1_conhecendo_o_dataset.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Requirement already satisfied: numpy in /home/clara/.local/lib/python3.10/site-packages (1.25.2)\n",
      "Requirement already satisfied: pandas in /home/clara/.local/lib/python3.10/site-packages (2.0.3)\n",
      "Requirement already satisfied: matplotlib in /home/clara/.local/lib/python3.10/site-packages (3.7.2)\n",
      "Requirement already satisfied: seaborn in /home/clara/.local/lib/python3.10/site-packages (0.12.2)\n",
      "Requirement already satisfied: pytz>=2020.1 in /usr/lib/python3/dist-packages (from pandas) (2022.1)\n",
      "Requirement already satisfied: python-dateutil>=2.8.2 in /home/clara/.local/lib/python3.10/site-packages (from pandas) (2.8.2)\n",
      "Requirement already satisfied: tzdata>=2022.1 in /home/clara/.local/lib/python3.10/site-packages (from pandas) (2023.3)\n",
      "Requirement already satisfied: packaging>=20.0 in /usr/lib/python3/dist-packages (from matplotlib) (21.3)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /home/clara/.local/lib/python3.10/site-packages (from matplotlib) (1.4.4)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in /home/clara/.local/lib/python3.10/site-packages (from matplotlib) (1.1.0)\n",
      "Requirement already satisfied: pyparsing<3.1,>=2.3.1 in /usr/lib/python3/dist-packages (from matplotlib) (2.4.7)\n",
      "Requirement already satisfied: cycler>=0.10 in /home/clara/.local/lib/python3.10/site-packages (from matplotlib) (0.11.0)\n",
      "Requirement already satisfied: pillow>=6.2.0 in /usr/lib/python3/dist-packages (from matplotlib) (9.0.1)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in /home/clara/.local/lib/python3.10/site-packages (from matplotlib) (4.41.1)\n",
      "Requirement already satisfied: six>=1.5 in /usr/lib/python3/dist-packages (from python-dateutil>=2.8.2->pandas) (1.16.0)\n"
     ]
    }
   ],
   "source": [
    "# Instalando as bibliotecas necessárias\n",
    "! pip install numpy pandas matplotlib seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3/dist-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.17.3 and <1.25.0 is required for this version of SciPy (detected version 1.25.2\n",
      "  warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pyarrow as pa\n",
    "import pyarrow.parquet as pq\n",
    "\n",
    "# Carregando os dados\n",
    "df = pd.read_parquet('spotify_songs.parquet')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Primeiras linhas do DataFrame:\n",
      "                                           track_name     track_artist  track_popularity         track_album_id                                      track_album_name track_album_release_date playlist_name            playlist_id playlist_genre playlist_subgenre  danceability  energy  key  loudness  mode  speechiness  acousticness  instrumentalness  liveness  valence   tempo  duration_ms\n",
      "I Don't Care (with Justin Bieber) - Loud Luxury Remix       Ed Sheeran                66 2oCs0DGTsRO98Gh5ZSl2Cx I Don't Care (with Justin Bieber) [Loud Luxury Remix]               2019-06-14     Pop Remix 37i9dQZF1DXcZDD7cfEKhW            pop         dance pop         0.748   0.916    6    -2.634     1       0.0583        0.1020          0.000000    0.0653    0.518 122.036       194754\n",
      "                      Memories - Dillon Francis Remix         Maroon 5                67 63rPSO264uRjW1X5E6cWv6                       Memories (Dillon Francis Remix)               2019-12-13     Pop Remix 37i9dQZF1DXcZDD7cfEKhW            pop         dance pop         0.726   0.815   11    -4.969     1       0.0373        0.0724          0.004210    0.3570    0.693  99.972       162600\n",
      "                      All the Time - Don Diablo Remix     Zara Larsson                70 1HoSmj2eLcsrR0vE9gThr4                       All the Time (Don Diablo Remix)               2019-07-05     Pop Remix 37i9dQZF1DXcZDD7cfEKhW            pop         dance pop         0.675   0.931    1    -3.432     0       0.0742        0.0794          0.000023    0.1100    0.613 124.008       176616\n",
      "                    Call You Mine - Keanu Silva Remix The Chainsmokers                60 1nqYsOef1yKKuGOVchbsk6                           Call You Mine - The Remixes               2019-07-19     Pop Remix 37i9dQZF1DXcZDD7cfEKhW            pop         dance pop         0.718   0.930    7    -3.778     1       0.1020        0.0287          0.000009    0.2040    0.277 121.956       169093\n",
      "              Someone You Loved - Future Humans Remix    Lewis Capaldi                69 7m7vv9wlQ4i0LFuJiE2zsQ               Someone You Loved (Future Humans Remix)               2019-03-05     Pop Remix 37i9dQZF1DXcZDD7cfEKhW            pop         dance pop         0.650   0.833    1    -4.672     1       0.0359        0.0803          0.000000    0.0833    0.725 123.976       189052\n"
