API_lastfm-my_spotify_top_artists.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# conda install requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import json\n",
    "import time\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "API_KEY = 'key'\n",
    "USER_AGENT = 'user'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# how long to pause between consecutive API requests\n",
    "pause_duration = 0.3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "\n",
    "url = 'http://ws.audioscrobbler.com/2.0/?method=user.get{}&user={}&api_key={}&format=json'\n",
    "\n",
    "limit = 500 #api lets you retrieve up to 200 records per call\n",
    "extended = 0 #api lets you retrieve extended data for each track, 0=no, 1=yes\n",
    "page = 1 #page of results to start retrieving at\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>artist</th>\n",
       "      <th>track</th>\n",
       "      <th>play_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>La Maravillosa Orquesta del Alcohol</td>\n",
       "      <td>La vuelta</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Planète Sauvage</td>\n",
       "      <td>Étude des Papillons</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Enchanted Feel</td>\n",
       "      <td>Sogno Illuminum</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Felix Hertzog</td>\n",
       "      <td>Schlafmittel</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Guitarricadelafuente</td>\n",
       "      <td>Ya mi mama me decía</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Jarabe de Palo</td>\n",
       "      <td>Tú Mandas</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Jeff Birma</td>\n",
       "      <td>Shimmering Above Clouds</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Clyde Boudreaux</td>\n",
       "      <td>Nepenthe</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Marie Protivová</td>\n",
       "      <td>Touha</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Najma Wallin</td>\n",
       "      <td>Med slutna ögon</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>To Be So Lonely</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Watermelon Sugar</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>scintillante</td>\n",
       "      <td>Sdraiata accanto a me</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Elise Ryen</td>\n",
       "      <td>Kritagya</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Guitarricadelafuente</td>\n",
       "      <td>Guantanamera</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Golden</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>Treat People with Kindness</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>La Maravillosa Orquesta del Alcohol</td>\n",
       "      <td>La molinera</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>La Maravillosa Orquesta del Alcohol</td>\n",
       "      <td>No canto yo</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Nils August Valentin</td>\n",
       "      <td>Endless Sky</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Tom Rosenthal</td>\n",
       "      <td>Have We Met Before?</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Emotional Pleasure</td>\n",
       "      <td>Norm and Mirza</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Guitarricadelafuente</td>\n",
       "      <td>ABC</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Guitarricadelafuente</td>\n",
       "      <td>El Conticinio</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Liquid Mind</td>\n",
       "      <td>Renewal</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Sanja Göransson</td>\n",
       "      <td>Sömn</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Tine Mydland</td>\n",
       "      <td>Et øyeblikk</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Tom Rosenthal</td>\n",
       "      <td>All of Them Dreams</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Tom Rosenthal</td>\n",
       "      <td>Got Gold</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Tom Rosenthal</td>\n",
       "      <td>Rien que toi et moi</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Xoel López</td>\n",
       "      <td>Lodo</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>C. Tangana</td>\n",
       "      <td>Tú Me Dejaste De Querer</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Guitarricadelafuente</td>\n",
       "      <td>Nacido pa ganar</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Jarabe de Palo</td>\n",
       "      <td>¡Yep!</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Jarabe de Palo</td>\n",
       "      <td>Yin yang</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>La Maravillosa Orquesta del Alcohol</td>\n",
       "      <td>Conduciendo y Llorando</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Morgan</td>\n",
       "      <td>Volver - Bonus Track</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Night Poets</td>\n",
       "      <td>Parts Unknown</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Tom Rosenthal</td>\n",
       "      <td>Gone Gone</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Tom Rosenthal</td>\n",
