├── DataScrape Notebook.ipynb
├── Final data cleaning and modelling.ipynb
├── Project Report.pdf
├── README.md
├── UnderstandingTheDataSet.ipynb
└── merged_final.csv


/DataScrape Notebook.ipynb:
--------------------------------------------------------------------------------
   1 | {
   2 |  "cells": [
   3 |   {
   4 |    "cell_type": "markdown",
   5 |    "metadata": {},
   6 |    "source": [
   7 |     "This is the template for how we collected all the feature data we used. The scraping process is described in detail on the \"Data Scraping\" section in the Introduction tab of the website. \n",
   8 |     "\n",
   9 |     "The process below was repeated for various slices of 10000 playlists, and a slice was used every time the requests broke down (from an authentification token timeout, being blocked for too many hits, an internet error, etc.)"
  10 |    ]
  11 |   },
  12 |   {
  13 |    "cell_type": "code",
  14 |    "execution_count": 133,
  15 |    "metadata": {
  16 |     "scrolled": false
  17 |    },
  18 |    "outputs": [
  19 |     {
  20 |      "name": "stdout",
  21 |      "output_type": "stream",
  22 |      "text": [
  23 |       "{\n",
  24 |       "    \"info\": {\n",
  25 |       "        \"generated_on\": \"2017-12-03 08:41:42.057563\", \n",
  26 |       "        \"slice\": \"20000-20999\", \n",
  27 |       "        \"version\": \"v1\"\n",
  28 |       "    }, \n",
  29 |       "    \"playlists\": [\n",
  30 |       "        {\n",
  31 |       "            \"name\": \"Prelude\", \n",
  32 |       "            \"collaborative\": \"false\", \n"
  33 |      ]
  34 |     }
  35 |    ],
  36 |    "source": [
  37 |     "%%bash\n",
  38 |     "head 'mpd.v1/data/mpd.slice.20000-20999.json'\n",
  39 |     "\n",
  40 |     "# preview first few lines"
  41 |    ]
  42 |   },
  43 |   {
  44 |    "cell_type": "code",
  45 |    "execution_count": 135,
  46 |    "metadata": {},
  47 |    "outputs": [],
  48 |    "source": [
  49 |     "import ijson\n",
  50 |     "\n",
  51 |     "filename = \"mpd.v1/data/mpd.slice.20000-20999.json\"\n",
  52 |     "\n",
  53 |     "# open file with current slice of 1000 playlists\n",
  54 |     "with open(filename, 'r') as f:\n",
  55 |     "    objects = ijson.items(f, 'playlists.item')\n",
  56 |     "    columns = list(objects)"
  57 |    ]
  58 |   },
  59 |   {
  60 |    "cell_type": "code",
  61 |    "execution_count": 136,
  62 |    "metadata": {},
  63 |    "outputs": [],
  64 |    "source": [
  65 |     "column_names = [col[\"tracks\"] for col in columns]"
  66 |    ]
  67 |   },
  68 |   {
  69 |    "cell_type": "code",
  70 |    "execution_count": 137,
  71 |    "metadata": {},
  72 |    "outputs": [],
  73 |    "source": [
  74 |     "# get track URI and names from playlists; we will use these as reference points when we hit the Spotify API\n",
  75 |     "playlists = column_names\n",
  76 |     "track_features_uri = []\n",
  77 |     "track_features_name = []\n",
  78 |     "for playlist in playlists:\n",
  79 |     "    for tracks in playlist:\n",
  80 |     "        track_features_uri.append(tracks[\"track_uri\"])\n",
  81 |     "        track_features_name.append(tracks[\"track_name\"])"
  82 |    ]
  83 |   },
  84 |   {
  85 |    "cell_type": "code",
  86 |    "execution_count": 138,
  87 |    "metadata": {},
  88 |    "outputs": [
  89 |     {
  90 |      "data": {
  91 |       "text/html": [
  92 |        "<div>\n",
  93 |        "<style scoped>\n",
  94 |        "    .dataframe tbody tr th:only-of-type {\n",
  95 |        "        vertical-align: middle;\n",
  96 |        "    }\n",
  97 |        "\n",
  98 |        "    .dataframe tbody tr th {\n",
  99 |        "        vertical-align: top;\n",
 100 |        "    }\n",
 101 |        "\n",
 102 |        "    .dataframe thead th {\n",
 103 |        "        text-align: right;\n",
 104 |        "    }\n",
 105 |        "</style>\n",
 106 |        "<table border=\"1\" class=\"dataframe\">\n",
 107 |        "  <thead>\n",
 108 |        "    <tr style=\"text-align: right;\">\n",
 109 |        "      <th></th>\n",
 110 |        "      <th>index</th>\n",
 111 |        "      <th>track_name</th>\n",
 112 |        "      <th>ids</th>\n",
 113 |        "    </tr>\n",
 114 |        "  </thead>\n",
 115 |        "  <tbody>\n",
 116 |        "    <tr>\n",
 117 |        "      <th>0</th>\n",
 118 |        "      <td>0</td>\n",
 119 |        "      <td>A Thousand Years</td>\n",
 120 |        "      <td>4eYaDRhiL5iesFp2EuoODr</td>\n",
 121 |        "    </tr>\n",
 122 |        "    <tr>\n",
 123 |        "      <th>1</th>\n",
 124 |        "      <td>1</td>\n",
 125 |        "      <td>Can't Help Falling In Love - Recorded Live at ...</td>\n",
 126 |        "      <td>5GBWQszdw6PtAN0Negzut6</td>\n",
 127 |        "    </tr>\n",
 128 |        "    <tr>\n",
 129 |        "      <th>2</th>\n",
 130 |        "      <td>2</td>\n",
 131 |        "      <td>Ho Hey</td>\n",
 132 |        "      <td>1jdNcAD8Ir58RlsdGjJJdx</td>\n",
 133 |        "    </tr>\n",
 134 |        "    <tr>\n",
 135 |        "      <th>3</th>\n",
 136 |        "      <td>3</td>\n",
 137 |        "      <td>Everything</td>\n",
 138 |        "      <td>4T6HLdP6OcAtqC6tGnQelG</td>\n",
 139 |        "    </tr>\n",
 140 |        "    <tr>\n",
 141 |        "      <th>4</th>\n",
 142 |        "      <td>4</td>\n",
 143 |        "      <td>She Is Love</td>\n",
 144 |        "      <td>1q74TesvRCIo5RvJM5B84F</td>\n",
 145 |        "    </tr>\n",
 146 |        "  </tbody>\n",
 147 |        "</table>\n",
 148 |        "</div>"
 149 |       ],
 150 |       "text/plain": [
 151 |        "   index                                         track_name  \\\n",
 152 |        "0      0                                   A Thousand Years   \n",
 153 |        "1      1  Can't Help Falling In Love - Recorded Live at ...   \n",
 154 |        "2      2                                             Ho Hey   \n",
 155 |        "3      3                                         Everything   \n",
 156 |        "4      4                                        She Is Love   \n",
 157 |        "\n",
 158 |        "                      ids  \n",
 159 |        "0  4eYaDRhiL5iesFp2EuoODr  \n",
 160 |        "1  5GBWQszdw6PtAN0Negzut6  \n",
 161 |        "2  1jdNcAD8Ir58RlsdGjJJdx  \n",
 162 |        "3  4T6HLdP6OcAtqC6tGnQelG  \n",
 163 |        "4  1q74TesvRCIo5RvJM5B84F  "
 164 |       ]
 165 |      },
 166 |      "execution_count": 138,
 167 |      "metadata": {},
 168 |      "output_type": "execute_result"
 169 |     }
 170 |    ],
 171 |    "source": [
 172 |     "track_features = pd.DataFrame(track_features_name, columns=['track_name'])\n",
 173 |     "track_features[\"ids\"] = track_features_uri\n",
 174 |     "track_features = track_features.drop_duplicates()\n",
 175 |     "track_features.ids = track_features.ids.str.slice(14)\n",
 176 |     "track_features = track_features.reset_index()\n",
 177 |     "track_features.head()"
 178 |    ]
 179 |   },
 180 |   {
 181 |    "cell_type": "code",
 182 |    "execution_count": 139,
 183 |    "metadata": {
 184 |     "scrolled": true
 185 |    },
 186 |    "outputs": [
 187 |     {
 188 |      "data": {
 189 |       "text/plain": [
 190 |        "(35247, 3)"
 191 |       ]
 192 |      },
 193 |      "execution_count": 139,
 194 |      "metadata": {},
 195 |      "output_type": "execute_result"
 196 |     }
 197 |    ],
 198 |    "source": [
 199 |     "# how many tracks in the current slice?\n",
 200 |     "track_features.shape"
 201 |    ]
 202 |   },
 203 |   {
 204 |    "cell_type": "code",
 205 |    "execution_count": 140,
 206 |    "metadata": {},
 207 |    "outputs": [],
 208 |    "source": [
 209 |     "# various arrays to store later dataframe's column data; we manually chose potentially relevant attributes\n",
 210 |     "\n",
 211 |     "# from Spotify track object\n",
 212 |     "album_id = [] \n",
 213 |     "album_name = [] \n",
 214 |     "album_release_date = [] \n",
 215 |     "\n",
 216 |     "track_artist_ids = [] \n",
 217 |     "\n",
 218 |     "track_id = [] \n",
 219 |     "track_duration_ms = [] \n",
 220 |     "track_explicit = [] \n",
 221 |     "track_name = [] \n",
 222 |     "track_popularity = [] \n",
 223 |     "\n",
 224 |     "# from Spotify audio features object\n",
 225 |     "danceability = []\n",
 226 |     "energy = []\n",
 227 |     "key = []\n",
 228 |     "loudness = []\n",
 229 |     "mode = []\n",
 230 |     "speechiness = []\n",
 231 |     "acousticness = []\n",
 232 |     "instrumentalness = []\n",
 233 |     "liveness = []\n",
 234 |     "valence = []\n",
 235 |     "tempo = []\n",
 236 |     "audio_features_id = []\n",
 237 |     "\n",
 238 |     "# from Spotify artist object\n",
 239 |     "artist1_id = []\n",
 240 |     "followers = []\n",
 241 |     "artist_popularity = []\n",
 242 |     "artist_genre1 = []\n",
 243 |     "artist_genre2 = []\n",
 244 |     "artist_genre3 = []\n",
 245 |     "\n",
 246 |     "# from Spotify album object\n",
 247 |     "album_label = []\n",
 248 |     "album_popularity = []"
 249 |    ]
 250 |   },
 251 |   {
 252 |    "cell_type": "code",
 253 |    "execution_count": 141,
 254 |    "metadata": {},
 255 |    "outputs": [
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1426 |       "1166\n",
1427 |       "1167\n",
1428 |       "1168\n",
1429 |       "1169\n",
1430 |       "1170\n",
1431 |       "1171\n",
1432 |       "1172\n",
1433 |       "1173\n",
1434 |       "1174\n",
1435 |       "1175\n",
1436 |       "1176\n",
1437 |       "1177\n",
1438 |       "1178\n",
1439 |       "1179\n",
1440 |       "1180\n",
1441 |       "1181\n",
1442 |       "1182\n",
1443 |       "1183\n",
1444 |       "1184\n",
1445 |       "1185\n",
1446 |       "1186\n",
1447 |       "1187\n",
1448 |       "1188\n",
1449 |       "1189\n",
1450 |       "1190\n",
1451 |       "1191\n",
1452 |       "1192\n",
1453 |       "1193\n",
1454 |       "1194\n",
1455 |       "1195\n",
1456 |       "1196\n",
1457 |       "1197\n",
1458 |       "1198\n",
1459 |       "1199\n",
1460 |       "1200\n",
1461 |       "1201\n",
1462 |       "1202\n",
1463 |       "1203\n",
1464 |       "1204\n",
1465 |       "1205\n",
1466 |       "1206\n",
1467 |       "1207\n",
1468 |       "1208\n",
1469 |       "1209\n",
1470 |       "1210\n",
1471 |       "1211\n",
1472 |       "1212\n",
1473 |       "1213\n",
1474 |       "1214\n",
1475 |       "1215\n",
1476 |       "1216\n",
1477 |       "1217\n",
1478 |       "1218\n",
1479 |       "1219\n",
1480 |       "1220\n",
1481 |       "1221\n",
1482 |       "1222\n",
1483 |       "1223\n",
1484 |       "1224\n",
1485 |       "1225\n",
1486 |       "1226\n",
1487 |       "1227\n",
1488 |       "1228\n",
1489 |       "1229\n",
1490 |       "1230\n",
1491 |       "1231\n",
1492 |       "1232\n",
1493 |       "1233\n",
1494 |       "1234\n",
1495 |       "1235\n",
1496 |       "1236\n",
1497 |       "1237\n",
1498 |       "1238\n",
1499 |       "1239\n",
1500 |       "1240\n",
1501 |       "1241\n",
1502 |       "1242\n",
1503 |       "1243\n",
1504 |       "1244\n",
1505 |       "1245\n",
1506 |       "1246\n",
1507 |       "1247\n",
1508 |       "1248\n",
1509 |       "1249\n",
1510 |       "1250\n",
1511 |       "1251\n",
1512 |       "1252\n",
1513 |       "1253\n",
1514 |       "1254\n",
1515 |       "1255\n",
1516 |       "1256\n",
1517 |       "1257\n",
1518 |       "1258\n",
1519 |       "1259\n",
1520 |       "1260\n",
1521 |       "1261\n",
1522 |       "1262\n",
1523 |       "1263\n",
1524 |       "1264\n",
1525 |       "1265\n",
1526 |       "1266\n",
1527 |       "1267\n",
1528 |       "1268\n",
1529 |       "1269\n",
1530 |       "1270\n",
1531 |       "1271\n",
1532 |       "1272\n",
1533 |       "1273\n",
1534 |       "1274\n",
1535 |       "1275\n",
1536 |       "1276\n",
1537 |       "1277\n",
1538 |       "1278\n",
1539 |       "1279\n",
1540 |       "1280\n",
1541 |       "1281\n",
1542 |       "1282\n",
1543 |       "1283\n",
1544 |       "1284\n",
1545 |       "1285\n",
1546 |       "1286\n",
1547 |       "1287\n",
1548 |       "1288\n",
1549 |       "1289\n",
1550 |       "1290\n",
1551 |       "1291\n",
1552 |       "1292\n",
1553 |       "1293\n",
1554 |       "1294\n",
1555 |       "1295\n",
1556 |       "1296\n",
1557 |       "1297\n",
1558 |       "1298\n",
1559 |       "1299\n",
1560 |       "1300\n",
1561 |       "1301\n",
1562 |       "1302\n",
1563 |       "1303\n",
1564 |       "1304\n",
1565 |       "1305\n",
1566 |       "1306\n",
1567 |       "1307\n",
1568 |       "1308\n",
1569 |       "1309\n",
1570 |       "1310\n",
1571 |       "1311\n",
1572 |       "1312\n",
1573 |       "1313\n",
1574 |       "1314\n",
1575 |       "1315\n",
1576 |       "1316\n",
1577 |       "1317\n",
1578 |       "1318\n",
1579 |       "1319\n",
1580 |       "1320\n",
1581 |       "1321\n",
1582 |       "1322\n",
1583 |       "1323\n",
1584 |       "1324\n",
1585 |       "1325\n",
1586 |       "1326\n",
1587 |       "1327\n",
1588 |       "1328\n",
1589 |       "1329\n",
1590 |       "1330\n",
1591 |       "1331\n",
1592 |       "1332\n",
1593 |       "1333\n",
1594 |       "1334\n",
1595 |       "1335\n",
1596 |       "1336\n",
1597 |       "1337\n",
1598 |       "1338\n",
1599 |       "1339\n",
1600 |       "1340\n",
1601 |       "1341\n",
1602 |       "1342\n",
1603 |       "1343\n",
1604 |       "1344\n",
1605 |       "1345\n",
1606 |       "1346\n",
1607 |       "1347\n",
1608 |       "1348\n",
1609 |       "1349\n",
1610 |       "1350\n",
1611 |       "1351\n",
1612 |       "1352\n",
1613 |       "1353\n",
1614 |       "1354\n",
1615 |       "1355\n",
1616 |       "1356\n",
1617 |       "1357\n",
1618 |       "1358\n",
1619 |       "1359\n",
1620 |       "1360\n",
1621 |       "1361\n",
1622 |       "1362\n",
1623 |       "1363\n",
1624 |       "1364\n",
1625 |       "1365\n",
1626 |       "1366\n",
1627 |       "1367\n",
1628 |       "1368\n",
1629 |       "1369\n",
1630 |       "1370\n",
1631 |       "1371\n",
1632 |       "1372\n",
1633 |       "1373\n",
1634 |       "1374\n",
1635 |       "1375\n",
1636 |       "1376\n",
1637 |       "1377\n",
1638 |       "1378\n",
1639 |       "1379\n",