     ]
    }
   ],
   "source": [
    "# Exibindo as primeiras linhas do DataFrame\n",
    "print(\"Primeiras linhas do DataFrame:\")\n",
    "print(df.head().to_string(index=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Nomes de todas as colunas:\n",
      "['track_name', 'track_artist', 'track_popularity', 'track_album_id', 'track_album_name', 'track_album_release_date', 'playlist_name', 'playlist_id', 'playlist_genre', 'playlist_subgenre', 'danceability', 'energy', 'key', 'loudness', 'mode', 'speechiness', 'acousticness', 'instrumentalness', 'liveness', 'valence', 'tempo', 'duration_ms']\n"
     ]
    }
   ],
   "source": [
    "# Obtendo os nomes das colunas\n",
    "colunas = df.columns.tolist()\n",
    "print(\"\\nNomes de todas as colunas:\")\n",
    "print(colunas)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Estatísticas descritivas:\n",
      "                    count           mean           std          min          25%            50%           75%         max\n",
      "track_popularity  32833.0      42.477081     24.984074     0.000000      24.0000      45.000000      62.00000     100.000\n",
      "danceability      32833.0       0.654850      0.145085     0.000000       0.5630       0.672000       0.76100       0.983\n",
      "energy            32833.0       0.698619      0.180910     0.000175       0.5810       0.721000       0.84000       1.000\n",
      "key               32833.0       5.374471      3.611657     0.000000       2.0000       6.000000       9.00000      11.000\n",
      "loudness          32833.0      -6.719499      2.988436   -46.448000      -8.1710      -6.166000      -4.64500       1.275\n",
      "mode              32833.0       0.565711      0.495671     0.000000       0.0000       1.000000       1.00000       1.000\n",
      "speechiness       32833.0       0.107068      0.101314     0.000000       0.0410       0.062500       0.13200       0.918\n",
      "acousticness      32833.0       0.175334      0.219633     0.000000       0.0151       0.080400       0.25500       0.994\n",
      "instrumentalness  32833.0       0.084747      0.224230     0.000000       0.0000       0.000016       0.00483       0.994\n",
      "liveness          32833.0       0.190176      0.154317     0.000000       0.0927       0.127000       0.24800       0.996\n",
      "valence           32833.0       0.510561      0.233146     0.000000       0.3310       0.512000       0.69300       0.991\n",
      "tempo             32833.0     120.881132     26.903624     0.000000      99.9600     121.984000     133.91800     239.440\n",
      "duration_ms       32833.0  225799.811622  59834.006182  4000.000000  187819.0000  216000.000000  253585.00000  517810.000\n"
     ]
    }
   ],
   "source": [
    "# Estatísticas descritivas\n",
    "print(\"\\nEstatísticas descritivas:\")\n",
    "print(df.describe().transpose().to_string())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Informações gerais sobre o conjunto de dados:\n",
      "          Nome da coluna Tipos de dados  Valores não nulos  Valores únicos\n",
      "              track_name         object              32828           23449\n",
      "            track_artist         object              32828           10692\n",
      "        track_popularity          int64              32833             101\n",
      "          track_album_id         object              32833           22545\n",
      "        track_album_name         object              32828           19743\n",
      "track_album_release_date         object              32833            4530\n",
      "           playlist_name         object              32833             449\n",
      "             playlist_id         object              32833             471\n",
      "          playlist_genre         object              32833               6\n",
      "       playlist_subgenre         object              32833              24\n",
      "            danceability        float64              32833             822\n",
      "                  energy        float64              32833             952\n",
      "                     key          int64              32833              12\n",
      "                loudness        float64              32833           10222\n",
      "                    mode          int64              32833               2\n",
      "             speechiness        float64              32833            1270\n",
      "            acousticness        float64              32833            3731\n",
      "        instrumentalness        float64              32833            4729\n",
      "                liveness        float64              32833            1624\n",
      "                 valence        float64              32833            1362\n",
      "                   tempo        float64              32833           17684\n",