       "      <td>My Life Is A Song For You</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 artist                       track play_count\n",
       "0   La Maravillosa Orquesta del Alcohol                   La vuelta         12\n",
       "1                       Planète Sauvage         Étude des Papillons         10\n",
       "2                        Enchanted Feel             Sogno Illuminum          8\n",
       "3                         Felix Hertzog                Schlafmittel          8\n",
       "4                  Guitarricadelafuente         Ya mi mama me decía          8\n",
       "5                        Jarabe de Palo                   Tú Mandas          8\n",
       "6                            Jeff Birma     Shimmering Above Clouds          8\n",
       "7                       Clyde Boudreaux                    Nepenthe          7\n",
       "8                       Marie Protivová                       Touha          7\n",
       "9                          Najma Wallin             Med slutna ögon          7\n",
       "10                         Harry Styles             To Be So Lonely          6\n",
       "11                         Harry Styles            Watermelon Sugar          6\n",
       "12                         scintillante       Sdraiata accanto a me          6\n",
       "13                           Elise Ryen                    Kritagya          5\n",
       "14                 Guitarricadelafuente                Guantanamera          5\n",
       "15                         Harry Styles                      Golden          5\n",
       "16                         Harry Styles  Treat People with Kindness          5\n",
       "17  La Maravillosa Orquesta del Alcohol                 La molinera          5\n",
       "18  La Maravillosa Orquesta del Alcohol                 No canto yo          5\n",
       "19                 Nils August Valentin                 Endless Sky          5\n",
       "20                        Tom Rosenthal         Have We Met Before?          5\n",
       "21                   Emotional Pleasure              Norm and Mirza          4\n",
       "22                 Guitarricadelafuente                         ABC          4\n",
       "23                 Guitarricadelafuente               El Conticinio          4\n",
       "24                          Liquid Mind                     Renewal          4\n",
       "25                      Sanja Göransson                        Sömn          4\n",
       "26                         Tine Mydland                 Et øyeblikk          4\n",
       "27                        Tom Rosenthal          All of Them Dreams          4\n",
       "28                        Tom Rosenthal                    Got Gold          4\n",
       "29                        Tom Rosenthal         Rien que toi et moi          4\n",
       "30                           Xoel López                        Lodo          4\n",
       "31                           C. Tangana     Tú Me Dejaste De Querer          3\n",
       "32                 Guitarricadelafuente             Nacido pa ganar          3\n",
       "33                       Jarabe de Palo                       ¡Yep!          3\n",
       "34                       Jarabe de Palo                    Yin yang          3\n",
       "35  La Maravillosa Orquesta del Alcohol      Conduciendo y Llorando          3\n",
       "36                               Morgan        Volver - Bonus Track          3\n",
       "37                          Night Poets               Parts Unknown          3\n",
       "38                        Tom Rosenthal                   Gone Gone          3\n",
       "39                        Tom Rosenthal   My Life Is A Song For You          3"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "method = 'toptracks'\n",
    "request_url = url.format(method, USER_AGENT, API_KEY, limit, extended, page)\n",
    "artist_names = []\n",
    "track_names = []\n",
    "play_counts = []\n",
    "response = requests.get(request_url).json()\n",
    "for item in response[method]['track']:\n",
    "    artist_names.append(item['artist']['name'])\n",
    "    track_names.append(item['name'])\n",
    "    play_counts.append(item['playcount'])\n",
    "\n",
    "top_tracks = pd.DataFrame()\n",
    "top_tracks['artist'] = artist_names\n",
    "top_tracks['track'] = track_names\n",
    "top_tracks['play_count'] = play_counts\n",
    "top_tracks.to_csv('lastfm_top_tracks.csv', index=None, encoding='utf-8')\n",
    "top_tracks.head(40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'user': 'pabloferro',\n",
       " 'totalPages': '4',\n",
       " 'page': '1',\n",
       " 'perPage': '50',\n",
       " 'total': '194'}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response['toptracks']['@attr']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['La vuelta',\n",
       " 'Étude des Papillons',\n",
       " 'Sogno Illuminum',\n",
       " 'Schlafmittel',\n",
       " 'Ya mi mama me decía',\n",
       " 'Tú Mandas',\n",
       " 'Shimmering Above Clouds',\n",
       " 'Nepenthe',\n",
