{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Múltiplas Visões"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<p align=\"justify\" style=\"text-align: justify;\">Quando procuramos informação em um conjunto de dados com muitos campos, nos sentimos tentados a carregar a visualização com o máximo de variáveis visuais possíveis: <b>x</b>, <b>y</b>, <b>color</b>, <b>size</b>, <b>shape</b>, e mais. Entretanto, mapear muita informação ao mesmo tempo torna o gráfico difícil de entender. Utilizando Altair, temos duas opções para evitar isso: utilizar gráficos com múltiplas visões e interação.</p>\n",
    "\n",
    "<p align=\"justify\" style=\"text-align: justify;\">O conteúdo desse notebook tem as técnicas que diferenciam o Vega-Lite e Altair de programas como Excel e Tableau, com o controle desses aspectos multivisão sobre visualizações.</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import altair as alt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://raw.githubusercontent.com/tiagodavi70/vl-altair-tutorial/master/datasets/completo.csv\"\n",
    "df = pd.read_csv(\"https://raw.githubusercontent.com/tiagodavi70/vl-altair-tutorial/master/datasets/dados.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Altair apresenta algumas funções para combinar gráficos e apresentar os dados em visões múltiplas e coordenadas. <br/>\n",
    "\n",
    "<p align=\"justify\" style=\"text-align: justify;\">Uma única visão complexa pode ser cognitivamente incompreensível para os usuários. Visões múltiplas podem ajudar na estratégia de \"dividir e conquistar\", reduzindo o volume de dados que são consultados de cada vez. Essas visões evem ser usadas com cuidado para evitar mais complexidade, já que cada visão é um contexto novo. Mesmo assim, quando usada de maneira correta pode ter bons resultados, já que a visão sempre é melhor que a memória para comparações, e visões múltiplas podem potencializar a percepção entre a relação dos dados.</p>\n",
    "\n",
    "Agora vamos ver algumas funções para manipular visões em Altair."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Camadas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<p align=\"justify\" style=\"text-align: justify;\">Um jeito comum de combinar gráficos é sobrepor as variáveis visuais uma em cima da outra. Se os domínios forem iguais os eixos podem ser compartilhados, senão dá separar os eixos.</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Vamos comparar os valores de Temperatura de ponto de orvalho entre duas cidades."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-8f8858dbead54f0eb4f45abec2a78f1b\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-8f8858dbead54f0eb4f45abec2a78f1b\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-8f8858dbead54f0eb4f45abec2a78f1b\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function loadScript(lib) {\n",
       "      return new Promise(function(resolve, reject) {\n",
       "        var s = document.createElement('script');\n",
       "        s.src = paths[lib];\n",
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       "        s.onload = () => resolve(paths[lib]);\n",
       "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
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       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else if (typeof vegaEmbed === \"function\") {\n",
       "      displayChart(vegaEmbed);\n",
       "    } else {\n",
       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"url\": \"https://raw.githubusercontent.com/tiagodavi70/vl-altair-tutorial/master/datasets/completo.csv\"}, \"mark\": {\"type\": \"area\", \"opacity\": 0.45}, \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"Cidade\"}, \"x\": {\"type\": \"temporal\", \"field\": \"Data\", \"timeUnit\": \"hours\", \"title\": \"Hora no dia\"}, \"y\": {\"type\": \"quantitative\", \"aggregate\": \"average\", \"field\": \"Temperatura orvalho m\\u00e1xima\", \"scale\": {\"zero\": false}, \"title\": \"M\\u00e9dia dos pontos de orvalho \\u00b0C\"}, \"y2\": {\"aggregate\": \"average\", \"field\": \"Temperatura orvalho m\\u00ednima\"}}, \"title\": \"Compara\\u00e7\\u00e3o de ponto de orvalho de Capit\\u00e3o Po\\u00e7o e Altamira\", \"transform\": [{\"filter\": \"(datum.Cidade == 'Capit\\u00e3o Po\\u00e7o' || datum.Cidade == 'Altamira')\"}], \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\"}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(url, title=\"Comparação de ponto de orvalho de Capitão Poço e Altamira\").mark_area(opacity=.45).transform_filter(\n",
    "    \"(datum.Cidade == 'Capitão Poço' || datum.Cidade == 'Altamira')\"\n",
    ").encode(\n",
    "    alt.X(\"hours(Data):T\",title=\"Hora no dia\"),\n",
    "    alt.Y(\"average(Temperatura orvalho máxima):Q\",scale=alt.Scale(zero=False),title=\"Média dos pontos de orvalho °C\"),\n",
    "    alt.Y2(\"average(Temperatura orvalho mínima):Q\"),\n",
    "    alt.Color(\"Cidade:N\")\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Temos a distribuição pela área e agora vamos fazer um gráfico com o ponto médio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      outputDiv = document.getElementById(\"altair-viz-79c4f1188ab04114bf92407e206a165b\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function loadScript(lib) {\n",
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       "        s.src = paths[lib];\n",
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       "\n",
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       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
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       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else if (typeof vegaEmbed === \"function\") {\n",
       "      displayChart(vegaEmbed);\n",
       "    } else {\n",
       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"url\": \"https://raw.githubusercontent.com/tiagodavi70/vl-altair-tutorial/master/datasets/completo.csv\"}, \"mark\": {\"type\": \"line\", \"opacity\": 0.85}, \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"Cidade\"}, \"x\": {\"type\": \"temporal\", \"field\": \"Data\", \"timeUnit\": \"hours\", \"title\": \"Hora no dia\"}, \"y\": {\"type\": \"quantitative\", \"aggregate\": \"average\", \"field\": \"temp_mid\", \"scale\": {\"zero\": false}, \"title\": \"Ponto m\\u00e9dio \\u00b0C\"}}, \"title\": \"Compara\\u00e7\\u00e3o de temperatura de Capit\\u00e3o Po\\u00e7o e Altamira\", \"transform\": [{\"filter\": \"(datum.Cidade == 'Capit\\u00e3o Po\\u00e7o' || datum.Cidade == 'Altamira')\"}, {\"calculate\": \"(+datum['Temperatura orvalho m\\u00e1xima'] + +datum['Temperatura orvalho m\\u00ednima']) / 2\", \"as\": \"temp_mid\"}], \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\"}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(url, title=\"Comparação de temperatura de Capitão Poço e Altamira\").mark_line(opacity=.85).transform_filter(\n",
    "    \"(datum.Cidade == 'Capitão Poço' || datum.Cidade == 'Altamira')\"\n",
    ").transform_calculate(\n",
    "    temp_mid=\"(+datum['Temperatura orvalho máxima'] + +datum['Temperatura orvalho mínima']) / 2\"\n",
    ").encode(\n",
    "    alt.X(\"hours(Data):T\",title=\"Hora no dia\"),\n",
    "    alt.Y(\"average(temp_mid):Q\",scale=alt.Scale(zero=False), title=\"Ponto médio °C\"),\n",
    "    alt.Color(\"Cidade:N\")\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Agora que temos os dois gráficos separados, podemos sobrepor as áreas e linhas no mesmo gráfico para comparar mínimo, máximo e ponto médio. Para isso podemos usar o operador `+` salvando os dois gráficos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-65352e49d0c74c31988b6e062ba7a651\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  (function(spec, embedOpt){\n",
       "    let outputDiv = document.currentScript.previousElementSibling;\n",
       "    if (outputDiv.id !== \"altair-viz-65352e49d0c74c31988b6e062ba7a651\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-65352e49d0c74c31988b6e062ba7a651\");\n",
       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function loadScript(lib) {\n",
       "      return new Promise(function(resolve, reject) {\n",
       "        var s = document.createElement('script');\n",
       "        s.src = paths[lib];\n",
       "        s.async = true;\n",
       "        s.onload = () => resolve(paths[lib]);\n",
       "        s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      });\n",
       "    }\n",
       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else if (typeof vegaEmbed === \"function\") {\n",
       "      displayChart(vegaEmbed);\n",
       "    } else {\n",
