{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualização de dados com Python\n", "## 2 - Visualizações com mais de 2 dimensões\n", "*Cleuton Sampaio*, [**DataLearningHub**](http://datalearninghub.com)\n", "Nesta lição veremos como fornecer visualizações com mais de duas dimensões de dados. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[![](../banner_livros2.png)](https://www.lcm.com.br/site/#livros/busca?term=cleuton)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dispersão tridimensional\n", "Em casos que temos três características mensuráveis e, principalmente, plotáveis (dentro da mesma escala - ou podemos ajustar a escala), é interessante ver um gráfico de dispersão para podermos avaliar visualmente a distribuição das amostras. É o que veremos com a bilbioteca Matplotlib Toolkits, em especial a MPlot3D, que tem o objeto Axes3D para geração de gráficos tridimensionais." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " periodo bolsa repetiu ematraso disciplinas faltas desempenho \\\n", "0 2 0.25 8 1 4 0 0.000000 \n", "1 2 0.15 3 1 3 6 5.333333 \n", "2 4 0.10 0 1 1 0 8.000000 \n", "3 4 0.20 8 1 1 0 4.000000 \n", "4 1 0.20 3 1 1 1 8.000000 \n", "\n", " abandonou \n", "0 1 \n", "1 0 \n", "2 0 \n", "3 1 \n", "4 0 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import axes3d, Axes3D # Objetos que usaremos em nosso gráfico\n", "%matplotlib inline\n", "df = pd.read_csv('../datasets/evasao.csv') # Dados de evasão escolar que coletei\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Algumas explicações. Para começar, vejamos as colunas deste dataset: \n", "- \"periodo\": Período em que o aluno está;\n", "- \"bolsa\": Percentual de bolsa que o aluno recebe;\n", "- \"repetiu\": Quantidade de disciplinas nas quais o aluno foi reprovado;\n", "- \"ematraso\": Se o aluno está com mensalidades em atraso;\n", "- \"disciplinas\": Disciplinas que o aluno está cursando atualmente;\n", "- \"desempenho\": Média acadêmica até agora;\n", "- \"abandonou\": Se o aluno abandonou o curso depois da medição ou não.\n", "\n", "Para podermos plotar um gráfico, precisamos reduzir a quantidade de dimensões, ou seja, as características. Farei isso da maneira mais \"naive\" possível, selecionando três características que mais influenciaram no resultado final, ou seja o abandono do aluno (Churn)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " periodo repetiu desempenho\n", "0 2 8 0.0\n", "3 4 8 4.0\n", "5 5 2 3.5\n", "7 2 3 4.5\n", "14 3 4 2.5" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2 = df[['periodo','repetiu','desempenho']][df.abandonou == 1]\n", "df2.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "#ax = fig.add_subplot(111, projection='3d')\n", "#ax = Axes3D(fig) # Para Matplotlib 0.99\n", "ax = fig.add_subplot(projection='3d')\n", "ax.scatter(xs=df2['periodo'],ys=df2['repetiu'],zs=df2['desempenho'], c='r',s=8)\n", "ax.set_xlabel('periodo')\n", "ax.set_ylabel('repetiu')\n", "ax.set_zlabel('desempenho')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Simplesmente usei o Axes3D para obter um objeto gráfico tridimensional. O método \"scatter\" recebe três dimensões (xs, ys e zs), cada uma atribuída a uma das colunas do novo dataframe. O parâmetro \"c\" é a cor e o \"s\" é o tamanho de cada ponto. Informei os rótulos de cada eixo e pronto! Temos um gráfico 3D mostrando a distribuição espacial dos abandonos de curso, com relação às três variáveis. \n", "\n", "Podemos avaliar muito melhor a tendência de dados, se olharmos em visualizações 3D. Vejamos um exemplo sintético. Vamos gerar alguns valores 3D:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "np.random.seed(42)\n", "X = np.linspace(1.5,3.0,num=100)\n", "Y = np.array([x**4 + (np.random.rand()*6.5) for x in X])\n", "Z = np.array([(X[i]*Y[i]) + (np.random.rand()*3.2) for i in range(0,100)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Primeiramente veremos como ficaria isso em visualização 