plots.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "999261aa-dd5d-4d68-a786-1de61b106517",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2500x500 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "height = 5\n",
    "aspect = 5\n",
    "fig_width = height * aspect\n",
    "fig_height = height\n",
    "plt.figure(figsize=(fig_width, fig_height))\n",
    "pd.crosstab(df['tipo-queijo'], df['tipo-vinho']).plot(kind='bar', stacked=True)\n",
    "\n",
    "\n",
    "sns.set_theme(style=\"darkgrid\", palette='viridis')\n",
    "\n",
    "plt.title('Distribuição de Tipos de Vinho por Tipo de Queijo')\n",
    "plt.xlabel('Tipo de Queijo')\n",
    "plt.ylabel('Quantidade')\n",
    "sns.despine()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "d26405c8-d1ec-4812-a98f-35ea76fe32d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "df = pd.read_csv('dataset_winecheese.csv')\n",
    "\n",
    "height = 5\n",
    "aspect = 5\n",
    "fig_width = height * aspect\n",
    "fig_height = height\n",
    "plt.figure(figsize=(fig_width, fig_height))\n",
    "\n",
    "sns.set_theme(style=\"darkgrid\")\n",
    "sns.despine()\n",
    "sns.countplot(x='tipo-vinho', data=df, hue='tipo-vinho', palette='viridis', legend=False)\n",
    "\n",
    "plt.title('Contagem de Tipos de Vinho')\n",
    "plt.xlabel('Tipo de Vinho')\n",
    "plt.ylabel('Quantidade')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "852ec053-e0d0-48ce-9fd3-3752b1aba904",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "df = pd.read_csv('dataset_winecheese.csv')\n",
    "\n",
    "heatmap_data = pd.crosstab(df['tipo-vinho'], df['tipo-queijo'])\n",
    "\n",
    "height = 5\n",
    "aspect = 5\n",
    "fig_width = height * aspect\n",
    "fig_height = height\n",
    "\n",
    "plt.figure(figsize=(fig_width, fig_height))\n",
    "\n",
    "sns.heatmap(heatmap_data, annot=True, cmap='Purples')\n",
    "\n",
    "plt.title('Frequência de Combinações de Vinho e Queijo')\n",
    "plt.xlabel('Tipo de Queijo')\n",
    "plt.ylabel('Tipo de Vinho')\n",
    "\n",
    "# Remove borders\n",
    "sns.despine()\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c6a10274-ded1-4f59-a77b-887f04e90c67",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "df = pd.read_csv('dataset_winecheese.csv')\n",
    "\n",
    "df_grouped = df.groupby(['tipo-vinho', 'tipo-combinacao']).size().unstack(fill_value=10)\n",
    "\n",
    "# Plot stacked bar\n",
    "fig, ax = plt.subplots(figsize=(20, 5))\n",
    "\n",
    "# Add stacked bars\n",
    "bottoms = np.zeros(len(df_grouped))\n",
    "for category in df_grouped.columns:\n",
    "    ax.bar(df_grouped.index, df_grouped[category], label=category, bottom=bottoms)\n",
    "    bottoms += df_grouped[category]\n",
    "\n",
    "ax.set_xlabel('Tipo de Vinho')\n",
    "ax.set_ylabel('Quantidade de Combinações')\n",
    "ax.set_title('Combinações de Vinho e Queijo')\n",
    "\n",
    "ax.legend(title='Tipo de Combinação')\n",
    "\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e306e31a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 3000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "df = pd.read_csv('dataset_winecheese.csv')\n",
    "\n",
    "sns.set_theme(style=\"darkgrid\")\n",
    "\n",
    "height = 5\n",
    "aspect = 1.5\n",
    "\n",
    "g = sns.FacetGrid(df, col=\"tipo-combinacao\", hue=\"tipo-vinho\", col_wrap=4, palette='crest', height=height, aspect=aspect)\n",
    "g.map(sns.scatterplot, \"tipo-vinho\", \"tipo-queijo\")\n",
    "\n",
    "for ax in g.axes.flat:\n",
    "     \n",
    "    ticks = ax.get_xticks()\n",
    "    labels = [label.get_text() for label in ax.get_xticklabels()]\n",
    "    \n",
    "    new_labels = [label.replace(' ', '\\n') for label in labels]\n",
    "    ax.set_xticks(ticks)\n",
    "    ax.set_xticklabels(new_labels)\n",
    "\n",
    "    ax.set_xlabel('')\n",
    "    ax.set_ylabel('')\n",
    "\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}