       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"layer\": [{\"mark\": {\"type\": \"area\", \"opacity\": 0.45}, \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"Cidade\"}, \"x\": {\"type\": \"temporal\", \"field\": \"Data\", \"timeUnit\": \"hours\", \"title\": \"Hora no dia\"}, \"y\": {\"type\": \"quantitative\", \"aggregate\": \"average\", \"field\": \"Temperatura orvalho m\\u00e1xima\", \"scale\": {\"zero\": false}, \"title\": \"M\\u00e9dia dos pontos de orvalho \\u00b0C\"}, \"y2\": {\"aggregate\": \"average\", \"field\": \"Temperatura orvalho m\\u00ednima\"}}, \"title\": \"Compara\\u00e7\\u00e3o de ponto de orvalho de Capit\\u00e3o Po\\u00e7o e Altamira\", \"transform\": [{\"filter\": \"(datum.Cidade == 'Capit\\u00e3o Po\\u00e7o' || datum.Cidade == 'Altamira')\"}]}, {\"mark\": {\"type\": \"line\", \"opacity\": 0.85}, \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"Cidade\"}, \"x\": {\"type\": \"temporal\", \"field\": \"Data\", \"timeUnit\": \"hours\", \"title\": \"Hora no dia\"}, \"y\": {\"type\": \"quantitative\", \"aggregate\": \"average\", \"field\": \"temp_mid\", \"scale\": {\"zero\": false}}}, \"transform\": [{\"filter\": \"(datum.Cidade == 'Capit\\u00e3o Po\\u00e7o' || datum.Cidade == 'Altamira')\"}, {\"calculate\": \"(+datum['Temperatura orvalho m\\u00e1xima'] + +datum['Temperatura orvalho m\\u00ednima']) / 2\", \"as\": \"temp_mid\"}]}], \"data\": {\"url\": \"https://raw.githubusercontent.com/tiagodavi70/vl-altair-tutorial/master/datasets/completo.csv\"}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\"}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "orvalhoMinMax = alt.Chart(url, title=\"Comparação de ponto de orvalho de Capitão Poço e Altamira\").mark_area(opacity=.45).transform_filter(\n",
    "    \"(datum.Cidade == 'Capitão Poço' || datum.Cidade == 'Altamira')\"\n",
    ").encode(\n",
    "    alt.X(\"hours(Data):T\",title=\"Hora no dia\"),\n",
    "    alt.Y(\"average(Temperatura orvalho máxima):Q\",scale=alt.Scale(zero=False),title=\"Média dos pontos de orvalho °C\"),\n",
    "    alt.Y2(\"average(Temperatura orvalho mínima):Q\"),\n",
    "    alt.Color(\"Cidade:N\")\n",
    ")\n",
    "\n",
    "orvalhoMid = alt.Chart(url).mark_line(opacity=.85).transform_filter(\n",
    "    \"(datum.Cidade == 'Capitão Poço' || datum.Cidade == 'Altamira')\"\n",
    ").transform_calculate(\n",
    "    temp_mid=\"(+datum['Temperatura orvalho máxima'] + +datum['Temperatura orvalho mínima']) / 2\"\n",
    ").encode(\n",
    "    alt.X(\"hours(Data):T\",title=\"Hora no dia\"),\n",
    "    alt.Y(\"average(temp_mid):Q\",scale=alt.Scale(zero=False)),\n",
    "    alt.Color(\"Cidade:N\")\n",
    ")\n",
    "\n",
    "orvalhoMinMax + orvalhoMid"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "O operador `+` é um atalho para a função `alt.layer`. Quando tem somente um título de eixo ele é o único que é apresentado no gráfico. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Os pontos de orvalho entre 9:00 e 18:00 tem uma área grande, e com o ponto médio dá pra acompanhar a tendência._"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Vamos comparar agora os valores de temperatura de orvalho com a umidade do ar."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "<div id=\"altair-viz-279bc71d5f6d4bee8d27e43a28c47ad1\"></div>\n",
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       "  (function(spec, embedOpt){\n",
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       "    if (outputDiv.id !== \"altair-viz-279bc71d5f6d4bee8d27e43a28c47ad1\") {\n",
       "      outputDiv = document.getElementById(\"altair-viz-279bc71d5f6d4bee8d27e43a28c47ad1\");\n",
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       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext\",\n",
       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n",
       "    };\n",
       "\n",
       "    function loadScript(lib) {\n",
       "      return new Promise(function(resolve, reject) {\n",
       "        var s = document.createElement('script');\n",
       "        s.src = paths[lib];\n",
       "        s.async = true;\n",
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       "\n",
       "    function showError(err) {\n",
       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
       "      throw err;\n",
       "    }\n",
       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else if (typeof vegaEmbed === \"function\") {\n",
       "      displayChart(vegaEmbed);\n",
       "    } else {\n",
       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"layer\": [{\"mark\": {\"type\": \"area\", \"opacity\": 0.45}, \"encoding\": {\"x\": {\"type\": \"temporal\", \"field\": \"Data\", \"timeUnit\": \"hours\", \"title\": \"Hora no dia\"}, \"y\": {\"type\": \"quantitative\", \"aggregate\": \"average\", \"field\": \"Temperatura orvalho m\\u00e1xima\", \"scale\": {\"zero\": false}, \"title\": \"M\\u00e9dia do pontos de orvalho \\u00b0C\"}, \"y2\": {\"aggregate\": \"average\", \"field\": \"Temperatura orvalho m\\u00ednima\"}}, \"title\": \"Compara\\u00e7\\u00e3o de ponto de orvalho e Umidade\"}, {\"mark\": {\"type\": \"line\", \"opacity\": 0.85}, \"encoding\": {\"x\": {\"type\": \"temporal\", \"field\": \"Data\", \"timeUnit\": \"hours\", \"title\": \"Hora no dia\"}, \"y\": {\"type\": \"quantitative\", \"aggregate\": \"average\", \"field\": \"Umidade Relativa do Ar\", \"scale\": {\"zero\": false}}}}], \"data\": {\"url\": \"https://raw.githubusercontent.com/tiagodavi70/vl-altair-tutorial/master/datasets/completo.csv\"}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\"}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "orvalhoMinMax = alt.Chart(url, title=\"Comparação de ponto de orvalho e Umidade\").mark_area(opacity=.45).encode(\n",
    "    alt.X(\"hours(Data):T\",title=\"Hora no dia\"),\n",
    "    alt.Y(\"average(Temperatura orvalho máxima):Q\",scale=alt.Scale(zero=False),title=\"Média do pontos de orvalho °C\"),\n",
    "    alt.Y2(\"average(Temperatura orvalho mínima):Q\")\n",
    ")\n",
    "\n",
    "umidade = alt.Chart(url).mark_line(opacity=.85).encode(\n",
    "    alt.X(\"hours(Data):T\",title=\"Hora no dia\"),\n",
    "    alt.Y(\"average(Umidade Relativa do Ar):Q\", scale=alt.Scale(zero=False))\n",
    ")\n",
    "\n",
    "orvalhoMinMax + umidade"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compartilhar o mesmo eixo não deu nada certo, então vamos separar os eixos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"layer\": [{\"mark\": {\"type\": \"area\", \"opacity\": 0.45}, \"encoding\": {\"x\": {\"type\": \"temporal\", \"field\": \"Data\", \"timeUnit\": \"hours\", \"title\": null}, \"y\": {\"type\": \"quantitative\", \"aggregate\": \"average\", \"field\": \"Temperatura orvalho m\\u00e1xima\", \"scale\": {\"zero\": false}, \"title\": \"M\\u00e9dia do Ponto de orvalho \\u00b0C\"}, \"y2\": {\"aggregate\": \"average\", \"field\": \"Temperatura orvalho m\\u00ednima\"}}, \"title\": \"Compara\\u00e7\\u00e3o do Ponto de Orvalho\"}, {\"mark\": {\"type\": \"line\", \"color\": \"#333333\", \"interpolate\": \"monotone\", \"opacity\": 0.85}, \"encoding\": {\"x\": {\"type\": \"temporal\", \"field\": \"Data\", \"timeUnit\": \"hours\"}, \"y\": {\"type\": \"quantitative\", \"aggregate\": \"average\", \"axis\": {\"format\": \"%\"}, \"field\": \"perc_umid\", \"scale\": {\"zero\": false}, \"title\": \"Umidade Relativa do Ar %\"}}, \"transform\": [{\"calculate\": \"+datum['Umidade Relativa do Ar'] / 100\", \"as\": \"perc_umid\"}]}], \"data\": {\"url\": \"https://raw.githubusercontent.com/tiagodavi70/vl-altair-tutorial/master/datasets/completo.csv\"}, \"resolve\": {\"scale\": {\"y\": \"independent\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\"}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
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      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "orvalhoMinMax = alt.Chart(url, title=\"Comparação do Ponto de Orvalho\").mark_area(opacity=.45).encode(\n",
    "    alt.X(\"hours(Data):T\",title=None),\n",
    "    alt.Y(\"average(Temperatura orvalho máxima):Q\",scale=alt.Scale(zero=False),title=\"Média do Ponto de orvalho °C\"),\n",
    "    alt.Y2(\"average(Temperatura orvalho mínima):Q\")\n",
    ")\n",
    "\n",
    "umidade = alt.Chart(url).mark_line(\n",
    "    interpolate='monotone',\n",
    "    opacity=.85,\n",
    "    color=\"#333333\"\n",
    ").transform_calculate(\n",
    "    perc_umid=\"+datum['Umidade Relativa do Ar'] / 100\" # criar nova coluna para as etiquetas\n",
    ").encode(\n",
    "    alt.X(\"hours(Data):T\"),\n",
    "    alt.Y(\"average(perc_umid):Q\",\n",
    "          scale=alt.Scale(zero=False),\n",
    "          axis=alt.Axis(format=\"%\"),\n",
    "          title=\"Umidade Relativa do Ar %\")\n",
    ")\n",
    "\n",
    "alt.layer(orvalhoMinMax, umidade).resolve_scale(y='independent')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Quando a umidade é alta, o ponto de orvalho varia pouco e quando a umidade é baixa tem muita variação de ponto de carvalho._"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Esse tipo de eixo deve ser usado com cuidado, já que é fácil confundir uma escala com outra."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Facetas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<p align=\"justify\" style=\"text-align: justify;\">Nós já vimos alguns aspectos de uma faceta, usando os parâmetros <b>row</b> e <b>column</b>. Uma faceta é uma subdivisão de um conjunto de dados em grupos e cria um gráfico novo para cada um deles. Vamos mostrar também um operador `facet` mais genérico.</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Vamos começar com um histograma da temperatura do ar."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div id=\"altair-viz-0a15f4af1597489f8cd299789069a54d\"></div>\n",