2D:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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dpXfffVeSVFJSIkmDZmH2798/aLYGAIBAsbZUh6qsTGzpCfazNZi56KKL9Pbbbwcd83q9Ou200yRJ48ePV0lJiVpbW/2vHz16VG1tbZo+fXpaxwoAcJZIW6qt8C09DXUXFNLD1mDm9ttv19atW1VXV6fdu3dr3bp1euyxx7RkyRJJ5vJSTU2N6urq1NTUpB07dmjhwoXKz89XdXW1nUMHADhAuC3VEbIUgviWngIbSzJbk7ls3ZotSc8++6yWLVumjo4OjR8/XnfccYe+/e1v+183DEO1tbV69NFH1d3dralTp+rhhx/W5MmTLV0/nq1dAIDs5NtSPXq0dO+94XstxZKXZwZGLS3JHx8Gi+f72/ZgJtUIZgAAoXzBja+Kbzy8XhKE0yGe72+6ZgMAco7HcyIgqaw0c2RibeH22b2bYCbT2N6bCQAAO4XLq4mGxpKZh2AGAJDTiorMPBivV9qwwfxJY0lnIZgBAEDBrQpoLOks5MwAABDCN1tDY0lnIJgBACCCwERhZC6WmQAAgKMRzAAAAEcjmAEAAI5GMAMAAByNYAYAADgawQwAAHA0ghkAAOBo1JkBAGQsr1fas4eidYiOmRkAQMY5eFCqqpImTZLmzpUmTjSfd3fbPTJkIoIZAEDGqa6WNm8OPrZ5szRv3uBzvV6pudlsPYDcRDADAMgoXq+0caM0MBB8fGDAPO4LWpi9gQ/BDAAgo+zZE/313bvNn5Fmb772NWZqcg3BDAAgo0yYEP31M86IPnvz8svM1OQaghkAQEbw5b64XFJlpZSXF/x6Xp553OOJPXvjEynPBtmFYAYAYKtwuS+ffiqVlwefN2uW1Nho/nOs2Ruf0DwbZCeCGQCArcLlvrS1SSedZM7WbNhg/mxpkYqKzNcnTgw/exOJL88G2YlgBgBgm1g7lyRpzpzwBfMaG83ZGivOOGNo40RmI5gBANjG6s6lcIqKzNka3+zNxRdHz7NB9iKYAQDYxsrOpVg8HnP25r//e/BMTWCeDbIXvZkAALbw9V26+GJpy5bgpaa8PDMQiWdGxTdT09FhzujQzyl3EMwAANLq4EEz6deXEyNJo0ZJBw6ceD6UGRWPhyAm1xDMAABSLrD79a23Dt699PHH0owZ0t13M6OC+BHMAABSJtwsTDi+yr2xApnAoIiABz4kAAMAUiZcDZloIu1eoqkkoiGYAQCkRKQaMtFE2r0UqakkrQogEcwAAFLEav8kKXo9mFiF9WhVAIIZAEBKWO2fJEXfvTSUwnrIDbYGM8uXL5fL5Qp6lJSU+F83DEPLly9XaWmpRowYoZkzZ2rnzp02jhgAYFWk/km+WZhIfZdCJaOwHrKb7TMzX/jCF/Thhx/6H9u3b/e/tnLlSq1atUoNDQ1qb29XSUmJZs+erb6+PhtHDACwKlz/JN8sjK9yb6xdSbGCInY1wfZgZvjw4SopKfE/Ro8eLcmclXnwwQd1zz336KqrrtLkyZO1du1aHT58WOvWrbN51AAAK0L7J8WahYkkWlAE2B7MdHR0qLS0VOPHj9d1112nd955R5LU2dmprq4uVVRU+M91u90qLy/Xli1bIl6vv79fvb29QQ8AgL2szsJEkqygCNnJ1mBm6tSp+uUvf6mNGzdq9erV6urq0vTp03XgwAF1dXVJkoqLi4PeU1xc7H8tnPr6ehUWFvofZWVlKb0HAED6DDUoQnayNZiZM2eOrr76ap1zzjmaNWuWfve730mS1q5d6z/H5XIFvccwjEHHAi1btkw9PT3+x759+1IzeAAAkBFsX2YK9JnPfEbnnHOOOjo6/LuaQmdh9u/fP2i2JpDb7VZBQUHQAwAAZK+MCmb6+/v11ltvaezYsRo/frxKSkrU2trqf/3o0aNqa2vT9OnTbRwlAOQOr1dqbqYwHTKbrcHMd7/7XbW1tamzs1P/8z//o2uuuUa9vb1asGCBXC6XampqVFdXp6amJu3YsUMLFy5Ufn6+qqur7Rw2AGQ9eiHBSWztmv3ee+9p3rx5+uijjzR69Gh9+ctf1tatW3XaaadJku68804dOXJEixcvVnd3t6ZOnapNmzZp5MiRdg4bALJepF5IX/uadPfddK1GZnEZhmHYPYhU6u3tVWFhoXp6esifAQALvF5zRiaWykqzzgvbo5EK8Xx/Z1TODADAflYbRNK1GpmCYAYAEMRqg0i6ViNTEMwAAIJE6oUUCV2rYTeCGQDAIOF6IUVC12rYjWAGADBIaC+kiy+mazUyF8EMACAiXy+k//5vulYjc9laZwYA4Ay+mZqODjNHhjozyCQEMwAAyzweghhkHpaZAACAoxHMAAAAR2OZCQBylNdrVvsdav5Lsq4DJIqZGQDIMcnqiB3tOl6v1NxMdWCkB8EMAOSYSB2x4+2zFO46ra3m7MxQAyUgHgQzAJBDvF6zn9LAQPDxePssRbrO8ePSgQPBx2hIiVQjmAGAHBKrI7bVPktWO2tLNKRE6lkOZt57771UjgMAkAaxOmJb7bNktbN2IBpSIlUsBzOTJ0/Wr371q1SOBQCQYpE6YsfbZyneztoSDSmROpaDmbq6Oi1ZskRXX321DoQuiAIAHCNcR+xE+iyFu86oUTSkRPpZDmYWL16sN954Q93d3frCF76gZ555JpXjAgCkSGhHbK/XfF5UNPTrdHTQkBLp5zIMw4j3TQ0NDbr99tt11llnafjw4Lp7r732WtIGlwy9vb0qLCxUT0+PCgoK7B4OAOQEGlJiqOL5/o67AvDevXv129/+VqeeeqquuOKKQcEMAAA0pEQ6xRWJrF69Wv/6r/+qWbNmaceOHRo9enSqxgUAAGCJ5WCmqqpKf/rTn9TQ0KD58+enckwAAACWWQ5mBgYG9Oabb2rcuHGpHA8AAEBcLAczra2tqRwHAABAQmhnAAAAHI1gBgAAOBr7qgEgC3m9ZjPIeOq8JPIeIBMwMwMAWeTgQamqSpo0SZo71+yhVFUldXcn9z1AJiGYAYAsUl0tbd4cfGzzZmnevOS+B8gkBDMAkMG8Xqm52WwPYOXcjRulgYHg4wMD5vFw10jkPUCmIZgBgAyUyNLPnj3Rr7l7d3LeA2QaghkAyECJLP1MmBD9mmeckZz3AJmGYAYAMkyiSz8TJ0qVlVJeXvDxvDzzeLgdSom8B8g0GRPM1NfXy+Vyqaamxn/MMAwtX75cpaWlGjFihGbOnKmdO3faN0gASIOhLP00NkqzZgUfmzVL+uEPI+feRHpPY6O18QJ2y4hgpr29XY899pjOPffcoOMrV67UqlWr1NDQoPb2dpWUlGj27Nnq6+uzaaQAkHpDWfopKpJaWszZnQ0bpD/9yTx+4YWRc29C3+P1ms+LioZ+L0A62B7MfPLJJ7r++uu1evVqFQX8l2MYhh588EHdc889uuqqqzR58mStXbtWhw8f1rp162wcMQCkVjKWfjweac4c6fvft55743sPS0twGtuDmSVLluiyyy7TrJA5zs7OTnV1damiosJ/zO12q7y8XFu2bIl4vf7+fvX29gY9AMBpkrH0w7Zr5Apb2xmsX79er732mtrb2we91tXVJUkqLi4OOl5cXKy9e/dGvGZ9fb1qa2uTO1AASDPf0k9Hh5kjE63FQKQ2BFZyb5iFQTawbWZm3759+pd/+Rc98cQTOuWUUyKe53K5gp4bhjHoWKBly5app6fH/9i3b1/SxgwA6RZt6SdWLRq2XSNX2BbMvPrqq9q/f7+++MUvavjw4Ro+fLja2tr00EMPafjw4f4ZGd8Mjc/+/fsHzdYEcrvdKigoCHoAQDbxVQW+8sro+TBsu0ausC2YufTSS7V9+3Zt27bN/5gyZYquv/56bdu2TaeffrpKSkrU2trqf8/Ro0fV1tam6dOn2zVsALBN6EzMSy/Fzodh2zVygW05MyNHjtTkyZODjn3mM5/RqFGj/MdrampUV1cnj8cjj8ejuro65efnq7q62o4hA4CtwlUFjsSXDxNP7g3gVLYmAMdy55136siRI1q8eLG6u7s1depUbdq0SSNHjrR7aACQVr6dSVaF5sN4PAQxyF4uwzAMuweRSr29vSosLFRPTw/5MwAcq7nZXFqKJS/PXEZqaUn9mIBUiuf72/Y6MwCA2GLtTPIhHwa5iGAGABwg2s6kGTNoQ4DcRjADAA4RaWfSM8/QhgC5LaMTgAEAJ7AzCQiPYAYAHIadSUAwlpkAAICjMTMDADYJbRAZqWEkgOgIZgAgzQ4eNKv5BhbBGzVKOnDgxPPKSjPhl51JQGwsMwFAmoVrSxAYyEjBDSMBREcwAwBR+DpU+xo3JuN6GzcObhAZKrRhJIDICGYAIIzQDtUTJ5rPu7uHdt09e+I7f/fuof0+IBcQzABAGOGWgpKx9GO1LYFPaMNIAIMRzABAiEhLQUNZ+vEtV7lc4dsShMrLM89jVxMQG8EMAISItRQUz9JPuOWqTz+VysuDzxs1Kvg5DSMB69iaDQAhYi0FxbP0E265qq3NDFa83uC2BLQpABLjMgzDsHsQqdTb26vCwkL19PSooKDA7uEAcIiqKjMICVxqysszg5CWFmvX8HrNGZlorxO0AOHF8/3NMhOAnBVt23WkDtXxLP0kc7kKQGQsMwHIOeEq8IZW3E1Gh+pkLlcBiIyZGQA5IXAWJp5t1x6PNGdOYstBEyeG37nETiUguZiZAZDVws3ChBO47TqZQUZjoxkkBf5+dioByUUwAyCrhZuFiWb37uQGM8lYrgIQHcEMgKzlK34Xj7w8czkq2UGHx0MQA6QKwQyArBVPH6Rhw8xZlMrKE8dCk4IBZCYSgAFkrXj6IBUVSR9/HHzMai+mcFu8k91tG0BkzMwAcDyv15yFCV0a8u0milT87ic/MfNYfLuLQsVKCg6XXPzVr5r9l55//sQxZniA1GJmBoBjhet7VFUldXefOCda8TvftuvQhpKhIhW3C5dc/Pvfm49Ayei2DSAyZmYAOFa0ejEPPXRitibWbqJEittFSy4ObRKTqm3fAEwEMwAcKVIw4QscAnsi+ZZ5IgUSsZajwr0vnuRin2Rv+wZgYpkJgCPFE0xYWeaJtxdTPMnFPrQvAFKDYAaAI8UTTAQu80TiK27n9UobNpg/W1rCJ+36Eo4vvnhwqwLJTAAORPsCILVYZgLgSJGWhqKxsswTrbhduN1Lo0ZJBw6ceH7JJebPwN1MtC8AUotgBoBjhet7FM1Ql3nCJRx//LE0Y4Z0993BycW0LwDSx2UYoXn32aW3t1eFhYXq6elRQUGB3cMBkAKBgcOtt0ZO5G1pSfx3eL3BScXhXidoAZInnu9vcmYAOJ6vXozHE38ir1WxEo4j1aIBkHq2BjOPPPKIzj33XBUUFKigoEDTpk1Tc3Oz/3XDMLR8+XKVlpZqxIgRmjlzpnbu3GnjiAFkungSeeORSC0aAOlhazAzbtw4/fjHP9Yrr7yiV155RZdccomuuOIKf8CycuVKrVq1Sg0NDWpvb1dJSYlmz56tvr4+O4cNwAECZ2uSwZdwHLp7iZ1KgP0yLmfm1FNP1f33368bbrhBpaWlqqmp0dKlSyVJ/f39Ki4u1ooVK7Ro0SJL1yNnBkCydHcPTjim7xKQGo7MmRkYGND69et16NAhTZs2TZ2dnerq6lJFRYX/HLfbrfLycm3ZsiXidfr7+9Xb2xv0AIBkSNUSFoChsX1r9vbt2zVt2jT97W9/02c/+1k1NTXp7LPP9gcsxcXFQecXFxdr7969Ea9XX1+v2tralI4ZQG6LVosGQPrZPjMzadIkbdu2TVu3btXNN9+sBQsWaNeuXf7XXSGlNA3DGHQs0LJly9TT0+N/7Nu3L2VjBwAA9rN9Zubkk0/WGf+3DWDKlClqb2/Xf/zHf/jzZLq6ujR27Fj/+fv37x80WxPI7XbL7XandtAAACBj2D4zE8owDPX392v8+PEqKSlRa2ur/7WjR4+qra1N06dPt3GEAAAgk9g6M3P33Xdrzpw5KisrU19fn9avX68XXnhBLS0tcrlcqqmpUV1dnTwejzwej+rq6pSfn6/q6mo7hw0gjXxNHWkLACASW4OZv/zlL/rWt76lDz/8UIWFhTr33HPV0tKi2bNnS5LuvPNOHTlyRIsXL1Z3d7emTp2qTZs2aeTIkXYOG0AahGvqyDZoAOFkXJ2ZZKPODOBMVVWp6bEEwBkcWWcGAHy8XnNGJjCQkcznGzeajSUBwIdgBsCQeb1Sc3NyggyvV1q/Pvo5NHUEEMj2rdkAnCvevJZoybzhrhUJTR0BBGJmBkDCqqvNvJZAmzeb/YsCHTxo5sBMmiTNnWs2bayqMnsdRbtWKJo6AgiHYAZAQuLJa4kV9ES6VqhZs8xZHwAIRDADICF79kR/3ZfXYiXoiXWt2trgpo7JzNEB4HwEMwASMmFC9Nd9eS1Wgp5Y15o3z1xasrJcBSD3EMwASMjEiWb+Sl5e8PHQvBYrQY/Va1nN0QGQWwhmACSssdHMYwkUmtdiNVCJdS1qzwCIhK3ZABJWVGTmsXR0mMtFkfonNTaasyeB265Dg55Y17KyXMUuJyA30c4AQNqEBirxNJH0es1cmWivE8wA2YN2BgAykscjzZkjjRoVfyKv1eUqALmHYAZA2iWayGslRwdA7mGZCUBaJWO5KFaODgDni+f7mwRgAGmVjERej4cgBsAJLDMBSCurxfYAwCqCGQBpRSIvgGQjmAGQEtH6J5HICyCZyJkBEFU8tWAks39SdXVwgbzKSjNQKSoyn1sttgcAVjAzAyCsRJs6xrPt2ld3hkAGwFAQzAA5JNrST6hEasHQPwmAHQhmgAwXTwASSbyzLIkGJVa2XQNAshHMABkq0WWecOKdZUk0KGHbNQA7EMwAGSrRkv+hEpllSTQoYds1ADsQzAAZxuuVVq+OHoBs2mR96SmRWZahBCVsuwaQbmzNBjJEuC3NkVRWBv9z4LbnULFmWd5/3wyKQgOUxkZzFihwPFaCErZdA0g3Gk0CGaKqylxGCp2NiSUvzwwyWlqGdu1IQRFBCQA7xPP9TTADZIBYnaStXiNSsNHdPXiWxeWSAv/rtxIUAUC6xPP9Tc4MkAFi5bVYEW3bs2/px+uVHnvMPBb6vzHUggHgVAQzQAaIldfiSwiOxsq2Z49HGjcu+jlWasEko/YNACQLwQyQAWLtHrrxRqmiIjnbnodSCyaZtW8AIFkIZoAMYWVLczK2PQ9l23Wyat8AQDKRAAxkGCu7h4a6wyhcQrBvN9Nf/xq+S3asJOVoCcgAEK94vr+pMwNkGI8ndlBg5ZxowtWCGTUqcoBTVGSt+B7BDAA72LrMVF9fry996UsaOXKkxowZoyuvvFJvv/120DmGYWj58uUqLS3ViBEjNHPmTO3cudOmEQPZxeOR5swxf8ZaQqLvEoBMZWsw09bWpiVLlmjr1q1qbW3VsWPHVFFRoUOHDvnPWblypVatWqWGhga1t7erpKREs2fPVl9fn40jB7KLlf5N9F0CkKkyKmfmr3/9q8aMGaO2tjZ95StfkWEYKi0tVU1NjZYuXSpJ6u/vV3FxsVasWKFFixbFvCY5M8gVXm/4XBcrmpvN3UmRbNhgzuBEy7WJ1E4BABLh2KJ5PT09kqRTTz1VktTZ2amuri5VVFT4z3G73SovL9eWLVvCXqO/v1+9vb1BDyCbJWO7tNUlpMDiexs2mD9bWghkANgrY4IZwzB0xx13aMaMGZo8ebIkqaurS5JUXFwcdG5xcbH/tVD19fUqLCz0P8rKylI7cMBmydguHe8SUmCuDQDYLWOCmVtuuUVvvvmmGsMUzHC5XEHPDcMYdMxn2bJl6unp8T/27duXkvECmcBKrotVyahhAwB2yIit2bfeequeeeYZvfjiixoXUGu9pKREkjlDM3bsWP/x/fv3D5qt8XG73XK73akdMGDBUHJYrIq1Xbqx0ZyhsfL7w23XZuYFgBPYOjNjGIZuueUWPfXUU3r++ec1fvz4oNfHjx+vkpIStba2+o8dPXpUbW1tmj59erqHC1iSzpL/sXJd7rsv/t/PEhIAp7E1mFmyZImeeOIJrVu3TiNHjlRXV5e6urp05MgRSebyUk1Njerq6tTU1KQdO3Zo4cKFys/PV3V1tZ1DByJKZ8n/SLkuoWg5ACCb2bo1O1Ley5o1a7Rw4UJJ5uxNbW2tHn30UXV3d2vq1Kl6+OGH/UnCsbA1G+lkR8n/cNul0/n7ASAV4vn+zqg6M6lAMIN0slqvJRU6Oswcmfvus+f3A0AyObbODJBuXq8ZgMSz6yfa++ws+e/xSNddZ9/vBwC7EMwgJyWapBvrfXaX/Lf79wOAHQhmkJMSTdK18j6767XY/fsBIN3ImUHOSTRJN9732V2vxe7fDwBDEc/3d0YUzQPSKVahud27B3/5e73S+vXxvc/jsTeIsPv3A0C6EMwg58STpHvwoLm0ZGXbM8m1AGAPcmaQc+JJkg2XIxMqnuTaRHdPAQAiI5hBTrKSJBupiWMoK8m1kXZBtbcT3ADAULHMhJxkpalirNya2lrrTRzDzfBs3Bi8fFVZaQZFRUXW7gEAYGI3ExBBsloTxLqOT16eOcvT0mJ9jACQragADCRBsgrQxZrh8RkYMGdqWHICgPgQzCCnxJuAm4wCdLF2T4XavTu+8wEg1xHMICck2r7Al1vj9ZpNGr1e83k8eS2RZngiYYs3AMSHYAaOMNQtzYm2L/DxeMxu04kWoQs3w+NyBT+nfxIAJIZgBhkt0RmVQJG2WCc7RyVawBU6w9PeLlVUBJ9D/yQASAxbsyGv10xSzcQePtFmVGLt+vHd1/vvRz8vtA1BvH8e4aoER9pmHdhiINbWcACANWzNzmHxfAnbIdGt0fG0IAi8TqJ/HlVVZoAVOPPDNmsAGBq2ZsOSoeaRpJqVhpDhRGpBECtHJZE/j3QtYQEAIiOYyVGxvoR/9jP7v4jjaQjpE60FQegcZGCOSqJBSaIBFwAgeQhmclSsL+FvfzuxZNtkirdondcrrV8f/ZqrV4ffYp1oUJJIwAUASC6CmRxltZBbspedUlG0LnDH0333Rb9eeXn4LdaJBiXJqhIMAEgcwUyOslrILVm5H9G2WMezpTlc0bpIOTKBYgUXQwlKklElGACQOHYz5bDubnPWxcqunw0bzBmNRIXb8TNsmBmUHDhw4li8u6msNnG0ct1wfx7xjIdt1gCQPPF8fxPMOFQya8N0dEgvvCB95zvRf1+iv8dqwCHFv6W5udmc6YmkttYMUOIZO0EJANiPrdlZLBkVcUN5PGbCb6pyP6x2jZbi300VK9cl3kBGGnrrAgBAehHMOEwqa8OkKvcj3q7RUuzdVL48G5eLBFwAyHUsMzlIIhVxE1mOSsUyS7icGStCl53CVem95BLz5/PPnziWSZWMAQDxY5nJJkPt7BxLPLVQhrIclYpllnCzPqNGxb+bKtzMVFubdNJJ0Xc8AQCyF8FMEqQijyWceGqhZEKrgsDgLtwW646OwQFOJLt3x67SK5HrAgC5iGAmCdIVOFithWJ3v6BowV3grE9ggPPYY9GvecYZtA4AAIRHMDNE6Q4coiXp+mZCXnwx+jVS/aUfb3BndTcVrQMAAOEMt3sATmdltiCZyx6+2YzAJN1Ro6wXv5NS+6XvC+5CBQZ3kf48GhsH30fgbirfzFRoIrEvSZjlJQDITQQzQxRrtiAvz5wtSXYBNo/nxPV8O4VCuVzBnaLT8aU/lOAuXKAWem6sgAcAkHsIZoYo0myBr1R/ZeWJY6nYLhxpJkQKDmSk1H/pe73Se+9FP8fKrFBgoBbKSsADAMgttubMvPjii7r88stVWloql8ulp59+Ouh1wzC0fPlylZaWasSIEZo5c6Z27txpz2CjCJfHUlQkffxx8LFUJAXHmglZvTr125UDE359LRFcruBzkl3Ejiq9AAAfW4OZQ4cO6bzzzlNDQ0PY11euXKlVq1apoaFB7e3tKikp0ezZs9XX15fmkUYXuu1440azeWKkpGCrpfqtiLXMVV6enC/90Bo6gc/DJfyme1YIAJC7MqYCsMvlUlNTk6688kpJ5qxMaWmpampqtHTpUklSf3+/iouLtWLFCi1atCjsdfr7+9Xf3+9/3tvbq7KysrRWAI7V/NAnWctO4arrxtuwMZJwFXdHjQrudB3N6tVmQMUMCgAgHllRAbizs1NdXV2qqKjwH3O73SovL9eWLVsivq++vl6FhYX+R1lZWTqGG8RqL6JM76kkhZ91sRrISNLnPkcgAwBIrYwNZrq6uiRJxcXFQceLi4v9r4WzbNky9fT0+B/79u1L6TjDiVTcLlSyatGEq66bjPyYSDV04kHtFwBAqmX8biZXSCapYRiDjgVyu91yu92pHlZM4bYQR5KsWjTRdgElIlZycTTUfgEApEvGzsyUlJRI0qBZmP379w+arclE8Zbqz0RWl8vCIeEXAJAuGRvMjB8/XiUlJWptbfUfO3r0qNra2jR9+nQbRxYfq6X6M5HV5TLffdC1GgBgB1uDmU8++UTbtm3Ttm3bJJlJv9u2bdO7774rl8ulmpoa1dXVqampSTt27NDChQuVn5+v6upqO4edkFQm6aZSuHGPGhX83Hcf1H4BANjB1q3ZL7zwgr761a8OOr5gwQL94he/kGEYqq2t1aOPPqru7m5NnTpVDz/8sCZPnmz5d8SztSsdnFq5NnTcTr0PAIAzxPP9nTF1ZlIl04IZu3m9ZmIvQQgAIJNlRZ0ZJwitipvJAlsOzJ1r5sNUVUnd3XaPDACAoSGYSUCqA4NUBEnhit+lolcUAADpRjCTgGQHBr7gpb09NUFSpOJ3ySraBwCAnTK+aF6m8QUGoQIDA6u5KOH6HoXWA/QFSQ89lHiuS6zid8kq2gcAgB2YmYmTlcDAKivdpn1B0lBma2IVv8vUon0AAFhBMBOnZAUGQ+l7FO+SVqTid5letA8AACsIZuKUrMBgKH2PEsl1cWrRPgAAYiGYSUAyAoOh9D3yiWdJK1WdtQEAsBsJwAnwBQZDqYLrm+HZvDmxpSYpsVyXZHfWBgDAbszMDMFQexGFm+GprDS3aPtmT8h1AQAgOmZmbGRlhqex0Uz2Ddy+Ta4LAAAnEMxkgGhLP8lY0gIAIJsRzDgEuS4AAIRHzgwAAHA0ghkAAOBoBDMAAMDRCGYAAICjEcwAAABHI5gBAACORjADAAAcjWAGAAA4GsEMAABwNIIZAADgaFnfzsAwDElSb2+vzSMBAABW+b63fd/j0WR9MNPX1ydJKisrs3kkAAAgXn19fSosLIx6jsuwEvI42PHjx/XBBx9o5MiRcrlcdg8nKXp7e1VWVqZ9+/apoKDA7uGkHPeb3bjf7Mb9ZrdU3q9hGOrr61NpaamGDYueFZP1MzPDhg3TuHHj7B5GShQUFOTEfyw+3G92436zG/eb3VJ1v7FmZHxIAAYAAI5GMAMAAByNYMaB3G637rvvPrndbruHkhbcb3bjfrMb95vdMuV+sz4BGAAAZDdmZgAAgKMRzAAAAEcjmAEAAI5GMAMAAByNYCbDvPjii7r88stVWloql8ulp59+OuZ7+vv7dc899+i0006T2+3WhAkT9POf/zz1g02CRO73ySef1Hnnnaf8/HyNHTtW//RP/6QDBw6kfrBJUF9fry996UsaOXKkxowZoyuvvFJvv/12zPe1tbXpi1/8ok455RSdfvrp+ulPf5qG0Q5dIvf71FNPafbs2Ro9erQKCgo0bdo0bdy4MU0jHppE/359/vCHP2j48OE6//zzUzfIJEr0fp36mZXo/Tr1M+uRRx7Rueee6y+IN23aNDU3N0d9j12fVQQzGebQoUM677zz1NDQYPk9X//61/Xcc8/p8ccf19tvv63GxkadeeaZKRxl8sR7vy+//LLmz5+vf/7nf9bOnTv1X//1X2pvb9eNN96Y4pEmR1tbm5YsWaKtW7eqtbVVx44dU0VFhQ4dOhTxPZ2dnZo7d64uvvhivf7667r77rt122236be//W0aR56YRO73xRdf1OzZs7Vhwwa9+uqr+upXv6rLL79cr7/+ehpHnphE7tenp6dH8+fP16WXXpqGkSZHovfr1M+sRO7XyZ9Z48aN049//GO98soreuWVV3TJJZfoiiuu0M6dO8Oeb+tnlYGMJcloamqKek5zc7NRWFhoHDhwID2DSiEr93v//fcbp59+etCxhx56yBg3blwKR5Y6+/fvNyQZbW1tEc+58847jTPPPDPo2KJFi4wvf/nLqR5e0lm533DOPvtso7a2NkWjSp147vcb3/iGce+99xr33Xefcd5556V+cClg5X6z6TPLyv1m22dWUVGR8bOf/Szsa3Z+VjEz43DPPPOMpkyZopUrV+pzn/ucJk6cqO9+97s6cuSI3UNLienTp+u9997Thg0bZBiG/vKXv+g3v/mNLrvsMruHlpCenh5J0qmnnhrxnD/+8Y+qqKgIOlZZWalXXnlFn376aUrHl2xW7jfU8ePH1dfXF9d7MoXV+12zZo327Nmj++67Lx3DShkr95tNn1lW7jdbPrMGBga0fv16HTp0SNOmTQt7jp2fVVnfaDLbvfPOO3r55Zd1yimnqKmpSR999JEWL16sgwcPOmINOl7Tp0/Xk08+qW984xv629/+pmPHjulrX/uafvKTn9g9tLgZhqE77rhDM2bM0OTJkyOe19XVpeLi4qBjxcXFOnbsmD766CONHTs21UNNCqv3G+qBBx7QoUOH9PWvfz2Fo0s+q/fb0dGhu+66Sy+99JKGD3fuR7LV+82Wzyyr9+v0z6zt27dr2rRp+tvf/qbPfvazampq0tlnnx32XDs/q5iZcbjjx4/L5XLpySef1IUXXqi5c+dq1apV+sUvfuHI/9OJZdeuXbrtttv0gx/8QK+++qpaWlrU2dmpm266ye6hxe2WW27Rm2++qcbGxpjnulyuoOfG/xXuDj2eyeK5X5/GxkYtX75cv/71rzVmzJgUji75rNzvwMCAqqurVVtbq4kTJ6ZxdMln9e83Wz6zrN6v0z+zJk2apG3btmnr1q26+eabtWDBAu3atSvi+bZ9VqV8IQsJk4Uckvnz5xsTJkwIOrZr1y5DkuH1elM4uuSzcr/f/OY3jWuuuSbo2EsvvWRIMj744IMUji65brnlFmPcuHHGO++8E/Pciy++2LjtttuCjj311FPG8OHDjaNHj6ZqiEkVz/36rF+/3hgxYoTx7LPPpnBkqWH1fru7uw1JRl5env/hcrn8x5577rk0jXho4vn7zYbPrHjuN1s+s3wuvfRS4zvf+U7Y1+z8rGJmxuEuuugiffDBB/rkk0/8x7xer4YNG6Zx48bZOLLUOHz4sIYNC/7XNi8vT9KJ/wPIZIZh6JZbbtFTTz2l559/XuPHj4/5nmnTpqm1tTXo2KZNmzRlyhSddNJJqRpqUiRyv5I5I7Nw4UKtW7fOUbkF8d5vQUGBtm/frm3btvkfN910k///hqdOnZqmkScmkb9fJ39mJXK/Tv/MCmUYhvr7+8O+ZutnVUpDJcStr6/PeP31143XX3/dkGSsWrXKeP311429e/cahmEYd911l/Gtb30r6Pxx48YZ11xzjbFz506jra3N8Hg8xo033mjXLcQl3vtds2aNMXz4cOM///M/jT179hgvv/yyMWXKFOPCCy+06xbicvPNNxuFhYXGCy+8YHz44Yf+x+HDh/3nhN7zO++8Y+Tn5xu33367sWvXLuPxxx83TjrpJOM3v/mNHbcQl0Tud926dcbw4cONhx9+OOg9H3/8sR23EJdE7jeUk3YzJXK/Tv7MSuR+nfyZtWzZMuPFF180Ojs7jTfffNO4++67jWHDhhmbNm0yDCOzPqsIZjLM73//e0PSoMeCBQsMwzCMBQsWGOXl5UHveeutt4xZs2YZI0aMMMaNG2fccccdQf9xZbJE7vehhx4yzj77bGPEiBHG2LFjjeuvv95477330j/4BIS7V0nGmjVr/OeEu+cXXnjBuOCCC4yTTz7Z+PznP2888sgj6R14ghK53/Ly8qj/TmSyRP9+AzkpmEn0fp36mZXo/Tr1M+uGG24wTjvtNOPkk082Ro8ebVx66aX+QMYwMuuzymUYDpznAgAA+D/kzAAAAEcjmAEAAI5GMAMAAByNYAYAADgawQwAAHA0ghkAAOBoBDMAAMDRCGYAAICjEcwAAABHI5gB4CgDAwOaPn26rr766qDjPT09Kisr07333mvTyADYhXYGAByno6ND559/vh577DFdf/31kqT58+frjTfeUHt7u04++WSbRwggnQhmADjSQw89pOXLl2vHjh1qb2/Xtddeqz/96U86//zz7R4agDQjmAHgSIZh6JJLLlFeXp62b9+uW2+9lSUmIEcRzABwrP/93//VWWedpXPOOUevvfaahg8fbveQANiABGAAjvXzn/9c+fn56uzs1HvvvWf3cADYhJkZAI70xz/+UV/5ylfU3NyslStXamBgQJs3b5bL5bJ7aADSjJkZAI5z5MgRLViwQIsWLdKsWbP0s5/9TO3t7Xr00UftHhoAGxDMAHCcu+66S8ePH9eKFSskSX//93+vBx54QN/73vf05z//2d7BAUg7lpkAOEpbW5suvfRSvfDCC5oxY0bQa5WVlTp27BjLTUCOIZgBAACOxjITAABwNIIZAADgaAQzAADA0QhmAACAoxHMAAAARyOYAQAAjkYwAwAAHI1gBgAAOBrBDAAAcDSCGQAA4GgEMwAAwNH+P5YzIgpG+oS7AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "ax.scatter(X, Y, c='b', s=20)\n", "ax.set_xlabel('X')\n", "ax.set_ylabel('Y')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok... Nada demais... Uma correlação não linear positiva, certo? Mas agora, vejamos isso com a matriz Z incluída: " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_subplot(projection='3d')\n", "ax.scatter(X, Y, Z, c='r',s=8)\n", "ax.set_xlabel('X')\n", "ax.set_ylabel('Y')\n", "ax.set_zlabel('Z')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "E isso fica mais interessante quando sobrepomos uma predição sobre os dados reais. Vamos usar um Decision Tree Regressor para criar um modelo preditivo para estes dados:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R2 0.9976832045216717\n" ] } ], "source": [ "from sklearn.tree import DecisionTreeRegressor\n", "from sklearn.model_selection import train_test_split\n", "features = pd.DataFrame({'X':X, 'Z':Z})\n", "labels = pd.DataFrame({'Y':Y})\n", "X_train, X_test, y_train, y_test = train_test_split(features, labels, test_size=0.33, random_state=42)\n", "dtr3d = DecisionTreeRegressor(max_depth=4, random_state=42)\n", "dtr3d.fit(X_train,y_train)\n", "\n", "print('R2',dtr3d.score(X_train,y_train))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "yhat3d = dtr3d.predict(X_test)\n", "\n", "fig = plt.figure()\n", "ax = ax = fig.add_subplot(111, projection='3d')\n", "ax.scatter(X, Y, Z, c='r',s=8)\n", "ax.scatter(X_test['X'], yhat3d, X_test['Z'], c='k', marker='*',s=100)\n", "ax.set_xlabel('X')\n", "ax.set_ylabel('Y')\n", "ax.set_zlabel('Z')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotamos as predições usando marker do tipo estrela. Ficou bem interessante, não?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mais de 3 dimensões\n", "\n", "As vezes queremos demonstrar informações com mais de 3 dimensões, mas como fazer isso? Vamos supor que queiramos também incluir o percentual de bolsa como uma variável em nosso exemplo de evasão escolar. Como faríamos?\n", "Uma abordagem possível seria manipular os markers para que representem a bolsa. Podemos usar cores, por exemplo. Vejamos, primeiramente, precisamos saber quais faixas de bolsa existem no dataset: \n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " periodo repetiu ematraso disciplinas faltas desempenho abandonou\n", "bolsa \n", "0.00 53 53 53 53 53 53 53\n", "0.05 50 50 50 50 50 50 50\n", "0.10 50 50 50 50 50 50 50\n", "0.15 50 50 50 50 50 50 50\n", "0.20 45 45 45 45 45 45 45\n", "0.25 52 52 52 52 52 52 52\n" ] } ], "source": [ "print(df.groupby(\"bolsa\").count())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Podemos criar uma tabela de cores, indexada pelo percentual de bolsa:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
periodobolsarepetiuematrasodisciplinasfaltasdesempenhoabandonoucor
020.2581400.0000001b
120.1531365.3333330m
240.1001108.0000000g
340.2081104.0000001y
410.2031118.0000000y
\n", "
" ], "text/plain": [ " periodo bolsa repetiu ematraso disciplinas faltas desempenho \\\n", "0 2 0.25 8 1 4 0 0.000000 \n", "1 2 0.15 3 1 3 6 5.333333 \n", "2 4 0.10 0 1 1 0 8.000000 \n", "3 4 0.20 8 1 1 0 4.000000 \n", "4 1 0.20 3 1 1 1 8.000000 \n", "\n", " abandonou cor \n", "0 1 b \n", "1 0 m \n", "2 0 g \n", "3 1 y \n", "4 0 y " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from decimal import Decimal\n", "bolsas = {0.00: 'k',0.05: 'r', 0.10: 'g', 0.15: 'm', 0.20: 'y', 0.25: 'b'}\n", "df['cor'] = [bolsas[float(round(Decimal(codigo),2))] for codigo in df['bolsa']]\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Essa \"maracutaia\" merece uma explicação. Criei um dicionário indexado pelo valor da bolsa. Assim, pegamos o código da cor correspondente. Só que preciso incluir uma coluna no dataframe com esse valor, de modo a usar no gráfico. Só tem um problema: O dataset original está \"sujo\" (algo que acontece frequentemente) e o percentual 0.15 está como 0.1500000002. Posso retirar isso convertendo o falor de \"float\" para \"Decimal\", arredondanto e convertendo novamente em float. \n", "\n", "Quando plotarmos, vamos procurar a cor no dicionário: " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "#ax = fig.add_subplot(111, projection='3d')\n", "ax = fig.add_subplot(projection='3d') # Para Matplotlib 0.99\n", "ax.scatter(xs=df['periodo'],ys=df['repetiu'],zs=df['desempenho'], c=df['cor'],s=50)\n", "ax.set_xlabel('periodo')\n", "ax.set_ylabel('repetiu')\n", "ax.set_zlabel('desempenho')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pronto! Temos ai a cor da bola dando a quarta dimensão: O percentual de bolsa" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vemos que já uma concentração de alunos com bolsa de 25% (cor azul) com poucas repetições, mas baixo desempenho, em todos os períodos. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assim como mexemos com a cor, podemos mexer com o tamanho, criando algo como um \"mapa de calor\". Vamos transformar essa visão em 2D, colocando o \"desempenho\" com tamanho diferenciado." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(df['periodo'],df['repetiu'], c='r',s=df['desempenho']*30)\n", "ax.set_xlabel('periodo')\n", "ax.set_ylabel('repetiu')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Isso nos mostra um fato curioso. Temos alunos com bom desempenho (bolas grandes) em todos os períodos, sem repetir nenhuma disciplina, que abandonaram. O que os teria feito fazer isto? Talvez sejam condições financeiras, ou insatisfação com o curso. Um fato a ser investigado, que só foi revelado graças a esta visualização." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Georreferenciamento\n", "Muitas vezes temos datasets com informações geográficas e precisamos plotar os dados sobre um mapa. Vou mostrar aqui como fazer isso com um exemplo do dataset dos casos de Dengue de 2018 no Rio de Janeiro. Fonte: Data Rio: http://www.data.rio/datasets/fb9ede8d588f45b48b985e62c817f062_0\n", "\n", "Eu criei um dataset georreferenciado, que está na pasta desta demonstração. Ele está em formato CSV, separado por ponto e vírgula, com separador decimal em português (vírgula): " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
bairroquantidadelatitudelongitude
0Saúde0-22.897827-43.197170
1Gamboa8-22.900655-43.206874
2Santo Cristo13-22.876059-43.234724
3Caju42-22.900546-43.186895
4Centro54-22.919694-43.202204
\n", "
