From 009a266e5f771027e7888ce90d2b7afd847b52e7 Mon Sep 17 00:00:00 2001 From: Nicolas Mantilla <nicolas2210707@correo.uis.edu.co> Date: Mon, 25 Sep 2023 19:56:09 -0500 Subject: [PATCH] Prueba diagnostica --- .../Colegio_Galan.ipynb" | 454 ++++++++++++++++++ 1 file changed, 454 insertions(+) create mode 100644 "Prueba_Diagn\303\263stica/Colegio_Galan.ipynb" diff --git "a/Prueba_Diagn\303\263stica/Colegio_Galan.ipynb" "b/Prueba_Diagn\303\263stica/Colegio_Galan.ipynb" new file mode 100644 index 0000000..34e4f69 --- /dev/null +++ "b/Prueba_Diagn\303\263stica/Colegio_Galan.ipynb" @@ -0,0 +1,454 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "***Total:*** 5 estudiantes." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Pregunta 1:**\n", + "Describe en tus palabras el cambio climático" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\nicom\\AppData\\Local\\Temp\\ipykernel_3652\\2755136495.py:14: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = plt.cm.get_cmap('Paired')\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Algunos estudiantes tienen más de una opción de respuesta.\n", + "\n", + "Rtas = {\n", + "# \"Efecto humano\": 0,\n", + " \"Aumento de temperatura/CO2\": 1,\n", + " \"Variación drástica del clima\": 3,\n", + " # \"Efecto invernadero/Desglaciación\": 0,\n", + " \"No sabe\": 1}\n", + "\n", + "#Efecto humano: Contaminación ambiental, sobreexplotación de recursos naturales, sobreproducción\n", + "#No sabe: No respondió la pregunta, escribió \"No sé\", respondió algo con poco sentido\n", + "\n", + "import matplotlib.pyplot as plt\n", + "cmap = plt.cm.get_cmap('Paired')\n", + "plt.pie(Rtas.values(), autopct = '%1.1f%%', colors = cmap(range(6)))\n", + "plt.legend(Rtas.keys(), loc = [1, 0.5])\n", + "plt.gca().set_aspect('equal')\n", + "plt.title(\"¿Qué es el cambio climático?\")\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Pregunta 2:** Pruebas cientÃficas del cambio climático" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\nicom\\AppData\\Local\\Temp\\ipykernel_3652\\1973013672.py:10: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = plt.cm.get_cmap('Paired')\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Algunos estudiantes tienen más de una opción de respuesta.\n", + "\n", + "Rtas = {\"Desglaciación\": 1,\n", + " \"Extinción de especies\": 1,\n", + " \"Contaminación del aire/océanos\": 1, \n", + " # \"Aumento de la temperatura\": 0,\n", + " \"Destrucción de la capa de ozono\": 1,\n", + " \"No sabe\": 3}\n", + "\n", + "cmap = plt.cm.get_cmap('Paired')\n", + "plt.pie(Rtas.values(), autopct = '%1.1f%%', colors = cmap(range(7)))\n", + "plt.legend(Rtas.keys(), loc = [1, 0.5])\n", + "plt.gca().set_aspect('equal')\n", + "plt.title(\"Pruebas del cambio climático\")\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Pregunta 3:** Efectos Negativos sobre la salud y medio ambiente" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Algunos estudiantes tienen más de una opción de respuesta.\n", + "\n", + "Rtas = {\"Enfermedades\" : 3,\n", + " # \"Hambrunas/SequÃas\": 0,\n", + " \"Contaminación de aire/agua/suelo\": 1,\n", + " \"Extinción de especies\": 1,\n", + " \"No sabe/No respondió\": 1}\n", + "\n", + "#Enfermedades: Enfermedades respiratorias, cáncer, afectación en la salud, enfermedades cardÃacas \n", + "#Contaminación de agua incluye rÃos y océanos\n", + "\n", + "Rtas_sol = {\n", + " # \"Desarrollo sostenible\" : 5,\n", + " \"Educación y concientización\": 1,\n", + " # \"Mayor investigación\": 2,\n", + " \"No sabe/No respondió\": 4\n", + " }\n", + "\n", + "#Desarrollo sostenible: Uso de energÃas limpias, extracción responsable de recursos, reciclaje, autos eléctricos\n", + "\n", + "plt.pie(Rtas.values(), autopct = '%1.1f%%', colors = cmap(range(5)))\n", + "plt.legend(Rtas.keys(), loc = [1, 0.5])\n", + "plt.gca().set_aspect('equal')\n", + "plt.title(\"Efectos negativos del cambio climático\")\n", + "plt.show()\n", + "\n", + "plt.pie(Rtas_sol.values(), autopct = '%1.1f%%', colors = cmap(range(6)))\n", + "plt.legend(Rtas_sol.keys(), loc = [1, 0.5])\n", + "plt.gca().set_aspect('equal')\n", + "plt.title(\"Soluciones para minimizar estos efectos\")\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Pregunta 4:** Fuentes de contaminación" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Algunos estudiantes tienen más de una opción de respuesta.\n", + "\n", + "Rtas = {\"Emisión de gases de efectos invernadero\": 2,\n", + " # \"Uso excesivo de plástico\": 0,\n", + " \"Tala de árboles\": 1, \n", + " \"Basuras\": 3,\n", + " \"No sabe/No respondió\": 1\n", + " }\n", + "\n", + "#Emisión de gases: Productos de fábricas, carros, motos, cigarrillo/drogas, estaciones de buses (¿metrolÃnea?)\n", + "\n", + "#Tala de árboles: \"árboles que tumban para construir\"\n", + "\n", + "#Basuras: Mal uso de residuos contaminantes, botar basura a la calle/parques/zonas verdes, falta de reciclaje\n", + "\n", + "#Varios: Consumismo, \"invasiones por aumento de la población\"\n", + "\n", + "plt.pie(Rtas.values(), autopct = '%1.1f%%', colors = cmap(range(7)))\n", + "plt.legend(Rtas.keys(), loc = [1, 0.5])\n", + "plt.gca().set_aspect('equal')\n", + "plt.title(\"Fuentes de contaminación en tu comunidad\")\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Pregunta 5:** ¿Has escuchado sobre la calidad del agua/aire/suelo?" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Rtas = {\n", + "# \"Si ha escuchado y sabe cómo se mide\": 5,\n", + " \"Sà ha escuchado, pero no sabe cómo se mide\": 1,\n", + " \"No ha escuchado\": 4,}\n", + "\n", + "\n", + "plt.pie(Rtas.values(), autopct = '%1.1f%%', colors = cmap(range(5)))\n", + "plt.legend(Rtas.keys(), loc = [1, 0.5])\n", + "plt.gca().set_aspect('equal')\n", + "plt.title(\"Calidad de aire/agua/suelo\")\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Pregunta 6:** Ejemplos de variables ambientales" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Algunos estudiantes tienen más de una opción de respuesta.\n", + "\n", + "Rta = {\n", + "# \"Temperatura\": 3,\n", + " # \"Humedad\": 1,\n", + " # \"Radiancia\": 1,\n", + " # \"TopografÃa\": 1,\n", + " # \"Viento\": 3,\n", + " # \"Contaminacion del aire/agua\": 3,\n", + " \"No sabe/No responde\": 5}\n", + "\n", + "\n", + "\n", + "plt.pie(Rta.values(), autopct = '%1.1f%%', colors = cmap(range(7)))\n", + "plt.legend(Rta.keys(), loc = [1, 0.5])\n", + "plt.title(\"Ejemplos de variables ambientales\")\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Pregunta 7:** ¿Conoces proyectos de ciencia ciudadana?" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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iRPj6+mLUqFF1ricjI6PWaTcfhG9uXF/1fG3bXLW9VV588UUsWbIEv/32G9avXw83NzeMHj3a8HzV/HPmzMFdd91VY72+vr7Q6XRQKBS33Ie1qU/doaGh+PbbbwFcP7Px008/YerUqaioqMCXX35Z5/Lr2rdV6vN3vlnV+7a++8HU/Vwf3t7e0Ol0yMjIqFfX/h9++AFKpRKrV682OvOyYsUKk9YJ1H/7getnisvLy6tNz8rKMvr7e3p6mvR3PHr0KA4dOoSFCxfiscceM0yv6ixRxd3dHTKZzKRlrlixAsXFxVi+fLnhjBUAkzoh1Gbp0qVo1qwZfvzxR6PPc037AgCUSiWio6Ph4eFx2+skovppsDNNv//+O0aPHo1+/foZHZiqvPXWW8jNzcWECRNq7HlTVFSEjRs3AgB69eoF4PpB5EbLli1DcXGx4fn66NWrF7Zu3WrUEwwAFi9eDAcHB8MX1IABA3Dq1CnDJcKaDB48GNnZ2dDpdEhMTKz2Lzo6utprFAoFOnbsaPglevPltZocO3YMhw4dMpr23//+F87OzkhISKjztZ06dYK9vX21fXj58mXDpcobtWvXDp07d8aHH36I7777DklJSXB0dDQ836VLF7i5ueH48eM1bnNiYiJUKhXs7e3RvXt3/Pzzz3Weibn5bMjt1l2lefPm+L//+z/ExsbWuW+jo6Ph7++P77//3uh9mJqait27dxvNezt/5xvriYiIwPz582v90quJqfu5PgYMGAAAmDdvXr1eVzVshUKhMEwrLS3FkiVLbvna291+4HrvucOHDxtNO3XqFE6ePGk0rWfPnrV+Rm7eDgDVepx99dVXRo8dHR3RoUMHLF++3OjMTmFhIVatWnXLZQohjC5x15dMJoNKpTIKTBkZGdV6z1Vp1aoVTpw4geHDh9/2OomonhqiYdSBAweEk5OTGDZsmFHPtpu99dZbAoDo0qWLmD9/vtixY4dYt26dmDp1qvD39zc0ZqzqPadUKsXUqVPFpk2bxCeffCKcnJxq7D03aNCgauu6udFoVe+55s2bi6VLlxr1RruxIW1V7zknJyfx7rvvio0bN4rffvtNvPzyy4bec5WVlWLAgAHCw8NDTJs2Taxbt05s3rxZLFy4UDz22GNi+fLlQojrvVpGjhxp6Dm0du1aMWLECAFAbNiwoc59enPvuXXr1hnqvbG3X1VD8J9//rnaMqp6oT366KNi7dq1YsmSJSIyMrJaL7QqVY2/ZTJZjc8vWbJEyOVy8eCDD4qff/5Z7NixQ/zyyy/irbfeEmPHjjXMV9V7Ljw8XHz99ddi69at4vvvvxcPPfSQKCgoEEIIce7cOQFA3HvvvWLnzp1i3759Iisry+S6Dx06JLp27Spmz54t1q1bJ7Zs2SLefPNNIZfLxRtvvFHnvv3Pf/5j6D23evXqWnvPmfp3rk1V77H4+HixaNEisW3bNrFo0SKjRvi19Z4zZT9XNQS/du2a0XprWmZV77lnnnlGrFy5UmzYsEHMnDlTzJ492zDPzZ+ZLVu2CABixIgRYuPGjeL7778X7dq1E1FRUdWW35Dbv3TpUgFAPPfcc2Lz5s3i22+/FdHR0cLf39+ovvT0dOHt7V2t91xwcLBRQ/CKigoREREhQkNDxX//+1+xfv16MX78eNG8eXMBQLzzzjuGZW7cuFHI5XJx9913i19//VX88ssvon379oZlVklJSREqlUr06NFDrF27Vixfvlz06dPHsG9ubITevXt30apVq2r757HHHjN6v82fP9+w3Vu2bBELFy4UERERhmXebPv27UKhUNTZs46IGlaDhKY+ffqI4OBgUV5efst5d+zYIUaMGCH8/f2FUqkULi4uolOnTuKjjz4yfKEKcb0H3KuvvipCQ0OFUqkU/v7+4rnnnqvWVd/U0CSEEEeOHBFDhgwRrq6uQqVSiTZt2ogFCxZUe21ubq548cUXRUhIiFAqlcLHx0cMGjRInDhxwjCPVqsVH3/8sWjTpo3QaDTCyclJtGjRQjz77LPi9OnTQggh9uzZI4YPHy5CQ0OFWq0Wnp6eonv37mLlypW33E9V2/XLL7+IVq1aCZVKJcLCwsSnn35qNF9doUmI6wEhLi5OqFQq4erqKoYNGyaOHTtW47zl5eVCrVaL/v3711rXjh07xKBBg4SHh4dQKpUiMDBQDBo0qNr6jx8/LkaOHCk8PT2FSqUSISEhIikpySjwfv7556JZs2ZCoVAIAEZ/i1vVffXqVZGUlCRatGghHB0dhZOTk4iLixOfffaZqKysrLX+G5cfFRUlVCqVaN68uZg/f361LzEhTPs712XPnj1iwIABwtXVVajVahERESFeeuklw/M1hQZT93N9QpNOpxOfffaZaN26tWGfdurUSaxatcowT02fmfnz54vo6GihVqtFeHi4+OCDD8S3335rUmi63e3X6/Vi1qxZIjw8XGg0GpGYmCi2bt1aY33Hjx8Xffr0ERqNRnh4eIgnn3xS/Pbbb9WCS9V8zs7Owt3dXYwcOVJcvHixWmgSQoiVK1ca3nshISFi5syZhn19o1WrVhneF4GBgWLy5Mli3bp1tx2ahBBi5syZIiwsTKjVatGyZUvxzTff1LhuIf757Nd0DCOixiETwsRR6urQtm1b2NnZYd++fUbTz507h/Dw8DtdvE0KCwtD69atsXr16iZb56pVqzB06FCsWbOGjUuJiIhu0iANwYcPH4533nkHTz31FPr374+rV69i4cKFaNWqldEoz2Sejh8/jtTUVMNoxFVtYIiIiOgfDRKa3nzzTcjlcixYsADfffcdAgMD0atXL7z88ssNsXhqZOPGjcOuXbuQkJCARYsW8YafRERENWiQy3NERERE1q7BRwQnIiIiskYMTUREREQmYGgiIiIiMgFDExEREZEJGJqIiIiITMDQRERERGQChiYiIiIiEzA0EREREZmAoYmIiIjIBAxNRERERCZgaCIiIiIyAUMTERERkQkYmoiIiIhMwNBEREREZAKGJiIiIiITMDQRERERmYChiYiIiMgEDE1EREREJmBoIiIiIjIBQxMRERGRCRiaiIiIiEzA0ERERERkAoYmIiIiIhMwNBERERGZgKGJiIiIyAQMTUREREQmYGgiIiIiMgFDExEREZEJGJqIiIiITMDQRERERGQChiYiIiIiEzA0EREREZmAoYmIiIjIBAxNRERERCZgaCIiIiIyAUMTERERkQkYmoiIiIhMwNBEREREZAKGJiIiIiITMDQRERERmcBO6gKIGlqZVoeCUi3yS7UoKLv+33/+VSK/VIsyrQ56IaAXAjo9oNcLyGSAXC6DQiaDXC6DnVwGR7UdXO2Vhn8umpsfKyGXy6TeZCIiagIMTWRxCsu0SM0pweWcElw0/CvFpZwSpBeUokyrb7JaZDLAzV6JIHcHhHg4INjDAcHu9gjxuP440M0edgqe0CUisgYyIYSQugiimhSWaXE0rQBHr+Tj6JV8nM8qxsWcEuSVaqUuzWQKuQz+rhqEeDiguY8zWge6IjbQFZE+TlDwDBURkUVhaCKzkF+qxbG0fBy5cv3fsSsFuJBTDGt9d9orFWjp74zYQFdDkIrycWaQIiIyYwxNJImc4gr8cSYLu85k4c/z2UjNKbHagGQqjVKO1gGu6Bzhha5RXmgb7MZLe0REZoShiZpEmVaHfRdy8MeZLOw8nYWUjAKbD0m34qS2Q8dmHrg78nqIivRxlrokIiKbxtBEjebU1UJsOZGJP05fw9+puSivbLoG2tbIz0WDLpFe6BblhZ4tfOCiUUpdEhGRTWFoogZ19loRVh9Ox+rDaTidWSR1OVZLpZCjW3MvDI4NQO8YXzip2RGWiKixMTTRHUvNLsbqw+lYdTgNJzIKpS7H5qjt5OgR7Y3BcQHo1cIHDioGKCKixsDQRLclPb8UvyWnYc2RdBy5ki91OfQ/9koF7mnhgyFx/rinhS9UdmxITkTUUBiayGRCCOw8nYXFe1Ox7WQmdHq+dcyZl5MaDyYG4eGOoQh0s5e6HCIii8fQRLeUX6rFT39fwnd/puJCdonU5VA9KeQy9Iz2wSMdQ9C9uTdkMo4FRUR0OxiaqFaHL+dh8d5UrD6c1qS3JqHGE+bpgIc7hOCBxGC4OaikLoeIyKIwNJERvV5g1eE0zN91Hocus62StVLbyTGkTQDGdgvn+E9ERCZiaCIAgE4vsCL5Cr7YfgbnrhVLXQ41EbkMGNDaHxPuiUK0H8MTEVFdGJpsXKVOj+UHr+CLbWeQmsP2SrZKJgP6xfhhQq8oxPi7SF0OEZFZYmiyUVqdHr/sv4y528/gUm6p1OWQmZDJgN4tffHiPVFoHegqdTlERGaFocnGaHV6/Pj3JczbfhZX8hiWqHb3RPtgYu8oxAW5SV0KEZFZYGiyIRuOZWDmuhM4n802S2QamQwYEheAV/u34FhPRGTzGJpswNG0fLy3JgV7zmVLXQpZKI1Sjie7NMO4HpFw5H3uiMhGMTRZsXJdCVJy/sBr3+txIl0ndTlkBcZ0CkVSl2Zo5uHAQTKJyOYwNFkhIfS4UJiMk3l/QKsvh748FC8udJS6LLJw3s5qvNi3ORQKObwcVWgX5AYPDpBJRDaEocnK5JRdxpHszSjQXjOavmZvLNYf4tkmun1je0Yg1NvJ8FgGIMLTEW0CXHljYCKyCTzSWQmdXoujOVuxK+OHaoEJAIbflQ6ZjPmYbk+rABeEeBmfrRQAzmQXY+2Jq0jLZ09MIrJ+DE1WIKfsMnakLcL5gv24/lVWXQWyMK4P/9xUfzIZMCQ+sNY2TKVaHXacy8be1BxU6HiPQiKyXuwGY8F0ei1O5O3EuYIDqC0s3Sg2/Dw8HJshp5hnnMh0vVv6wtXp1m2XzueU4GphOdqHuCPARdMElRERNS2eerBQOWVXsCNtEc7VcXbpZlpRgklDtI1bGFkVB5UCXaK9TZ6/RKvDjrNZ+JNnnYjICjE0WRidvhLHcrZhV8b3KK7Mrffr3VzPIi6Yf3YyzfCEQKiVinq/7lxOCdalXEVaQVkjVEVEJA1+e1qQIm0OdqYvwbmCv2Hq2aWb6aHDM33zGrQusk6BbvaICbr9+89VnXU6cDkPenbSJSIrwNBkIdKKT2Jn2hIUarPueFnC7jLub1//swdkW+5PDIJcfueHiJPXirDl9DWUVHDICyKybAxNZk4vdDiavRX7r61EpahosOX2bXcZdsxNVIuEEDf4ezg02PKyiiuw/uRVZBTych0RWS6GJjNWWlmI3Rk/4Hzh/gZfdoXIxcT+Db5YsgJyGTCgTUCDL7e8Uo/tZ7JwNKMAHFOXiCwRQ5OZulZ6Ab+nLUZueVqjrSMi+Bz8XXn/MDI2INYfTvbKRlm2AHAkvQC/n8tGeSV71xGRZWFoMjNCCJzK2429V39Bhb6kUddVKcrw0mBeLqF/uGjs0DHSq9HXk1ZQhg0nryK7uOEuORMRNTaGJjOiE5U4cG0VTubtwu32jqsvB6fzuCuSbwO67v52QVA20X3kiit02HI6E5fyeAsWIrIM/LY0ExW6UuzN+AlpJSebdL0CejzWM6dJ10nmKczTAVEBLk26Tp0Adp3PxonMwiZdLxHR7WBoMgMl2jzsyvgvcsqvSLL+SnkaHunCrnS2bnhicK33l2tMAsDBK/nYfzmPDcSJyKwxNEksrzwDf6R/hyKttGd7usZeRCO1/SUL0CncEz6u0t4v7tS1IvxxPgeVegYnIjJPDE0SulpyFrszfkB5Izf4NkWFyMfLg9ibyRYpFTL0bu0ndRkAgMv5pdh25hrKKzkQJhGZH4YmiVwoTMa+zF+hE+ZzA91Av3MI9eJbwtYMbhMAB42d1GUYZBVXYNOpaygsr5S6FCIiI/yGlMDJvF04kr0Jool6yJlKJyowcVCx1GVQE/JwVCGhmYfUZVRTWF6JTacykVvKIQmIyHwwNDWxk7m7cCpvt9Rl1MpOcx49Y9go3Fbc3y4IdgrzPAyUV+qx7UwWgxMRmQ3zPFpaqZO5u3Aq33wDU5UHu2ZKXQI1gea+Tmjm6yR1GXVicCIic8LQ1EQsJTABgBZX8XRPvjWs3b0JgZIMMVBfDE5EZC74zdgELCkwVWkXfQEuGvP/QqXb0yPaG+7O0g4xUB8MTkRkDhiaGpklBiYA0IoiTBrC3kvWSG0nR4+WPlKXUW8MTkQkNYamRmSpgamKl+dZtAxgo3Brc2/bQKhV5jPEQH0wOBGRlBiaGsnZ/L8sOjABgF5U4rl+BVKXQQ3I10WNuFA3qcu4I1XBieM4EVFTY2hqBFeKT+B47g6py2gQMlUqBsXzbJO1uL9dMORyy//Yl1fqseNsFkcOJ6ImZflHTzOTXXYJydfWSl1GgxraMR0KmXkNxEn1FxfkiiAvB6nLaDCF5ZX4/Vw2dLxXHRE1EYamBlRYkY19mSugh3X9+q1AFsb35VvFkslkwKD4AIsYYqA+soorsPtCDoRgcCKixsdvwgZSVlmEPzOXQasvk7qURhHT7By8nKzrC9eW9GnpCxcHldRlNIrL+aU4eCVf6jKIyAYwNDWASn0F/spcjtJK6z1wa0UpJg1hjyVL5KhSoEu0t9RlNKqT14pwIrNQ6jKIyMoxNN0hIfTYf20V8iuuSl1Ko3N2OYe2oWwUbmmGtwuCSmn9f7fkK/m4lFcqdRlEZMVkgo0B7siR7M24UHhQ6jKajFwXhPH/cZG6DJRdPIqCP5eh4upZ6Ipy4H3fm3Bo3sloHm3WJeRuX4CyS0cBIaD0CoH3sFdh51rzwI4Z372G8ktHq023j0iEz8ipAICiY9uQt30RhLYMTnF94X7PE4b5KvOu4uqPb8E/6XPI1ebR4DrI3R7P9Yq0ih5zplDIgF7NfeBppZciiUhaljnCnZm4XHTcpgITAOgVlzGyYyx+/lPaxu5CWwalbzic4vrg2q/vV3tem5uOjKVT4NSmD9zuHg2ZxhHarEuQ2dX+Zep935uA7p+xf3SlBUif/wIcou++/rgkHznr5sBz0ETYufkh8+dpUIfEwiGyPQAge+NcuPdIMpvABAD3twuymcAEADoB7DqfjX7RvlDb2c52E1HTYGi6TYUVWTicvVHqMiTRu+1l/Pa3PyokzE32EYmwj0is9fm83xfDPiIR7j3/OROkdPOrc5kKe2ejx8Upv0OmVMOhxfXQVJmXAZnaAY4tuwEANCFx0GZfBCLbo/jYdsjkdnCI7ny7m9TgEkPd4edhPgGuqRRX6LA3NQfdwj2trrcgEUmLP8VuQ6W+An9f+w06oZW6FElUiFy8OFDqKmonhB6lZ/+GnUcArv74Fi7NHo30RS+j5NSeei2n6PBGOLbsBrnq+o1t7TwCIbTlqMg4C11pISrST0HlHQZdaSHydn4Hj75jG2NzbotCLkO/OH+py5BMWkEZjl9lw3AialgMTbfhUPYGFGlzpC5DUuGBZxHgZp6/4vXF+RAVpSjY+wvsm7WD74Mz4NC8E64tfx9lF4+YtIzytJPQXkuFU5u+hmkKjRO8Br2ErDWfImPRy3BsfQ/sw9shd+u3cG43GJV5V5E2fwLS/jMOxSf+aKzNM8nAWH842SslrUFqR9ILkFFonUOAEJE0eHmuns4XHEBa8Qmpy5BcpSjHy4PL8MpStdSlVCOEHgBgH3UXXDrcCwBQ+Yaj/EoKCg+ugyYk9pbLKDq8CUrvUKgDoo2mO0R3NroEV5Z6GNprqfDoOxZpXz0Dr6GToXB0R/ril6EJbg2Fo1uDbZepXO2VaB/h2eTrNTcCwO4LOegf7QsHlfX3HiSixsczTfWQW56G4znbpS7DbGgcz6FzlPl9GSkcXAC5AkrPYKPpSs9g6Aqu3fL1em0ZilN+h1Nc3zrnE5Va5GycB4/+41GZmw6h10ETEgulZxCU7oEoTzt5R9txu+5vFwQlG0EDuH6Pul0XsqFnJ2EiagA8spqoQleK/ZmrrO4WKXdCQODRnllSl1GNTKGE2j8KlTlXjKZrc65AUctwAzcqSfkDolILx9Y965wvb/cP0IS3g9ovEtDrAf0/7w2hrwT+d8arKYV7OSLCz/nWM9qQrOIKJHPEcCJqAAxNJjqUvQGlugKpyzA7lbJ0PNat6d9G+opSVFw9h4qr567XkXcVFVfPoTI/EwDg0uE+FKfsRGHyemhz01CwfxVKz/wF57b/tGDPWvUJcrcvrLbsosMb4dD8Lijsax+PquJaKkpSfodb10cAAHaeQYBMjsJDG1FyZh+02Zeh8o9qwC02zfB2QZDLzbOtmZROXitCWgHbNxHRnWGbJhNcKUpBRslpqcswW51jLuKnvUEobcK7rFSkn8bV798wPM7d+h8AgGPrXvAa/BIcojvDs9845O/9Gbmbv4adRyC8h78BTXArw2sqC64BMuPAp825gvLLx+Hz4Ixa1y2EQM76f8O919OGnnVypRqegyYiZ+M8CJ0WHn3Hws7ZqyE3+Za6RHjCy1XTpOu0JPsu5mJAS1+oFPytSES3hyOC30K5rhjbriyAVs/bM9TlamYLvPsrv4ykolLI8drglrBX83dQXcI9HNAx1EPqMojIQvFb7hYOZ29kYDJBgO9ZhHvz7SSVIfEBDEwmOJdTgrR8fp6J6PbwW64Ol4uOI6PkjNRlWASd0GLCwCKpy7BJno4qtA1zl7oMi/HXpTxU6Jq+kT4RWT6GplqUVRbhaM4WqcuwKArNBfRuZX5DEFi7+xODoGA7HZOVanU4cDlP6jKIyALxSFuLw9mboNWzt019jbj7KmQyNpNrKi38nBHm4yR1GRbnPC/TEdFtYGiqweWiY7haystyt0OLTDx7D99WTWVYQiBvSnub/rqUh4pKXqYjItPx2+0mFbpSHM3ZJnUZFi0+6gJcHfhF3tjuaeEDNyfzu42NpSjV6nAonYNeEpHpGJpuciJvJ3vL3SGtKMYrg7VSl2HVNEo5ura49ejmVLezWcXIKWnCAcaIyKIxNN0gv/wqUgsPS12GVfBwP4uYQL69Gsu9bYOg4U1o75gAsP9yHjhcHRGZgt9q/yOEwJGczbh+GKU7pYcOz/XjbWcag5+rBq1D3KQuw2pkFVfgQk6J1GUQkQVgaPqfK8UpyC1Pk7oM66K8iCEJPBvS0O5vFwQF7y/XoJLT8qHl2E1EdAsMTQB0ei1Scn+XugyrNLhDGhQcgqDBtAlyRZCXo9RlWJ2ySj1SrhZKXQYRmTmGJgBnC/5GmY4HzMZQIbLxQn+eFWkIMhkwKD5A6jKs1onMQhRXVEpdBhGZMZsPTWWVRTiT/6fUZVi16NDz8HFmcLpT/Vr5wdlBJXUZVksngENpHIKAiGpn86HpZN4u6AS7xzemSlGKl4eUS12GRXNUK9A5ykvqMqxeam4psjkEARHVwqZDU4k2H5eKjkpdhk1wcj6Hds1s+u12R+5vFwSlko3qm8LRdPb6JKKa2UldgJRO5++FAHvMNAUBPZ7slYv9/3GVuhSLE+LhgOgAF6nLsBlpBWXIKamAh5VeCtXr9aio4Nk0oipKpRIKhWk/Sm02NJVWFuBy0TGpy7ApOsUVjLrLHT/sZVCtj+HtAiGX8yxdUzqaUYBu4dZ3ObSiogLnz5+HXs/PINGN3Nzc4Ofnd8t7edpsaDqT/yf00Eldhs3pGX8Zv/4dgHJ2UjJJhzAP+Lk7SF2GzbmSX4bckgq4W9HZJiEE0tPToVAoEBwczCBOhOufi5KSEmRmZgIA/P3965zfJkNTWWURLhYekboMm1Qh8vDSQH/MXMnedLdiJ5ehb5yf1GXYrGNXC3F3M0+py2gwlZWVKCkpQUBAABwcGMSJqtjb2wMAMjMz4ePjU+elOpv8qcGzTNIKDTiHYA+bfOvVy6A4fzhqlFKXYbMu5ZUiv9R6etbqdNePeSqV9Zw9I2ooVT8ktNq6P/M2981VVlmE1CLelFdKlaIcEwfxXl91cbNXIjHces5yWKqjGdbXk+5WbTaIbJGpnwubC01nC/ZBL9igRmoqh/O4O5pd6Gtzf2IQ7Oxs7uNpdi7llaKgzHrONhHRnbGpo7JWV4bUwkNSl0EAAIFHul+TugizFOnjhAhfZ6nLIAACwHHek46ayC+//IJly5ZJXYZJ/vzzT8yePRtC2Na9RW2qIfiloqMc/duMaGUZeKK7F+bvYPfnG92bEAiZnJdQzMXF3FK0DdRDbaVn/r4/eLlJ1/dQ26AGXd727dvRs2dP5Obmws3NrUGX3dDqqvWPP/7A5MmT8ccffzTKunv06IH4+Hh8/vnnd7yszMxMjBo1CosWLTLpslZSUhLy8vKwYsWK216nufydrfMoUAMhBC4UJktdBt2kY8tUOKqlrsJ8dI3ygqeLRuoy6AY6IXAuu1jqMmxWUlISZDIZZDIZlEolwsPD8corr6C4uHH/JjKZ7I6+5GvSuXNnpKenw9XVeJDfrKwsPPvss/jtt98QGBjYoOtsaEIIJCUl4f3330e3bt2kLqfJ2cyZpqyyVBRX5kpdBt2kQhRi0mA9pi+zmfxeK5VCjp4xvlKXQTU4k12MFj5ObEQtkf79+2PBggXQarXYuXMnnnrqKRQXF2PevHlSl1YvKpUKfn7VhxHx8vLCsWOWMdiyTCbD2rVrTZpXp9NZ3WfGZr6peJbJfPl5n0WUr828FWs1ND4A9mqb+R1jUYrKK5FRyJtOS0WtVsPPzw/BwcF4+OGHMXr06FrPAmVnZ+Ohhx5CUFAQHBwcEBsbi++//95onh49emDChAmYMmUKPDw84Ofnh6lTpxqeDwsLAwAMHz4cMpnM8Pjs2bMYNmwYfH194eTkhPbt22Pz5s1Gyy4vL8eUKVMQHBwMtVqNqKgofPvttwCuX2KSyWTIy8szzL9s2TK0atUKarUaYWFh+OSTT4yWFxYWhvfffx9PPPEEnJ2dERISgq+//rrO/VVcXIwxY8bAyckJ/v7+1ZYJXB8dfsqUKQgMDISjoyM6duyI7du317ncTz/9FLGxsXB0dERwcDDGjRuHoqIiw/MLFy6Em5sbVq9ejZiYGKjVaqSmphqenzZtGnx8fODi4oJnn33W6HY+5eXlmDBhAnx8fKDRaHD33Xdj3759ddaze/dudOvWDfb29ggODsaECROMzkDOnTsXUVFR0Gg08PX1xYgRI+pcnils4puqtLIQV0vOSF0G1UIntHh+gG03tvVyUqNNmLvUZVAdTmcV3XomahL29va1jqdTVlaGdu3aYfXq1Th69CieeeYZPProo/jzzz+N5lu0aBEcHR3x559/YtasWZg+fTo2bdoEAIYv6wULFiA9Pd3wuKioCAMHDsTmzZtx8OBB9OvXD0OGDMHFixcNyx0zZgx++OEHzJ49GykpKfjyyy/h5ORUY6379+/HAw88gFGjRuHIkSOYOnUq3nrrLSxcuNBovk8++QSJiYk4ePAgxo0bh+eeew4nTpyodf9MnjwZ27Ztw6+//oqNGzdi+/bt2L9/v9E8jz/+OHbt2oUffvgBhw8fxsiRI9G/f3+cPn261uUCwOzZs3H06FEsXLgQmzdvxpQpU4yeLykpwQcffID//Oc/OHbsGHx8fAAAW7ZsQUpKCrZt24bvv/8ev/76K6ZNm2Z43ZQpU7Bs2TIsWrQIBw4cQGRkJPr164ecnJwa6zhy5Aj69euH++67D4cPH8aPP/6IP/74A88//zwA4O+//8aECRMwffp0nDx5EuvXr2+Qy4kyYQNN30/k/oHT+XukLoNuYdXuWGw8YpuDjo7tEYFQn5oPrGQeZACGtPKDo8oyzwaWlZXh/PnzaNasGTSaf9rNmXtD8JsbEf/1118YOHAgevXqhR9//NGkBsKDBg1Cy5Yt8fHHHwO4fqZJp9Nh586dhnk6dOiAe+65BzNnzgRw/TLUr7/+invvvbfO+lq1aoXnnnsOzz//PE6dOoXo6Ghs2rQJvXv3rjbvzbWOHj0a165dw8aNGw3zTJkyBWvWrDFcrgsLC0PXrl2xZMkSANfbFPn5+WHatGkYO3ZstXUUFRXB09MTixcvxoMPPggAyMnJQVBQEJ555hl8/vnnOHv2LKKionD58mUEBAQYXtu7d2906NAB77//fp3bXOXHH3/E+PHjkZWVBeD6mabHH38cycnJaNOmjWG+pKQkrFq1CpcuXTIMIvnll19i8uTJyM/PR2lpKdzd3bFw4UI8/PDDAK4PMhkWFoaJEydi8uTJ1fbdmDFjYG9vj6+++sqwnj/++APdu3dHcXEx1q5di8cffxyXL1+Gs/OteyPX9vm4mWV++utBL3S4yMEsLcL9nTOw6agXhLCua+C3EuPvghBvR6nLoFsQAM5kFaNNgOst56WGtXr1ajg5OaGyshJarRbDhg3DnDlzapxXp9Nh5syZ+PHHH3HlyhWUl5ejvLwcjo7Gn7G4uDijx/7+/ob7j9WmuLgY06ZNw+rVq5GWlobKykqUlpYazjQlJydDoVCge/fuJm1XSkoKhg0bZjStS5cu+Pzzz6HT6Qy387ixVplMBj8/v1prPXv2LCoqKtCpUyfDNA8PD0RHRxseHzhwAEIING/e3Oi15eXl8PSsfVDdXbt2YdasWThx4gQKCgpQXl6O3NxcFBcXG/avSqWqtm8BoE2bNka37+nUqROKiopw6dIl5OfnQ6vVokuXLobnlUolOnTogJSUlBpr2b9/P86cOYPvvvvOME0IAb1ej/Pnz6NPnz4IDQ1FeHg4+vfvj/79+2P48OF3fAshqw9NGSWnUa5jzxdLUIFreK63D+ZusvqTn0aGtA2wusaS1upcdjFa+7lAwSEhmlTPnj0xb948KJVKBAQEQKms/fZCn3zyCT777DN8/vnnhvY3EydONGo/A6DaMmQyGfT6uoc/mTx5MjZs2ICPP/4YkZGRsLe3x4gRIwzLrrqHmamEENU++zVd/KlPraZcPNLr9VAoFNi/f3+1+6zVdinx0qVL6Nu3LyZOnIj33nsPHh4e2L59O0aPHm10qdTe3r5exzOZTGaouaZ9Uduy9Ho9nn32WUyYMKHacyEhIVCpVDhw4AC2b9+OjRs34u2338bUqVOxb9++OxqywOrbNPHGvJYlLuIC3G3oXqK9WvrAzYljLliKsko90grKpC7D5jg6OiIyMhKhoaF1BiYA2LlzJ4YNG4ZHHnkEbdq0QXh4+C3b6dREqVQa7td347KTkpIwfPhwxMbGws/PDxcuXDA8HxsbC71ejx07dpi0jpiYmGrjMu3evRvNmzev86axdYmMjIRSqcTevXsN03Jzc3Hq1CnD47Zt20Kn0yEzMxORkZFG/2rq3Qdcvyyq1Wrx7rvvonXr1ggICKjXfj106BBKS0sNj/fu3QsnJycEBQUhMjISKpXKaF9otVr8/fffaNmyZY3LS0hIwLFjx6rVX7UsALCzs0Pv3r0xa9YsHD58GBcuXMDWrVtNrrkmVh2aynUlyCq7eOsZyWxoRTEmDbGN29zYKxXo1sJH6jKoni7m8r6J5iwyMhKbNm3C7t27kZKSgmeffRYZGRn1Xk5YWBi2bNmCjIwM5ObmGpa9fPlyJCcn49ChQ3j44YeNzviEhYXhsccewxNPPIEVK1bg/Pnz2L59O3766aca1zFp0iRs2bIFM2bMwKlTp7Bo0SL8+9//xiuvvHJ7G4/rZ4qefPJJTJ48GVu2bMHRo0eRlJQEufyfr/vmzZtj9OjRGDNmDJYvX47z589j3759+PDDD2sdTiA8PBxarRb/+te/cO7cOSxatOiWvfhuVFFRgSeffBLHjx/HunXr8M477+D555+HXC6Ho6MjnnvuOUyePBnr16/H8ePH8fTTT6OkpARPPvlkjct79dVXsWfPHowfPx7Jyck4ffo0Vq5ciRdeeAHA9Uu6s2fPRnJyMlJTU7F48WLo9Xqjy5S3w6ovz2WUnIYAR5u2NO5uZxEbHIMjl6y7UfjwhEColLz/nqVJKyhDpV4PO7l1/OZs6BG6pfbWW2/h/Pnz6NevHxwcHPDMM8/g3nvvRX5+fr2W88knn+Dll1/GN998g8DAQFy4cAGfffYZnnjiCXTu3BleXl549dVXUVBgfFPnefPm4Y033sC4ceOQnZ2NkJAQvPHGGzWuIyEhAT/99BPefvttzJgxA/7+/pg+fTqSkpJud/MBAB999BGKioowdOhQODs7Y9KkSdW2f8GCBXj33XcxadIkXLlyBZ6enujUqRMGDhxY4zLbtm2LTz/9FLNmzcIbb7yBbt26YebMmRgzZoxJNfXq1QtRUVHo1q0bysvLMWrUKKNhHmbOnAm9Xo9HH30UhYWFSExMxIYNG+DuXnOv4ri4OOzYsQNvvvkmunbtCiEEIiIiDI3f3dzcsHz5ckydOhVlZWWIiorC999/j1atWplUb22suvfcnowfeabJQskqg/H8t9Z7/7UANw3G92oOuaLp2sak7N+L1Yu/wvmUw8jLysRLn3yD9j37G81z5dxpfD/7faQc+BNCr0dQeHNM+HAevPxrHqV4xtMjkbJ/b7Xp8XffgymzFwEA/lj7K36Y8wHKS0vQY9gojH7p/wzzXUu7hA/Gjca7S9fAwcly/t5dwjwQYmHXkU3tHURki2y+91y5rhjZZZekLoNuk7C7hOGJsfj1b+s823R/u+AmDUwAUF5WitDmLdF96AP4fPIz1Z6/eukCpj15H3oMG4URYyfB3skZaefPQKmuvc3VSx9/jcobGoEW5efitVH90LH3IABAQW4OvpkxGWOnfgqfoBB8NCEJMYmd0LZrLwDA/PffwKgXXreowAQAqbmlFheaiOjOWW1oSis+CQGrPYlmE/onXsGqg36otLLcFB/shgDPpv/Cje/SE/Fdetb6/I9fzEJ8l3vw8MQ3DdN8g0LrXKaTq/Gp8z0bVkKtsUfHPoMBAJlXUuHg5IJO/YYCAGISO+HyudNo27UXdq37FXZKJTr0GnC7mySZ9IIyaHV6KBXWcYmOiExjtZ/4tOKTUpdAd6hC5GBCP6mraFhyGTCwTcCtZ2xier0eyX9shV9oM3wwbjTG9orHW2OGYN+29fVazvbffsBdfYdCY389FPqFNENFWSkunDiKovxcnD1+GCFRLVCUn4tf5n2CpFffbYzNaXQ6IXAln73oiGyNVYam0spC5JQ37Si31DiiQs7B19V6xsTp19oPzg51d5mWQkFOFspKirFqwVy06dwDr839Du179sfnrzyDlP2mjaZ/5uhBXDpzEj2HjzJMc3Jxw9hpn2Le2xPx1qND0HXQ/WjTuQe+++xd9B31ODKvXMTrD/XHlJG98OfmNY21eY3iYh570RHZGqu8PJfOs0xWo1KUYdLgckz5TiV1KXfMWWOHu6K8pC6jRkJc72XarkdfDHzkaQBAWHQrnDr0Nzb/shQt23Wq6+UAgO0rfkRwZDQiW7c1mt7+ngFof88/l+CO/70Hl86cQNKr7+KlYXfjhQ/+DVdPH7w1ZghaJHSEq4d57qObpReUoUKnh4qX6IhshlV+2tNL6j+QGZkvB6dzaB9h+V3z728XBJWdeW6Hs5sHFHZ2CAyPMpoe2CwK2Rlpt3x9eWkp9mxciR73PlTnfNqKciz44E08+eZMXL10AXqdDi3bdUJAWAT8Q5rhzJGDd7QdTUkvgDReoiOyKVYXmir1Fcgtv/VBniyHgB5P3JMtdRl3JNTTAc0DXKQuo1Z2ShXCY9og/cI5o+npF8/VOtzAjfZuWoXKigrcPfC+Ouf79Zt/oU2XHmjWMhZ6vQ463T8DmeoqK6HXW1ar/4xChiYiW2J1oSm77BIHtLRClfI0jO5iuW/X+9oFSX5/ubKSYlw4eQwXTl6/e/q1K5dw4eQxZKVfAQAMHvMs9mxcha3L/4uMi+ex4YeFOPD7ZvQe+c/gdXPfmogf5systuztK35Aux594exW80B0AHD57Ens2bgKI567PtpxQFgEZHI5tq34AQd3bkHahbOIaNWm1tebo4zCcqlLIKImZHVtmq6VpkpdAjWSbrGXsPyvQJRqbz2vObkr3BM+bvW7kWdjOHf8MN595gHD46WfTgcAdBsyAmOnfYb29wzAk2+8j98WfIFFH72NgNAITPzoK7Ro28HwmuyMK5DfdLPa9NRzOJm8D6/P/Q61EULgP+++hkcnvWPoWafS2GPs1E+xcOb/QautQNKrM+Dh49+Qm9zoSrU65Jdp4aoxv8b9RNTwrG5E8G1X5qNIa9mXcqh26Vdb4v0VltObzk4uw+uDY+CgsbrfJ/Q/7YLc0Ny75jvDm5PaRjwOe71pey1e+GBQk67PXJSUlKBjx45QKpVYvnw5+vXrh2PHjsHOzjqPDT169EB8fDw+//xzqUsxiakjglvu9Y4alFUWMTBZuSC/swjxtJzQNLhNAAOTlcsoYLumxpaRkYEXXngB4eHhUKvVCA4OxpAhQ7BlyxapSzPZvn37kJiYiClTpqBv374YOHCg1QYma2ZVf7FrZRekLoEamU5UYOKgEry8WPrLXbfi7qBEu/Da2/iQdbhaVA69EJBL3GbNWl24cAFdunSBm5sbZs2ahbi4OGi1WmzYsAHjx4/HiRMnpC7RJN27d0f37t0BAKNGjbrF3CSEgE6nM7tgaVVnmtieyTYo7S+gR0vz7Lp/o/sTg2GnMP866c5U6gWyiyukLsNqjRs3DjKZDH/99RdGjBiB5s2bo1WrVnj55Zexd+8/N4v+9NNPERsbC0dHRwQHB2PcuHEoKioyPL9w4UK4ublh9erViI6OhoODA0aMGIHi4mIsWrQIYWFhcHd3xwsvvACd7p9enGFhYZgxYwYefvhhODk5ISAgAHPmzDGq0dR1b9iwAS1btoSTkxP69++P9PR0wzz79u1Dnz594OXlBVdXV3Tv3h0HDhwwWs/UqVMREhICtVqNgIAATJgwoc59t2rVKrRr1w4ajQbh4eGYNm0aKiv/6bFa1/LKy8sxZcoUBAcHQ61WIyoqCt9++63h+R07dqBDhw5Qq9Xw9/fHa6+9ZrTsmy1duhSJiYlwdnaGn58fHn74YWRmZhqe3759O2QyGTZs2IDExESo1Wrs3LkTQgjMmjUL4eHhsLe3R5s2bfDLL78YXpebm4vRo0fD29sb9vb2iIqKwoIFC+rcL3fCqkJTVhlDk20QGNUt89azSSjK1wnhPubfzoUaBoceaBw5OTlYv349xo8fD0dHx2rPu7m5Gf5fLpdj9uzZOHr0KBYtWoStW7diypQpRvOXlJRg9uzZ+OGHH7B+/Xps374d9913H9auXYu1a9diyZIl+Prrr42+lAHgo48+QlxcHA4cOIDXX38dL730EjZt2lTvdX/88cdYsmQJfv/9d1y8eBGvvPKK4fnCwkI89thj2LlzJ/bu3YuoqCgMHDgQhYWFAIBffvkFn332Gb766iucPn0aK1asQGxsbK37bsOGDXjkkUcwYcIEHD9+HF999RUWLlyI9957z6TljRkzBj/88ANmz56NlJQUfPnll3Byun5Mu3LlCgYOHIj27dvj0KFDmDdvHr799lu8+27tt0WqqKjAjBkzcOjQIaxYsQLnz59HUlJStfmmTJmCDz74ACkpKYiLi8P//d//YcGCBZg3bx6OHTuGl156CY888gh27NgBAHjrrbdw/PhxrFu3DikpKZg3bx68vBpvgFyraQheWJGF7WmNly7J/Bw61Rr/2Waew0tMHtACHs5qqcugJuLtqELv5j5Sl1EnS2wI/tdff6Fjx45Yvnw5hg8fXq/1/Pzzz3juueeQlZUF4PrZnscffxxnzpxBREQEAGDs2LFYsmQJrl69aggE/fv3R1hYGL788ksA1880tWzZEuvWrTMse9SoUSgoKMDatWtve91z587F9OnTkZGRUeMydDod3N3d8d///heDBw/Gp59+iq+++gpHjx6FUnnr3prdunXDgAED8PrrrxumLV26FFOmTEFaWlqdyzt16hSio6OxadMm9O7du9qy33zzTSxbtgwpKSmGoVTmzp2LV199Ffn5+ZDL5bdsCL5v3z506NABhYWFcHJywvbt29GzZ0+sWLECw4YNAwAUFxfDy8sLW7duRadO/9yV4KmnnkJJSQn++9//YujQofDy8sL8+fNvuU/qYnMNwfPKa37jkfVqH50Kp9rf25Lp3tybgcnG5JRoobeO359mpeo3vSljnG3btg19+vRBYGAgnJ2dMWbMGGRnZ6O4uNgwj4ODgyG0AICvry/CwsIMgalq2o2XjQAYfWFXPU5JSbmjdfv7+xutJzMzE2PHjkXz5s3h6uoKV1dXFBUV4eLFiwCAkSNHorS0FOHh4Xj66afx66+/1nk5bP/+/Zg+fTqcnJwM/55++mmkp6ejpKSkzuUlJydDoVAY2mDdLCUlBZ06dTL6u3Tp0gVFRUW4fLnm+74ePHgQw4YNQ2hoKJydndGjRw8AMGxflcTERMP/Hz9+HGVlZejTp4/RdixevBhnz54FADz33HP44YcfEB8fjylTpmD37t217pOGYD2hqYKhydZUiEK8Mti8RpBW2cnRI8a8zzhQw9MJgYKy2r/A6PZERUVBJpMZBZSapKamYuDAgWjdujWWLVuG/fv344svvgAAaLX/DOx28xkVmUxW4zS9/tZnsKsCw52s+8YLPUlJSdi/fz8+//xz7N69G8nJyfD09ERFxfX2csHBwTh58iS++OIL2NvbY9y4cejWrZvROm6k1+sxbdo0JCcnG/4dOXIEp0+fhkajqXN59vZ1d7QRQlQLsnUF3OLiYvTt2xdOTk5YunQp9u3bh19//RUADNtX5cbLsFV/hzVr1hhtx/Hjxw2XUAcMGIDU1FRMnDgRaWlp6NWrl9Flz4ZmXs3S70B+xVWpSyAJeHudRbR/C5xMN4/LdPfGB0KjspqPFdVDTkkF3Ow5yGVD8vDwQL9+/fDFF19gwoQJ1do15eXlwc3NDX///TcqKyvxySefQC6/fi7gp59+arA6bmxwXvW4RYsWANBg6965cyfmzp2LgQMHAgAuXbpkuLxXxd7eHkOHDsXQoUMxfvx4tGjRAkeOHEFCQkK15SUkJODkyZOIjIysdZ21LS82NhZ6vR47duyo8fJcTEwMli1bZhSedu/eDWdnZwQGVr/t0okTJ5CVlYWZM2ciODgYwPX9disxMTFQq9W4ePFirWe9AMDb2xtJSUlISkpC165dMXnyZHz88ce3XP7tsIqjuxB65FeYd8Ngahx6UYnx/QsxYUH1RqJNzcdZjbhQN6nLIInkWtpQ9RZi7ty56Ny5Mzp06IDp06cjLi4OlZWV2LRpE+bNm4eUlBRERESgsrISc+bMwZAhQ7Br1y5Dm6SGsGvXLsyaNQv33nsvNm3ahJ9//hlr1lxvC9ZQ646MjMSSJUuQmJiIgoICTJ482eiMz8KFC6HT6dCxY0c4ODhgyZIlsLe3R2hoaI3Le/vttzF48GAEBwdj5MiRkMvlOHz4MI4cOYJ33323zuV5enrisccewxNPPIHZs2ejTZs2SE1NRWZmJh544AGMGzcOn3/+OV544QU8//zzOHnyJN555x28/PLLhuB4o5CQEKhUKsyZMwdjx47F0aNHMWPGjFvuE2dnZ7zyyit46aWXoNfrcffdd6OgoAC7d++Gk5MTHnvsMbz99tto164dWrVqhfLycqxevRotW7as9/43lVWEpkJtNvSCp8ZtlUyVigFtYrHukLSX6u5PDIZCYTVXvKmeckosc9gBcx+hu1mzZjhw4ADee+89TJo0Cenp6fD29ka7du0wb948AEB8fDw+/fRTfPjhh3j99dfRrVs3fPDBBxgzZswtlm6aSZMmYf/+/Zg2bRqcnZ3xySefoF+/fg267vnz5+OZZ55B27ZtERISgvfff9/oMpObmxtmzpyJl19+GTqdDrGxsVi1ahU8PT1rXF6/fv2wevVqTJ8+HbNmzYJSqUSLFi3w1FNPmbS8efPm4Y033sC4ceOQnZ2NkJAQvPHGGwCAwMBArF27FpMnT0abNm3g4eGBJ598Ev/3f/9XYy3e3t5YuHAh3njjDcyePRsJCQn4+OOPMXTo0FvulxkzZsDHxwcffPABzp07Bzc3NyQkJBhqUalUeP3113HhwgXY29uja9eu+OGHH0zf8fVkFb3nLhUdRXLWulvPSFZLJfPC2K+8IYQ0Awy2DnTBw53DJL8pL0lHIZdhRFyA2Q5yaWrvIDIWFhaGiRMnYuLEiVKXQo3IpnrP5ZezPZOtqxBZGN9HmrezTAYMbhPIwGTjdHqBQjYGJ7JqVhGa2HOOAKB1+Hl4ODZ9cOnd0heuTqomXy+ZH0u9REdEprH4Nk1sBE5VtKIErwypwBs/NF0PJgeVAndHezfZ+si85ZRq0UzqIqhBXbhwQeoSyIxY/Jmmksp8NgInAxfXc4gPabq39fCEIKiUvL8cXZfPHnREVs3iQ1NxZZ7UJZAZEdDh6T55TbKuQDd7xAS5NMm6yDIUVfAHHJE1s/jQVKLNl7oEMjN6u8sY0aHxz/7cnxhU45gkZLtKKnS8nQqRFbP4I34JzzRRDfokXIaqEXNTQogb/D0cGm8FZJEErgcnIrJOVhCaeKaJqqsQuXhxQOP84lfIZRjQJqBRlk2Wr6icl+iIrJXFhya2aaLahAedQ4Bbww9B0L+1H5x4jzGqBds1EVkvix9yoJRnmqgWlaIcLw0uw+Sl6gZbpovGDh0jvRpseWR9iizs8tyqCx816fqGhE1u0vURNSSLPtNUoSuDVl8udRlkxuwdz6FTZMM1brq/XRCUdhb9saFGVszLcw0qKSkJMpkMM2fONJq+YsUKjsJPTc6ij/5sBE63IiAwpmdWgyyrmZcjogI4xADVjZfnGp5Go8GHH36I3NxcqUshG2fhoYmX5ujWKuXpeLTrnb/Vh7fj/eXo1orKLevynCXo3bs3/Pz88MEHH9Q537Jly9CqVSuo1WqEhYXhk08+ueWyV65cicTERGg0Gnh5eeG+++4zPJebm4sxY8bA3d0dDg4OGDBgAE6fPm14fuHChXBzc8OGDRvQsmVLODk5oX///khPTzfMo9frMX36dAQFBUGtViM+Ph7r1683quHy5csYNWoUPDw84OjoiMTERPz555+G51etWoV27dpBo9EgPDwc06ZNQ2Ulw7kULDo0VehKpS6BLMTdrS7C/g5uD9cpwhPervYNVxBZrQqdHoJjNTUohUKB999/H3PmzMHly5drnGf//v144IEHMGrUKBw5cgRTp07FW2+9hYULF9a63DVr1uC+++7DoEGDcPDgQWzZsgWJiYmG55OSkvD3339j5cqV2LNnD4QQGDhwILTaf0Z+Lykpwccff4wlS5bg999/x8WLF/HKK68Ynv/Xv/6FTz75BB9//DEOHz6Mfv36YejQoYbwVVRUhO7duyMtLQ0rV67EoUOHMGXKFOj1egDAhg0b8Mgjj2DChAk4fvw4vvrqKyxcuBDvvffenexSuk0yYcGf7tN5e3Eib6fUZZCFuJrZEu/+Wv8zRUqFDK8NjoGD2uL7TVATuT82ACoza/tWVlaG8+fPo1mzZtBoNIbp5t4QPCkpCXl5eVixYgU6deqEmJgYfPvtt1ixYgWGDx9uCKijR4/GtWvXsHHjRsNrp0yZgjVr1uDYsWM1Lrtz584IDw/H0qVLqz13+vRpNG/eHLt27ULnzp0BANnZ2QgODsaiRYswcuRILFy4EI8//jjOnDmDiIgIAMDcuXMxffp0ZGRcv5F8YGAgxo8fjzfeeMOw7A4dOqB9+/b44osv8PXXX+OVV17BhQsX4OHhUa2Obt26YcCAAXj99dcN05YuXYopU6YgLS2tXvuSalfb5+Nm5vWprietvkzqEsiCBPieRZh3/d/yg9sEMDBRvVTo9FKXYJU+/PBDLFq0CMePH6/2XEpKCrp06WI0rUuXLjh9+jR0upovmSYnJ6NXr141PpeSkgI7Ozt07NjRMM3T0xPR0dFISUkxTHNwcDAEJgDw9/dHZub1m8gXFBQgLS2txrqqlpGcnIy2bdvWGJiA62fQpk+fDicnJ8O/p59+Gunp6SgpKanxNdR4LDw0seccmU4nKvDiwOJ6vcbDUYWEZjUfzIhqw9DUOLp164Z+/foZnbWpIoSo1ubwVhdS7O1rv+Re22tvXo9SaTxmm0wmq/bamuqqmlZXDcD1NlHTpk1DcnKy4d+RI0dw+vTpOs+IUOOw8NDEM01UP3aa87gnxvQhCEYkBsFOYdEfE5JARSVDU2OZOXMmVq1ahd27dxtNj4mJwR9//GE0bffu3WjevDkUipo/83FxcdiyZUuNz8XExKCystKoQXZ2djZOnTqFli1bmlSri4sLAgICaqyrahlxcXFITk5GTk5OjctISEjAyZMnERkZWe0f733Z9Cz6mgNDE92OB7pexdbjtx6gMtrXGWE+Tk1QEVkbnmlqPLGxsRg9ejTmzJljNH3SpElo3749ZsyYgQcffBB79uzBv//9b8ydO7fWZb3zzjvo1asXIiIiMGrUKFRWVmLdunWYMmUKoqKiMGzYMDz99NP46quv4OzsjNdeew2BgYEYNmyYyfVOnjwZ77zzDiIiIhAfH48FCxYgOTkZ3333HQDgoYcewvvvv497770XH3zwAfz9/XHw4EEEBASgU6dOePvttzF48GAEBwdj5MiRkMvlOHz4MI4cOYJ333339nYi3TYLD028PEf1p0UmnrnHB19vrfuLbRiHGKDbZEmhyRJH6J4xYwZ++ukno2kJCQn46aef8Pbbb2PGjBnw9/fH9OnTkZSUVOtyevTogZ9//hkzZszAzJkz4eLigm7duhmeX7BgAV588UUMHjwYFRUV6NatG9auXVvtklxdJkyYgIKCAkyaNAmZmZmIiYnBypUrERUVBQBQqVTYuHEjJk2ahIEDB6KyshIxMTH44osvAAD9+vXD6tWrMX36dMyaNQtKpRItWrTAU089VY89Rg3FonvPbbn8NcdqotuilDlhysJQFJTV/PbvEe2NfrwpL92mNgGuiPF1lroMI6b2DiKyRew9R1QHrSjCK0NqHhxObSdHj5Y+TVwRWRNLOtNERKaz6NBUqa+QugSyYJ6eZ9EyoPpH4N6EQKhVFn3lmiRWydBEZJUsOjQJWOyVRTIDelGJcf0LjKb5uWgQG+IuUUVkLSy30QMR1cViQ5MQ/CVHDUB5EYMT/umOfF9iEBRyNv6mO2POmcmCm7ESNRpTPxeWG5rM+rBElmRIhzQoZAJxQa4I8nSQuhyyAnozDCZVYxVVVLBZA9HNqkZXv1XPSIttuMFfS9RQKkQ2nu/nCwe7AA4xQA3CHI9OdnZ2cHBwwLVr16BUKjkwIhGuZ4mSkhJkZmbCzc2t1oFQq1hsaDLPwxJZquiwM9AosqQug6yEo6YZgG63nK8pyWQy+Pv74/z580hNTZW6HCKz4ubmBj8/v1vOZ7mhiWcEqAHpRAWKKzOlLoOshAfMc8gKlUqFqKgoXqIjuoFSqbzlGaYqFhuaZJbbHIuIrJwM5vujTi6Xc3BLottkscnDnA9KRGTreHwiskaWG5p4eY6IzBSPT0TWyWJDEwDIZRZ7dZGIrJiCxyYiq2TRoUkl53V5IjI/Sh6biKySRYcmHpiIyBzx2ERknSw8NKmlLoGIqBqGJiLrZOGhiQcmIjI/PDYRWSeGJiKiBsaz4ETWycJDEw9MRGR++IOOyDpZeGjigYmIzA9/0BFZJ8sOTQqGJiIyPzw2EVknyw5NPNNERGZGLrPj4JZEVsqiQ5O9wlnqEoiIjPC4RGS9LDo0OShdpS6BiMiIg9JN6hKIqJFYdGiyV7hAZtmbQERWxtGOP+aIrJVFJw6ZTAYHOxepyyAiMnCwc5O6BCJqJBYdmgAeoIjIvDjwTBOR1bKC0MQDFBGZDx6TiKyX5YcmNgYnIjPChuBE1svyQxMvzxGRmVDK7TkaOJEVY2giImog7DlHZN0sPjQ5Kd2lLoGICADgyOMRkVWz+NBkJ1fB0Y4HKiKSnqvKV+oSiKgRWXxoAgBXNQ9URCQ9V7Wf1CUQUSOyitDkxl93RGQGXFU+UpdARI3IKkKTq4q/7ohIWo527uw5R2TlrCM08fIcEUnMjZfmiKyeVYQmpVwNRw49QEQSYiNwIutnFaEJ4CU6IpIWQxOR9bOe0MRLdEQkIR6DiKyf1YQmN55pIiKJONq5sRE4kQ2wmtDkrvaHHAqpyyAiG+SpCZG6BCJqAlYTmhRyJdw1gVKXQUQ2yMs+VOoSiKgJWE1oAgBvDQ9cRNT0vHimicgmWFdo4q89ImpiLiofqBUOUpdBRE3AqkKTq8oPSrlG6jKIyIZ4a8KkLoGImohVhSaZTMbT5ETUpHiGm8h2WFVoAtggk4iajlxmBw91kNRlEFETsbrQxMbgRNRUPNQBUMjtpC6DiJqI1YUmR6U7HOxcpS6DiGyAt32Y1CUQUROyutAEAL72EVKXQEQ2gMcaIttilaEpwDFa6hKIyMo5K73grPKSugwiakJWGZrc1YHQKJylLoOIrBh/nBHZHqsMTTKZDAGOzaUug4isWIBjC6lLIKImZpWhCeABjYgaj4vSG05KD6nLIKImZrWhyV0dAHv2oiOiRsAfZUS2yWpDEwAEOLDNARE1PIYmIttk3aGJBzYiamCuKj84Kt2kLoOIJGDVoclN7QtHOzepyyAiK8Jec0S2y6pDEwAEOsVIXQIRWQkZZAh0bCl1GUQkEasPTaFObSCz/s0koibg6xABezuOAUdkq6w+TWjsnODnECl1GURkBcKc20pdAhFJyOpDEwCEOcdLXQIRWThHO3d4aUKlLoOIJGQTocnLPpQD0RHRHQl1jodMJpO6DCKSkE2EJuD6AY+I6HYoZEqEOLWWugwikpjNhKZgp9ZQyJRSl0FEFijAsQWUCo3UZRCRxGwmNCnlanYVJqLbwgbgRATYUGgCgDAXHviIqH7cVP5wU/tKXQYRmQGbCk2uKh94aoKlLoOILEi4SzupSyAiM2FToQkAmrt2kroEIrIQjnYevIclERnYXGjysg+FhzpQ6jKIyAJEud3FYQaIyMDmQhMARLnxbBMR1c3Rzg1B7DxCRDewydDkY98M7mp/qcsgIjMW5doJMplNHiKJqBY2e0SIcu0sdQlEZKYc7FwR6BQjdRlEZGZsNjT5OoTDTeUndRlEZIYiXe+CnGeZiOgmNn1UYNsmIrqZvcIFwU6tpC6DiMyQTYcmP4dIuKo4aB0R/SPStSPkMoXUZRCRGbLp0AQALd27SV0CEZkJRzt3hDjHSl0GEZkpmw9N3vZh8LFvJnUZRGQGYjx68CwTEdXKTuoCzEGMe09cK02FgF7qUiSTnZGPhTPX4sCOkygv0yKwmRde+HAkImODDPNcOnMVi2auxdG/zkPo9QiO8sOr/x4N70D3Gpf5xqgvcfTPc9WmJ/ZsgbfnPwEA2L7iABbPWoeykgr0eaA9Hn9jsGG+q5dz8M6j/8GnKyfAwZl3mKfG5aUJgZ9DpNRlEJEZY2gC4KzyRIhzHFILk6UuRRJF+SV4dcRcxHaKwDsLnoCrlxMyUrPh6GJvmCc9NRuvjZyH3g+0x0Mv9YWjswaXzmRCqVbWutzXvxyDSq3O8LgwtxgTBn6OLgPjAAAFOcX492u/4MWPH4BfsCemPzkfre+KQPt7rg8oOO//fsWYVwcwMFETkCHGvYfURRCRmWNo+p9oty5IKz4Brb5M6lKa3LIvt8PL3xUvfvSAYZpvkIfRPEs/Xo92PVrg8dcHGab5hXjWuVxnNwejx7+vSobaXmkITRkXs+HgrEHXwfEAgNi7InDp9FW0v6cldvx2EHZKBTr3Z/sSanwhTrFwVbNTCBHVzebbNFVRKxwQ7dZF6jIk8dfm44iMC8LMcUvwaOI0vDjoc2z4/k/D83q9Hn9vS0FAMy+8M+Y/eDRxGl65dw72bjxar/Vs/mkfug5uA42DCgAQ0MwL5WVanD12BYV5JTh9+DLCWvijMK8E3322Ec9Ou7chN5OoRkq5Bi3cu0pdBhFZAIamG4Q5x8NF6S11GU0u42IO1i3di4BmXpi66CkMGH0Xvpn2G7Yu2w8AyM8uRmlxBZZ9uQ0J3Ztj2uKncVe/1vhg7BIc3XvWpHWcSr6I1JMZ6PtgB8M0J1cHTPz4QXw+6UdMuncOet6XgITu0Zj//moMfqwLrl7KwYuDPsfz/T7BrrWHG2XbiaLdukCtcLj1jERk83h57gYymRytPXtjd8b3UpfSpIQQiIwNwpjJAwAAEa0CcfHUVaz7bg/uub8d9PrrDeQ79mmFYU9eH6IhPCYAJ/ZfwLr/7kXruyJuuY5NP+1DaLQfmseHGE3v1K81OvVrbXh8ZO9ZpJ7MwNhp9+LZHh/ilX89DDdvZ7wy/N9o1SEcbl5ODbXZRHBReiPMOV7qMojIQvBM0008NUEIdmp96xmtiLu3M4IjfYymBUX64FpaHgDAxd0RCjs5giN9b5rH1zBPXcpLK7Bz9SH0ueEsU0205ZX48q1fMf69+5B2IRs6nR6t74pAUIQPApp54VTyxXptF1HdZIj17MOb8hKRyXi0qEEr957QKGznjEbLxDBcOXfNaFra+Wvw+d9QAkqVHaLiguucpy5/rDkMbXkletzbts75fpyzGQndoxHROgh6vR66yn+GgNBpdYYzXkQNIdwlAR6aQKnLICILwtBUA6VCgzjPflKX0WSGPdEVJ5Mv4qcvtiLtQhZ2/HYQG77/EwMf/efefMOf6Y4/1hzChu//RNqFLKxetAt/bUnBwEf+meezl3/Aolnrqi1/049/4a6+reDi7lhrDRdPZWDnmkMY/fL1/R4U4QOZXIaNP/6FfVtTcPnsNUTFBTfgVpMtc7RzRws3Nv4movphm6Za+DqEI9ipNS4V1a+HmCWKahOMN74cg8UfrcePszfDN9gDT701FD3uTTDM06lfazz37n34Zd5WfDPtNwSGe+O1uY8ipv0/o6lfS8uDTC4zWvaVc9dw/O8LmLb4qVrXL4TAv99Yhqf+b4ihZ51ao8TEjx7Al2+vgLaiEs9OGwZPP9cG3nKyTTLEew2AQl77GGNERDWRCSGE1EWYK62+HNuvzEeZrkjqUoiogYS7JKKVR0+pyyAiC8TLc3VQytVo49lf6jKIqIE42nnwshwR3TaGplvwcWiGYCeOSk1k+WSI9+oPhZytEojo9jA0maCVR09oFM5Sl0FEdyDCJZG95YjojjA0mUApVyPeawAA2S3nJSLz46z0QrTb3VKXQUQWjqHJRN72oWju1unWMxKRWbGTqZDocy8vyxHRHWNoqofmrp3hrQmTugwiqoc2Xv3hpLz1IKxERLfC0FQPMpkMCd6D2b6JyEKEu7RDgGO01GUQkZVgaKonlcIeiT5DIYdC6lKIqA7u6kC0dO8hdRlEZEUYmm6DuzoAMR49pC6DiGqhkjugnfcQyHkzXiJqQDyi3KZmLgkIcGghdRlEVM31y+j2dryMTkQNi6HpDrTx6gcnpYfUZRDRDaLdusDbPlTqMojICjE03QE7uQrtfe6DUm4vdSlEBCDAoQWiXO+SugwislIMTXfISemODj7DIZdxDBgiKXmogxDvPQAyGQehJaLGwdDUADw0gUjwGgSOGE4kDSelB9r7DIeCP16IqBExNDUQf8fmaOXeQ+oyiGyOWuGIjj4joFJopC6FiKwcQ1MDCndNRDPndlKXQWQzFDIlOvjcBwelq9SlEJENYGhqYK08esLPIUrqMoisngwytPMeAje1n9SlEJGNYGhqYDKZDAleg+GuDpC6FCKrFuvZB74OEVKXQUQ2hKGpESjkdujgcx+clV5Sl0JklaLduiDUuY3UZRCRjWFoaiQqhT06+T3I4ETUwJq7dkZzt85Sl0FENoihqRGpFQ4MTkQNqLlrZ0S7d5G6DCKyUQxNjYzBiahhMDARkdQYmpoAgxPRnWFgIiJzwNDURBiciG4PAxMRmQuGpibE4ERUPwxMRGROZEIIIXURtqZCV4q/MpcjtzxN6lKIzFaMe3dEuHaQugwiIgOGJono9JU4kLUaGSWnpS6FyKzIoUBb74EIcGwhdSlEREYYmiQkhMCx3G04X7Bf6lKIzIJSrkF7n+Hw1ARJXQoRUTUMTWbgXP7fOJa7HQD/FGS7HOxc0cHnfjirPKUuhYioRgxNZiK9+BQOZK2BXlRKXQpRk3NV+aGj731QKxylLoWIqFYMTWYkp+wK/sr8FVp9qdSlEDUZH/twtPMeAju5SupSiIjqxNBkZoq0udiXuRxF2hypSyFqdM2cE9DKoydkMo5+QkTmj6HJDFXqK3AoewPSik9IXQpRo1DIlGjj2Q+BTi2lLoWIyGQMTWbsfMEBHM/ZDj10UpdC1GCclJ5I9B7GBt9EZHEYmsxcbnka9meuQqmuQOpSiO5YoGNLxHn2ZfslIrJIDE0WoEJXigPXVuNa2QWpSyG6LXIoEOPRA81cEqQuhYjotjE0WQghBE7n78HJvN3geE5kSewVLmjnMxTuan+pSyEiuiMMTRbmWmkqkrPWoUxXKHUpRLfk5xCFNp79oFLYS10KEdEdY2iyQFp9OY7lbMOloiNSl0JUI6XcHrGevRHI+8cRkRVhaLJgV0vO4XD2BpTpiqQuhcjAzyEKcZ59OLo3EVkdhiYLd/2s01ZcKjoqdSlk45RyDWI9enPsJSKyWgxNVoJnnUhKfg6RiPPsy7NLRGTVGJqsiFZXhmO523jWiZqMUm6P1h73IMgpRupSiIgaHUOTFcouu4yj2ZtRoL0mdSlkpWSQIdS5DaLd7mbPOCKyGQxNVkoIPS4UJuNk3i5o9WVSl0NWxF0diFiPXnBV+0pdChFRk2JosnLluhKcytuF1MLDENBLXQ5ZMI3CGS3du/FSHBHZLIYmG1FYkY3juduRWXpO6lLIwihkSkS6dkSESyIUcqXU5RARSYahycZcK72AlNzfkV9xVepSyMzJIEewU2u0cL+bveKIiMDQZLOulpzFqbzdyKvIkLoUMjNyKBDs1BqRbh3hYOcqdTlERGaDocnGZZacx6n8XcgtT5e6FJKYHAqEOMch0rUj7O2cpS6HiMjsMDQRgOuX7U7l7UZO+RWpS6EmJpfZIdSpDSJdO0Bj5yR1OUREZouhiYxklV7EqfzdyC67JHUp1MgUMiVCna+HJbZZIiK6NYYmqlF++VVcKEzGleIU6IRW6nKoATnaeSDMJR7BTq2hlKulLoeIyGIwNFGdtPpyXCo6itTCZBRpc6Quh26TDHL4OkQgzLktvO1DpS6HiMgiMTSRybJKU3GhMBkZJWc4UKaF0CicEOIUhxDnODbuJiK6QwxNVG9llUW4WHQYl4uOobgyT+py6CYyyOFlH4oQp1j4OURBLpNLXRIRkVVgaKI7kld+FenFJ3Cl5CRKK/OlLsdmySCDpyYYAY4t4O/QnDfRJSJqBAxN1GByy9ORVnwCacUnUaYrlLocGyCDhzoQgY4t4O/YnD3giIgaGUMTNTghBHLL05BWfAJXS8+ihGegGowMcrirA+Dv2BwBDtEcV4mIqAkxNFGjK9bmIassFddKLyCr7CK0+jKpS7IozkoveNmHwlsTCk9NMOzkKqlLIiKySQxN1KSEEMivuPq/AJWKnLIr0EMndVlmRaNwgpcmBF72YfDWhPJsEhGRmWBoIknp9FrklqcjvyIDeRVXkV9+FcWVuVKX1WQUMiVcVN5wU/nBVe0LN5U/nFWeUpdFREQ1YGgis6PVlyO//CryK67/yyvPsIogdT0g+cBN5fu/gOQHJ6UHZBwSgIjIIjA0kUWo1FegWJuL4so8lFTmo6QyDyXafJRU5qO0ssBsLvEp5Ro42Ln+758bHJSucLRzM0xjQCIislwMTWTxhBAo1RWiRJuHUl0htPqy6/905f/7//J/pv3vsSn305NBBju5Gkq5Gkq55n//bvx/DZQKNVRyezjYucHRzhVKhaYJtpiIiKTA0EQ2TQg9BASEEIDselCSQQ6ZTCZ1aUREZGYYmoiIiIhMwAYWRERERCZgaCIiIiIyAUMTERERkQkYmoiIiIhMwNBEREREZAKGJiIiIiITMDQRERERmYChiYiIiMgEDE1EREREJmBoIiIiIjIBQxMRERGRCRiaiIiIiEzA0ERERERkAoYmIiIiIhMwNBERERGZgKGJiIiIyAQMTUREREQmYGgiIiIiMgFDExEREZEJGJqIiIiITMDQRERERGQChiYiIiIiEzA0EREREZmAoYmIiIjIBAxNRERERCZgaCIiIiIyAUMTERERkQkYmoiIiIhMwNBEREREZAKGJiIiIiITMDQRERERmYChiYiIiMgEDE1EREREJmBoIiIiIjIBQxMRERGRCRiaiIiIiEzA0ERERERkAoYmIiIiIhMwNBERERGZgKGJiIiIyAQMTUREREQmYGgiIiIiMgFDExEREZEJGJqIiIiITMDQRERERGSC/wdJl123Xnp+qgAAAABJRU5ErkJggg==", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Rta = {\n", + "# \"Móncora\": 5,\n", + " \"Plantación de árboles\": 1,\n", + " \"Campañas escolares\": 1,\n", + " # \"Halley UIS\": 1,\n", + " \"No conoce\": 4,}\n", + "\n", + "#PRAE: Proyecto Ambiental Escolar\n", + "\n", + "plt.pie(Rta.values(), autopct = '%1.1f%%', colors = cmap(range(5)))\n", + "plt.legend(Rta.keys(), loc = [1, 0.5])\n", + "plt.title(\"¿Conoces proyectos de ciencia ciudadana?\")\n", + "plt.show()\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Pregunta 8:** Describe un proyecto de ciencia ciudadana relacionado con el medio ambiente" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Rta = {\"No sabe/No responde\": 3,\n", + " # \"Campañas escolares\": 0,\n", + " \"Plantaciones de árboles\": 1,\n", + " \"Recolección de basuras\": 1,\n", + " # \"Móncora\": 8,\n", + " }\n", + "\n", + "\n", + "\n", + "plt.pie(Rta.values(), autopct = '%1.1f%%', colors = cmap(range(5)))\n", + "plt.legend(Rta.keys(), loc = [1, 0.5])\n", + "plt.title(\"Describe un proyecto de ciencia ciudadana\")\n", + "plt.show()\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Pregunta 9:** ¿Conoces lenguajes de programación? ¿Sabes qué es Python?" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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vXo2ioiJ88803Vj+nvXv3Wu139Tnf6L14rauvx8WLF6uEorS0tFsa8Ovp6YlmzZpZtcIRUf2xuxabLVu24IEHHsDAgQPx8MMPV/n+9OnTkZOTg8mTJ0NUM1O9sLAQ69atAwD069cPAKoMYv36669RVFRU+f266NevHzZs2FAZZK763//+B71ejy5dugAABg0ahOPHj1d2BVQnISEBWVlZMJvN6NixY5V/1f3RU6lUiIuLq/xk+ueff9ap/ps5543Ex8djw4YNVq0PFosFX375ZZV9w8LCsH//fqttGzZsqNLyoFAorAZ2A1cGKV/t6ruehIQEHDx4EJGRkdU+x38Gm6vc3NwwaNAgvPLKKygvL8ehQ4dqPH6fPn1QUFCA77//3mr7p59+avV1s2bNEBUVhX379lVbR8eOHWsVJL/55pvKlgrgSrhbs2YNevbsWWWA/bVq+x64OhB81apVVvt99dVXVWaSXU91P7cff/wRFy5cqPUxanseAFbnEkLgP//5j9V+3bp1g6enJ5YsWVLt9aImffv2BVD1dUtOTsaRI0du6tpx1dixY3H06FGrAElE9ceuWmz27NmDwYMHo1+/fli1alW1ffv33nsvpk+fjtmzZ+Po0aN45JFHKhfo27lzJz766COMHDkSt912GwYMGICBAwdi6tSpyM/PR/fu3StnhLRr1w4PPfRQnWtMTEysHMMxY8YMGI1GrFy5Ej/++CPeeOMNeHp6AgCeeeYZrFq1CkOHDsVLL72Ezp07o6SkBJs3b0ZCQgL69OmDUaNGYeXKlbjjjjvw9NNPo3PnztBoNDh//jw2btyIoUOH4q677sKSJUuwYcMGDB48GE2aNEFpaWnlrI/rjeGpTm3PWRevvPIK1qxZg379+uGVV16Bq6srlixZUrkCtFL5d35+6KGHMH36dMyYMQPx8fE4fPgwFi1aVPm6XZWQkIDZs2cjMTER8fHxOHbsGGbNmoXw8PAb/qGdNWsW1q9fj27dumHy5Mlo1qwZSktLkZqaip9++glLlixB48aNMWHCBLi6uqJ79+4IDAxEeno6Xn/9dXh6el63NW/06NF45513MHr0aMydOxdRUVH46aef8Msvv1TZ96OPPsKgQYMwcOBAjBkzBsHBwcjOzsaRI0fw559/Vhv+rqVSqTBgwABMmTIFFosF8+fPR35+Pl577bUbPra274EWLVrgvvvuw4IFC6BSqdC3b18cOnQICxYsgKenp9XP8HoSEhKQlJSEmJgYtG7dGrt378abb75Z7wsoDhgwAFqtFvfddx9efPFFlJaWYvHixcjJybHaz2AwYMGCBRg/fjz69++PCRMmoFGjRjh58iT27duHRYsWVXv8Zs2a4dFHH8XChQuhVCoxaNCgyllRISEhePbZZ2+69lmzZmHWrFlISUmpsVWQiG6BpEOXrzFgwAAREhIiysrKbrjv5s2bxT333CMCAwOFRqMRHh4eomvXruLNN98U+fn5lfuVlJSIqVOnitDQUKHRaERgYKB4/PHHRU5OjtXxQkNDxeDBg6uc59pZRUIIceDAATFkyBDh6ekptFqtaNOmjdVMmKtycnLE008/LZo0aSI0Go3w9/cXgwcPFkePHq3cx2Qyibfeeku0adNG6HQ6YTAYRExMjJg4caI4ceKEEEKI7du3i7vuukuEhoYKFxcX4ePjI+Lj48X3339/w9epuvprc866viZbt24VcXFxwsXFRQQEBIgXXnhBzJ8/XwConCkmhBBlZWXixRdfFCEhIcLV1VXEx8eLvXv3VpkVVVZWJp5//nkRHBwsdDqdaN++vVi9erV4+OGHRWhoqNW5AYiZM2dabcvMzBSTJ08W4eHhQqPRCKPRKDp06CBeeeUVUVhYKIQQYvny5aJPnz6iUaNGQqvViqCgIDFixAixf//+G76u58+fF8OHDxcGg0G4u7uL4cOHi23btlWZFSWEEPv27RMjRowQ/v7+QqPRiICAANG3b1+xZMmS657j6qyo+fPni9dee000btxYaLVa0a5dO/HLL79Y7Xt1Vs8/Z6ZdVdv3QGlpqZgyZYrw9/cXOp1OdOnSRWzfvl14enpazWi6OisqOTm5yrlycnLEI488Ivz9/YVerxc9evQQW7durfI7c3VW1LWzgmo6dnXPb82aNZW/w8HBweKFF14Qa9euFQDExo0brR7/008/ifj4eOHm5ib0er2IjY0V8+fPr3L8fzKbzWL+/PkiOjpaaDQa4evrKx588EFx7tw5q/3i4+NFixYtqrwW1f2u/vNc/5wtSET1x65WHm7Xrh3UajWSk5Ottp86dQoRERESVUU367bbbkNqamrlDBVbyMvLg5eXFxYuXFjtgo6O7OpKxm+++Saef/55SWrYtm0bunfvjpUrV1aZ9UVEZI/sqivqrrvuQmJiYuV9WzIyMpCUlIQWLVrwxoJ2bsqUKWjXrh1CQkKQnZ2NlStXYv369fjvf/9rs3Pu2LGjckzItQvVUd2tX78e27dvR4cOHeDq6op9+/Zh3rx5iIqKqnHwMxGRvbGrYPPKK69AqVRi2bJlWLlyJYKDg9GvXz9MmTJF6tLoBsxmM2bMmIH09HQoFArExsbik08+wYMPPmizc95///0wm81YsGABOnToYLPzOAsPDw+sW7cO7777LgoKCuDr64tBgwbh9ddf5wweInIYdtUVRURERHQr7G66NxEREdHNYrAhIiIi2WCwISIiItlgsCEiIiLZYLAhIiIi2WCwISIiItlgsCEiIiLZYLAhIiIi2WCwISIiItlgsCEiIiLZYLAhIiIi2WCwISIiItlgsCEiIiLZYLAhIiIi2WCwISIiItlgsCEiIiLZYLAhIiIi2WCwISIiItlgsCEiIiLZYLAhIiIi2WCwISIiItlgsCEiIiLZYLAhIiIi2WCwISIiItlgsCEiIiLZYLAhIiIi2WCwISIiItlgsCEiIiLZYLAhIiIi2WCwISIiItlgsCEiIiLZYLAhIiIi2WCwISIiItlgsCEiIiLZYLAhIiIi2WCwISIiItlgsCEiIiLZYLAhIiIi2WCwISIiItlgsCEiIiLZUEtdAJEtFJSakFNsQnZROXKKypFdXH7l/4vLUVxmhlkIVFgELJa//6tQACql4u9/CgXUKiU8dGr4uGnh7aaF0U0Lb/3f/9Wq+dmAiMieMNiQwykpNyPlciFSLhUiJbMQpy8XI6uoDNlFV8JLbrEJ5WZLg9RicFHDW6+B0c0FRjcNAjx0iPQzINLfgKZ+BjT2doVCoWiQWoiICFAIIYTURRBVJ6uwDCczC5GSWYSTf4WYk5cKkZZXAkf5rdVplAj3vRJymvobEOnnhqb+BoT7usFFrZK6PCIi2WGwIbtQajJj77lc/HE6G8mp2TiYloecYpPUZdmMUgGEGt3QrokXOocb0SnMiEg/g9RlERE5PAYbkkR+qQm7U3PwR2o2/kjNxoHzeQ3WfWSvfA0u6BTmjU5hRnQONyI2wANKJbuxiIjqgsGGGkRWYRl2ns7GH6evBJmj6fmw8Dfvutx1anRo4o1O4UbEhRnRNsQLahUHKxMRXQ+DDdnM6ctFWHc4HesOZ2DP2RwGmVvk6apBn2Z+GBAbgN7RfnBz4dh/IqJrMdhQvTp4IQ9rD17EL4czcPJSodTlyJZWrUT3SB880iMcncKMHIhMRPQXBhu6ZUcu5uPHAxfx4/6LOJ1VJHU5TmXakFh4uGrQyN0Fod56NPZ05do6ROTU2JZNN+VSQSlWJZ/Dd/vS2DIjkcbernB31UAASC8oQ3pBGZIVOQhw1yHCR49gT1couYYOETkZBhuqk+2nsrBixxmsO5wOk5mNfVKKi/Cpss0igLT8UqTll8JVo0SkjwFNfd3gqmFXFRE5BwYbuqGCUhO++fMCVuw8gxNsnbEb0QHXX/emxGTBwfR8HErPR2MvV0T5uqGRu66BqiMikgaDDdXoyMV8fLLjDL7bewFF5Wapy6F/CPDUwV2vrdW+AsC53BKcyy2Bh06NKF8Dwo16aDh1nIhkiIOHyYrJbMFPBy7ikx1nsOtMjtTlUA2GtQtGXJTvTT9erVQgzFuPKD8DvFw19VgZEZG02GJDAIAKswVf/XkeCzecxIXcEqnLoRuIDnC/pcdXWAROZhXhZFYRgj10aBXoAe9atgAREdkzBhsnZ7YIfLvnAhZuOIEz2cVSl0O14GvQwstQfyHkQn4pLuSXorGnK1oFerAFh4gcGoONk7JYBNbsT8N7G07gVCbXnnEkXSJ8oLDBNO7zeSW4kFeCEK8rAcdDx4BDRI6HwcbJCCGw9mA63v3tOI5ncIaTI4oJ8rDZsQWAs38NNA711qNloAfceesGInIgvGI5kXWH0/HOrydw5GK+1KXQTfLSa+BtcLH5eQSA1JxinMkpRrhRjxYBHjAw4BCRA+CVygkcTMvD9NUHsedcrtSl0C3qEuEDpbLhVhMWAE5lFyM1pxhRvga0CvTgNHEismsMNjJWUGrCgnXH8cnOMzDz1tqyEBvsKcl5LQI4llmIs7klaB/siSbeeknqICK6EQYbmfp+Xxrm/HgYlwrKpC6F6om7Tg0fd2mnZJeYzPi/1Gycyi5Gx8Ze7J4iIrvDBfpk5lRmIWZ8fwi/n7wsdSlUz/o390e/VoFSl1FJpVAgNsAdzf3doWrA7jEiouvhxy2ZKDWZ8eGmk1iy5RTKKyxSl0M20KKxNN1QNTELgQMX85GaXYyOIV4I4H2oiMgOMNjIwKZjl5D4/SEusCdjeq0K/h6uUpdRrYKyCmw8eRmh3q5oF+zFO4kTkaQYbBxYXokJ0787iO/3pUldCtlYXLgRSpV9d/ecySlBWn4pOjT2QrjRTepyiMhJMdg4qO2nsvDcF3uRllcqdSnUAOytG6omJrPAjjM5SM8vQ8cQL04NJ6IGx2DjYMorLFiw/hj+s/UUOIPbObiolQjwss9uqJqk5hTjcnE5uoUZ4cObaxJRA2KwcSApmYWY/PkeHErjysHOpHO4ESoHbPkoLKvAr8cvoXWgJ2L8DTa5vxUR0bUYbBzEN3+ex6vfHURxuVnqUqiBtWrsJXUJN80igL1peUgvKEWXUCMHFhORzTnex0AnU2oy44Wv9mHKl/sYapyQRqVAoNHxp1GnF5Rh7dEMpOVzTBgR2RZbbOzYyUsFmPTpn7wLtxPrEGqEWiWPVo6yCgs2p1xGMz8D2gR5clE/IrIJBhs7tf5wBp5etYetNE6uTYiX1CXUu2OZhcgqLkfPcB/o2DVFRPWMXVF26OPfT2Hiil0MNU5OpVQg2EeeN5u8XFSO9ccvIb/UJHUpRCQzDDZ2xGwReHX1Acz58QinchPahXhBo5bvW7Sw3Ix1xy8hvYDjboio/sj3qulgCssqMG55MlbsPCt1KWQn2oZ6SV2CzZnMAptTLiMlq0jqUohIJjjGxg5cyC3BI8uTcTS9QOpSyE4oFECIj3PclsAigD/O5qCgtAJtgjy43g0R3RIGG4ntO5eL8Z/sQmZBmdSlkB1pHewJrZMNrD1yqQCF5RXoEmqEmjOmiOgmsStKQmsPXsTI/2xnqKEq2od6S12CJM7llmDDiUsoMXHgPBHdHAYbiXy89RQmffonSk0WqUshO9TEzyB1CZLJKjZxxhQR3TQGGwl8sOkk5vx0BIIzn6gaLYI8oNM6VzfUtYrKzfjtRCbDDRHVGYNNA/tg00m8+csxqcsgO9Yh1Ch1CXahtMLCcENEdcZg04AYaqg2wvydYzZUbVwNN3kMN0RUSww2DYShhmojqpEBri6crPhPpRUWbGC4IaJaYrBpAAw1VFudwtgNVR2GGyKqLQYbG2OoobqIaOS8s6FuhOGGiGqDwcaGGGqoLsJ93eCm00hdhl1juCGiG2GwsZHFm1MYaqhOOoezG6o2GG6I6HoYbGzgq93nMf/no1KXQQ4mspG71CU4jNIKCzanXOYKxURUBYNNPdtxKgvTvj0gdRnkYBp7ucJdz26ouigqN2PrqSxUWLjSJRH9jcGmHp3KLMRjK3aj3MzbJFDdxEX6SF2CQ8oqLseOM9kQXMabiP7CYFNPcorKMW55MnJL2O9PdRcVwG6om3UutwT7LuZLXQYR2QkGm3pQXmHBxBW7kZpVLHUp5IACPHTwYDfULTmSUYCUrCKpyyAiO8BgUw+mfr0ff6RmS10GOaguEUYoFAqpy3B4u87lIL2gVOoyiEhiDDa36L3fTuDbvRekLoMcWHSQh9QlyIJFAL+fzuI0cCInx2BzC77bewHv/Hpc6jLIgfkatPBy00pdhmyYzAJbUi6jlNPAiZwWg81N2n0mBy98vV/qMsjBdYn0YTdUPSssN2Pr6SyYOQ2cyCkx2NyEnKJyPPnZnyiv4LRuujXNAtkNZQuXi8qxNy1P6jKISAIMNnUkhMCUL/fiYh4HKdKt8XLVwGhwkboM2TqeWYjzuSVSl0FEDYzBpo4+2nIKG49lSl0GyUCXSB8oleyGsqWdZ7NRWFYhdRlE1IAYbOpg95lsvLWON7ak+tGcs6FsrtwssC01CxauTEzkNBhsaimvxITJn+/lfWmoXhhc1PD1YDdUQ8gqNmEfx9sQOQ0Gm1p6dfVBXGB/PdWTLhE+UCr59msoRy8VcvE+IifBK2stfLvnPNbsT5O6DJKRFsHshmpoO8/kcCYjkRNgsLmB8znFmPHdIanLIBnRa1Xw93SVugynU2wyI/lcjtRlEJGNMdhch8UiMOWLfSjgrAqqR53DjVCqOBtKCmdzS3CaN8skkjUGm+tI2p7Km1tSvWsZ7Cl1CU5t94VclPCWC0SyxWBTg4z8Ury9nveBovrlolaikTe7oaRkMgvsuZArdRlEZCMMNjWY9cNhLuxF9a5TmBFqFd92UjuTU8JZUkQyxStsNbYcz8SPBy5KXQbJUKsQL6lLoL/sOpfLG2USyRCDzTVKTWbM+P6g1GWQDGlUCgQZdVKXQX8pKKvA0UsFUpdBRPWMweYaizenIDWrWOoySIbaN/GGWqWSugz6h0PpBexyJpIZBpt/OH25CIs3p0hdBslUmybeUpdA1zALgd3nc6Uug4jqEYPNP8z47iBXJiWbUCkVaOyjl7oMqkZafinO8XYpRLLBYPOXNfvTsPXkZanLIJlqG+IFjZpvN3v15/lcmMz8UEMkB7zSAigsq8DsHw5LXQbJWNsmXlKXQNdRbDLjYHq+1GUQUT1gsAHw7y0puFRQJnUZJFMKBdDE103qMugGjmcWciAxkQw4fbDJLS7H0v9LlboMkrFWwZ7Qajgbyt5ZBNhqQyQDTh9sPtpyip/SyKbah3I2lKNIzS7mTW+JHJxTB5uswjIs354