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       "    }\n",
       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
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       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
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bulbo seco\": 26.43855421686747, \"Temperatura do ponto de orvalho\": null, \"Temperatura m\\u00e1xima\": 27.010843373493987, \"Temperatura m\\u00ednima\": 25.937349397590342, \"Temperatura orvalho m\\u00e1xima\": null, \"Temperatura orvalho m\\u00ednima\": null, \"Umidade Relativa m\\u00e1xima\": null, \"Umidade Relativa m\\u00ednima\": null, \"Umidade Relativa do Ar\": null, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 197.3373493975904, \"Rajada M\\u00e1xima de Vento\": 4.078313253012047, \"Velocidade Hor\\u00e1ria do Vento\": 1.6006024096385538}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2020-01-05 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.13749999999999998, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 986.14375, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 986.4145833333336, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 985.84375, \"Radia\\u00e7\\u00e3o Global\": 1255.816, \"Temperatura do ar - bulbo seco\": 25.693750000000005, \"Temperatura do ponto de orvalho\": null, \"Temperatura m\\u00e1xima\": 26.137500000000006, \"Temperatura m\\u00ednima\": 25.28333333333333, \"Temperatura orvalho m\\u00e1xima\": null, \"Temperatura orvalho m\\u00ednima\": null, \"Umidade Relativa m\\u00e1xima\": null, \"Umidade Relativa m\\u00ednima\": null, \"Umidade Relativa do Ar\": null, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 220.22916666666663, \"Rajada M\\u00e1xima de Vento\": 3.76875, \"Velocidade Hor\\u00e1ria do Vento\": 1.4895833333333337}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(df).mark_bar().encode(\n",
    "    alt.X(\"Temperatura do ar - bulbo seco:Q\",bin=alt.Bin(maxbins=20)),\n",
    "    alt.Y(\"count()\")\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "E agora vamos separar por estação, criando um novo campo marcando o verão e o inverno."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    function displayChart(vegaEmbed) {\n",
       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
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       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"url\": \"https://raw.githubusercontent.com/tiagodavi70/vl-altair-tutorial/master/datasets/completo.csv\"}, \"mark\": \"bar\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"esta\\u00e7\\u00e3o\", \"scale\": {\"range\": [\"DeepSkyBlue\", \"Brown\"]}, \"title\": \"Esta\\u00e7\\u00e3o\"}, \"column\": {\"type\": \"temporal\", \"field\": \"Data\", \"timeUnit\": \"month\", \"title\": null}, \"x\": {\"type\": \"quantitative\", \"bin\": {\"maxbins\": 12}, \"field\": \"Temperatura do ar - bulbo seco\", \"title\": null}, \"y\": {\"type\": \"quantitative\", \"aggregate\": \"count\", \"title\": \"Contagem de Registros\"}}, \"height\": 100, \"transform\": [{\"filter\": \"year(datum['Data']) == 2019\"}, {\"calculate\": \"month(datum.Data) < 5 || month(datum.Data) == 11 ? 'Chove muito':'Chove pouco'\", \"as\": \"esta\\u00e7\\u00e3o\"}], \"width\": 40, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\"}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(url).mark_bar(\n",
    ").transform_filter(\n",
    "    \"year(datum['Data']) == 2019\"\n",
    ").transform_calculate(\n",
    "    estação=\"month(datum.Data) < 5 || month(datum.Data) == 11 ? 'Chove muito':'Chove pouco'\"\n",
    ").encode(\n",
    "    alt.X(\"Temperatura do ar - bulbo seco:Q\",bin=alt.Bin(maxbins=12),title=None),\n",
    "    alt.Y(\"count()\", title=\"Contagem de Registros\"),\n",
    "    alt.Column(\"month(Data):T\",title=None),\n",
    "    alt.Color(\"estação:N\",\n",
    "              scale=alt.Scale(range=[\"DeepSkyBlue\",\"Brown\"]),\n",
    "              title=\"Estação\")\n",
    ").properties(width=40, height=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Conseguimos ver os meses de março e setembro se destacando no inverno e verão com temperaturas baixas e altas, respectivamente._"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Utilizando o nosso exemplo do orvalho anterior, podemos usar o operador `facet` para mostrar as cidades lado a lado."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"altair-viz-c771b62ed4ac4d9bb81c08dd74518681\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "  (function(spec, embedOpt){\n",
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       "    }\n",
       "    const paths = {\n",
       "      \"vega\": \"https://cdn.jsdelivr.net/npm//vega@5?noext\",\n",
       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm//vega-lib?noext\",\n",
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       "\n",
       "    function loadScript(lib) {\n",
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       "    function showError(err) {\n",
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       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
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       "      displayChart(vegaEmbed);\n",
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       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"url\": \"https://raw.githubusercontent.com/tiagodavi70/vl-altair-tutorial/master/datasets/completo.csv\"}, \"facet\": {\"column\": {\"type\": \"nominal\", \"field\": \"Cidade\"}}, \"spec\": {\"layer\": [{\"mark\": {\"type\": \"area\", \"opacity\": 0.45}, \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"Cidade\"}, \"x\": {\"type\": \"temporal\", \"field\": \"Data\", \"timeUnit\": \"hours\", \"title\": \"Hora no dia\"}, \"y\": {\"type\": \"quantitative\", \"aggregate\": \"average\", \"field\": \"Temperatura orvalho m\\u00e1xima\", \"scale\": {\"zero\": false}, \"title\": \"M\\u00e9dia dos pontos de orvalho \\u00b0C\"}, \"y2\": {\"aggregate\": \"average\", \"field\": \"Temperatura orvalho m\\u00ednima\"}}, \"title\": \"Compara\\u00e7\\u00e3o de ponto de orvalho de Altamira\", \"transform\": [{\"filter\": \"(datum.Cidade == 'Capit\\u00e3o Po\\u00e7o' || datum.Cidade == 'Altamira')\"}]}, {\"mark\": {\"type\": \"line\", \"opacity\": 0.85}, \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"Cidade\"}, \"x\": {\"type\": \"temporal\", \"field\": \"Data\", \"timeUnit\": \"hours\", \"title\": \"Hora no dia\"}, \"y\": {\"type\": \"quantitative\", \"aggregate\": \"average\", \"field\": \"temp_mid\", \"scale\": {\"zero\": false}}}, \"title\": \"Compara\\u00e7\\u00e3o de ponto de orvalho de Capit\\u00e3o Po\\u00e7o\", \"transform\": [{\"filter\": \"(datum.Cidade == 'Capit\\u00e3o Po\\u00e7o' || datum.Cidade == 'Altamira')\"}, {\"calculate\": \"(+datum['Temperatura orvalho m\\u00e1xima'] + +datum['Temperatura orvalho m\\u00ednima']) / 2\", \"as\": \"temp_mid\"}]}]}, \"resolve\": {\"axis\": {\"y\": \"independent\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\"}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.FacetChart(...)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "orvalhoMinMax = alt.Chart(title=\"Comparação de ponto de orvalho de Altamira\").mark_area(opacity=.45).transform_filter(\n",
    "    \"(datum.Cidade == 'Capitão Poço' || datum.Cidade == 'Altamira')\"\n",
    ").encode(\n",
    "    alt.X(\"hours(Data):T\",title=\"Hora no dia\"),\n",
    "    alt.Y(\"average(Temperatura orvalho máxima):Q\",scale=alt.Scale(zero=False),title=\"Média dos pontos de orvalho °C\"),\n",
    "    alt.Y2(\"average(Temperatura orvalho mínima):Q\"),\n",
    "    alt.Color(\"Cidade:N\")\n",
    ")\n",
    "\n",
    "orvalhoMid = alt.Chart(title=\"Comparação de ponto de orvalho de Capitão Poço\").mark_line(opacity=.85).transform_filter(\n",
    "    \"(datum.Cidade == 'Capitão Poço' || datum.Cidade == 'Altamira')\"\n",
    ").transform_calculate(\n",
    "    temp_mid=\"(+datum['Temperatura orvalho máxima'] + +datum['Temperatura orvalho mínima']) / 2\"\n",
    ").encode(\n",
    "    alt.X(\"hours(Data):T\",title=\"Hora no dia\"),\n",
    "    alt.Y(\"average(temp_mid):Q\",scale=alt.Scale(zero=False)),\n",
    "    alt.Color(\"Cidade:N\")\n",
    ")\n",
    "\n",
    "alt.layer(orvalhoMinMax, orvalhoMid).facet(\n",
    "  data=url,\n",
    "  column='Cidade:N'\n",
