//PYKCglC9enU4Ojri1KlTyMjIgI2NjVI5FhYW8PX1RdWqVdG0aVN4e3vjs88+Q4MGDfD333+jdOnSkMlkMDIyAhHBzs4O27dvh0wmg4ODg9rYrK2t4efnp7hvZGSEBg0a4PTp00hNTYVEIoGpqSmICI6Ojvjrr78gk8lUYgMAqVSKdu3aKZU3f/58nDx5EqmpqYiMjMR3332HVatWoXv37nBycsr2tWbWqlUr7N+/H19++SXOnTuHhg0b4uzZs0hLS0OXLl0AIMf3DQCcnJzQsmVL3L59G7Nnz8Yff/wBJycnfP7553BxccGiRYsQHByMEydOwMfHJ9fyjI2N4eLigtjYWMycORPm5ubYvHkzPDw8sHbtWvz888/YunUrpk+fDqlUih07diAjI0PtfrCwsMC6deswfPhwAAARITAwEDVr1sShQ4fQuHFjpf2aW2wA8O7dO0RFRSEsLAxly5bFqlWrcPDgQQwfPhxv377F999/j5s3b+Lbb7+Fvb19jvE9ffoUT548gbOzs2JZQkICAgMD4eDggA0bNmDQoEEoW7Ys7OzsciwLAMzMzBAVFYVy5copXq+Pjw8WLVqEWbNmYf/+/fDy8kK7du0AAM7OzkhNTYWrq6tKWTdv3oSnpyfGjRsHmUyG1q1bY8iQIdi0aRPs7OxUti9dujSqV68Ob29vlXUymQx79uyBj48Ppk6dCiMjYaaNWrVqwdTUVO0w3Oxiy8jIwIEDB9C6dWtMmTJFsfzff//FvXv3UL9+fdSoUQNt2rRB+/btc32dmRERLly4gK1btyIjIwMbNmyAra0tzpw5g8qVK+Obb77Jtbz09HSsWbMGNjY2+OSTTwAAwcHB+PfffxEfH4+IiAh06dIFX3/9Nfz9/TWK78aNG4iJiQEAtGnTBunp6fDz88P9+/dx7do1PHjwAN9++y0kEgnKlCmT7X5ITExEo0aNMGzYMMVr6dmzJzZt2oSZM2fi6NGjMDFRPhXlFJu5uTnevn2reB0AcO7cOdy8eRMBAQGoWLEiateujQULFkAikeR4jADCd2RMTIziffvw4QNKlSqFpk2bIiYmBn/88QcCAgLQunVrAEDZsmVzLC8tLQ3p6en5Pj8AwndJ1apVUa1aNVHOEba2torXKX/t+Tk/dOjQAdWrV1csE+P8oDMFnl4VUhkZGUr9GBo0aECffvqp4n7mi7zVrFmTevbsSUTq+z5kZGSo/SUok8koLCxMkb3LrwCbnJxM169fV7nSb+by5G3Amat+5bUae/fupWrVqik9Jqdp/TMyMpQ6I8qdPXuWvL296dChQ4pfJh06dKCaNWsqHqeurKzvwbFjx6hixYqKjL9169ZkZGRErVu3znX4YUZGhtJ7PXXqVHJ2dqa2bduqdHSrUqUK9e/fn4iy3w+Zl48ZM4aqVq1Kffr0UbkK8MSJE6ly5cqUmpqa41DmrG3xme/PnDmTHBwcFH085OVkVx2dNb5WrVqRi4sLNWvWjMzNzRUjvIiIFi5cSGXLllXb1yhrWa9evSIPDw/q3bs3PX78mP7++2+ysrJSXJSvYsWKNG/ePMVrykl6ejqlpqbSwIEDqWvXroqOzvLXFBYWRoGBgdSjRw+lx2VXWxMdHa1U+3Xx4kVydHSkbt26KfWZyBxX5qHJWZ05c4amTJmi8l54enqqrWXLKbbnz58rdeicN28eGRsb07Rp02jVqlVUq1Ytatq0qdLsvznVSmXWsmVLRXPuokWLyNramqRSKR09elSj2IiEmp1hw4ZR3bp1qUyZMtSmTRsKCQmhDx8+0LVr16hUqVLUr18/jcs7fvw4NW3alDZt2kQtWrRQfB/FxsbSnDlzqG7dukqdcnPaD5mbquX7buPGjVShQgW6fv06EamvpcgqIyOD4uLiKCgoiDp16kRr166lr7/+miwtLWnr1q30559/0pw5cyggIID+97//5RqbTCajqKgocnd3V2r6ef78Ofn6+tL27dupevXqNGTIEKXH5fRaiYhq1aqldOkGbc4POcnrOYJIeO/EOD9kfmxmeTk/FCROdjRw79496tOnDzVr1oyGDBlCp0+fpuvXr5O3t7fS9T7kJ7bx48dT+/btcy3r888/V2rblB9Ajx8/VhzMT548oREjRlDNmjXVVm1nLu/LL79UKk8ez759+6hKlSqK5ePHj6d27dqp/aDlFF94eLjiujDyshcvXkx16tRRm7xlLmv48OH0+++/U0ZGBr1//55atWpFRELTU+nSpWnbtm1kY2NDHTp0UHyAcypPvh+IiH744Qfas2eP4v2Tv64uXbpQ165dcy1r2LBhdObMGUpISKAGDRqQRCJRVLfLHTt2jPz8/LLtNKvutcrJE8fXr19T5cqVacqUKbl2KMz6WuVTwN++fZv279+vuH6QfD9cuHCBfHx81E4Hn3Wf/u9//6ODBw+Sr68vOTo6kqOjo1IfjwYNGqgkCFllPXZOnz5NxsbGSk1W8m1Onz5NRkZGdPfuXbVfeNl94cu3vXTpkiLhiYuLo9TUVFq3bh0dOXKEiFS/eLMrL3NyWa5cOaUrU584cUJtop1dWW/evKGxY8cqJZz3798niUSitEzT8ho3bqxoGho8eDDZ2dmRm5sbLVq0SKUPVU7lPX78mD777DNq27atyiy6hw4dIolEQg8fPlQbR9ZlISEh5O7uTr6+vtS8eXOldREREWRlZUW7du3SKDZ1x/v79++pTJkyNGLECKXl6rbNGtulS5eoVatW1Lt3b6pYsSJt3rxZsS4yMpLKli1LCxYs0Cg2IqI1a9aQRCKhQYMG0fTp08nGxkbRLLtv3z7y9PRU+rxllpCQQPHx8UrJ2Y0bN6hEiRLUq1cvxTJNzg/ZlUeknCxoeo7QpCxtzg/ZlUckNP1pc34oaJzs5OLBgwcklUqpZ8+eNGXKFPLz86NatWrRF198Qbt27SIvLy8KDg6m1NRUxQHUt29f6tmzJ6WlpSl9cNWVVbNmTaU2T/n2YWFh1LhxY5JIJGRtba0yjFTT8oiIDh8+TBUrViQiUvwKyjrkMKfyMreNZ/2wDx48mAYNGqSyPLuyJkyYQKmpqdS+fXtycXEhV1dXunr1KhEJvwxcXV3VfrmrK++TTz7JtmOdTCajrl27KnVezq2siRMn0oULF6hevXpUpkwZOnLkiOIXzoQJE6hRo0Zqf9Fpsh/ktW8DBw6kwMDAHD/86srz8/OjiRMnEhHR+fPnqXLlykqPmThxItWsWVOlnT5rWdWrV6fAwEAaN24cxcfHU0hIiOKXNZHwC7FVq1a0du1alfdN7uHDh7RkyRKV6xctWbKEjIyMaOPGjUrLr1+/TpUrV1bbET27srK6fPkyOTo6Uvfu3WngwIFkamqqco2k7MrL/BrS0tIoISGBfHx86NKlS0QkfCYkEonKcZdbbPJjQV6TdefOHQoICFB7pfHsypMfB5MnT6Yff/yRRo0aRe7u7vTkyRP69ttvycrKipYuXar2xJNdfM+ePaM///xTUbb89e/fv58qVaqkNmHPrqzff/+dTExMqESJEnThwgXF8pSUFGratKki4dS0PDn561m7di15e3vn2K8pu7ISEhIoPT2dAgMDlebASU1NpRYtWiiOYU3Ky8jIoG3btlGtWrWoVatW9N133ynWrV69mvz9/dV+Fu7du0ctW7Ykf39/cnd3p507dxKR0Ndm9+7d5OzsTF27dtXo/JBTeeqeO7dzhKZlaXp+0CY2uezOD/rAyU4OZDIZTZ06lbp3765YFh8fT3PnzqXatWtT79696X//+x9VqFCBKlSoQMHBwdS9e3eytrZWmXMhu7Lmz59Pn3zyiVLnTiLhy6Rnz57k6Oio9oq+2pR38OBBqlu3Lk2dOpXMzMyUTm6aljdkyBClgzo1NZWmT59Ozs7OFBISonFZ1apVo4EDB9K0adOobdu2ig+o/Msv83wZmpRXvXp1Gjp0qMoJbfr06VSyZEmVuXyyK2vevHkUEBBAgwcPpjt37lCDBg2odOnS5OfnR+3btyd7e3ulYd6avm9Z9+uTJ09IIpGoNJNpUp6fnx+NHDmS3r17R+XLl6d69erRjBkzaPDgweTk5KQSX06vtVq1avTFF18obR8fH09TpkyhEiVKKF3ZObPQ0FBydHQkiURCX3/9teIaQUTCyX/OnDkkkUho+vTpdOPGDXr79i1NmTKFfHx8VEah5FSWOn///TdJJBJydHRUewxrUl5GRgYlJSUpTrBz585Ve6LIqSz5sZb1S37q1KlUp04dldepSWxbtmwhiURCJUuWVCT/RETfffed2o7UuZWn7gQ0ceJECgoKUvlVnltZu3fvJiMjIwoKCqLdu3dTaGgoTZkyhdzd3RWd4rUpLzN581p2iUlOZWVkZFBCQgLVqVOHZsyYQe/evaP379/TjBkzqGTJkmpHZeYWW1JSklKTExHRyJEjqWvXrpSUlKT0vt67d4+cnJxo3Lhx9NNPP9H48ePJ1NRUMUFeYmIiHTp0iEqXLk2VKlXK8fyQU3mZh8BnltM5Qpuyfv3111zPD9rGltP5QV842cnFgAEDlPrmEAknhcWLF1NgYCAtWrSI4uPjafLkyTRkyBAaOXKk2uQkp7KWLFlCNWvWVPSZkMlktGrVqlwvjpZbefJq3L1795JEIiEHB4ccf0FpGt+JEyeoS5cuVLp06Wzjy+l9a9y4MY0ePVptDU52vxI0je348ePUvn17cnNz0zq2JUuWUK1atWjVqlVEJPQpmDlzJi1cuDDHqwVrs1/j4+Np1KhRak9gOZX3/v17WrJkCQUEBNDSpUvp7t271KRJEwoMDKRu3brl+ZiTHyO3bt2i4cOHk7u7u9ovOyLhl/SgQYNowIABtHbtWpJIJPTVV18pndwzMjJo+/bt5ObmRqVKlaJKlSqpLTO7srI7MaakpNDw4cPJ1tZW7WvVtjx/f3+qVasWmZmZKSUXeSnr3r17NH36dLKzs1M7wZ8m5T18+JCmT5+uOHnk1L9Bk/Iyf47u3r1L06ZNIzs7O5VaJ01f64kTJygwMJBcXV2pUqVK2c7Iq+17R0TUv39/qlixokp/OE3Lkn+/VahQgerUqUMeHh55ji3z84eEhNDYsWPJ1tZW5X17+/YttWzZkkaPHq20vHHjxjRq1CilZfHx8TRp0qQczw+alJc5toyMDFq9erXac4S2ZeV2ftC2PE3OD/rAyU425Dtv1apVVL9+fZX275iYGBoyZAjVqVNH5SDMS1lDhw6levXqKYbkHTp0KNsTojblpaSk0OPHj6lhw4bZVq9rU15sbCyFhYXR7NmzVbbTpKy3b9/SkCFDqGHDhhoNP9Q2ttDQUJo8ebLaXxOallW7dm2NOg5qE1vmjoNZfzlqW179+vUVx1lKSorazuTaxCavTTtw4EC2cxQRCUN+165dq5iUT/4lmTXhIRL6d505c4b+/PNPtX2wcipL3YnxypUrVKVKFbXNudqUl56eTm/fviWpVErGxsZqPxPaxPbs2TPq1KkTVa5cWW3NnzblZW4izalpQJv4wsPDqVWrVuTl5aX2V7g2Zb1584YePXpEN2/ezDZ50aY8+Wu8dOmS2uNOm7L+/vtvmj9/Pq1fvz7bebu0KS8+Pp5WrVpFjRo1Uvu+RUZGUu3atRXXfZJ/HgcOHEh9+vRRvL6s54PsklhNyssqu3OEtmXldn7Qpjx5B+rszg/6xMlOLh4/fkzOzs40aNAgxclZ/iGNiIggiURChw8fVmyf05eUJmX98ccfosb2559/Kqp7xShP3kafW896TWMT87XKY8stUdF2P+TWmVgfrzW7Sbt0WRaR6iiNPXv2kEQioYkTJypOGGlpadmOCtO0LPmItYyMDEVTSXbz/GhTXlpaGr1+/ZqOHDmS43WMNCkrPT2doqKi6Pnz57leYDGn8uSJYkZGRo7JZl7ii46OpvDw8Bz3h6bvW3ZJRF7Ky8jIyLapVNOy5Mdbampqrk2g2sQm369paWk5HnOZEw15/6jp06erTB6audkwp+8STcvLacSVtmXJvxNyOz9oWp68HH2PvFKHkx0N/PXXX2Rubk4jRoxQ+lC9evWK/Pz8lDruFWRZmpQnH8Wjj/gM+bUWdGz6LE/s2IhI6crOu3fvVvxCfvHiBY0bN446d+5MCQkJGk1jn1tZwcHBStckym95nTp1ynXosDaxqetnltfyOnfurHFsYscn5j7V5rWKcYx06tRJ1Ni0OeYyn9inTZumdPmFb7/9lpYuXapVB10xy8utrCVLlmg1/F3s11qQONnR0KFDh8jc3Jw6d+5Me/bsofv379OUKVOoZMmSuf6q02VZhl4ex2YY5YkdG5FyNf2ePXvI1NSUKlasSCYmJtl2XMxLWXlp98+uPGNjY4ONLS/vm9jxFWRsYu4HQ3jfiIQEoHXr1kRENGPGDJJIJNk2bxZUeYYcW0HiZEcL169fp0aNGpGHhwd5e3tn20mvoMsy9PI4NsMoT+zYiJQvgti0aVNydHTMtu2/IMsqTrGJXR7Hpn158qRp1qxZNGzYMFq8eDGZm5tn29m/IMsz5NgKEic7WoqLi6Pw8HC6c+eOxu3EBVGWoZfHsRlGeWLHRiQ0CYwbN44kEona0Uj6Kqs4xSZ2eRxb3syfP58kEglJpVKVUX76Ls+QYysInOwwxvIlPT2dNm3alKemBF2WJXZ5hhyb2OVxbHlz9epVkkgk2U4Foc/yDDm2giAhIir4K3IxxooSIoJEIjG4ssQuz5BjE7s8ji1vEhMTYW1tLUpZYpdnyLHpGic7jDHGGCvSjPQdAGOMMcaYLnGywxhjjLEijZMdxhhjjBVpnOwwxhhjrEjjZIcxxhhjRRonO4wxpkNRUVGYO3cuYmJi9B0KY8UWJzuMsSLv6dOnkEgkuHXrlsaPady4McaOHavV88yePRuffPKJ4n56ejq6d+8OCwsLODo6alUWY0w8nOwwxvJswIABCA4OVll++vRpSCQSxMbGFnhMhuSrr76Cn58fJk2apO9QGCvWTPQdAGOMqZOamgozMzN9h5Evy5cv13cIjDFwzQ5jrIAcOHAAVapUgbm5OTw9PbF06VKl9Z6enpg3bx769esHOzs7DBs2DAAwefJkVKhQAVZWVvDy8sKMGTOQlpaW43NduXIF/v7+sLCwQM2aNXHz5k2Vbe7evYvWrVvDxsYGrq6u+Oyzz/DmzRutXtPChQvh6uoKW1tbDB48GMnJyUrrs9Z8HTlyBA0aNIC9vT2cnJzQrl07hIWFafWcjDHtcbLDGNO569evo3v37ujZsyf++ecfzJ49GzNmzMC2bduUtluyZAn8/Pxw8+ZNzJgxAwBga2uLbdu24f79+1i5ciU2btyYY41JQkIC2rVrB19fX1y/fh2zZ8/GxIkTlbaJjY1F06ZN4e/vj2vXruHIkSOIiopC9+7dNX5NP//8M2bPno1vv/0W165dQ8mSJbFu3bocH5OYmIjx48fj2rVrOHnyJIyMjNCpUyfIZDKNn5cxlgf6uPooY6xo6N+/PxkbG5O1tbXSn4WFBQGgd+/eERFR7969qUWLFkqP/eqrr8jX11dx38PDg4KDg3N9zsWLF1ONGjWyXf/DDz+Qk5MTJSUlKZZ9//33BEBxZet58+ZRy5YtlR73/PlzAkAPHz4kIqJGjRrRmDFjsn2ewMBA+vLLL5WW1alTh/z8/BT3+/fvTx07dsy2jNevXxMA+ueff7LdhjGWf1yzwxjLlyZNmuDWrVtKf5s2bVLaJiQkBPXr11daVr9+fYSGhiIjI0OxrGbNmirl7927F/Xr14ebmxtsbGwwffp0REREZBtPSEgIqlevDgsLC8WywMBApW1u376NU6dOwcbGRvFXqVIlANC4WSkkJAR16tRRWpb1ebIKDQ1Fr1694OXlBTs7O3h6egJAjq+HMZZ/3EGZMZYv1tbW8PHxUVr277//5rmszC5evIg+ffpgzpw5CAoKglQqxZ49e1T6+2grISEB7du3x3fffaeyrmTJkvkqOyft27eHh4cHNm7cCHd3d8hk/2/fjkFSi+I4jv+0xoairaUWhQs3KJtbHV3FhtDBIQrqFrSICTXaFE4KRrRcBGkIgoaaupcimqLASw661xyC+TZ5Fvp8he/B5fsZD/8//zsdfpxz7odM01Sr1RrZTACEHQD/gGEYchynZ81xHIXDYY2NjfXtc11Xs7OzymQy3bVGo/HHWaenp3p/f++e7tze3vbURCIRVatVzc3NaXz8e9ugYRi6u7vT6upqd+3znN+9vr6qVqupVCppeXlZknRzc/Ot2QD+DtdYAEZuZ2dHV1dXOjg4kOd5Ojk5UaFQ+PJw+LNQKKRmsynbtlWv13V0dKSzs7OBPSsrKwoEAkqn03p+ftbFxYUODw97atbX1/X29qZEIqH7+3vV63VdXl4qlUr1XKsNsrm5qXK5rOPjY3mep1wup6enp771U1NTmp6eVrFY1MvLi66vr7W9vT3ULAA/Q9gBMHKRSESVSkW2bcs0Te3t7Wl/f1/JZHJgXywWk2VZ2tjY0MLCglzX7f6l1c/ExITOz8/1+PioxcVFZTKZL9dVMzMzchxH7XZb0WhU8/Pz2tra0uTkpILB4bbFeDyubDar3d1dLS0tqdFoaG1trW99MBiUbdt6eHiQaZqyLEv5fH6oWQB+JtDpdDr/+yMAAABGhZMdAADga4QdAADga4QdAADga4QdAADga4QdAADga4QdAADga4QdAADga4QdAADga4QdAADga4QdAADga4QdAADga78A9RnEArVV0a8AAAAASUVORK5CYII=\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"### Paletas de Colores"
],
"metadata": {
"id": "rskZTsSOdGAs"
}
},
{
"cell_type": "code",
"source": [
"# Generar una paleta de colores\n",
"palette = sns.color_palette()\n",
"# Mostrar la paleta de colores\n",
"sns.palplot(palette)\n",
"plt.title('Paleta de colores predeterminada')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 141
},
"id": "0EK1stCxbufU",
"outputId": "52a74b44-6950-4ca8-88e6-16f919f4efa4"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAxoAAAB8CAYAAADuBcaIAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAXGUlEQVR4nO3de3RNd97H8c9JyMk9SIKIkIhrZE2sZpZ6LMS4TIVKi8ijahGUmaIuU6Y1ZioZLC3qMqqdZc00o5dhELRjqKDx0KF0tdRtWtcQ0UXc00QSk/yeP7pyliP3dOtp6v1ayx/nt3977+/+7Z3tfM7Zex+bMcYIAAAAACzk5uoCAAAAAPz0EDQAAAAAWI6gAQAAAMByBA0AAAAAliNoAAAAALAcQQMAAACA5QgaAAAAACxH0AAAAABgOYIGAAAAAMsRNABYLjw8XMnJya4uo1p79uyRzWbTnj17XF1KherLOP7Y/Nj36/fRu3dv9e7d2yXrTk5OVnh4uEvWDaB+ImgA0N/+9jfZbDbHP09PT7Vv315TpkzRlStXfrA6CgoKlJKS8pN8g4j6Yf/+/UpJSdGtW7dcXQoA1HsNXF0AgB+PP/7xj4qIiFBhYaE++eQTvfXWW9q2bZuOHz8ub2/vh77+goICpaamSpLLPrXFo23//v1KTU1VcnKyGjVq5OpyysnIyHB1CQBQYwQNAA7x8fH6+c9/Lkl67rnnFBgYqKVLl+qDDz7QM8884+Lq8H0UFhbKw8NDbm4/3i+yS0tLVVxcLE9PT1eXYrmCggJLwrqHh4cF1QDAD+PH+z8OAJfr06ePJOn8+fOSpCVLlqh79+4KDAyUl5eXYmNjtXHjxhot69atW5o+fbrCwsJkt9vVtm1bvfbaayotLZUkZWVlKTg4WJKUmprquIwrJSVFknT06FElJyerTZs28vT0VPPmzTVu3Dhdv369Ruu/dOmSnn76afn4+Khp06aaMWOGioqKKux78OBBDRgwQAEBAfL29lZcXJz+/e9/12g9hYWFSklJUfv27eXp6amQkBANHTpUZ8+edfTJz8/Xiy++6BiLDh06aMmSJTLGVLv8c+fOafjw4WrSpIm8vb3VrVs3/etf/3LqU3aPwrp16/T73/9eoaGh8vb21p07d2q8fXl5eZo+fbrCw8Nlt9vVtGlT9e/fX1988UWV9aWkpMhms+mrr75SUlKS/P39FRgYqGnTpqmwsNCpr81m05QpU/T++++rc+fOstvt+uijjyRJOTk5GjdunJo1aya73a7OnTvr7bffLrc+K/drSkqKZs2aJUmKiIhwHINZWVmOPu+9955iY2Pl5eWlJk2aaMSIEcrOznZaT+/evRUdHa3PP/9cvXr1kre3t373u98pKytLNptNS5Ys0apVq9SmTRt5e3vrl7/8pbKzs2WM0bx589SyZUt5eXnpqaee0o0bN8ot+/5v+8r29fr167VgwQK1bNlSnp6e6tu3r86cOeM07759+zR8+HC1atVKdrtdYWFhmjFjhu7evVturLZs2aLo6Gh5enoqOjpamzdvrnBMv885AcBPH99oAKhU