notebooks/04-visualizando_dados.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns # https://seaborn.pydata.org/\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>homepage</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>original_language</th>\n",
       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>production_countries</th>\n",
       "      <th>release_date</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>spoken_languages</th>\n",
       "      <th>status</th>\n",
       "      <th>tagline</th>\n",
       "      <th>title</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>237000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.avatarmovie.com/</td>\n",
       "      <td>19995</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>150.437577</td>\n",
       "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2009-12-10</td>\n",
       "      <td>2787965087</td>\n",
       "      <td>162.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
       "      <td>Released</td>\n",
       "      <td>Enter the World of Pandora.</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>7.2</td>\n",
       "      <td>11800</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      budget                                             genres  \\\n",
       "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "\n",
       "                      homepage     id  \\\n",
       "0  http://www.avatarmovie.com/  19995   \n",
       "\n",
       "                                            keywords original_language  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
       "\n",
       "  original_title                                           overview  \\\n",
       "0         Avatar  In the 22nd century, a paraplegic Marine is di...   \n",
       "\n",
       "   popularity                               production_companies  \\\n",
       "0  150.437577  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...   \n",
       "\n",
       "                                production_countries release_date     revenue  \\\n",
       "0  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2009-12-10  2787965087   \n",
       "\n",
       "   runtime                                   spoken_languages    status  \\\n",
       "0    162.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "\n",
       "                       tagline   title  vote_average  vote_count  \n",
       "0  Enter the World of Pandora.  Avatar           7.2       11800  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Obter base de dados\n",
    "tmdb = pd.read_csv('../dados/tmdb_5000_movies.csv')\n",
    "tmdb.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>original_language</th>\n",
       "      <th>total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>en</td>\n",
       "      <td>4505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>fr</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>es</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>zh</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>de</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  original_language  total\n",
       "0                en   4505\n",
       "1                fr     70\n",
       "2                es     32\n",
       "3                zh     27\n",
       "4                de     27"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Criando frame de original_languages\n",
    "original_languages_frame = tmdb[\"original_language\"].value_counts().to_frame().reset_index()\n",
    "original_languages_frame.columns = [\"original_language\", \"total\"]\n",
    "\n",
    "original_languages_frame.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Usando sns.barplot para criar um grafico de barras para a coluna original_language a partir do value_counts e utilizando o to_frame\n",
    "# Não da pra notar os nuances das diferenças entre as linguas que não são inglês\n",
    "sns.barplot(data=original_languages_frame, x=\"original_language\", y=\"total\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Usando sns.countplot para criar um grafico de barras para a coluna original_language a partir do value_counts e utilizando o to_frame\n",
    "# Não da pra notar os nuances das diferenças entre as linguas que não são inglês\n",
    "sns.countplot(data=tmdb, x=\"original_language\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Criando um gráfico de setores (pizza) que compara a quantidade de filmes por idioma\n",
    "# Esse tipo de gráfico não mostra os dados adequadamente pois a diferença entre os idiomas é muito grande\n",
    "# Gráficos de setores não são recomendados\n",
    "original_languages_frame.plot(x=\"original_language\", y=\"total\", labels=original_languages_frame[\"original_language\"], kind=\"pie\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Criando um data frame com os dados de idioma e exibindo um grádico de barras\n",
    "# Separando os filmes em inglês dos filmes com outros idiomas\n",
    "\n",
    "original_languages = tmdb[\"original_language\"].value_counts()\n",
    "\n",
    "movies_in_english = original_languages.loc[\"en\"]\n",
    "movies_not_in_english = original_languages.sum() - movies_in_english\n",
    "\n",
    "data_dictionary = {\n",
    "    \"idioma\": [\"ingles\", \"outros\"],\n",
    "    \"total\": [movies_in_english, movies_not_in_english]\n",
    "}\n",
    "\n",
    "data_frame_languages = pd.DataFrame(data_dictionary)\n",
    "\n",
    "sns.barplot(data=data_frame_languages, x=\"idioma\", y=\"total\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Exibindo quantidade por filmes por idioma que não seja inglês\n",
    "\n",
    "original_languages = tmdb[\"original_language\"].value_counts().to_frame().reset_index()\n",
    "languages_different_than_english = original_languages.query(\"original_language != 'en'\")\n",
    "\n",
    "# sns.countplot(data=tmdb.query(\"original_language != 'en'\"), x=\"original_language\")\n",
    "sns.barplot(data=languages_different_than_english, x=\"original_language\", y=\"count\")\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}