    ").resolve_axis(y='independent')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alteramos também a função `layer`, tirando os dados de ambos os gráficos, e definimos somente na fusão, assim como o parâmetro `column`. Também mudamos o eixo para que cada gráfico tenho o seu."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Troque `resolve_axis(y='independent')` por `resolve_scale(y='independent')` e veja a direfença. Talvez não seja uma boa ideia trocar quando as escalas são tão próximas, mas em outros casos talvez ajude a análise._"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Concatenar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As funções que vimos até agora são visões múltiplas muito parecidas com _small multiples_, baseados no mesmo conjunto de dados. Usando concatenação podemos misturar gráficos com dados diferentes.\n",
    "\n",
    "O operador `hconcat` (atalho `|` ) concatena horizontalmente e o operador `vconcat` (atalho `&`) concatena verticalmente."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Vamos começar comparando rajada de vento de duas cidades durante o ano."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div id=\"altair-viz-f116b77bea4c46de90b338f8083cbb6a\"></div>\n",
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       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
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       "\n",
       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
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       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
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bulbo seco\": 26.43855421686747, \"Temperatura do ponto de orvalho\": null, \"Temperatura m\\u00e1xima\": 27.010843373493987, \"Temperatura m\\u00ednima\": 25.937349397590342, \"Temperatura orvalho m\\u00e1xima\": null, \"Temperatura orvalho m\\u00ednima\": null, \"Umidade Relativa m\\u00e1xima\": null, \"Umidade Relativa m\\u00ednima\": null, \"Umidade Relativa do Ar\": null, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 197.3373493975904, \"Rajada M\\u00e1xima de Vento\": 4.078313253012047, \"Velocidade Hor\\u00e1ria do Vento\": 1.6006024096385538}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2020-01-05 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.13749999999999998, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 986.14375, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 986.4145833333336, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 985.84375, \"Radia\\u00e7\\u00e3o Global\": 1255.816, \"Temperatura do ar - bulbo seco\": 25.693750000000005, \"Temperatura do ponto de orvalho\": null, \"Temperatura m\\u00e1xima\": 26.137500000000006, \"Temperatura m\\u00ednima\": 25.28333333333333, \"Temperatura orvalho m\\u00e1xima\": null, \"Temperatura orvalho m\\u00ednima\": null, \"Umidade Relativa m\\u00e1xima\": null, \"Umidade Relativa m\\u00ednima\": null, \"Umidade Relativa do Ar\": null, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 220.22916666666663, \"Rajada M\\u00e1xima de Vento\": 3.76875, \"Velocidade Hor\\u00e1ria do Vento\": 1.4895833333333337}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(df).mark_line(opacity=.85).transform_filter(\n",
    "    \"(datum.Cidade == 'Castanhal' || datum.Cidade == 'Altamira')\"\n",
    ").encode(\n",
    "    alt.X(\"month(Data):T\"),\n",
    "    alt.Y(\"average(Rajada Máxima de Vento):Q\"),\n",
    "    alt.Color(\"Cidade:N\")\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Além da rajada de vento, vamos ver também temperatura e a pressão atmosférica. Vamos criar um gráfico base e mudar somente a variável visual para cada gráfico, depois concatenar. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    function displayChart(vegaEmbed) {\n",
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       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
       "  })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"hconcat\": [{\"mark\": {\"type\": \"line\", \"opacity\": 0.85}, \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"Cidade\"}, \"x\": {\"type\": \"temporal\", \"field\": \"Data\", \"timeUnit\": \"month\"}, \"y\": {\"type\": \"quantitative\", \"aggregate\": \"average\", \"field\": \"Rajada M\\u00e1xima de Vento\", \"scale\": {\"zero\": false}}}, \"height\": 180, \"transform\": [{\"filter\": \"(datum.Cidade == 'Castanhal' || datum.Cidade == 'Altamira')\"}], \"width\": 240}, {\"mark\": {\"type\": \"line\", \"opacity\": 0.85}, \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"Cidade\"}, \"x\": {\"type\": \"temporal\", \"field\": \"Data\", \"timeUnit\": \"month\"}, \"y\": {\"type\": \"quantitative\", \"aggregate\": \"average\", \"field\": \"Temperatura do ar - bulbo seco\", \"scale\": {\"zero\": false}}}, \"height\": 180, \"transform\": [{\"filter\": \"(datum.Cidade == 'Castanhal' || datum.Cidade == 'Altamira')\"}], \"width\": 240}, {\"mark\": {\"type\": \"line\", \"opacity\": 0.85}, \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"Cidade\"}, \"x\": {\"type\": \"temporal\", \"field\": \"Data\", \"timeUnit\": \"month\"}, \"y\": {\"type\": \"quantitative\", \"aggregate\": \"average\", \"field\": \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\", \"scale\": {\"zero\": false}}}, \"height\": 180, \"transform\": [{\"filter\": \"(datum.Cidade == 'Castanhal' || datum.Cidade == 'Altamira')\"}], \"width\": 240}], \"data\": {\"name\": \"data-8feeeb81ffdc6b02029b846c7a6b2280\"}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.8.1.json\", \"datasets\": {\"data-8feeeb81ffdc6b02029b846c7a6b2280\": [{\"Cidade\": \"Altamira\", \"Data\": \"2019-01-06 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.2805555555555557, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 989.965277777778, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 990.2743055555558, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 989.6479166666666, \"Radia\\u00e7\\u00e3o Global\": 894.125641025641, \"Temperatura do ar - 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bulbo seco\": 30.614285714285717, \"Temperatura do ponto de orvalho\": 17.363095238095234, \"Temperatura m\\u00e1xima\": 31.439880952380943, \"Temperatura m\\u00ednima\": 29.78273809523808, \"Temperatura orvalho m\\u00e1xima\": 17.870833333333326, \"Temperatura orvalho m\\u00ednima\": 16.826190476190483, \"Umidade Relativa m\\u00e1xima\": 50.672619047619044, \"Umidade Relativa m\\u00ednima\": 44.797619047619044, \"Umidade Relativa do Ar\": 47.714285714285715, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 162.61309523809524, \"Rajada M\\u00e1xima de Vento\": 4.34642857142857, \"Velocidade Hor\\u00e1ria do Vento\": 1.6678571428571427}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-09-22 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.0, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 985.9309523809527, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 986.2190476190477, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 985.6309523809523, \"Radia\\u00e7\\u00e3o Global\": 1692.4977777777774, \"Temperatura do ar - bulbo seco\": 31.470833333333324, \"Temperatura do ponto de orvalho\": 19.097619047619048, \"Temperatura m\\u00e1xima\": 32.222023809523805, \"Temperatura m\\u00ednima\": 30.74107142857143, \"Temperatura orvalho m\\u00e1xima\": 19.489285714285707, \"Temperatura orvalho m\\u00ednima\": 18.713690476190465, \"Umidade Relativa m\\u00e1xima\": 52.25, \"Umidade Relativa m\\u00ednima\": 47.2202380952381, \"Umidade Relativa do Ar\": 49.69047619047619, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 185.52976190476193, \"Rajada M\\u00e1xima de Vento\": 4.732738095238092, \"Velocidade Hor\\u00e1ria do Vento\": 1.9619047619047616}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-09-29 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.3761904761904762, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 988.43869047619, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 988.780952380952, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 988.0946428571428, \"Radia\\u00e7\\u00e3o Global\": 1477.8483516483518, \"Temperatura do ar - bulbo seco\": 28.179761904761897, \"Temperatura do ponto de orvalho\": 20.665476190476188, \"Temperatura m\\u00e1xima\": 28.880952380952376, \"Temperatura m\\u00ednima\": 27.510119047619057, \"Temperatura orvalho m\\u00e1xima\": 21.3, \"Temperatura orvalho m\\u00ednima\": 20.093452380952392, \"Umidade Relativa m\\u00e1xima\": 70.57142857142857, \"Umidade Relativa m\\u00ednima\": 63.01190476190475, \"Umidade Relativa do Ar\": 66.76785714285714, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 206.90476190476193, \"Rajada M\\u00e1xima de Vento\": 4.592261904761902, \"Velocidade Hor\\u00e1ria do Vento\": 1.7142857142857142}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-10-06 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.6773809523809524, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 987.2898809523804, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 987.6267857142856, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 986.9619047619044, \"Radia\\u00e7\\u00e3o Global\": 1373.7472527472528, \"Temperatura do ar - bulbo seco\": 25.911309523809532, \"Temperatura do ponto de orvalho\": 21.769642857142852, \"Temperatura