      "             duration_ms          int64              32833           19785\n"
     ]
    }
   ],
   "source": [
    "# Informações gerais sobre o conjunto de dados\n",
    "print(\"\\nInformações gerais sobre o conjunto de dados:\")\n",
    "info_table = pd.DataFrame({\n",
    "    'Nome da coluna': df.columns,\n",
    "    'Tipos de dados': df.dtypes,\n",
    "    'Valores não nulos': df.notnull().sum(),\n",
    "    'Valores únicos': df.nunique()\n",
    "})\n",
    "print(info_table.to_string(index=False))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Contagem de valores nulos por coluna:\n",
      "                          Valores Nulos\n",
      "track_name                            5\n",
      "track_artist                          5\n",
      "track_popularity                      0\n",
      "track_album_id                        0\n",
      "track_album_name                      5\n",
      "track_album_release_date              0\n",
      "playlist_name                         0\n",
      "playlist_id                           0\n",
      "playlist_genre                        0\n",
      "playlist_subgenre                     0\n",
      "danceability                          0\n",
      "energy                                0\n",
      "key                                   0\n",
      "loudness                              0\n",
      "mode                                  0\n",
      "speechiness                           0\n",
      "acousticness                          0\n",
      "instrumentalness                      0\n",
      "liveness                              0\n",
      "valence                               0\n",
      "tempo                                 0\n",
      "duration_ms                           0\n"
     ]
    }
   ],
   "source": [
    "# Verificando valores nulos\n",
    "print(\"\\nContagem de valores nulos por coluna:\")\n",
    "null_count_table = pd.DataFrame(df.isnull().sum(), columns=['Valores Nulos'])\n",
    "print(null_count_table.to_string())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Distribuição da popularidade das faixas:\n",
      " Popularidade  Contagem\n",
      "            0      2703\n",
      "            1       575\n",
      "           57       541\n",
      "           54       514\n",
      "           51       514\n",
      "           60       514\n",
      "           52       506\n",
      "           45       505\n",
      "           58       503\n",
      "           50       498\n",
      "           56       497\n",
      "           49       497\n",
      "           47       496\n",
      "           61       492\n",
      "           55       492\n",
      "           40       486\n",
      "           63       483\n",
      "           38       483\n",
      "           44       472\n",
      "           53       472\n",
      "           62       470\n",
      "           67       468\n",
      "           59       467\n",
      "           48       465\n",
      "           43       464\n",
      "           65       462\n",
      "           39       459\n",
      "           69       443\n",
      "           41       442\n",
      "           66       441\n",
      "           37       435\n",
      "           35       433\n",
      "           36       431\n",
      "           46       430\n",
      "           42       428\n",
      "           68       425\n",
      "           64       424\n",
      "           70       410\n",
      "           71       408\n",
      "           34       388\n",
      "            2       387\n",
      "           33       377\n",
      "           73       357\n",
      "           74       353\n",
      "           32       351\n",
      "           30       345\n",
      "           72       339\n",
      "           76       334\n",
      "           77       326\n",
      "           31       323\n",
      "            3       321\n",
      "           75       306\n",
      "           29       277\n",
      "           26       272\n",
      "           27       271\n",
      "           28       266\n",
      "           79       265\n",
      "           24       243\n",
      "           18       242\n",
      "           25       242\n",
      "            5       240\n",
      "            4       240\n",
      "           21       228\n",
      "           23       228\n",
      "           78       224\n",
      "           16       219\n",
      "           20       209\n",
      "           22       207\n",
      "           13       207\n",
      "           17       206\n",
      "           19       205\n",
      "            8       201\n",
      "           14       201\n",
      "            9       195\n",
      "            6       192\n",
      "           15       190\n",
      "            7       189\n",