2ZvjwMBASdKKFSuUkJCgZ599VsXFxVq3bp2GDx+urVu3atCgQZUup6CgQHFxccrJydGvfvUrtWrVSvv379fs2bP1zTffaPny5QoODtZbb72l559/XkOGDNHQoUMlST/72c8kSTt37tS5c+c0duxYNW/eXCdOnNDq1at14sQJffrpp7LZbJWu/+7du+rbt68uXryoqVOnqkWLFnr33Xf18ccfl+v78ccfKz4+XrGxsZo7d67c3NyUlpamPn36aN++feratWul6ykpKdGTTz6p3bt3a8SIEZo2bZry8vK0c+dOHT9+XJGRkTLGKCEhQZmZmRo/fry6dOmiHTt2aNasWcrJydGyZcsqXf6VK1fUvXt3FRQUaOrUqQoMDNSaNWuUkJCgjRs3asiQIU79582bJw8PD82cOVNFRUXy8PCo8fb9+te/1saNGzVlyhRFRUXp+vXr+uSTT/Sf//xHjz32WKU1lklKSlJ4eLgWLlyoTz/9VH/605908+ZNvfPOO+XGe/369ZoyZYqCgoIUHh6uK1euqFu3bo4gEhwcrO3bt2v8+PG6c+eOpk+f/lD269ChQ3Xq1CmtXbtWy5YtU1BQkCQ5AvCCBQv0hz/8QUlJSXruueeUm5urlStXqlevXjp8+LDTpVbXr19XfHy8RowYoVGjRqlZs2aOae+//76Ki4v1wgsv6MaNG1q0aJGSkpLUp08f7dmzRy+99JLOnDmjlStXaubMmRUGrAe9+uqrcnNz08yZM3X79m0tWrRIzz77rA4ePOjos2HDBhUUFOj5559XYGCgDh06pJUrV+rSpUvasGGDo19GRoaGDRumqKgoLVy4UNevX9fYsWPVsmXLcuut6zkBwCPCAHjkpaWlGUlm165dJjc312RnZ5t169aZwMBA4+XlZS5dumSMMaagoMBpvuLiYhMdHW369Onj1N66dWszZswYx+t58+YZHx8fc+rUKad+L7/8snF3dzcXL140xhiTm5trJJm5c+eWq/HBdRtjzNq1a40ks3fv3iq3b/ny5UaSWb9+vaMtPz/ftG3b1kgymZmZxhhjSktLTbt27cwTTzxhSktLndYdERFh+vfvX+V63n77bSPJLF26tNy0suVt2bLFSDLz5893mp6YmGhsNps5c+aMo+3BcZw+fbqRZPbt2+doy8vLMxERESY8PNyUlJQYY4zJzMw0kkybNm2cxq022xcQEGAmT55c5fZWZO7cuUaSSUhIcGqfNGmSkWS+/PJLR5sk4+bmZk6cOOHUd/z48SYkJMRcu3bNqX3EiBEmICDAsU0PY78uXrzYSDLnz593WndWVpZxd3c3CxYscGo/duyYadCggVN7XFyckWT+/Oc/O/U9f/68kWSCg4PNrVu3HO2zZ882kkxMTIy5d++eo/2ZZ54xHh4eprCw0GnZcXFxjtdl+7pTp06mqKjI0b5ixQojyRw7dsxpex+0cOFCY7PZzIULFxxtXbp0MSEhIU41ZmRkGEmmdevWTvPX9JwA4NHEpVMAHPr166fg4GCFhYVpxIgR8vX11ebNmxUaGipJ8vLycvS9efOmbt++rZ49e1Z7Oc2GDRvUs2dPNW7cWNeuXXP869evn0pKSrR3795qa7t/3YWFhbp27Zq6desmSdWuf9u2bQoJCVFiYqKjzdvbWxMnTnTqd+TIEZ0+fVojR47U9evXHXXm5+erb9++2rt3r+NSr4qkp6crKChIL7zwQrlpZd+4bNu2Te7u7po6darT9BdffFHGGG3fvr3K7ejatat69OjhaPP19dXEiROVlZWlkydPOvUfM2aM07jVZvsaNWqkgwcP6vLly5XWU5XJkyc7vS4bk23btjm1x8XFKSoqyvHaGKP09HQNHjxYxhin4+WJJ57Q7du3Hfv7h9qvkrRp0yaVlpYqKSnJqabmzZurXbt2yszMdOpvt9s1duzYCpc1fPhwBQQEOF4//vjjkqRRo0apQYMGTu3FxcXKycmpsjZJGjt2rNP9Gz179pT03aV2Ze4/FvLz83Xt2jV1795dxhgdPnxYkvTNN9/oyJEjGjNmjFON/fv3d9pPFS2zNucEAI8GLp0C4LBq1Sq1b99eDRo0ULNmzdShQwenm4e3bt2q+fPn68iRI07XwVd12ZIknT59WkePHnVcgvKgq1evVlvbjRs3lJqaqnXr1pXrf/v27SrnvXDhgtq2bVuuzg4dOpSrU/ruDXplbt++rcaNG1c47ezZs+rQoYPTm8WKamnRooX8/Pyc2jt16uSYXtW8ZW9KK5s3Ojra0R4REeHUrzbbt2jRIo0ZM0ZhYWGKjY3VwIEDNXr0aLVp06bSee/Xrl07p9eRkZFyc3Nzut+hohpzc3N169YtrV69WqtXr65w2WX7/4far2XLMMaU264yDRs2dHodGhpa6Y3brVq1cnpd9oY+LCyswvabN29WWldlyyzblvvnvXjxol555RV9+OGH5ZZZ9jdUdvxVtJ0dOnQoFyDqek4A8GggaABw6Nq1q+OpUw/at2+fEhIS1KtXL7355psKCQlRw4YNlZaWpr///e9VLre0tFT9+/fXb3/72wqnt2/fvtrakpKStH//fs2aNUtdunSRr6+vSktLNWDAgGo/ja6psuUsXrxYXbp0qbCPr6+vJev6Idz/abNUu+1LSkpSz549tXnzZmVkZGjx4sV67bXXtGnTJsXHx9e6lsreeFZW