m\\u00e1xima\": 26.431547619047628, \"Temperatura m\\u00ednima\": 25.35833333333333, \"Temperatura orvalho m\\u00e1xima\": 22.273214285714282, \"Temperatura orvalho m\\u00ednima\": 21.345238095238102, \"Umidade Relativa m\\u00e1xima\": 83.26785714285714, \"Umidade Relativa m\\u00ednima\": 77.25595238095238, \"Umidade Relativa do Ar\": 80.08333333333333, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 225.23809523809524, \"Rajada M\\u00e1xima de Vento\": 3.8869047619047636, \"Velocidade Hor\\u00e1ria do Vento\": 1.5458333333333332}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-10-13 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.006024096385542169, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 986.7439759036143, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 987.0807228915667, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 986.4150602409641, \"Radia\\u00e7\\u00e3o Global\": 1513.1471910112355, \"Temperatura do ar - bulbo seco\": 26.890361445783128, \"Temperatura do ponto de orvalho\": 21.860843373493978, \"Temperatura m\\u00e1xima\": 27.520481927710858, \"Temperatura m\\u00ednima\": 26.31867469879517, \"Temperatura orvalho m\\u00e1xima\": 22.390361445783125, \"Temperatura orvalho m\\u00ednima\": 21.38915662650603, \"Umidade Relativa m\\u00e1xima\": 78.66265060240964, \"Umidade Relativa m\\u00ednima\": 72.0421686746988, \"Umidade Relativa do Ar\": 75.39156626506023, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 208.5180722891566, \"Rajada M\\u00e1xima de Vento\": 4.20903614457831, \"Velocidade Hor\\u00e1ria do Vento\": 1.6427710843373493}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-10-20 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.8634730538922155, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 987.5568862275447, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 987.8916167664673, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 987.2011976047908, \"Radia\\u00e7\\u00e3o Global\": 1461.5622222222225, \"Temperatura do ar - bulbo seco\": 25.825149700598804, \"Temperatura do ponto de orvalho\": 22.08023952095809, \"Temperatura m\\u00e1xima\": 26.42395209580837, \"Temperatura m\\u00ednima\": 25.23532934131737, \"Temperatura orvalho m\\u00e1xima\": 22.582035928143714, \"Temperatura orvalho m\\u00ednima\": 21.601796407185628, \"Umidade Relativa m\\u00e1xima\": 84.74850299401197, \"Umidade Relativa m\\u00ednima\": 78.1377245508982, \"Umidade Relativa do Ar\": 81.40119760479044, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 217.3832335329341, \"Rajada M\\u00e1xima de Vento\": 4.092814371257484, \"Velocidade Hor\\u00e1ria do Vento\": 1.5047904191616768}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-10-27 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.09999999999999998, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 987.0071428571428, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 987.3398809523807, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 986.664285714286, \"Radia\\u00e7\\u00e3o Global\": 1655.461538461539, \"Temperatura do ar - bulbo seco\": 27.3392857142857, \"Temperatura do ponto de orvalho\": 22.491071428571423, \"Temperatura m\\u00e1xima\": 27.95, \"Temperatura m\\u00ednima\": 26.79047619047618, \"Temperatura orvalho m\\u00e1xima\": 23.126785714285717, \"Temperatura orvalho m\\u00ednima\": 21.97142857142858, \"Umidade Relativa m\\u00e1xima\": 80.10119047619048, \"Umidade Relativa m\\u00ednima\": 73.10119047619048, \"Umidade Relativa do Ar\": 76.51785714285714, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 211.672619047619, \"Rajada M\\u00e1xima de Vento\": 3.920238095238095, \"Velocidade Hor\\u00e1ria do Vento\": 1.4791666666666656}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-11-03 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.08571428571428573, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 986.3654761904763, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 986.6738095238096, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 986.0523809523804, \"Radia\\u00e7\\u00e3o Global\": 1322.1842105263158, \"Temperatura do ar - bulbo seco\": 27.092261904761905, \"Temperatura do ponto de orvalho\": 22.537500000000005, \"Temperatura m\\u00e1xima\": 27.751785714285713, \"Temperatura m\\u00ednima\": 26.48392857142857, \"Temperatura orvalho m\\u00e1xima\": 23.167857142857148, \"Temperatura orvalho m\\u00ednima\": 21.96607142857143, \"Umidade Relativa m\\u00e1xima\": 81.625, \"Umidade Relativa m\\u00ednima\": 74.10714285714286, \"Umidade Relativa do Ar\": 77.76190476190476, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 179.91666666666663, \"Rajada M\\u00e1xima de Vento\": 3.4732142857142856, \"Velocidade Hor\\u00e1ria do Vento\": 1.2910714285714286}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-11-10 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.04523809523809525, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 986.0732142857142, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 986.4, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 985.7380952380948, \"Radia\\u00e7\\u00e3o Global\": 1365.1276595744675, \"Temperatura do ar - bulbo seco\": 26.532738095238106, \"Temperatura do ponto de orvalho\": 22.071428571428584, \"Temperatura m\\u00e1xima\": 27.14880952380952, \"Temperatura m\\u00ednima\": 25.973214285714306, \"Temperatura orvalho m\\u00e1xima\": 22.54583333333333, \"Temperatura orvalho m\\u00ednima\": 21.605357142857127, \"Umidade Relativa m\\u00e1xima\": 81.06547619047619, \"Umidade Relativa m\\u00ednima\": 74.89285714285714, \"Umidade Relativa do Ar\": 78.07738095238095, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 191.91666666666663, \"Rajada M\\u00e1xima de Vento\": 3.99345238095238, \"Velocidade Hor\\u00e1ria do Vento\": 1.6392857142857151}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-11-17 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.4857142857142859, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 985.269047619048, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 985.588095238096, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 984.9416666666672, \"Radia\\u00e7\\u00e3o Global\": 1124.4875000000004, \"Temperatura do ar - bulbo seco\": 26.21190476190477, \"Temperatura do ponto de orvalho\": 22.807142857142857, \"Temperatura m\\u00e1xima\": 26.83154761904761, \"Temperatura m\\u00ednima\": 25.666071428571442, \"Temperatura orvalho m\\u00e1xima\": 23.35476190476192, \"Temperatura orvalho m\\u00ednima\": 22.31785714285713, \"Umidade Relativa m\\u00e1xima\": 86.1011904761905, \"Umidade Relativa m\\u00ednima\": 79.55952380952381, \"Umidade Relativa do Ar\": 82.96428571428571, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 191.14285714285717, \"Rajada M\\u00e1xima de Vento\": 3.4208333333333334, \"Velocidade Hor\\u00e1ria do Vento\": 1.2791666666666668}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-11-24 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.16904761904761906, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 987.0999999999997, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 987.4339285714276, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 986.7767857142853, \"Radia\\u00e7\\u00e3o Global\": 1296.7372340425532, \"Temperatura do ar - bulbo seco\": 25.829761904761924, \"Temperatura do ponto de orvalho\": 22.18, \"Temperatura m\\u00e1xima\": 26.30416666666665, \"Temperatura m\\u00ednima\": 25.390476190476186, \"Temperatura orvalho m\\u00e1xima\": 22.665591397849454, \"Temperatura orvalho m\\u00ednima\": 21.75698924731184, \"Umidade Relativa m\\u00e1xima\": 86.98958333333331, \"Umidade Relativa m\\u00ednima\": 81.15625, \"Umidade Relativa do Ar\": 83.44, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 181.375, \"Rajada M\\u00e1xima de Vento\": 3.4142857142857124, \"Velocidade Hor\\u00e1ria do Vento\": 1.351785714285714}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-12-01 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.16428571428571428, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 986.2559523809523, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 986.5619047619048, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 985.9327380952377, \"Radia\\u00e7\\u00e3o Global\": 1435.9340206185568, \"Temperatura do ar - bulbo seco\": 27.117261904761897, \"Temperatura do ponto de orvalho\": null, \"Temperatura m\\u00e1xima\": 27.71190476190477, \"Temperatura m\\u00ednima\": 26.58750000000001, \"Temperatura orvalho m\\u00e1xima\": null, \"Temperatura orvalho m\\u00ednima\": null, \"Umidade Relativa m\\u00e1xima\": null, \"Umidade Relativa m\\u00ednima\": null, \"Umidade Relativa do Ar\": null, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 168.98214285714286, \"Rajada M\\u00e1xima de Vento\": 3.3309523809523824, \"Velocidade Hor\\u00e1ria do Vento\": 1.2654761904761902}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-12-08 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.0488095238095238, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 