hip_hop_featured_artists.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"db_backup/top_100_hip_hop_.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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>year</th>\n",
       "      <th>artist</th>\n",
       "      <th>song</th>\n",
       "      <th>track_id</th>\n",
       "      <th>rank</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>analysis_url</th>\n",
       "      <th>danceability</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>energy</th>\n",
       "      <th>...</th>\n",
       "      <th>liveness</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>track_href</th>\n",
       "      <th>type</th>\n",
       "      <th>uri</th>\n",
       "      <th>valence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010</td>\n",
       "      <td>Alicia Keys</td>\n",
       "      <td>Un-Thinkable (I'm Ready)</td>\n",
       "      <td>4JOP8ELK6AaeySe7sKe996</td>\n",
       "      <td>1</td>\n",
       "      <td>0.73200</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/4JOP...</td>\n",
       "      <td>0.595</td>\n",
       "      <td>249240.0</td>\n",
       "      <td>0.507</td>\n",
       "      <td>...</td>\n",
       "      <td>0.106</td>\n",
       "      <td>-7.892</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0618</td>\n",
       "      <td>86.099</td>\n",
       "      <td>4.0</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/4JOP8ELK6Aae...</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>spotify:track:4JOP8ELK6AaeySe7sKe996</td>\n",
       "      <td>0.337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2010</td>\n",
       "      <td>Usher</td>\n",
       "      <td>There Goes My Baby</td>\n",
       "      <td>6IUiqtI8tE49sqGbmtrNd8</td>\n",
       "      <td>2</td>\n",
       "      <td>0.17500</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6IUi...</td>\n",
       "      <td>0.626</td>\n",
       "      <td>281293.0</td>\n",
       "      <td>0.520</td>\n",
       "      <td>...</td>\n",
       "      <td>0.130</td>\n",
       "      <td>-8.077</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0892</td>\n",
       "      <td>77.468</td>\n",
       "      <td>4.0</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6IUiqtI8tE49...</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>spotify:track:6IUiqtI8tE49sqGbmtrNd8</td>\n",
       "      <td>0.257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010</td>\n",
       "      <td>Melanie Fiona</td>\n",
       "      <td>It Kills Me</td>\n",
       "      <td>6qU37BgVfPhpb2rhYzZWrF</td>\n",
       "      <td>3</td>\n",
       "      <td>0.21500</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6qU3...</td>\n",
       "      <td>0.620</td>\n",
       "      <td>250413.0</td>\n",
       "      <td>0.789</td>\n",
       "      <td>...</td>\n",
       "      <td>0.100</td>\n",
       "      <td>-4.265</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0469</td>\n",
       "      <td>107.359</td>\n",
       "      <td>4.0</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6qU37BgVfPhp...</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>spotify:track:6qU37BgVfPhpb2rhYzZWrF</td>\n",
       "      <td>0.444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2010</td>\n",
       "      <td>Monica</td>\n",
       "      <td>Everything To Me</td>\n",
       "      <td>4ZOkuIDN8wRczzu1XUYC4y</td>\n",
       "      <td>4</td>\n",
       "      <td>0.47900</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/4ZOk...</td>\n",
       "      <td>0.308</td>\n",
       "      <td>196960.0</td>\n",
       "      <td>0.529</td>\n",
       "      <td>...</td>\n",
       "      <td>0.441</td>\n",
       "      <td>-5.319</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0874</td>\n",
       "      <td>80.794</td>\n",
       "      <td>4.0</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/4ZOkuIDN8wRc...</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>spotify:track:4ZOkuIDN8wRczzu1XUYC4y</td>\n",
       "      <td>0.485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2010</td>\n",
       "      <td>Trey Songz Featuring Fabolous</td>\n",
       "      <td>Say Aah</td>\n",
       "      <td>2fQ6sBFWaLv2Gxos4igHLy</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00453</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/2fQ6...</td>\n",
       "      <td>0.724</td>\n",
       "      <td>207547.0</td>\n",
       "      <td>0.870</td>\n",
       "      <td>...</td>\n",
       "      <td>0.833</td>\n",
       "      <td>-3.614</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1130</td>\n",
       "      <td>93.010</td>\n",
       "      <td>4.0</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/2fQ6sBFWaLv2...</td>\n",
       "      <td>audio_features</td>\n",
       "      <td>spotify:track:2fQ6sBFWaLv2Gxos4igHLy</td>\n",
       "      <td>0.810</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   year                         artist                      song  \\\n",
       "0  2010                    Alicia Keys  Un-Thinkable (I'm Ready)   \n",
       "1  2010                          Usher        There Goes My Baby   \n",
       "2  2010                  Melanie Fiona               It Kills Me   \n",
       "3  2010                         Monica          Everything To Me   \n",
       "4  2010  Trey Songz Featuring Fabolous                   Say Aah   \n",
       "\n",
       "                 track_id  rank  acousticness  \\\n",
       "0  4JOP8ELK6AaeySe7sKe996     1       0.73200   \n",
       "1  6IUiqtI8tE49sqGbmtrNd8     2       0.17500   \n",
       "2  6qU37BgVfPhpb2rhYzZWrF     3       0.21500   \n",
       "3  4ZOkuIDN8wRczzu1XUYC4y     4       0.47900   \n",
       "4  2fQ6sBFWaLv2Gxos4igHLy     5       0.00453   \n",
       "\n",
       "                                        analysis_url  danceability  \\\n",
       "0  https://api.spotify.com/v1/audio-analysis/4JOP...         0.595   \n",
       "1  https://api.spotify.com/v1/audio-analysis/6IUi...         0.626   \n",
       "2  https://api.spotify.com/v1/audio-analysis/6qU3...         0.620   \n",
       "3  https://api.spotify.com/v1/audio-analysis/4ZOk...         0.308   \n",
       "4  https://api.spotify.com/v1/audio-analysis/2fQ6...         0.724   \n",
       "\n",
       "   duration_ms  energy   ...    liveness loudness  mode  speechiness    tempo  \\\n",
       "0     249240.0   0.507   ...       0.106   -7.892   1.0       0.0618   86.099   \n",
       "1     281293.0   0.520   ...       0.130   -8.077   0.0       0.0892   77.468   \n",
       "2     250413.0   0.789   ...       0.100   -4.265   1.0       0.0469  107.359   \n",
       "3     196960.0   0.529   ...       0.441   -5.319   0.0       0.0874   80.794   \n",
       "4     207547.0   0.870   ...       0.833   -3.614   0.0       0.1130   93.010   \n",
       "\n",
       "   time_signature                                         track_href  \\\n",
       "0             4.0  https://api.spotify.com/v1/tracks/4JOP8ELK6Aae...   \n",
       "1             4.0  https://api.spotify.com/v1/tracks/6IUiqtI8tE49...   \n",
       "2             4.0  https://api.spotify.com/v1/tracks/6qU37BgVfPhp...   \n",
       "3             4.0  https://api.spotify.com/v1/tracks/4ZOkuIDN8wRc...   \n",
       "4             4.0  https://api.spotify.com/v1/tracks/2fQ6sBFWaLv2...   \n",
       "\n",
       "             type                                   uri  valence  \n",
       "0  audio_features  spotify:track:4JOP8ELK6AaeySe7sKe996    0.337  \n",
       "1  audio_features  spotify:track:6IUiqtI8tE49sqGbmtrNd8    0.257  \n",
       "2  audio_features  spotify:track:6qU37BgVfPhpb2rhYzZWrF    0.444  \n",
       "3  audio_features  spotify:track:4ZOkuIDN8wRczzu1XUYC4y    0.485  \n",
       "4  audio_features  spotify:track:2fQ6sBFWaLv2Gxos4igHLy    0.810  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Drake                                                             23\n",
       "The Weeknd                                                        10\n",
       "Beyonce                                                           10\n",
       "Chris Brown                                                        9\n",
       "Rihanna                                                            8\n",
       "Trey Songz                                                         8\n",
       "Future                                                             7\n",
       "Nicki Minaj                                                        7\n",
       "Kanye West                                                         7\n",
       "Migos                                                              6\n",
       "Kendrick Lamar                                                     6\n",
       "XXXTENTACION                                                       5\n",
       "Travis Scott                                                       5\n",
       "Miguel                                                             4\n",
       "Rae Sremmurd                                                       4\n",
       "Post Malone                                                        4\n",
       "R. Kelly                                                           4\n",
       "J. Cole                                                            4\n",
       "Wiz Khalifa                                                        4\n",
       "Eminem                                                             4\n",
       "Usher                                                              4\n",
       "Lil Uzi Vert                                                       4\n",
       "Monica                                                             3\n",
       "John Legend                                                        3\n",
       "Kem                                                                3\n",
       "Bryson Tiller                                                      3\n",
       "Charlie Wilson                                                     3\n",
       "Big Sean                                                           3\n",
       "Fetty Wap                                                          3\n",
       "Maxwell                                                            3\n",
       "                                                                  ..\n",
       "G-Eazy x Bebe Rexha                                                1\n",
       "Dwele                                                              1\n",
       "Kelly Rowland                                                      1\n",
       "Tyga                                                               1\n",
       "Wale Featuring Miguel                                              1\n",
       "Kanye West  Jay-Z  Big Sean                                        1\n",
       "Young Thug And Travis Scott Featuring Quavo                        1\n",
       "Yella Beezy                                                        1\n",
       "Young Money Featuring Drake                                        1\n",
       "21 Savage                                                          1\n",
       "Miguel Featuring Travis Scott                                      1\n",
       "B.o.B Featuring Bruno Mars                                         1\n",
       "G-Eazy Featuring A$AP Rocky & Cardi B                              1\n",
       "50 Cent Featuring Ne-Yo                                            1\n",
       "Mike WiLL Made-It Featuring Miley Cyrus  Wiz Khalifa & Juicy J     1\n",
       "Bobby Shmurda                                                      1\n",
       "Waka Flocka Flame Featuring Kebo Gotti                             1\n",
       "BlocBoy JB Featuring Drake                                         1\n",
       "Trinidad James                                                     1\n",