qdRkkc2F+7IZyFALAwYtstSFyZE4dbJZsSUFxOe/yS7YTG+gBF61a6jKoDs7kFCO/1CR1GUR0k5w22FwqKMUnO85IXQbJXIcwdkM5GgHgAFttiByW0wabDzeloNTEdSvItsL9DVKXQDfhXG4J8krYakPkiJwy2KTnleKzP85KXQbJXJS/Aa4u7IZyRALAAc6QInJIThlsPth0EmW8dQLZWKdwo9Ql0C04l1uCnOJyqcsgojpyumBzIbcEq5LPSV0GOYGIRuyGcnRstSFyPE4XbP69JQXlvCcM2ViYjx5uOo3UZdAtupBXilyOtSFyKE4VbIrKKvD1nxekLoOcQOcIH6lLoHpyIrNQ6hKIqA6cKth8s+cCVxmmBtGU3VCykZpTzDt/EzkQpwo2K3dy3RqyvcZernDXa6Uug+pJhUXgdHax1GUQUS05TbD543Q2jqYXSF0GOYG4SHZDyc2Jy+yOInIUThNsuMowNZSoRu5Sl4Dvli7Cqw8OxrgeMXisX1ssmPII0lJTrPYRQuCrJW9j0m0d8HDXppg94V6cTzl2w2P/8dtPeGF4X4yOi8QLw/siecNaq+///tO3eHJQZ0zo3RIr35lj9b3MtHOYMqwXigsd60NGfmkFMgpKpS6DiGrBKYJNZkEZfjmULnUZ5AQaebjAw0362VBHdu/AgBEPY9by7/Dy4k9hqTBj3qQHUFryd5fKmuWLsXblfzBm6hzM+eQHePr44V+P34+SoppbJ47v2433X5qEHoPvxuuf/4Ieg+/G+y9NwskDewAA+TnZ+M/sF/DAM6/ipQ9WYOsPX2HP1t8qH7/0X9Mw6qmXoTdIH/7q6sTlIqlLIKJacIpg83nyWU7xpgbRJcIXCoVC6jLw0gcrEH/nCDSObIbQ6FhMfG0BLqdfwOnD+wFcaa35+dP/YugjT6Fzv0EIaRqDx2e9g/LSUmxbu7rG4/786cdoFdcTQ8c9ieDwphg67km06NQdaz/9GABw6cIZ6A0e6DrwTkS2aIvYjl1x/tQJAMD/rf0Wao0GnfsNsvnzt4ULeSUoMfGmuUT2TvbBxmwRvH0CNZhmgfY5G6q44MpCcwZPLwDApQtnkXv5Elp36VW5j0brguYd4nB8/+4aj3PiwJ9o9Y/HAEDrrvE4se/KYwKahKO8tASpRw+iMC8HKYf3o0lUDArzcvDV4gUYM3VOdYd1CBYBpGSx1YbI3sn+Rja/HslAWh77xsn2fNy08DK4SF1GFUIIrHh7Fpq17YSQpjEAgLysTACAp4+v1b4eRj9cvni+xmPlXs6s8hhPH1/k/nU8g4cXHnvtbSye8QzKS0vRc/BwtOnWGx/NfA63jRqLSxfO4q1nx8FcYcLwiVMQ139wfT5Vm0u5XITYRu5Q2kGrHBFVT/bBZgUHDVMD6RrpYxfdUNdKmvcqzp44isSl31Tz3WvrFTd8Dtd+XwjrbZ36DkKnvn93Nx3etR3nTh7FmKlz8OzQHnjq9UXw9PHH9NFDENM+Dp5G66Bkz4pNZlzIK0WIl6vUpRBRDWTdFXUxrwS/p1yWugxyEjFBHlKXUEXS/OnYvWU9Xv33Kvg0Cqzc7unjB+Dvlpur8rMvV36vOl6+fsi9XM1jaggnpvIyLHv9FTzyyjxknEuFxWxG8w5dERQWicAm4ZWDjh3J6Wx2RxHZM1kHmx8PXIQQUldBzsDLVQNvO+qGEkJg2bxXkbxhLV75aBX8g5tYfd8/uAm8fP1xYMfWym0VpnIc2b0T0a071HjcqFbtcWDnVqttB3ZsQVSb6h/z7X/eQ5vuvRHevBUsFjPM5r9X/jZXVMBicbzBuOn5pVyJmMiOybor6of9F6UugZxEXIQPlEr76YZaNu8VbFv7HZ5752O46t2Qe/kSAEBvcIdW5wqFQoHb738E3y1dhIAmYQhoEo7vli6CVqdDt0HDKo/z4fRnYPQPwKinXgIA3H7/I5g1/h58n/QhOsTfht2b1+HgH78j8b9Vu7nOpxzD9nVr8PrnvwAAgsIioVAqsXH15/Dy8UNaagoiW7Sx/YtRz8wCSMsvRai3XupSiKgasg0253KKsfdcrtRlkJOIDbavbqhfv/wEADB7wgir7RNnLkD8nVe2DXn4cZSXlmLZvFdRlJ+HyJZt8fKHK+Hq9vfMrqz0C1aBLbpNRzz1+gf44sM38eWHb6FR41A89fqHaNqqndV5hBD4eM5LeOi5ROhcrwQArc4Vj818G0nzXoXJVI4xU2fD6B8IR3Qut4TBhshOKYSQZ2fNks0pmPfzUanLICdgcFHj5SHNoVTKumeX/kGtVOCuVkFQ21ErXW2ZzWaYTCapyyCqE5VKBbVaXasJGrJtsfnxALuhqGF0ifBhqHEyFRaB9PxSNHaw2VGFhYU4f/48ZPp5lmROr9cjMDAQWu31bzIsy2CTlluCAxfypC6DnERssKfUJZAEzuaWOFSwMZvNOH/+PPR6Pfz8/OxyaQKi6gghUF5ejszMTJw+fRpRUVHX/TApy2Cz/nCG1CWQk3DVqODvpZO6DJJAWn4JzBYBlYN0R5lMJggh4OfnB1dXxwlkRADg6uoKjUaDM2fOoLy8HDpdzdddWbafrz/CYEMNo3O40WH+sFH9MpmFQ97xmy015Khq2+Uvu2CTV2LCztNZUpdBTqJlY3ZDObNzuSVSl0BE15BdsNl07BJMZg6MI9vTqpUI8GaTvjM7n1cKCwfiEtkV2QWbzcczb7wTUT3oFGaEWiW7txDVQbnZgqyicqnLIAC//PILli1bJnUZZAdkN3j4j9RsqUsgJ9E6hN1QBGQWlcHPjm6nUVef7an5bu62cF+7xvV+zH379mH8+PFYt25dvR+bqurduzfatm2Ld999V+pSqiWrj5tpuSU4n8M+b7I9jUqBICO7oQjILGSLjS1dunQJEydORJMmTeDi4oKAgAAMHDgQ27dvBwDk5OTggQcewOeff47mzZtLXK19CQsLg0KhgEKhgF6vR8uWLfHRRx/V+vGbNm2CQqFAbm6u7Yq0AVm12CSztYYaSPsm3lCrVFKXQXYgs6gMQgjONrKR4cOHw2QyYfny5YiIiEBGRgZ+++03ZGdfud57e3vj4MGDEld5hclkgkajkboMK7NmzcKECRNQWFiIpKQkPPbYY/Dy8sLIkSOlLs1mZNVis/M0gw01jDZNvKUugeyEySyQW8JbFNhCbm4ufv/9d8yfPx99+vRBaGgoOnfujJdffhmDBw+u3E+hUGD16tW1Pm5SUhK8vLywevVqREdHQ6fTYcCAATh37pzVfmvWrEGHDh2g0+kQERGB1157DRUVf9+hXqFQYMmSJRg6dCjc3NwwZ84cAMDixYsRGRkJrVaLZs2a4ZNPPrluPWPGjMGwYcPw1ltvITAwED4+PnjiiSesbn2Rk5OD0aNHw9vbG3q9HoMGDcKJEydu+Fzd3d0REBCApk2bYs6cOYiKisLq1auRmpoKpVKJXbt2We2/cOFChIaG4vTp0+jTpw+AK+FRoVBgzJgxlftZLBa8+OKLMBqNCAgIwMyZM62Oc/bsWQwdOhQGgwEeHh4YMWIEMjL+Xopl5syZaNu2LT755BOEhYXB09MTo0aNQkFBwQ2f043IKtiwxYYagkqpQGMfdkPR3y4VlkldgiwZDAYYDAasXr0aZWX1+xoXFxdj7ty5WL58Of7v//4P+fn5GDVqVOX3f/nlFzz44IOYPHkyDh8+jI8++ghJSUmYO3eu1XESExMxdOhQHDhwAOPGjcO3336Lp59+Gs899xwOHjyIiRMnYuzYsdi4ceN169m4cSNSUlKwceNGLF++HElJSUhKSqr8/pgxY7Br1y58//332L59O4QQuOOOO+p83y+dTgeTyYSwsDD079+/yoDrZcuWYcyYMWjSpAm+/vprAMCxY8dw8eJFvPfee5X7LV++HG5ubti5cyfeeOMNzJo1C+vXrwdwZaXgYcOGITs7G5s3b8b69euRkpJSpZUoJSUFq1evxg8//IAffvgBmzdvxrx58+r0fKojm2CTXVSOk5mFUpdBTqBNY09o1OyGor9lcmaUTajVaiQlJWH58uXw8vJC9+7dMW3aNOzfv/+Wj20ymbBo0SJ07doVHTp0wPLly7Ft2zb88ccfAIC5c+fipZdewsMPP4yIiAgMGDAAs2fPrjJG5f7778e4ceMQERGB0NBQvPXWWxgzZgwmTZqE6OhoTJkyBXfffTfeeuut69bj7e2NRYsWISYmBgkJCRg8eDB+++03AMCJEyfw/fff4+OPP0bPnj3Rpk0brFy5EhcuXKh1S1VFRQWSkpJw4MAB9OvXDwAwfvx4fPbZZ5Whcd++fdi7dy/Gjh0LlUoFo9EIAPD390dAQAA8Pf+eMNG6dWskJiYiKioKo0ePRseOHSvr/fXXX7F//358+umn6NChA+Li4vDJJ59g8+bNSE5OrjyGxWJBUlISWrZsiZ49e+Khhx6qPMatkE2wSU7NBpeToIbQLpTdUGQtky02NjN8+HCkpaXh+++/x8CBA7Fp0ya0b9/eqjXjZqjVanTs2LHy65iYGHh5eeHIkSMAgN27d2PWrFmVrUYGgwETJkzAxYsXUVxcXPm4fx4DAI4cOYLu3btbbevevXvlcWvSokULqP4xbi8wMBCXLl2qPKZarUZcXFzl9318fNCsWbMbHnfq1KkwGAxwdXXFE088gRdeeAETJ04EAAwbNgxqtRrffvstAGDp0qXo06cPwsLCrntM4Eqw+adr6w0JCUFISEjl92NjY61eX+DK4GZ3d/dqj3ErZDN4+A+Or6EGoFAATXzdpC6D7ExphQX5pSZ46Oxr4KhcXB0DM2DAAMyYMQPjx49HYmKi1ZiPm1HdgO+r2ywWC1577TXcfffd1dZzlZtb1evBtcetzeDyawcdKxQKWCyWysdXpzbHfeGFFzBmzJjKO2P/c3+tVouHHnoIy5Ytw913341PP/201lO4b1RvdXVdu/16x7gVsmqxIbK1lkGe0GrYDUVVcdp3w4mNjUVRUdEtHaOiosJq4OyxY8eQm5uLmJgYAED79u1x7NgxNG3atMq/692zqHnz5vj999+ttm3btu2WpqLHxsaioqICO3furNyWlZWF48eP3/C4vr6+aNq0KYKCgqoNG+PHj8evv/6KDz/8ECaTySrIabVaAFfuDF/Xes+ePWs1GPvw4cPIy8trkCn5smixKSqrwKGL+VKXQU6gQxi7oah6l4rKEMnWvHqVlZWFe++9F+PGjUPr1q3h7u6OXbt24Y033sDQoUNv6dgajQZPPfUU3n//fWg0Gjz55JPo0qULOnfuDACYMWMGEhISEBISgnvvvRdKpRL79+/HgQMHKmc/VeeFF17AiBEj0L59e/Tr1w9r1qzBN998g19//fWma42KisLQoUMxYcIEfPTRR3B3d8dLL72E4ODgW34dmjdvji5dumDq1KkYN26c1Z3fQ0NDoVAo8MMPP+COO+6Aq6srDAbDDY/Zv39/tG7dGg888ADeffddVFRUYNKkSYiPj6/SdWcLsgg2+87nwmzhABuyvVA//uGi6jnqrRVssRJwfTEYDIiLi8M777yDlJQUmEwmhISEYMKECZg2bVqNj+vduzfCwsKuOw5Hr9dj6tSpuP/++3H+/Hn06NEDS5curfz+wIED8cMPP2DWrFl44403oNFoEBMTg/Hjx1+35mHDhuG9997Dm2++icmTJyM8PBzLli1D79696/r0rSxbtgxPP/00EhISUF5ejl69euGnn36ql3VzHnnkEWzbtg3jxo2z2h4cHIzXXnsNL730EsaOHYvRo0fXamzT1en3Tz31FHr16gWlUonbb78dCxcuvOVaa0Mhauq8cyDLt6Uicc0hqcsgmWse6I7RPSOkLoPslALAvW2CoVLa50J9paWlOH36NMLDw63GiMhRWFgYZs6cWeMYnKSkJDzzzDMOt6KurcydOxeff/45Dhw4IHUp11Xb32FZjLFJ4TRvagAdw4xSl0B2TAAoKKu44X5kW0ePHoW7uztGjx4tdSl2r7CwEMnJyVi4cCEmT54sdTn1RhbBhuvXUEMI879x3zI5t/xSrkAstZiYGBw4cOC6A3zpiieffBI9evRAfHx8lW4oRyaLnzxbbMjWmvoboHeRxZA0sqF8ttg4hDFjxrAbCle65MrKyrBq1SqrNXQcncMHm4JSEzLyuTgW2VbncHZD0Y2xxYZIeg4fbFIyb20tA6LaiGA3FNVCXilbbIik5vDB5uQldkORbYX66OHmyhVl6cYKyipqXCWWiBqGwwcbjq8hW4sL95G6BHIQZotAUXndVmklovrl8MGGM6LI1iID2A1FtcdxNkTScvhgwxYbsqXGXq7w0GulLoMcCGdGEUnLoeevVpgtOJtVfOMdiW5S5wh2Q1Hd5DvYAOKwl39s0POlvj64Qc9HzsehW2wuF5ajgveIIhuKDnSXugRyMCUmjrGpT2PGjIFCocC8efOstq9evbrau1UTOXSwySri+jVkO408XOCh52woqpuyCovUJciOTqfD/PnzkZOTI3Up5AAcOtjkFHOQHtlOlwgffiKkOiurYItNfevfvz8CAgLw+uuv17jP119/jRYtWsDFxQVhYWFYsGBBA1ZI9sShg012UbnUJZCMsRuKbkaZmS029U2lUuFf//oXFi5ciPPnz1f5/u7duzFixAiMGjUKBw4cwMyZMzF9+nQkJSU1fLEkOYcONjkMNmQjPm5aeBtcpC6DHJDJLGDhIn317q677kLbtm2RmJhY5Xtvv/02+vXrh+nTpyM6OhpjxozBk08+iTfffFOCSklqDh1ssosZbMg2ukSyG4puHsfZ2Mb8+fOxfPlyHD582Gr7kSNH0L17d6tt3bt3x4kTJ2A2s2vQ2Th2sGGLDdlITKCH1CWQA2OwsY1evXph4MCBmDZtmtV2IUSVDyK8tYXzcuh1bBhsyBY8XTXw8WA3FN28KwOIOaPOFubNm4e2bdsiOjq6cltsbCx+//13q/22bduG6OhoqFSqhi6RJObQwSaHXVFkA10ijOyGolvCFhvbadWqFR544AEsXLiwcttzzz2HTp06Yfbs2Rg5ciS2b9+ORYsW4cMPP5SwUpKKQwcbttiQLcQGe0pdAjk4Rwo2jrgS8OzZs/HFF19Uft2+fXt88cUXmDFjBmbPno3AwEDMmjULY8aMka5IkoxDBxu22FB9c3NRwZfdUHSLHCnY2LvqpmyHhoaitLTUatvw4cMxfPjwBqqK7JlDDx7OK+ECfVS/ukT4QKl06LcF2YFyrmVDJBmHvoJXmDnqnepXC3ZDUT3gOjZE0nHoYGPmxYPqkatGBX8vV6nLIBnglYlIOg4bbIQQYK6h+tQ53AiVkrOh6NbZ87WJ67uQo6rt767DBpsKC9+cVL9ahbAbiuqHPYaHq+u5lJdz0gU5puLiYgCARnP9NaIcdlaUmcGG6pFWrUQjdkNRPbHHocNqtRp6vR6ZmZnQaDQcJE8OQwiB4uJiXLp0CV5eXjdcdNFhgw1RfVIAWPl/qVKXQTLRO9oPXUONUpdhRaFQIDAwEKdPn8aZM2ekLoeozry8vBAQEHDD/Rw22Ci5MizVo7IKC46mF0hdBslESzudXafVahEVFcXuKHI4Go