       " 'Touha',\n",
       " 'Med slutna ögon',\n",
       " 'To Be So Lonely',\n",
       " 'Watermelon Sugar',\n",
       " 'Sdraiata accanto a me',\n",
       " 'Kritagya',\n",
       " 'Guantanamera',\n",
       " 'Golden',\n",
       " 'Treat People with Kindness',\n",
       " 'La molinera',\n",
       " 'No canto yo',\n",
       " 'Endless Sky',\n",
       " 'Have We Met Before?',\n",
       " 'Norm and Mirza',\n",
       " 'ABC',\n",
       " 'El Conticinio',\n",
       " 'Renewal',\n",
       " 'Sömn',\n",
       " 'Et øyeblikk',\n",
       " 'All of Them Dreams',\n",
       " 'Got Gold',\n",
       " 'Rien que toi et moi',\n",
       " 'Lodo',\n",
       " 'Tú Me Dejaste De Querer',\n",
       " 'Nacido pa ganar',\n",
       " '¡Yep!',\n",
       " 'Yin yang',\n",
       " 'Conduciendo y Llorando',\n",
       " 'Volver - Bonus Track',\n",
       " 'Parts Unknown',\n",
       " 'Gone Gone',\n",
       " 'My Life Is A Song For You',\n",
       " 'To You Alone - Acoustic',\n",
       " 'Woes',\n",
       " 'Jag kommer',\n",
       " 'Someone Like You',\n",
       " 'Sleepy Journey',\n",
       " 'Si Tú La Quieres',\n",
       " 'Límite',\n",
       " 'Se iluminaba',\n",
       " 'Agua y Mezcal',\n",
       " 'Desde las Alturas']"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tracks_n=[]\n",
    "for item in response[method]['track']:\n",
    "    tracks_n.append(item['name'])\n",
    "    \n",
    "tracks_n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "    }\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>artist</th>\n",
       "      <th>play_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Tom Rosenthal</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>La Maravillosa Orquesta del Alcohol</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jarabe de Palo</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Guitarricadelafuente</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Veronica Maggio</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Xoel López</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Michael Bublé</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>nostalgia.en.los.autobuses</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Enchanted Feel</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                artist play_count\n",
       "0                        Tom Rosenthal         50\n",
       "1  La Maravillosa Orquesta del Alcohol         36\n",
       "2                       Jarabe de Palo         30\n",
       "3                 Guitarricadelafuente         28\n",
       "4                         Harry Styles         26\n",
       "5                      Veronica Maggio         13\n",
       "6                           Xoel López         13\n",
       "7                        Michael Bublé         12\n",
       "8           nostalgia.en.los.autobuses         10\n",
       "9                       Enchanted Feel          9"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "method = 'topartists'\n",
    "request_url = url.format(method, USER_AGENT, API_KEY, limit, extended, page)\n",
    "artist_names = []\n",
    "play_counts = []\n",
    "response = requests.get(request_url).json()\n",
    "for item in response[method]['artist']:\n",
    "    artist_names.append(item['name'])\n",
    "    play_counts.append(item['playcount'])\n",
    "\n",
    "top_art = pd.DataFrame()\n",
    "top_art['artist'] = artist_names\n",
    "top_art['play_count'] = play_counts\n",
    "top_art.to_csv('lastfm_top_artists.csv', index=None, encoding='utf-8')\n",
    "top_art.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        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>tag</th>\n",
       "      <th>play_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [tag, play_count]\n",
       "Index: []"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "method = 'toptags'\n",
    "request_url = url.format(method, USER_AGENT, API_KEY, limit, extended, page)\n",
    "tags=[]\n",
    "play_count=[]\n",
    "response = requests.get(request_url).json()\n",
    "\n",
    "for item in response[method]['tag']:\n",
    "    tags.append(item['tags'])\n",
    "    play_count.append(item['playcount'])\n",
    "\n",
    "top_tags = pd.DataFrame()\n",
    "top_tags['tag'] = tags\n",
    "top_tags['play_count'] = play_count\n",
    "top_tags.to_csv('lastfm_top_tags.csv', index=None, encoding='utf-8')\n",
    "top_tags.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1656x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "fig.set_figwidth(23)\n",
    "fig.set_figheight(15)\n",
    "top_art.play_count = top_art.play_count.astype(int)\n",
    "plt.plot(top_art.play_count,top_art.artist,'o')\n",
    "plt.xlabel('Times played')\n",
    "plt.ylabel('Artist')\n",
    "plt.title('My top artists played')\n",
    "ax.invert_yaxis()\n",
    "plt.savefig('top_artists_chart_12dic.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_art10=top_art.head(10)\n",
    "plt.figure(figsize=(8,8))\n",
    "plt.pie(top_art10.play_count,labels=top_art10.artist)\n",
    "plt.savefig('piechart.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}