986.8839285714278, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 987.1660714285707, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 986.6095238095234, \"Radia\\u00e7\\u00e3o Global\": 1420.2958762886599, \"Temperatura do ar - bulbo seco\": 27.35476190476192, \"Temperatura do ponto de orvalho\": null, \"Temperatura m\\u00e1xima\": 27.947023809523827, \"Temperatura m\\u00ednima\": 26.808333333333348, \"Temperatura orvalho m\\u00e1xima\": null, \"Temperatura orvalho m\\u00ednima\": null, \"Umidade Relativa m\\u00e1xima\": null, \"Umidade Relativa m\\u00ednima\": null, \"Umidade Relativa do Ar\": null, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 198.14285714285717, \"Rajada M\\u00e1xima de Vento\": 3.700595238095237, \"Velocidade Hor\\u00e1ria do Vento\": 1.5565476190476186}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-12-15 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.12261904761904766, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 986.3375000000003, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 986.6589285714286, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 986.0148809523816, \"Radia\\u00e7\\u00e3o Global\": 1228.5072164948454, \"Temperatura do ar - bulbo seco\": 26.230952380952395, \"Temperatura do ponto de orvalho\": null, \"Temperatura m\\u00e1xima\": 26.851190476190485, \"Temperatura m\\u00ednima\": 25.625, \"Temperatura orvalho m\\u00e1xima\": null, \"Temperatura orvalho m\\u00ednima\": null, \"Umidade Relativa m\\u00e1xima\": null, \"Umidade Relativa m\\u00ednima\": null, \"Umidade Relativa do Ar\": null, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 172.14285714285714, \"Rajada M\\u00e1xima de Vento\": 3.4749999999999988, \"Velocidade Hor\\u00e1ria do Vento\": 1.2922619047619044}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-12-22 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.4904761904761905, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 986.1232142857148, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 986.457738095238, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 985.7845238095243, \"Radia\\u00e7\\u00e3o Global\": 1424.976344086022, \"Temperatura do ar - bulbo seco\": 26.655357142857127, \"Temperatura do ponto de orvalho\": null, \"Temperatura m\\u00e1xima\": 27.3625, \"Temperatura m\\u00ednima\": 26.023809523809515, \"Temperatura orvalho m\\u00e1xima\": null, \"Temperatura orvalho m\\u00ednima\": null, \"Umidade Relativa m\\u00e1xima\": null, \"Umidade Relativa m\\u00ednima\": null, \"Umidade Relativa do Ar\": null, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 173.45833333333337, \"Rajada M\\u00e1xima de Vento\": 3.843452380952381, \"Velocidade Hor\\u00e1ria do Vento\": 1.4380952380952374}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-12-29 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.3072289156626507, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 986.4433734939754, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 986.7542168674696, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 986.112048192771, \"Radia\\u00e7\\u00e3o Global\": 1360.3428571428572, \"Temperatura do ar - bulbo seco\": 26.43855421686747, \"Temperatura do ponto de orvalho\": null, \"Temperatura m\\u00e1xima\": 27.010843373493987, \"Temperatura m\\u00ednima\": 25.937349397590342, \"Temperatura orvalho m\\u00e1xima\": null, \"Temperatura orvalho m\\u00ednima\": null, \"Umidade Relativa m\\u00e1xima\": null, \"Umidade Relativa m\\u00ednima\": null, \"Umidade Relativa do Ar\": null, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 197.3373493975904, \"Rajada M\\u00e1xima de Vento\": 4.078313253012047, \"Velocidade Hor\\u00e1ria do Vento\": 1.6006024096385538}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2020-01-05 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.13749999999999998, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 986.14375, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 986.4145833333336, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 985.84375, \"Radia\\u00e7\\u00e3o Global\": 1255.816, \"Temperatura do ar - bulbo seco\": 25.693750000000005, \"Temperatura do ponto de orvalho\": null, \"Temperatura m\\u00e1xima\": 26.137500000000006, \"Temperatura m\\u00ednima\": 25.28333333333333, \"Temperatura orvalho m\\u00e1xima\": null, \"Temperatura orvalho m\\u00ednima\": null, \"Umidade Relativa m\\u00e1xima\": null, \"Umidade Relativa m\\u00ednima\": null, \"Umidade Relativa do Ar\": null, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 220.22916666666663, \"Rajada M\\u00e1xima de Vento\": 3.76875, \"Velocidade Hor\\u00e1ria do Vento\": 1.4895833333333337}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.HConcatChart(...)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "base = alt.Chart(df).mark_line(opacity=.85).transform_filter(\n",
    "    \"(datum.Cidade == 'Castanhal' || datum.Cidade == 'Altamira')\"\n",
    ").encode(\n",
    "    alt.X(\"month(Data):T\"), # sem encode do Y\n",
    "    alt.Color(\"Cidade:N\")\n",
    ").properties(width=240, height=180)\n",
    "\n",
    "vento = base.encode(alt.Y(\"average(Rajada Máxima de Vento):Q\", scale=alt.Scale(zero=False)))\n",
    "temp = base.encode(alt.Y(\"average(Temperatura do ar - bulbo seco):Q\", scale=alt.Scale(zero=False)))\n",
    "press = base.encode(alt.Y(\"average(Pressão Atmosférica ao nível da estação):Q\", scale=alt.Scale(zero=False)))\n",
    "\n",
    "vento | temp | press"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Podemos até combinar os operadores."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
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       "</script>"
      ],
      "text/plain": [
       "alt.VConcatChart(...)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(vento | temp) & press.properties(width=540)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Repetição"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "No caso de pequenas mudanças nos gráficos, podemos usar a repetição. A repetição permite usar uma especificação _template_ e preenche com os campos que escolhermos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
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       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
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       "</script>"
      ],
      "text/plain": [
       "alt.RepeatChart(...)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alt.Chart(df).mark_line().transform_filter(\n",
    "    \"(datum.Cidade == 'Castanhal' || datum.Cidade == 'Altamira')\"\n",
    ").encode(\n",
    "    alt.X(\"month(Data):T\"),\n",
    "    alt.Y(alt.repeat(\"column\"), aggregate='average', type='quantitative', scale=alt.Scale(zero=False)),\n",
    "    alt.Color(\"Cidade:N\")\n",
    ").properties(\n",
    "    width=240, \n",
    "    height=180\n",
    ").repeat(\n",
    "    column=[\"Rajada Máxima de Vento\", \"Velocidade Horária do Vento\", \"Temperatura do ponto de orvalho\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Com essa estrutura podemos criar uma matriz de scatterplot. Vamos usar alguns atributos do conjunto de dados."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "colunas = [\"Precipitação\", \"Temperatura mínima\", \"Umidade Relativa do Ar\"]\n",
    "linhas = colunas[::-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    if(typeof define === \"function\" && define.amd) {\n",
       "      requirejs.config({paths});\n",
       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
       "    } else if (typeof vegaEmbed === \"function\") {\n",
       "      displayChart(vegaEmbed);\n",
       "    } else {\n",
       "      loadScript(\"vega\")\n",
       "        .then(() => loadScript(\"vega-lite\"))\n",
       "        .then(() => loadScript(\"vega-embed\"))\n",
       "        .catch(showError)\n",
       "        .then(() => displayChart(vegaEmbed));\n",
       "    }\n",