1640 |       "1380\n",
1641 |       "1381\n",
1642 |       "1382\n",
1643 |       "1383\n",
1644 |       "1384\n",
1645 |       "1385\n",
1646 |       "1386\n",
1647 |       "1387\n",
1648 |       "1388\n",
1649 |       "1389\n",
1650 |       "1390\n",
1651 |       "1391\n",
1652 |       "1392\n",
1653 |       "1393\n",
1654 |       "1394\n",
1655 |       "1395\n",
1656 |       "1396\n",
1657 |       "1397\n",
1658 |       "1398\n",
1659 |       "1399\n",
1660 |       "1400\n",
1661 |       "1401\n",
1662 |       "1402\n",
1663 |       "1403\n",
1664 |       "1404\n",
1665 |       "1405\n",
1666 |       "1406\n",
1667 |       "1407\n",
1668 |       "1408\n",
1669 |       "1409\n",
1670 |       "1410\n",
1671 |       "1411\n",
1672 |       "1412\n",
1673 |       "1413\n",
1674 |       "1414\n",
1675 |       "1415\n",
1676 |       "1416\n",
1677 |       "1417\n",
1678 |       "1418\n",
1679 |       "1419\n",
1680 |       "1420\n",
1681 |       "1421\n",
1682 |       "1422\n",
1683 |       "1423\n",
1684 |       "1424\n",
1685 |       "1425\n",
1686 |       "1426\n",
1687 |       "1427\n",
1688 |       "1428\n",
1689 |       "1429\n",
1690 |       "1430\n",
1691 |       "1431\n",
1692 |       "1432\n",
1693 |       "1433\n",
1694 |       "1434\n",
1695 |       "1435\n",
1696 |       "1436\n",
1697 |       "1437\n",
1698 |       "1438\n",
1699 |       "1439\n",
1700 |       "1440\n",
1701 |       "1441\n",
1702 |       "1442\n",
1703 |       "1443\n",
1704 |       "1444\n",
1705 |       "1445\n",
1706 |       "1446\n",
1707 |       "1447\n",
1708 |       "1448\n",
1709 |       "1449\n",
1710 |       "1450\n",
1711 |       "1451\n",
1712 |       "1452\n",
1713 |       "1453\n",
1714 |       "1454\n",
1715 |       "1455\n",
1716 |       "1456\n",
1717 |       "1457\n",
1718 |       "1458\n",
1719 |       "1459\n",
1720 |       "1460\n",
1721 |       "1461\n",
1722 |       "1462\n",
1723 |       "1463\n",
1724 |       "1464\n",
1725 |       "1465\n",
1726 |       "1466\n",
1727 |       "1467\n",
1728 |       "1468\n",
1729 |       "1469\n",
1730 |       "1470\n",
1731 |       "1471\n",
1732 |       "1472\n",
1733 |       "1473\n",
1734 |       "1474\n",
1735 |       "1475\n",
1736 |       "1476\n",
1737 |       "1477\n",
1738 |       "1478\n",
1739 |       "1479\n",
1740 |       "1480\n",
1741 |       "1481\n",
1742 |       "1482\n",
1743 |       "1483\n",
1744 |       "1484\n",
1745 |       "1485\n",
1746 |       "1486\n",
1747 |       "1487\n",
1748 |       "1488\n",
1749 |       "1489\n",
1750 |       "1490\n",
1751 |       "1491\n",
1752 |       "1492\n",
1753 |       "1493\n",
1754 |       "1494\n",
1755 |       "1495\n",
1756 |       "1496\n",
1757 |       "1497\n",
1758 |       "1498\n",
1759 |       "1499\n",
1760 |       "1500\n",
1761 |       "1501\n",
1762 |       "1502\n",
1763 |       "1503\n",
1764 |       "1504\n",
1765 |       "1505\n",
1766 |       "1506\n",
1767 |       "1507\n",
1768 |       "1508\n",
1769 |       "1509\n",
1770 |       "1510\n",
1771 |       "1511\n",
1772 |       "1512\n",
1773 |       "1513\n",
1774 |       "1514\n",
1775 |       "1515\n",
1776 |       "1516\n",
1777 |       "1517\n",
1778 |       "1518\n",
1779 |       "1519\n",
1780 |       "1520\n",
1781 |       "1521\n",
1782 |       "1522\n",
1783 |       "1523\n",
1784 |       "1524\n",
1785 |       "1525\n",
1786 |       "1526\n",
1787 |       "1527\n",
1788 |       "1528\n",
1789 |       "1529\n",
1790 |       "1530\n",
1791 |       "1531\n",
1792 |       "1532\n",
1793 |       "1533\n",
1794 |       "1534\n",
1795 |       "1535\n",
1796 |       "1536\n",
1797 |       "1537\n",
1798 |       "1538\n",
1799 |       "1539\n",
1800 |       "1540\n",
1801 |       "1541\n",
1802 |       "1542\n",
1803 |       "1543\n",
1804 |       "1544\n",
1805 |       "1545\n",
1806 |       "1546\n",
1807 |       "1547\n",
1808 |       "1548\n",
1809 |       "1549\n",
1810 |       "1550\n",
1811 |       "1551\n",
1812 |       "1552\n",
1813 |       "1553\n",
1814 |       "1554\n",
1815 |       "1555\n",
1816 |       "1556\n",
1817 |       "1557\n",
1818 |       "1558\n",
1819 |       "1559\n",
1820 |       "1560\n",
1821 |       "1561\n",
1822 |       "1562\n",
1823 |       "1563\n",
1824 |       "1564\n",
1825 |       "1565\n",
1826 |       "1566\n",
1827 |       "1567\n",
1828 |       "1568\n",
1829 |       "1569\n",
1830 |       "1570\n",
1831 |       "1571\n",
1832 |       "1572\n",
1833 |       "1573\n",
1834 |       "1574\n",
1835 |       "1575\n",
1836 |       "1576\n",
1837 |       "1577\n",
1838 |       "1578\n",
1839 |       "1579\n",
1840 |       "1580\n",
1841 |       "1581\n",
1842 |       "1582\n",
1843 |       "1583\n",
1844 |       "1584\n",
1845 |       "1585\n",
1846 |       "1586\n",
1847 |       "1587\n",
1848 |       "1588\n",
1849 |       "1589\n",
1850 |       "1590\n",
1851 |       "1591\n",
1852 |       "1592\n",
1853 |       "1593\n",
1854 |       "1594\n",
1855 |       "1595\n",
1856 |       "1596\n",
1857 |       "1597\n",
1858 |       "1598\n",
1859 |       "1599\n",
1860 |       "1600\n",
1861 |       "1601\n",
1862 |       "1602\n",
1863 |       "1603\n",
1864 |       "1604\n",
1865 |       "1605\n",
1866 |       "1606\n",
1867 |       "1607\n",
1868 |       "1608\n",
1869 |       "1609\n",
1870 |       "1610\n",
1871 |       "1611\n",
1872 |       "1612\n",
1873 |       "1613\n",
1874 |       "1614\n",
1875 |       "1615\n",
1876 |       "1616\n",
1877 |       "1617\n",
1878 |       "1618\n",
1879 |       "1619\n",
1880 |       "1620\n",
1881 |       "1621\n",
1882 |       "1622\n",
1883 |       "1623\n",
1884 |       "1624\n",
1885 |       "1625\n",
1886 |       "1626\n",
1887 |       "1627\n",
1888 |       "1628\n",
1889 |       "1629\n",
1890 |       "1630\n",
1891 |       "1631\n",
1892 |       "1632\n",
1893 |       "1633\n",
1894 |       "1634\n",
1895 |       "1635\n",
1896 |       "1636\n",
1897 |       "1637\n",
1898 |       "1638\n",
1899 |       "1639\n",
1900 |       "1640\n",
1901 |       "1641\n",
1902 |       "1642\n",
1903 |       "1643\n",
1904 |       "1644\n",
1905 |       "1645\n",
1906 |       "1646\n",
1907 |       "1647\n",
1908 |       "1648\n",
1909 |       "1649\n",
1910 |       "1650\n",
1911 |       "1651\n",
1912 |       "1652\n",
1913 |       "1653\n",
1914 |       "1654\n",
1915 |       "1655\n",
1916 |       "1656\n",
1917 |       "1657\n",
1918 |       "1658\n",
1919 |       "1659\n",
1920 |       "1660\n",
1921 |       "1661\n",
1922 |       "1662\n",
1923 |       "1663\n",
1924 |       "1664\n",
1925 |       "1665\n",
1926 |       "1666\n",
1927 |       "1667\n",
1928 |       "1668\n",
1929 |       "1669\n",
1930 |       "1670\n",
1931 |       "1671\n",
1932 |       "1672\n",
1933 |       "1673\n",
1934 |       "1674\n",
1935 |       "1675\n",
1936 |       "1676\n",
1937 |       "1677\n",
1938 |       "1678\n",
1939 |       "1679\n",
1940 |       "1680\n",
1941 |       "1681\n",
1942 |       "1682\n",
1943 |       "1683\n",
1944 |       "1684\n",
1945 |       "1685\n",
1946 |       "1686\n",
1947 |       "1687\n",
1948 |       "1688\n",
1949 |       "1689\n",
1950 |       "1690\n",
1951 |       "1691\n",
1952 |       "1692\n",
1953 |       "1693\n",
1954 |       "1694\n",
1955 |       "1695\n",
1956 |       "1696\n",
1957 |       "1697\n",
1958 |       "1698\n",
1959 |       "1699\n",
1960 |       "1700\n",
1961 |       "1701\n",
1962 |       "1702\n",
1963 |       "1703\n",
1964 |       "1704\n",
1965 |       "1705\n",
1966 |       "1706\n",
1967 |       "1707\n",
1968 |       "1708\n",
1969 |       "1709\n",
1970 |       "1710\n",
1971 |       "1711\n",
1972 |       "1712\n",
1973 |       "1713\n",
1974 |       "1714\n",
1975 |       "1715\n",
1976 |       "1716\n",
1977 |       "1717\n",
1978 |       "1718\n",
1979 |       "1719\n",
1980 |       "1720\n",
1981 |       "1721\n",
1982 |       "1722\n",
1983 |       "1723\n",
1984 |       "1724\n",
1985 |       "1725\n",
1986 |       "1726\n",
1987 |       "1727\n",
1988 |       "1728\n",
1989 |       "1729\n",
1990 |       "1730\n",
1991 |       "1731\n",
1992 |       "1732\n",
1993 |       "1733\n",
1994 |       "1734\n",
1995 |       "1735\n",
1996 |       "1736\n",
1997 |       "1737\n",
1998 |       "1738\n",
1999 |       "1739\n",
2000 |       "1740\n",
2001 |       "1741\n",
2002 |       "1742\n",
2003 |       "1743\n",
2004 |       "1744\n",
2005 |       "1745\n",
2006 |       "1746\n",
2007 |       "1747\n",
2008 |       "1748\n",
2009 |       "1749\n",
2010 |       "1750\n",
2011 |       "1751\n",
2012 |       "1752\n",
2013 |       "1753\n",
2014 |       "1754\n",
2015 |       "1755\n",
2016 |       "1756\n",
2017 |       "1757\n",
2018 |       "1758\n",
2019 |       "1759\n",
2020 |       "1760\n",
2021 |       "1761\n",
2022 |       "1762\n",
2023 |       "1763\n",
2024 |       "1764\n",
2025 |       "1765\n",
2026 |       "1766\n",
2027 |       "1767\n",
2028 |       "1768\n",
2029 |       "1769\n",
2030 |       "1770\n",
2031 |       "1771\n",
2032 |       "1772\n",
2033 |       "1773\n",
2034 |       "1774\n",
2035 |       "1775\n",
2036 |       "1776\n",
2037 |       "1777\n",
2038 |       "1778\n",
2039 |       "1779\n",
2040 |       "1780\n",
2041 |       "1781\n",
2042 |       "1782\n",
2043 |       "1783\n",
2044 |       "1784\n",
2045 |       "1785\n",
2046 |       "1786\n",
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2048 |       "1788\n",
2049 |       "1789\n",
2050 |       "1790\n",
2051 |       "1791\n",
2052 |       "1792\n",
2053 |       "1793\n",
2054 |       "1794\n",
2055 |       "1795\n",
2056 |       "1796\n",
2057 |       "1797\n",
2058 |       "1798\n",
2059 |       "1799\n",
2060 |       "1800\n",
2061 |       "1801\n",
2062 |       "1802\n",
2063 |       "1803\n",
2064 |       "1804\n",
2065 |       "1805\n",
2066 |       "1806\n",
2067 |       "1807\n",
2068 |       "1808\n",
2069 |       "1809\n",
2070 |       "1810\n",
2071 |       "1811\n",
2072 |       "1812\n",
2073 |       "1813\n",
2074 |       "1814\n",
2075 |       "1815\n",
2076 |       "1816\n",
2077 |       "1817\n",
2078 |       "1818\n",
2079 |       "1819\n",
2080 |       "1820\n",
2081 |       "1821\n",
2082 |       "1822\n",
2083 |       "1823\n",
2084 |       "1824\n",
2085 |       "1825\n",
2086 |       "1826\n",
2087 |       "1827\n",
2088 |       "1828\n",
2089 |       "1829\n",
2090 |       "1830\n",
2091 |       "1831\n",
2092 |       "1832\n",
2093 |       "1833\n",
2094 |       "1834\n",
2095 |       "1835\n",
2096 |       "1836\n",
2097 |       "1837\n",
2098 |       "1838\n",
2099 |       "1839\n",
2100 |       "1840\n",
2101 |       "1841\n",
2102 |       "1842\n",
2103 |       "1843\n",
2104 |       "1844\n",
2105 |       "1845\n",
2106 |       "1846\n",
2107 |       "1847\n",
2108 |       "1848\n",
2109 |       "1849\n",
2110 |       "1850\n",
2111 |       "1851\n",
2112 |       "1852\n",
2113 |       "1853\n",
2114 |       "1854\n",
2115 |       "1855\n",
2116 |       "1856\n",
2117 |       "1857\n",
2118 |       "1858\n",
2119 |       "1859\n",
2120 |       "1860\n"
2121 |      ]
2122 |     },
2123 |     {
2124 |      "name": "stdout",
2125 |      "output_type": "stream",
2126 |      "text": [
2127 |       "1861\n",
2128 |       "1862\n",
2129 |       "1863\n",
2130 |       "1864\n",
2131 |       "1865\n",
2132 |       "1866\n",
2133 |       "1867\n",
2134 |       "1868\n",
2135 |       "1869\n",
2136 |       "1870\n",
2137 |       "1871\n",
2138 |       "1872\n",
2139 |       "1873\n",
2140 |       "1874\n",
2141 |       "1875\n",
2142 |       "1876\n",
2143 |       "1877\n",
2144 |       "1878\n",
2145 |       "1879\n",
2146 |       "1880\n",
2147 |       "1881\n",
2148 |       "1882\n",
2149 |       "1883\n",
2150 |       "1884\n",
2151 |       "1885\n",
2152 |       "1886\n",
2153 |       "1887\n",
2154 |       "1888\n",
2155 |       "1889\n",
2156 |       "1890\n",
2157 |       "1891\n",
2158 |       "1892\n",
2159 |       "1893\n",
2160 |       "1894\n",
2161 |       "1895\n",
2162 |       "1896\n",
2163 |       "1897\n",
2164 |       "1898\n",
2165 |       "1899\n",
2166 |       "1900\n",
2167 |       "1901\n",
2168 |       "1902\n",
2169 |       "1903\n",
2170 |       "1904\n",
2171 |       "1905\n",
2172 |       "1906\n",
2173 |       "1907\n",
2174 |       "1908\n",
2175 |       "1909\n",
2176 |       "1910\n",
2177 |       "1911\n",
2178 |       "1912\n",
2179 |       "1913\n",
2180 |       "1914\n",
2181 |       "1915\n",
2182 |       "1916\n",
2183 |       "1917\n",
2184 |       "1918\n",
2185 |       "1919\n",
2186 |       "1920\n",
2187 |       "1921\n",
2188 |       "1922\n",
2189 |       "1923\n",
2190 |       "1924\n",
2191 |       "1925\n",
2192 |       "1926\n",
2193 |       "1927\n",
2194 |       "1928\n",
2195 |       "1929\n",
2196 |       "1930\n",
2197 |       "1931\n",
2198 |       "1932\n",
2199 |       "1933\n",
2200 |       "1934\n",
2201 |       "1935\n",
2202 |       "1936\n",
2203 |       "1937\n",
2204 |       "1938\n",
2205 |       "1939\n",
2206 |       "1940\n",
2207 |       "1941\n",
2208 |       "1942\n",
2209 |       "1943\n",
2210 |       "1944\n",
2211 |       "1945\n",
2212 |       "1946\n",
2213 |       "1947\n",
2214 |       "1948\n",
2215 |       "1949\n",
2216 |       "1950\n",
2217 |       "1951\n",
2218 |       "1952\n",
2219 |       "1953\n",
2220 |       "1954\n",
2221 |       "1955\n",
2222 |       "1956\n",
2223 |       "1957\n",
2224 |       "1958\n",
2225 |       "1959\n",
2226 |       "1960\n",
2227 |       "1961\n",
2228 |       "1962\n",
2229 |       "1963\n",
2230 |       "1964\n",
2231 |       "1965\n",
2232 |       "1966\n",
2233 |       "1967\n",
2234 |       "1968\n",
2235 |       "1969\n",
2236 |       "1970\n",
2237 |       "1971\n",
2238 |       "1972\n",
2239 |       "1973\n",
2240 |       "1974\n",
2241 |       "1975\n",
2242 |       "1976\n",
2243 |       "1977\n",
2244 |       "1978\n",
2245 |       "1979\n",
2246 |       "1980\n",
2247 |       "1981\n",
2248 |       "1982\n",
2249 |       "1983\n",
2250 |       "1984\n",
2251 |       "1985\n",
2252 |       "1986\n",
2253 |       "1987\n",
2254 |       "1988\n"
2255 |      ]
2256 |     },
2257 |     {
2258 |      "ename": "KeyError",
