{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "id": "OYNhu_5xVYGP" }, "source": [ "# Matplotlib \n", "Librería para gráficos en Python \n", "Podemos ver la galería de gráficos que ofrece [https://matplotlib.org/stable/gallery/index.html](https://matplotlib.org/stable/gallery/index.html)" ] }, { "cell_type": "markdown", "metadata": { "id": "9_FVynlqVYGb" }, "source": [ "## Gráficas de puntos o líneas \n", "- Gráficas básicas \n", "- Visualizar gran número de datos \n", "- Analizar tendencias entre variables (correlaciones y para series temporales)" ] }, { "cell_type": "markdown", "metadata": { "id": "pEoD-MY5VYGd" }, "source": [ "### Cargamos los datos del DataFrame" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "XhKsil2CVYGg" }, "outputs": [], "source": [ "# Importamos el paquete pandas para trabajar con el DataFrame\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "c91JpreyVYGj", "outputId": "8670961e-803c-487f-fe81-b9e849492594", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[['Facebook', 2740, True, 2006],\n", " ['Twitter', 339, False, 2006],\n", " ['Instagram', 1221, True, 2010],\n", " ['YouTube', 2291, False, 2005],\n", " ['LinkedIn', 727, False, 2003],\n", " ['WhatsApp', 2000, True, 2009],\n", " ['TikTok', 689, False, 2016],\n", " ['Telegram', 500, False, 2013]]" ] }, "metadata": {}, "execution_count": 2 } ], "source": [ "# creamos la matriz\n", "fbk = ['Facebook', 2740, True, 2006]\n", "twt = ['Twitter', 339, False, 2006]\n", "ig = ['Instagram', 1221, True, 2010]\n", "yt = ['YouTube', 2291, False, 2005]\n", "lkn = ['LinkedIn', 727, False, 2003]\n", "wsp = ['WhatsApp', 2000, True, 2009]\n", "tik = ['TikTok', 689, False, 2016]\n", "tel = ['Telegram', 500, False, 2013]\n", "\n", "rrss = [fbk,twt,ig,yt,lkn,wsp,tik,tel] # redes sociales 2021\n", "rrss" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "63cqOoP4VYGp", "outputId": "6f8829ab-f9a1-4fdd-8e8f-4c95f8aae9ca", "colab": { "base_uri": "https://localhost:8080/", "height": 300 } }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " Nombre Usuarios es_FBK Año\n", "0 Facebook 2740 True 2006\n", "1 Twitter 339 False 2006\n", "2 Instagram 1221 True 2010\n", "3 YouTube 2291 False 2005\n", "4 LinkedIn 727 False 2003\n", "5 WhatsApp 2000 True 2009\n", "6 TikTok 689 False 2016\n", "7 Telegram 500 False 2013" ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
NombreUsuarioses_FBKAño
0Facebook2740True2006
1Twitter339False2006
2Instagram1221True2010
3YouTube2291False2005
4LinkedIn727False2003
5WhatsApp2000True2009
6TikTok689False2016
7Telegram500False2013
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", " \n", "\n", "\n", "\n", " \n", "
\n", "
\n", "
\n" ] }, "metadata": {}, "execution_count": 3 } ], "source": [ "# convertimos la matriz en un DataFrame\n", "df_rrss = pd.DataFrame(rrss,\n", " columns = ['Nombre', 'Usuarios', 'es_FBK', 'Año'])\n", "\n", "df_rrss" ] }, { "cell_type": "markdown", "metadata": { "id": "heCqDfE8VYGs" }, "source": [ "### Hacer una gráfica utilizando listas" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "AcyyNGs_VYGt" }, "outputs": [], "source": [ "# Importamos el paquete\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "id": "sbkt890vVYGv", "outputId": "c6e8317f-2c78-421a-de55-73ce78b44c2b", "colab": { "base_uri": "https://localhost:8080/", "height": 430 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "iVBORw0KGgoAAAANSUhEUgAAAigAAAGdCAYAAAA44ojeAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA/lklEQVR4nO3deXRU9f3G8Weyh6wEyAYJJOxr2DGguEVRqYqCiMWKiGItWBFUoL+CpS4oVbRWK7gAWreCCyoqFlGIssm+7wkQCEnYkkkC2Wbu7w9gNMiSwEzuzOT9OmfOKXfuDM+3tzpP79z7GYthGIYAAADciI/ZAQAAAM5EQQEAAG6HggIAANwOBQUAALgdCgoAAHA7FBQAAOB2KCgAAMDtUFAAAIDb8TM7wMWw2+3Kzs5WWFiYLBaL2XEAAEAVGIahwsJCxcfHy8fn/OdIPLKgZGdnKyEhwewYAADgImRlZalRo0bn3ccjC0pYWJikkwsMDw83OQ0AAKgKq9WqhIQEx+f4+XhkQTn9tU54eDgFBQAAD1OVyzO4SBYAALgdCgoAAHA7FBQAAOB2KCgAAMDtUFAAAIDboaAAAAC3Q0EBAABuh4ICAADcDgUFAAC4HQoKAABwOxQUAADgdigoAADA7VBQAACAQ3b+Cf3+zeXakVtoag4KCgAAkCQZhqGxn2zQ0t1H9Ne5m0zNQkEBAACSpPdW7NOPOw8r0M9Hk29vb2oWCgoAANDeI8V69qutkqSxN7RS0wahpuahoAAAUMvZ7IbGzF6vE+U2XZYcpXt7NjE7EgUFAIDa7q0fM7Rq7zGFBvrpHwNS5ONjMTsSBQUAgNpsR26hXvzfDknShN+1VkJUHZMTnURBAQCgliq32TV69jqV2ey6plW0BnZNMDuSAwUFAIBa6tXvd2nTAasi6/jrudvby2Ix/6ud0ygoAADUQhv25+vVH3ZJkp66tZ2iw4NMTlQZBQUAgFqmpNym0bPXy2Y31LdDnG5OiTc70m9Uu6Ckp6fr5ptvVnx8vCwWi+bOnet4rry8XGPHjlX79u0VEhKi+Ph43XPPPcrOzq70HkePHtXgwYMVHh6uyMhIDRs2TEVFRZe8GAAAcGEv/m+7duUVqUFYoJ6+tZ3Zcc6q2gWluLhYKSkpeu21137z3PHjx7VmzRpNmDBBa9as0aeffqrt27frlltuqbTf4MGDtXnzZi1YsEDz5s1Tenq6hg8ffvGrAAAAVbIi44je+ilTkvTc7e1VNyTA5ERnZzEMw7joF1ss+uyzz9SvX79z7rNy5Up1795de/fuVWJiorZu3ao2bdpo5cqV6tq1qyRp/vz5uummm7R//37Fx1/4NJPValVERIQKCgoUHh5+sfEBAKhViksrdMM/05V19IQGdm2kKQNSavTvr87nt8uvQSkoKJDFYlFkZKQkadmyZYqMjHSUE0lKS0uTj4+PVqxYcdb3KC0tldVqrfQAAADV88zXW5V19IQaRgZrwu/amB3nvFxaUEpKSjR27FjdddddjqaUk5Oj6OjoSvv5+fkpKipKOTk5Z32fyZMnKyIiwvFISHCf+7QBAPAEi7bn6YMV+yRJ/7ijg8KC/E1OdH4uKyjl5eUaOHCgDMPQ66+/fknvNX78eBUUFDgeWVlZTkoJAID3KzherrGfbJAk3duziXo2rW9yogvzc8Wbni4ne/fu1ffff1/pe6bY2Fjl5eVV2r+iokJHjx5VbGzsWd8vMDBQgYGBrogKAIDXe/KLTcq1liq5fojG3tDK7DhV4vQzKKfLyc6dO/Xdd9+pXr16lZ5PTU1Vfn6+Vq9e7dj2/fffy263q0ePHs6OAwBArfbNxoOauy5bPhbphYEpCg7wNTtSlVT7DEpRUZF27drl+HNmZqbWrVunqKgoxcXFacCAAVqzZo3mzZsnm83muK4kKipKAQEBat26tW644QY98MADmjZtmsrLyzVy5EgNGjSoSnfwAACAqjlUWKr/m7tJkvTQVU3VObGuyYmqrtq3GS9atEhXX331b7YPGTJEf/vb35SUlHTW1/3www+66qqrJJ0c1DZy5Eh9+eWX8vHxUf/+/fXKK68oNDS0Shm4zRgAgPMzDEPD/7NaC7bkqlVsmD4f2UuBfuaePanO53e1z6BcddVVOl+nqUrfiYqK0gcffFDdvxoAAFTRp2sOaMGWXPn7WjR1YEfTy0l18Vs8AAB4mez8E/rbF5slSaPSWqhNvOd920BBAQDAixiGoSc+3qDC0gp1SozUg72TzY50USgoAAB4kfeW79VPuw4ryN9HL96RIj9fz/yo98zUAADgN/YcLtazX2+TJI29oZWSG1Tt5hN3REEBAMAL2OyGHpuzXifKbUpNrqchqU3MjnRJKCgAAHiBN3/M0Kq9xxQa6Kd/3NFBPj4WsyNdEgoKAAAebntOoab+b4ckaeLv2qhR3TomJ7p0FBQAADxYWYVdo2evU5nNrmtbReuOro3MjuQUFBQAADzYqz/s0uZsqyLr+Gvy7e1lsXj2VzunUVAAAPBQ67Py9doPJ38f7+l+7RQdHmRyIuehoAAA4IFKym0aPXudbHZDv+sQp9918K4f3KWgAADggV74drt2HypWg7BAPXVrO7PjOB0FBQAAD7M844jeXpIpSXq+f3vVDQkwOZHzUVAAAPAgRaUVevzj9TIM6c6uCbqmVYzZkVyCggIAgAd55qutyjp6Qg0jg/XX37U2O47LUFAAAPAQP2zP04c/75Mk/eOODgoL8jc5ketQUAAA8AD5x8s09uMNkqShvZqoZ9P6JidyLQoKAAAe4MkvNiuvsFTJDUI09oZWZsdxOQoKAABu7uuNB/X5umz5WKQX70hRkL+v2ZFcjoICAIAbO1RYqv/7bKMk6U9XNVOnxLomJ6oZFBQAANyUYRga/+lGHTtertZx4frztc3NjlRjKCgAALipT9Yc0Hdbc+Xva9HUgSkK8Ks9H9u1Z6UAAHiQA/knNOmLzZKkR69rodZx4SYnqlkUFAAA3IzdbmjsxxtUWFqhTomRGn5FstmRahwFBQAAN/Peir36addhBfn76MU7UuTnW/s+rmvfigEAcGOZh4v17NdbJUnjbmil5AahJicyBwUFAAA3YbMbGjN7nUrK7erZtJ7uSW1idiTTUFAAAHATb6RnaM2+fIUG+mnKgA7y8bGYHck0FBQAANzAthyrXlqwQ5I08eY2alS3jsmJzEVBAQDAZGUVdo3+73qV2exKax2tO7o0MjuS6SgoAACY7NXvd2rLQavq1vHXs7e3l8VSe7/aOY2CAgCAidZn5eu1RbslSU/3a6/osCCTE7kHCgoAACYpKbdp9Ox1stkN3ZwSr74d4syO5DYoKAAAmOQf327X7kPFig4L1FO3tjU7jluhoAAAYILlGUc0Y0mmJOn5/h0UWSfA5ETuhYICAEANKyqt0GNz1sswpEHdEnR1q2izI7kdCgoAADXsma+2aP+xE2pUN1h//V0bs+O4JQoKAAA16Idtefrw5yxJ0j8GpCg00M/kRO6JggIAQA3JP16msZ9skCTd1ytJqU3rmZzIfVFQAACoIRM/36y8wlIlNwjREze0NDuOW6OgAABQA77acFBfrM+Wr49FUwd2VJC/r9mR3BoFBQAAF8srLNFf526UJP3pqqbqmBBpbiAPQEEBAMCFDMPQXz7dqGPHy9UmLlwPX9Pc7EgeodoFJT09XTfffLPi4+NlsVg0d+7cSs8bhqGJEycqLi5OwcHBSktL086dOyvtc/ToUQ0ePFjh4eGKjIzUsGHDVFRUdEkLAQDAHX28er++25qnAF8fTb0zRQF+nBuoimr/t1RcXKyUlBS99tprZ31+ypQpeuWVVzRt2jStWLFCISEh6tOnj0pKShz7DB48WJs3b9aCBQs0b948paena/jw4Re/CgAA3NCB/BP6+5dbJEmPXtdCrWLDTU7kOSyGYRgX/WKLRZ999pn69esn6eTZk/j4eI0ZM0aPPfaYJKmgoEAxMTGaNWuWBg0apK1bt6pNmzZauXKlunbtKkmaP3++brrpJu3fv1/x8fEX/HutVqsiIiJUUFCg8HAONgDA/djthu5+e4WW7j6izomRmvPHnvL1sZgdy1TV+fx26nmmzMxM5eTkKC0tzbEtIiJCPXr00LJlyyRJy5YtU2RkpKOcSFJaWpp8fHy0YsWKs75vaWmprFZrpQcAAO7sP8v3aunuIwry99GLAzvW+nJSXU4tKDk5OZKkmJiYSttjYmIcz+Xk5Cg6uvJvDvj5+SkqKsqxz5kmT56siIgIxyMhIcGZsQEAcKqMQ0Wa/M1WSdL4G1srqX6IyYk8j0dcqTN+/HgVFBQ4HllZWWZHAgDgrGx2Q2PmrFdJuV29mtXTHy5rbHYkj+TUghIbGytJys3NrbQ9NzfX8VxsbKzy8vIqPV9RUaGjR4869jlTYGCgwsPDKz0AAHBH09N3a+2+fIUF+mnKgBT58NXORXFqQUlKSlJsbKwWLlzo2Ga1WrVixQqlpqZKklJTU5Wfn6/Vq1c79vn+++9lt9vVo0cPZ8YBAKBGbcux6qUFOyRJE29uo4aRwSYn8lzV/gnFoqIi7dq1y/HnzMxMrVu3TlFRUUpMTNSoUaP09NNPq3nz5kpKStKECRMUHx/vuNOndevWuuGGG/TAAw9o2rRpKi8v18iRIzVo0KAq3cEDAIA7Kquw69H/rle5zVBa6xgN6NLI7EgerdoFZdWqVbr66qsdfx49erQkaciQIZo1a5aeeOIJFRcXa/jw4crPz9fll1+u+fPnKygoyPGa999/XyNHjtS1114rHx8f9e/fX6+88ooTlgMAgDleWbhTWw9aVbeOv569vZ0sFr7auRSXNAfFLMxBAQC4k7X7jqn/60tlN6R/D+6sm9rHmR3JLZk2BwUAgNqmpNymMXPWy25It6TEU06chIICAMAlmDJ/uzIOFSs6LFB/v7Wt2XG8BgUFAICLtGz3Ec1YkilJen5AB0XWCTA5kfegoAAAcBEKS8r12Jz1kqS7uifo6pbRF3gFqoOCAgDARXjmq606kH9CjeoG6//6tjE7jtehoAAAUE3fb8vVRyuzZLFIL9yRotDAak/twAVQUAAAqIZjxWUa+8lGSdJ9vZJ0WXI9kxN5JwoKAADVMPGLzTpUWKqmDUL0eJ+WZsfxWhQUAACqaN6GbH25Plu+PhZNHdhRQf6+ZkfyWhQUAACqIK+wRBPmbpIkjbiqqVISIs0N5OUoKAAAXIBhGBr/yUYdO16utvHhGnlNc7MjeT0KCgAAFzBn9X4t3JanAF8fTR3YUQF+fHy6Gv8NAwBwHvuPHdffv9wiSRp9fQu1jA0zOVHtQEEBAOAc7HZDT3y8QUWlFerSuK4euCLZ7Ei1BgUFAIBzeHfZHi3dfUTB/r568Y4U+fpYzI5Ua1BQAAA4i4xDRXpu/jZJ0vibWqlJ/RCTE9UuFBQAAM5QYbNrzJz1Kim36/Jm9XV3j8ZmR6p1KCgAAJxhenqG1u7LV1ign6YM6CAfvtqpcRQUAAB+ZetBq17+bock6clb2io+MtjkRLUTBQUAgFPKKuwaPXu9ym2GrmsTo/6dG5odqdaioAAAcMo/F+7Q1oNWRYUE6Nnb2sti4asds1BQAACQtHbfMb2+aLck6Zl+7dQgLNDkRLUbBQUAUOudKLNpzOz1shtSv47xurF9nNmRaj0KCgCg1pvy7TZlHC5WTHigJt3Szuw4EAUFAFDLLd19WDOX7JEkPd+/gyLq+JsbCJIoKACAWqywpFyPz9kgSbqre6KuahltciKcRkEBANRaT8/bqgP5J5QQFaz/69va7Dj4FQoKAKBW+n5brv67KksWi/TCgBSFBvqZHQm/QkEBANQ6x4rLNPaTjZKkYb2S1CO5nsmJcCYKCgCg1pnw+SYdKixVs+hQPdanpdlxcBYUFABArfLl+mzN23BQvj4WTR2YoiB/X7Mj4SwoKACAWiPPWqIJn2+SJI24upk6NIo0NxDOiYICAKgVDMPQuE83Kv94udrGh2vk1c3MjoTzoKAAAGqFOav26/tteQrw9dHUgR0V4MdHoDvj6AAAvF7W0eP6+7wtkqQx17dQy9gwkxPhQigoAACvZrcbevzj9SoqrVDXxnV1/xXJZkdCFVBQAABe7Z1le7Q846iC/X31wh0p8vWxmB0JVUBBAQB4rd2HivTcN9skSX+5qZWa1A8xORGqioICAPBKFTa7xsxer9IKu65oXl93X9bY7EioBgoKAMArTU/P0LqsfIUF+en5/h1ksfDVjiehoAAAvM6WbKte/m6HJOlvN7dVfGSwyYlQXRQUAIBXKa2wafTsdSq3Gbq+TYxu79zQ7Ei4CBQUAIBX+ed3O7Utp1BRIQF69vb2fLXjoZxeUGw2myZMmKCkpCQFBweradOmeuqpp2QYhmMfwzA0ceJExcXFKTg4WGlpadq5c6ezowAAapk1+45p2uLdkqRnb2un+qGBJifCxXJ6QXn++ef1+uuv69VXX9XWrVv1/PPPa8qUKfrXv/7l2GfKlCl65ZVXNG3aNK1YsUIhISHq06ePSkpKnB0HAFBLnCiz6bHZ62U3pNs6NdQN7eLMjoRL4OfsN1y6dKluvfVW9e3bV5LUpEkTffjhh/r5558lnTx78vLLL+uvf/2rbr31VknSu+++q5iYGM2dO1eDBg1ydiQAQC3w/PxtyjhcrNjwIP3t5rZmx8ElcvoZlJ49e2rhwoXasePk1dPr16/XTz/9pBtvvFGSlJmZqZycHKWlpTleExERoR49emjZsmVnfc/S0lJZrdZKDwAATlu667BmLd0jSXp+QAdF1PE3NxAumdPPoIwbN05Wq1WtWrWSr6+vbDabnnnmGQ0ePFiSlJOTI0mKiYmp9LqYmBjHc2eaPHmyJk2a5OyoAAAvYC0p1+Mfb5Ak/b5Hoq5s0cDkRHAGp59BmT17tt5//3198MEHWrNmjd555x298MILeueddy76PcePH6+CggLHIysry4mJAQCe7Ol5W3Qg/4QSo+ro/25qbXYcOInTz6A8/vjjGjdunONakvbt22vv3r2aPHmyhgwZotjYWElSbm6u4uJ+uYApNzdXHTt2POt7BgYGKjCQK7EBAJV9tyVXs1ftl8UivXBHikICnf6xBpM4/QzK8ePH5eNT+W19fX1lt9slSUlJSYqNjdXChQsdz1utVq1YsUKpqanOjgMA8FLHiss07tONkqT7L09S96QokxPBmZxeNW+++WY988wzSkxMVNu2bbV27VpNnTpV9913nyTJYrFo1KhRevrpp9W8eXMlJSVpwoQJio+PV79+/ZwdBwDgpf76+SYdLipVs+hQjbm+pdlx4GROLyj/+te/NGHCBP3pT39SXl6e4uPj9eCDD2rixImOfZ544gkVFxdr+PDhys/P1+WXX6758+crKCjI2XEAAF7oi/XZ+mrDQfn6WDR1YIqC/H3NjgQnsxi/HvHqIaxWqyIiIlRQUKDw8HCz4wAAalCetUTXvZSughPleuTa5nr0uhZmR0IVVefzm9/iAQB4DMMwNPaTDSo4Ua52DcM18ppmZkeCi1BQAAAeY/aqLP2w/ZAC/Hw0dWBH+fvyMeatOLIAAI+QdfS4/v7lFknSY9e3UIuYMJMTwZUoKAAAt2e3G3psznoVl9nUrUldDbs82exIcDEKCgDA7c1aukcrMo8q2N9XL9yRIl8fi9mR4GIUFACAW9uVV6Tn52+TJP2lb2s1rhdiciLUBAoKAMBtVdjsGjNnvUor7LqieX3d3SPR7EioIRQUAIDbmrZ4t9Zn5SssyE9TBnSQxcJXO7UFBQUA4JY2Zxfonwt3SpIm3dJWcRHBJidCTaKgAADcTmmFTWNmr1e5zVCftjG6rVNDsyOhhlFQAABu5+XvdmpbTqHqhQTomdva89VOLURBAQC4ldV7j2n64t2SpGdua6/6oYEmJ4IZKCgAALdxvKxCj81ZL7sh3d6poW5oF2t2JJiEggIAcBtT5m9X5uFixYYH6clb2podByaioAAA3MKSXYc1a+keSdKUAR0UEexvbiCYioICADCdtaRcj89ZL0ka3CNRvVs0MDkRzEZBAQCY7qkvtyi7oESJUXX0l5tamx0HboCCAgAw1XdbcjVn9X5ZLNKLA1MUEuhndiS4AQoKAMA0R4vLNO7TjZKkB65IVrcmUSYngrugoAAATGEYhibM3aTDRaVqHh2q0de1MDsS3AgFBQBgii/WZ+urjQfl52PR1IEdFeTva3YkuBEKCgCgxuVaSzTx882SpJHXNFP7RhEmJ4K7oaAAAGqUYRga+8kGFZwoV/uGERpxdTOzI8ENUVAAADXqvyuztGj7IQX4+WjqwBT5+/JRhN/ifxUAgBqTdfS4npq3RZL0+PUt1TwmzOREcFcUFABAjbDbDT02Z72Ky2zq3iRK912eZHYkuDEKCgCgRsxcukcrMo+qToCvXrgjRb4+FrMjwY1RUAAALrcrr0hT5m+TJP1f39ZKrFfH5ERwdxQUAIBLVdjsGjN7nUor7OrdooF+3z3R7EjwABQUAIBLvb5ot9bvL1B4kJ+m9O8gi4WvdnBhFBQAgMtsOlCgfy7cKUmadGtbxUYEmZwInoKCAgBwidIKm8bMXq8Ku6Eb2saqX8eGZkeCB6GgAABc4qUFO7U9t1D1QgL0zG3t+GoH1UJBAQA43eq9R/VG+m5J0rO3t1e90ECTE8HTUFAAAE51vKxCY2avl92Qbu/cUH3axpodCR6IggIAcKrnvtmmPUeOKy4iSE/e3NbsOPBQfmYHAAB4B8Mw9OaPGXp32V5J0vP9Oygi2N/kVPBUFBQAwCWz2Q09NW+LZi3dI0kacXVT9W7RwNxQ8GgUFADAJSkpt2n07HX6emOOJOmvfVvr/iuSTU4FT0dBAQBctILj5Xrg3VX6ec9R+fta9OLAjrolJd7sWPACFBQAwEXJzj+hITN+1s68IoUF+mn6PV3Us2l9s2PBS1BQAADVtvWgVffO/Fm51lLFhAdq1tDuah0XbnYseBEKCgCgWpbuPqwH312twtIKNY8O1az7uqthZLDZseBlXDIH5cCBA7r77rtVr149BQcHq3379lq1apXjecMwNHHiRMXFxSk4OFhpaWnauXOnK6IAAJzoi/XZGjLjZxWWVqh7kyh9/MeelBO4hNMLyrFjx9SrVy/5+/vrm2++0ZYtW/Tiiy+qbt26jn2mTJmiV155RdOmTdOKFSsUEhKiPn36qKSkxNlxAABOYBiG3kzP0J8/XKtym6Gb2sfq3WHdFVGHOSdwDYthGIYz33DcuHFasmSJfvzxx7M+bxiG4uPjNWbMGD322GOSpIKCAsXExGjWrFkaNGjQBf8Oq9WqiIgIFRQUKDyc7zwBwJXsdkNPf7VVM5ZkSpKG9mqiCX3byMeHH/9D9VTn89vpZ1C++OILde3aVXfccYeio6PVqVMnvfnmm47nMzMzlZOTo7S0NMe2iIgI9ejRQ8uWLXN2HADAJSgpt+nhj9Y6yslfbmqlib+jnMD1nF5QMjIy9Prrr6t58+b69ttv9dBDD+nPf/6z3nnnHUlSTs7JQT4xMTGVXhcTE+N47kylpaWyWq2VHgAA1yo4Xq57ZvysrzYclL+vRf8c1FHDezeVxUI5ges5/S4eu92url276tlnn5UkderUSZs2bdK0adM0ZMiQi3rPyZMna9KkSc6MCQA4j+z8E7p35s/akXtqxskfuqhnM2acoOY4/QxKXFyc2rRpU2lb69attW/fPklSbOzJn93Ozc2ttE9ubq7juTONHz9eBQUFjkdWVpazYwMATtmWY9Xt/16qHblFigkP1Ow/plJOUOOcXlB69eql7du3V9q2Y8cONW7cWJKUlJSk2NhYLVy40PG81WrVihUrlJqaetb3DAwMVHh4eKUHAMD5lu4+rDteX6Yca4maRYfq0z/1YgAbTOH0r3geffRR9ezZU88++6wGDhyon3/+WW+88YbeeOMNSZLFYtGoUaP09NNPq3nz5kpKStKECRMUHx+vfv36OTsOAKCKvlyfrTGz16vMZlf3JlF6454uiqwTYHYs1FJOLyjdunXTZ599pvHjx+vvf/+7kpKS9PLLL2vw4MGOfZ544gkVFxdr+PDhys/P1+WXX6758+crKCjI2XEAAFXw1o8ZevqrrZKkG9vF6qU7OyrI39fkVKjNnD4HpSYwBwUAnMNuN/TM11v19k8nbyO+t2cTTfhdG/lyGzFcoDqf3/wWDwDUUqUVNo2evV5fbTgoSRp/YysN753MbcRwCxQUAKiFCk6Ua/i7q7Qi86j8fS164Y4U3dqxodmxAAcKCgDUMr+ecRJ6asZJL24jhpuhoABALbI9p1BDZvysHGuJosMCNWtod7WJ51o+uB8KCgDUEsszjuiBd1epsKRCzaJDNWtoNzWqW8fsWMBZUVAAoBaYtyFbo/97csZJ18Z19daQrsw4gVujoACAl/v1jJMb2sbq5UHMOIH7o6AAgJey2w09+/VWvXVqxsmQ1MaaeHNbZpzAI1BQAMALlVbYNGb2es07NeNk3I2t9CAzTuBBKCgA4GUKTpTrwf+s0vKMkzNO/jEgRf06MeMEnoWCAgBe5GDBCd07Y6W25xYqNNBP0+7uosubM+MEnoeCAgBeYkfuyRknBwtK1CAsULOGdlPb+AizYwEXhYICAF5gecYRDX93lawlFWraIESzhnZXQhQzTuC5KCgA4OGYcQJvREEBAA8246dMPfXVFhmG1KdtjP45qBMzTuAVKCgA4IHsdkPPzd+mN9IzJEn3pDbWk8w4gRehoACAhymtsOmxORv05fpsSdLYG1rpj1cy4wTehYICAB7EWlKuB99drWUZR+TnY9GUAR10e+dGZscCnI6CAgAeIqegRPfO/FnbcgoVEuCraX/ooiuaNzA7FuASFBQA8AA7cgt174yflX1qxsnMe7upXUNmnMB7UVAAwM39nHlU97+zUtaSCiU3CNE7zDhBLUBBAQA39vXGgxr133Uqq7CrS+O6euuerqobwowTeD8KCgC4qZlLMvX3eSdnnFzfJkav3MWME9QeFBQAcDN2u6Hn52/T9FMzTv5wWWP97RZmnKB2oaAAgBsprbDp8Tkb9MWpGSeP92mpP13VlBknqHUoKADgJqwl5frjf1Zr6e6TM06e799B/bsw4wS1EwUFANxArrVEQ2b8MuPk9bu7qHcLZpyg9qKgAIDJduYW6t6ZK3Ug/wQzToBTKCgAYCJmnABnR0EBAJN8s/GgHjk146RzYqTeHtKNGSfAKRQUADDBrCWZmnRqxsl1bWL0yqBOCg5gxglwGgUFAGrQmTNO7r4sUZNuaceME+AMFBQAqCFlFXY98fF6zV3HjBPgQigoAFADCkvK9cf3VmvJrpMzTp7r30EDmHECnBMFBQBcLNdaontnrtTWg1ZmnABVREEBABfalVeoITNOzjipHxqoWUOZcQJUBQUFAFxk5Z6juv+dVSo4Ua7k+iF65z5mnABVRUEBABeYv+mg/vzRyRknnU7NOIlixglQZRQUAHCyd5bu0d++3CzDkNJax+hfdzHjBKguCgoAOIndbmjKt9s1bfFuSdLgHomadEtb+fn6mJwM8DwUFABwgrIKu8Z+skGfrT0giRknwKWioADAJSosKddD763RT7sOy8/Hosm3t9cdXRPMjgV4NAoKAFyCX884qRPgq38P7qyrWkabHQvweBQUALhIu/KKNGTGz6dmnARo5r3d1b4RM04AZ3D5lVvPPfecLBaLRo0a5dhWUlKiESNGqF69egoNDVX//v2Vm5vr6igA4DSr9hzVgGlLdSD/hJLqh+jTh3pRTgAncmlBWblypaZPn64OHTpU2v7oo4/qyy+/1Jw5c7R48WJlZ2fr9ttvd2UUAHCa+ZtyNPitFco/Xq6OCZH65KGeSqzHADbAmVxWUIqKijR48GC9+eabqlu3rmN7QUGB3n77bU2dOlXXXHONunTpopkzZ2rp0qVavny5q+IAgFO8u2yPHnp/tUor7EprHaMPH7iMAWyAC7isoIwYMUJ9+/ZVWlpape2rV69WeXl5pe2tWrVSYmKili1bdtb3Ki0tldVqrfQAgJpkGIaen79NEz8/OYDt9z0SNe3uzgxgA1zEJRfJfvTRR1qzZo1Wrlz5m+dycnIUEBCgyMjISttjYmKUk5Nz1vebPHmyJk2a5IqoAHBBZRV2jftkgz49NeNkzHUtNPKaZsw4AVzI6WdQsrKy9Mgjj+j9999XUFCQU95z/PjxKigocDyysrKc8r4AcCFFpRUa9s5Kfbr2gHx9LJoyoIMevrY55QRwMaefQVm9erXy8vLUuXNnxzabzab09HS9+uqr+vbbb1VWVqb8/PxKZ1Fyc3MVGxt71vcMDAxUYGCgs6MCwHnlWUs0dNZKbc4+OePktcGddTUzToAa4fSCcu2112rjxo2Vtg0dOlStWrXS2LFjlZCQIH9/fy1cuFD9+/eXJG3fvl379u1Tamqqs+MAwEU5c8bJjHu7qUOjSLNjAbWG0wtKWFiY2rVrV2lbSEiI6tWr59g+bNgwjR49WlFRUQoPD9fDDz+s1NRUXXbZZc6OAwDVtnrvUQ17Z5Xyj5crqX6I3hnanduIgRpmyiTZl156ST4+Purfv79KS0vVp08f/fvf/zYjCgBU8u3mHP35w7UqrbCrY0Kk3h7SVfVC+YoZqGkWwzAMs0NUl9VqVUREhAoKChQeHm52HABe4j/L9ujJLzbLbkjXtorWq7/nNmLAmarz+c1v8QCo9QzD0D++3a5/L9otSbqre4KeurWd/Hxd/msgAM6BggKgViu32TX2kw36dM3JGSejr2uhh5lxApiOggKg1ioqrdBD763WjzsPy9fHosm3tdfAbglmxwIgCgqAWiqvsERDZ56ccRLs76t/382ME8CdUFAA1Dq7D52ccbL/GDNOAHdFQQFQq6zee0zD3lmp/OPlalKvjt65r7sa1wsxOxaAM1BQANQa/9uco4dPzThJSYjUDGacAG6LggKgVnhv+V5N/HyT7IZ0Tatovfr7TqoTwL8CAXfFP50AvJphGHrxfzv06g+7JDHjBPAUFBQAXqvcZte4TzbqkzX7JUmPprXQn69lxgngCSgoALxSUWmF/vT+GqXvOCRfH4ueva2d7uyWaHYsAFVEQQHgdfIKS3TfrJXadODUjJPBnXV1K2acAJ6EggLAq2QcKtKQmT8r6+gJ1Qs5OeMkJSHS7FgAqomCAsBrrNl3TMNmrdSx4+VqXK+O3hnaXU3qM+ME8EQUFABeYcGWXD384RqVlNuV0ihCb9/bTfWZcQJ4LAoKAI/3/oq9mjD35IyTq1s20GuDOzPjBPBw/BMMwGMZhqGpC3boX9+fnHEyqFuCnu7HjBPAG1BQAHikcptd4z/dqI9Xn5xxMiqtuR65tjkzTgAvQUEB4HGKT804WXxqxskz/dppUHdmnADehIICwKMcKizVfbNWauOBAgX7++q1wZ10TasYs2MBcDIKCgCP8esZJ1GnZpx0ZMYJ4JUoKAA8AjNOgNqFggLA7X23JVcjT8046dAoQjOYcQJ4PQoKALf2wYp9+uvcjY4ZJ6/+vrNCAvlXF+Dt+KccgFsyDEMvLdihV07NOBnYtZGeva09M06AWoKCAsDtlNvs+sunGzXn1IyTP1/bXI+mMeMEqE0oKADcSnFphUZ8sEaLth+Sj0V65rb2uosZJ0CtQ0EB4BZKym2au/aApqdnKPNwsYL8ffTa7zvr2tbMOAFqIwoKAFPlHy/Te8v3atbSvTpcVCpJqh8aoDfv6apOiXVNTgfALBQUAKbIOnpcb/+UqdmrsnS8zCZJio8I0n2XJ2lQ90SFcqcOUKvxbwAANWrTgQJNT8/Q1xsPymY3JEmt48L1YO9k9e0QJ3/u0gEgCgqAGmAYhhbvOKQ30jO0dPcRx/YrmtfX8N7JurxZfe7QAVAJBQWAy5RV2PXl+my9+WOGtuUUSpJ8fSy6uUOcHuidrLbxESYnBOCuKCgAnM5aUq4PV+zTzCV7lGMtkSSFBPjqru6JGnp5khpGBpucEIC7o6AAcJqDBSc0c8kefbhinwpLKyRJ0WGBGtorSb/vkaiIYH+TEwLwFBQUAJdsW45Vb6Rn6It12ao4deFr8+hQPdA7Wbd2jFegn6/JCQF4GgoKgItiGIaW7T6i6ekZWrzjkGN7j6QoPXhlsq5qES0fHy58BXBxKCgAqqXCZtdXGw/qzR8ztOmAVZLkY5FubBen4b2TlZIQaW5AAF6BggKgSopLK/TflVl6+6dMHcg/IUkK8vfRwK4Juv/yZCXWq2NyQgDehIIC4LzyCkv0ztI9em/5PhWcKJck1QsJ0JCeTXT3ZY0VFRJgckIA3oiCAuCsduUV6a0fM/TpmgMqs9klSUn1Q3T/FUnq37mRgvy58BWA61BQADgYhqFVe49p+uIMfbc117G9c2KkhvduquvaxMiXC18B1AAKCgDZ7IYWbMnR9PQMrd2XL0myWKS01jF6sHeyujaJMjcggFrH6b/KNXnyZHXr1k1hYWGKjo5Wv379tH379kr7lJSUaMSIEapXr55CQ0PVv39/5ebmnuMdAbhKSblN7y3fq2tfXKQ/vrdGa/flK8DPR3d1T9B3o6/Um/d0pZwAMIXTz6AsXrxYI0aMULdu3VRRUaG//OUvuv7667VlyxaFhIRIkh599FF99dVXmjNnjiIiIjRy5EjdfvvtWrJkibPjADiLo8VlenfZHr27bK+OFpdJkiKC/fWHyxprSM8mahAWaHJCALWdxTAMw5V/waFDhxQdHa3Fixerd+/eKigoUIMGDfTBBx9owIABkqRt27apdevWWrZsmS677LILvqfValVERIQKCgoUHh7uyviAV9l7pFhv/ZipOauzVFJ+8sLXRnWDdf/lSbqja4JCAvnWF4DrVOfz2+X/NiooKJAkRUWdPE28evVqlZeXKy0tzbFPq1atlJiYeM6CUlpaqtLSUsefrVari1MD3mVdVr7eSN+t+ZtydGoSvdo3jNDw3sm6sV2s/Hyd/m0vAFwSlxYUu92uUaNGqVevXmrXrp0kKScnRwEBAYqMjKy0b0xMjHJycs76PpMnT9akSZNcGRXwOna7oR+252l6eoZ+zjzq2H5VywYa3jtZqcn1ZLFwRw4A9+TSgjJixAht2rRJP/300yW9z/jx4zV69GjHn61WqxISEi41HuCVSitsmrv2gN78MVO78ookSf6+Ft2S0lDDeyerZWyYyQkB4MJcVlBGjhypefPmKT09XY0aNXJsj42NVVlZmfLz8yudRcnNzVVsbOxZ3yswMFCBgVy0B5xPwfFyvbdir2Yt3aNDhSe/Eg0L9NPveyRqaK8kxUYEmZwQAKrO6QXFMAw9/PDD+uyzz7Ro0SIlJSVVer5Lly7y9/fXwoUL1b9/f0nS9u3btW/fPqWmpjo7DuD19h87rhk/7dF/V+5TcZlNkhQXEaT7eiVpUPcEhQX5m5wQAKrP6QVlxIgR+uCDD/T5558rLCzMcV1JRESEgoODFRERoWHDhmn06NGKiopSeHi4Hn74YaWmplbpDh4AJ23OLtAb6Rmat+GgbKeufG0VG6bhvZP1uw7xCvDjwlcAnsvptxmf66K7