       "2 Chainz Featuring Travis Scott                                    1\n",
       "Calvin Harris Featuring Frank Ocean & Migos                        1\n",
       "Tyga Featuring Rick Ross                                           1\n",
       "Young Jeezy Featuring 2 Chainz                                     1\n",
       "YG Featuring Drake                                                 1\n",
       "Young Money Featuring Lloyd                                        1\n",
       "Chris Brown Featuring Big Sean & Wiz Khalifa                       1\n",
       "Famous Dex Featuring A$AP Rocky                                    1\n",
       "Rick Ross Featuring Ne-Yo                                          1\n",
       "Silento                                                            1\n",
       "Willow                                                             1\n",
       "Name: artist, Length: 491, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['artist'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "unique_artists = []\n",
    "\n",
    "# Split up strings to remove all features and collabs.\n",
    "for artist in df['artist']:\n",
    "    \n",
    "    unique_artist = artist.split(' Featuring ')[0]\\\n",
    "                    .split(' & ')[0]\\\n",
    "                    .split(' x ')[0]\n",
    "    \n",
    "    unique_artists.append(unique_artist)\n",
    "\n",
    "# Convert to a set to remove duplicates.\n",
    "unique_artists = set(unique_artists)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'2 Chainz',\n",
       " '21 Savage',\n",
       " '50 Cent',\n",
       " '6LACK',\n",
       " '6ix9ine',\n",
       " 'A Boogie Wit da Hoodie',\n",
       " 'A$AP Ferg',\n",
       " 'A$AP Rocky',\n",
       " 'Ace Hood',\n",
       " 'Adrian Marcel',\n",
       " 'Alessia Cara',\n",
       " 'Alicia Keys',\n",
       " 'Aloe Blacc',\n",
       " 'Amine',\n",
       " 'Anita Baker',\n",
       " 'Anthony David',\n",
       " 'Anthony Hamilton',\n",
       " 'August Alsina',\n",
       " 'B.o.B',\n",
       " 'BeBe',\n",
       " 'Belly',\n",
       " 'Beyonce',\n",
       " 'Big Sean',\n",
       " 'Birdman',\n",
       " 'BlocBoy JB',\n",
       " 'Bobby Shmurda',\n",
       " 'Bobby V',\n",
       " 'Brandy',\n",
       " 'Bruno Mars',\n",
       " 'Bryson Tiller',\n",
       " 'Ca$h Out',\n",
       " 'Cali Swag District',\n",
       " 'Calvin Harris',\n",
       " 'Cardi B',\n",
       " 'Cardi B  Bad Bunny',\n",
       " 'Chance The Rapper',\n",
       " 'Charlie Wilson',\n",
       " 'Chief Keef',\n",
       " 'Childish Gambino',\n",
       " 'Chris Brown',\n",
       " 'Ciara',\n",
       " 'Corinne Bailey Rae',\n",
       " 'D.R.A.M.',\n",
       " 'DJ Drama',\n",
       " 'DJ ESCO',\n",
       " 'DJ Khaled',\n",
       " 'DJ Luke Nasty',\n",
       " 'DLOW',\n",
       " 'Dae Dae',\n",
       " 'Daniel Caesar',\n",
       " 'DeJ Loaf',\n",
       " 'Desiigner',\n",
       " 'Diddy - Dirty Money',\n",
       " 'Diggy',\n",
       " 'Dondria',\n",
       " 'Donell Jones',\n",
       " 'Drake',\n",
       " 'Dreezy',\n",
       " 'Dwele',\n",
       " 'El Debarge',\n",
       " 'Ella Mai',\n",
       " 'Elle Varner',\n",
       " 'Emeli Sande',\n",
       " 'Eminem',\n",
       " 'Eric Benet',\n",
       " 'Erykah Badu',\n",
       " 'Estelle',\n",
       " 'Fabolous',\n",
       " 'Famous Dex',\n",
       " 'Fantasia',\n",
       " 'Fat Joe',\n",
       " 'Fetty Wap',\n",
       " 'Flo Rida',\n",
       " 'Frank Ocean',\n",
       " 'French Montana',\n",
       " 'Future',\n",
       " 'G-Eazy',\n",
       " 'Game',\n",
       " 'Gerald Levert',\n",
       " \"Ghost Town DJ's\",\n",
       " 'GoldLink',\n",
       " 'Gucci Mane',\n",
       " 'Gyptian',\n",
       " 'Hustle Gang',\n",
       " 'I LOVE MAKONNEN',\n",
       " 'Iggy Azalea',\n",
       " 'J. Cole',\n",
       " 'JAY-Z',\n",
       " 'Jacquees',\n",
       " 'Jaheim',\n",
       " 'Jamie Foxx',\n",
       " 'Jason Derulo',\n",
       " 'Jay Rock  Kendrick Lamar  Future',\n",
       " 'Jay Z',\n",
       " 'Jay Z Kanye West',\n",
       " 'Jay-Z + Alicia Keys',\n",
       " 'Jay-Z + Swizz Beatz',\n",
       " 'Jazmine Sullivan',\n",
       " 'Jennifer Hudson',\n",
       " 'Jeremih',\n",
       " 'Jhene Aiko',\n",
       " 'Jidenna',\n",
       " 'Jill Scott',\n",
       " 'John Legend',\n",
       " 'Jonn Hart',\n",
       " 'Juice WRLD',\n",
       " 'Juicy J',\n",
       " 'Justin Bieber',\n",
       " 'Justin Timberlake',\n",
       " 'K. Michelle',\n",
       " 'KYLE',\n",
       " 'Kanye West',\n",
       " 'Kanye West  Jay-Z  Big Sean',\n",
       " 'Kanye West Jay Z',\n",
       " 'Kehlani',\n",
       " 'Kelly Price',\n",
       " 'Kelly Rowland',\n",
       " 'Kem',\n",
       " 'Kendrick Lamar',\n",
       " 'Kent Jones',\n",
       " 'Keri Hilson',\n",
       " 'Kevin Gates',\n",
       " 'Keyshia Cole',\n",
       " 'Khalid',\n",
       " 'Khalid  Ty Dolla $ign',\n",
       " 'Kid Ink',\n",
       " 'Kirk Franklin',\n",
       " 'Kirko Bangz',\n",
       " 'Kodak Black',\n",
       " 'LeToya',\n",
       " 'Ledisi',\n",
       " 'Lil Baby',\n",
       " 'Lil Dicky',\n",
       " 'Lil Pump',\n",
       " 'Lil Skies',\n",
       " 'Lil Uzi Vert',\n",
       " 'Lil Wayne',\n",
       " 'Lil Wayne  Wiz Khalifa',\n",
       " 'Lil Xan',\n",
       " 'Lil Yachty',\n",
       " \"Lil' Duval\",\n",
       " 'Lloyd',\n",
       " 'Lloyd Banks',\n",
       " 'Logic',\n",
       " 'LoveRance',\n",
       " 'Ludacris',\n",
       " 'Lupe Fiasco',\n",
       " 'Lyfe Jennings',\n",
       " 'Machine Gun Kelly',\n",
       " 'Macklemore',\n",
       " 'MadeinTYO',\n",
       " 'Major Lazer',\n",
       " 'Marsha Ambrosius',\n",
       " 'Mary J. Blige',\n",
       " 'Mary Mary',\n",
       " 'Maxwell',\n",
       " 'Meek Mill',\n",
       " 'Melanie Fiona',\n",
       " 'Metro Boomin',\n",
       " 'Michael Jackson',\n",
       " 'Migos',\n",
       " 'Migos  Nicki Minaj',\n",
       " 'Miguel',\n",
       " 'Mike WiLL Made-It',\n",
       " 'Mindless Behavior',\n",
       " 'Missy Elliott',\n",
       " 'Monica',\n",
       " 'Musiq Soulchild',\n",
       " 'N*E*R*D',\n",
       " 'NF',\n",
       " 'Natalie La Rose',\n",
       " 'Ne-Yo',\n",
       " 'Nelly',\n",
       " 'Nicki Minaj',\n",
       " 'O.T. Genasis',\n",
       " 'Offset',\n",
       " 'Omarion',\n",
       " 'PARTYNEXTDOOR',\n",
       " 'Pharrell Williams',\n",
       " 'Playboi Carti',\n",
       " 'PnB Rock',\n",
       " 'Post Malone',\n",
       " 'Quavo',\n",
       " 'Queen Naija',\n",
       " 'R. Kelly',\n",
       " 'Rae Sremmurd',\n",
       " 'Rich Gang',\n",
       " 'Rich Homie Quan',\n",
       " 'Rich The Kid',\n",
       " 'Rick Ross',\n",
       " 'Rico Love',\n",
       " 'Rihanna',\n",
       " 'Rob $tone',\n",
       " 'Robin Thicke',\n",
       " 'Rocko',\n",
       " 'Russ',\n",
       " 'SZA',\n",
       " 'Sade',\n",
       " 'Sage The Gemini',\n",
       " 'ScHoolboy Q',\n",
       " 'Sean Kingston',\n",
       " 'Sevyn Streeter',\n",
       " 'Sheck Wes',\n",
       " 'Silento',\n",
       " 'Snoop Dogg',\n",
       " 'Snootie Wild',\n",
       " 'SoMo',\n",
       " \"Soulja Boy Tell'em\",\n",
       " 'T-Pain',\n",
       " 'T-Wayne',\n",
       " 'T.I.',\n",
       " 'Tamar Braxton',\n",
       " 'Tamia',\n",
       " 'Tank',\n",
       " 'Tay-K',\n",
       " 'Tee Grizzley',\n",
       " 'TeeFLii',\n",
       " 'The Black Eyed Peas',\n",
       " 'The Carters',\n",
       " 'The FiNATTiCZ',\n",
       " 'The Weeknd',\n",
       " 'Timbaland',\n",
       " 'Tinashe',\n",
       " 'Toni Braxton',\n",
       " 'Tory Lanez',\n",
       " 'Travis Porter',\n",
       " 'Travis Scott',\n",
       " 'Trey Songz',\n",
       " 'Trinidad James',\n",
       " 'Twista',\n",
       " 'Ty Dolla $ign',\n",
       " 'Tyga',\n",
       " 'Tyrese',\n",
       " 'Usher',\n",
       " 'Waka Flocka Flame',\n",
       " 'Wale',\n",
       " 'Whitney Houston',\n",
       " 'Willow',\n",
       " 'Wiz Khalifa',\n",
       " 'XXXTENTACION',\n",
       " 'YBN Nahmir',\n",
       " 'YC',\n",
       " 'YFN Lucci',\n",
       " 'YG',\n",
       " 'Yella Beezy',\n",
       " 'Yo Gotti',\n",
       " 'Young Greatness',\n",
       " 'Young Jeezy',\n",
       " 'Young M.A',\n",
       " 'Young Money',\n",
       " 'Young Thug',\n",
       " 'Young Thug And Travis Scott',\n",
       " 'YoungBoy Never Broke Again',\n",
       " 'Zay Hilfigerrr',\n",
       " 'blackbear',\n",
       " 'iLoveMemphis',\n",
       " 'will.i.am'}"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unique_artists"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------looking up features for Rick Ross...------\n",
      "------Got 15 feature(s) for Rick Ross------\n",
      "['DJ Khaled Featuring T-Pain  Ludacris  Snoop Dogg & Rick Ross', 'DJ Khaled Featuring Drake  Rick Ross & Lil Wayne', 'Wale Featuring Jeremih & Rick Ross', 'Lil Wayne Featuring Rick Ross', 'DJ Khaled Featuring Rick Ross  Plies  Lil Wayne & T-Pain', 'Usher Featuring Rick Ross', 'Wale Featuring Rick Ross  Meek Mill & T-Pain', 'DJ Khaled Featuring Chris Brown  Rick Ross  Nicki Minaj & Lil Wayne', 'French Montana Featuring Rick Ross  Drake  Lil Wayne', 'Omarion Featuring Rick Ross', 'Rocko Featuring Future & Rick Ross', 'Ace Hood Featuring Future & Rick Ross', 'Jay Z Featuring Rick Ross', 'Tyga Featuring Rick Ross', 'Chris Brown Featuring Usher & Rick Ross']\n",
      "------looking up features for Sheck Wes...------\n",
      "------Got 0 feature(s) for Sheck Wes------\n",
      "[]\n",
      "------looking up features for Yo Gotti...------\n",
      "------Got 1 feature(s) for Yo Gotti------\n",
      "['Chris Brown Featuring Yo Gotti  A Boogie Wit da Hoodie & Kodak Black']\n",
      "------looking up features for Willow...------\n",
      "------Got 0 feature(s) for Willow------\n",
      "[]\n",
      "------looking up features for Rocko...------\n",
      "------Got 0 feature(s) for Rocko------\n",
      "[]\n",
      "------looking up features for Wiz Khalifa...------\n",
      "------Got 10 feature(s) for Wiz Khalifa------\n",
      "['Jamie Foxx Featuring Wiz Khalifa', 'DJ Drama Featuring Fabolous  Roscoe Dash & Wiz Khalifa', 'T-Pain Featuring Wiz Khalifa & Lily Allen', 'Chris Brown Featuring Big Sean & Wiz Khalifa', 'Mike WiLL Made-It Featuring Miley Cyrus  Wiz Khalifa & Juicy J', 'Sean Kingston Featuring Chris Brown & Wiz Khalifa', 'Tyga Featuring Cedric Gervais  Wiz Khalifa & Mally Mall', 'Game Featuring Chris Brown  Tyga  Wiz Khalifa & Lil Wayne', 'Ty Dolla $ign Featuring Wiz Khalifa & DJ Mustard', 'will.i.am Featuring Miley Cyrus  French Montana  Wiz Khalifa & DJ Mustard']\n",
      "------looking up features for Tank...------\n",
      "------Got 0 feature(s) for Tank------\n",
      "[]\n",
      "------looking up features for Usher...------\n",
      "------Got 3 feature(s) for Usher------\n",
      "['Gucci Mane Featuring Usher', 'Rick Ross Featuring Usher', 'Chris Brown Featuring Usher & Rick Ross']\n",
      "------looking up features for El Debarge...------\n",
      "------Got 0 feature(s) for El Debarge------\n",
      "[]\n",
      "------looking up features for Lil Dicky...------\n",
      "------Got 0 feature(s) for Lil Dicky------\n",
      "[]\n",
      "------looking up features for Mary Mary...------\n",
      "------Got 0 feature(s) for Mary Mary------\n",
      "[]\n",
      "------looking up features for GoldLink...------\n",
      "------Got 0 feature(s) for GoldLink------\n",
      "[]\n",
      "------looking up features for Sevyn Streeter...------\n",
      "------Got 0 feature(s) for Sevyn Streeter------\n",
      "[]\n",
      "------looking up features for Daniel Caesar...------\n",
      "------Got 0 feature(s) for Daniel Caesar------\n",
      "[]\n",
      "------looking up features for DeJ Loaf...------\n",
      "------Got 0 feature(s) for DeJ Loaf------\n",
      "[]\n",
      "------looking up features for Lil Xan...------\n",
      "------Got 0 feature(s) for Lil Xan------\n",