      "           83       183\n",
      "           10       174\n",
      "           80       172\n",
      "           11       172\n",
      "           81       167\n",
      "           12       161\n",
      "           82       126\n",
      "           84       122\n",
      "           85       120\n",
      "           88       104\n",
      "           86        91\n",
      "           87        89\n",
      "           90        59\n",
      "           91        58\n",
      "           93        44\n",
      "           94        37\n",
      "           98        36\n",
      "           89        27\n",
      "           92        27\n",
      "           97        22\n",
      "           95        15\n",
      "           96         7\n",
      "           99         4\n",
      "          100         2\n"
     ]
    }
   ],
   "source": [
    "# Distribuição da popularidade das faixas\n",
    "print(\"\\nDistribuição da popularidade das faixas:\")\n",
    "popularity_table = df['track_popularity'].value_counts().reset_index()\n",
    "popularity_table.columns = ['Popularidade', 'Contagem']\n",
    "print(popularity_table.to_string(index=False))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Distribuição de gêneros de playlists:\n",
      "Gênero  Contagem\n",
      "   edm      6043\n",
      "   rap      5746\n",
      "   pop      5507\n",
      "   r&b      5431\n",
      " latin      5155\n",
      "  rock      4951\n"
     ]
    }
   ],
   "source": [
    "# Distribuição de gêneros de playlists\n",
    "print(\"\\nDistribuição de gêneros de playlists:\")\n",
    "genre_table = df['playlist_genre'].value_counts().reset_index()\n",
    "genre_table.columns = ['Gênero', 'Contagem']\n",
    "print(genre_table.to_string(index=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Distribuição de subgêneros de playlists:\n",
      "                Subgênero  Contagem\n",
      "progressive electro house      1809\n",
      "         southern hip hop      1675\n",
      "          indie poptimism      1672\n",
      "            latin hip hop      1656\n",
      "                 neo soul      1637\n",
      "                  pop edm      1517\n",
      "            electro house      1511\n",
      "                hard rock      1485\n",
      "             gangster rap      1458\n",
      "               electropop      1408\n",
      "       urban contemporary      1405\n",
      "                  hip hop      1322\n",
      "                dance pop      1298\n",
      "             classic rock      1296\n",
      "                     trap      1291\n",
      "                 tropical      1288\n",
      "                latin pop      1262\n",
      "                  hip pop      1256\n",
      "                 big room      1206\n",
      "           new jack swing      1133\n",
      "            post-teen pop      1129\n",
      "           permanent wave      1105\n",
      "               album rock      1065\n",
      "                reggaeton       949\n"
     ]
    }
   ],
   "source": [
    "# Distribuição de subgêneros de playlists\n",
    "print(\"\\nDistribuição de subgêneros de playlists:\")\n",
    "subgenre_table = df['playlist_subgenre'].value_counts().reset_index()\n",
    "subgenre_table.columns = ['Subgênero', 'Contagem']\n",
    "print(subgenre_table.to_string(index=False))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Amostra aleatória de 10 linhas:\n",
      "                  track_name           track_artist  track_popularity         track_album_id                  track_album_name track_album_release_date                                               playlist_name            playlist_id playlist_genre playlist_subgenre  danceability  energy  key  loudness  mode  speechiness  acousticness  instrumentalness  liveness  valence   tempo  duration_ms\n",
      "Drowning (feat. Kodak Black) A Boogie Wit da Hoodie                78 3HHp5I6Q6SEyU5bkvoCtnV                 The Bigger Artist               2017-09-29                                                     Hip pop 1Sc7bobknESH7SXQcnmoX5            r&b           hip pop         0.839   0.810    5    -5.274     0       0.0568       0.50100          0.000000    0.1170    0.814 129.014       209269\n",
      "              Get to Know Ya                Maxwell                48 3Ul8Nyuzr2AEwE8iSrQepC                               Now               2001-08-14                                              Neo Soul Music 78RRvktrPMSqAoCI21mNOe            r&b          neo soul         0.761   0.644    7    -6.498     1       0.0531       0.23900          0.098900    0.0520    0.917 101.015       262440\n",