mTNn6t5775V0clDbmDFj9OGHH6q0tFR9+vTRv//973N+xXMmbjNGbWUYhn7ceVhvpGfop12HHdt7Naun4b2bqnfz+lz4CsBtVefz2+VzUFyBgoLaptxm15frs/VGeoa25RRKknx9LOrbPk7DeyerXcMIkxMCwIW51RwUABevsKRcH/2cpRlLMnWwoESSVCfAV3d2S9B9vZKUEFXH5IQA4BoUFMAN5VpLNGNJpj5YsU+FJRWSpPqhgRraq4nu7tFYEXW48BWAd6OgAG5kR26h3kjP0OfrDqjcdvLb16YNQjS8d7Ju7dhQQf6+JicEgJpBQQFMZhiGlmcc1Rvpu/XD9kOO7d2bRGl472Rd0ypaPj5c+AqgdqGgACapsNk1f3OO3kjP0Ib9J3+zymKRbmgbq+G9k9Upsa7JCQHAPBQUoIYdL6vQ7JVZentJprKOnpAkBfr56I6ujXT/5clqUj/E5IQAYD4KClBDDhWW6t1le/Sf5XuVf7xcklS3jr/uSW2ie1Ibq14oP+cAAKdRUAAXyzhUpDd/zNQna/arrMIuSWpcr47uvyJZAzo3UnAAF74CwJkoKICLrN57VNMXZ2jB1lydHofYMSFSD/ZO1vVtY+XLha8AcE4UFMCJ7HZD/9uSqzfSd2vNvnzH9rTW0Rreu6m6NanLKHoAqAIKCuAEJeU2fbJmv976MVOZh4slSQG+PrqtU0M90DtJzaLDTE4IAJ6FggJcgmPFZfrP8r16Z+keHSkukySFB/np7ssa696eTRQdHmRyQgDwTBQU4CJkHT2ut37M0OxV+3Wi3CZJahgZrPsuT9Kd3RIUGsg/WgBwKfi3KFANG/bna3p6hr7ZeFD2Uxe+to0P1/DeybqpfZz8fX3MDQgAXoKCAlyA3W5o8Y5Dmp6+W8szjjq2927RQA/2TlbPpvW48BUAnIyCApxDaYVNn6/L1pvpGdqZVyRJ8vOx6JaUeD3QO1mt48JNTggA3ouCApyh4ES5PlixTzOXZCqvsFSSFBrop7u6J2horyTFRwabnBAAvB8FBTglO/+EZvyUqY9WZqmotEKSFBMeqKG9kvT7HokKD/I3OSEA1B4UFNR6W7KtevPHDH25PlsVp658bRkTpgd6J+uWlHgF+HHhKwDUNAoKaiXDMLRk1xFNT9+tH3cedmxPTa6n4Vcm66oWDbjwFQBMREFBrVJus+urDQf1RnqGthy0SpJ8LNJN7eM0vHeyOjSKNDcgAEASBQW1RFFphT76eZ9mLtmjA/knJEnB/r66s1uChl2epISoOiYnBAD8GgUFXi3PWqKZS/fo/eV7ZS05eeFr/dAADUltorsva6y6IQEmJwQAnA0FBV5pV16h3kjP0Ny12Sqz2SVJyfVD9EDvZN3WqaGC/H1NTggAOB8KCrxC/vEy7cgt0o7cQv2wLU8Lt+U5nuvauK6G905WWusY+fhw4SsAeAIKCjyKtaRcO3MLHWVkZ26RtucW6tCpgWqnWSzS9W1iNLx3U3VpXNektACAi0VBgVsqLCnXzryi35SRHGvJOV8THxGk5jFhahMfrju6NFJyg9AaTAwAcCYKCkxVXFqhXXmnCkhekbbnFGpnbqGyC85dRGLDg9Q8JlQtYsLUIiZUzWPC1Dw6VGFMegUAr0FBQY04UWZzFJEdeSfPhuzILdT+YyfO+ZoGYYEnC0h0WKUyEhFMEQEAb0dBgVOVlNu0+1CRo4DsOPUVTdax4zKMs7+mfmjAqRJysoCcLiORdbgFGABqKwoKLkpphU0Zh4od14ac/opm75Fi2c9RROrW8T9VQELVMibMUUaimEUCADgDBQXnVVZh154jxY4zITtyTn5Fs/fIcdnO0UQigv1/ORsSffJakeYxYaofGsDv2wAAqoSCAkknf6Nm75HiSnfM7MgtVObhYscv/J4pLNBPzWNC1TI2rNJ1Ig3CAikiAIBLQkGpZWx2w1FEduYWavupMpJxuEjltrMXkdBAPzWLDlWLmF/OhrSICVVseBBFBADgEhQUL2WzG8o6etxxbcjpr2h2HypSWYX9rK8J9vf91YWqv1ywGh9BEQEA1CwKioez2w0dyD/xyzUip+6c2X2oSCXlZy8iQf4+J8+IRP9yNqRFTJgaRgYzCh4A4BYoKB7CME4WkV9u3y3SzrxC7cor0vEy21lfE+Dno2YNQn9z+26junXkSxEBALgxCoqbMQxDOdaSX+6YyS3Ujrwi7cotVPG5ioivj5IbhDjummkeE6aWsWFKjKKIAAA8EwXFJIZhKK+w9JezIae+mtmZW6TC0oqzvsbPx/KrIvLLdSJN6tWRn69PDa8AAADXoaC4mGEYOlxU5rhj5tdlxFpy9iLi62NRk3p1HHfMtDz11UyT+iHyp4gAAGoBCooTHSkqdVwb8uszI8eOl591fx+L1KReiOOH705fsJpUP0SBfr41nB4AAPdBQbkIx4rLHNeG/PqrmSPFZWfd32KREqPqqHl0mFrGnioj0WFKbhCiIH+KCAAAZ6KgnEfBifJTBeT0b82c/M+HCkvP+ZqEqODf3L7btEGoggMoIgAAVJWpBeW1117TP/7xD+Xk5CglJUX/+te/1L17d9PyrN57VF9tyHF8RZNrPXcRaRgZ/JvJqs2iQ1UngM4HAMClMu3T9L///a9Gjx6tadOmqUePHnr55ZfVp08fbd++XdHR0aZk2pJt1YwlmZW2xUUEnfGjdyfvnAkNpIgAAOAqFsMwzv4DLC7Wo0cPdevWTa+++qokyW63KyEhQQ8//LDGjRt33tdarVZFRESooKBA4eHhTsu09aBVc1btd9y+2zwmVOFB/k57fwAAarPqfH6bchqgrKxMq1ev1vjx4x3bfHx8lJaWpmXLlv1m/9LSUpWW/vJ1i9VqdUmu1nHhmnhzG5e8NwAAqDpThmocPnxYNptNMTExlbbHxMQoJyfnN/tPnjxZERERjkdCQkJNRQUAACbwiKlf48ePV0FBgeORlZVldiQAAOBCpnzFU79+ffn6+io3N7fS9tzcXMXGxv5m/8DAQAUGBtZUPAAAYDJTzqAEBASoS5cuWrhwoWOb3W7XwoULlZqaakYkAADgRky7V3b06NEaMmSIunbtqu7du+vll19WcXGxhg4dalYkAADgJkwrKHfeeacOHTqkiRMnKicnRx07dtT8+fN/c+EsAACofUybg3IpXDUHBQAAuE51Pr894i4eAABQu1BQAACA26GgAAAAt0NBAQAAboeCAgAA3A4FBQAAuB3T5qBcitN3RrvqV40BAIDznf7crsqEE48sKIWFhZLErxoDAOCBCgsLFRERcd59PHJQm91uV3Z2tsLCwmSxWJz63larVQkJCcrKyvLKIXCsz/N5+xpZn+fz9jV6+/ok163RMAwVFhYqPj5ePj7nv8rEI8+g+Pj4qFGjRi79O8LDw732f3gS6/MG3r5G1uf5vH2N3r4+yTVrvNCZk9O4SBYAALgdCgoAAHA7FJQzBAYG6sknn1RgYKDZUVyC9Xk+b18j6/N83r5Gb1+f5B5r9MiLZAEAgHfjDAoAAHA7FBQAAOB2KCgAAMDtUFAAAIDbqVUFJT09XTfffLPi4+NlsVg0d+7cC75m0aJF6ty5swIDA9WsWTPNmjXL5TkvRXXXuGjRIlkslt88cnJyaiZwNUyePFndunVTWFiYoqOj1a9fP23fvv2Cr5szZ45atWqloKAgtW/fXl9//XUNpL04F7PGWbNm/eb4BQUF1VDi6nn99dfVoUMHx/Cn1NRUffPNN+d9jScdP6n6a/Sk43c2zz33nCwWi0aNGnXe/TztOJ5WlfV52jH829/+9pu8rVq1Ou9rzDh+taqgFBcXKyUlRa+99lqV9s/MzFTfvn119dVXa926dRo1apTuv/9+ffvtty5OevGqu8bTtm/froMHDzoe0dHRLkp48RYvXqwRI0Zo+fLlWrBggcrLy3X99deruLj4nK9ZunSp7rrrLg0bNkxr165Vv3791K9fP23atKkGk1fdxaxROjnt8dfHb+/evTWUuHoaNWqk5557TqtXr9aqVat0zTXX6NZbb9XmzZvPur+nHT+p+muUPOf4nWnlypWaPn26OnTocN79PPE4SlVfn+R5x7Bt27aV8v7000/n3Ne042fUUpKMzz777Lz7PPHEE0bbtm0rbbvzzjuNPn36uDCZ81RljT/88IMhyTh27FiNZHKmvLw8Q5KxePHic+4zcOBAo2/fvpW29ejRw3jwwQddHc8pqrLGmTNnGhERETUXysnq1q1rvPXWW2d9ztOP32nnW6OnHr/CwkKjefPmxoIFC4wrr7zSeOSRR865rycex+qsz9OO4ZNPPmmkpKRUeX+zjl+tOoNSXcuWLVNaWlqlbX369NGyZctMSuQ6HTt2VFxcnK677jotWbLE7DhVUlBQIEmKioo65z6efgyrskZJKioqUuPGjZWQkHDB/7fuLmw2mz766CMVFxcrNTX1rPt4+vGryholzzx+I0aMUN++fX9zfM7GE49jddYned4x3Llzp+Lj45WcnKzBgwdr375959zXrOPnkT8WWFNycnIUExNTaVtMTIysVqtOnDih4OBgk5I5T1xcnKZNm6auXbuqtLRUb731lq666iqtWLFCnTt3NjveOdntdo0aNUq9evVSu3btzrnfuY6hO15jc6aqrrFly5aaMWOGOnTooIKCAr3wwgvq2bOnNm/e7PIf1bwYGzduVGpqqkpKShQaGqrPPvtMbdq0Oeu+nnr8qrNGTzt+kvTRRx9pzZo1WrlyZZX297TjWN31edox7NGjh2bNmqWWLVvq4MGDmjRpkq644gpt2rRJYWFhv9nfrONHQanlWrZsqZYtWzr+3LNnT+3evVsvvfSS/vOf/5iY7PxGjBihTZs2nfd7U09X1TWmpqZW+n/nPXv2VOvWrTV9+nQ99dRTro5ZbS1bttS6detUUFCgjz/+WEOGDNHixYvP+QHuiaqzRk87fllZWXrkkUe0YMECt74Q9GJdzPo87RjeeOONjv/coUMH9ejRQ40bN9bs2bM1bNgwE5NVRkE5j9jYWOXm5lbalpubq/DwcK84e3Iu3bt3d+sP/pEjR2revHlKT0+/4P87OdcxjI2NdWXES1adNZ7J399fnTp10q5du1yU7tIEBASoWbNmkqQuXbpo5cqV+uc//6np06f/Zl9PPX7VWeOZ3P34rV69Wnl5eZXOsNpsNqWnp+vVV19VaWmpfH19K73Gk47jxazvTO5+DM8UGRmpFi1anDOvWcePa1DOIzU1VQsXLqy0bcGCBef9LtkbrFu3TnFxcWbH+A3DMDRy5Eh99tln+v7775WUlHTB13jaMbyYNZ7JZrNp48aNbnkMz8Zut6u0tPSsz3na8TuX863xTO5+/K699lpt3LhR69atczy6du2qwYMHa926dWf98Pak43gx6zuTux/DMxUVFWn37t3nzGva8XPpJbhuprCw0Fi7dq2xdu1aQ5IxdepUY+3atcbevXsNwzCMcePGGX/4wx8c+2dkZBh16tQxHn/8cWPr1q3Ga6+9Zvj6+hrz5883awkXVN01vvTSS8bcuXONnTt3Ghs3bjQeeeQRw8fHx/juu+/MWsI5PfTQQ0ZERISxaNEi4+DBg47H8ePHHfv84Q9/MMaNG+f485IlSww/Pz/jhRdeMLZu3Wo8+eSThr+/v7Fx40YzlnBBF7PGSZMmGd9++62xe/duY/Xq1cagQYOMoKAgY/PmzWYs4bzGjRtnLF682MjMzDQ2bNhgjBs3zrBYLMb//vc/wzA8//gZRvXX6EnH71zOvMvFG47jr11ofZ52DMeMGWMsWrTIyMzMNJYsWWKkpaUZ9evXN/Ly8gzDcJ/jV6sKyulbas98DBkyxDAMwxgyZIhx5ZVX/uY1HTt2NAICAozk5GRj5syZNZ67Oqq7xueff95o2rSpERQUZERFRRlXXXWV8f3335sT/gLOti5JlY7JlVde6VjrabNnzzZatGhhBAQEGG3btjW++uqrmg1eDRezxlGjRhmJiYlGQECAERMTY9x0003GmjVraj58Fdx3331G48aNjYCAAKNBgwbGtdde6/jgNgzPP36GUf01etLxO5czP8C94Tj+2oXW52nH8M477zTi4uKMgIAAo2HDhsadd95p7Nq1y/G8uxw/i2EYhmvP0QAAAFQP16AAAAC3Q0EBAABuh4ICAADcDgUFAAC4HQoKAABwOxQUAADgdigoAADA7VBQAACA26GgAAAAt0NBAQAAboeCAgAA3A4FBQAAuJ3/BwbKNKb9UGX8AAAAAElFTkSuQmCC\n" }, "metadata": {} } ], "source": [ "# ejemplo\n", "x = [1, 2, 3, 4, 5]\n", "y = [1, 8, 27, 64, 125] # cubos\n", "plt.plot(x, y)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "JNsVK4USVYGy" }, "source": [ "### Gráfico de líneas con el DataFrame" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "GqbpUCuwVYG6", "outputId": "64b46b37-802d-4688-f895-0a04fe4c9b00", "colab": { "base_uri": "https://localhost:8080/", "height": 430 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "plt.plot(df_rrss['Nombre'], df_rrss['Usuarios'])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "OJGdkLIeVYG-" }, "source": [ "## Gráfico de puntos" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "id": "ho8sNnBEVYG_", "outputId": "60224e9d-f098-4cf3-bc99-c47b8221f999", "colab": { "base_uri": "https://localhost:8080/", "height": 430 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "plt.scatter(df_rrss['Nombre'], df_rrss['Usuarios'])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "KXInRvUGVYHB" }, "source": [ "#### Con Pandas \n", "Utilizando un método de Pandas sobre el DataFrame obtenemos un gráfico similar al anterior." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "YzCYchVmVYHD", "outputId": "b3fba591-0acd-46f1-c391-7e093bc5e5e1", "colab": { "base_uri": "https://localhost:8080/", "height": 449 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "df_rrss.plot(kind = 'scatter', x = 'Nombre', y = 'Usuarios')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "5hqReo0XVYHE" }, "source": [ "## Gráficos de barras " ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "w2BrvB1gVYHL", "outputId": "4b095856-ed4b-4876-9a19-c47b7d70208f", "colab": { "base_uri": "https://localhost:8080/", "height": 430 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjAAAAGdCAYAAAAMm0nCAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA3r0lEQVR4nO3deVhV1eLG8RdREBQwHBgKwSERU3EqowHRSDQ1Lbs5ldoly8LKHPPecuxGV9PUsuHecrjl/LOs1JxFDYfUwukKpklYiZYmiKmorN8fPezrURwwCJd9P8+zn4ez99prr3XO3ov37LP3OW7GGCMAAACLlCrpBgAAABQWAQYAAFiHAAMAAKxDgAEAANYhwAAAAOsQYAAAgHUIMAAAwDoEGAAAYJ3SJd2A4pKXl6cff/xRPj4+cnNzK+nmAACAK2CM0bFjxxQcHKxSpS5+nuW6DTA//vijQkJCSroZAADgKuzfv1833XTTRZdftwHGx8dH0m9PgK+vbwm3BgAAXIns7GyFhIQ4/8cv5roNMPkfG/n6+hJgAACwzOUu/+AiXgAAYB0CDAAAsA4BBgAAWIcAAwAArEOAAQAA1iHAAAAA6xBgAACAdQgwAADAOgQYAABgHQIMAACwDgEGAABYhwADAACsQ4ABAADWIcAAAADrlC7pBtgo7IWFJd2Eq5b+apuSbgIAAL8bZ2AAAIB1CDAAAMA6BBgAAGAdAgwAALAOAQYAAFiHAAMAAKxDgAEAANYhwAAAAOsQYAAAgHUIMAAAwDoEGAAAYB0CDAAAsA4BBgAAWIcAAwAArEOAAQAA1iHAAAAA6xBgAACAdQgwAADAOgQYAABgHQIMAACwDgEGAABYhwADAACsQ4ABAADWIcAAAADrEGAAAIB1CDAAAMA6hQowiYmJuvXWW+Xj46MqVaqoQ4cOSktLcykTExMjNzc3l6l3794uZTIyMtSmTRt5e3urSpUqGjhwoM6cOeNSJikpSY0aNZKnp6dq1qypqVOnXl0PAQDAdadQAWb16tVKSEjQhg0btGzZMp0+fVotW7bU8ePHXcr16tVLBw4ccKbRo0c7y86ePas2bdooNzdX69at07Rp0zR16lQNHTrUKbNv3z61adNGzZs3V0pKivr27avHH39cS5Ys+Z3dBQAA14PShSm8ePFil8dTp05VlSpVtGXLFkVHRzvzvb29FRgYWGAdS5cu1X//+18tX75cAQEBatCggUaNGqXBgwdr+PDh8vDw0DvvvKNq1app7NixkqSIiAh98cUXev311xUXF1fYPgIAgOvM77oGJisrS5Lk7+/vMn/69OmqVKmS6tatqyFDhujXX391lq1fv1716tVTQECAMy8uLk7Z2dnauXOnUyY2Ntalzri4OK1fv/6ibTl16pSys7NdJgAAcH0q1BmYc+Xl5alv37668847VbduXWd+165dFRoaquDgYG3btk2DBw9WWlqaPvroI0lSZmamS3iR5DzOzMy8ZJns7GydOHFCXl5eF7QnMTFRI0aMuNruAAAAi1x1gElISNCOHTv0xRdfuMx/4oknnL/r1aunoKAg3XPPPdq7d69q1Khx9S29jCFDhqhfv37O4+zsbIWEhBTb9gAAQMm5qo+Q+vTpowULFmjVqlW66aabLlm2adOmkqQ9e/ZIkgIDA3Xw4EGXMvmP86+buVgZX1/fAs++SJKnp6d8fX1dJgAAcH0qVIAxxqhPnz76+OOPtXLlSlWrVu2y66SkpEiSgoKCJElRUVHavn27Dh065JRZtmyZfH19VadOHafMihUrXOpZtmyZoqKiCtNcAABwnSpUgElISNCHH36oGTNmyMfHR5mZmcrMzNSJEyckSXv37tWoUaO0ZcsWpaen69NPP1X37t0VHR2t+vXrS5JatmypOnXq6NFHH9XWrVu1ZMkSvfjii0pISJCnp6ckqXfv3vr22281aNAgpaam6q233tKcOXP0/PPPF3H3AQCAjQoVYN5++21lZWUpJiZGQUFBzjR79mxJkoeHh5YvX66WLVuqdu3a6t+/vzp27KjPPvvMqcPd3V0LFiyQu7u7oqKi9Mgjj6h79+4aOXKkU6ZatWpauHChli1bpsjISI0dO1bvvfcet1ADAABJkpsxxpR0I4pDdna2/Pz8lJWVVeTXw4S9sLBI6/sjpb/apqSbAADARV3p/29+CwkAAFiHAAMAAKxDgAEAANYhwAAAAOsQYAAAgHUIMAAAwDoEGAAAYB0CDAAAsA4BBgAAWIcAAwAArEOAAQAA1iHAAAAA6xBgAACAdQgwAADAOgQYAABgHQIMAACwDgEGAABYhwADAACsQ4ABAADWIcAAAADrlC7pBgD4Y4S9sLCkm3BV0l9tU9JNAHAN4gwMAACwDgEGAABYhwADAACsQ4ABAADWIcAAAADrEGAAAIB1CDAAAMA6BBgAAGAdAgwAALAOAQYAAFiHAAMAAKxDgAEAANYhwAAAAOsQYAAAgHUIMAAAwDoEGAAAYB0CDAAAsA4BBgAAWIcAAwAArEOAAQAA1iHAAAAA6xBgAACAdQgwAADAOgQYAABgHQIMAACwDgEGAABYhwADAACsQ4ABAADWIcAAAADrEGAAAIB1CDAAAMA6BBgAAGCdQgWYxMRE3XrrrfLx8VGVKlXUoUMHpaWluZQ5efKkEhISVLFiRZUvX14dO3bUwYMHXcpkZGSoTZs28vb2VpUqVTRw4ECdOXPGpUxSUpIaNWokT09P1axZU1OnTr26HgIAgOtOoQLM6tWrlZCQoA0bNmjZsmU6ffq0WrZsqePHjztlnn/+eX322WeaO3euVq9erR9//FEPPvigs/zs2bNq06aNcnNztW7dOk2bNk1Tp07V0KFDnTL79u1TmzZt1Lx5c6WkpKhv3756/PHHtWTJkiLoMgAAsJ2bMcZc7co//fSTqlSpotWrVys6OlpZWVmqXLmyZsyYoYceekiSlJqaqoiICK1fv1633367Pv/8c7Vt21Y//vijAgICJEnvvPOOBg8erJ9++kkeHh4aPHiwFi5cqB07djjb6ty5s44eParFixdfUduys7Pl5+enrKws+fr6Xm0XCxT2wsIire+PlP5qm5JuAkqIrfst+yzw53Kl/79/1zUwWVlZkiR/f39J0pYtW3T69GnFxsY6ZWrXrq2qVatq/fr1kqT169erXr16TniRpLi4OGVnZ2vnzp1OmXPryC+TX0dBTp06pezsbJcJAABcn0pf7Yp5eXnq27ev7rzzTtWtW1eSlJmZKQ8PD1WoUMGlbEBAgDIzM50y54aX/OX5yy5VJjs7WydOnJCXl9cF7UlMTNSIESOutjsAYA1bz6ZJnFFD0bnqMzAJCQnasWOHZs2aVZTtuWpDhgxRVlaWM+3fv7+kmwQAAIrJVZ2B6dOnjxYsWKA1a9bopptucuYHBgYqNzdXR48edTkLc/DgQQUGBjplvvzyS5f68u9SOrfM+XcuHTx4UL6+vgWefZEkT09PeXp6Xk13AACAZQp1BsYYoz59+ujjjz/WypUrVa1aNZfljRs3VpkyZbRixQpnXlpamjIyMhQVFSVJioqK0vbt23Xo0CGnzLJly+Tr66s6deo4Zc6tI79Mfh0AAODPrVBnYBISEjRjxgx98skn8vHxca5Z8fPzk5eXl/z8/BQfH69+/frJ399fvr6+euaZZxQVFaXbb79dktSyZUvVqVNHjz76qEaPHq3MzEy9+OKLSkhIcM6g9O7dW2+++aYGDRqkv/71r1q5cqXmzJmjhQvt/dwXAAAUnUKdgXn77beVlZWlmJgYBQUFOdPs2bOdMq+//rratm2rjh07Kjo6WoGBgfroo4+c5e7u7lqwYIHc3d0VFRWlRx55RN27d9fIkSOdMtWqVdPChQu1bNkyRUZGauzYsXrvvfcUFxdXBF0GAAC2K9QZmCv5ypiyZctq0qRJmjRp0kXLhIaGatGiRZesJyYmRl9//XVhmgcAAP4k+C0kAABgHQIMAACwDgEGAABYhwADAACsQ4ABAADWIcAAAADrEGAAAIB1CDAAAMA6BBgAAGAdAgwAALAOAQYAAFiHAAMAAKxDgAEAANYhwAAAAOsQYAAAgHUIMAAAwDoEGAAAYB0CDAAAsA4BBgAAWIcAAwAArEOAAQAA1iHAAAAA6xBgAACAdQgwAADAOgQYAABgHQIMAACwDgEGAABYhwADAACsQ4ABAADWIcAAAADrEGAAAIB1CDAAAMA6BBgAAGAdAgwAALAOAQYAAFiHAAMAAKxDgAEAANYhwAAAAOsQYAAAgHUIMAAAwDoEGAAAYB0CDAAAsA4BBgAAWIcAAwAArEOAAQAA1iHAAAAA6xBgAACAdQgwAADAOgQYAABgHQIMAACwDgEGAABYhwADAACsQ4ABAADWKXSAWbNmjdq1a6fg4GC5ublp/vz5Lst79uwpNzc3l6lVq1YuZY4cOaJu3brJ19dXFSpUUHx8vHJyclzKbNu2TXfffbfKli2rkJAQjR49uvC9AwAA16VCB5jjx48rMjJSkyZNumiZVq1a6cCBA840c+ZMl+XdunXTzp07tWzZMi1YsEBr1qzRE0884SzPzs5Wy5YtFRoaqi1btmjMmDEaPny4/vWvfxW2uQAA4DpUurArtG7dWq1