      "[]\n",
      "------looking up features for Maxwell...------\n",
      "------Got 0 feature(s) for Maxwell------\n",
      "[]\n",
      "------looking up features for Keri Hilson...------\n",
      "------Got 1 feature(s) for Keri Hilson------\n",
      "['T.I. Featuring Keri Hilson']\n",
      "------looking up features for Musiq Soulchild...------\n",
      "------Got 0 feature(s) for Musiq Soulchild------\n",
      "[]\n",
      "------looking up features for Kirko Bangz...------\n",
      "------Got 0 feature(s) for Kirko Bangz------\n",
      "[]\n",
      "------looking up features for Tay-K...------\n",
      "------Got 0 feature(s) for Tay-K------\n",
      "[]\n",
      "------looking up features for Kanye West...------\n",
      "------Got 4 feature(s) for Kanye West------\n",
      "['Drake Featuring Kanye West  Lil Wayne & Eminem', 'Big Sean Featuring Kanye West & Roscoe Dash', '2 Chainz Featuring Kanye West', 'ScHoolboy Q Featuring Kanye West']\n",
      "------looking up features for D.R.A.M....------\n",
      "------Got 0 feature(s) for D.R.A.M.------\n",
      "[]\n",
      "------looking up features for Lloyd Banks...------\n",
      "------Got 0 feature(s) for Lloyd Banks------\n",
      "[]\n",
      "------looking up features for J. Cole...------\n",
      "------Got 1 feature(s) for J. Cole------\n",
      "['Miguel Featuring J. Cole']\n",
      "------looking up features for Hustle Gang...------\n",
      "------Got 0 feature(s) for Hustle Gang------\n",
      "[]\n",
      "------looking up features for Justin Bieber...------\n",
      "------Got 0 feature(s) for Justin Bieber------\n",
      "[]\n",
      "------looking up features for T-Wayne...------\n",
      "------Got 0 feature(s) for T-Wayne------\n",
      "[]\n",
      "------looking up features for Cardi B  Bad Bunny...------\n",
      "------Got 0 feature(s) for Cardi B  Bad Bunny------\n",
      "[]\n",
      "------looking up features for YG...------\n",
      "------Got 1 feature(s) for YG------\n",
      "['Jeremih Featuring YG']\n",
      "------looking up features for Russ...------\n",
      "------Got 0 feature(s) for Russ------\n",
      "[]\n",
      "------looking up features for Cali Swag District...------\n",
      "------Got 0 feature(s) for Cali Swag District------\n",
      "[]\n",
      "------looking up features for Robin Thicke...------\n",
      "------Got 0 feature(s) for Robin Thicke------\n",
      "[]\n",
      "------looking up features for Jazmine Sullivan...------\n",
      "------Got 0 feature(s) for Jazmine Sullivan------\n",
      "[]\n",
      "------looking up features for Corinne Bailey Rae...------\n",
      "------Got 0 feature(s) for Corinne Bailey Rae------\n",
      "[]\n",
      "------looking up features for Wale...------\n",
      "------Got 2 feature(s) for Wale------\n",
      "['Waka Flocka Flame Featuring Roscoe Dash & Wale', 'Juicy J Featuring Wale & Trey Songz']\n",
      "------looking up features for Jeremih...------\n",
      "------Got 7 feature(s) for Jeremih------\n",
      "['Wale Featuring Jeremih & Rick Ross', 'Lloyd Banks Featuring Jeremih', 'Diggy Featuring Jeremih', 'Natalie La Rose Featuring Jeremih', 'Dreezy Featuring Jeremih', 'Nelly Featuring Jeremih', 'Meek Mill Featuring Jeremih & PnB Rock']\n",
      "------looking up features for N*E*R*D...------\n",
      "------Got 56 feature(s) for N*E*R*D------\n",
      "['Trey Songz Featuring Drake', 'Timbaland Featuring Drake', 'Birdman Featuring Lil Wayne & Drake', 'DJ Khaled Featuring T-Pain  Ludacris  Snoop Dogg & Rick Ross', 'Waka Flocka Flame Featuring Roscoe Dash & Wale', 'Lil Wayne Featuring Drake', 'Rick Ross Featuring Drake & Chrisette Michele', 'DJ Khaled Featuring Drake  Rick Ross & Lil Wayne', 'Nicki Minaj Featuring Drake', 'Jamie Foxx Featuring Drake', 'Rihanna Featuring Drake', 'Big Sean Featuring Kanye West & Roscoe Dash', 'Trey Songz Featuring Drake', 'Lil Wayne Featuring Drake', 'Mindless Behavior Featuring Diggy', 'DJ Drama Featuring Fabolous  Roscoe Dash & Wiz Khalifa', 'Diddy - Dirty Money Featuring Drake', 'Mary J. Blige Featuring Diddy & Lil Wayne', '2 Chainz Featuring Drake', 'Mary J. Blige Featuring Drake', 'French Montana Featuring Rick Ross  Drake  Lil Wayne', 'Meek Mill Featuring Drake', 'Waka Flocka Flame Featuring Drake', 'Lil Wayne Featuring Detail', 'A$AP Rocky Featuring Drake  2 Chainz & Kendrick Lamar', 'Kendrick Lamar Featuring Drake', 'Wale Featuring Sam Dew', 'Jason Derulo Featuring Snoop Dogg', 'Lil Wayne Featuring Drake', 'Ty Dolla $ign Featuring Wiz Khalifa & DJ Mustard', 'Young Money Featuring Drake', 'YG Featuring Drake', 'I LOVE MAKONNEN Featuring Drake', 'Wiz Khalifa Featuring Snoop Dogg & Ty Dolla $ign', 'will.i.am Featuring Miley Cyrus  French Montana  Wiz Khalifa & DJ Mustard', 'Nicki Minaj Featuring Drake  Lil Wayne & Chris Brown', 'Big Sean Featuring Drake', 'Rihanna Featuring Drake', 'DJ Khaled Featuring Drake', 'The Weeknd Featuring Daft Punk', 'O.T. Genasis Featuring Young Dolph', 'PARTYNEXTDOOR Featuring Drake', 'Rob $tone Featuring J. Davi$ & Spooks', 'YG Featuring Drake & Kamaiyah', 'Future Featuring Drake', 'French Montana Featuring Drake', 'Drake Featuring PARTYNEXTDOOR', 'The Weeknd Featuring Daft Punk', 'Gucci Mane Featuring Drake', '2 Chainz Featuring Ty Dolla $ign  Trey Songz & Jhene Aiko', 'Future Featuring Drake', 'Metro Boomin Featuring Offset & Drake', 'Post Malone Featuring Ty Dolla $ign', 'BlocBoy JB Featuring Drake', 'Migos Featuring Drake', \"Lil' Duval Featuring Snoop Dogg & Ball Greezy\"]\n",
      "------looking up features for Young Greatness...------\n",
      "------Got 0 feature(s) for Young Greatness------\n",
      "[]\n",
      "------looking up features for Soulja Boy Tell'em...------\n",
      "------Got 0 feature(s) for Soulja Boy Tell'em------\n",
      "[]\n",
      "------looking up features for Jay-Z + Swizz Beatz...------\n",
      "------Got 0 feature(s) for Jay-Z + Swizz Beatz------\n",
      "[]\n",
      "------looking up features for Ella Mai...------\n",
      "------Got 0 feature(s) for Ella Mai------\n",
      "[]\n",
      "------looking up features for Jay Rock  Kendrick Lamar  Future...------\n",
      "------Got 0 feature(s) for Jay Rock  Kendrick Lamar  Future------\n",
      "[]\n",
      "------looking up features for Metro Boomin...------\n",
      "------Got 0 feature(s) for Metro Boomin------\n",
      "[]\n",
      "------looking up features for Lil Baby...------\n",
      "------Got 0 feature(s) for Lil Baby------\n",
      "[]\n",
      "------looking up features for Ne-Yo...------\n",
      "------Got 3 feature(s) for Ne-Yo------\n",
      "['50 Cent Featuring Ne-Yo', 'Rick Ross Featuring Ne-Yo', 'Young Jeezy Featuring Ne-Yo']\n",
      "------looking up features for K. Michelle...------\n",
      "------Got 0 feature(s) for K. Michelle------\n",
      "[]\n",
      "------looking up features for PnB Rock...------\n",
      "------Got 2 feature(s) for PnB Rock------\n",
      "['YFN Lucci Featuring PnB Rock', 'Meek Mill Featuring Jeremih & PnB Rock']\n",
      "------looking up features for LoveRance...------\n",
      "------Got 0 feature(s) for LoveRance------\n",
      "[]\n",
      "------looking up features for The Weeknd...------\n",
      "------Got 4 feature(s) for The Weeknd------\n",
      "['Drake Featuring The Weeknd', 'Wiz Khalifa Featuring The Weeknd', 'Future Featuring The Weeknd', 'Belly Featuring The Weeknd']\n",
      "------looking up features for Tyga...------\n",
      "------Got 4 feature(s) for Tyga------\n",
      "['Chris Brown Featuring Tyga & Kevin McCall', 'Travis Porter Featuring Tyga', 'Major Lazer Featuring Bruno Mars  Tyga & Mystic', 'Game Featuring Chris Brown  Tyga  Wiz Khalifa & Lil Wayne']\n",
      "------looking up features for Kanye West  Jay-Z  Big Sean...------\n",
      "------Got 0 feature(s) for Kanye West  Jay-Z  Big Sean------\n",
      "[]\n",
      "------looking up features for PARTYNEXTDOOR...------\n",
      "------Got 1 feature(s) for PARTYNEXTDOOR------\n",
      "['Drake Featuring PARTYNEXTDOOR']\n",
      "------looking up features for Bruno Mars...------\n",
      "------Got 2 feature(s) for Bruno Mars------\n",
      "['B.o.B Featuring Bruno Mars', 'Major Lazer Featuring Bruno Mars  Tyga & Mystic']\n",
      "------looking up features for Rico Love...------\n",
      "------Got 0 feature(s) for Rico Love------\n",
      "[]\n",
      "------looking up features for Monica...------\n",
      "------Got 0 feature(s) for Monica------\n",
      "[]\n",
      "------looking up features for DJ Khaled...------\n",
      "------Got 0 feature(s) for DJ Khaled------\n",
      "[]\n",
      "------looking up features for 21 Savage...------\n",
      "------Got 2 feature(s) for 21 Savage------\n",
      "['Drake Featuring 21 Savage', 'Cardi B Featuring 21 Savage']\n",
      "------looking up features for Ludacris...------\n",
      "------Got 6 feature(s) for Ludacris------\n",
      "['Ciara Featuring Ludacris', 'DJ Khaled Featuring T-Pain  Ludacris  Snoop Dogg & Rick Ross', 'LeToya Featuring Ludacris', 'Jeremih Featuring Ludacris', 'Chris Brown Featuring Ludacris', 'John Legend Featuring Ludacris']\n",
      "------looking up features for YBN Nahmir...------\n",
      "------Got 0 feature(s) for YBN Nahmir------\n",
      "[]\n",
      "------looking up features for Travis Porter...------\n",
      "------Got 0 feature(s) for Travis Porter------\n",
      "[]\n",
      "------looking up features for Jamie Foxx...------\n",
      "------Got 0 feature(s) for Jamie Foxx------\n",
      "[]\n",
      "------looking up features for Justin Timberlake...------\n",
      "------Got 1 feature(s) for Justin Timberlake------\n",
      "['Jay Z Featuring Justin Timberlake']\n",
      "------looking up features for Jennifer Hudson...------\n",
      "------Got 0 feature(s) for Jennifer Hudson------\n",
      "[]\n",
      "------looking up features for Missy Elliott...------\n",
      "------Got 2 feature(s) for Missy Elliott------\n",
      "['J. Cole Featuring Missy Elliott', 'Fantasia Featuring Kelly Rowland & Missy Elliott']\n",
      "------looking up features for Kem...------\n",
      "------Got 0 feature(s) for Kem------\n",
      "[]\n",
      "------looking up features for Bobby Shmurda...------\n",
      "------Got 0 feature(s) for Bobby Shmurda------\n",
      "[]\n",
      "------looking up features for Keyshia Cole...------\n",
      "------Got 0 feature(s) for Keyshia Cole------\n",
      "[]\n",
      "------looking up features for Trinidad James...------\n",
      "------Got 1 feature(s) for Trinidad James------\n",
      "['August Alsina Featuring Trinidad James']\n",
      "------looking up features for Ace Hood...------\n",
      "------Got 0 feature(s) for Ace Hood------\n",
      "[]\n",
      "------looking up features for Nicki Minaj...------\n",
      "------Got 20 feature(s) for Nicki Minaj------\n",
      "['Ludacris Featuring Nicki Minaj', 'Trey Songz Featuring Nicki Minaj', 'Usher Featuring Nicki Minaj', 'Drake Featuring Nicki Minaj', 'Big Sean Featuring Nicki Minaj', 'DJ Khaled Featuring Chris Brown  Rick Ross  Nicki Minaj & Lil Wayne', 'Rick Ross Featuring Nicki Minaj', 'Alicia Keys Featuring Nicki Minaj', 'Chris Brown Featuring Nicki Minaj', 'Rich Gang Featuring Lil Wayne  Birdman  Future  Mack Maine  Nicki Minaj', 'French Montana Featuring Nicki Minaj', 'Ciara Featuring Nicki Minaj', 'Trey Songz Featuring Nicki Minaj', 'Meek Mill Featuring Chris Brown & Nicki Minaj', 'Yo Gotti Featuring Nicki Minaj', 'Yo Gotti Featuring Nicki Minaj', 'Lil Uzi Vert Featuring Nicki Minaj', '6ix9ine Featuring Nicki Minaj & Murda Beatz', 'A$AP Ferg Featuring Nicki Minaj', 'Post Malone Featuring Nicki Minaj']\n",
      "------looking up features for Khalid...------\n",
      "------Got 1 feature(s) for Khalid------\n",
      "['Logic Featuring Alessia Cara & Khalid']\n",
      "------looking up features for Mike WiLL Made-It...------\n",