2259 |      "evalue": "'album'",
2260 |      "output_type": "error",
2261 |      "traceback": [
2262 |       "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
2263 |       "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
2264 |       "\u001b[0;32m<ipython-input-141-68996017ba49>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m     \u001b[0;31m#used for album request\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m     \u001b[0malbum_id\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrep\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'album'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'id'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     12\u001b[0m     \u001b[0mcur_album_id\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0malbum_id\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     13\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
2265 |       "\u001b[0;31mKeyError\u001b[0m: 'album'"
2266 |      ]
2267 |     }
2268 |    ],
2269 |    "source": [
2270 |     "i=0\n",
2271 |     "\n",
2272 |     "for ids in track_features.ids:\n",
2273 |     "    \n",
2274 |     "    # FROM TRACK OBJECT\n",
2275 |     "    track_features_endpoint = \"https://api.spotify.com/v1/tracks/{}\".format(ids)\n",
2276 |     "    # the below authorization token must be periodically changed and manually requested from the Spotify API\n",
2277 |     "    headers = {\"Authorization\":\"Bearer BQCqe5naoZO73MxotOI1nxw9QgiYYkpwv148di3XSYyc8zEF2-lc_2DDWKxi383ZuNZVTSMECpa5Wp5OWyyiaXj_WUH_ZrlQyLLvwNiS-NYOtzr_u2wzkJMA3fZLY46KInkd8H9iRFWuAfAG2nl9rG02PyLtxRhpRIEIjNd1T-J_biHFN5gTfZZpKmXsS83tqoT0LYIQF9-LFVTuOTwbgvWcvVKnV7J0VmfdCd75Mwupgiq1ag--TKTeVkyvPD_NubDH46m_kC0XDe8c\"}\n",
2278 |     "    rep = requests.get(url=track_features_endpoint, headers=headers).json()\n",
2279 |     "    \n",
2280 |     "    album_id.append(rep['album']['id'])\n",
2281 |     "    cur_album_id = album_id[i]\n",
2282 |     "    \n",
2283 |     "    album_name.append(rep[\"album\"][\"name\"])\n",
2284 |     "    album_release_date.append(rep[\"album\"][\"release_date\"])\n",
2285 |     "    \n",
2286 |     "    track_artist_ids.append([artist['id'] for artist in rep['artists']]) #this is multiple but we're only doing 1st\n",
2287 |     "    track_artist_id1 = track_artist_ids[i][0]\n",
2288 |     "    \n",
2289 |     "    track_id.append(rep['id'])\n",
2290 |     "    track_duration_ms.append(rep[\"duration_ms\"])\n",
2291 |     "    track_explicit.append(rep[\"explicit\"])\n",
2292 |     "    track_name.append(rep[\"name\"])\n",
2293 |     "    track_popularity.append(rep[\"popularity\"])\n",
2294 |     "    \n",
2295 |     "    # FROM ARTIST OBJECT\n",
2296 |     "    artists_endpoint = \"https://api.spotify.com/v1/artists/{}\".format(track_artist_id1)\n",
2297 |     "    rep = requests.get(url=artists_endpoint,headers=headers).json()\n",
2298 |     "    artist1_id.append(rep['id'])\n",
2299 |     "    followers.append(rep[\"followers\"][\"total\"])\n",
2300 |     "    artist_popularity.append(rep[\"popularity\"])\n",
2301 |     "    if len(rep['genres']) >= 1:\n",
2302 |     "        artist_genre1.append(rep['genres'][0])\n",
2303 |     "    else:\n",
2304 |     "        artist_genre1.append(None)\n",
2305 |     "    if len(rep['genres']) >= 2:\n",
2306 |     "        artist_genre2.append(rep['genres'][1])\n",
2307 |     "    else:\n",
2308 |     "        artist_genre2.append(None)\n",
2309 |     "    if len(rep['genres']) >= 3:\n",
2310 |     "        artist_genre3.append(rep['genres'][2])\n",
2311 |     "    else:\n",
2312 |     "        artist_genre3.append(None)\n",
2313 |     "    \n",
2314 |     "    \n",
2315 |     "    # FROM AUDIO FEATURES OBJECT\n",
2316 |     "    audio_features_endpoint = \"https://api.spotify.com/v1/audio-features/{}\".format(ids)\n",
2317 |     "    rep = requests.get(url=audio_features_endpoint, headers=headers).json()\n",
2318 |     "    danceability.append(rep[\"danceability\"])\n",
2319 |     "    energy.append(rep[\"energy\"])\n",
2320 |     "    key.append(rep[\"key\"])\n",
2321 |     "    loudness.append(rep[\"loudness\"])\n",
2322 |     "    mode.append(rep[\"mode\"])\n",
2323 |     "    speechiness.append(rep[\"speechiness\"])\n",
2324 |     "    acousticness.append(rep[\"acousticness\"])\n",
2325 |     "    instrumentalness.append(rep[\"instrumentalness\"])\n",
2326 |     "    liveness.append(rep[\"liveness\"])\n",
2327 |     "    valence.append(rep[\"valence\"])\n",
2328 |     "    tempo.append(rep[\"tempo\"])\n",
2329 |     "    audio_features_id.append(rep['id'])\n",
2330 |     "    \n",
2331 |     "    # FROM ALBUM OBJECT\n",
2332 |     "    albums_endpoint = \"https://api.spotify.com/v1/albums/{}\".format(cur_album_id)\n",
2333 |     "    rep = requests.get(url=albums_endpoint, headers=headers).json()\n",
2334 |     "    album_label.append(rep[\"label\"])\n",
2335 |     "    album_popularity.append(rep[\"popularity\"])\n",
2336 |     "    \n",
2337 |     "    if i==10000:\n",
2338 |     "        break\n",
2339 |     "    # print all i's so we can figure out when the scraping broke down\n",
2340 |     "    print(\"{}\".format(i))\n",
2341 |     "    i = i + 1"
2342 |    ]
2343 |   },
2344 |   {
2345 |    "cell_type": "code",
2346 |    "execution_count": 113,
2347 |    "metadata": {},
2348 |    "outputs": [],
2349 |    "source": [
2350 |     "# SPECIAL CELL: this is for when the scraping breaks down IN THE MIDDLE of the previous cell's running. You can see \n",
2351 |     "# on which object request the scraping broke, so append None to all lists after that breakdown\n",
2352 |     "\n",
2353 |     "# this ensures that when we combine all the lists into one dataframe, it doesn't automatically drop columns with \n",
2354 |     "# no data (from the breakdown)\n",
2355 |     "\n",
2356 |     "\n",
2357 |     "# tracks\n",
2358 |     "album_id.append(None)\n",
2359 |     "album_name.append(None)\n",
2360 |     "album_release_date.append(None)\n",
2361 |     "\n",
2362 |     "track_artist_ids.append(None)\n",
2363 |     "\n",
2364 |     "track_id.append(None)\n",
2365 |     "track_duration_ms.append(None)\n",
2366 |     "track_explicit.append(None)\n",
2367 |     "track_name.append(None)\n",
2368 |     "track_popularity.append(None)\n",
2369 |     "\n",
2370 |     "#artists \n",
2371 |     "artist1_id.append(None)\n",
2372 |     "followers.append(None)\n",
2373 |     "artist_popularity.append(None)\n",
2374 |     "artist_genre1.append(None)\n",
2375 |     "artist_genre2.append(None)\n",
2376 |     "artist_genre3.append(None)\n",
2377 |     "\n",
2378 |     "#audio features \n",
2379 |     "danceability.append(None)\n",
2380 |     "energy.append(None)\n",
2381 |     "key.append(None)\n",
2382 |     "loudness.append(None)\n",
2383 |     "mode.append(None)\n",
2384 |     "speechiness.append(None)\n",
2385 |     "acousticness.append(None)\n",
2386 |     "instrumentalness.append(None)\n",
2387 |     "liveness.append(None)\n",
2388 |     "valence.append(None)\n",
2389 |     "tempo.append(None)\n",
2390 |     "audio_features_id.append(None)\n",
2391 |     "\n",
2392 |     "#albums\n",
2393 |     "album_label.append(None)\n",
2394 |     "album_popularity.append(None)"
2395 |    ]
2396 |   },
2397 |   {
2398 |    "cell_type": "code",
2399 |    "execution_count": 142,
2400 |    "metadata": {},
2401 |    "outputs": [],
2402 |    "source": [
2403 |     "# combine all lists into one df\n",
2404 |     "track_records = pd.DataFrame(album_id, columns=['album_id'])\n",
2405 |     "\n",
2406 |     "track_records[\"album_name\"] = album_name\n",
2407 |     "track_records[\"album_release_date\"] = album_release_date\n",
2408 |     "\n",
2409 |     "track_records[\"track_artist_ids\"] = track_artist_ids\n",
2410 |     "\n",
2411 |     "track_records['track_id'] = track_id\n",
2412 |     "track_records[\"track_duration_ms\"] = track_duration_ms\n",
2413 |     "track_records[\"track_explicit\"] = track_explicit\n",
2414 |     "track_records[\"track_name\"] = track_name\n",
2415 |     "track_records[\"track_popularity\"] = track_popularity\n",
2416 |     "\n",
2417 |     "\n",
2418 |     "track_records[\"danceability\"] = danceability\n",
2419 |     "track_records[\"energy\"] = energy\n",
2420 |     "track_records[\"key\"] = key\n",
2421 |     "track_records[\"loudness\"] = loudness\n",
2422 |     "track_records[\"mode\"] = mode\n",
2423 |     "track_records[\"speechiness\"] = speechiness\n",
2424 |     "track_records[\"acousticness\"] = acousticness\n",
2425 |     "track_records[\"instrumentalness\"] = instrumentalness\n",
2426 |     "track_records[\"liveness\"] = liveness\n",
2427 |     "track_records[\"valence\"] = valence\n",
2428 |     "track_records[\"tempo\"] = tempo\n",
2429 |     "track_records[\"audio_features_id\"] = audio_features_id\n",
2430 |     "\n",
2431 |     "track_records['artist1_id'] = artist1_id\n",
2432 |     "track_records['followers'] = followers\n",
2433 |     "track_records['artist_popularity'] = artist_popularity\n",
2434 |     "track_records['artist_genre1'] = artist_genre1\n",
2435 |     "track_records['artist_genre2'] = artist_genre2\n",
2436 |     "track_records['artist_genre3'] = artist_genre3\n",
2437 |     "\n",
2438 |     "track_records['album_label'] = album_label\n",
2439 |     "track_records['album_popularity'] = album_popularity\n"
2440 |    ]
2441 |   },
2442 |   {
2443 |    "cell_type": "code",
2444 |    "execution_count": 143,
2445 |    "metadata": {},
2446 |    "outputs": [
2447 |     {
2448 |      "data": {
2449 |       "text/plain": [
2450 |        "(1989, 29)"
2451 |       ]
2452 |      },
2453 |      "execution_count": 143,
2454 |      "metadata": {},
2455 |      "output_type": "execute_result"
2456 |     }
2457 |    ],
2458 |    "source": [
2459 |     "track_records.shape"
2460 |    ]
2461 |   },
2462 |   {
2463 |    "cell_type": "code",
2464 |    "execution_count": 144,
2465 |    "metadata": {},
2466 |    "outputs": [
2467 |     {
2468 |      "data": {
2469 |       "text/html": [
2470 |        "<div>\n",
2471 |        "<style scoped>\n",
2472 |        "    .dataframe tbody tr th:only-of-type {\n",
2473 |        "        vertical-align: middle;\n",
2474 |        "    }\n",
2475 |        "\n",
2476 |        "    .dataframe tbody tr th {\n",
2477 |        "        vertical-align: top;\n",
2478 |        "    }\n",
2479 |        "\n",
2480 |        "    .dataframe thead th {\n",
2481 |        "        text-align: right;\n",
2482 |        "    }\n",
2483 |        "</style>\n",
2484 |        "<table border=\"1\" class=\"dataframe\">\n",
2485 |        "  <thead>\n",
2486 |        "    <tr style=\"text-align: right;\">\n",
2487 |        "      <th></th>\n",
2488 |        "      <th>album_id</th>\n",
2489 |        "      <th>album_name</th>\n",
2490 |        "      <th>album_release_date</th>\n",
2491 |        "      <th>track_artist_ids</th>\n",
2492 |        "      <th>track_id</th>\n",
2493 |        "      <th>track_duration_ms</th>\n",
2494 |        "      <th>track_explicit</th>\n",
2495 |        "      <th>track_name</th>\n",
2496 |        "      <th>track_popularity</th>\n",
2497 |        "      <th>danceability</th>\n",
2498 |        "      <th>...</th>\n",
2499 |        "      <th>tempo</th>\n",
2500 |        "      <th>audio_features_id</th>\n",
2501 |        "      <th>artist1_id</th>\n",
2502 |        "      <th>followers</th>\n",
2503 |        "      <th>artist_popularity</th>\n",
2504 |        "      <th>artist_genre1</th>\n",
2505 |        "      <th>artist_genre2</th>\n",
2506 |        "      <th>artist_genre3</th>\n",
2507 |        "      <th>album_label</th>\n",
2508 |        "      <th>album_popularity</th>\n",
2509 |        "    </tr>\n",
2510 |        "  </thead>\n",
2511 |        "  <tbody>\n",
2512 |        "    <tr>\n",
2513 |        "      <th>0</th>\n",
2514 |        "      <td>1gIuyEXICtt24CEKrYSOw8</td>\n",
2515 |        "      <td>The Piano Guys</td>\n",
2516 |        "      <td>2012</td>\n",
2517 |        "      <td>[0jW6R8CVyVohuUJVcuweDI]</td>\n",
2518 |        "      <td>4eYaDRhiL5iesFp2EuoODr</td>\n",
2519 |        "      <td>275973</td>\n",
2520 |        "      <td>False</td>\n",
2521 |        "      <td>A Thousand Years</td>\n",
2522 |        "      <td>43</td>\n",
2523 |        "      <td>0.230</td>\n",
2524 |        "      <td>...</td>\n",
2525 |        "      <td>157.084</td>\n",
2526 |        "      <td>4eYaDRhiL5iesFp2EuoODr</td>\n",
2527 |        "      <td>0jW6R8CVyVohuUJVcuweDI</td>\n",
2528 |        "      <td>784409</td>\n",
2529 |        "      <td>65</td>\n",
2530 |        "      <td>bow pop</td>\n",
2531 |        "      <td>classify</td>\n",
2532 |        "      <td>None</td>\n",
2533 |        "      <td>Portrait/Sony Masterworks</td>\n",
2534 |        "      <td>43</td>\n",
2535 |        "    </tr>\n",
2536 |        "    <tr>\n",
2537 |        "      <th>1</th>\n",
2538 |        "      <td>7o2VLivg95UduHjTMTIEIf</td>\n",
2539 |        "      <td>Be OK</td>\n",
2540 |        "      <td>2008</td>\n",
2541 |        "      <td>[2vm8GdHyrJh2O2MfbQFYG0]</td>\n",
2542 |        "      <td>5GBWQszdw6PtAN0Negzut6</td>\n",
2543 |        "      <td>193946</td>\n",
2544 |        "      <td>False</td>\n",
2545 |        "      <td>Can't Help Falling In Love - Recorded Live at ...</td>\n",
2546 |        "      <td>40</td>\n",
2547 |        "      <td>0.244</td>\n",
2548 |        "      <td>...</td>\n",
2549 |        "      <td>72.868</td>\n",
2550 |        "      <td>5GBWQszdw6PtAN0Negzut6</td>\n",
2551 |        "      <td>2vm8GdHyrJh2O2MfbQFYG0</td>\n",
2552 |        "      <td>505291</td>\n",
2553 |        "      <td>61</td>\n",
2554 |        "      <td>acoustic pop</td>\n",
2555 |        "      <td>ectofolk</td>\n",
2556 |        "      <td>folk-pop</td>\n",
2557 |        "      <td>Cabin 24 Records</td>\n",
2558 |        "      <td>45</td>\n",
2559 |        "    </tr>\n",
2560 |        "    <tr>\n",
2561 |        "      <th>2</th>\n",
2562 |        "      <td>5h7fx8ILwOZ3I5yQ4eGBl7</td>\n",
2563 |        "      <td>The Lumineers</td>\n",
2564 |        "      <td>2012-01-01</td>\n",
2565 |        "      <td>[16oZKvXb6WkQlVAjwo2Wbg]</td>\n",