46hRoyoNBmX37dSUFfu1tLRUNptN27dvl7u7e7XzP7hd96to/qraTQ0eElDdvCUlJerfv79u3Lihl156SR07dpSPj49ycnKUnJxcp7+h73NOAPBoIGgAqJH09HR5enpqx44dstvtjva0tLRq542MjNS3336rfv36VdmvsjejN2/e1O7du5WamqpXXnnF0V72SXV1WrdurePHj8sY47SOr7/+ulydkuTv719trRWJjIzUwYMHde/evXKfcN9fy65du5SXl+f0rcZXX33lmF7VdjxYc03nLatPqvn2hYSEaNKkSZo0aZKuXr2qxx57TAsWLKhR0Dh9+rTTtxVnzpxRaWlptb8sHRwcLD8/P5WUlFRb48PYr5Udg2U38kdERNQoGP/YHDt2TKdOndKaNWs0evRoR/vOnTud+pUdQxX9bT04rt/nnADg0cA9GgBqxN3dXTabTSUlJY62rKwsbdmypdp5k5KSdODAAe3YsaPctFu3bum///2vJDl+Z+DBX2Uu+7T2wU92ly9fXqPaBw4cqMuXLzs9drOgoKDcpTmxsbGKjIzUkiVL9O2335ZbTm5ubpXrGTZsmK5du6Y33nij3LSy2gcOHKiSkpJyfZYtWyabzVblm/iBAwfq0KFDOnDggKMtPz9fq1evVnh4eIXX0Ndl+0pKSspdjta0aVO1aNGi0kfHPmjVqlVOr1euXClJ1YYUd3d3DRs2TOnp6Tp+/HilNUoPZ7/6+PhIKn8MDh06VO7u7kpNTS13HBpjavyYZVep6G/IGKMVK1Y49QsJCVGXLl20Zs0ap2Ng586d5e4B+j7nBACPBr7RAFAjgwYN0tKlSzVgwACNHDlSV69e1apVq9S2bVsdPXq0ynlnzZqlDz/8UE8++aSSk5MVGxur/Px8HTt2TBs3blRWVpaCgoLk5eWlqKgo/eMf/1D79u3VpEkTRUdHKzo6Wr169dKiRYt07949hYaGKiMjw/H7HtWZMGGC3njjDY0ePVqff/65QkJC9O6775b7ATU3Nzf95S9/UXx8vDp37qyxY8cqNDRUOTk5yszMlL+/v/75z39Wup7Ro0frnXfe0W9+8xsdOnRIPXv2VH5+vnbt2qVJkybpqaee0uDBg/WLX/xCc+bMUVZWlmJiYpSRkaEPPvhA06dPd3z6XpGXX35Za9euVXx8vKZOnaomTZpozZo1On/+vNLT06v9Mb6abl9eXp5atmypxMRExcTEyNfXV7t27dJnn32m119/vUZjfv78eSUkJGjAgAE6cOCA3nvvPY0cOVIxMTHVzvvqq68qMzNTjz/+uCZMmKCoqCjduHFDX3zxhXbt2uX4bYmHsV9jY2MlSXPmzNGIESPUsGFDDR48WJGRkZo/f75mz56trKwsPf300/Lz89P58+e1efNmTZw4UTNnzqzR2LhCx44dFRkZqZkzZyonJ0f+/v5KT0+v8P6PhQsXatCgQerRo4fGjRunGzduaOXKlercubNTUPs+5wQAj4gf/kFXAH5syh5v+9lnn1XZ769//atp166dsdvtpmPHjiYtLc3xONP7PfhYVmO+ewzr7NmzTdu2bY2Hh4cJCgoy3bt3N0uWLDHFxcWOfvv37zexsbHGw8PD6VG3ly5dMkOGDDGNGjUyAQEBZvjw4eby5cuVPg73QRcuXDAJCQnG29vbBAUFmWnTppmPPvrI6TGoZQ4fPmyGDh1qAgMDjd1uN61btzZJSUlm9+7d1a6noKDAzJkzx0RERJiGDRua5s2bm8TERHP27FmnsZgxY4Zp0aKFadiwoWnXrp1ZvHix06NXKxvHs2fPmsTERNOoUSPj6elpunbtarZu3erUp+yRpxs2bKiwxuq2r6ioyMyaNcvExMQYPz8/4+PjY2JiYsybb75Z7faXHQ8nT540iYmJxs/PzzRu3NhMmTLF3L1716mvpEofoXvlyhUzefJkExYW5hjHvn37mtWrVzv1exj7dd68eSY0NNS4ubmVe9Rtenq66dGjh/Hx8TE+Pj6mY8eOZvLkyebrr7929ImLizOdO3cut01lj7ddvHixU3tl+6uiv8vKHm/74Lxl60pLS3O0nTx50vTr18/4+vqaoKAgM2HCBPPll1+W61e2nZ06dTJ2u91ERUWZTZs2mTFjxpR7vG1NzwkAHk02Y2pwlxkAADWQkpKi1NRU5ebmOn7wDgDwaOIeDQAAAACWI2gAAAAAsBxBAwAAAIDluEcDAAAAgOX4RgMAAACA5QgaAAAAACxXox/sKy0t1eXLl+Xn5yebzfawawIAAADwI2WMUV5enlq0aFHlj8XWKGhcvnxZYWFhlhUHAAAAoH7Lzs5Wy5YtK51eo6Dh5+cnSQp9/m9ys3tbU9kj4LjneFeXUC91a135AYuKrXn9v64uoV76v56vu7qEeqfo1huuLqFeGtp6hqtLqHfe8fw/V5dQL/1P93WuLqHeec72rqtLqHdKC/J1/X8HODJCZWoUNMoul3KzexM0asHfzmVmdeHu5e7qEuodX3ceHlcXXh4+ri6h3rE1bOjqEuolPzvHWm3Z7XZXl1Av+fhw+21tudl8XV1CvVXdLRUcjQAAAAAsR9AAAAAAYDmCBgAAAADLETQAAAAAWI6gAQAAAMByBA0AAAAAliNoAAAAALAcQQMAAACA5QgaAAAAACxH0AAAAABgOYIGAAAAAMsRNAAAAABYjqABAAAAwHIEDQAAAACWI2gAAAAAsBxBAwAAAIDlCBoAAAAALEfQAAAAAGA5ggYAAAAAyxE0AAAAAFiOoAEAAADAcgQNAAAAAJYjaAAAAACwHEEDAAAAgOUIGgAAAAAsR9AAAAAAYDmCBgAAAADLETQAAAAAWI6gAQAAAMByBA0AAAAAliNoAAAAALAcQQMAAACA5QgaAAAAACxH0AAAAABgOYIGAAAAAMsRNAAAAABYjqABAAAAwHIEDQAAAACWI2gAAAAAsBxBAwAAAIDlCBoAAAAALEfQAAAAAGA5ggYAAAAAyxE0AAAAAFiOoAEAAADAcgQNAAAAAJYjaAAAAACwHEEDAAAAgOUIGgAAAAAsR9AAAAAAYDmCBgAAAADLETQAAAAAWI6gAQAAAMByBA0AAAAAliNoAAAAALAcQQMAAACA5QgaAAAAACxH0AAAAABgOYIGAAAAAMsRNAAAAABYjqABAAAAwHIEDQAAAACWI2gAAAAAsBxBAwAAAIDlCBoAAAAALEfQAAAAAGA5ggYAAAAAyxE0AAAAAFiOoAEAAADAcgQNAAAAAJYjaAAAAACwHEEDAAAAgOUIGgAAAAAs16AmnYwxkqTSooKHWsxPzR2bcXUJ9VLJ3RJXl1DvfFvCmNXF3eJ8V5dQ7xTdu+fqEuqlvCKOtdoqshW5uoR6KT+/1NUl1Dultm9dXUK9U1rw3TmtLCNUxmaq6yHp3LlzioyMtKYyAAAAAPVedna2WrZsWen0Gn2j0aRJE0nSxYsXFRAQYE1lj4A7d+4oLCxM2dnZ8vf3d3U59QJjVjeMW+0xZnXDuNUeY1Y3jFvtMWZ1w7jVnjFGeXl5atGiRZX9ahQ03Ny+u5UjICCAHVAH/v7+jFstMWZ1w7jVHmNWN4xb7TFmdcO41R5jVjeMW+3U5MsHbgYHAAAAYDmCBgAAAADL1Sho2O12zZ07V3a7/WHX85PCuNUeY1Y3jFvtMWZ1w7jVHmNWN4xb7TFmdcO4PTw1euoUAAAAANQGl04BAAAAsBxBAwAAAIDlCBoAAAAALEfQAAAAAGA5ggYAAAAAyxE0AAAAAFiOoAEAAADAcgQNAAAAAJb7f0HVVZbC50YKAAAAAElFTkSuQmCC\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"# Generar una paleta de colores\n",
"palette1 = sns.color_palette(\"pastel\")\n",
"# Mostrar la paleta de colores\n",
"sns.palplot(palette1)\n",
"plt.title('Paleta de colores pastel')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 141
},
"id": "sbrqba9ebFVd",
"outputId": "39566baa-567a-42f6-fee0-e15eee24cc17"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": "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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"palette2 = sns.color_palette(\"Set2\")\n",
"sns.palplot(palette2)\n",
"plt.title('Paleta de colores set 2')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 141
},
"id": "pdIF-MzWbj2l",
"outputId": "591e725a-d7f0-4ce1-9812-27ad2bb9f8cf"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": "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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"# Obtener la paleta de colores para daltónicos\n",
"colorblind_palette = sns.color_palette(\"colorblind\")\n",
"\n",
"# Mostrar la paleta de colores\n",
"sns.palplot(colorblind_palette)\n",
"plt.title('Paleta de colores para daltónicos')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 141
},
"id": "4_kqACU6bZuJ",
"outputId": "6db343e1-1b37-40fe-cd67-9ddb2d8497bd"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"### Material Extra"
],
"metadata": {
"id": "kko20r5EB7f5"
}
},
{
"cell_type": "markdown",
"source": [
"#### Guía de Visualizaciones"
],
"metadata": {
"id": "VgHI9dJ7DXUs"
}
},
{
"cell_type": "code",
"source": [