      "------Got 0 feature(s) for Mike WiLL Made-It------\n",
      "[]\n",
      "------looking up features for Adrian Marcel...------\n",
      "------Got 0 feature(s) for Adrian Marcel------\n",
      "[]\n",
      "------looking up features for Tee Grizzley...------\n",
      "------Got 0 feature(s) for Tee Grizzley------\n",
      "[]\n",
      "------looking up features for Silento...------\n",
      "------Got 0 feature(s) for Silento------\n",
      "[]\n",
      "------looking up features for Kelly Rowland...------\n",
      "------Got 1 feature(s) for Kelly Rowland------\n",
      "['Fantasia Featuring Kelly Rowland & Missy Elliott']\n",
      "------looking up features for Jill Scott...------\n",
      "------Got 0 feature(s) for Jill Scott------\n",
      "[]\n",
      "------looking up features for Eminem...------\n",
      "------Got 1 feature(s) for Eminem------\n",
      "['Drake Featuring Kanye West  Lil Wayne & Eminem']\n",
      "------looking up features for Khalid  Ty Dolla $ign...------\n",
      "------Got 0 feature(s) for Khalid  Ty Dolla $ign------\n",
      "[]\n",
      "------looking up features for T-Pain...------\n",
      "------Got 3 feature(s) for T-Pain------\n",
      "['DJ Khaled Featuring T-Pain  Ludacris  Snoop Dogg & Rick Ross', 'DJ Khaled Featuring Rick Ross  Plies  Lil Wayne & T-Pain', 'Wale Featuring Rick Ross  Meek Mill & T-Pain']\n",
      "------looking up features for Jason Derulo...------\n",
      "------Got 0 feature(s) for Jason Derulo------\n",
      "[]\n",
      "------looking up features for Dwele...------\n",
      "------Got 0 feature(s) for Dwele------\n",
      "[]\n",
      "------looking up features for Melanie Fiona...------\n",
      "------Got 0 feature(s) for Melanie Fiona------\n",
      "[]\n",
      "------looking up features for Lil Wayne  Wiz Khalifa...------\n",
      "------Got 0 feature(s) for Lil Wayne  Wiz Khalifa------\n",
      "[]\n",
      "------looking up features for ScHoolboy Q...------\n",
      "------Got 1 feature(s) for ScHoolboy Q------\n",
      "['Tinashe Featuring ScHoolboy Q']\n",
      "------looking up features for Rihanna...------\n",
      "------Got 6 feature(s) for Rihanna------\n",
      "['Eminem Featuring Rihanna', 'Drake Featuring Rihanna', 'Eminem Featuring Rihanna', 'Drake Featuring Rihanna', 'DJ Khaled Featuring Rihanna & Bryson Tiller', 'Future Featuring Rihanna']\n",
      "------looking up features for Anthony Hamilton...------\n",
      "------Got 1 feature(s) for Anthony Hamilton------\n",
      "['Jill Scott Featuring Anthony Hamilton']\n",
      "------looking up features for DJ Drama...------\n",
      "------Got 0 feature(s) for DJ Drama------\n",
      "[]\n",
      "------looking up features for Belly...------\n",
      "------Got 0 feature(s) for Belly------\n",
      "[]\n",
      "------looking up features for Game...------\n",
      "------Got 0 feature(s) for Game------\n",
      "[]\n",
      "------looking up features for R. Kelly...------\n",
      "------Got 0 feature(s) for R. Kelly------\n",
      "[]\n",
      "------looking up features for Zay Hilfigerrr...------\n",
      "------Got 0 feature(s) for Zay Hilfigerrr------\n",
      "[]\n",
      "------looking up features for Snoop Dogg...------\n",
      "------Got 4 feature(s) for Snoop Dogg------\n",
      "['DJ Khaled Featuring T-Pain  Ludacris  Snoop Dogg & Rick Ross', 'Jason Derulo Featuring Snoop Dogg', 'Wiz Khalifa Featuring Snoop Dogg & Ty Dolla $ign', \"Lil' Duval Featuring Snoop Dogg & Ball Greezy\"]\n",
      "------looking up features for Gerald Levert...------\n",
      "------Got 0 feature(s) for Gerald Levert------\n",
      "[]\n",
      "------looking up features for Donell Jones...------\n",
      "------Got 0 feature(s) for Donell Jones------\n",
      "[]\n",
      "------looking up features for Ghost Town DJ's...------\n",
      "------Got 0 feature(s) for Ghost Town DJ's------\n",
      "[]\n",
      "------looking up features for A Boogie Wit da Hoodie...------\n",
      "------Got 1 feature(s) for A Boogie Wit da Hoodie------\n",
      "['Chris Brown Featuring Yo Gotti  A Boogie Wit da Hoodie & Kodak Black']\n",
      "------looking up features for blackbear...------\n",
      "------Got 0 feature(s) for blackbear------\n",
      "[]\n",
      "------looking up features for Jay Z Kanye West...------\n",
      "------Got 0 feature(s) for Jay Z Kanye West------\n",
      "[]\n",
      "------looking up features for SoMo...------\n",
      "------Got 0 feature(s) for SoMo------\n",
      "[]\n",
      "------looking up features for Drake...------\n",
      "------Got 36 feature(s) for Drake------\n",
      "['Trey Songz Featuring Drake', 'Timbaland Featuring Drake', 'Birdman Featuring Lil Wayne & Drake', 'Lil Wayne Featuring Drake', 'Rick Ross Featuring Drake & Chrisette Michele', 'DJ Khaled Featuring Drake  Rick Ross & Lil Wayne', 'Nicki Minaj Featuring Drake', 'Jamie Foxx Featuring Drake', 'Rihanna Featuring Drake', 'Trey Songz Featuring Drake', 'Lil Wayne Featuring Drake', 'Diddy - Dirty Money Featuring Drake', '2 Chainz Featuring Drake', 'Mary J. Blige Featuring Drake', 'French Montana Featuring Rick Ross  Drake  Lil Wayne', 'Meek Mill Featuring Drake', 'Waka Flocka Flame Featuring Drake', 'A$AP Rocky Featuring Drake  2 Chainz & Kendrick Lamar', 'Kendrick Lamar Featuring Drake', 'Lil Wayne Featuring Drake', 'Young Money Featuring Drake', 'YG Featuring Drake', 'I LOVE MAKONNEN Featuring Drake', 'Nicki Minaj Featuring Drake  Lil Wayne & Chris Brown', 'Big Sean Featuring Drake', 'Rihanna Featuring Drake', 'DJ Khaled Featuring Drake', 'PARTYNEXTDOOR Featuring Drake', 'YG Featuring Drake & Kamaiyah', 'Future Featuring Drake', 'French Montana Featuring Drake', 'Gucci Mane Featuring Drake', 'Future Featuring Drake', 'Metro Boomin Featuring Offset & Drake', 'BlocBoy JB Featuring Drake', 'Migos Featuring Drake']\n",
      "------looking up features for Queen Naija...------\n",
      "------Got 0 feature(s) for Queen Naija------\n",
      "[]\n",
      "------looking up features for Machine Gun Kelly...------\n",
      "------Got 0 feature(s) for Machine Gun Kelly------\n",
      "[]\n",
      "------looking up features for Jonn Hart...------\n",
      "------Got 0 feature(s) for Jonn Hart------\n",
      "[]\n",
      "------looking up features for Rich Homie Quan...------\n",
      "------Got 3 feature(s) for Rich Homie Quan------\n",
      "['YG Featuring Jeezy & Rich Homie Quan', 'Rich Gang Featuring Young Thug & Rich Homie Quan', 'Yo Gotti Featuring Rich Homie Quan']\n",
      "------looking up features for Lloyd...------\n",
      "------Got 2 feature(s) for Lloyd------\n",
      "['Young Money Featuring Lloyd', 'Wale Featuring Lloyd']\n",
      "------looking up features for A$AP Rocky...------\n",
      "------Got 0 feature(s) for A$AP Rocky------\n",
      "[]\n",
      "------looking up features for KYLE...------\n",
      "------Got 0 feature(s) for KYLE------\n",
      "[]\n",
      "------looking up features for Post Malone...------\n",
      "------Got 0 feature(s) for Post Malone------\n",
      "[]\n",
      "------looking up features for Fetty Wap...------\n",
      "------Got 1 feature(s) for Fetty Wap------\n",
      "['Kid Ink Featuring Fetty Wap']\n",
      "------looking up features for Pharrell Williams...------\n",
      "------Got 2 feature(s) for Pharrell Williams------\n",
      "['Missy Elliott Featuring Pharrell Williams', 'Calvin Harris Featuring Pharrell Williams  Katy Perry & Big Sean']\n",
      "------looking up features for Ty Dolla $ign...------\n",
      "------Got 0 feature(s) for Ty Dolla $ign------\n",
      "[]\n",
      "------looking up features for Meek Mill...------\n",
      "------Got 1 feature(s) for Meek Mill------\n",
      "['Wale Featuring Rick Ross  Meek Mill & T-Pain']\n",
      "------looking up features for Fabolous...------\n",
      "------Got 2 feature(s) for Fabolous------\n",
      "['Trey Songz Featuring Fabolous', 'DJ Drama Featuring Fabolous  Roscoe Dash & Wiz Khalifa']\n",
      "------looking up features for Tamar Braxton...------\n",
      "------Got 0 feature(s) for Tamar Braxton------\n",
      "[]\n",
      "------looking up features for Aloe Blacc...------\n",
      "------Got 0 feature(s) for Aloe Blacc------\n",
      "[]\n",
      "------looking up features for Offset...------\n",
      "------Got 2 feature(s) for Offset------\n",
      "['Metro Boomin Featuring Offset & Drake', 'Tyga Featuring Offset']\n",
      "------looking up features for Kirk Franklin...------\n",
      "------Got 0 feature(s) for Kirk Franklin------\n",
      "[]\n",
      "------looking up features for BlocBoy JB...------\n",
      "------Got 0 feature(s) for BlocBoy JB------\n",
      "[]\n",
      "------looking up features for Chief Keef...------\n",
      "------Got 0 feature(s) for Chief Keef------\n",
      "[]\n",
      "------looking up features for Rich Gang...------\n",
      "------Got 0 feature(s) for Rich Gang------\n",
      "[]\n",
      "------looking up features for will.i.am...------\n",
      "------Got 1 feature(s) for will.i.am------\n",
      "['Usher Featuring will.i.am']\n",
      "------looking up features for Lil Yachty...------\n",
      "------Got 2 feature(s) for Lil Yachty------\n",
      "['D.R.A.M. Featuring Lil Yachty', 'KYLE Featuring Lil Yachty']\n",
      "------looking up features for Jaheim...------\n",
      "------Got 1 feature(s) for Jaheim------\n",
      "['Ledisi Featuring Jaheim']\n",
      "------looking up features for Juicy J...------\n",
      "------Got 3 feature(s) for Juicy J------\n",
      "['Mike WiLL Made-It Featuring Miley Cyrus  Wiz Khalifa & Juicy J', 'B.o.B Featuring T.I. & Juicy J', 'Usher Featuring Juicy J']\n",
      "------looking up features for Rae Sremmurd...------\n",
      "------Got 0 feature(s) for Rae Sremmurd------\n",
      "[]\n",
      "------looking up features for Dreezy...------\n",
      "------Got 0 feature(s) for Dreezy------\n",
      "[]\n",
      "------looking up features for Jay-Z + Alicia Keys...------\n",
      "------Got 0 feature(s) for Jay-Z + Alicia Keys------\n",
      "[]\n",
      "------looking up features for Lil Pump...------\n",
      "------Got 0 feature(s) for Lil Pump------\n",
      "[]\n",
      "------looking up features for SZA...------\n",
      "------Got 0 feature(s) for SZA------\n",
      "[]\n",
      "------looking up features for Waka Flocka Flame...------\n",
      "------Got 0 feature(s) for Waka Flocka Flame------\n",
      "[]\n",
      "------looking up features for Macklemore...------\n",
      "------Got 0 feature(s) for Macklemore------\n",
      "[]\n",
      "------looking up features for DLOW...------\n",
      "------Got 0 feature(s) for DLOW------\n",
      "[]\n",
      "------looking up features for 2 Chainz...------\n",
      "------Got 10 feature(s) for 2 Chainz------\n",
      "['Nicki Minaj Featuring 2 Chainz', 'Juicy J Featuring Lil Wayne & 2 Chainz', 'A$AP Rocky Featuring Drake  2 Chainz & Kendrick Lamar', 'Lil Wayne Featuring 2 Chainz', 'Young Jeezy Featuring 2 Chainz', 'B.o.B Featuring 2 Chainz', 'Drake Featuring 2 Chainz & Big Sean', 'Jason Derulo Featuring 2 Chainz', 'TeeFLii Featuring 2 Chainz', 'Chance The Rapper Featuring Lil Wayne & 2 Chainz']\n",
      "------looking up features for Bobby V...------\n",
      "------Got 0 feature(s) for Bobby V------\n",
      "[]\n",
      "------looking up features for Kanye West Jay Z...------\n",
      "------Got 0 feature(s) for Kanye West Jay Z------\n",
      "[]\n",
      "------looking up features for Lil Skies...------\n",
      "------Got 0 feature(s) for Lil Skies------\n",
      "[]\n",
      "------looking up features for Jidenna...------\n",
      "------Got 0 feature(s) for Jidenna------\n",
      "[]\n",
      "------looking up features for Yella Beezy...------\n",
      "------Got 0 feature(s) for Yella Beezy------\n",
      "[]\n",
      "------looking up features for Sage The Gemini...------\n",