      "           All Of The Lights             Kanye West                 7 6LBiuhK7PZKjVXyMfPxPoh My Beautiful Dark Twisted Fantasy               2010-01-01                                    Gangsta Rap/90's Hip-Hop 39IFMVQdRNdb7kVfyTvHjM            rap      gangster rap         0.546   0.796    1    -3.263     1       0.0639       0.09090          0.000027    0.1900    0.254 142.123       299613\n",
      "                All For Love     Tungevaag & Raaban                68 7HIBYcRPuix4vb4C3d6F0C                      All For Love               2018-03-23           post-teen alternative, indie, pop (large variety) 1y42gwI5cuwjBslPyQNfqb            pop     post-teen pop         0.689   0.901    7    -1.431     1       0.0678       0.14500          0.000010    0.4590    0.651 125.115       180485\n",
      "                       Eject            CHRIS YONGE                35 1EWMR2mbl7UUP6YYUGkLem                             Eject               2017-03-07                   🔥💵 Hip Hop, Rap, Heavy 808's - New School 3jPkaExIWXQWklcmmF5180            rap  southern hip hop         0.731   0.478    9   -13.217     0       0.1360       0.79200          0.000559    0.0986    0.128 110.104       251182\n",
      "                   Lie to Me                 Cam M.                33 1B7XwgwQZwJW9fSpz1DWUc                         Lie to Me               2019-11-02                                 The Edge of Indie Poptimism 5vIdb67lQcdFwoVkE4UMep            pop   indie poptimism         0.568   0.365   10    -8.463     0       0.0345       0.80400          0.000000    0.1270    0.288 120.050       228168\n",
      "            Never Forget You           Zara Larsson                14 1sd9bVAWxBl0qeVS8tzlzL                  Never Forget You               2015-09-10                                             Indie Poptimism 2QiMewRbSavfZ9MSAYz2h6            pop   indie poptimism         0.583   0.732   11    -5.728     0       0.0457       0.00312          0.000010    0.2690    0.276 145.992       213428\n",
      "    Easy Love - Original Mix                 Sigala                 3 6SmVVWaTxVQUal6JOCK9FN                         Easy Love               2015-08-21 Tropical House Remixes 🍍 Tropical Remixes & Tropical Covers 3YdAwfgQLMS4AN2WjRfRlb          latin          tropical         0.694   0.955    9    -2.872     1       0.0676       0.25600          0.000874    0.1380    0.713 123.982       227709\n",
      "           SippinTeaInYoHood           XXXTENTACION                 0 62qvErQpRTZtOeM7IBtNBD                 SippinTeaInYoHood               2017-04-13                   🔥💵 Hip Hop, Rap, Heavy 808's - New School 3jPkaExIWXQWklcmmF5180            rap  southern hip hop         0.663   0.872    9    -4.984     1       0.2460       0.09450          0.000427    0.3120    0.480 146.004       174839\n",
      "   Vandaag gaat het gebeuren               PLANKGAS                36 1lplFRW64WZInyl1n0s2sy         Vandaag gaat het gebeuren               2019-11-19                                                  Great Pops 5SO7xYih5w8X5FEpKvU7Rt          latin         latin pop         0.728   0.894    8    -5.087     1       0.0521       0.14000          0.000017    0.9280    0.879 124.020       207581\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# Exibindo uma amostra aleatória de 10 linhas\n",
    "print(\"Amostra aleatória de 10 linhas:\")\n",
    "print(df.sample(10).to_string(index=False))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculando a correlação entre as colunas numéricas\n",
    "numeric_columns = df.select_dtypes(include=['float64', 'int64'])\n",
    "correlation_matrix = numeric_columns.corr()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Exibindo a matriz de correlação em um heatmap\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt='.2f')\n",
    "plt.title('Matriz de Correlação')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Média de popularidade por gênero de playlist:\n",
      "playlist_genre  track_popularity\n",
      "           edm         34.833526\n",
      "         latin         47.026576\n",
      "           pop         47.744870\n",
      "           r&b         41.223532\n",
      "           rap         43.215454\n",
      "          rock         41.728338\n"
     ]
    }
   ],
   "source": [
    "# Média de popularidade por gênero de playlist\n",
    "popularity_by_genre = df.groupby('playlist_genre')['track_popularity'].mean().reset_index()\n",
    "print(\"\\nMédia de popularidade por gênero de playlist:\")\n",
    "print(popularity_by_genre.to_string(index=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Top 10 artistas com mais faixas:\n",
      "                  Artista  Contagem de Faixas\n",
      "            Martin Garrix                 161\n",
      "                    Queen                 136\n",
      "         The Chainsmokers                 123\n",
      "             David Guetta                 110\n",
      "                 Don Omar                 102\n",
      "                    Drake                 100\n",