2566 |        "      <td>1jdNcAD8Ir58RlsdGjJJdx</td>\n",
2567 |        "      <td>161226</td>\n",
2568 |        "      <td>False</td>\n",
2569 |        "      <td>Ho Hey</td>\n",
2570 |        "      <td>70</td>\n",
2571 |        "      <td>0.685</td>\n",
2572 |        "      <td>...</td>\n",
2573 |        "      <td>79.991</td>\n",
2574 |        "      <td>1jdNcAD8Ir58RlsdGjJJdx</td>\n",
2575 |        "      <td>16oZKvXb6WkQlVAjwo2Wbg</td>\n",
2576 |        "      <td>2619293</td>\n",
2577 |        "      <td>74</td>\n",
2578 |        "      <td>folk-pop</td>\n",
2579 |        "      <td>indie folk</td>\n",
2580 |        "      <td>indie pop</td>\n",
2581 |        "      <td>Universal Music Group</td>\n",
2582 |        "      <td>66</td>\n",
2583 |        "    </tr>\n",
2584 |        "    <tr>\n",
2585 |        "      <th>3</th>\n",
2586 |        "      <td>3h4pyWRJIB9ZyRKXChbX22</td>\n",
2587 |        "      <td>Call Me Irresponsible (Standard Edition)</td>\n",
2588 |        "      <td>2007-04-27</td>\n",
2589 |        "      <td>[1GxkXlMwML1oSg5eLPiAz3]</td>\n",
2590 |        "      <td>4T6HLdP6OcAtqC6tGnQelG</td>\n",
2591 |        "      <td>212373</td>\n",
2592 |        "      <td>False</td>\n",
2593 |        "      <td>Everything</td>\n",
2594 |        "      <td>70</td>\n",
2595 |        "      <td>0.686</td>\n",
2596 |        "      <td>...</td>\n",
2597 |        "      <td>123.125</td>\n",
2598 |        "      <td>4T6HLdP6OcAtqC6tGnQelG</td>\n",
2599 |        "      <td>1GxkXlMwML1oSg5eLPiAz3</td>\n",
2600 |        "      <td>2627273</td>\n",
2601 |        "      <td>72</td>\n",
2602 |        "      <td>adult standards</td>\n",
2603 |        "      <td>canadian pop</td>\n",
2604 |        "      <td>lounge</td>\n",
2605 |        "      <td>143/Reprise</td>\n",
2606 |        "      <td>66</td>\n",
2607 |        "    </tr>\n",
2608 |        "    <tr>\n",
2609 |        "      <th>4</th>\n",
2610 |        "      <td>6QJw1UxLAFYQfy8XirsXiW</td>\n",
2611 |        "      <td>Losing Sleep</td>\n",
2612 |        "      <td>2009-01-01</td>\n",
2613 |        "      <td>[2PCUhxD40qlMqsKHjTZD2e]</td>\n",
2614 |        "      <td>1q74TesvRCIo5RvJM5B84F</td>\n",
2615 |        "      <td>146066</td>\n",
2616 |        "      <td>False</td>\n",
2617 |        "      <td>She Is Love</td>\n",
2618 |        "      <td>53</td>\n",
2619 |        "      <td>0.629</td>\n",
2620 |        "      <td>...</td>\n",
2621 |        "      <td>134.297</td>\n",
2622 |        "      <td>1q74TesvRCIo5RvJM5B84F</td>\n",
2623 |        "      <td>2PCUhxD40qlMqsKHjTZD2e</td>\n",
2624 |        "      <td>339532</td>\n",
2625 |        "      <td>58</td>\n",
2626 |        "      <td>acoustic pop</td>\n",
2627 |        "      <td>indiecoustica</td>\n",
2628 |        "      <td>neo mellow</td>\n",
2629 |        "      <td>Universal Music Group</td>\n",
2630 |        "      <td>49</td>\n",
2631 |        "    </tr>\n",
2632 |        "    <tr>\n",
2633 |        "      <th>5</th>\n",
2634 |        "      <td>6Pb3K1oPXdhsqFXtzKe3Z1</td>\n",
2635 |        "      <td>19</td>\n",
2636 |        "      <td>2008-01-28</td>\n",
2637 |        "      <td>[4dpARuHxo51G3z768sgnrY]</td>\n",
2638 |        "      <td>7rPLZ8Krm6CZIbraFUlnWZ</td>\n",
2639 |        "      <td>212040</td>\n",
2640 |        "      <td>False</td>\n",
2641 |        "      <td>Make You Feel My Love</td>\n",
2642 |        "      <td>55</td>\n",
2643 |        "      <td>0.325</td>\n",
2644 |        "      <td>...</td>\n",
2645 |        "      <td>72.416</td>\n",
2646 |        "      <td>7rPLZ8Krm6CZIbraFUlnWZ</td>\n",
2647 |        "      <td>4dpARuHxo51G3z768sgnrY</td>\n",
2648 |        "      <td>10592482</td>\n",
2649 |        "      <td>81</td>\n",
2650 |        "      <td>pop</td>\n",
2651 |        "      <td>None</td>\n",
2652 |        "      <td>None</td>\n",
2653 |        "      <td>XL Recordings/Columbia</td>\n",
2654 |        "      <td>50</td>\n",
2655 |        "    </tr>\n",
2656 |        "    <tr>\n",
2657 |        "      <th>6</th>\n",
2658 |        "      <td>10HuTnFqkhym6gXmIDxBsm</td>\n",
2659 |        "      <td>For Emma, Forever Ago</td>\n",
2660 |        "      <td>2008-02-19</td>\n",
2661 |        "      <td>[4LEiUm1SRbFMgfqnQTwUbQ]</td>\n",
2662 |        "      <td>3ZMv9EzGoteNi5Qnx0KpEO</td>\n",
2663 |        "      <td>232426</td>\n",
2664 |        "      <td>False</td>\n",
2665 |        "      <td>Skinny Love</td>\n",
2666 |        "      <td>49</td>\n",
2667 |        "      <td>0.591</td>\n",
2668 |        "      <td>...</td>\n",
2669 |        "      <td>76.396</td>\n",
2670 |        "      <td>3ZMv9EzGoteNi5Qnx0KpEO</td>\n",
2671 |        "      <td>4LEiUm1SRbFMgfqnQTwUbQ</td>\n",
2672 |        "      <td>2051334</td>\n",
2673 |        "      <td>71</td>\n",
2674 |        "      <td>chamber pop</td>\n",
2675 |        "      <td>folk-pop</td>\n",
2676 |        "      <td>indie folk</td>\n",
2677 |        "      <td>Jagjaguwar</td>\n",
2678 |        "      <td>45</td>\n",
2679 |        "    </tr>\n",
2680 |        "    <tr>\n",
2681 |        "      <th>7</th>\n",
2682 |        "      <td>39xrkt8RILtwa9DMyLkv32</td>\n",
2683 |        "      <td>Up from Below</td>\n",
2684 |        "      <td>2009-07-14</td>\n",
2685 |        "      <td>[7giUHu5pv6YTZgSkxxCcgh]</td>\n",
2686 |        "      <td>7w5cxTEzp1rfV3KCy0Bd5N</td>\n",
2687 |        "      <td>303200</td>\n",
2688 |        "      <td>False</td>\n",
2689 |        "      <td>Home</td>\n",
2690 |        "      <td>73</td>\n",
2691 |        "      <td>0.542</td>\n",
2692 |        "      <td>...</td>\n",
2693 |        "      <td>111.665</td>\n",
2694 |        "      <td>7w5cxTEzp1rfV3KCy0Bd5N</td>\n",
2695 |        "      <td>7giUHu5pv6YTZgSkxxCcgh</td>\n",
2696 |        "      <td>720594</td>\n",
2697 |        "      <td>65</td>\n",
2698 |        "      <td>chamber pop</td>\n",
2699 |        "      <td>folk-pop</td>\n",
2700 |        "      <td>indie folk</td>\n",
2701 |        "      <td>Vagrant Records</td>\n",
2702 |        "      <td>67</td>\n",
2703 |        "    </tr>\n",
2704 |        "    <tr>\n",
2705 |        "      <th>8</th>\n",
2706 |        "      <td>5HHP1ctEzugQvbPCKJiWkc</td>\n",
2707 |        "      <td>Ok Go</td>\n",
2708 |        "      <td>2002</td>\n",
2709 |        "      <td>[3hozsZ9hqNq7CoBGYNlFTz]</td>\n",
2710 |        "      <td>27VCODQk90XyqJB1FdwqyT</td>\n",
2711 |        "      <td>213906</td>\n",
2712 |        "      <td>False</td>\n",
2713 |        "      <td>1000 Miles Per Hour</td>\n",
2714 |        "      <td>16</td>\n",
2715 |        "      <td>0.524</td>\n",
2716 |        "      <td>...</td>\n",
2717 |        "      <td>81.898</td>\n",
2718 |        "      <td>27VCODQk90XyqJB1FdwqyT</td>\n",
2719 |        "      <td>3hozsZ9hqNq7CoBGYNlFTz</td>\n",
2720 |        "      <td>288245</td>\n",
2721 |        "      <td>55</td>\n",
2722 |        "      <td>alternative rock</td>\n",
2723 |        "      <td>chicago indie</td>\n",
2724 |        "      <td>comic</td>\n",
2725 |        "      <td>Capitol Records</td>\n",
2726 |        "      <td>32</td>\n",
2727 |        "    </tr>\n",
2728 |        "    <tr>\n",
2729 |        "      <th>9</th>\n",
2730 |        "      <td>1hyorM32T35U5HAxdh6glI</td>\n",
2731 |        "      <td>Stop Drop And Roll!!!</td>\n",
2732 |        "      <td>2008-02-05</td>\n",
2733 |        "      <td>[5tI0Vj2FhioY8AKtEqu9d3]</td>\n",
2734 |        "      <td>5S1jZIl6Hviwdr7KFTG4kz</td>\n",
2735 |        "      <td>135586</td>\n",
2736 |        "      <td>False</td>\n",
2737 |        "      <td>The Pedestrian</td>\n",
2738 |        "      <td>31</td>\n",
2739 |        "      <td>0.344</td>\n",
2740 |        "      <td>...</td>\n",
2741 |        "      <td>135.116</td>\n",
2742 |        "      <td>5S1jZIl6Hviwdr7KFTG4kz</td>\n",
2743 |        "      <td>5tI0Vj2FhioY8AKtEqu9d3</td>\n",
2744 |        "      <td>16135</td>\n",
2745 |        "      <td>31</td>\n",
2746 |        "      <td>None</td>\n",
2747 |        "      <td>None</td>\n",
2748 |        "      <td>None</td>\n",
2749 |        "      <td>Jingle Town Records</td>\n",
2750 |        "      <td>39</td>\n",
2751 |        "    </tr>\n",
2752 |        "    <tr>\n",
2753 |        "      <th>10</th>\n",
2754 |        "      <td>5fQ4tDLM2FfesO66R9nDF9</td>\n",
2755 |        "      <td>Scott Pilgrim vs. the World (Original Score Co...</td>\n",
2756 |        "      <td>2010-01-01</td>\n",
2757 |        "      <td>[0g7gHEXKEHU4snTwOZSxNO]</td>\n",
2758 |        "      <td>44RC9eJQrOBYronf3UrsoO</td>\n",
2759 |        "      <td>244666</td>\n",
2760 |        "      <td>False</td>\n",
2761 |        "      <td>Hillcrest Park</td>\n",
2762 |        "      <td>21</td>\n",
2763 |        "      <td>0.291</td>\n",
2764 |        "      <td>...</td>\n",
2765 |        "      <td>131.629</td>\n",
2766 |        "      <td>44RC9eJQrOBYronf3UrsoO</td>\n",
2767 |        "      <td>0g7gHEXKEHU4snTwOZSxNO</td>\n",
2768 |        "      <td>1882</td>\n",
2769 |        "      <td>22</td>\n",
2770 |        "      <td>None</td>\n",
2771 |        "      <td>None</td>\n",
2772 |        "      <td>None</td>\n",
2773 |        "      <td>ABKCO (US)</td>\n",
2774 |        "      <td>31</td>\n",
2775 |        "    </tr>\n",
2776 |        "    <tr>\n",
2777 |        "      <th>11</th>\n",
2778 |        "      <td>2zLZzOfiwQ4hnPCu2gVtKB</td>\n",
2779 |        "      <td>Timespace - The Best Of Stevie Nicks</td>\n",
2780 |        "      <td>1991-08-30</td>\n",
2781 |        "      <td>[7crPfGd2k81ekOoSqQKWWz, 5dbuFbrHa1SJlQhQX9OUJ2]</td>\n",
2782 |        "      <td>2npStoMbQxG1LcIeF4PZrj</td>\n",
2783 |        "      <td>229226</td>\n",
2784 |        "      <td>False</td>\n",
2785 |        "      <td>Leather And Lace (with Don Henley)</td>\n",
2786 |        "      <td>56</td>\n",
2787 |        "      <td>0.553</td>\n",
2788 |        "      <td>...</td>\n",
2789 |        "      <td>76.074</td>\n",
2790 |        "      <td>2npStoMbQxG1LcIeF4PZrj</td>\n",
2791 |        "      <td>7crPfGd2k81ekOoSqQKWWz</td>\n",
2792 |        "      <td>392134</td>\n",
2793 |        "      <td>62</td>\n",
2794 |        "      <td>album rock</td>\n",
2795 |        "      <td>heartland rock</td>\n",
2796 |        "      <td>mellow gold</td>\n",
2797 |        "      <td>Rhino Atlantic</td>\n",
2798 |        "      <td>54</td>\n",
2799 |        "    </tr>\n",
2800 |        "    <tr>\n",
2801 |        "      <th>12</th>\n",
2802 |        "      <td>4CVzsnMQTcC5mfU4XNTTaI</td>\n",
2803 |        "      <td>I Had The Blues But I Shook Them Loose</td>\n",
2804 |        "      <td>2009-01-01</td>\n",
2805 |        "      <td>[3pTE9iaJTkWns3mxpNQlJV]</td>\n",
2806 |        "      <td>4rII58jraqoGYro5yjXQlM</td>\n",
2807 |        "      <td>86520</td>\n",
2808 |        "      <td>False</td>\n",
2809 |        "      <td>Emergency Contraception Blues</td>\n",
2810 |        "      <td>23</td>\n",
2811 |        "      <td>0.246</td>\n",
2812 |        "      <td>...</td>\n",
2813 |        "      <td>128.117</td>\n",
2814 |        "      <td>4rII58jraqoGYro5yjXQlM</td>\n",
2815 |        "      <td>3pTE9iaJTkWns3mxpNQlJV</td>\n",
2816 |        "      <td>552751</td>\n",
2817 |        "      <td>59</td>\n",
2818 |        "      <td>alternative dance</td>\n",
2819 |        "      <td>british indie rock</td>\n",
2820 |        "      <td>indie folk</td>\n",
2821 |        "      <td>Universal Music Group</td>\n",
2822 |        "      <td>43</td>\n",
2823 |        "    </tr>\n",
2824 |        "    <tr>\n",
2825 |        "      <th>13</th>\n",
2826 |        "      <td>5d9FNx7UMLgfiGQGXU19jh</td>\n",
2827 |        "      <td>Underachievers Please Try Harder</td>\n",
2828 |        "      <td>2003-08-21</td>\n",
2829 |        "      <td>[5gInJ5P5gQnOKPM3SUEVFt]</td>\n",
2830 |        "      <td>6nGQQsrsi1R7rbHWhqdZcf</td>\n",
2831 |        "      <td>296333</td>\n",
2832 |        "      <td>False</td>\n",
2833 |        "      <td>Lunar Sea</td>\n",
2834 |        "      <td>25</td>\n",
2835 |        "      <td>0.400</td>\n",
2836 |        "      <td>...</td>\n",
2837 |        "      <td>115.149</td>\n",
2838 |        "      <td>6nGQQsrsi1R7rbHWhqdZcf</td>\n",
2839 |        "      <td>5gInJ5P5gQnOKPM3SUEVFt</td>\n",
2840 |        "      <td>100323</td>\n",
2841 |        "      <td>45</td>\n",
2842 |        "      <td>chamber pop</td>\n",
2843 |        "      <td>folk-pop</td>\n",
2844 |        "      <td>indie pop</td>\n",
2845 |        "      <td>Elefant Records</td>\n",
2846 |        "      <td>34</td>\n",
2847 |        "    </tr>\n",
2848 |        "    <tr>\n",
2849 |        "      <th>14</th>\n",
2850 |        "      <td>2DhfVYIEdTZLLFJ3WKBApc</td>\n",
2851 |        "      <td>Without A Sound</td>\n",
2852 |        "      <td>1994-08-29</td>\n",
2853 |        "      <td>[267VY6GX5LyU5c9M85ECZQ]</td>\n",
2854 |        "      <td>1Yx2hLDlw3q0j1zzamKjSd</td>\n",
2855 |        "      <td>258546</td>\n",
2856 |        "      <td>False</td>\n",
2857 |        "      <td>Feel The Pain</td>\n",
2858 |        "      <td>3</td>\n",
2859 |        "      <td>0.287</td>\n",
2860 |        "      <td>...</td>\n",
2861 |        "      <td>131.482</td>\n",
2862 |        "      <td>1Yx2hLDlw3q0j1zzamKjSd</td>\n",
2863 |        "      <td>267VY6GX5LyU5c9M85ECZQ</td>\n",
2864 |        "      <td>203260</td>\n",
2865 |        "      <td>52</td>\n",
2866 |        "      <td>alternative pop</td>\n",
2867 |        "      <td>alternative rock</td>\n",
2868 |        "      <td>blues-rock</td>\n",
2869 |        "      <td>WM UK</td>\n",
2870 |        "      <td>1</td>\n",
2871 |        "    </tr>\n",
2872 |        "    <tr>\n",
2873 |        "      <th>15</th>\n",
2874 |        "      <td>3NcGNYXKiHeygdXXL7czL1</td>\n",
2875 |        "      <td>Let's Get Out Of This Country</td>\n",
2876 |        "      <td>2006-05-29</td>\n",
2877 |        "      <td>[5gInJ5P5gQnOKPM3SUEVFt]</td>\n",
2878 |        "      <td>2VnI7kepsKFFh3WUI7wRAc</td>\n",
2879 |        "      <td>201640</td>\n",
2880 |        "      <td>False</td>\n",
2881 |        "      <td>Let's Get Out Of This Country</td>\n",
2882 |        "      <td>37</td>\n",
2883 |        "      <td>0.382</td>\n",
2884 |        "      <td>...</td>\n",