      "------Got 2 feature(s) for Sage The Gemini------\n",
      "['Adrian Marcel Featuring Sage The Gemini', 'Flo Rida Featuring Sage The Gemini & Lookas']\n",
      "------looking up features for YC...------\n",
      "------Got 0 feature(s) for YC------\n",
      "[]\n",
      "------looking up features for Future...------\n",
      "------Got 11 feature(s) for Future------\n",
      "['YC Featuring Future', 'Rocko Featuring Future & Rick Ross', 'Ace Hood Featuring Future & Rick Ross', 'Rich Gang Featuring Lil Wayne  Birdman  Future  Mack Maine  Nicki Minaj', 'Rihanna Featuring Future', 'DJ Khaled Featuring Jay Z & Future', '21 Savage & Metro Boomin Featuring Future', 'Drake Featuring Future', 'DJ ESCO Featuring Future & Lil Uzi Vert', 'A$AP Ferg Featuring Future', 'Young Thug Featuring Future']\n",
      "------looking up features for Childish Gambino...------\n",
      "------Got 0 feature(s) for Childish Gambino------\n",
      "[]\n",
      "------looking up features for 50 Cent...------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------Got 2 feature(s) for 50 Cent------\n",
      "['Jeremih Featuring 50 Cent', 'LoveRance Featuring IamSu & Skipper or 50 Cent']\n",
      "------looking up features for The FiNATTiCZ...------\n",
      "------Got 0 feature(s) for The FiNATTiCZ------\n",
      "[]\n",
      "------looking up features for Major Lazer...------\n",
      "------Got 0 feature(s) for Major Lazer------\n",
      "[]\n",
      "------looking up features for Charlie Wilson...------\n",
      "------Got 0 feature(s) for Charlie Wilson------\n",
      "[]\n",
      "------looking up features for John Legend...------\n",
      "------Got 0 feature(s) for John Legend------\n",
      "[]\n",
      "------looking up features for G-Eazy...------\n",
      "------Got 0 feature(s) for G-Eazy------\n",
      "[]\n",
      "------looking up features for Sade...------\n",
      "------Got 0 feature(s) for Sade------\n",
      "[]\n",
      "------looking up features for LeToya...------\n",
      "------Got 0 feature(s) for LeToya------\n",
      "[]\n",
      "------looking up features for Kent Jones...------\n",
      "------Got 0 feature(s) for Kent Jones------\n",
      "[]\n",
      "------looking up features for Chris Brown...------\n",
      "------Got 20 feature(s) for Chris Brown------\n",
      "['Big Sean Featuring Chris Brown', 'Twista Featuring Chris Brown', 'Ace Hood Featuring Chris Brown', 'Keri Hilson Featuring Chris Brown', 'Rihanna Featuring Chris Brown', 'Fat Joe Featuring Chris Brown', 'DJ Khaled Featuring Chris Brown  Rick Ross  Nicki Minaj & Lil Wayne', 'Brandy Featuring Chris Brown', 'Nicki Minaj Featuring Chris Brown', 'Sean Kingston Featuring Chris Brown & Wiz Khalifa', 'Fabolous Featuring Chris Brown', 'Sevyn Streeter Featuring Chris Brown', 'Game Featuring Chris Brown  Tyga  Wiz Khalifa & Lil Wayne', 'Kid Ink Featuring Chris Brown', 'Kid Ink Featuring Chris Brown', 'Omarion Featuring Chris Brown & Jhene Aiko', 'Nicki Minaj Featuring Drake  Lil Wayne & Chris Brown', 'Meek Mill Featuring Chris Brown & Nicki Minaj', 'DJ Drama Featuring Chris Brown  Skeme & Lyquin', 'Lil Dicky Featuring Chris Brown']\n",
      "------looking up features for Big Sean...------\n",
      "------Got 6 feature(s) for Big Sean------\n",
      "['Chris Brown Featuring Big Sean & Wiz Khalifa', 'Lil Wayne Featuring Big Sean', 'Drake Featuring 2 Chainz & Big Sean', 'Juicy J Featuring Big Sean & Young Jeezy', 'DeJ Loaf Featuring Big Sean', 'Calvin Harris Featuring Pharrell Williams  Katy Perry & Big Sean']\n",
      "------looking up features for Snootie Wild...------\n",
      "------Got 0 feature(s) for Snootie Wild------\n",
      "[]\n",
      "------looking up features for Bryson Tiller...------\n",
      "------Got 1 feature(s) for Bryson Tiller------\n",
      "['DJ Khaled Featuring Rihanna & Bryson Tiller']\n",
      "------looking up features for Famous Dex...------\n",
      "------Got 0 feature(s) for Famous Dex------\n",
      "[]\n",
      "------looking up features for NF...------\n",
      "------Got 0 feature(s) for NF------\n",
      "[]\n",
      "------looking up features for Kendrick Lamar...------\n",
      "------Got 4 feature(s) for Kendrick Lamar------\n",
      "['A$AP Rocky Featuring Drake  2 Chainz & Kendrick Lamar', 'Robin Thicke Featuring Kendrick Lamar', 'Hustle Gang Featuring T.I.  B.o.B  Kendrick Lamar & Kris Stephens', 'Rich The Kid Featuring Kendrick Lamar']\n",
      "------looking up features for Lyfe Jennings...------\n",
      "------Got 0 feature(s) for Lyfe Jennings------\n",
      "[]\n",
      "------looking up features for Young Jeezy...------\n",
      "------Got 1 feature(s) for Young Jeezy------\n",
      "['Juicy J Featuring Big Sean & Young Jeezy']\n",
      "------looking up features for T.I....------\n",
      "------Got 7 feature(s) for T.I.------\n",
      "['Drake Featuring T.I. & Swizz Beatz', 'Diddy - Dirty Money Featuring T.I.', 'Trey Songz Featuring T.I.', 'Future Featuring T.I.', 'Robin Thicke Featuring T.I. + Pharrell', 'B.o.B Featuring T.I. & Juicy J', 'Hustle Gang Featuring T.I.  B.o.B  Kendrick Lamar & Kris Stephens']\n",
      "------looking up features for Mindless Behavior...------\n",
      "------Got 0 feature(s) for Mindless Behavior------\n",
      "[]\n",
      "------looking up features for Alessia Cara...------\n",
      "------Got 1 feature(s) for Alessia Cara------\n",
      "['Logic Featuring Alessia Cara & Khalid']\n",
      "------looking up features for DJ Luke Nasty...------\n",
      "------Got 0 feature(s) for DJ Luke Nasty------\n",
      "[]\n",
      "------looking up features for XXXTENTACION...------\n",
      "------Got 1 feature(s) for XXXTENTACION------\n",
      "['Kodak Black Featuring XXXTENTACION']\n",
      "------looking up features for Whitney Houston...------\n",
      "------Got 0 feature(s) for Whitney Houston------\n",
      "[]\n",
      "------looking up features for Lil' Duval...------\n",
      "------Got 0 feature(s) for Lil' Duval------\n",
      "[]\n",
      "------looking up features for Tory Lanez...------\n",
      "------Got 0 feature(s) for Tory Lanez------\n",
      "[]\n",
      "------looking up features for Twista...------\n",
      "------Got 0 feature(s) for Twista------\n",
      "[]\n",
      "------looking up features for Calvin Harris...------\n",
      "------Got 0 feature(s) for Calvin Harris------\n",
      "[]\n",
      "------looking up features for I LOVE MAKONNEN...------\n",
      "------Got 0 feature(s) for I LOVE MAKONNEN------\n",
      "[]\n",
      "------looking up features for Eric Benet...------\n",
      "------Got 0 feature(s) for Eric Benet------\n",
      "[]\n",
      "------looking up features for Toni Braxton...------\n",
      "------Got 0 feature(s) for Toni Braxton------\n",
      "[]\n",
      "------looking up features for Trey Songz...------\n",
      "------Got 8 feature(s) for Trey Songz------\n",
      "['Ludacris Featuring Trey Songz', 'Mary J. Blige Featuring Trey Songz', 'Gucci Mane Featuring Trey Songz', 'Lupe Fiasco Featuring Trey Songz', 'Diddy - Dirty Money Featuring Trey Songz', 'J. Cole Featuring Trey Songz', 'Juicy J Featuring Wale & Trey Songz', '2 Chainz Featuring Ty Dolla $ign  Trey Songz & Jhene Aiko']\n",
      "------looking up features for Young Thug...------\n",
      "------Got 4 feature(s) for Young Thug------\n",
      "['Rich Gang Featuring Young Thug & Rich Homie Quan', 'T.I. Featuring Young Thug', 'Tyga Featuring Young Thug', 'Usher Featuring Young Thug']\n",
      "------looking up features for Kevin Gates...------\n",
      "------Got 0 feature(s) for Kevin Gates------\n",
      "[]\n",
      "------looking up features for Omarion...------\n",
      "------Got 0 feature(s) for Omarion------\n",
      "[]\n",
      "------looking up features for Travis Scott...------\n",
      "------Got 3 feature(s) for Travis Scott------\n",
      "['SZA Featuring Travis Scott', '2 Chainz Featuring Travis Scott', 'Miguel Featuring Travis Scott']\n",
      "------looking up features for Young M.A...------\n",
      "------Got 0 feature(s) for Young M.A------\n",
      "[]\n",
      "------looking up features for Ciara...------\n",
      "------Got 0 feature(s) for Ciara------\n",
      "[]\n",
      "------looking up features for Desiigner...------\n",
      "------Got 0 feature(s) for Desiigner------\n",
      "[]\n",
      "------looking up features for Kehlani...------\n",
      "------Got 1 feature(s) for Kehlani------\n",
      "['Cardi B Featuring Kehlani']\n",
      "------looking up features for Timbaland...------\n",
      "------Got 0 feature(s) for Timbaland------\n",
      "[]\n",
      "------looking up features for Migos  Nicki Minaj...------\n",
      "------Got 0 feature(s) for Migos  Nicki Minaj------\n",
      "[]\n",
      "------looking up features for Emeli Sande...------\n",
      "------Got 0 feature(s) for Emeli Sande------\n",
      "[]\n",
      "------looking up features for Frank Ocean...------\n",
      "------Got 1 feature(s) for Frank Ocean------\n",
      "['Calvin Harris Featuring Frank Ocean & Migos']\n",
      "------looking up features for Playboi Carti...------\n",
      "------Got 0 feature(s) for Playboi Carti------\n",
      "[]\n",
      "------looking up features for Gyptian...------\n",
      "------Got 0 feature(s) for Gyptian------\n",
      "[]\n",
      "------looking up features for Fantasia...------\n",
      "------Got 0 feature(s) for Fantasia------\n",
      "[]\n",
      "------looking up features for Estelle...------\n",
      "------Got 0 feature(s) for Estelle------\n",
      "[]\n",
      "------looking up features for Nelly...------\n",
      "------Got 0 feature(s) for Nelly------\n",
      "[]\n",
      "------looking up features for Erykah Badu...------\n",
      "------Got 0 feature(s) for Erykah Badu------\n",
      "[]\n",
      "------looking up features for Young Thug And Travis Scott...------\n",
      "------Got 0 feature(s) for Young Thug And Travis Scott------\n",
      "[]\n",
      "------looking up features for Fat Joe...------\n",
      "------Got 0 feature(s) for Fat Joe------\n",
      "[]\n",
      "------looking up features for Diddy - Dirty Money...------\n",
      "------Got 0 feature(s) for Diddy - Dirty Money------\n",
      "[]\n",
      "------looking up features for YFN Lucci...------\n",
      "------Got 0 feature(s) for YFN Lucci------\n",
      "[]\n",
      "------looking up features for Amine...------\n",
      "------Got 0 feature(s) for Amine------\n",
      "[]\n",
      "------looking up features for JAY-Z...------\n",
      "------Got 0 feature(s) for JAY-Z------\n",
      "[]\n",
      "------looking up features for Flo Rida...------\n",
      "------Got 0 feature(s) for Flo Rida------\n",
      "[]\n",
      "------looking up features for Jhene Aiko...------\n",
      "------Got 3 feature(s) for Jhene Aiko------\n",
      "['Big Sean Featuring Lil Wayne & Jhene Aiko', 'Omarion Featuring Chris Brown & Jhene Aiko', '2 Chainz Featuring Ty Dolla $ign  Trey Songz & Jhene Aiko']\n",
      "------looking up features for Ca$h Out...------\n",
      "------Got 0 feature(s) for Ca$h Out------\n",
      "[]\n",
      "------looking up features for Marsha Ambrosius...------\n",
      "------Got 0 feature(s) for Marsha Ambrosius------\n",
      "[]\n",
      "------looking up features for Beyonce...------\n",
      "------Got 1 feature(s) for Beyonce------\n",
      "['Jay Z Featuring Beyonce']\n",
      "------looking up features for Tyrese...------\n",
      "------Got 0 feature(s) for Tyrese------\n",
      "[]\n",
      "------looking up features for Lil Uzi Vert...------\n",
      "------Got 3 feature(s) for Lil Uzi Vert------\n",
      "['DJ ESCO Featuring Future & Lil Uzi Vert', 'Migos Featuring Lil Uzi Vert', 'Playboi Carti Featuring Lil Uzi Vert']\n",
      "------looking up features for Anita Baker...------\n",