bt75kGU9PTwUGBha4bNeuXVq8eLE2bdqkJk2aSJLeeOMN3XfffXrttdcUHBys6dOnKzc3V5MnT5aHh4duueUWpaSkaNy4cS5BBwAA/DkVyzUwSUlJqlKlisLDw/XUU0/p8OHDzrL169erQoUKTniRpNjYWJUqVUobN250ykRHR8vDw8MpExcXp7S0NP3yyy/F0WQAAGCRQp+BuZxWrVrpwQcfVLVq1bR371797W9/U+vWrbV+/Xq5u7srMzNTVapUcW1E6dLy9/dXZmamJCkzM1PVqlVzKRMQEOAsu+GGGy7Y7qlTp3Tq1CnncXZ2dlF3DQAAXCOKPMB07tzZ+btevXqqX7++atSooaSkJN1zzz1FvTlHYmKiRowYUWz1AwCAa0ex30ZdvXp1VapUSXv27JEkBQYG6tChQy5lzpw5oyNHjjjXzQQGBurgwYMuZfIfX+zamiFDhigrK8uZ9u/fX9RdAQAA14hiDzDff/+9Dh8+rKCgIElSVFSUjh49qi1btjhlVq5cqby8PDVt2tQps2bNGp0+fdops2zZMoWHhxf48ZH024XDvr6+LhMAALg+FTrA5OTkKCUlRSkpKZKkffv2KSUlRRkZGcrJydHAgQO1YcMGpaena8WKFWrfvr1q1qypuLg4SVJERIRatWqlXr166csvv1RycrL69Omjzp07Kzg4WJLUtWtXeXh4KD4+Xjt37tTs2bM1YcIE9evXr+h6DgAArFXoALN582Y1bNhQDRs2lCT169dPDRs21NChQ+Xu7q5t27bp/vvvV61atRQfH6/GjRtr7dq18vT0dOqYPn26ateurXvuuUf33Xef7rrrLpfvePHz89PSpUu1b98+NW7cWP3799fQoUO5hRoAAEi6iot4Y2JiZIy56PIlS5Zctg5/f3/NmDHjkmXq16+vtWvXFrZ5AADgT4DfQgIAANYhwAAAAOsQYAAAgHUIMAAAwDoEGAAAYB0CDAAAsA4BBgAAWIcAAwAArEOAAQAA1iHAAAAA6xBgAACAdQgwAADAOgQYAABgHQIMAACwDgEGAABYhwADAACsQ4ABAADWIcAAAADrEGAAAIB1CDAAAMA6BBgAAGAdAgwAALAOAQYAAFiHAAMAAKxDgAEAANYhwAAAAOsQYAAAgHUIMAAAwDoEGAAAYJ3SJd0AoKSFvbCwpJtwVdJfbVPSTQCAEsMZGAAAYB0CDAAAsA4BBgAAWIcAAwAArEOAAQAA1iHAAAAA6xBgAACAdQgwAADAOgQYAABgHQIMAACwDgEGAABYhwADAACsQ4ABAADWIcAAAADrEGAAAIB1CDAAAMA6BBgAAGAdAgwAALAOAQYAAFiHAAMAAKxDgAEAANYhwAAAAOsQYAAAgHUIMAAAwDqFDjBr1qxRu3btFBwcLDc3N82fP99luTFGQ4cOVVBQkLy8vBQbG6tvvvnGpcyRI0fUrVs3+fr6qkKFCoqPj1dOTo5LmW3btunuu+9W2bJlFRISotGjRxe+dwAA4LpU6ABz/PhxRUZGatKkSQUuHz16tCZOnKh33nlHGzduVLly5RQXF6eTJ086Zbp166adO3dq2bJlWrBggdasWaMnnnjCWZ6dna2WLVsqNDRUW7Zs0ZgxYzR8+HD961//uoouAgCA603pwq7QunVrtW7dusBlxhiNHz9eL774otq3by9J+s9//qOAgADNnz9fnTt31q5du7R48WJt2rRJTZo0kSS98cYbuu+++/Taa68pODhY06dPV25uriZPniwPDw/dcsstSklJ0bhx41yCDgAA+HMq0mtg9u3bp8zMTMXGxjrz/Pz81LRpU61fv16StH79elWoUMEJL5IUGxurUqVKaePGjU6Z6OhoeXh4OGXi4uKUlpamX375pcBtnzp1StnZ2S4TAAC4PhVpgMnMzJQkBQQEuMwPCAhwlmVmZqpKlSouy0uXLi1/f3+XMgXVce42zpeYmCg/Pz9nCgkJ+f0dAgAA16Tr5i6kIUOGKCsry5n2799f0k0CAADFpEgDTGBgoCTp4MGDLvMPHjzoLAsMDNShQ4dclp85c0ZHjhxxKVNQHedu43yenp7y9fV1mQAAwPWpSANMtWrVFBgYqBUrVjjzsrOztXHjRkVFRUmSoqKidPToUW3ZssUps3LlSuXl5alp06ZOmTVr1uj06dNOmWXLlik8PFw33HBDUTYZAABYqNABJicnRykpKUpJSZH024W7KSkpysjIkJubm/r27auXX35Zn376qbZv367u3bsrODhYHTp0kCRFRESoVatW6tWrl7788kslJyerT58+6ty5s4KDgyVJXbt2lYeHh+Lj47Vz507Nnj1bEyZMUL9+/Yqs4wAAwF6Fvo168+bNat68ufM4P1T06NFDU6dO1aBBg3T8+HE98cQTOnr0qO666y4tXrxYZcuWddaZPn26+vTpo3vuuUelSpVSx44dNXHiRGe5n5+fli5dqoSEBDVu3FiVKlXS0KFDuYUaAABIuooAExMTI2PMRZe7ublp5MiRGjly5EXL+Pv7a8aMGZfcTv369bV27drCNg8AAPwJXDd3IQEAgD8PAgwAALAOAQYAAFiHAAMAAKxDgAEAANYhwAAAAOsQYAAAgHUIMAAAwDoEGAAAYB0CDAAAsA4BBgAAWIcAAwAArEOAAQAA1iHAAAAA6xBgAACAdQgwAADAOgQYAABgHQIMAACwDgEGAABYhwADAACsQ4ABAADWIcAAAADrEGAAAIB1CDAAAMA6BBgAAGAdAgwAALAOAQYAAFiHAAMAAKxTuqQbAABFKeyFhSXdhKuS/mqbkm4CYBXOwAAAAOsQYAAAgHUIMAAAwDoEGAAAYB0u4gUAXJO4IBuXwhkYAABgHQIMAACwDgEGAABYhwADAACsQ4ABAADWIcAAAADrEGAAAIB1CDAAAMA6BBgAAGAdAgwAALAOAQYAAFiHAAMAAKxDgAEAANYhwAAAAOsQYAAAgHUIMAAAwDoEGAAAYB0CDAAAsA4BBgAAWKfIA8zw4cPl5ubmMtWuXdtZfvLkSSUkJKhixYoqX768OnbsqIMHD7rUkZGRoTZt2sjb21tVqlTRwIEDdebMmaJuKgAAsFTp4qj0lltu0fLly/+3kdL/28zzzz+vhQsXau7cufLz81OfPn304IMPKjk5WZJ09uxZtWnTRoGBgVq3bp0OHDig7t27q0yZMnrllVeKo7kAAMAyxRJgSpcurcDAwAvmZ2Vl6f3339eMGTPUokULSdKUKVMUERGhDRs26Pbbb9fSpUv13//+V8uXL1dAQIAaNGigUaNGafDgwRo+fLg8PDyKo8kAAMAixXINzDfffKPg4GBVr15d3bp1U0ZGhiRpy5YtOn36tGJjY52ytWvXVtWqVbV+/XpJ0vr161WvXj0FBAQ4ZeLi4pSdna2dO3dedJunTp1Sdna2ywQAAK5PRX4GpmnTppo6darCw8N14MABjRgxQnfffbd27NihzMxMeXh4qEKFCi7rBAQEKDMzU5KUmZnpEl7yl+cvu5jExESNGDGiaDsDAEAxC3thYUk34aqkv9qmRLdf5AGmdevWzt/169dX06ZNFRoaqjlz5sjLy6uoN+cYMmSI+vXr5zzOzs5WSEhIsW0PAACUnGK/jbpChQqqVauW9uzZo8DAQOXm5uro0aMuZQ4ePOhcMxMYGHjBXUn5jwu6riafp6enfH19XSYAAHB9KvYAk5OTo7179yooKEiNGzdWmTJltGLFCmd5WlqaMjIyFBUVJUmKiorS9u3bdejQIafMsmXL5Ovrqzp16hR3cwEAgAWK/COkAQMGqF27dgoNDdWPP/6oYcOGyd3dXV26dJGfn5/i4+PVr18/+fv7y9fXV88884yioqJ0++23S5JatmypOnXq6NFHH9Xo0aOVmZmpF198UQkJCfL09Czq5gIAAAsVeYD5/vvv1aVLFx0+fFiVK1fWXXfdpQ0bNqhy5cqSpNdff12lSpVSx44dderUKcXFxemtt95y1nd3d9eCBQv01FNPKSoqSuXKlVOPHj00cuTIom4qAACwVJEHmFmzZl1yedmyZTVp0iRNmjTpomVCQ0O1aNGiom4aAAC4TvBbSAAAwDoEGAAAYB0CDAAAsA4BBgAAWIcAAwAArEOAAQAA1iHAAAAA6xBgAACAdQgwAADAOgQYAABgHQIMAACwDgEGAABYhwADAACsQ4ABAADWKV3SDcC1K+yFhSXdhKuS/mqbkm4CAKCYcQYGAABYhwADAACsQ4ABAADWIcAAAADrEGAAAIB1CDAAAMA6BBgAAGAdAgwAALAOAQYAAFiHAAMAAKxDgAEAANYhwAAAAOsQYAAAgHUIMAAAwDoEGAAAYB0CDAAAsA4BBgAAWIcAAwAArEOAAQAA1iHAAAAA6xBgAACAdQgwAADAOgQYAABgHQIMAACwDgEGAABYhwADAACsQ4ABAADWIcAAAADrEGAAAIB1CDAAAMA6BBgAAGAdAgwAALAOAQYAAFiHAAMAAKxDgAEAANYhwAAAAOsQYAAAgHUIMAAAwDrXdICZNGmSwsLCVLZsWTVt2lRffvllSTcJAABcA67ZADN79mz169dPw4YN01dffaXIyEjFxcXp0KFDJd00AABQwq7ZADNu3Dj16tVLjz32mOrUqaN33nlH3t7emjx5ckk3DQAAlLDSJd2AguTm5mrLli0aMmSIM69UqVKKjY3V+vXrC1zn1KlTOnXqlPM4KytLkpSdnV3k7cs79WuR1/lHKczzYWs/C/ua089rG/28kK19lP4c/WSfLZp6jTGXLmiuQT/88IORZNatW+cyf+DAgea2224rcJ1hw4YZSUxMTExMTEzXwbR///5LZoVr8gzM1RgyZIj69evnPM7Ly9ORI0dUsWJFubm5lWDLCic7O1shISHav3+/fH19S7o5xeLP0EeJfl5v6Of148/QR8nefhpjdOzYMQUHB1+y3DUZYCpVqiR3d3cdPHjQZf7BgwcVGBhY4Dqenp7y9PR0mVehQoXiamKx8/X1tWqHuxp/hj5K9PN6Qz+vH3+GPkp29tPPz++yZa7Ji3g9PDzUuHFjrVixwpmXl5enFStWKCoqqgRbBgAArgXX5BkYSerXr5969OihJk2a6LbbbtP48eN1/PhxPfbYYyXdNAAAUMKu2QDTqVMn/fTTTxo6dKgyMzPVoEEDLV68WAEBASXdtGLl6empYcOGXfBx2PXkz9BHiX5eb+jn9ePP0Efp+u+nmzGXu08JAADg2nJNXgMDAABwKQQYAABgHQIMAACwDgHmGpKUlCQ3NzcdPXq0WLczderUP/Q7ctLT0+Xm5qaUlJQ/bJu4toWFhWn8+PHFug03NzfNnz//issXx3HxRxzThe3n9apnz57q0KGD8zgmJkZ9+/Ytlm39Uc85Y+elEWAK0LNnT7m5uV0w7dmzp6Sb9ocq6Dk4dxo+fPgV1RMSEqIDBw6obt26ki4+qBflgHP+YPZ7/BH/bIuaMUaxsbGKi4u7YNlbb72lChUq6Pvvv7+quvNfv0tNSUlJv7MHV+ZSr/OBAwfUunXrP6QdV+pSgeadd96Rj4+Pzpw548zLyclRmTJlFBMTU2A9e/fuLZJ2/Z7jJTExUe7u7hozZkyRtKUgVzIWTZgwQVOnTr2i+sLCwi5ZX8+ePf/QtuPqXLO3UZe0Vq1aacqUKS7zKleuXEKtKRkHDhxw/p49e7aGDh2qtLQ0Z1758uWvqB53d/eLfoNyccjNzf3DtlXUcnNz5eHh8bvrcXNz05QpU1SvXj29++67evLJJyVJ+/bt06BBg/T222/rpptuuqq677jjDpd947nnnlN2drbL8eLv7//7OlAE/sh9rig0b95cOTk52rx5s26//XZJ0tq1axUYGKiNGzfq5MmTKlu2rCRp1apVqlq1qmrUqFGSTZYkTZ48WYMGDdLkyZM1cODAYtnGlYxFVzoeSdKmTZt09uxZSdK6devUsWNHpaWlOd9W6+XlVUQtL7pxtDgV1bjzR+MMzEV4enoqMDDQZZowYYLq1auncuXKKSQkRE8//bRycnJc1ktOTlZMTIy8vb11ww03KC4uTr/88ouk375NODExUdWqVZOXl5ciIyP1f//3fxdsOzk5WfXr11fZsmV1++23a8eOHS7L582bp1tuuUWenp4KCwvT2LFjXZb/8ssv6t69u2644QZ5e3urdevW+uabby7a159++klNmjTRAw884PKL3uf23c/PT25ubgoMDJSXl5duvPFGpaamOv3y9/d3Bl1J+vDDDxUSEiLJ9TRoenq6mjdvLkm64YYbnHc7PXv21OrVqzVhwgTnnUl6erokaceOHWrdurXKly+vgIAAPfroo/r555+dbcXExKhPnz7q27evKlWqdMFZh5iYGD377LMaNGiQ/P39FRgY6PKuxxij4cOHq2rVqvL09FRwcLCeffZZZ93vvvtOzz//vNMuSTp8+LC6dOmiG2+8Ud7e3qpXr55mzpzpst1jx46pW7duKleunIKCgvT6669fcJYpLCxMo0aNUvfu3eXr66snnnhCkjR48GDVqlVL3t7eql69ul566SWdPn3aWW/48OFq0KCBJk+erKpVq6p8+fJ6+umndfbsWY0ePVqBgYFq3Lix7rnnHg0YMED79u2TMUbx8fFq2bKlqlatqttuu02enp4KCgrSCy+84PLOv6CzTg0aNNDw4cPl4eHhsm94eXm5HC+dO3fWoEGDXNbt0KHDBe9qjx07pi5duqhcuXK68cYbNWnSJJflR48e1eOPP67KlSvL19dXLVq00NatW3Wlzj3Nn78PfvTRR2revLm8vb0VGRl50V+3ly48Lq7k+F20aJFq1aolLy8vNW/e3NmHLyb/Y6slS5aoQ4cOcnNzU/fu3Z1/eklJSWrfvr2qVaumDRs2OOslJSU5x5Ek/fzzz3rggQfk7e2tm2++WZ9++qmz7OzZs4qPj3faHR4ergkTJjjLhw8frmnTpumTTz5xOYOWm5urPn36KCgoSGXLllVoaKgSExNd2r969WqdOHFCI0eOVHZ2ttatW+eyPH8/fffddxUSEiJvb289/PDDysrKcsrkn/0ZMWKE81r37t3b5Y3Ixcai/Kl8+fKXPYu0cOFC+fn5afr06apcubKzbn7YrlKlijNvxowZqlGjhjw8PBQeHq4PPvjgkq/jsGHDFBQUpG3btl2w7HJtnzVrliIiIlS2bFnVrl1bb7311iW3dbnxsKTHnSpVqugf//jHJftQZIrgx6OvOz169DDt27e/YP7rr79uVq5cafbt22dWrFhhwsPDzVNPPeUs//rrr42np6d56qmnTEpKitmxY4d54403zE8//WSMMebll182tWvXNosXLzZ79+41U6ZMMZ6eniYpKckYY8yqVauMJBMREWGWLl1qtm3bZtq2bWvCwsJMbm6uMcaYzZs3m1KlSpmRI0eatLQ0M2XKFOPl5WWmTJnitOP+++83ERERZs2aNSYlJcXExcWZmjVrOnVMmTLF+Pn5GWOMycjIMOHh4aZHjx7mzJkzF31Ozl3HGGMaNWpkxowZY4wxJiUlxfj7+xsPDw9z7NgxY4wxjz/+uOnWrZsxxph9+/YZSebrr782Z86cMfPmzTOSTFpamjlw4IA5evSoOXr0qImKijK9evUyBw4cMAcOHDBnzpwxv/zyi6lcubIZMmSI2bVrl/nqq6/Mvffea5o3b+60pVmzZqZ8+fJm4MCBJjU11aSmprq8hs2aNTO+vr5m+PDhZvfu3WbatGnGzc3NLF261BhjzNy5c42vr69ZtGiR+e6778zGjRvNv/71L2OMMYcPHzY33XSTGTlypNMuY4z5/vvvzZgxY8zXX39t9u7dayZOnGjc3d3Nxo0bnXY9/vjjJjQ01Cxfvtxs377dPPDAA8bHx8c899xzTpnQ0FDj6+trXnvtNbNnzx6zZ88eY4wxo0aNMsnJyWbfvn3m008/NQEBAeaf//yns96wYcNM+fLlzUMPPWR27txpPv30U+Ph4WHi4uLMM888Y1JTU83kyZONJBMdHW1iYmLMxIkTTeXKlU16errx9vY2Tz/9tNm1a5f5+OOPTaVKlcywYcNc2vX666+77AORkZEuZfKdf7w0a9bMpY/GGNO+fXvTo0cPl/p9fHxMYmKiSUtLc56//NfEGGNiY2NNu3btzKZNm8zu3btN//79TcWKFc3hw4cvuu1zSTIff/yxMeZ/+2Dt2rXNggULTFpamnnooYdMaGioOX36tDHm8sfF5Y7fjIwM4+npafr162dSU1PNhx9+aAICAowk88svvxhj/neM5z+eMmWKKVOmjImNjTWbNm0yrVq1MuXKlTNdu3Y1xhhz6623mrlz55revXuboUOHGmOM+fXXX42np6eZOnWq08+bbrrJzJgxw3zzzTfm2WefNeXLl3eep9zcXDN06FCzadMm8+2335oPP/zQeHt7m9mzZxtjjDl27Jh5+OGHTatWrZx9/NSpU2bMmDEmJCTErFmzxqSnp5u1a9eaGTNmuDzHjz76qBkwYIAxxpj+/fubv/71ry7Lhw0bZsqVK2datGhhvv76a7N69WpTs2ZNp3/5r2H58uVNp06dzI4dO8yCBQtM5cqVzd/+9rcCX9fzx6KL7Qvn7ofTp083Pj4+5rPPPrtgvfNfk48++siUKVPGTJo0yaSlpZmxY8cad3d3s3LlSmed/H0rLy/P9OnTx4SFhZlvvvmmwPZequ0ffvihCQoKMvPmzTPffvutmTdvnvH393de23PHTmPMFY2H18q4s2HDhss+H78XAaYAPXr0MO7u7qZcuXLO9NBDD11Qbu7cuaZixYrO4y5dupg777yzwDpPnjxpvL29zbp161zmx8fHmy5duhhj/ncgzZo1y1l++PBh4+Xl5Qw2Xbt2Nffee69LHQMHDjR16tQxxhize/duI8kkJyc7y3/++Wfj5eVl5syZY4z530GUmppqQkJCzLPPPmvy8vIu+Zycf+D169fPtGnTxhhjzPjx402nTp1MZGSk+fzzz40xxtSsWdMJAecfhOcPGPkK+sc3atQo07JlS5d5+/fvdwJQ/noNGzZ0KXN+gLnrrrtclt96661m8ODBxhhjxo4da2rVquUEvPMV9M+8IG3atDH9+/c3xhiTnZ1typQpY+bOnessP3r0qPH29r5gIOnQocNl6x4zZoxp3Lix83jYsGHG29vbZGdnO/Pi4uJMWFiYOXv2rDMvPDzc/P3vfzeVKlUypUqVMh9//LH529/+ZsLDw11e80mTJpny5cs76/4RAaZVq1YuZTp16mRat25tjDFm7dq1xtfX15w8edKlTI0aNcy777570W2fq6AA89577znLd+7caSSZXbt2GWMufVxcyfE7ZMgQ5zjMN3jw4MsGGEnOP5B///vfxsPDw1SpUsVkZ2eb0qVLm0OHDpkZM2aY6OhoY4wxK1asMJLMd9995/TzxRdfdLaZk5NjJDnHYkESEhJMx44dL/k8PvPMM6ZFixYXHRuysrKMl5eXSUlJMcb89gaufPnyzpsYY37bT93d3c3333/vzPv8889NqVKlnDcDPXr0MP7+/ub48eNOmbfffttlfzxXYQPMm2++afz8/Jygeb7zX5M77rjD9OrVy6XMX/7yF3Pfffc5jyWZuXPnmq5du5qIiAiX/l3K+W2vUaPGBaFw1KhRJioqyhhz4dh5ufHwWhp3EhMTL1v/78U1MBfRvHlzvf32287jcuXKafny5UpMTFRqaqqys7N15swZnTx5Ur/++qu8vb2VkpKiv/zlLwXWt2fPHv3666+69957Xebn5uaqYcOGLvPO/cFKf39/hYeHa9euXZKkXbt2qX379i7l77zzTo0fP15nz57Vrl27VLp0aTVt2tRZXrFiRZc6JOnEiRO6++671bVr16u6QLVZs2Z6//33dfbsWa1evVotW7ZUYGCgkpKSVL9+fe3Zs+eCCw+vxtatW7Vq1aoCPyfeu3evatWqJUlq3LjxJeupX7++y+OgoCAdOnRIkvSXv/xF48ePV/Xq1dWqVSvdd999ateunUqXvvjhcfbsWb3yyiuaM2eOfvjhB+Xm5urUqVPy9vaWJH377bc6ffq0brvtNmcdPz8/hYeHX1BXkyZNLpg3e/ZsTZw4UXv37lVOTo7OnDlzwa/JhoWFycfHx3kcEBAgd3d3lSpVymXer7/+qieffFLz589Xhw4d9J///EdRUVHOx2HSb/tQTk6Ovv/+e1WtWvWi/S5K5/8wa1RUlLMvbt26VTk5OapYsaJLmRMnTvyuC1fP3Q+CgoIkSYcOHVLt2rWd+gs6Lq7k+N21a5fLcVdQHwvi7e3tXMsSExOj3NxcHTp0SGvXrlWtWrVUuXJlNWvWTI899phOnjyppKQkVa9e3eV1Ordf5cqVk6+vr7N/S9KkSZM0efJkZWRk6MSJE8rNzVWDBg0u2a6ePXvq3nvvVXh4uFq1aqW2bduqZcuWzvKZM2eqRo0aioyMlPTbR4yhoaGaPXu24uPjnXJVq1bVjTfe6PKc5OXlKS0tzblOKTIy0jl28svk5ORo//79Cg0NvexzeDH/93//p0OHDik5OVm33nrrFa2za9cu5yOVfHfeeafLx26S9Pzzz8vT01MbNmxQpUqVCt2248ePa+/evYqPj1evXr2c+WfOnLnoLzFfbjw8ceLENTPunLv/FRcCzEWUK1dONWvWdB6np6erbdu2euqpp/SPf/xD/v7++uKLLxQfH6/c3Fx5e3tf8sKv/GtlFi5c6HIwSyqR36nw9PRUbGysFixYoIEDB17QpsuJjo7WsWPH9NVXX2nNmjV65ZVXFBgYqFdffVWRkZEKDg7WzTff/LvbmZOTo3bt2umf//znBcvy/wFJv71el1KmTBmXx25ubsrLy5P0211SaWlpWr58uZYtW6ann35aY8aM0erVqy9YL9+YMWM0YcIEjR8/3rkuqm/fvld1AfH5bV+/fr26deumESNGKC4uTn5+fpo1a9YF1zoV1KeL9bN06dKXDGTnK1WqlMx5vzJy7mfhxbVuvpycHAUFBRV4N9PvudX53OcnP8Dl7wfSxY+L4jx+z21TzZo1VbFiRR0+fFirVq1Ss2bNJEnBwcEKCQnRunXrtGrVKrVo0eKideT3Lb9fs2bN0oABAzR27FhFRUXJx8dHY8aM0caNGy/ZrkaNGmnfvn36/PPPtXz5cj388MOKjY11rvt5//33tXPnTpf9Ki8vT5MnT3YJMCWpYcOG+uqrrzR58mQ1adLEJbT/Xvfee69mzpypJUuWqFu3boVeP3+f+ve//31B8HV3d7/oOpcaDwtzp+wfMe4UNwLMFdqyZYvy8vI0duxYJ2nOmTPHpUz9+vW1YsUKjRgx4oL169SpI09PT2VkZDiD0sVs2LDBeXf1yy+/aPfu3YqIiJAkRUREKDk52aV8cnKyatWqJXd3d0VEROjMmTPauHGj7rjjDkm/XXCalpamOnXqOOuUKlVKH3zwgbp27armzZsrKSlJwcHBV/x8VKhQQfXr19ebb76pMmXKqHbt2qpSpYo6deqkBQsWXLKP+Ve7598FcO788+c1atRI8+bNU1hYWKH+AReWl5eX2rVrp3bt2ikhIUG1a9fW9u3b1ahRowLblZycrPbt2+uRRx6R9NvAvXv3buc5rl69usqUKaNNmzY5r2VWVpZ2796t6OjoS7Zl3bp1Cg0N1d///ndn3nfffVdkfY2IiNC8efNkjHEG9OTkZPn4+Dh3JlWuXNnl7ons7Gzt27fviuo/f92zZ89qx44dLhedSnK5KDX/cf5+3qhRI2VmZqp06dIKCwsrdB+v1sWOiys5fiMiIlwunpUu7OOVqFevnpKSkpSUlORyV090dLQ+//xzffnll3rqqaeuuL7k5GTdcccdevrpp51555/FKmgflyRfX1916tRJnTp10kMPPaRWrVrpyJEj+uGHH7R582YlJSW53HF25MgRxcTEKDU11TmrlZGRoR9//NEZXzZs2KBSpUq5nBXYunWrTpw44bwJ3LBhg8qXL+/cCHC1atSoobFjxyomJkbu7u568803L7tO/hjbo0cPZ15ycrLL+ClJ999/v9q1a6euXbvK3d1dnTt3LlTbAgICFBwcrG+//faKA9DlxsNredwpDtyFdIVq1qyp06dP64033tC3336rDz74QO+8845LmSFDhmjTpk16+umntW3bNqWmpurtt9/Wzz//LB8fHw0YMEDPP/+8pk2bpr179+qrr77SG2+8oWnTprnUM3LkSK1YsUI7duxQz549ValSJefq+v79+2vFihUaNWqUdu/erWnTpunNN9/UgAEDJEk333yz2rdvr169eumLL77Q1q1b9cgjj+jGG2+84KMnd3d3TZ8+XZGRkWrRooUyMzML9ZzExMRo+vTpzoDu7++viIgIzZ49+5IBJjQ0VG5ublqwYIF++ukn551IWFiYNm7cqPT0dP3888/Ky8tTQkKCjhw5oi5dumjTpk3au3evlixZoscee6zAAfdqTJ06Ve+//7527Nihb7/9Vh9++KG8vLycU9dhYWFas2aNfvjhB+dq/5tvvlnLli3TunXrtGvXLj355JM6ePCgU6ePj4969OihgQMHatWqVdq5c6fi4+NVqlSpy74LvPnmm5WRkaFZs2Zp7969mjhxoj7++OMi6askPf3009q/f7+eeeYZpaam6pNPPtGwYcPUr18/J5y3aNFCH3zwgdauXavt27erR48eF31XeL4WLVpo4cKFWrhwoVJTU/XUU08V+L0nycnJGj16tHbv3q1JkyZp7ty5eu655yRJsbGxioqKUocOHbR06VKlp6dr3bp1+vvf/67Nmze71JOVlaWUlBSXaf/+/Vf9/BR0XFzJ8du7d2998803GjhwoNLS0jRjxowr/l6Sc+V/X1JKSorLcdSsWTO9++67ys3NvSAMXsrNN9+szZs3a8mSJdq9e7deeuklbdq0yaVMWFiYtm3bprS0NP388886ffq0xo0bp5kzZyo1NVW7d+/W3LlzFRgYqAoVKuj999/XbbfdpujoaNWtW9eZoqOjdeutt+r999936i5btqx69OihrVu3au3atXr22Wf18MMPu9zmnpubq/j4eP33v//VokWLNGzYMPXp08flY4mrVatWLa1atUrz5s27ou+ZGjhwoKZOnaq3335b33zzjcaNG6ePPvrIGWPP9cADD+iDDz7QY489VuAdpZczYsQIJSYmauLEidq9e7e2b9+uKVOmaNy4cQWWv9x4eC2PO8WBAHOFIiMjNW7cOP3zn/9U3bp1NX369AtuKaxVq5aWLl2qrVu36rbbblNUVJQ++eQTJymPGjVKL730khITExUREaFWrVpp4cKFqlatmks9r776qp577jk1btxYmZmZ+uyzz5yzFo0aNdKcOXM0a9Ys1a1bV0OHDtXIkSNdblGdMmWKGjdurLZt2yoqKkrGGC1atKjAj0NKly6tmTNn6pZbblGLFi0K9blls2bNdPbsWZdrXWJiYi6Yd74bb7xRI0aM0AsvvKCAgAD16dNHkjRgwAC5u7urTp06qly5sjIyMhQcHKzk5GSdPXtWLVu2VL169dS3b19VqFChSAY36bezSf/+97915513qn79+lq+fLk+++wz5/qLkSNHKj09XTVq1HC+C+jFF19Uo0aNFBcXp5iYGAUGBl5wC+e4ceMUFRWltm3bKjY2Vnfeeadzu+Sl3H///Xr++efVp08fNWjQQOvWrdNLL71UJH2Vfnv+Fy1apC+//FKRkZHq3bu34uPj9eKLLzplhgwZombNmqlt27Zq06aNOnTocMXfOfLXv/5VPXr0UPfu3dWsWTNVr169wH+4/fv31+bNm9WwYUO9/PLLGjdunHMLvJubmxYtWqTo6Gg99thjqlWrljp37qzvvvtOAQEBLvUkJSWpYcOGLlNBZ0ELo6Dj4nLHb9WqVTVv3jzNnz9fkZGReuedd/TKK68Uetv16tWT9NubpnP72qxZMx07dkzh4eEuH59ezpNPPqkHH3xQnTp1UtOmTXX48GGXszGS1KtXL4WHh6tJkyaqXLmyc0Zu9OjRatKkiW699Valp6dr0aJFOnPmjD788EN17NixwO117NhR//nPf5yPDWvWrKkHH3xQ9913n1q2bKn69etfcKvwPffco5tvvlnR0dHq1KmT7r///iL9grfw8HCtXLlSM2fOVP/+/S9ZtkOHDpowYYJee+013XLLLXr33Xc1ZcqUi45pDz30kKZNm6ZHH31UH330UaHa9fjjj+u9995zvrOpWbNmmjp16gX/E/JdyXh4rY47xcHNnP9hNYBicfz4cd14440aO3bsNXONAFCchg8frvnz51/yq/B79uypo0eP8nMIxeR6Hne4BgYoJl9//bVSU1N12223KSsrSyNHjpSkCz7KA4Ci8mcadwgwQDF67bXXlJaWJg8PDzVu3Fhr1669qlsuAeBK/VnGHT5CAgAA1uEiXgAAYB0CDAAAsA4BBgAAWIcAAwAArEOAAQAA1iHAAAAA6xBgAACAdQgwAADAOgQYAABgnf8Hx5noteqeufsAAAAASUVORK5CYII=\n" }, "metadata": {} } ], "source": [ "plt.bar(df_rrss['Nombre'], df_rrss['Usuarios'])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "nOidSFJtVYHP" }, "source": [ "### Gráfico de barras ordenado" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "id": "mBAKx3-cVYHQ", "outputId": "91a9c23e-2a1f-449d-8f08-51adc6b1122f", "colab": { "base_uri": "https://localhost:8080/", "height": 430 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "df_rrss_sort = df_rrss.sort_values('Usuarios', ascending = False)\n", "plt.bar(df_rrss_sort['Nombre'], df_rrss_sort['Usuarios'])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "tbTuY9cJVYHR" }, "source": [ "#### Colores en las barras" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "ztBtQLexVYHS", "outputId": "d7c96341-7530-47c8-90b9-e4aeb4e1c77f", "colab": { "base_uri": "https://localhost:8080/", "height": 430 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "# gráfico de barras ordenado, con color y leyenda de barras\n", "\n", "# cambiamos el color del fondo\n", "ax = plt.axes()\n", "ax.set_facecolor(\"orange\")\n", "\n", "# construimos el gráfico de barras\n", "plt.bar(df_rrss_sort['Nombre'],\n", " df_rrss_sort['Usuarios'],\n", " color = ['b', 'g', 'r', 'c', 'm', 'y', 'w', 'k'])\n", "\n", "# Creamos los nombres del eje x\n", "bars = ('fbk', 'twt', 'ig', 'yt', 'lkn', 'wsp', 'tik', 'tel')\n", "x_pos = np.arange(len(bars))\n", "plt.xticks(x_pos, bars)\n", "\n", "plt.show()\n", "\n", "# b: blue\n", "# g: green\n", "# r: red\n", "# c: cyan\n", "# m: magenta\n", "# y: yellow\n", "# k: black\n", "# w: white" ] }, { "cell_type": "markdown", "metadata": { "id": "Im6AXmJvVYHU" }, "source": [ "## Gráficos de sectores (tarta - pie)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "id": "EUQjiRI2VYHa", "outputId": "dd9565f2-44d0-416e-bb6b-d82eb8fda007", "colab": { "base_uri": "https://localhost:8080/", "height": 406 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "# utilizando matplotlib\n", "plt.pie(df_rrss['Usuarios'],\n", " labels = df_rrss['Nombre'])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "id": "zfgN6xnnVYHj" }, "outputs": [], "source": [ "# lista personalizada de colores\n", "lista_color_rrss = ['#3b5998', '#FF0000', '#25d366', '#8a3ab9', '#0e76a8', '#ee1d52', '#4995be', '#00acee']" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "id": "00eJLQD2VYHu", "outputId": "d102b764-39db-4cbd-e0d1-d8a71e504e88", "colab": { "base_uri": "https://localhost:8080/", "height": 406 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "plt.pie(df_rrss_sort['Usuarios'],\n", " labels = df_rrss_sort['Nombre'],\n", " colors = lista_color_rrss)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "id": "mjS3pcPBVYHx", "outputId": "faf886dd-93b5-4f56-fde4-1f077bd3fb24", "colab": { "base_uri": "https://localhost:8080/", "height": 300 } }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " Nombre Usuarios es_FBK Año\n", "0 Facebook 2740 True 2006\n", "3 YouTube 2291 False 2005\n", "5 WhatsApp 2000 True 2009\n", "2 Instagram 1221 True 2010\n", "4 LinkedIn 727 False 2003\n", "6 TikTok 689 False 2016\n", "7 Telegram 500 False 2013\n", "1 Twitter 339 False 2006" ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
NombreUsuarioses_FBKAño
0Facebook2740True2006
3YouTube2291False2005
5WhatsApp2000True2009
2Instagram1221True2010
4LinkedIn727False2003
6TikTok689False2016
7Telegram500False2013
1Twitter339False2006
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", " \n", "\n", "\n", "\n", " \n", "
\n", "
\n", "
\n" ] }, "metadata": {}, "execution_count": 15 } ], "source": [ "df_rrss_sort" ] }, { "cell_type": "markdown", "metadata": { "id": "78LNUNnmVYHy" }, "source": [ "## Gráficos aleatorios" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "id": "_n22gef0VYHy", "outputId": "c8b36daf-fcb1-4e6f-f7ac-4c47b903e7ac", "colab": { "base_uri": "https://localhost:8080/", "height": 430 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "n = 100\n", "x = np.random.rand(n)\n", "y = np.random.rand(n)\n", "colors = np.random.rand(n)\n", "area = np.pi*(15 * np.random.rand(n))**2 # 0 to 15 point radii\n", "\n", "plt.scatter(x, y, s=area, c=colors, alpha=0.5)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.11" }, "colab": { "name": "0120_matplotlib.ipynb", "provenance": [], "include_colab_link": true } }, "nbformat": 4, "nbformat_minor": 0 }