2885 |        "      <td>131.365</td>\n",
2886 |        "      <td>2VnI7kepsKFFh3WUI7wRAc</td>\n",
2887 |        "      <td>5gInJ5P5gQnOKPM3SUEVFt</td>\n",
2888 |        "      <td>100323</td>\n",
2889 |        "      <td>45</td>\n",
2890 |        "      <td>chamber pop</td>\n",
2891 |        "      <td>folk-pop</td>\n",
2892 |        "      <td>indie pop</td>\n",
2893 |        "      <td>Elefant Records</td>\n",
2894 |        "      <td>44</td>\n",
2895 |        "    </tr>\n",
2896 |        "    <tr>\n",
2897 |        "      <th>16</th>\n",
2898 |        "      <td>3NPyAfTeu40LVzwvqQ6Rl7</td>\n",
2899 |        "      <td>Teen Dream</td>\n",
2900 |        "      <td>2010</td>\n",
2901 |        "      <td>[56ZTgzPBDge0OvCGgMO3OY]</td>\n",
2902 |        "      <td>2IhQf6LYr21OMxBowf76QE</td>\n",
2903 |        "      <td>322480</td>\n",
2904 |        "      <td>False</td>\n",
2905 |        "      <td>Real Love</td>\n",
2906 |        "      <td>21</td>\n",
2907 |        "      <td>0.607</td>\n",
2908 |        "      <td>...</td>\n",
2909 |        "      <td>99.535</td>\n",
2910 |        "      <td>2IhQf6LYr21OMxBowf76QE</td>\n",
2911 |        "      <td>56ZTgzPBDge0OvCGgMO3OY</td>\n",
2912 |        "      <td>659417</td>\n",
2913 |        "      <td>66</td>\n",
2914 |        "      <td>art pop</td>\n",
2915 |        "      <td>chamber pop</td>\n",
2916 |        "      <td>chillwave</td>\n",
2917 |        "      <td>Mistletone</td>\n",
2918 |        "      <td>35</td>\n",
2919 |        "    </tr>\n",
2920 |        "    <tr>\n",
2921 |        "      <th>17</th>\n",
2922 |        "      <td>2oAh7vprZx8iSqoyNxQASX</td>\n",
2923 |        "      <td>Bachelor No. 2 (Or, The Last Remains of the Dodo)</td>\n",
2924 |        "      <td>2000</td>\n",
2925 |        "      <td>[3UpIbyXfGzmHG6TMH4dJEk]</td>\n",
2926 |        "      <td>1dvSBbiXNGJcvE3fb3XcOy</td>\n",
2927 |        "      <td>210333</td>\n",
2928 |        "      <td>False</td>\n",
2929 |        "      <td>Ghost World</td>\n",
2930 |        "      <td>17</td>\n",
2931 |        "      <td>0.483</td>\n",
2932 |        "      <td>...</td>\n",
2933 |        "      <td>100.282</td>\n",
2934 |        "      <td>1dvSBbiXNGJcvE3fb3XcOy</td>\n",
2935 |        "      <td>3UpIbyXfGzmHG6TMH4dJEk</td>\n",
2936 |        "      <td>96448</td>\n",
2937 |        "      <td>48</td>\n",
2938 |        "      <td>folk</td>\n",
2939 |        "      <td>folk-pop</td>\n",
2940 |        "      <td>indie pop</td>\n",
2941 |        "      <td>SuperEgo Records</td>\n",
2942 |        "      <td>30</td>\n",
2943 |        "    </tr>\n",
2944 |        "    <tr>\n",
2945 |        "      <th>18</th>\n",
2946 |        "      <td>2G9UuU6wxAa4FoIv1rwHBo</td>\n",
2947 |        "      <td>The Futureheads (new version)</td>\n",
2948 |        "      <td>2004-06-28</td>\n",
2949 |        "      <td>[3TBfn8PtXr42OrTPaoC3E8]</td>\n",
2950 |        "      <td>7mAF2MJdbNT75VrVcgwT6F</td>\n",
2951 |        "      <td>182680</td>\n",
2952 |        "      <td>False</td>\n",
2953 |        "      <td>Hounds of Love - new mix</td>\n",
2954 |        "      <td>51</td>\n",
2955 |        "      <td>0.360</td>\n",
2956 |        "      <td>...</td>\n",
2957 |        "      <td>168.214</td>\n",
2958 |        "      <td>7mAF2MJdbNT75VrVcgwT6F</td>\n",
2959 |        "      <td>3TBfn8PtXr42OrTPaoC3E8</td>\n",
2960 |        "      <td>44288</td>\n",
2961 |        "      <td>42</td>\n",
2962 |        "      <td>british indie rock</td>\n",
2963 |        "      <td>dance-punk</td>\n",
2964 |        "      <td>garage rock</td>\n",
2965 |        "      <td>Rhino Atlantic</td>\n",
2966 |        "      <td>45</td>\n",
2967 |        "    </tr>\n",
2968 |        "    <tr>\n",
2969 |        "      <th>19</th>\n",
2970 |        "      <td>1csBXckSWxkPEUXT4nSeP3</td>\n",
2971 |        "      <td>Album</td>\n",
2972 |        "      <td>2009-09-28</td>\n",
2973 |        "      <td>[6eO95BjZhrWHREMfwC4vVN]</td>\n",
2974 |        "      <td>5FH0pGKry3eL56IHjEgjPm</td>\n",
2975 |        "      <td>145293</td>\n",
2976 |        "      <td>True</td>\n",
2977 |        "      <td>Lust for Life</td>\n",
2978 |        "      <td>40</td>\n",
2979 |        "      <td>0.279</td>\n",
2980 |        "      <td>...</td>\n",
2981 |        "      <td>77.370</td>\n",
2982 |        "      <td>5FH0pGKry3eL56IHjEgjPm</td>\n",
2983 |        "      <td>6eO95BjZhrWHREMfwC4vVN</td>\n",
2984 |        "      <td>79268</td>\n",
2985 |        "      <td>41</td>\n",
2986 |        "      <td>art pop</td>\n",
2987 |        "      <td>bay area indie</td>\n",
2988 |        "      <td>chillwave</td>\n",
2989 |        "      <td>Fantasy Trashcan (Turnstile)</td>\n",
2990 |        "      <td>37</td>\n",
2991 |        "    </tr>\n",
2992 |        "    <tr>\n",
2993 |        "      <th>20</th>\n",
2994 |        "      <td>7Ghyo1U9g3ZILTT5Kn6DD1</td>\n",
2995 |        "      <td>Dream Team</td>\n",
2996 |        "      <td>2014-11-28</td>\n",
2997 |        "      <td>[0aWSylARSZCDo7vTDgvKbb]</td>\n",
2998 |        "      <td>3c6ZmMHskspjQ6TKvW5t1X</td>\n",
2999 |        "      <td>144547</td>\n",
3000 |        "      <td>False</td>\n",
3001 |        "      <td>Dirty Hands</td>\n",
3002 |        "      <td>6</td>\n",
3003 |        "      <td>0.645</td>\n",
3004 |        "      <td>...</td>\n",
3005 |        "      <td>107.426</td>\n",
3006 |        "      <td>3c6ZmMHskspjQ6TKvW5t1X</td>\n",
3007 |        "      <td>0aWSylARSZCDo7vTDgvKbb</td>\n",
3008 |        "      <td>10021</td>\n",
3009 |        "      <td>26</td>\n",
3010 |        "      <td>australian alternative rock</td>\n",
3011 |        "      <td>None</td>\n",
3012 |        "      <td>None</td>\n",
3013 |        "      <td>Death Valley Records and Tapes</td>\n",
3014 |        "      <td>15</td>\n",
3015 |        "    </tr>\n",
3016 |        "    <tr>\n",
3017 |        "      <th>21</th>\n",
3018 |        "      <td>4agEw6mF6zvlt42zdlT6VY</td>\n",
3019 |        "      <td>Secret Rituals</td>\n",
3020 |        "      <td>2011-01-01</td>\n",
3021 |        "      <td>[0aWSylARSZCDo7vTDgvKbb]</td>\n",
3022 |        "      <td>0quMYDxD03EailjlR7x1XB</td>\n",
3023 |        "      <td>206266</td>\n",
3024 |        "      <td>False</td>\n",
3025 |        "      <td>Turn Me On</td>\n",
3026 |        "      <td>26</td>\n",
3027 |        "      <td>0.440</td>\n",
3028 |        "      <td>...</td>\n",
3029 |        "      <td>145.039</td>\n",
3030 |        "      <td>0quMYDxD03EailjlR7x1XB</td>\n",
3031 |        "      <td>0aWSylARSZCDo7vTDgvKbb</td>\n",
3032 |        "      <td>10021</td>\n",
3033 |        "      <td>26</td>\n",
3034 |        "      <td>australian alternative rock</td>\n",
3035 |        "      <td>None</td>\n",
3036 |        "      <td>None</td>\n",
3037 |        "      <td>Universal Music Australia Pty. Ltd.</td>\n",
3038 |        "      <td>21</td>\n",
3039 |        "    </tr>\n",
3040 |        "    <tr>\n",
3041 |        "      <th>22</th>\n",
3042 |        "      <td>4uG8q3GPuWHQlRbswMIRS6</td>\n",
3043 |        "      <td>Dookie</td>\n",
3044 |        "      <td>1994-02-01</td>\n",
3045 |        "      <td>[7oPftvlwr6VrsViSDV7fJY]</td>\n",
3046 |        "      <td>1Dr1fXbc2IxaK1Mu8P8Khz</td>\n",
3047 |        "      <td>178000</td>\n",
3048 |        "      <td>False</td>\n",
3049 |        "      <td>When I Come Around</td>\n",
3050 |        "      <td>71</td>\n",
3051 |        "      <td>0.531</td>\n",
3052 |        "      <td>...</td>\n",
3053 |        "      <td>97.546</td>\n",
3054 |        "      <td>1Dr1fXbc2IxaK1Mu8P8Khz</td>\n",
3055 |        "      <td>7oPftvlwr6VrsViSDV7fJY</td>\n",
3056 |        "      <td>7052962</td>\n",
3057 |        "      <td>78</td>\n",
3058 |        "      <td>permanent wave</td>\n",
3059 |        "      <td>pop punk</td>\n",
3060 |        "      <td>punk</td>\n",
3061 |        "      <td>Reprise</td>\n",
3062 |        "      <td>75</td>\n",
3063 |        "    </tr>\n",
3064 |        "    <tr>\n",
3065 |        "      <th>23</th>\n",
3066 |        "      <td>5yIiFmVkza1N3ddMtftxIZ</td>\n",
3067 |        "      <td>Fox Confessor Brings The Flood (Bonus Track Ve...</td>\n",
3068 |        "      <td>2008-04-15</td>\n",
3069 |        "      <td>[4Cedjq5BQL3MhapRvDpFED]</td>\n",
3070 |        "      <td>4ny4sqrQmzhwHk7IHIVmL1</td>\n",
3071 |        "      <td>148213</td>\n",
3072 |        "      <td>False</td>\n",
3073 |        "      <td>Lion's Jaws</td>\n",
3074 |        "      <td>27</td>\n",
3075 |        "      <td>0.336</td>\n",
3076 |        "      <td>...</td>\n",
3077 |        "      <td>167.996</td>\n",
3078 |        "      <td>4ny4sqrQmzhwHk7IHIVmL1</td>\n",
3079 |        "      <td>4Cedjq5BQL3MhapRvDpFED</td>\n",
3080 |        "      <td>110980</td>\n",
3081 |        "      <td>54</td>\n",
3082 |        "      <td>alternative country</td>\n",
3083 |        "      <td>anti-folk</td>\n",
3084 |        "      <td>art pop</td>\n",
3085 |        "      <td>Anti/Epitaph</td>\n",
3086 |        "      <td>47</td>\n",
3087 |        "    </tr>\n",
3088 |        "    <tr>\n",
3089 |        "      <th>24</th>\n",
3090 |        "      <td>5msfCyqu8fJYqDDV6OrXTg</td>\n",
3091 |        "      <td>I'm Wide Awake, It's Morning</td>\n",
3092 |        "      <td>2005-01-25</td>\n",
3093 |        "      <td>[5o206eFLx38glA2bb4zqIU]</td>\n",
3094 |        "      <td>6QSmeY9pNWnE0fAUrXmYC7</td>\n",
3095 |        "      <td>252933</td>\n",
3096 |        "      <td>False</td>\n",
3097 |        "      <td>We Are Nowhere And It's Now</td>\n",
3098 |        "      <td>47</td>\n",
3099 |        "      <td>0.413</td>\n",
3100 |        "      <td>...</td>\n",
3101 |        "      <td>147.076</td>\n",
3102 |        "      <td>6QSmeY9pNWnE0fAUrXmYC7</td>\n",
3103 |        "      <td>5o206eFLx38glA2bb4zqIU</td>\n",
3104 |        "      <td>318654</td>\n",
3105 |        "      <td>58</td>\n",
3106 |        "      <td>anti-folk</td>\n",
3107 |        "      <td>chamber pop</td>\n",
3108 |        "      <td>folk-pop</td>\n",
3109 |        "      <td>Saddle Creek</td>\n",
3110 |        "      <td>64</td>\n",
3111 |        "    </tr>\n",
3112 |        "    <tr>\n",
3113 |        "      <th>25</th>\n",
3114 |        "      <td>12DdKE2ScfqqnBEIXL9WM5</td>\n",
3115 |        "      <td>Everything's Amazing &amp; Nobody's Happy</td>\n",
3116 |        "      <td>2011-09-26</td>\n",
3117 |        "      <td>[62ZE05EcDkspUxRw1u2ger]</td>\n",
3118 |        "      <td>1CwDpUvvqJ2zD3Hh6m69NF</td>\n",
3119 |        "      <td>163790</td>\n",
3120 |        "      <td>False</td>\n",
3121 |        "      <td>Tongue Tied</td>\n",
3122 |        "      <td>8</td>\n",
3123 |        "      <td>0.307</td>\n",
3124 |        "      <td>...</td>\n",
3125 |        "      <td>173.640</td>\n",
3126 |        "      <td>1CwDpUvvqJ2zD3Hh6m69NF</td>\n",
3127 |        "      <td>62ZE05EcDkspUxRw1u2ger</td>\n",
3128 |        "      <td>2604</td>\n",
3129 |        "      <td>17</td>\n",
3130 |        "      <td>candy pop</td>\n",
3131 |        "      <td>power-pop punk</td>\n",
3132 |        "      <td>None</td>\n",
3133 |        "      <td>Kind Of Like Records</td>\n",
3134 |        "      <td>12</td>\n",
3135 |        "    </tr>\n",
3136 |        "    <tr>\n",
3137 |        "      <th>26</th>\n",
3138 |        "      <td>07fUjvOPfrD7pe5ACRsyVy</td>\n",
3139 |        "      <td>Teeth Lost, Hearts Won</td>\n",
3140 |        "      <td>2008-01-01</td>\n",
3141 |        "      <td>[0aWSylARSZCDo7vTDgvKbb]</td>\n",
3142 |        "      <td>10d09tKIdxkjaSaiNXFM3S</td>\n",
3143 |        "      <td>77106</td>\n",
3144 |        "      <td>False</td>\n",
3145 |        "      <td>The Sum Of Every Part</td>\n",
3146 |        "      <td>5</td>\n",
3147 |        "      <td>0.734</td>\n",
3148 |        "      <td>...</td>\n",
3149 |        "      <td>147.132</td>\n",
3150 |        "      <td>10d09tKIdxkjaSaiNXFM3S</td>\n",
3151 |        "      <td>0aWSylARSZCDo7vTDgvKbb</td>\n",
3152 |        "      <td>10021</td>\n",
3153 |        "      <td>26</td>\n",
3154 |        "      <td>australian alternative rock</td>\n",
3155 |        "      <td>None</td>\n",
3156 |        "      <td>None</td>\n",
3157 |        "      <td>Universal Music Australia Pty. Ltd.</td>\n",
3158 |        "      <td>17</td>\n",
3159 |        "    </tr>\n",
3160 |        "    <tr>\n",
3161 |        "      <th>27</th>\n",
3162 |        "      <td>1hyorM32T35U5HAxdh6glI</td>\n",
3163 |        "      <td>Stop Drop And Roll!!!</td>\n",
3164 |        "      <td>2008-02-05</td>\n",
3165 |        "      <td>[5tI0Vj2FhioY8AKtEqu9d3]</td>\n",
3166 |        "      <td>5KcgqKXySkWnh4cZ4vG2A8</td>\n",
3167 |        "      <td>166293</td>\n",
3168 |        "      <td>False</td>\n",
3169 |        "      <td>Mother Mary</td>\n",
3170 |        "      <td>40</td>\n",
3171 |        "      <td>0.413</td>\n",
3172 |        "      <td>...</td>\n",
3173 |        "      <td>105.460</td>\n",
3174 |        "      <td>5KcgqKXySkWnh4cZ4vG2A8</td>\n",
3175 |        "      <td>5tI0Vj2FhioY8AKtEqu9d3</td>\n",
3176 |        "      <td>16135</td>\n",
3177 |        "      <td>31</td>\n",
3178 |        "      <td>None</td>\n",
3179 |        "      <td>None</td>\n",
3180 |        "      <td>None</td>\n",
3181 |        "      <td>Jingle Town Records</td>\n",
3182 |        "      <td>39</td>\n",
3183 |        "    </tr>\n",
3184 |        "    <tr>\n",
3185 |        "      <th>28</th>\n",
3186 |        "      <td>2btXQFitnklvkPC0dAIvAx</td>\n",
3187 |        "      <td>Small Steps, Heavy Hooves</td>\n",
3188 |        "      <td>2007</td>\n",
3189 |        "      <td>[1aOp1lgpcwRxADf1jHvXhu]</td>\n",
3190 |        "      <td>6eVq1guYib8O13Hhal0r2Y</td>\n",
3191 |        "      <td>223306</td>\n",
3192 |        "      <td>False</td>\n",
3193 |        "      <td>I Just Do</td>\n",
3194 |        "      <td>34</td>\n",
3195 |        "      <td>0.550</td>\n",
3196 |        "      <td>...</td>\n",
3197 |        "      <td>106.032</td>\n",
3198 |        "      <td>6eVq1guYib8O13Hhal0r2Y</td>\n",
3199 |        "      <td>1aOp1lgpcwRxADf1jHvXhu</td>\n",
3200 |        "      <td>20528</td>\n",
3201 |        "      <td>40</td>\n",
3202 |        "      <td>dreamo</td>\n",