      "------Got 0 feature(s) for Anita Baker------\n",
      "[]\n",
      "------looking up features for 6LACK...------\n",
      "------Got 0 feature(s) for 6LACK------\n",
      "[]\n",
      "------looking up features for Chance The Rapper...------\n",
      "------Got 1 feature(s) for Chance The Rapper------\n",
      "['Justin Bieber Featuring Chance The Rapper']\n",
      "------looking up features for Rob $tone...------\n",
      "------Got 0 feature(s) for Rob $tone------\n",
      "[]\n",
      "------looking up features for Miguel...------\n",
      "------Got 2 feature(s) for Miguel------\n",
      "['Wale Featuring Miguel', 'J. Cole Featuring Miguel']\n",
      "------looking up features for Gucci Mane...------\n",
      "------Got 3 feature(s) for Gucci Mane------\n",
      "['Young Money Featuring Gucci Mane', 'Rae Sremmurd Featuring Gucci Mane', 'Migos Featuring Gucci Mane']\n",
      "------looking up features for YoungBoy Never Broke Again...------\n",
      "------Got 0 feature(s) for YoungBoy Never Broke Again------\n",
      "[]\n",
      "------looking up features for 6ix9ine...------\n",
      "------Got 0 feature(s) for 6ix9ine------\n",
      "[]\n",
      "------looking up features for Lupe Fiasco...------\n",
      "------Got 0 feature(s) for Lupe Fiasco------\n",
      "[]\n",
      "------looking up features for Brandy...------\n",
      "------Got 0 feature(s) for Brandy------\n",
      "[]\n",
      "------looking up features for iLoveMemphis...------\n",
      "------Got 0 feature(s) for iLoveMemphis------\n",
      "[]\n",
      "------looking up features for Kodak Black...------\n",
      "------Got 3 feature(s) for Kodak Black------\n",
      "['French Montana Featuring Kodak Black', 'A Boogie Wit da Hoodie Featuring Kodak Black', 'Chris Brown Featuring Yo Gotti  A Boogie Wit da Hoodie & Kodak Black']\n",
      "------looking up features for Alicia Keys...------\n",
      "------Got 0 feature(s) for Alicia Keys------\n",
      "[]\n",
      "------looking up features for Lil Wayne...------\n",
      "------Got 27 feature(s) for Lil Wayne------\n",
      "['Drake Featuring Lil Wayne', 'Birdman Featuring Lil Wayne & Drake', 'Yo Gotti Featuring Lil Wayne', 'Drake Featuring Kanye West  Lil Wayne & Eminem', 'Chris Brown Featuring Lil Wayne & Swizz Beatz', 'Kelly Rowland Featuring Lil Wayne', 'DJ Khaled Featuring Drake  Rick Ross & Lil Wayne', 'Young Jeezy Featuring Lil Wayne', 'DJ Khaled Featuring Rick Ross  Plies  Lil Wayne & T-Pain', 'Birdman Featuring Lil Wayne', 'Mary J. Blige Featuring Diddy & Lil Wayne', 'Drake Featuring Lil Wayne', 'DJ Khaled Featuring Chris Brown  Rick Ross  Nicki Minaj & Lil Wayne', 'French Montana Featuring Rick Ross  Drake  Lil Wayne', 'Juicy J Featuring Lil Wayne & 2 Chainz', 'Keyshia Cole Featuring Lil Wayne', 'Tyga Featuring Lil Wayne', 'Kelly Rowland Featuring Lil Wayne', 'Big Sean Featuring Lil Wayne & Jhene Aiko', 'Rich Gang Featuring Lil Wayne  Birdman  Future  Mack Maine  Nicki Minaj', 'T.I. Featuring Lil Wayne', 'Nicki Minaj Featuring Lil Wayne', 'Future Featuring Lil Wayne', 'Game Featuring Chris Brown  Tyga  Wiz Khalifa & Lil Wayne', 'Nicki Minaj Featuring Drake  Lil Wayne & Chris Brown', 'Chance The Rapper Featuring Lil Wayne & 2 Chainz', 'Kodak Black Featuring Lil Wayne']\n",
      "------looking up features for Birdman...------\n",
      "------Got 1 feature(s) for Birdman------\n",
      "['Rich Gang Featuring Lil Wayne  Birdman  Future  Mack Maine  Nicki Minaj']\n",
      "------looking up features for Diggy...------\n",
      "------Got 1 feature(s) for Diggy------\n",
      "['Mindless Behavior Featuring Diggy']\n",
      "------looking up features for Migos...------\n",
      "------Got 4 feature(s) for Migos------\n",
      "['YFN Lucci Featuring Migos & Trouble', 'Calvin Harris Featuring Frank Ocean & Migos', 'Gucci Mane Featuring Migos', 'Cardi B Featuring Migos']\n",
      "------looking up features for TeeFLii...------\n",
      "------Got 0 feature(s) for TeeFLii------\n",
      "[]\n",
      "------looking up features for BeBe...------\n",
      "------Got 0 feature(s) for BeBe------\n",
      "[]\n",
      "------looking up features for Anthony David...------\n",
      "------Got 0 feature(s) for Anthony David------\n",
      "[]\n",
      "------looking up features for Cardi B...------\n",
      "------Got 1 feature(s) for Cardi B------\n",
      "['G-Eazy Featuring A$AP Rocky & Cardi B']\n",
      "------looking up features for Quavo...------\n",
      "------Got 2 feature(s) for Quavo------\n",
      "['Young Thug And Travis Scott Featuring Quavo', 'Post Malone Featuring Quavo']\n",
      "------looking up features for French Montana...------\n",
      "------Got 1 feature(s) for French Montana------\n",
      "['will.i.am Featuring Miley Cyrus  French Montana  Wiz Khalifa & DJ Mustard']\n",
      "------looking up features for Tinashe...------\n",
      "------Got 0 feature(s) for Tinashe------\n",
      "[]\n",
      "------looking up features for B.o.B...------\n",
      "------Got 3 feature(s) for B.o.B------\n",
      "['Hustle Gang Featuring T.I.  B.o.B  Kendrick Lamar & Kris Stephens', 'Ty Dolla $ign Featuring B.o.B', 'T-Pain Featuring B.o.B']\n",
      "------looking up features for Kelly Price...------\n",
      "------Got 0 feature(s) for Kelly Price------\n",
      "[]\n",
      "------looking up features for A$AP Ferg...------\n",
      "------Got 0 feature(s) for A$AP Ferg------\n",
      "[]\n",
      "------looking up features for Logic...------\n",
      "------Got 0 feature(s) for Logic------\n",
      "[]\n",
      "------looking up features for Elle Varner...------\n",
      "------Got 0 feature(s) for Elle Varner------\n",
      "[]\n",
      "------looking up features for Tamia...------\n",
      "------Got 0 feature(s) for Tamia------\n",
      "[]\n",
      "------looking up features for DJ ESCO...------\n",
      "------Got 0 feature(s) for DJ ESCO------\n",
      "[]\n",
      "------looking up features for Ledisi...------\n",
      "------Got 0 feature(s) for Ledisi------\n",
      "[]\n",
      "------looking up features for Dae Dae...------\n",
      "------Got 0 feature(s) for Dae Dae------\n",
      "[]\n",
      "------looking up features for Natalie La Rose...------\n",
      "------Got 0 feature(s) for Natalie La Rose------\n",
      "[]\n",
      "------looking up features for Dondria...------\n",
      "------Got 0 feature(s) for Dondria------\n",
      "[]\n",
      "------looking up features for August Alsina...------\n",
      "------Got 0 feature(s) for August Alsina------\n",
      "[]\n",
      "------looking up features for Juice WRLD...------\n",
      "------Got 0 feature(s) for Juice WRLD------\n",
      "[]\n",
      "------looking up features for The Carters...------\n",
      "------Got 0 feature(s) for The Carters------\n",
      "[]\n",
      "------looking up features for Iggy Azalea...------\n",
      "------Got 1 feature(s) for Iggy Azalea------\n",
      "['T.I. Featuring Iggy Azalea']\n",
      "------looking up features for MadeinTYO...------\n",
      "------Got 0 feature(s) for MadeinTYO------\n",
      "[]\n",
      "------looking up features for Mary J. Blige...------\n",
      "------Got 0 feature(s) for Mary J. Blige------\n",
      "[]\n",
      "------looking up features for Young Money...------\n",
      "------Got 0 feature(s) for Young Money------\n",
      "[]\n",
      "------looking up features for O.T. Genasis...------\n",
      "------Got 0 feature(s) for O.T. Genasis------\n",
      "[]\n",
      "------looking up features for Sean Kingston...------\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------Got 0 feature(s) for Sean Kingston------\n",
      "[]\n",
      "------looking up features for Kid Ink...------\n",
      "------Got 0 feature(s) for Kid Ink------\n",
      "[]\n",
      "------looking up features for Michael Jackson...------\n",
      "------Got 0 feature(s) for Michael Jackson------\n",
      "[]\n",
      "------looking up features for Jay Z...------\n",
      "------Got 2 feature(s) for Jay Z------\n",
      "['Beyonce Featuring Jay Z', 'DJ Khaled Featuring Jay Z & Future']\n",
      "------looking up features for Rich The Kid...------\n",
      "------Got 0 feature(s) for Rich The Kid------\n",
      "[]\n",
      "------looking up features for Jacquees...------\n",
      "------Got 0 feature(s) for Jacquees------\n",
      "[]\n",
      "------looking up features for The Black Eyed Peas...------\n",
      "------Got 0 feature(s) for The Black Eyed Peas------\n",
      "[]\n"
     ]
    }
   ],
   "source": [
    "features_count = {}\n",
    "\n",
    "for artist in unique_artists:\n",
    "    count = 0\n",
    "    featured_on= []\n",
    "    \n",
    "    print(f\"------looking up features for {artist}...------\")\n",
    "    for artist_ in df['artist']:\n",
    "        feat = f\"Featuring.*{artist}\"\n",
    "        match = re.search(feat,artist_)\n",
    "        \n",
    "        if match:\n",
    "            featured_on.append(match.string)\n",
    "            count +=1\n",
    "    print(f\"------Got {count} feature(s) for {artist}------\")\n",
    "    print(featured_on)\n",
    "    \n",
    "    # Append key, value pair to dictionary\n",
    "    features_count[artist] = count\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Rick Ross': 15,\n",
       " 'Sheck Wes': 0,\n",
       " 'Yo Gotti': 1,\n",
       " 'Willow': 0,\n",
       " 'Rocko': 0,\n",
       " 'Wiz Khalifa': 10,\n",
       " 'Tank': 0,\n",
       " 'Usher': 3,\n",
       " 'El Debarge': 0,\n",
       " 'Lil Dicky': 0,\n",
       " 'Mary Mary': 0,\n",
       " 'GoldLink': 0,\n",
       " 'Sevyn Streeter': 0,\n",
       " 'Daniel Caesar': 0,\n",
       " 'DeJ Loaf': 0,\n",
       " 'Lil Xan': 0,\n",
       " 'Maxwell': 0,\n",
       " 'Keri Hilson': 1,\n",
       " 'Musiq Soulchild': 0,\n",
       " 'Kirko Bangz': 0,\n",
       " 'Tay-K': 0,\n",
       " 'Kanye West': 4,\n",
       " 'D.R.A.M.': 0,\n",
       " 'Lloyd Banks': 0,\n",
       " 'J. Cole': 1,\n",
       " 'Hustle Gang': 0,\n",
       " 'Justin Bieber': 0,\n",
       " 'T-Wayne': 0,\n",
       " 'Cardi B  Bad Bunny': 0,\n",
       " 'YG': 1,\n",
       " 'Russ': 0,\n",
       " 'Cali Swag District': 0,\n",
       " 'Robin Thicke': 0,\n",
       " 'Jazmine Sullivan': 0,\n",
       " 'Corinne Bailey Rae': 0,\n",
       " 'Wale': 2,\n",
       " 'Jeremih': 7,\n",
       " 'N*E*R*D': 56,\n",
       " 'Young Greatness': 0,\n",
       " \"Soulja Boy Tell'em\": 0,\n",
       " 'Jay-Z + Swizz Beatz': 0,\n",
       " 'Ella Mai': 0,\n",
       " 'Jay Rock  Kendrick Lamar  Future': 0,\n",
       " 'Metro Boomin': 0,\n",
       " 'Lil Baby': 0,\n",
       " 'Ne-Yo': 3,\n",
       " 'K. Michelle': 0,\n",
       " 'PnB Rock': 2,\n",
       " 'LoveRance': 0,\n",
       " 'The Weeknd': 4,\n",
       " 'Tyga': 4,\n",
       " 'Kanye West  Jay-Z  Big Sean': 0,\n",
       " 'PARTYNEXTDOOR': 1,\n",
       " 'Bruno Mars': 2,\n",
       " 'Rico Love': 0,\n",
       " 'Monica': 0,\n",
       " 'DJ Khaled': 0,\n",
       " '21 Savage': 2,\n",
       " 'Ludacris': 6,\n",
       " 'YBN Nahmir': 0,\n",
       " 'Travis Porter': 0,\n",
       " 'Jamie Foxx': 0,\n",
       " 'Justin Timberlake': 1,\n",
       " 'Jennifer Hudson': 0,\n",
       " 'Missy Elliott': 2,\n",
       " 'Kem': 0,\n",
       " 'Bobby Shmurda': 0,\n",
       " 'Keyshia Cole': 0,\n",
       " 'Trinidad James': 1,\n",
       " 'Ace Hood': 0,\n",
       " 'Nicki Minaj': 20,\n",
       " 'Khalid': 1,\n",
       " 'Mike WiLL Made-It': 0,\n",
       " 'Adrian Marcel': 0,\n",
       " 'Tee Grizzley': 0,\n",
       " 'Silento': 0,\n",
       " 'Kelly Rowland': 1,\n",
       " 'Jill Scott': 0,\n",
       " 'Eminem': 1,\n",
       " 'Khalid  Ty Dolla $ign': 0,\n",
       " 'T-Pain': 3,\n",
       " 'Jason Derulo': 0,\n",
       " 'Dwele': 0,\n",
       " 'Melanie Fiona': 0,\n",
       " 'Lil Wayne  Wiz Khalifa': 0,\n",
       " 'ScHoolboy Q': 1,\n",