      "Dimitri Vegas & Like Mike                  93\n",
      "            Calvin Harris                  91\n",
      "                 Hardwell                  84\n",
      "                     Kygo                  83\n"
     ]
    }
   ],
   "source": [
    "# Contagem de faixas por artista\n",
    "tracks_per_artist = df['track_artist'].value_counts().head(10).reset_index()\n",
    "tracks_per_artist.columns = ['Artista', 'Contagem de Faixas']\n",
    "print(\"\\nTop 10 artistas com mais faixas:\")\n",
    "print(tracks_per_artist.to_string(index=False))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Distribuição de energia das músicas por gênero de playlist\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.boxplot(x='playlist_genre', y='energy', data=df)\n",
    "plt.title('Distribuição de energia das músicas por gênero de playlist')\n",
    "plt.xlabel('Gênero de Playlist')\n",
    "plt.ylabel('Energia')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Primeiras 5 linhas após a modificação das datas:\n",
      "track_album_release_date\n",
      "              01/01/1957\n",
      "              01/01/1965\n",
      "              01/01/1966\n",
      "              01/01/1966\n",
      "              01/01/1966\n",
      "\n",
      "Últimas 5 linhas após a modificação das datas:\n",
      "track_album_release_date\n",
      "              31/12/2019\n",
      "              31/12/2019\n",
      "              31/12/2019\n",
      "              31/12/2019\n",
      "              31/12/2019\n"
     ]
    }
   ],
   "source": [
    "# Converter as datas para o formato brasileiro (dd/mm/aaaa)\n",
    "df['track_album_release_date'] = pd.to_datetime(df['track_album_release_date'], errors='coerce')\n",
    "\n",
    "# Remover linhas com datas inválidas após a conversão\n",
    "df = df.dropna(subset=['track_album_release_date'])\n",
    "\n",
    "# Converter as datas para o formato desejado (dd/mm/aaaa)\n",
    "df['track_album_release_date'] = df['track_album_release_date'].dt.strftime('%d/%m/%Y')\n",
    "\n",
    "# Ordenar as datas em ordem crescente\n",
    "df = df.sort_values('track_album_release_date')\n",
    "\n",
    "# Exibir as primeiras 5 linhas após a modificação das datas\n",
    "print(\"Primeiras 5 linhas após a modificação das datas:\")\n",
    "print(df[['track_album_release_date']].head().to_string(index=False))\n",
    "\n",
    "# Exibir as últimas 5 linhas após a modificação das datas\n",
    "print(\"\\nÚltimas 5 linhas após a modificação das datas:\")\n",
    "print(df[['track_album_release_date']].tail().to_string(index=False))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data mais antiga: 01/01/1957\n",
      "Data mais nova: 31/12/2019\n"
     ]
    }
   ],
   "source": [
    "# Encontrar a primeira e última data (a mais antiga e mais nova)\n",
    "data_mais_antiga = df['track_album_release_date'].min()\n",
    "data_mais_nova = df['track_album_release_date'].max()\n",
    "\n",
    "print(f\"Data mais antiga: {data_mais_antiga}\")\n",
    "print(f\"Data mais nova: {data_mais_nova}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Criar os intervalos de 5 anos\n",
    "start_year = df['track_album_release_date'].str[-4:].astype(int).min()\n",
    "end_year = df['track_album_release_date'].str[-4:].astype(int).max()\n",
    "bins = list(range(start_year, end_year + 6, 5))\n",
    "\n",
    "# Criar os intervalos usando pd.cut\n",
    "df['intervalo'] = pd.cut(df['track_album_release_date'].str[-4:].astype(int), bins=bins, right=False)\n",
    "\n",
    "# Contar a quantidade de músicas por intervalo de 5 anos\n",
    "contagem_por_intervalo = df['intervalo'].value_counts().sort_index()\n",
    "\n",
    "# Criar o histograma\n",
    "plt.bar(contagem_por_intervalo.index.astype(str), contagem_por_intervalo.values, width=0.5)\n",
    "plt.xlabel('Intervalo de 5 anos')\n",
    "plt.ylabel('Quantidade de músicas lançadas')\n",
    "plt.title('Quantidade de músicas lançadas por intervalo de 5 anos')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "\n",
    "# Exibir o histograma\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Nome do arquivo que você deseja excluir\n",
    "nome_arquivo = 'versao_1_spotify_songs.csv'\n",
    "\n",
    "df.to_csv(nome_arquivo , index=False)\n",
    "df = pd.read_csv(nome_arquivo ,encoding='utf-8', sep = ',',index_col=0)\n",
    "df.to_parquet('versao_1_spotify_songs.parquet')\n",
    "\n",
    "# Verifica se o arquivo existe antes de excluí-lo\n",
    "if os.path.exists(nome_arquivo):\n",
    "    # Remove o arquivo\n",
    "    os.remove(nome_arquivo)\n",
    "    print(f'O arquivo {nome_arquivo} foi excluído com sucesso.')\n",
    "else:\n",
    "    print(f'O arquivo {nome_arquivo} não existe.')"
   ]
  }
 ],
 "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": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}