3203 |        "      <td>modern rock</td>\n",
3204 |        "      <td>progressive post-hardcore</td>\n",
3205 |        "      <td>Equal Vision Records</td>\n",
3206 |        "      <td>44</td>\n",
3207 |        "    </tr>\n",
3208 |        "    <tr>\n",
3209 |        "      <th>29</th>\n",
3210 |        "      <td>7p82DTmb2pwKwzXBLlURT6</td>\n",
3211 |        "      <td>Drake &amp; Josh: Songs From &amp; Inspired By The Hit...</td>\n",
3212 |        "      <td>2005-03-08</td>\n",
3213 |        "      <td>[03ilIKH0i08IxmjKcn63ne]</td>\n",
3214 |        "      <td>1rS3J4u1G8f6hbmTosa8Nf</td>\n",
3215 |        "      <td>179493</td>\n",
3216 |        "      <td>False</td>\n",
3217 |        "      <td>I Found A Way</td>\n",
3218 |        "      <td>51</td>\n",
3219 |        "      <td>0.531</td>\n",
3220 |        "      <td>...</td>\n",
3221 |        "      <td>130.048</td>\n",
3222 |        "      <td>1rS3J4u1G8f6hbmTosa8Nf</td>\n",
3223 |        "      <td>03ilIKH0i08IxmjKcn63ne</td>\n",
3224 |        "      <td>172414</td>\n",
3225 |        "      <td>49</td>\n",
3226 |        "      <td>post-teen pop</td>\n",
3227 |        "      <td>None</td>\n",
3228 |        "      <td>None</td>\n",
3229 |        "      <td>Nick Records</td>\n",
3230 |        "      <td>44</td>\n",
3231 |        "    </tr>\n",
3232 |        "    <tr>\n",
3233 |        "      <th>...</th>\n",
3234 |        "      <td>...</td>\n",
3235 |        "      <td>...</td>\n",
3236 |        "      <td>...</td>\n",
3237 |        "      <td>...</td>\n",
3238 |        "      <td>...</td>\n",
3239 |        "      <td>...</td>\n",
3240 |        "      <td>...</td>\n",
3241 |        "      <td>...</td>\n",
3242 |        "      <td>...</td>\n",
3243 |        "      <td>...</td>\n",
3244 |        "      <td>...</td>\n",
3245 |        "      <td>...</td>\n",
3246 |        "      <td>...</td>\n",
3247 |        "      <td>...</td>\n",
3248 |        "      <td>...</td>\n",
3249 |        "      <td>...</td>\n",
3250 |        "      <td>...</td>\n",
3251 |        "      <td>...</td>\n",
3252 |        "      <td>...</td>\n",
3253 |        "      <td>...</td>\n",
3254 |        "      <td>...</td>\n",
3255 |        "    </tr>\n",
3256 |        "    <tr>\n",
3257 |        "      <th>1959</th>\n",
3258 |        "      <td>0lUL92det7mZ4DaHYmiUEC</td>\n",
3259 |        "      <td>There's Really A Wolf</td>\n",
3260 |        "      <td>2017-05-05</td>\n",
3261 |        "      <td>[1z7b1Pr1rSlvWRzsW3HOrS]</td>\n",
3262 |        "      <td>4cxMGhkinTocPSVVKWIw0d</td>\n",
3263 |        "      <td>237506</td>\n",
3264 |        "      <td>True</td>\n",
3265 |        "      <td>Losin Control</td>\n",
3266 |        "      <td>77</td>\n",
3267 |        "      <td>0.759</td>\n",
3268 |        "      <td>...</td>\n",
3269 |        "      <td>96.992</td>\n",
3270 |        "      <td>4cxMGhkinTocPSVVKWIw0d</td>\n",
3271 |        "      <td>1z7b1Pr1rSlvWRzsW3HOrS</td>\n",
3272 |        "      <td>1515680</td>\n",
3273 |        "      <td>79</td>\n",
3274 |        "      <td>hip hop</td>\n",
3275 |        "      <td>pop</td>\n",
3276 |        "      <td>rap</td>\n",
3277 |        "      <td>Columbia</td>\n",
3278 |        "      <td>80</td>\n",
3279 |        "    </tr>\n",
3280 |        "    <tr>\n",
3281 |        "      <th>1960</th>\n",
3282 |        "      <td>5W98Ab4VvQEuFEE4TIe5fE</td>\n",
3283 |        "      <td>Title (Deluxe)</td>\n",
3284 |        "      <td>2015-01-09</td>\n",
3285 |        "      <td>[6JL8zeS1NmiOftqZTRgdTz, 5y2Xq6xcjJb2jVM54GHK3t]</td>\n",
3286 |        "      <td>2YlZnw2ikdb837oKMKjBkW</td>\n",
3287 |        "      <td>225053</td>\n",
3288 |        "      <td>False</td>\n",
3289 |        "      <td>Like I'm Gonna Lose You</td>\n",
3290 |        "      <td>78</td>\n",
3291 |        "      <td>0.630</td>\n",
3292 |        "      <td>...</td>\n",
3293 |        "      <td>108.038</td>\n",
3294 |        "      <td>2YlZnw2ikdb837oKMKjBkW</td>\n",
3295 |        "      <td>6JL8zeS1NmiOftqZTRgdTz</td>\n",
3296 |        "      <td>6027065</td>\n",
3297 |        "      <td>76</td>\n",
3298 |        "      <td>dance pop</td>\n",
3299 |        "      <td>hip pop</td>\n",
3300 |        "      <td>pop</td>\n",
3301 |        "      <td>Epic</td>\n",
3302 |        "      <td>75</td>\n",
3303 |        "    </tr>\n",
3304 |        "    <tr>\n",
3305 |        "      <th>1961</th>\n",
3306 |        "      <td>1BFCyhRrtgOwgJq7AtWfBL</td>\n",
3307 |        "      <td>Rodéo Boulevard</td>\n",
3308 |        "      <td>2008-10-03</td>\n",
3309 |        "      <td>[3700G3mzTkuxc5U7hdE9CV]</td>\n",
3310 |        "      <td>1jO3MaCjrRQusiqkZQPA9h</td>\n",
3311 |        "      <td>241373</td>\n",
3312 |        "      <td>False</td>\n",
3313 |        "      <td>Dans Tes Yeux</td>\n",
3314 |        "      <td>39</td>\n",
3315 |        "      <td>0.504</td>\n",
3316 |        "      <td>...</td>\n",
3317 |        "      <td>181.781</td>\n",
3318 |        "      <td>1jO3MaCjrRQusiqkZQPA9h</td>\n",
3319 |        "      <td>3700G3mzTkuxc5U7hdE9CV</td>\n",
3320 |        "      <td>10186</td>\n",
3321 |        "      <td>33</td>\n",
3322 |        "      <td>french folk pop</td>\n",
3323 |        "      <td>french reggae</td>\n",
3324 |        "      <td>french rock</td>\n",
3325 |        "      <td>Parlophone France</td>\n",
3326 |        "      <td>37</td>\n",
3327 |        "    </tr>\n",
3328 |        "    <tr>\n",
3329 |        "      <th>1962</th>\n",
3330 |        "      <td>5tBOCi2TekXZ1IbrmlBZO4</td>\n",
3331 |        "      <td>I Told You</td>\n",
3332 |        "      <td>2016-08-19</td>\n",
3333 |        "      <td>[2jku7tDXc6XoB6MO2hFuqg]</td>\n",
3334 |        "      <td>2Gyc6e2cLxA5hoX1NOvYnU</td>\n",
3335 |        "      <td>237786</td>\n",
3336 |        "      <td>True</td>\n",
3337 |        "      <td>Say It</td>\n",
3338 |        "      <td>70</td>\n",
3339 |        "      <td>0.546</td>\n",
3340 |        "      <td>...</td>\n",
3341 |        "      <td>107.331</td>\n",
3342 |        "      <td>2Gyc6e2cLxA5hoX1NOvYnU</td>\n",
3343 |        "      <td>2jku7tDXc6XoB6MO2hFuqg</td>\n",
3344 |        "      <td>1523893</td>\n",
3345 |        "      <td>79</td>\n",
3346 |        "      <td>canadian hip hop</td>\n",
3347 |        "      <td>hip hop</td>\n",
3348 |        "      <td>indie r&amp;b</td>\n",
3349 |        "      <td>Benny Blanco Major</td>\n",
3350 |        "      <td>69</td>\n",
3351 |        "    </tr>\n",
3352 |        "    <tr>\n",
3353 |        "      <th>1963</th>\n",
3354 |        "      <td>3yWRq9Dd2UO5xyqxTjLDmp</td>\n",
3355 |        "      <td>bloom</td>\n",
3356 |        "      <td>2017-05-12</td>\n",
3357 |        "      <td>[6TIYQ3jFPwQSRmorSezPxX, 4nDoRrQiYLoBzwC5BhVJzF]</td>\n",
3358 |        "      <td>1PSBzsahR2AKwLJgx8ehBj</td>\n",
3359 |        "      <td>239293</td>\n",
3360 |        "      <td>False</td>\n",
3361 |        "      <td>Bad Things (with Camila Cabello)</td>\n",
3362 |        "      <td>71</td>\n",
3363 |        "      <td>0.697</td>\n",
3364 |        "      <td>...</td>\n",
3365 |        "      <td>137.853</td>\n",
3366 |        "      <td>1PSBzsahR2AKwLJgx8ehBj</td>\n",
3367 |        "      <td>6TIYQ3jFPwQSRmorSezPxX</td>\n",
3368 |        "      <td>1116489</td>\n",
3369 |        "      <td>74</td>\n",
3370 |        "      <td>hip hop</td>\n",
3371 |        "      <td>pop rap</td>\n",
3372 |        "      <td>rap</td>\n",
3373 |        "      <td>Bad Boy Records PS</td>\n",
3374 |        "      <td>69</td>\n",
3375 |        "    </tr>\n",
3376 |        "    <tr>\n",
3377 |        "      <th>1964</th>\n",
3378 |        "      <td>28ZKQMoNBB0etKXZ97G2SN</td>\n",
3379 |        "      <td>Beauty Behind The Madness</td>\n",
3380 |        "      <td>2015-08-28</td>\n",
3381 |        "      <td>[1Xyo4u8uXC1ZmMpatF05PJ]</td>\n",
3382 |        "      <td>66UVpCZ5aH3VV3Ic3PBUrP</td>\n",
3383 |        "      <td>253506</td>\n",
3384 |        "      <td>True</td>\n",
3385 |        "      <td>Shameless</td>\n",
3386 |        "      <td>51</td>\n",
3387 |        "      <td>0.602</td>\n",
3388 |        "      <td>...</td>\n",
3389 |        "      <td>100.021</td>\n",
3390 |        "      <td>66UVpCZ5aH3VV3Ic3PBUrP</td>\n",
3391 |        "      <td>1Xyo4u8uXC1ZmMpatF05PJ</td>\n",
3392 |        "      <td>11713366</td>\n",
3393 |        "      <td>87</td>\n",
3394 |        "      <td>canadian pop</td>\n",
3395 |        "      <td>pop</td>\n",
3396 |        "      <td>rap</td>\n",
3397 |        "      <td>Universal Music Group</td>\n",
3398 |        "      <td>67</td>\n",
3399 |        "    </tr>\n",
3400 |        "    <tr>\n",
3401 |        "      <th>1965</th>\n",
3402 |        "      <td>41Tj1cy7HlmdSmaOO6f6Tl</td>\n",
3403 |        "      <td>D.N.A.</td>\n",
3404 |        "      <td>2009-10-08</td>\n",
3405 |        "      <td>[20s0P9QLxGqKuCsGwFsp7w]</td>\n",
3406 |        "      <td>1KKpOFUTS8B9pD5x3PevoX</td>\n",
3407 |        "      <td>263013</td>\n",
3408 |        "      <td>False</td>\n",
3409 |        "      <td>I Choose You</td>\n",
3410 |        "      <td>56</td>\n",
3411 |        "      <td>0.673</td>\n",
3412 |        "      <td>...</td>\n",
3413 |        "      <td>90.107</td>\n",
3414 |        "      <td>1KKpOFUTS8B9pD5x3PevoX</td>\n",
3415 |        "      <td>20s0P9QLxGqKuCsGwFsp7w</td>\n",
3416 |        "      <td>1058997</td>\n",
3417 |        "      <td>66</td>\n",
3418 |        "      <td>dance pop</td>\n",
3419 |        "      <td>hip pop</td>\n",
3420 |        "      <td>pop</td>\n",
3421 |        "      <td>J Records</td>\n",
3422 |        "      <td>53</td>\n",
3423 |        "    </tr>\n",
3424 |        "    <tr>\n",
3425 |        "      <th>1966</th>\n",
3426 |        "      <td>1BSzAkEW5ZE2QsBScQgoAb</td>\n",
3427 |        "      <td>If I Ever Fall In Love</td>\n",
3428 |        "      <td>1992-01-01</td>\n",
3429 |        "      <td>[72y3ZI95ctkQC2O4mjBaU3]</td>\n",
3430 |        "      <td>0uOPGU4CbYxzFxn6T7sblW</td>\n",
3431 |        "      <td>289693</td>\n",
3432 |        "      <td>False</td>\n",
3433 |        "      <td>If I Ever Fall In Love</td>\n",
3434 |        "      <td>55</td>\n",
3435 |        "      <td>0.635</td>\n",
3436 |        "      <td>...</td>\n",
3437 |        "      <td>127.922</td>\n",
3438 |        "      <td>0uOPGU4CbYxzFxn6T7sblW</td>\n",
3439 |        "      <td>72y3ZI95ctkQC2O4mjBaU3</td>\n",
3440 |        "      <td>236642</td>\n",
3441 |        "      <td>46</td>\n",
3442 |        "      <td>boy band</td>\n",
3443 |        "      <td>hip pop</td>\n",
3444 |        "      <td>new jack swing</td>\n",
3445 |        "      <td>Interscope</td>\n",
3446 |        "      <td>53</td>\n",
3447 |        "    </tr>\n",
3448 |        "    <tr>\n",
3449 |        "      <th>1967</th>\n",
3450 |        "      <td>2jg7PvepCK9V7MyWM7pvzr</td>\n",
3451 |        "      <td>Better</td>\n",
3452 |        "      <td>2016-04-29</td>\n",
3453 |        "      <td>[5cKlE8f6b26h61Ml7m052Q]</td>\n",
3454 |        "      <td>6yIHGmQLJxWAUZ1ZkENemN</td>\n",
3455 |        "      <td>173174</td>\n",
3456 |        "      <td>False</td>\n",
3457 |        "      <td>Can't Help Falling in Love</td>\n",
3458 |        "      <td>73</td>\n",
3459 |        "      <td>0.410</td>\n",
3460 |        "      <td>...</td>\n",
3461 |        "      <td>137.970</td>\n",
3462 |        "      <td>6yIHGmQLJxWAUZ1ZkENemN</td>\n",
3463 |        "      <td>5cKlE8f6b26h61Ml7m052Q</td>\n",
3464 |        "      <td>143811</td>\n",
3465 |        "      <td>60</td>\n",
3466 |        "      <td>None</td>\n",
3467 |        "      <td>None</td>\n",
3468 |        "      <td>None</td>\n",
3469 |        "      <td>Ole Red Dot</td>\n",
3470 |        "      <td>65</td>\n",
3471 |        "    </tr>\n",
3472 |        "    <tr>\n",
3473 |        "      <th>1968</th>\n",
3474 |        "      <td>6X1x82kppWZmDzlXXK3y3q</td>\n",
3475 |        "      <td>Take Care (Deluxe)</td>\n",
3476 |        "      <td>2011</td>\n",
3477 |        "      <td>[3TVXtAsR1Inumwj472S9r4]</td>\n",
3478 |        "      <td>4eSGSqP2TZvvX0kadZZttM</td>\n",
3479 |        "      <td>265120</td>\n",
3480 |        "      <td>True</td>\n",
3481 |        "      <td>Doing It Wrong</td>\n",
3482 |        "      <td>65</td>\n",
3483 |        "      <td>0.397</td>\n",
3484 |        "      <td>...</td>\n",
3485 |        "      <td>101.275</td>\n",
3486 |        "      <td>4eSGSqP2TZvvX0kadZZttM</td>\n",
3487 |        "      <td>3TVXtAsR1Inumwj472S9r4</td>\n",
3488 |        "      <td>24467846</td>\n",
3489 |        "      <td>100</td>\n",
3490 |        "      <td>canadian hip hop</td>\n",
3491 |        "      <td>canadian pop</td>\n",
3492 |        "      <td>hip hop</td>\n",
3493 |        "      <td>Drake (Cash Money)</td>\n",
3494 |        "      <td>79</td>\n",
3495 |        "    </tr>\n",
3496 |        "    <tr>\n",
3497 |        "      <th>1969</th>\n",
3498 |        "      <td>7l4LGPXk2mB80WgXy4VeuB</td>\n",
3499 |        "      <td>Waves (Robin Schulz Radio Edit)</td>\n",
3500 |        "      <td>2014-02-07</td>\n",
3501 |        "      <td>[33W1pnW9zScZtYTnAoWnOT, 3t5xRXzsuZmMDkQzgOX35S]</td>\n",
3502 |        "      <td>5Sf3GyLEAzJXxZ5mbCPXTu</td>\n",
3503 |        "      <td>208133</td>\n",
3504 |        "      <td>False</td>\n",
3505 |        "      <td>Waves - Robin Schulz Radio Edit</td>\n",
3506 |        "      <td>77</td>\n",
3507 |        "      <td>0.829</td>\n",
3508 |        "      <td>...</td>\n",
3509 |        "      <td>119.993</td>\n",
3510 |        "      <td>5Sf3GyLEAzJXxZ5mbCPXTu</td>\n",
3511 |        "      <td>33W1pnW9zScZtYTnAoWnOT</td>\n",
3512 |        "      <td>249714</td>\n",
3513 |        "      <td>68</td>\n",
3514 |        "      <td>tropical house</td>\n",
3515 |        "      <td>None</td>\n",
3516 |        "      <td>None</td>\n",
3517 |        "      <td>Left Lane Recordings</td>\n",
3518 |        "      <td>69</td>\n",
3519 |        "    </tr>\n",
3520 |        "    <tr>\n",
3521 |        "      <th>1970</th>\n",
3522 |        "      <td>6a3RDPcFamZvFCi8VeXWkK</td>\n",
3523 |        "      <td>Fórmula Vol. 1 (Deluxe Edition)</td>\n",
3524 |        "      <td>2012-08-27</td>\n",