       " 'Rihanna': 6,\n",
       " 'Anthony Hamilton': 1,\n",
       " 'DJ Drama': 0,\n",
       " 'Belly': 0,\n",
       " 'Game': 0,\n",
       " 'R. Kelly': 0,\n",
       " 'Zay Hilfigerrr': 0,\n",
       " 'Snoop Dogg': 4,\n",
       " 'Gerald Levert': 0,\n",
       " 'Donell Jones': 0,\n",
       " \"Ghost Town DJ's\": 0,\n",
       " 'A Boogie Wit da Hoodie': 1,\n",
       " 'blackbear': 0,\n",
       " 'Jay Z Kanye West': 0,\n",
       " 'SoMo': 0,\n",
       " 'Drake': 36,\n",
       " 'Queen Naija': 0,\n",
       " 'Machine Gun Kelly': 0,\n",
       " 'Jonn Hart': 0,\n",
       " 'Rich Homie Quan': 3,\n",
       " 'Lloyd': 2,\n",
       " 'A$AP Rocky': 0,\n",
       " 'KYLE': 0,\n",
       " 'Post Malone': 0,\n",
       " 'Fetty Wap': 1,\n",
       " 'Pharrell Williams': 2,\n",
       " 'Ty Dolla $ign': 0,\n",
       " 'Meek Mill': 1,\n",
       " 'Fabolous': 2,\n",
       " 'Tamar Braxton': 0,\n",
       " 'Aloe Blacc': 0,\n",
       " 'Offset': 2,\n",
       " 'Kirk Franklin': 0,\n",
       " 'BlocBoy JB': 0,\n",
       " 'Chief Keef': 0,\n",
       " 'Rich Gang': 0,\n",
       " 'will.i.am': 1,\n",
       " 'Lil Yachty': 2,\n",
       " 'Jaheim': 1,\n",
       " 'Juicy J': 3,\n",
       " 'Rae Sremmurd': 0,\n",
       " 'Dreezy': 0,\n",
       " 'Jay-Z + Alicia Keys': 0,\n",
       " 'Lil Pump': 0,\n",
       " 'SZA': 0,\n",
       " 'Waka Flocka Flame': 0,\n",
       " 'Macklemore': 0,\n",
       " 'DLOW': 0,\n",
       " '2 Chainz': 10,\n",
       " 'Bobby V': 0,\n",
       " 'Kanye West Jay Z': 0,\n",
       " 'Lil Skies': 0,\n",
       " 'Jidenna': 0,\n",
       " 'Yella Beezy': 0,\n",
       " 'Sage The Gemini': 2,\n",
       " 'YC': 0,\n",
       " 'Future': 11,\n",
       " 'Childish Gambino': 0,\n",
       " '50 Cent': 2,\n",
       " 'The FiNATTiCZ': 0,\n",
       " 'Major Lazer': 0,\n",
       " 'Charlie Wilson': 0,\n",
       " 'John Legend': 0,\n",
       " 'G-Eazy': 0,\n",
       " 'Sade': 0,\n",
       " 'LeToya': 0,\n",
       " 'Kent Jones': 0,\n",
       " 'Chris Brown': 20,\n",
       " 'Big Sean': 6,\n",
       " 'Snootie Wild': 0,\n",
       " 'Bryson Tiller': 1,\n",
       " 'Famous Dex': 0,\n",
       " 'NF': 0,\n",
       " 'Kendrick Lamar': 4,\n",
       " 'Lyfe Jennings': 0,\n",
       " 'Young Jeezy': 1,\n",
       " 'T.I.': 7,\n",
       " 'Mindless Behavior': 0,\n",
       " 'Alessia Cara': 1,\n",
       " 'DJ Luke Nasty': 0,\n",
       " 'XXXTENTACION': 1,\n",
       " 'Whitney Houston': 0,\n",
       " \"Lil' Duval\": 0,\n",
       " 'Tory Lanez': 0,\n",
       " 'Twista': 0,\n",
       " 'Calvin Harris': 0,\n",
       " 'I LOVE MAKONNEN': 0,\n",
       " 'Eric Benet': 0,\n",
       " 'Toni Braxton': 0,\n",
       " 'Trey Songz': 8,\n",
       " 'Young Thug': 4,\n",
       " 'Kevin Gates': 0,\n",
       " 'Omarion': 0,\n",
       " 'Travis Scott': 3,\n",
       " 'Young M.A': 0,\n",
       " 'Ciara': 0,\n",
       " 'Desiigner': 0,\n",
       " 'Kehlani': 1,\n",
       " 'Timbaland': 0,\n",
       " 'Migos  Nicki Minaj': 0,\n",
       " 'Emeli Sande': 0,\n",
       " 'Frank Ocean': 1,\n",
       " 'Playboi Carti': 0,\n",
       " 'Gyptian': 0,\n",
       " 'Fantasia': 0,\n",
       " 'Estelle': 0,\n",
       " 'Nelly': 0,\n",
       " 'Erykah Badu': 0,\n",
       " 'Young Thug And Travis Scott': 0,\n",
       " 'Fat Joe': 0,\n",
       " 'Diddy - Dirty Money': 0,\n",
       " 'YFN Lucci': 0,\n",
       " 'Amine': 0,\n",
       " 'JAY-Z': 0,\n",
       " 'Flo Rida': 0,\n",
       " 'Jhene Aiko': 3,\n",
       " 'Ca$h Out': 0,\n",
       " 'Marsha Ambrosius': 0,\n",
       " 'Beyonce': 1,\n",
       " 'Tyrese': 0,\n",
       " 'Lil Uzi Vert': 3,\n",
       " 'Anita Baker': 0,\n",
       " '6LACK': 0,\n",
       " 'Chance The Rapper': 1,\n",
       " 'Rob $tone': 0,\n",
       " 'Miguel': 2,\n",
       " 'Gucci Mane': 3,\n",
       " 'YoungBoy Never Broke Again': 0,\n",
       " '6ix9ine': 0,\n",
       " 'Lupe Fiasco': 0,\n",
       " 'Brandy': 0,\n",
       " 'iLoveMemphis': 0,\n",
       " 'Kodak Black': 3,\n",
       " 'Alicia Keys': 0,\n",
       " 'Lil Wayne': 27,\n",
       " 'Birdman': 1,\n",
       " 'Diggy': 1,\n",
       " 'Migos': 4,\n",
       " 'TeeFLii': 0,\n",
       " 'BeBe': 0,\n",
       " 'Anthony David': 0,\n",
       " 'Cardi B': 1,\n",
       " 'Quavo': 2,\n",
       " 'French Montana': 1,\n",
       " 'Tinashe': 0,\n",
       " 'B.o.B': 3,\n",
       " 'Kelly Price': 0,\n",
       " 'A$AP Ferg': 0,\n",
       " 'Logic': 0,\n",
       " 'Elle Varner': 0,\n",
       " 'Tamia': 0,\n",
       " 'DJ ESCO': 0,\n",
       " 'Ledisi': 0,\n",
       " 'Dae Dae': 0,\n",
       " 'Natalie La Rose': 0,\n",
       " 'Dondria': 0,\n",
       " 'August Alsina': 0,\n",
       " 'Juice WRLD': 0,\n",
       " 'The Carters': 0,\n",
       " 'Iggy Azalea': 1,\n",
       " 'MadeinTYO': 0,\n",
       " 'Mary J. Blige': 0,\n",
       " 'Young Money': 0,\n",
       " 'O.T. Genasis': 0,\n",
       " 'Sean Kingston': 0,\n",
       " 'Kid Ink': 0,\n",
       " 'Michael Jackson': 0,\n",
       " 'Jay Z': 2,\n",
       " 'Rich The Kid': 0,\n",
       " 'Jacquees': 0,\n",
       " 'The Black Eyed Peas': 0}"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "features_count = {k:v for k,v in features_count.items() if v>0}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Rick Ross': 15,\n",
       " 'Yo Gotti': 1,\n",
       " 'Wiz Khalifa': 10,\n",
       " 'Usher': 3,\n",
       " 'Keri Hilson': 1,\n",
       " 'Kanye West': 4,\n",
       " 'J. Cole': 1,\n",
       " 'YG': 1,\n",
       " 'Wale': 2,\n",
       " 'Jeremih': 7,\n",
       " 'N*E*R*D': 56,\n",
       " 'Ne-Yo': 3,\n",
       " 'PnB Rock': 2,\n",
       " 'The Weeknd': 4,\n",
       " 'Tyga': 4,\n",
       " 'PARTYNEXTDOOR': 1,\n",
       " 'Bruno Mars': 2,\n",
       " '21 Savage': 2,\n",
       " 'Ludacris': 6,\n",
       " 'Justin Timberlake': 1,\n",
       " 'Missy Elliott': 2,\n",
       " 'Trinidad James': 1,\n",
       " 'Nicki Minaj': 20,\n",
       " 'Khalid': 1,\n",
       " 'Kelly Rowland': 1,\n",
       " 'Eminem': 1,\n",
       " 'T-Pain': 3,\n",
       " 'ScHoolboy Q': 1,\n",
       " 'Rihanna': 6,\n",
       " 'Anthony Hamilton': 1,\n",
       " 'Snoop Dogg': 4,\n",
       " 'A Boogie Wit da Hoodie': 1,\n",
       " 'Drake': 36,\n",
       " 'Rich Homie Quan': 3,\n",
       " 'Lloyd': 2,\n",
       " 'Fetty Wap': 1,\n",
       " 'Pharrell Williams': 2,\n",
       " 'Meek Mill': 1,\n",
       " 'Fabolous': 2,\n",
       " 'Offset': 2,\n",
       " 'will.i.am': 1,\n",
       " 'Lil Yachty': 2,\n",
       " 'Jaheim': 1,\n",
       " 'Juicy J': 3,\n",
       " '2 Chainz': 10,\n",
       " 'Sage The Gemini': 2,\n",
       " 'Future': 11,\n",
       " '50 Cent': 2,\n",
       " 'Chris Brown': 20,\n",
       " 'Big Sean': 6,\n",
       " 'Bryson Tiller': 1,\n",
       " 'Kendrick Lamar': 4,\n",
       " 'Young Jeezy': 1,\n",
       " 'T.I.': 7,\n",
       " 'Alessia Cara': 1,\n",
       " 'XXXTENTACION': 1,\n",
       " 'Trey Songz': 8,\n",
       " 'Young Thug': 4,\n",
       " 'Travis Scott': 3,\n",
       " 'Kehlani': 1,\n",
       " 'Frank Ocean': 1,\n",
       " 'Jhene Aiko': 3,\n",
       " 'Beyonce': 1,\n",
       " 'Lil Uzi Vert': 3,\n",
       " 'Chance The Rapper': 1,\n",
       " 'Miguel': 2,\n",
       " 'Gucci Mane': 3,\n",
       " 'Kodak Black': 3,\n",
       " 'Lil Wayne': 27,\n",
       " 'Birdman': 1,\n",
       " 'Diggy': 1,\n",
       " 'Migos': 4,\n",
       " 'Cardi B': 1,\n",
       " 'Quavo': 2,\n",
       " 'French Montana': 1,\n",
       " 'B.o.B': 3,\n",
       " 'Iggy Azalea': 1,\n",
       " 'Jay Z': 2}"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "dic = {}\n",
    "dic['artist'] = [k for k,v in features_count.items()]\n",
    "dic['features'] = [v for k,v in features_count.items()]\n",
    "features_df= pd.DataFrame(dic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "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>artist</th>\n",
       "      <th>features</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Rick Ross</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Yo Gotti</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Wiz Khalifa</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Usher</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Keri Hilson</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        artist  features\n",
       "0    Rick Ross        15\n",
       "1     Yo Gotti         1\n",
       "2  Wiz Khalifa        10\n",
       "3        Usher         3\n",
       "4  Keri Hilson         1"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "features_df = features_df.sort_values(by='features', ascending=False).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "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>artist</th>\n",
       "      <th>features</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>N*E*R*D</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Drake</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Lil Wayne</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Nicki Minaj</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Chris Brown</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        artist  features\n",
       "0      N*E*R*D        56\n",
       "1        Drake        36\n",
       "2    Lil Wayne        27\n",
       "3  Nicki Minaj        20\n",
       "4  Chris Brown        20"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop NERD. Must be mistake with regex\n",
    "features_df = features_df.drop(df.index[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
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       "        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>features</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Drake</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Lil Wayne</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Nicki Minaj</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Chris Brown</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Rick Ross</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Future</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Wiz Khalifa</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2 Chainz</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Trey Songz</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Jeremih</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         artist  features\n",
       "1         Drake        36\n",
       "2     Lil Wayne        27\n",
       "3   Nicki Minaj        20\n",
       "4   Chris Brown        20\n",
       "5     Rick Ross        15\n",
       "6        Future        11\n",
       "7   Wiz Khalifa        10\n",
       "8      2 Chainz        10\n",
       "9    Trey Songz         8\n",
       "10      Jeremih         7"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features_df.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Now to wrap it all in a function!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "def top_featured_artists(df):\n",
    "    \n",
    "    '''Returns a dataframe of an artist and number of features they have been on.'''\n",
    "    \n",
    "    # Make an empty list to hold all of our unique artists in the dataframe.\n",
    "    unique_artists = []\n",
    "    \n",
    "    # Split up strings in artist column to remove all features and collabs.\n",
    "    for artist in df['artist']:\n",
    "\n",
    "        unique_artist = artist.split(' Featuring ')[0]\\\n",
    "                        .split(' & ')[0]\\\n",
    "                        .split(' x ')[0]\n",
    "\n",
    "        unique_artists.append(unique_artist)\n",
    "\n",
    "    # Convert to a set, then back to list to remove duplicates in our list.\n",
    "    unique_artists = list(set(unique_artists))\n",
    "    \n",
    "    # Make empty dictionary to hold artist and number of features.\n",
    "    features_count = {}\n",
    "\n",
    "    for artist in unique_artists:\n",
    "        count = 0\n",