2m1rfHcNhgw0GeRGSv1HZ8fVIqldDpdFKXQWQzDtvJymBDRPaKLcpE0nHYYAMw3BCRfbLnFhsiuXPsYMNPRURkh5QMNkSScehgo9fWbiAREVFD4rWJSDoOHWyMblqpSyAiqsKo57WJSCoOHWy8GWyIyA7xQxeRdBw72PBTERHZIX7oIpKOQwcbo9v17xdBRCQFdkURScfBg42L1CUQEVXBrigi6Th2sNGzxYaI7A+7ooik49DBhhcPIrI3WrUSBheHvVsNkcNz6GDDfmwisjfebEkmkpRDBxu22BCRveHYPyJpOXSw8WGwISI7w7F/RNJy7GBj4CcjIrIvvC4RScuhg43BRQ1fXkSIyI6E+bhJXQKRU3PoYAMAkX68iBCR/eA1iUhaDh9smvobpC6BiKgSr0lE0nL4YBPpx4sIEdkHpYLXJCKpOXywacqLCBHZiSAvV+g0KqnLIHJqDh9sItnsS0R2gh+0iKTn8MEmyFMHvZafkIhIeuyGIpKewwcbhUKBCF/OQiAi6XHgMJH0HD7YALyYEJF94LWISHqyCDZs/iUie8BrEZH0ZBFs+CmJiKRmdNPCyPvXEUlOFsGmZZCn1CUQkZNrEeQhdQlEBJkEmxCjHoGeOqnLICIn1jnMKHUJRASZBBsA6MSLChFJqHM4r0FE9oDBhojoFmlVSrRp7CV1GUQEGQWbOH5aIiKJtG7syVspENkJ2QSbKH8DvPUaqcsgIifEbigi+yGbYKNQKNCR3VFEJAF2hRPZD9kEG4CzEoio4SkVQMdQb6nLIKK/MNgQEd2C5oEecNexG5zIXsgq2LQI8oAb7/RNRA2I3VBE9kVWwUatUqJ9EzYJE1HD4YxMIvsiq2ADAF0jfaQugYichFIBxIXzmkNkT2QXbAY0byR1CUTkJDqEevPGl0R2RnbBJqqRO8J89FKXQUROgB+kiOyP7IINAAyI5cWGiGzvttgAqUsgomvIMtjwYkNEthblb0CYr5vUZRDRNWQZbDo08YYP+72JyIZuY8swkV2SZbBRKhW4rQVbbYjIdga1CpS6BCKqhlrqAmxlSOtAfPbHWanLuGnCYkbu75+i6NAmWIpyoHLzhlur/vDsPhIKxZU8KoRA3u+fonDfL7CUFkIbGA3jbY9D6xd63WMXHf0/5G1dAVPuRWi8AuHV6yHom3Wr/H7hoY3I3bQcwlQKQ+vb4N13XOX3KnIzkLFqOgLHvAulCwdpk3MK93FDyyBPqcsgomrIssUGuLK2hK/BReoyblr+jq9QuGctjAMeQ9D4xfDqMxb5f3yDgl1r/t5n59fIT14N44DHEPDw21AZvHFp1XRYyoprPG7ZhSO4/N18uLXsg6BxC+HWsg8yv5uPsrRjAABzcR6y1y6Ed99x8B85C4UHf0PxyeTKx2et+xDevccw1JBTS2jN1hoieyXbYKNSKnBHS8ftjiq7cBSuUXHQN+0EtVcjuMX0gGtYO5SnnwRwpbWmIPk7eHYbCX2zbtD6hcF38BRYTGUoOry5xuPmJ38PXXg7eHYdAY1PCDy7joAutA3yk78DAFTkpkPhoodb815wCYyGrklrmLKutHwVHdoEhVJt1bpD5IwSWgdJXQIR1UC2wQZw7IuPS+NYlKbugyn7AgCgPOMUSs8fhmtkRwBARV4GzEU5cA1rV/kYhVoDXUhLlF04UuNxy9KOWj0GAFzD21c+Rm0MhjCVoTw9BeaSApRfPA6tXxjMJQXI3boSxtseq++nSuRQovwNaBbgLnUZRFQD2Y6xAYBOYd4I9nLFhdwSqUupM48u98BSVoS0fz8GKJWAxQKv+IfgFhsPADAX5gAAlG5eVo9TuXmhIv9Sjcc1F+ZAVc1jzEVXjqfSGeA7+Flc/vFtCFM53Fr2hWtEB1z+8V24d0hARW4GLn01G7BUwLPH/XCL6VF/T5rIAQxt67gfmIicgayDjUKhwP2dm+DNdcekLqXOio9sQdGhTfC983lofENRfukUcn79D1QGHxha9ft7R4XimkcKANduu8Y1jxHXPEbfrJtVd1Ppmf0wZZ6B8bbHkPbRo/C98wWo3Lxx8X9ToAtpWSUoEcmVRqXAiI4hUpdBRNch664oABjZKQRaleM9zZyNy+DZ5R64xcZD6x8GQ8u+cO80FHnbvwQAqAxX7mJu+avl5ipzUd51g4bK4F3Z2nOV5TqPERUmZK9bDOPtT6Ai5yKExQxdk1bQ+DSGxju4ctAxkTO4LTYA/u46qcsgoutwvL/4deRrcMHtDjiIWJjKAIX1j0ehVALCAgBQezaCys0bJal7/n6M2YTScwfhEty8xuO6BMVYPQYASlL31PiY3G2fQxfRAS4BTQGLBbCY/z6fpaKyHiJn8FCX6y+lQETSk32wARzzYuTatDPytq9C8clkVORmoPjYNuT/sRr66K4ArnSzXW3BKT62DeWZqbj847tQalwqx+EAwOU1C5CzKanya/eOd6L09B7k7fgKpqxzyNvxFUpT98Kj09AqNZRnnkHxkS3w6vkgAEDt0xhQKFGwbx2KTybDlHUe2sAo274QRHYiupEBXSJ8pC6DiG5A1mNsruoUZkRMgDuOphdIXUqtGQdMRO7WFche9yEsxXlQGYwwtBsEr+6jKvfxiBsOYSpD9rrFMJcWwiWoGfxHzrJaY6YiP9Oq5UfXuDl8h76I3C0rkLtlBdTeAfAbOhUuQc2szi+EQPbPi+DdbwKU2itN70qNC3wGP4PsdYshzCYYb3sMandfG78SRPbhwTjH+4BE5IwUQgghdRENYcXOM3h19UGpyyAiB+SmVWHntP4wuDjFZ0Eih+YUXVEAcFfbYLjzokREN2FYu2CGGiIH4TTBxs1FjbvaBUtdBhE5IEccp0fkrJwm2AC8OBFR3XUK80ZMgIfUZRBRLTlVsIlq5I64cKPUZRCRA+GgYSLH4lTBBgAe7RkhdQlE5CAae7vijla8kzeRI3G6YNOveSO0aewldRlE5ACe6tMUGgdcuZzImTnlO3bKgGipSyAiOxdq1GN4+8ZSl0FEdeSUwSY+2g8dQ72lLoOI7NjkflFQs7WGyOE47buWrTZEVJMIPzcMa8vlIYgckdMGm26RvugSwRlSRFTVM/2ioVIqpC6DiG6C0wYbAHi2P1ttiMhas0buSOBMKCKH5dTBJi7cBz2a8iaORPS3Z/pHQcnWGiKH5dTBBmCrDRH9LTbQA7e3CJC6DCK6BU4fbDqEeqN3tJ/UZRCRHXi2fzQUCrbWEDkypw82APD8bc3Almci59YuxAsDYhtJXQYR3SIGGwAtgz3xAO8HQ+S0VEoF5gxrKXUZRFQPGGz+8sLAZvA1uEhdBhFJ4KEuoWgR5Cl1GURUDxhs/uKh0+DVO5pLXQYRNTB/dxc8xwU7iWSDweYfhrULRtcIH6nLIKIGND0hFu46jdRlEFE9YbC5xuyhLaHl/WGInELPpr4Y0jpI6jKIqB7xL/g1mvobMKFnuNRlEJGNadVKzBrKAcNEcsNgU42n+kYhxNtV6jKIyIYe6xWJcF83qcsgonrGYFMNnUaF1+5sIXUZRGQjoUY9JvWOlLoMIrIBBpsa9I1phIEtuFgXkRzNGtoSOo1K6jKIyAYYbK5j5pAW8NCppS6DiOrR0DZBiOdtVIhki8HmOgI9XTGbgwuJZCPYy5UDholkjsHmBoa2DcawtpwOSuTolApgwb1t4OnKNWuI5IzBphZmDW2JYC/OkiJyZI/2ikQXLsBJJHsMNrXgodPgnRFteQdwIgfVMsiDt00gchIMNrXUOdyIJ/tESV0GEdWRm1aF90a1g4YrihM5Bb7T6+CZflHoEmGUugwiqoO5w1oh0s8gdRlE1EAYbOpAqVTg/ZHt4GvQSl0KEdXCyI4hGNYuWOoyiKgBMdjUkb+HjuNtiBxAs0buXEGcyAkx2NyEnlF+eKJ3U6nLIKIa6LUqfHB/O64uTOSEGGxu0rP9o3FbLG+5QGRvlArg/VHt0NTfXepSiEgCDDY3SalU4L2R7dA62FPqUojoH14dHIv+zfmhg8hZMdjcAletCh+P7oggT53UpRARgNFdQjGue7jUZRCRhBhsbpG/hw7/fbgTDC68WSaRlHpH+yFxCAcLEzk7Bpt60DzQAwvvawcVp0oRSSImwB2L7m/P9yARMdjUlz7N/JGYECt1GUROx9/dBUvZakpEf2GwqUeju4ZhTLcwqcsgchqumr/GufEmtUT0FwabejZjcCz6xfhLXQaR7CkVwDsj26J1Yy+pSyEiO8JgU8+USgXeH9UOrTgNnMimpt3RHLe3CJC6DCKyMww2NuDmosaKR+LQMshD6lKIZOnFgc0wvkeE1GUQkR1isLERT1cNVo7vwnBDVM9eHNgMk3hLEyKqAYONDTHcENUvhhoiuhEGGxtjuCGqHww1RFQbDDYNgOGG6NYw1BBRbTHYNBCGG6Kbw1BDRHXBYNOAGG6I6oahhojqisGmgV0NN625zg3RdU29PYahhojqTCGEEFIX4YyKyysw+fM9+PXIJalLIbIrWpUSr9/dCsPbN5a6FCJyQAw2ErJYBGb/eBjLtqVKXQqRXfBy1eCjhzogLtxH6lKIyEEx2NiB/21PxWs/HIbZwh8FOa9wHzcsHdMJ4b5uUpdCRA6MwcZObDx2CU99tgeFZRVSl0LU4DqHG/HRAx3g7aaVuhQicnAMNnbkyMV8PLI8GWl5pVKXQtRg7m4XjHl3t4ZWzbkMRHTrGGzszKWCUoxfvgv7L+RJXQqRTSkUwLP9ojG5X5TUpRCRjDDY2KGScjOe+WIPfjmUIXUpRDahVSvx1j1tcGebIKlLISKZYbCxUxaLwDu/HscHm06CY4pJToI8dVh4X3t0CPWWuhQikiEGGzu39UQmnv1iLy4XlktdCtEt69vMHwvubcNBwkRkMww2DuBSfimeXrUX209lSV0K0U1RKxV4cWAzTOgZAYVCIXU5RCRjDDYOwmIReG/DCSzccIJdU+RQgr1c8f6odux6IqIGwWDjYJJTs/HsF3txPqdE6lKIbujONkGYPbQlPF01UpdCRE6CwcYBFZSaMOO7Q/h27wWpSyGqlrtOjTlDW2Jo22CpSyEiJ8Ng48C+35eGV1cfQH4pVysm+9E5zIi3R7RBY2+91KUQkRNisHFwF/NK8Nqaw/j5ULrUpZCTc3dRY8qAaDzcNQxKJQcIE5E0GGxkYsPRDCR+fwjnOPaGJJDQOhDTB8eikYdO6lKIyMkx2MhIqcmMRRtP4t9bTqHcbJG6HHIC4T5umDW0BXpG+UldChERAAYbWTp5qRDTvzvIdW/IZrRqJSbFR+Lx3pFwUaukLoeIqBKDjYyt3nMBc346gsuFZVKXQjLSM8oXs+9siTBfN6lLISKqgsFG5vJKTHhr3TGs3HmGC/vRLWnk4YIZCS0wuFWg1KUQEdWIwcZJHEzLw4J1x7DxWKbUpZCDcXdRY2z3cDzaKwIGF7XU5RARXReDjZP582wO3ll/HFtPXpa6FLJzbloVHu4Whkd7RsBLz5tWEpFjYLBxUn+czsbbvx7DjlPZUpdCdsZVo8LorqGY2CsSRt6Fm4gcDIONk9uWchlvrz+OXWdypC6FJOaiVuKBuFA8Hh8JP3cXqcshIropDDYEANh8PBNvrz+OfedzpS6FGphWpcSoTiF4ok9TLrBHRA6PwYasbDiagX9vPcUuKifg7qLG3e2DMbFXJIK8XKUuh4ioXjDYULVOZBRgxc4z+ObPCygo40025SQmwB0PdgnFXW2D4cZZTkQkMww2dF3F5RX4ds8FfLLjDI6mF0hdDt0krUqJ21sG4KEuoegUZpS6HCIim2GwoVrblZqNT3acwdqD6bwXlYMI9nLFfZ1DMLJjEw4IJiKnwGBDdXa5sAyrdp3DpzvP4kIu7yZubxQKoEdTXzzUJRT9YhpBpVRIXRIRUYNhsKGbJoTArjM5+GF/Gn46mI7MAt6TSkrtQryQ0DoIg1sFIsCTs5uIyDkx2FC9sFgEdpzOwg/7L+KXQ+nIKiqXuiSn0DrYE4NbB2Jwq0A09tZLXQ4RkeQYbKjeWSwCf57NwbrDGVh/OAOns4qkLkk2NCoFuoT7YEBsIwyIbYRAT07TJiL6JwYbsrkTGQVYfyQD21Oy8OfZHBSVm6UuyaGEeLuiU5gR8dF+6BPjDw+dRuqSiIjsFoMNNagKswWH0vKRnJqNnanZ2JWajZxik9Rl2Q2FAojyN6BTmBGdw4zoHG5kqwwRUR0w2JCkhBA4eakQO1OzkXw6G3+kZuNiXqnUZTUYtVKBFkEe6BxuRKcwIzqFGuHNG08SEd00BhuyO+dyinHoQh5OZhYi5VIRTmYW4lRmocN3YQV46BDp54am/gZE+hnQ1N+ANo29uPovEVE9YrAhhyCEwMW8UqRkFuLkpcIr/80sREpmkV1NM1crFQj10VcGl0g/A5r6GRDpb4CBAYaIyOYYbMjhFZVVIKuoHFmFZcgpLkd2kemv//71r7gcOX/9N7uwHMUmMywWAbMQqOm3X6kAVEoFVEoFvFy18HbTwqjX/PVfLYxuV/5d/drbTQufv/6pVcqGfQGIiKgSgw05tasBx2wRUCgAlULBYEJE5MAYbIiIiEg2+NGUiIiIZIPBhoiIiGSDwYaIiIhkg8GGiIiIZIPBhoiIiGSDwYaIiIhkg8GGiIiIZIPBhoiIiGSDwYaIiIhkg8GGiIiIZIPBhoiIiGSDwYaIiIhkg8GGiIiIZIPBhoiIiGSDwYaIiIhkg8GGiIiIZIPBhoiIiGSDwYaIiIhkg8GGiIiIZIPBhoiIiGSDwYaIiIhkg8GGiIiIZIPBhoiIiGSDwYaIiIhkg8GGiIiIZIPBhoiIiGSDwYaIiIhkg8GGiIiIZIPBhoiIiGSDwYaIiIhkg8GGiIiIZIPBhoiIiGSDwYaIiIhkg8GGiIiIZIPBhoiIiGSDwYaIiIhkg8GGiIiIZIPBhoiIiGSDwYaIiIhkg8GGiIiIZIPBhoiIiGSDwYaIiIhkg8GGiIiIZIPBhoiIiGSDwYaIiIhk4/8BeCL7f+wssuEAAAAASUVORK5CYII=", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Rta= {\"SÃ, pero no Python\": 1,\n", + " \"No\": 4}\n", + "\n", + "#Un estudiante que conoce Python respondió simplemente que es un lenguaje de programación, el otro estudiante solo mencionó que lo conoce\n", + "\n", + "plt.pie(Rta.values(), autopct = '%1.1f%%', colors = cmap(range(5)))\n", + "plt.legend(Rta.keys(), loc = [1, 0.5])\n", + "plt.title(\"¿Conoces lenguajes de programación?\")\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.3" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} -- GitLab