" ], "text/plain": [ " bairro quantidade latitude longitude\n", "0 Saúde 0 -22.897827 -43.197170\n", "1 Gamboa 8 -22.900655 -43.206874\n", "2 Santo Cristo 13 -22.876059 -43.234724\n", "3 Caju 42 -22.900546 -43.186895\n", "4 Centro 54 -22.919694 -43.202204" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_dengue = pd.read_csv('./dengue2018.csv',decimal=',', sep=';')\n", "df_dengue.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Um simples gráfico de dispersão já dá uma boa noção do problema: " ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(df_dengue['longitude'],df_dengue['latitude'], c='r',s=15)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Podemos colocar o tamanho do ponto proporcional à quantidade de casos, aumentando a dimensão das informações: " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(df_dengue['longitude'],df_dengue['latitude'], c='r',s=5+df_dengue['quantidade'])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Podemos manipular a cor e intensidade para criar um \"mapa de calor\" da Dengue:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "def calcular_cor(valor):\n", " cor = 'r'\n", " if valor <= 10: \n", " cor = '#ffff00'\n", " elif valor <= 30:\n", " cor = '#ffbf00'\n", " elif valor <= 50:\n", " cor = '#ff8000'\n", " return cor\n", " \n", "df_dengue['cor'] = [calcular_cor(codigo) for codigo in df_dengue['quantidade']]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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bairroquantidadelatitudelongitudecor
0Saúde0-22.897827-43.197170#ffff00
1Gamboa8-22.900655-43.206874#ffff00
2Santo Cristo13-22.876059-43.234724#ffbf00
3Caju42-22.900546-43.186895#ff8000
4Centro54-22.919694-43.202204r
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" ], "text/plain": [ " bairro quantidade latitude longitude cor\n", "0 Saúde 0 -22.897827 -43.197170 #ffff00\n", "1 Gamboa 8 -22.900655 -43.206874 #ffff00\n", "2 Santo Cristo 13 -22.876059 -43.234724 #ffbf00\n", "3 Caju 42 -22.900546 -43.186895 #ff8000\n", "4 Centro 54 -22.919694 -43.202204 r" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_dengue.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "E vamos ordenar para que as maiores quantidades fiquem por último: " ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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bairroquantidadelatitudelongitudecor
0Saúde0-22.897827-43.197170#ffff00
101Cidade Universitária0-22.837634-43.382897#ffff00
30São Conrado0-22.989818-43.252920#ffff00
21Urca0-22.961871-43.170891#ffff00
128Joá0-22.985191-43.329977#ffff00
\n", "
" ], "text/plain": [ " bairro quantidade latitude longitude cor\n", "0 Saúde 0 -22.897827 -43.197170 #ffff00\n", "101 Cidade Universitária 0 -22.837634 -43.382897 #ffff00\n", "30 São Conrado 0 -22.989818 -43.252920 #ffff00\n", "21 Urca 0 -22.961871 -43.170891 #ffff00\n", "128 Joá 0 -22.985191 -43.329977 #ffff00" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dfs = df_dengue.sort_values(['quantidade'])\n", "dfs.head()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.scatter(dfs['longitude'],dfs['latitude'], c=dfs['cor'],s=10+dfs['quantidade'])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pronto! Um mapa de calor da Dengue em 2018. Mas está faltando algo certo? Cadê o mapa do Rio de Janeiro?\n", "Muita gente usa o **geopandas** e baixa arquivos de mapas. Eu prefiro usar o Google Maps. Ele tem uma API chamada Static Maps que permite baixar mapas. Primeiramente, vou instalar o **requests**: " ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: requests in /opt/conda/lib/python3.11/site-packages (2.31.0)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/conda/lib/python3.11/site-packages (from requests) (3.2.0)\n", "Requirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.11/site-packages (from requests) (3.4)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/lib/python3.11/site-packages (from requests) (2.0.5)\n", "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.11/site-packages (from requests) (2023.7.22)\n" ] } ], "source": [ "!pip install requests" ] }, { "cell_type": "markdown", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "Agora, vem uma parte um pouco mais \"esperta\". Eu tenho as coordenadas do centro do Rio de Janeiro (centro geográfico, não o centro da cidade). Vou montar um request à API Static Map para baixar