3525 |        "      <td>[5lwmRuXgjX8xIwlnauTZIP, 23zg3TcAtWQy7J6upgbUnj]</td>\n",
3526 |        "      <td>0jr6tT2vc4cIFPHb6wufG3</td>\n",
3527 |        "      <td>252253</td>\n",
3528 |        "      <td>False</td>\n",
3529 |        "      <td>Promise</td>\n",
3530 |        "      <td>67</td>\n",
3531 |        "      <td>0.764</td>\n",
3532 |        "      <td>...</td>\n",
3533 |        "      <td>132.995</td>\n",
3534 |        "      <td>0jr6tT2vc4cIFPHb6wufG3</td>\n",
3535 |        "      <td>5lwmRuXgjX8xIwlnauTZIP</td>\n",
3536 |        "      <td>5503631</td>\n",
3537 |        "      <td>79</td>\n",
3538 |        "      <td>bachata</td>\n",
3539 |        "      <td>latin</td>\n",
3540 |        "      <td>tropical</td>\n",
3541 |        "      <td>Sony Music Latin</td>\n",
3542 |        "      <td>73</td>\n",
3543 |        "    </tr>\n",
3544 |        "    <tr>\n",
3545 |        "      <th>1971</th>\n",
3546 |        "      <td>4754Cgv1sdfwTpdVX83xAC</td>\n",
3547 |        "      <td>Halcyon</td>\n",
3548 |        "      <td>2012-01-01</td>\n",
3549 |        "      <td>[0X2BH1fck6amBIoJhDVmmJ]</td>\n",
3550 |        "      <td>2AMEPKeicePOewTaGLYqec</td>\n",
3551 |        "      <td>243886</td>\n",
3552 |        "      <td>False</td>\n",
3553 |        "      <td>Explosions</td>\n",
3554 |        "      <td>36</td>\n",
3555 |        "      <td>0.299</td>\n",
3556 |        "      <td>...</td>\n",
3557 |        "      <td>95.929</td>\n",
3558 |        "      <td>2AMEPKeicePOewTaGLYqec</td>\n",
3559 |        "      <td>0X2BH1fck6amBIoJhDVmmJ</td>\n",
3560 |        "      <td>5097882</td>\n",
3561 |        "      <td>76</td>\n",
3562 |        "      <td>dance pop</td>\n",
3563 |        "      <td>edm</td>\n",
3564 |        "      <td>electropop</td>\n",
3565 |        "      <td>Polydor Records</td>\n",
3566 |        "      <td>52</td>\n",
3567 |        "    </tr>\n",
3568 |        "    <tr>\n",
3569 |        "      <th>1972</th>\n",
3570 |        "      <td>3Yk19X5zgXDSrG8uqrPnXC</td>\n",
3571 |        "      <td>It's About Us</td>\n",
3572 |        "      <td>2014-10-06</td>\n",
3573 |        "      <td>[58MLl9nC29IXbE4nEtuoP2]</td>\n",
3574 |        "      <td>7JYcQU1Dv1Rabv3AQyynWD</td>\n",
3575 |        "      <td>232280</td>\n",
3576 |        "      <td>False</td>\n",
3577 |        "      <td>Back to You</td>\n",
3578 |        "      <td>49</td>\n",
3579 |        "      <td>0.363</td>\n",
3580 |        "      <td>...</td>\n",
3581 |        "      <td>133.869</td>\n",
3582 |        "      <td>7JYcQU1Dv1Rabv3AQyynWD</td>\n",
3583 |        "      <td>58MLl9nC29IXbE4nEtuoP2</td>\n",
3584 |        "      <td>489225</td>\n",
3585 |        "      <td>66</td>\n",
3586 |        "      <td>dance pop</td>\n",
3587 |        "      <td>neo mellow</td>\n",
3588 |        "      <td>pop</td>\n",
3589 |        "      <td>Syco Music/Columbia Records</td>\n",
3590 |        "      <td>72</td>\n",
3591 |        "    </tr>\n",
3592 |        "    <tr>\n",
3593 |        "      <th>1973</th>\n",
3594 |        "      <td>74PXwYZw2Z5UF6keoLp8qH</td>\n",
3595 |        "      <td>head or heart</td>\n",
3596 |        "      <td>2014-03-27</td>\n",
3597 |        "      <td>[7H55rcKCfwqkyDFH9wpKM6]</td>\n",
3598 |        "      <td>0zxG0MKqXBEbwU09H7gEIs</td>\n",
3599 |        "      <td>253453</td>\n",
3600 |        "      <td>False</td>\n",
3601 |        "      <td>the words</td>\n",
3602 |        "      <td>53</td>\n",
3603 |        "      <td>0.505</td>\n",
3604 |        "      <td>...</td>\n",
3605 |        "      <td>77.023</td>\n",
3606 |        "      <td>0zxG0MKqXBEbwU09H7gEIs</td>\n",
3607 |        "      <td>7H55rcKCfwqkyDFH9wpKM6</td>\n",
3608 |        "      <td>1438780</td>\n",
3609 |        "      <td>71</td>\n",
3610 |        "      <td>dance pop</td>\n",
3611 |        "      <td>neo mellow</td>\n",
3612 |        "      <td>pop</td>\n",
3613 |        "      <td>Atlantic Records</td>\n",
3614 |        "      <td>59</td>\n",
3615 |        "    </tr>\n",
3616 |        "    <tr>\n",
3617 |        "      <th>1974</th>\n",
3618 |        "      <td>2jLRmeMyWyKhuNofvsQGJT</td>\n",
3619 |        "      <td>I'm Falling for You</td>\n",
3620 |        "      <td>2013-02-11</td>\n",
3621 |        "      <td>[2iTiSaR023IikZDaOfEIRR]</td>\n",
3622 |        "      <td>7sdT7TgonQCKsdjhShEdYO</td>\n",
3623 |        "      <td>202272</td>\n",
3624 |        "      <td>False</td>\n",
3625 |        "      <td>I'm Falling for You</td>\n",
3626 |        "      <td>42</td>\n",
3627 |        "      <td>0.528</td>\n",
3628 |        "      <td>...</td>\n",
3629 |        "      <td>136.224</td>\n",
3630 |        "      <td>7sdT7TgonQCKsdjhShEdYO</td>\n",
3631 |        "      <td>2iTiSaR023IikZDaOfEIRR</td>\n",
3632 |        "      <td>54549</td>\n",
3633 |        "      <td>46</td>\n",
3634 |        "      <td>channel pop</td>\n",
3635 |        "      <td>viral pop</td>\n",
3636 |        "      <td>None</td>\n",
3637 |        "      <td>Chester See</td>\n",
3638 |        "      <td>34</td>\n",
3639 |        "    </tr>\n",
3640 |        "    <tr>\n",
3641 |        "      <th>1975</th>\n",
3642 |        "      <td>4OmqJXPhD5FOqwdg5tBsnu</td>\n",
3643 |        "      <td>Gossip Columns</td>\n",
3644 |        "      <td>2017-10-13</td>\n",
3645 |        "      <td>[3tQx1LPXbsYjE9VwN1Peaa, 02kJSzxNuaWGqwubyUba0Z]</td>\n",
3646 |        "      <td>7yCqehT9dKACTFy7YugP0J</td>\n",
3647 |        "      <td>218493</td>\n",
3648 |        "      <td>True</td>\n",
3649 |        "      <td>You &amp; Me</td>\n",
3650 |        "      <td>64</td>\n",
3651 |        "      <td>0.696</td>\n",
3652 |        "      <td>...</td>\n",
3653 |        "      <td>85.091</td>\n",
3654 |        "      <td>7yCqehT9dKACTFy7YugP0J</td>\n",
3655 |        "      <td>3tQx1LPXbsYjE9VwN1Peaa</td>\n",
3656 |        "      <td>164943</td>\n",
3657 |        "      <td>69</td>\n",
3658 |        "      <td>dance pop</td>\n",
3659 |        "      <td>indie r&amp;b</td>\n",
3660 |        "      <td>pop</td>\n",
3661 |        "      <td>Republic Records/Gee Roberson</td>\n",
3662 |        "      <td>67</td>\n",
3663 |        "    </tr>\n",
3664 |        "    <tr>\n",
3665 |        "      <th>1976</th>\n",
3666 |        "      <td>4JiY4JUvXdEA7UFIbiAyor</td>\n",
3667 |        "      <td>Joanne (Deluxe)</td>\n",
3668 |        "      <td>2016-10-21</td>\n",
3669 |        "      <td>[1HY2Jd0NmPuamShAr6KMms]</td>\n",
3670 |        "      <td>50PWlIBU7PlGGwzgN8TiFJ</td>\n",
3671 |        "      <td>205280</td>\n",
3672 |        "      <td>False</td>\n",
3673 |        "      <td>Million Reasons</td>\n",
3674 |        "      <td>62</td>\n",
3675 |        "      <td>0.668</td>\n",
3676 |        "      <td>...</td>\n",
3677 |        "      <td>129.889</td>\n",
3678 |        "      <td>50PWlIBU7PlGGwzgN8TiFJ</td>\n",
3679 |        "      <td>1HY2Jd0NmPuamShAr6KMms</td>\n",
3680 |        "      <td>5369967</td>\n",
3681 |        "      <td>78</td>\n",
3682 |        "      <td>dance pop</td>\n",
3683 |        "      <td>pop</td>\n",
3684 |        "      <td>post-teen pop</td>\n",
3685 |        "      <td>Universal Music Group</td>\n",
3686 |        "      <td>59</td>\n",
3687 |        "    </tr>\n",
3688 |        "    <tr>\n",
3689 |        "      <th>1977</th>\n",
3690 |        "      <td>4JiY4JUvXdEA7UFIbiAyor</td>\n",
3691 |        "      <td>Joanne (Deluxe)</td>\n",
3692 |        "      <td>2016-10-21</td>\n",
3693 |        "      <td>[1HY2Jd0NmPuamShAr6KMms]</td>\n",
3694 |        "      <td>5ou59ERA2f7ffyAxAcZyVz</td>\n",
3695 |        "      <td>182000</td>\n",
3696 |        "      <td>False</td>\n",
3697 |        "      <td>Perfect Illusion</td>\n",
3698 |        "      <td>51</td>\n",
3699 |        "      <td>0.616</td>\n",
3700 |        "      <td>...</td>\n",
3701 |        "      <td>124.988</td>\n",
3702 |        "      <td>5ou59ERA2f7ffyAxAcZyVz</td>\n",
3703 |        "      <td>1HY2Jd0NmPuamShAr6KMms</td>\n",
3704 |        "      <td>5369967</td>\n",
3705 |        "      <td>78</td>\n",
3706 |        "      <td>dance pop</td>\n",
3707 |        "      <td>pop</td>\n",
3708 |        "      <td>post-teen pop</td>\n",
3709 |        "      <td>Universal Music Group</td>\n",
3710 |        "      <td>59</td>\n",
3711 |        "    </tr>\n",
3712 |        "    <tr>\n",
3713 |        "      <th>1978</th>\n",
3714 |        "      <td>0K4pIOOsfJ9lK8OjrZfXzd</td>\n",
3715 |        "      <td>25</td>\n",
3716 |        "      <td>2016-06-24</td>\n",
3717 |        "      <td>[4dpARuHxo51G3z768sgnrY]</td>\n",
3718 |        "      <td>4vb4mFvYsr2h6enhjJsq9Y</td>\n",
3719 |        "      <td>240426</td>\n",
3720 |        "      <td>False</td>\n",
3721 |        "      <td>Water Under the Bridge</td>\n",
3722 |        "      <td>70</td>\n",
3723 |        "      <td>0.596</td>\n",
3724 |        "      <td>...</td>\n",
3725 |        "      <td>94.982</td>\n",
3726 |        "      <td>4vb4mFvYsr2h6enhjJsq9Y</td>\n",
3727 |        "      <td>4dpARuHxo51G3z768sgnrY</td>\n",
3728 |        "      <td>10593234</td>\n",
3729 |        "      <td>81</td>\n",
3730 |        "      <td>pop</td>\n",
3731 |        "      <td>None</td>\n",
3732 |        "      <td>None</td>\n",
3733 |        "      <td>XL Recordings/Columbia</td>\n",
3734 |        "      <td>76</td>\n",
3735 |        "    </tr>\n",
3736 |        "    <tr>\n",
3737 |        "      <th>1979</th>\n",
3738 |        "      <td>7oiJYvEJHsmYtrgviAVIBD</td>\n",
3739 |        "      <td>Back from the Edge</td>\n",
3740 |        "      <td>2016-10-28</td>\n",
3741 |        "      <td>[4IWBUUAFIplrNtaOHcJPRM]</td>\n",
3742 |        "      <td>5uCax9HTNlzGybIStD3vDh</td>\n",
3743 |        "      <td>211466</td>\n",
3744 |        "      <td>False</td>\n",
3745 |        "      <td>Say You Won't Let Go</td>\n",
3746 |        "      <td>82</td>\n",
3747 |        "      <td>0.358</td>\n",
3748 |        "      <td>...</td>\n",
3749 |        "      <td>85.043</td>\n",
3750 |        "      <td>5uCax9HTNlzGybIStD3vDh</td>\n",
3751 |        "      <td>4IWBUUAFIplrNtaOHcJPRM</td>\n",
3752 |        "      <td>2334182</td>\n",
3753 |        "      <td>78</td>\n",
3754 |        "      <td>dance pop</td>\n",
3755 |        "      <td>neo mellow</td>\n",
3756 |        "      <td>pop</td>\n",
3757 |        "      <td>Columbia</td>\n",
3758 |        "      <td>79</td>\n",
3759 |        "    </tr>\n",
3760 |        "    <tr>\n",
3761 |        "      <th>1980</th>\n",
3762 |        "      <td>7vN82vd1Vq44fjlhjfvHJp</td>\n",
3763 |        "      <td>Loud</td>\n",
3764 |        "      <td>2010-11-16</td>\n",
3765 |        "      <td>[5pKCCKE2ajJHZ9KAiaK11H, 7dGJo4pcD2V6oG8kP0tJRR]</td>\n",
3766 |        "      <td>6M6lsQB4OhqL41eld29PeC</td>\n",
3767 |        "      <td>296226</td>\n",
3768 |        "      <td>True</td>\n",
3769 |        "      <td>Love The Way You Lie (Part II) - Pt. 2</td>\n",
3770 |        "      <td>63</td>\n",
3771 |        "      <td>0.473</td>\n",
3772 |        "      <td>...</td>\n",
3773 |        "      <td>166.385</td>\n",
3774 |        "      <td>6M6lsQB4OhqL41eld29PeC</td>\n",
3775 |        "      <td>5pKCCKE2ajJHZ9KAiaK11H</td>\n",
3776 |        "      <td>25861503</td>\n",
3777 |        "      <td>87</td>\n",
3778 |        "      <td>dance pop</td>\n",
3779 |        "      <td>pop</td>\n",
3780 |        "      <td>r&amp;b</td>\n",
3781 |        "      <td>Universal Music Group</td>\n",
3782 |        "      <td>73</td>\n",
3783 |        "    </tr>\n",
3784 |        "    <tr>\n",
3785 |        "      <th>1981</th>\n",
3786 |        "      <td>2JgVVnno2fzdmV1BqwdQBi</td>\n",
3787 |        "      <td>Jealous</td>\n",
3788 |        "      <td>2014-11-21</td>\n",
3789 |        "      <td>[2feDdbD5araYcm6JhFHHw7]</td>\n",
3790 |        "      <td>4L2K7JKseFCBoHMZEAszW0</td>\n",
3791 |        "      <td>287693</td>\n",
3792 |        "      <td>False</td>\n",
3793 |        "      <td>Jealous</td>\n",
3794 |        "      <td>76</td>\n",
3795 |        "      <td>0.435</td>\n",
3796 |        "      <td>...</td>\n",
3797 |        "      <td>128.532</td>\n",
3798 |        "      <td>4L2K7JKseFCBoHMZEAszW0</td>\n",
3799 |        "      <td>2feDdbD5araYcm6JhFHHw7</td>\n",
3800 |        "      <td>629343</td>\n",
3801 |        "      <td>76</td>\n",
3802 |        "      <td>dance pop</td>\n",
3803 |        "      <td>pop</td>\n",
3804 |        "      <td>pop rap</td>\n",
3805 |        "      <td>Syco Music</td>\n",
3806 |        "      <td>68</td>\n",
3807 |        "    </tr>\n",
3808 |        "    <tr>\n",
3809 |        "      <th>1982</th>\n",
3810 |        "      <td>6Yw7f0kqQ1gbt2OHa7fi1g</td>\n",
3811 |        "      <td>Rockferry</td>\n",
3812 |        "      <td>2008</td>\n",
3813 |        "      <td>[37NqXwtb6nIEqRt4EJSoIO]</td>\n",
3814 |        "      <td>1zusIxNqJu8i4g6P6hJ2Qa</td>\n",
3815 |        "      <td>219920</td>\n",
3816 |        "      <td>False</td>\n",
3817 |        "      <td>Mercy</td>\n",
3818 |        "      <td>66</td>\n",
3819 |        "      <td>0.793</td>\n",
3820 |        "      <td>...</td>\n",
3821 |        "      <td>129.912</td>\n",
3822 |        "      <td>1zusIxNqJu8i4g6P6hJ2Qa</td>\n",
3823 |        "      <td>37NqXwtb6nIEqRt4EJSoIO</td>\n",
3824 |        "      <td>481005</td>\n",
3825 |        "      <td>57</td>\n",
3826 |        "      <td>dance pop</td>\n",
3827 |        "      <td>neo soul</td>\n",
3828 |        "      <td>pop</td>\n",
3829 |        "      <td>Polydor Records</td>\n",
3830 |        "      <td>62</td>\n",
3831 |        "    </tr>\n",
3832 |        "    <tr>\n",
3833 |        "      <th>1983</th>\n",
3834 |        "      <td>6Yw7f0kqQ1gbt2OHa7fi1g</td>\n",
3835 |        "      <td>Rockferry</td>\n",
3836 |        "      <td>2008</td>\n",
3837 |        "      <td>[37NqXwtb6nIEqRt4EJSoIO]</td>\n",
3838 |        "      <td>3g9nxeJPQM4CxhHt1iNlB4</td>\n",
3839 |        "      <td>209453</td>\n",
3840 |        "      <td>False</td>\n",
3841 |        "      <td>Stepping Stone</td>\n",
3842 |        "      <td>49</td>\n",
3843 |        "      <td>0.694</td>\n",
3844 |        "      <td>...</td>\n",
3845 |        "      <td>97.985</td>\n",
3846 |        "      <td>3g9nxeJPQM4CxhHt1iNlB4</td>\n",