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bulbo seco\": 28.179761904761897, \"Temperatura do ponto de orvalho\": 20.665476190476188, \"Temperatura m\\u00e1xima\": 28.880952380952376, \"Temperatura m\\u00ednima\": 27.510119047619057, \"Temperatura orvalho m\\u00e1xima\": 21.3, \"Temperatura orvalho m\\u00ednima\": 20.093452380952392, \"Umidade Relativa m\\u00e1xima\": 70.57142857142857, \"Umidade Relativa m\\u00ednima\": 63.01190476190475, \"Umidade Relativa do Ar\": 66.76785714285714, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 206.90476190476193, \"Rajada M\\u00e1xima de Vento\": 4.592261904761902, \"Velocidade Hor\\u00e1ria do Vento\": 1.7142857142857142}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-10-06 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.6773809523809524, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 987.2898809523804, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 987.6267857142856, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 986.9619047619044, \"Radia\\u00e7\\u00e3o Global\": 1373.7472527472528, \"Temperatura do ar - bulbo seco\": 25.911309523809532, \"Temperatura do ponto de orvalho\": 21.769642857142852, \"Temperatura m\\u00e1xima\": 26.431547619047628, \"Temperatura m\\u00ednima\": 25.35833333333333, \"Temperatura orvalho m\\u00e1xima\": 22.273214285714282, \"Temperatura orvalho m\\u00ednima\": 21.345238095238102, \"Umidade Relativa m\\u00e1xima\": 83.26785714285714, \"Umidade Relativa m\\u00ednima\": 77.25595238095238, \"Umidade Relativa do Ar\": 80.08333333333333, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 225.23809523809524, \"Rajada M\\u00e1xima de Vento\": 3.8869047619047636, \"Velocidade Hor\\u00e1ria do Vento\": 1.5458333333333332}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-10-13 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.006024096385542169, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 986.7439759036143, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 987.0807228915667, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 986.4150602409641, \"Radia\\u00e7\\u00e3o Global\": 1513.1471910112355, \"Temperatura do ar - bulbo seco\": 26.890361445783128, \"Temperatura do ponto de orvalho\": 21.860843373493978, \"Temperatura m\\u00e1xima\": 27.520481927710858, \"Temperatura m\\u00ednima\": 26.31867469879517, \"Temperatura orvalho m\\u00e1xima\": 22.390361445783125, \"Temperatura orvalho m\\u00ednima\": 21.38915662650603, \"Umidade Relativa m\\u00e1xima\": 78.66265060240964, \"Umidade Relativa m\\u00ednima\": 72.0421686746988, \"Umidade Relativa do Ar\": 75.39156626506023, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 208.5180722891566, \"Rajada M\\u00e1xima de Vento\": 4.20903614457831, \"Velocidade Hor\\u00e1ria do Vento\": 1.6427710843373493}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-10-20 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.8634730538922155, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 987.5568862275447, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 987.8916167664673, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 987.2011976047908, \"Radia\\u00e7\\u00e3o Global\": 1461.5622222222225, \"Temperatura do ar - bulbo seco\": 25.825149700598804, \"Temperatura do ponto de orvalho\": 22.08023952095809, \"Temperatura m\\u00e1xima\": 26.42395209580837, \"Temperatura m\\u00ednima\": 25.23532934131737, \"Temperatura orvalho m\\u00e1xima\": 22.582035928143714, \"Temperatura orvalho m\\u00ednima\": 21.601796407185628, \"Umidade Relativa m\\u00e1xima\": 84.74850299401197, \"Umidade Relativa m\\u00ednima\": 78.1377245508982, \"Umidade Relativa do Ar\": 81.40119760479044, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 217.3832335329341, \"Rajada M\\u00e1xima de Vento\": 4.092814371257484, \"Velocidade Hor\\u00e1ria do Vento\": 1.5047904191616768}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-10-27 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.09999999999999998, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 987.0071428571428, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 987.3398809523807, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 986.664285714286, \"Radia\\u00e7\\u00e3o Global\": 1655.461538461539, \"Temperatura do ar - bulbo seco\": 27.3392857142857, \"Temperatura do ponto de orvalho\": 22.491071428571423, \"Temperatura m\\u00e1xima\": 27.95, \"Temperatura m\\u00ednima\": 26.79047619047618, \"Temperatura orvalho m\\u00e1xima\": 23.126785714285717, \"Temperatura orvalho m\\u00ednima\": 21.97142857142858, \"Umidade Relativa m\\u00e1xima\": 80.10119047619048, \"Umidade Relativa m\\u00ednima\": 73.10119047619048, \"Umidade Relativa do Ar\": 76.51785714285714, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 211.672619047619, \"Rajada M\\u00e1xima de Vento\": 3.920238095238095, \"Velocidade Hor\\u00e1ria do Vento\": 1.4791666666666656}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-11-03 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.08571428571428573, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 986.3654761904763, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 986.6738095238096, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 986.0523809523804, \"Radia\\u00e7\\u00e3o Global\": 1322.1842105263158, \"Temperatura do ar - bulbo seco\": 27.092261904761905, \"Temperatura do ponto de orvalho\": 22.537500000000005, \"Temperatura m\\u00e1xima\": 27.751785714285713, \"Temperatura m\\u00ednima\": 26.48392857142857, \"Temperatura orvalho m\\u00e1xima\": 23.167857142857148, \"Temperatura orvalho m\\u00ednima\": 21.96607142857143, \"Umidade Relativa m\\u00e1xima\": 81.625, \"Umidade Relativa m\\u00ednima\": 74.10714285714286, \"Umidade Relativa do Ar\": 77.76190476190476, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 179.91666666666663, \"Rajada M\\u00e1xima de Vento\": 3.4732142857142856, \"Velocidade Hor\\u00e1ria do Vento\": 1.2910714285714286}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-11-10 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.04523809523809525, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 986.0732142857142, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 986.4, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 985.7380952380948, \"Radia\\u00e7\\u00e3o Global\": 1365.1276595744675, \"Temperatura do ar - bulbo seco\": 26.532738095238106, \"Temperatura do ponto de orvalho\": 22.071428571428584, \"Temperatura m\\u00e1xima\": 27.14880952380952, \"Temperatura m\\u00ednima\": 25.973214285714306, \"Temperatura orvalho m\\u00e1xima\": 22.54583333333333, \"Temperatura orvalho m\\u00ednima\": 21.605357142857127, \"Umidade Relativa m\\u00e1xima\": 81.06547619047619, \"Umidade Relativa m\\u00ednima\": 74.89285714285714, \"Umidade Relativa do Ar\": 78.07738095238095, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 191.91666666666663, \"Rajada M\\u00e1xima de Vento\": 3.99345238095238, \"Velocidade Hor\\u00e1ria do Vento\": 1.6392857142857151}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-11-17 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.4857142857142859, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 985.269047619048, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 985.588095238096, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 984.9416666666672, \"Radia\\u00e7\\u00e3o Global\": 1124.4875000000004, \"Temperatura do ar - bulbo seco\": 26.21190476190477, \"Temperatura do ponto de orvalho\": 22.807142857142857, \"Temperatura m\\u00e1xima\": 26.83154761904761, \"Temperatura m\\u00ednima\": 25.666071428571442, \"Temperatura orvalho m\\u00e1xima\": 23.35476190476192, \"Temperatura orvalho m\\u00ednima\": 22.31785714285713, \"Umidade Relativa m\\u00e1xima\": 86.1011904761905, \"Umidade Relativa m\\u00ednima\": 79.55952380952381, \"Umidade Relativa do Ar\": 82.96428571428571, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 191.14285714285717, \"Rajada M\\u00e1xima de Vento\": 3.4208333333333334, \"Velocidade Hor\\u00e1ria do Vento\": 1.2791666666666668}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-11-24 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.16904761904761906, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 987.0999999999997, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 987.4339285714276, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 986.7767857142853, \"Radia\\u00e7\\u00e3o Global\": 1296.7372340425532, \"Temperatura do ar - bulbo seco\": 25.829761904761924, \"Temperatura do ponto de orvalho\": 22.18, \"Temperatura m\\u00e1xima\": 26.30416666666665, \"Temperatura m\\u00ednima\": 25.390476190476186, \"Temperatura orvalho m\\u00e1xima\": 22.665591397849454, \"Temperatura orvalho m\\u00ednima\": 21.75698924731184, \"Umidade Relativa m\\u00e1xima\": 86.98958333333331, \"Umidade Relativa m\\u00ednima\": 81.15625, \"Umidade Relativa do Ar\": 83.44, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 181.375, \"Rajada M\\u00e1xima de Vento\": 3.4142857142857124, \"Velocidade Hor\\u00e1ria do Vento\": 1.351785714285714}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-12-01 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.16428571428571428, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 986.2559523809523, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 986.5619047619048, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 985.9327380952377, \"Radia\\u00e7\\u00e3o Global\": 1435.9340206185568, \"Temperatura do ar - bulbo seco\": 27.117261904761897, \"Temperatura do ponto de orvalho\": null, \"Temperatura m\\u00e1xima\": 27.71190476190477, \"Temperatura m\\u00ednima\": 26.58750000000001, \"Temperatura orvalho m\\u00e1xima\": null, \"Temperatura orvalho m\\u00ednima\": null, \"Umidade Relativa m\\u00e1xima\": null, \"Umidade Relativa m\\u00ednima\": null, \"Umidade Relativa do Ar\": null, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 168.98214285714286, \"Rajada M\\u00e1xima de Vento\": 3.3309523809523824, \"Velocidade Hor\\u00e1ria do Vento\": 1.2654761904761902}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-12-08 