ggplot_python.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from plotnine import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "fifa = pd.read_csv(\"dados/fifa_sample_wsR.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>sofifa_id</th>\n",
       "      <th>short_name</th>\n",
       "      <th>long_name</th>\n",
       "      <th>age</th>\n",
       "      <th>height_cm</th>\n",
       "      <th>weight_kg</th>\n",
       "      <th>nationality</th>\n",
       "      <th>club</th>\n",
       "      <th>wage_eur</th>\n",
       "      <th>player_positions</th>\n",
       "      <th>preferred_foot</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1813</td>\n",
       "      <td>224599</td>\n",
       "      <td>Yan Junling</td>\n",
       "      <td>颜骏凌</td>\n",
       "      <td>28</td>\n",
       "      <td>191</td>\n",
       "      <td>83</td>\n",
       "      <td>China PR</td>\n",
       "      <td>Shanghai SIPG FC</td>\n",
       "      <td>13000</td>\n",
       "      <td>GK</td>\n",
       "      <td>Right</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12287</td>\n",
       "      <td>243530</td>\n",
       "      <td>Mujaid</td>\n",
       "      <td>Mujaid Sadick Aliu</td>\n",
       "      <td>19</td>\n",
       "      <td>180</td>\n",
       "      <td>75</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Deportivo de La Coruña</td>\n",
       "      <td>1000</td>\n",
       "      <td>CB, RB</td>\n",
       "      <td>Right</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4257</td>\n",
       "      <td>202676</td>\n",
       "      <td>A. Taggart</td>\n",
       "      <td>Adam Taggart</td>\n",
       "      <td>26</td>\n",
       "      <td>183</td>\n",
       "      <td>70</td>\n",
       "      <td>Australia</td>\n",
       "      <td>Suwon Samsung Bluewings</td>\n",
       "      <td>6000</td>\n",
       "      <td>ST, CF</td>\n",
       "      <td>Right</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8794</td>\n",
       "      <td>241187</td>\n",
       "      <td>L. Geertruida</td>\n",
       "      <td>Lutsharel Geertruida</td>\n",
       "      <td>18</td>\n",
       "      <td>180</td>\n",
       "      <td>75</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>Feyenoord</td>\n",
       "      <td>1000</td>\n",
       "      <td>CB, CDM, RB</td>\n",
       "      <td>Right</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3851</td>\n",
       "      <td>193254</td>\n",
       "      <td>C. Trimmel</td>\n",
       "      <td>Christopher Trimmel</td>\n",
       "      <td>32</td>\n",
       "      <td>189</td>\n",
       "      <td>82</td>\n",
       "      <td>Austria</td>\n",
       "      <td>1. FC Union Berlin</td>\n",
       "      <td>24000</td>\n",
       "      <td>RB</td>\n",
       "      <td>Right</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  sofifa_id     short_name             long_name  age  height_cm  \\\n",
       "0        1813     224599    Yan Junling                   颜骏凌   28        191   \n",
       "1       12287     243530         Mujaid    Mujaid Sadick Aliu   19        180   \n",
       "2        4257     202676     A. Taggart          Adam Taggart   26        183   \n",
       "3        8794     241187  L. Geertruida  Lutsharel Geertruida   18        180   \n",
       "4        3851     193254     C. Trimmel   Christopher Trimmel   32        189   \n",
       "\n",
       "   weight_kg  nationality                     club  wage_eur player_positions  \\\n",
       "0         83     China PR         Shanghai SIPG FC     13000               GK   \n",
       "1         75        Spain   Deportivo de La Coruña      1000           CB, RB   \n",
       "2         70    Australia  Suwon Samsung Bluewings      6000           ST, CF   \n",
       "3         75  Netherlands                Feyenoord      1000      CB, CDM, RB   \n",
       "4         82      Austria       1. FC Union Berlin     24000               RB   \n",
       "\n",
       "  preferred_foot  \n",
       "0          Right  \n",
       "1          Right  \n",
       "2          Right  \n",
       "3          Right  \n",
       "4          Right  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fifa.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gráficos de uma variável"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Histogramas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (151330752823)>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(fifa)+aes(\"height_cm\")+geom_histogram(bins=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ajustando detalhes do histograma"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A componente que muda a cor dos histogramas se chama \"fill\" e o contorno de \"color\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (151330645230)>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(fifa)+aes(\"height_cm\")+geom_histogram(bins=15, fill=\"#00AFBB\",color=\"black\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## O fundo de qualquer gráfico pode ser alterado através do \"theme\"\n",
    "#### [Themes](https://ggplot2.tidyverse.org/reference/ggtheme.html)\n",
    "- theme_classic()\n",
    "- theme_light()\n",
    "- theme_bw()\n",
    "- theme_test()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (151339286408)>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(ggplot(fifa)+aes(\"height_cm\")+geom_histogram(bins=15, fill=\"#00aedb\",color=\"black\")\n",
    "+theme_bw()+labs(y = \"Quantidade\", x = \"Altura (cm)\", title = \"Altura dos jogadores\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Box plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (151339298193)>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(ggplot(data = fifa) + aes(0,\"age\") +\n",
    " geom_boxplot(fill=\"#00AFBB\")+\n",
    " theme_minimal() + coord_flip() +\n",
    " labs(x=\"\",  y=\"Idade\")\n",
    " )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Trabalhando com variáveis categóricas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gráfico de barras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (151339394121)>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(ggplot(fifa)+aes(\"preferred_foot\")+geom_bar(fill=\"#00aedb\")+theme_bw()+\n",
    "labs(y = \"Quantidade\", x = \"Pé Preferido\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gráfico de dispersão"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (151339424838)>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(ggplot(data = fifa) + aes(\"height_cm\",  \"weight_kg\") + geom_point()\n",
    "+theme_minimal())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Correlação entre as duas variaveis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.       , 0.7910507],\n",
       "       [0.7910507, 1.       ]])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.corrcoef(fifa[\"weight_kg\"], fifa[\"height_cm\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ajuste de uma regressão linear\n",
    " #### [Visualização e ajuste de modelos estatísticos](https://ggplot2.tidyverse.org/reference/geom_smooth.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (151340518837)>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(ggplot(data = fifa) + aes(x = \"height_cm\", y = \"weight_kg\") + geom_point()\n",
    "+theme_bw()\n",
    "+ geom_smooth(method = \"lm\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Separando os dados pela cor dos pontos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (151340543693)>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(ggplot(data = fifa)+  aes(x = \"age\", y = \"wage_eur\") + \n",
    "  geom_point(aes(color = \"preferred_foot\")))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Separando gráficos por alguma variável\n",
    "#### [Facetas](https://ggplot2.tidyverse.org/reference/facet_grid.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (151340506673)>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(ggplot(fifa)+  aes(x = \"age\", y = \"wage_eur\") + \n",
    "  geom_point(aes(color=\"preferred_foot\")) +\n",
    "  labs(\n",
    "    x = \"Idade\", y = \"Salário (euros)\",\n",
    "    title = \"Idade X Salário\", color = \"Pé preferencial\"\n",
    ")+facet_grid(\"~preferred_foot\"))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}