    "        \n",
    "        for artist_ in df['artist']:\n",
    "            feat = f\"Featuring.*{artist}\"\n",
    "            match = re.search(feat,artist_)\n",
    "            \n",
    "            if match:\n",
    "                count +=1\n",
    "\n",
    "        # Append key, value pair to dictionary\n",
    "        features_count[artist] = count\n",
    "\n",
    "    dic = {}\n",
    "    dic['artist'] = [k for k,v in features_count.items()]\n",
    "    dic['features'] = [v for k,v in features_count.items()]\n",
    "    \n",
    "    features_df= pd.DataFrame(dic)\\\n",
    "                .sort_values(by='features', ascending=False)\\\n",
    "                .reset_index(drop=True)\n",
    "    \n",
    "    return features_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "test = top_featured_artists(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "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>artist</th>\n",
       "      <th>features</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>N*E*R*D</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Drake</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Lil Wayne</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Chris Brown</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Nicki Minaj</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Rick Ross</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Future</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Wiz Khalifa</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2 Chainz</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Trey Songz</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        artist  features\n",
       "0      N*E*R*D        56\n",
       "1        Drake        36\n",
       "2    Lil Wayne        27\n",
       "3  Chris Brown        20\n",
       "4  Nicki Minaj        20\n",
       "5    Rick Ross        15\n",
       "6       Future        11\n",
       "7  Wiz Khalifa        10\n",
       "8     2 Chainz        10\n",
       "9   Trey Songz         8"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Now to graph both solo and featured artists..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# top 10 only.\n",
    "test=    test[\n",
    "        (test['artist']!= 'N*E*R*D') &\n",
    "        (test.index < 11)\n",
    "    ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "# solo artists in the top 10 for features and their # of hits on billboard hot 100.\n",
    "solo_artists = df[\n",
    "(df['artist'].isin(test['artist'][0:10]))\n",
    "].groupby('artist')['artist'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "artist\n",
       "Drake          23\n",
       "Chris Brown     9\n",
       "Trey Songz      8\n",
       "Nicki Minaj     7\n",
       "Future          7\n",
       "Wiz Khalifa     4\n",
       "Lil Wayne       3\n",
       "2 Chainz        2\n",
       "Name: artist, dtype: int64"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "solo_artists.sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "def make_conditions(col_list):\n",
    "    \n",
    "    ''' Returns an array with lists of conditions for dropdown menus.'''\n",
    "    \n",
    "    # Make array full of False values with dimensions of input list.\n",
    "    array = np.full(shape=(len(col_list),len(col_list)), fill_value=False, dtype=bool)\n",
    "    \n",
    "    for i in range(len(array)):\n",
    "        array[i][i] = True\n",
    "    \n",
    "    return array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "import plotly.plotly as py\n",
    "import plotly.graph_objs as go\n",
    "import plotly.offline as offline\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script><script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window._Plotly) {require(['plotly'],function(plotly) {window._Plotly=plotly;});}</script>"
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      "text/vnd.plotly.v1+html": [
       "<script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script><script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window._Plotly) {require(['plotly'],function(plotly) {window._Plotly=plotly;});}</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "offline.init_notebook_mode(connected=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "linkText": "Export to plot.ly",
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         "y": [
          "Migos",
          "Kanye West",
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          "The Weeknd",
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         "y": [
          "T.I.",
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          "2 Chainz",
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          "Future",
          "Rick Ross",
          "Nicki Minaj",
          "Chris Brown",
          "Lil Wayne",
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         ]
        }
       ],
       "layout": {
        "showlegend": false,
        "title": {
         "text": "# of Songs on the Hot 100 Rap Charts"
        },
        "updatemenus": [
         {
          "bgcolor": "#AAAAAA",
          "bordercolor": "#FFFFFF",
          "buttons": [
           {
            "args": [
             {
              "visible": [
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            ],
            "label": "Solo Only",
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           },
           {
            "args": [
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            "label": "Features Only",
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       "<div id=\"85c420c1-b73f-4d1f-811e-778db210aa6a\" style=\"height: 525px; width: 100%;\" class=\"plotly-graph-div\"></div><script type=\"text/javascript\">require([\"plotly\"], function(Plotly) { window.PLOTLYENV=window.PLOTLYENV || {};window.PLOTLYENV.BASE_URL=\"https://plot.ly\";Plotly.newPlot(\"85c420c1-b73f-4d1f-811e-778db210aa6a\", [{\"marker\": {\"color\": [6, 7, 7, 7, 8, 8, 9, 10, 10, 23], \"colorscale\": \"Greens\", \"line\": {\"width\": 1.5}, \"reversescale\": true}, \"orientation\": \"h\", \"visible\": true, \"x\": [6, 7, 7, 7, 8, 8, 9, 10, 10, 23], \"y\": [\"Migos\", \"Kanye West\", \"Nicki Minaj\", \"Future\", \"Trey Songz\", \"Rihanna\", \"Chris Brown\", \"Beyonce\", \"The Weeknd\", \"Drake\"], \"type\": \"bar\", \"uid\": \"3fbf82b7-9200-4607-ad0f-fd16dda9fbba\"}, {\"marker\": {\"color\": [6, 7, 7, 7, 8, 8, 9, 10, 10, 23], \"colorscale\": \"Greens\", \"line\": {\"width\": 1.5}, \"reversescale\": true}, \"orientation\": \"h\", \"visible\": \"legendonly\", \"x\": [7, 8, 10, 10, 11, 15, 20, 20, 27, 36], \"y\": [\"T.I.\", \"Trey Songz\", \"2 Chainz\", \"Wiz Khalifa\", \"Future\", \"Rick Ross\", \"Nicki Minaj\", \"Chris Brown\", \"Lil Wayne\", \"Drake\"], \"type\": \"bar\", \"uid\": \"fac4286d-c40b-40d8-a449-acd678dc990e\"}], {\"showlegend\": false, \"title\": {\"text\": \"# of Songs on the Hot 100 Rap Charts\"}, \"updatemenus\": [{\"bgcolor\": \"#AAAAAA\", \"bordercolor\": \"#FFFFFF\", \"buttons\": [{\"args\": [{\"visible\": [true, false]}], \"label\": \"Solo Only\", \"method\": \"restyle\"}, {\"args\": [{\"visible\": [false, true]}], \"label\": \"Features Only\", \"method\": \"restyle\"}], \"font\": {\"color\": \"#000000\", \"size\": 11}, \"pad\": {\"l\": 0, \"t\": 0.0}, \"showactive\": true, \"x\": 1.2, \"xanchor\": \"right\", \"y\": 1, \"yanchor\": \"top\"}]}, {\"showLink\": false, \"linkText\": \"Export to plot.ly\", \"plotlyServerURL\": \"https://plot.ly\"})});</script><script type=\"text/javascript\">window.addEventListener(\"resize\", function(){window._Plotly.Plots.resize(document.getElementById(\"85c420c1-b73f-4d1f-811e-778db210aa6a\"));});</script>"
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       "<div id=\"85c420c1-b73f-4d1f-811e-778db210aa6a\" style=\"height: 525px; width: 100%;\" class=\"plotly-graph-div\"></div><script type=\"text/javascript\">require([\"plotly\"], function(Plotly) { window.PLOTLYENV=window.PLOTLYENV || {};window.PLOTLYENV.BASE_URL=\"https://plot.ly\";Plotly.newPlot(\"85c420c1-b73f-4d1f-811e-778db210aa6a\", [{\"marker\": {\"color\": [6, 7, 7, 7, 8, 8, 9, 10, 10, 23], \"colorscale\": \"Greens\", \"line\": {\"width\": 1.5}, \"reversescale\": true}, \"orientation\": \"h\", \"visible\": true, \"x\": [6, 7, 7, 7, 8, 8, 9, 10, 10, 23], \"y\": [\"Migos\", \"Kanye West\", \"Nicki Minaj\", \"Future\", \"Trey Songz\", \"Rihanna\", \"Chris Brown\", \"Beyonce\", \"The Weeknd\", \"Drake\"], \"type\": \"bar\", \"uid\": \"3fbf82b7-9200-4607-ad0f-fd16dda9fbba\"}, {\"marker\": {\"color\": [6, 7, 7, 7, 8, 8, 9, 10, 10, 23], \"colorscale\": \"Greens\", \"line\": {\"width\": 1.5}, \"reversescale\": true}, \"orientation\": \"h\", \"visible\": \"legendonly\", \"x\": [7, 8, 10, 10, 11, 15, 20, 20, 27, 36], \"y\": [\"T.I.\", \"Trey Songz\", \"2 Chainz\", \"Wiz Khalifa\", \"Future\", \"Rick Ross\", \"Nicki Minaj\", \"Chris Brown\", \"Lil Wayne\", \"Drake\"], \"type\": \"bar\", \"uid\": \"fac4286d-c40b-40d8-a449-acd678dc990e\"}], {\"showlegend\": false, \"title\": {\"text\": \"# of Songs on the Hot 100 Rap Charts\"}, \"updatemenus\": [{\"bgcolor\": \"#AAAAAA\", \"bordercolor\": \"#FFFFFF\", \"buttons\": [{\"args\": [{\"visible\": [true, false]}], \"label\": \"Solo Only\", \"method\": \"restyle\"}, {\"args\": [{\"visible\": [false, true]}], \"label\": \"Features Only\", \"method\": \"restyle\"}], \"font\": {\"color\": \"#000000\", \"size\": 11}, \"pad\": {\"l\": 0, \"t\": 0.0}, \"showactive\": true, \"x\": 1.2, \"xanchor\": \"right\", \"y\": 1, \"yanchor\": \"top\"}]}, {\"showLink\": false, \"linkText\": \"Export to plot.ly\", \"plotlyServerURL\": \"https://plot.ly\"})});</script><script type=\"text/javascript\">window.addEventListener(\"resize\", function(){window._Plotly.Plots.resize(document.getElementById(\"85c420c1-b73f-4d1f-811e-778db210aa6a\"));});</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_10 = pd.DataFrame(df['artist'].value_counts()[:10])\n",
    "\n",
    "trace1 = go.Bar(\n",
    "x=top_10['artist'][::-1],\n",
    "y=top_10.index[::-1],\n",
    "orientation='h',\n",
    "marker=dict(\n",
    "    color=top_10['artist'][::-1],\n",
    "    colorscale='Greens',\n",
    "    reversescale=True,\n",
    "    line=dict(\n",
    "        width=1.5\n",
    "    )\n",
    "),\n",
    "visible=True\n",
    ")\n",
    "\n",
    "trace2 = go.Bar(\n",
    "x=test['features'][::-1],\n",
    "y=test['artist'][::-1],\n",
    "orientation='h',\n",
    "marker=dict(\n",
    "    color=top_10['artist'][::-1],\n",
    "    colorscale='Greens',\n",
    "    reversescale=True,\n",
    "    line=dict(\n",
    "        width=1.5\n",
    "    )\n",
    "),\n",
    "visible='legendonly'\n",
    ")\n",
    "\n",
    "\n",
    "\n",
    "buttons=[]\n",
    "\n",
    "options = ['Solo Only', 'Features Only']\n",
    "conditions = make_conditions(options)\n",
    "\n",
    "for option, condition in zip(options,conditions):\n",
    "    dic = {'label': option,\n",
    "        'method':'restyle',\n",
    "        'args':[{'visible': condition}]}\n",
    "    buttons.append(dic)\n",
    "\n",
    "\n",
    "updatemenus = list([\n",
    "    dict(\n",
    "        buttons=buttons,\n",
    "        x = 1.2,\n",
    "        xanchor = 'right',\n",
    "        y = 1,\n",
    "        yanchor = 'top',\n",
    "        pad = {'l': 0, 't': 0.0},\n",
    "        bgcolor = '#AAAAAA',\n",
    "        showactive = True,\n",
    "        bordercolor = '#FFFFFF',\n",
    "        font = dict(size=11, color='#000000')\n",
    "    )])    \n",
    "\n",
    "layout = go.Layout(\n",
    "    updatemenus=updatemenus,\n",
    "    showlegend=False,\n",
    "    title=\"# of Songs on the Hot 100 Rap Charts\"\n",
    ")\n",
    "\n",
    "\n",
    "fig = go.Figure(data=[trace1,trace2],layout=layout)\n",
    "\n",
    "offline.iplot(fig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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