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.0488095238095238, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 986.8839285714278, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 987.1660714285707, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 986.6095238095234, \"Radia\\u00e7\\u00e3o Global\": 1420.2958762886599, \"Temperatura do ar - bulbo seco\": 27.35476190476192, \"Temperatura do ponto de orvalho\": null, \"Temperatura m\\u00e1xima\": 27.947023809523827, \"Temperatura m\\u00ednima\": 26.808333333333348, \"Temperatura orvalho m\\u00e1xima\": null, \"Temperatura orvalho m\\u00ednima\": null, \"Umidade Relativa m\\u00e1xima\": null, \"Umidade Relativa m\\u00ednima\": null, \"Umidade Relativa do Ar\": null, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 198.14285714285717, \"Rajada M\\u00e1xima de Vento\": 3.700595238095237, \"Velocidade Hor\\u00e1ria do Vento\": 1.5565476190476186}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-12-15 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.12261904761904766, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 986.3375000000003, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 986.6589285714286, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 986.0148809523816, \"Radia\\u00e7\\u00e3o Global\": 1228.5072164948454, \"Temperatura do ar - bulbo seco\": 26.230952380952395, \"Temperatura do ponto de orvalho\": null, \"Temperatura m\\u00e1xima\": 26.851190476190485, \"Temperatura m\\u00ednima\": 25.625, \"Temperatura orvalho m\\u00e1xima\": null, \"Temperatura orvalho m\\u00ednima\": null, \"Umidade Relativa m\\u00e1xima\": null, \"Umidade Relativa m\\u00ednima\": null, \"Umidade Relativa do Ar\": null, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 172.14285714285714, \"Rajada M\\u00e1xima de Vento\": 3.4749999999999988, \"Velocidade Hor\\u00e1ria do Vento\": 1.2922619047619044}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-12-22 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.4904761904761905, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 986.1232142857148, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 986.457738095238, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 985.7845238095243, \"Radia\\u00e7\\u00e3o Global\": 1424.976344086022, \"Temperatura do ar - bulbo seco\": 26.655357142857127, \"Temperatura do ponto de orvalho\": null, \"Temperatura m\\u00e1xima\": 27.3625, \"Temperatura m\\u00ednima\": 26.023809523809515, \"Temperatura orvalho m\\u00e1xima\": null, \"Temperatura orvalho m\\u00ednima\": null, \"Umidade Relativa m\\u00e1xima\": null, \"Umidade Relativa m\\u00ednima\": null, \"Umidade Relativa do Ar\": null, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 173.45833333333337, \"Rajada M\\u00e1xima de Vento\": 3.843452380952381, \"Velocidade Hor\\u00e1ria do Vento\": 1.4380952380952374}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2019-12-29 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.3072289156626507, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 986.4433734939754, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 986.7542168674696, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 986.112048192771, \"Radia\\u00e7\\u00e3o Global\": 1360.3428571428572, \"Temperatura do ar - bulbo seco\": 26.43855421686747, \"Temperatura do ponto de orvalho\": null, \"Temperatura m\\u00e1xima\": 27.010843373493987, \"Temperatura m\\u00ednima\": 25.937349397590342, \"Temperatura orvalho m\\u00e1xima\": null, \"Temperatura orvalho m\\u00ednima\": null, \"Umidade Relativa m\\u00e1xima\": null, \"Umidade Relativa m\\u00ednima\": null, \"Umidade Relativa do Ar\": null, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 197.3373493975904, \"Rajada M\\u00e1xima de Vento\": 4.078313253012047, \"Velocidade Hor\\u00e1ria do Vento\": 1.6006024096385538}, {\"Cidade\": \"Reden\\u00e7\\u00e3o\", \"Data\": \"2020-01-05 00:00:00+00:00\", \"Precipita\\u00e7\\u00e3o\": 0.13749999999999998, \"Press\\u00e3o Atmosf\\u00e9rica ao n\\u00edvel da esta\\u00e7\\u00e3o\": 986.14375, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00e1xima\": 986.4145833333336, \"Press\\u00e3o Atmosf\\u00e9rica m\\u00ednima\": 985.84375, \"Radia\\u00e7\\u00e3o Global\": 1255.816, \"Temperatura do ar - bulbo seco\": 25.693750000000005, \"Temperatura do ponto de orvalho\": null, \"Temperatura m\\u00e1xima\": 26.137500000000006, \"Temperatura m\\u00ednima\": 25.28333333333333, \"Temperatura orvalho m\\u00e1xima\": null, \"Temperatura orvalho m\\u00ednima\": null, \"Umidade Relativa m\\u00e1xima\": null, \"Umidade Relativa m\\u00ednima\": null, \"Umidade Relativa do Ar\": null, \"Dire\\u00e7\\u00e3o Hor\\u00e1ria do Vento\": 220.22916666666663, \"Rajada M\\u00e1xima de Vento\": 3.76875, \"Velocidade Hor\\u00e1ria do Vento\": 1.4895833333333337}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.RepeatChart(...)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "splom = alt.Chart(df).mark_circle().encode(\n",
    "    alt.X(alt.repeat(\"column\"), type='quantitative', scale=alt.Scale(zero=False)),\n",
    "    alt.Y(alt.repeat(\"row\"), type='quantitative', scale=alt.Scale(zero=False)),\n",
    "    tooltip=[alt.Tooltip(\"day(Data)\"), alt.Tooltip(\"Cidade\")]\n",
    ").properties(\n",
    "    width=120,\n",
    "    height=120\n",
    ").repeat(\n",
    "    column=colunas,\n",
    "    row=linhas\n",
    ")\n",
    "\n",
    "splom"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Por fim, podemos agregar tudo que fizemos até aqui em um dashboard. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</script>"
      ],
      "text/plain": [
       "alt.VConcatChart(...)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "barras = alt.Chart().mark_bar().encode(\n",
    "    alt.X(alt.repeat(\"row\"), type='quantitative', bin=True, title=\"Histograma com média\"),\n",
    "    alt.Y(\"count()\",title=None)\n",
    ")\n",
    "\n",
    "regua = alt.Chart().mark_rule(color=\"firebrick\").encode(\n",
    "    alt.X(alt.repeat(\"row\"), aggregate='average', type='quantitative')\n",
    ")\n",
    "\n",
    "hist = alt.layer(barras, regua, data=df).properties(\n",
    "    width=120,\n",
    "    height=120\n",
    ").repeat(\n",
    "    row=linhas\n",
    ")\n",
    "\n",
    "tempo = alt.Chart(df).mark_line().encode(\n",
    "    alt.X(\"month(Data):T\"),\n",
    "    alt.Y(alt.repeat(\"column\"), aggregate='average', type='quantitative',scale=alt.Scale(zero=False))\n",
    ").properties(\n",
    "    width=130,\n",
    "    height=120\n",
    ").repeat(\n",
    "    column=colunas\n",
    ")\n",
    "\n",
    "(splom | hist) & tempo"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<p align=\"justify\" style=\"text-align: justify;\">Agora temos meios de ver várias dimensões dos dados sem carregar as váriaveis visuais, recuperando e mostrando os valores para uma análise visual. Ainda sim, falta um aspecto interativo nos nossos gráficos, e veremos no próximo notebook.</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercícios"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "1. Crie um _small multiples_ com a temperatura máxima pela hora, com a faceta sendo as cidades.\n",
    "\n",
    "1. Crie um _small multiples_ com precipitação de cada cidade, facetando o mês.\n",
    "\n",
    "1. Crie um gráfico de linhas que também tenha pontos.\n",
    "\n",
    "1. Crie um gráfico de barras horizontais com o texto ao lado das barras.\n",
    "\n",
    "1. Crie dois heatmaps lado a lado, um para dia da semana e outro para o mês. Devem mapear a média de um atributo númerico por cidade e o mês.\n",
    "\n",
    "1. Crie um scatterplot e em cima e do lado direito ficam os histogramas alinhados das dimensões selecionadas.\n",
    "\n",
    "1. Crie um dashboard com 4 tipos de gráficos diferentes.\n",
    "\n",
    "1. Crie um scatterplot de duas camadas, com os pontos na frente e um histograma em forma de heatmap atrás. Ajuste os atributos, as cores e a opacidade de acordo.\n",
    "\n",
    "1. Use o scatterplot do exercício anterior e amplie para usar em cada cidade.\n",
    "\n",
    "1. Escolha um atributo númerico e apresenta os valores da média pelo mês em um gráfico de linha. Sobreponha esse gráfico com os pontos de cada medição.\n",
    "\n",
    "1. Crie um gráfico lollipop ([exemplo](https://datavizproject.com/wp-content/uploads/2017/09/DVP_101_200-64.png)) .\n",
    "\n",
    "1. Crie um gráfico de horizonte (_horizon chart_ - [exemplo](https://camo.githubusercontent.com/c0437ff0743c97b3d933be35fecd4737284f5a8c/68747470733a2f2f76617374757269616e6f2e6769746875622e696f2f686f72697a6f6e2d74696d657365726965732d63686172742f6578616d706c652f62617369632f73637265656e73686f742e706e67)).\n",
    "\n",
    "1. Crie um gráfico de pirâmide ([exemplo](https://upload.wikimedia.org/wikipedia/commons/a/a7/Population_pyramid_of_South_Korea_2015.png)) com os histogramas de um atributo comparando duas cidades."
   ]
  }
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