"from IPython.display import Image\n",
"Image(url='https://github.com/cristobalperezp/Articles-TDS/raw/main/IMG_7919.PNG', width=1250)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 926
},
"id": "ZX_9OORGC6UM",
"outputId": "d27134d9-8ed5-4525-fdbb-0cff0debd140"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
" "
],
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 31
}
]
},
{
"cell_type": "markdown",
"source": [
"#### Fuentes con buena visualización de datos"
],
"metadata": {
"id": "8eZaEw-nDbTG"
}
},
{
"cell_type": "markdown",
"source": [
"[The Economist](https://medium.economist.com/tagged/data-visualization)"
],
"metadata": {
"id": "EWMwK4TKEz7B"
}
},
{
"cell_type": "code",
"source": [
"Image(url='https://miro.medium.com/v2/resize:fit:2000/format:webp/1*I6Sz_bMCmW0ZKjnWJPWOaw.png', width=1250)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 538
},
"id": "zDg36QtTEy59",
"outputId": "c69d5d4b-8d5f-4fd4-ceae-bfb2d893b5a1"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
" "
],
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 32
}
]
},
{
"cell_type": "markdown",
"source": [
"[Visual Capitalist](https://www.visualcapitalist.com/)"
],
"metadata": {
"id": "PB1Z7J89F2nh"
}
},
{
"cell_type": "code",
"source": [
"Image(url='https://www.visualcapitalist.com/wp-content/uploads/2023/04/old_sl-a010697ad5732fc0517214efb7736ff9-1.png', width=1250)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 762
},
"id": "TMEnp9JAGLIS",
"outputId": "1fa7952e-5c25-4056-df73-f4920a637e09"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
" "
],
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 33
}
]
},
{
"cell_type": "markdown",
"source": [
"[The Guardian](https://www.theguardian.com/us-news/2022/dec/30/guardian-data-stories-visualized-2022)"
],
"metadata": {
"id": "AkR5A1cxHZDR"
}
},
{
"cell_type": "code",
"source": [
"Image(url='https://i.guim.co.uk/img/media/dcf8a64547e8e27a31482e86da34788cadb2224d/0_0_1920_1152/master/1920.jpg?width=620&quality=45&dpr=2&s=none', width=1250)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 791
},
"id": "0aoiWFthHaxr",
"outputId": "b93215b5-6f19-493d-ce47-9c3926601431"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
" "
],
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 34
}
]
},
{
"cell_type": "markdown",
"source": [
"### Contacto:"
],
"metadata": {
"id": "7-ytVIIPIUN_"
}
},
{
"cell_type": "markdown",
"source": [
"Correo electrónico: cristobal.perez.p99@gmail.com \n",
"\n",
"LinkedIn: [Cristóbal Pérez P.](https://www.linkedin.com/in/cristobal-perez-palma/)\n",
"\n",
"Instagram: [@cristobal_perezp](https://www.instagram.com/cristobal_perezp/)"
],
"metadata": {
"id": "-YXYLv9SJLLb"
}
}
]
}