um mapa. Veja bem, você tem que cadastrar uma API Key para usar esta API. Eu omiti a minha propositalmente. Aqui você tem as instruções para isto: https://developers.google.com/maps/documentation/maps-static/get-api-key" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "import requests\n", "latitude = -22.9137528\n", "longitude = -43.526409\n", "zoom = 10\n", "size = 800\n", "scale = 1\n", "apikey = \"** COLE SUA API KEY **\"\n", "gmapas = \"https://maps.googleapis.com/maps/api/staticmap?center=\" + str(latitude) + \",\" + str(longitude) + \\\n", " \"&zoom=\" + str(zoom) + \\\n", " \"&scale=\" + str(scale) + \\\n", " \"&size=\" + str(size) + \"x\" + str(size) + \"&key=\" + apikey\n", "with open('mapa.jpg', 'wb') as handle:\n", " response = requests.get(gmapas, stream=True)\n", "\n", " if not response.ok:\n", " print(response)\n", "\n", " for block in response.iter_content(1024):\n", " if not block:\n", " break\n", "\n", " handle.write(block)\n" ] }, { "cell_type": "markdown", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "![](./mapa.jpg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Bom, o mapa foi salvo, agora eu preciso saber as coordenadas dos limites. A API do Google só permite que você informe o centro (latitude e longitude) e as dimensões da imagem em pixels. Mas, para ajustar o mapa às coordenadas em latitudes e longitudes, é preciso saber as coordenadas do retângulo da imagem. \n", "Há vários exemplos de como calcular isso e eu uso um exemplo Javascript que converti para Python há algum tempo. \n", "Este cálculo é baseado no script de: https://jsfiddle.net/1wy1mm7L/6/" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'ne': [-22.406842952305475, -42.97709259375], 'sw': [-23.418774019100944, -44.07572540625]}\n" ] } ], "source": [ "import math\n", "_C = { 'x': 128, 'y': 128 };\n", "_J = 256 / 360;\n", "_L = 256 / (2 * math.pi);\n", "\n", "def tb(a):\n", " return 180 * a / math.pi\n", "\n", "\n", "def sb(a):\n", " return a * math.pi / 180\n", "\n", "def bounds(a, b, c):\n", " if b != None: \n", " a = max(a,b)\n", " if c != None: \n", " a = min(a,c)\n", " return a\n", "\n", "def latlonToPt(ll):\n", " a = bounds(math.sin(sb(ll[0])), -(1 - 1E-15), 1 - 1E-15);\n", " return {'x': _C['x'] + ll[1] * _J,'y': _C['y'] + 0.5 * math.log((1 + a) / (1 - a)) * - _L}\n", "\n", "def ptToLatlon(pt):\n", " return [tb(2 * math.atan(math.exp((pt['y'] - _C['y']) / -_L)) - math.pi / 2),(pt['x'] - _C['x']) / _J]\n", "\n", "def calculateBbox(ll, zoom, sizeX, sizeY, scale):\n", " cp = latlonToPt(ll)\n", " pixelSize = math.pow(2, -(zoom + 1));\n", " pwX = sizeX*pixelSize;\n", " pwY = sizeY*pixelSize;\n", " return {'ne': ptToLatlon({'x': cp['x'] + pwX, 'y': cp['y'] - pwY}),'sw': ptToLatlon({'x': cp['x'] - pwX, 'y': cp['y'] + pwY})}\n", "\n", "limites = calculateBbox([latitude,longitude],zoom, size, size, scale)\n", "print(limites)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A função \"calculateBbox\" retorna um dicionário contendo os pontos Nordeste e Sudoeste, com a latitude e longitude de cada um. \n", "Para usar isso no matplotlib, eu preciso usar o método **imshow**, só que eu preciso informar a escala, ou seja, qual é o intervalo de latitudes (vertical) e longitudes (horizontal) que o mapa representa. Assim, a plotagem de pontos ficará correta. \n", "Eu vou usar a biblioteca **mpimg** para ler o arquivo de imagem que acabei de baixar. \n", "Só que a função **imshow** usa as coordenadas no atributo **extent** na ordem: ESQUERDA, DIREITA, BAIXO, TOPO. Temos que organizar a passagem dos parâmetros para ela. " ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.image as mpimg\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "rio_mapa=mpimg.imread('./mapa.jpg')\n", "plt.imshow(rio_mapa, extent=[limites['sw'][1],limites['ne'][1],limites['sw'][0],limites['ne'][0]], alpha=1.0)\n", "ax.scatter(dfs['longitude'],dfs['latitude'], c=dfs['cor'],s=10+dfs['quantidade'])\n", "plt.ylabel(\"Latitude\", fontsize=14)\n", "plt.xlabel(\"Longitude\", fontsize=14)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pronto! Ai está! Um mapa de calor georreferenciado da Dengue em 2018 no Rio de Janeiro" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 4 }