3847 |        "      <td>37NqXwtb6nIEqRt4EJSoIO</td>\n",
3848 |        "      <td>481005</td>\n",
3849 |        "      <td>57</td>\n",
3850 |        "      <td>dance pop</td>\n",
3851 |        "      <td>neo soul</td>\n",
3852 |        "      <td>pop</td>\n",
3853 |        "      <td>Polydor Records</td>\n",
3854 |        "      <td>62</td>\n",
3855 |        "    </tr>\n",
3856 |        "    <tr>\n",
3857 |        "      <th>1984</th>\n",
3858 |        "      <td>2OXZJLXxM8jrY3gBoVNfmz</td>\n",
3859 |        "      <td>Nobody But Me (Deluxe Version)</td>\n",
3860 |        "      <td>2016-10-21</td>\n",
3861 |        "      <td>[1GxkXlMwML1oSg5eLPiAz3]</td>\n",
3862 |        "      <td>4JEC2RIrXV1owJNVKanIAT</td>\n",
3863 |        "      <td>162520</td>\n",
3864 |        "      <td>False</td>\n",
3865 |        "      <td>On an Evening in Roma (Sott'er Celo de Roma)</td>\n",
3866 |        "      <td>54</td>\n",
3867 |        "      <td>0.431</td>\n",
3868 |        "      <td>...</td>\n",
3869 |        "      <td>137.021</td>\n",
3870 |        "      <td>4JEC2RIrXV1owJNVKanIAT</td>\n",
3871 |        "      <td>1GxkXlMwML1oSg5eLPiAz3</td>\n",
3872 |        "      <td>2627319</td>\n",
3873 |        "      <td>72</td>\n",
3874 |        "      <td>adult standards</td>\n",
3875 |        "      <td>canadian pop</td>\n",
3876 |        "      <td>lounge</td>\n",
3877 |        "      <td>Reprise</td>\n",
3878 |        "      <td>63</td>\n",
3879 |        "    </tr>\n",
3880 |        "    <tr>\n",
3881 |        "      <th>1985</th>\n",
3882 |        "      <td>0K4pIOOsfJ9lK8OjrZfXzd</td>\n",
3883 |        "      <td>25</td>\n",
3884 |        "      <td>2016-06-24</td>\n",
3885 |        "      <td>[4dpARuHxo51G3z768sgnrY]</td>\n",
3886 |        "      <td>4BHzQ9C00ceJxfG16AlNWb</td>\n",
3887 |        "      <td>223080</td>\n",
3888 |        "      <td>False</td>\n",
3889 |        "      <td>Send My Love (To Your New Lover)</td>\n",
3890 |        "      <td>72</td>\n",
3891 |        "      <td>0.690</td>\n",
3892 |        "      <td>...</td>\n",
3893 |        "      <td>164.023</td>\n",
3894 |        "      <td>4BHzQ9C00ceJxfG16AlNWb</td>\n",
3895 |        "      <td>4dpARuHxo51G3z768sgnrY</td>\n",
3896 |        "      <td>10593239</td>\n",
3897 |        "      <td>81</td>\n",
3898 |        "      <td>pop</td>\n",
3899 |        "      <td>None</td>\n",
3900 |        "      <td>None</td>\n",
3901 |        "      <td>XL Recordings/Columbia</td>\n",
3902 |        "      <td>76</td>\n",
3903 |        "    </tr>\n",
3904 |        "    <tr>\n",
3905 |        "      <th>1986</th>\n",
3906 |        "      <td>7A8fZ2jjiu5heq7wNCutKN</td>\n",
3907 |        "      <td>VHS</td>\n",
3908 |        "      <td>2015-06-30</td>\n",
3909 |        "      <td>[3NPpFNZtSTHheNBaWC82rB]</td>\n",
3910 |        "      <td>7lGKEWMXVWWTt3X71Bv44I</td>\n",
3911 |        "      <td>193546</td>\n",
3912 |        "      <td>False</td>\n",
3913 |        "      <td>Unsteady</td>\n",
3914 |        "      <td>75</td>\n",
3915 |        "      <td>0.389</td>\n",
3916 |        "      <td>...</td>\n",
3917 |        "      <td>117.055</td>\n",
3918 |        "      <td>7lGKEWMXVWWTt3X71Bv44I</td>\n",
3919 |        "      <td>3NPpFNZtSTHheNBaWC82rB</td>\n",
3920 |        "      <td>1112412</td>\n",
3921 |        "      <td>74</td>\n",
3922 |        "      <td>modern alternative rock</td>\n",
3923 |        "      <td>modern rock</td>\n",
3924 |        "      <td>pop</td>\n",
3925 |        "      <td>Kid Ina Korner / Interscope</td>\n",
3926 |        "      <td>73</td>\n",
3927 |        "    </tr>\n",
3928 |        "    <tr>\n",
3929 |        "      <th>1987</th>\n",
3930 |        "      <td>5gCo4z8XZ0T16nJmnw9wnG</td>\n",
3931 |        "      <td>The Script</td>\n",
3932 |        "      <td>2008</td>\n",
3933 |        "      <td>[3AQRLZ9PuTAozP28Skbq8V]</td>\n",
3934 |        "      <td>67EY6aDoIx8czEPS6a2AaI</td>\n",
3935 |        "      <td>241466</td>\n",
3936 |        "      <td>False</td>\n",
3937 |        "      <td>The Man Who Can't Be Moved</td>\n",
3938 |        "      <td>46</td>\n",
3939 |        "      <td>0.609</td>\n",
3940 |        "      <td>...</td>\n",
3941 |        "      <td>99.955</td>\n",
3942 |        "      <td>67EY6aDoIx8czEPS6a2AaI</td>\n",
3943 |        "      <td>3AQRLZ9PuTAozP28Skbq8V</td>\n",
3944 |        "      <td>3879625</td>\n",
3945 |        "      <td>74</td>\n",
3946 |        "      <td>celtic rock</td>\n",
3947 |        "      <td>neo mellow</td>\n",
3948 |        "      <td>pop</td>\n",
3949 |        "      <td>Phonogenic</td>\n",
3950 |        "      <td>45</td>\n",
3951 |        "    </tr>\n",
3952 |        "    <tr>\n",
3953 |        "      <th>1988</th>\n",
3954 |        "      <td>2019iQx5MmA6byqYqdK7zS</td>\n",
3955 |        "      <td>Keeps Gettin' Better: A Decade Of Hits</td>\n",
3956 |        "      <td>1999</td>\n",
3957 |        "      <td>[1l7ZsJRRS8wlW3WfJfPfNS]</td>\n",
3958 |        "      <td>5jaOa7ybiQjBdhoouGuNjH</td>\n",
3959 |        "      <td>249013</td>\n",
3960 |        "      <td>False</td>\n",
3961 |        "      <td>Fighter</td>\n",
3962 |        "      <td>52</td>\n",
3963 |        "      <td>0.432</td>\n",
3964 |        "      <td>...</td>\n",
3965 |        "      <td>188.858</td>\n",
3966 |        "      <td>5jaOa7ybiQjBdhoouGuNjH</td>\n",
3967 |        "      <td>1l7ZsJRRS8wlW3WfJfPfNS</td>\n",
3968 |        "      <td>3365610</td>\n",
3969 |        "      <td>77</td>\n",
3970 |        "      <td>dance pop</td>\n",
3971 |        "      <td>pop</td>\n",
3972 |        "      <td>post-teen pop</td>\n",
3973 |        "      <td>RCA Records Label</td>\n",
3974 |        "      <td>56</td>\n",
3975 |        "    </tr>\n",
3976 |        "  </tbody>\n",
3977 |        "</table>\n",
3978 |        "<p>1989 rows × 29 columns</p>\n",
3979 |        "</div>"
3980 |       ],
3981 |       "text/plain": [
3982 |        "                    album_id  \\\n",
3983 |        "0     1gIuyEXICtt24CEKrYSOw8   \n",
3984 |        "1     7o2VLivg95UduHjTMTIEIf   \n",
3985 |        "2     5h7fx8ILwOZ3I5yQ4eGBl7   \n",
3986 |        "3     3h4pyWRJIB9ZyRKXChbX22   \n",
3987 |        "4     6QJw1UxLAFYQfy8XirsXiW   \n",
3988 |        "5     6Pb3K1oPXdhsqFXtzKe3Z1   \n",
3989 |        "6     10HuTnFqkhym6gXmIDxBsm   \n",
3990 |        "7     39xrkt8RILtwa9DMyLkv32   \n",
3991 |        "8     5HHP1ctEzugQvbPCKJiWkc   \n",
3992 |        "9     1hyorM32T35U5HAxdh6glI   \n",
3993 |        "10    5fQ4tDLM2FfesO66R9nDF9   \n",
3994 |        "11    2zLZzOfiwQ4hnPCu2gVtKB   \n",
3995 |        "12    4CVzsnMQTcC5mfU4XNTTaI   \n",
3996 |        "13    5d9FNx7UMLgfiGQGXU19jh   \n",
3997 |        "14    2DhfVYIEdTZLLFJ3WKBApc   \n",
3998 |        "15    3NcGNYXKiHeygdXXL7czL1   \n",
3999 |        "16    3NPyAfTeu40LVzwvqQ6Rl7   \n",
4000 |        "17    2oAh7vprZx8iSqoyNxQASX   \n",
4001 |        "18    2G9UuU6wxAa4FoIv1rwHBo   \n",
4002 |        "19    1csBXckSWxkPEUXT4nSeP3   \n",
4003 |        "20    7Ghyo1U9g3ZILTT5Kn6DD1   \n",
4004 |        "21    4agEw6mF6zvlt42zdlT6VY   \n",
4005 |        "22    4uG8q3GPuWHQlRbswMIRS6   \n",
4006 |        "23    5yIiFmVkza1N3ddMtftxIZ   \n",
4007 |        "24    5msfCyqu8fJYqDDV6OrXTg   \n",
4008 |        "25    12DdKE2ScfqqnBEIXL9WM5   \n",
4009 |        "26    07fUjvOPfrD7pe5ACRsyVy   \n",
4010 |        "27    1hyorM32T35U5HAxdh6glI   \n",
4011 |        "28    2btXQFitnklvkPC0dAIvAx   \n",
4012 |        "29    7p82DTmb2pwKwzXBLlURT6   \n",
4013 |        "...                      ...   \n",
4014 |        "1959  0lUL92det7mZ4DaHYmiUEC   \n",
4015 |        "1960  5W98Ab4VvQEuFEE4TIe5fE   \n",
4016 |        "1961  1BFCyhRrtgOwgJq7AtWfBL   \n",
4017 |        "1962  5tBOCi2TekXZ1IbrmlBZO4   \n",
4018 |        "1963  3yWRq9Dd2UO5xyqxTjLDmp   \n",
4019 |        "1964  28ZKQMoNBB0etKXZ97G2SN   \n",
4020 |        "1965  41Tj1cy7HlmdSmaOO6f6Tl   \n",
4021 |        "1966  1BSzAkEW5ZE2QsBScQgoAb   \n",
4022 |        "1967  2jg7PvepCK9V7MyWM7pvzr   \n",
4023 |        "1968  6X1x82kppWZmDzlXXK3y3q   \n",
4024 |        "1969  7l4LGPXk2mB80WgXy4VeuB   \n",
4025 |        "1970  6a3RDPcFamZvFCi8VeXWkK   \n",
4026 |        "1971  4754Cgv1sdfwTpdVX83xAC   \n",
4027 |        "1972  3Yk19X5zgXDSrG8uqrPnXC   \n",
4028 |        "1973  74PXwYZw2Z5UF6keoLp8qH   \n",
4029 |        "1974  2jLRmeMyWyKhuNofvsQGJT   \n",
4030 |        "1975  4OmqJXPhD5FOqwdg5tBsnu   \n",
4031 |        "1976  4JiY4JUvXdEA7UFIbiAyor   \n",
4032 |        "1977  4JiY4JUvXdEA7UFIbiAyor   \n",
4033 |        "1978  0K4pIOOsfJ9lK8OjrZfXzd   \n",
4034 |        "1979  7oiJYvEJHsmYtrgviAVIBD   \n",
4035 |        "1980  7vN82vd1Vq44fjlhjfvHJp   \n",
4036 |        "1981  2JgVVnno2fzdmV1BqwdQBi   \n",
4037 |        "1982  6Yw7f0kqQ1gbt2OHa7fi1g   \n",
4038 |        "1983  6Yw7f0kqQ1gbt2OHa7fi1g   \n",
4039 |        "1984  2OXZJLXxM8jrY3gBoVNfmz   \n",
4040 |        "1985  0K4pIOOsfJ9lK8OjrZfXzd   \n",
4041 |        "1986  7A8fZ2jjiu5heq7wNCutKN   \n",
4042 |        "1987  5gCo4z8XZ0T16nJmnw9wnG   \n",
4043 |        "1988  2019iQx5MmA6byqYqdK7zS   \n",
4044 |        "\n",
4045 |        "                                             album_name album_release_date  \\\n",
4046 |        "0                                        The Piano Guys               2012   \n",
4047 |        "1                                                 Be OK               2008   \n",
4048 |        "2                                         The Lumineers         2012-01-01   \n",
4049 |        "3              Call Me Irresponsible (Standard Edition)         2007-04-27   \n",
4050 |        "4                                          Losing Sleep         2009-01-01   \n",
4051 |        "5                                                    19         2008-01-28   \n",
4052 |        "6                                 For Emma, Forever Ago         2008-02-19   \n",
4053 |        "7                                         Up from Below         2009-07-14   \n",
4054 |        "8                                                 Ok Go               2002   \n",
4055 |        "9                                 Stop Drop And Roll!!!         2008-02-05   \n",
4056 |        "10    Scott Pilgrim vs. the World (Original Score Co...         2010-01-01   \n",
4057 |        "11                 Timespace - The Best Of Stevie Nicks         1991-08-30   \n",
4058 |        "12               I Had The Blues But I Shook Them Loose         2009-01-01   \n",
4059 |        "13                     Underachievers Please Try Harder         2003-08-21   \n",
4060 |        "14                                      Without A Sound         1994-08-29   \n",
4061 |        "15                        Let's Get Out Of This Country         2006-05-29   \n",
4062 |        "16                                           Teen Dream               2010   \n",
4063 |        "17    Bachelor No. 2 (Or, The Last Remains of the Dodo)               2000   \n",
4064 |        "18                        The Futureheads (new version)         2004-06-28   \n",
4065 |        "19                                                Album         2009-09-28   \n",
4066 |        "20                                           Dream Team         2014-11-28   \n",
4067 |        "21                                       Secret Rituals         2011-01-01   \n",
4068 |        "22                                               Dookie         1994-02-01   \n",
4069 |        "23    Fox Confessor Brings The Flood (Bonus Track Ve...         2008-04-15   \n",
4070 |        "24                         I'm Wide Awake, It's Morning         2005-01-25   \n",
4071 |        "25                Everything's Amazing & Nobody's Happy         2011-09-26   \n",
4072 |        "26                               Teeth Lost, Hearts Won         2008-01-01   \n",
4073 |        "27                                Stop Drop And Roll!!!         2008-02-05   \n",
4074 |        "28                            Small Steps, Heavy Hooves               2007   \n",
4075 |        "29    Drake & Josh: Songs From & Inspired By The Hit...         2005-03-08   \n",
4076 |        "...                                                 ...                ...   \n",
4077 |        "1959                              There's Really A Wolf         2017-05-05   \n",
4078 |        "1960                                     Title (Deluxe)         2015-01-09   \n",
4079 |        "1961                                    Rodéo Boulevard         2008-10-03   \n",
4080 |        "1962                                         I Told You         2016-08-19   \n",
4081 |        "1963                                              bloom         2017-05-12   \n",
4082 |        "1964                          Beauty Behind The Madness         2015-08-28   \n",
4083 |        "1965                                             D.N.A.         2009-10-08   \n",
4084 |        "1966                             If I Ever Fall In Love         1992-01-01   \n",
4085 |        "1967                                             Better         2016-04-29   \n",
4086 |        "1968                                 Take Care (Deluxe)               2011   \n",
4087 |        "1969                    Waves (Robin Schulz Radio Edit)         2014-02-07   \n",
4088 |        "1970                    Fórmula Vol. 1 (Deluxe Edition)         2012-08-27   \n",
4089 |        "1971                                            Halcyon         2012-01-01   \n",
4090 |        "1972                                      It's About Us         2014-10-06   \n",
4091 |        "1973                                      head or heart         2014-03-27   \n",
4092 |        "1974                                I'm Falling for You         2013-02-11   \n",
4093 |        "1975                                     Gossip Columns         2017-10-13   \n",
4094 |        "1976                                    Joanne (Deluxe)         2016-10-21   \n",
4095 |        "1977                                    Joanne (Deluxe)         2016-10-21   \n",
4096 |        "1978                                                 25         2016-06-24   \n",
4097 |        "1979                                 Back from the Edge         2016-10-28   \n",
4098 |        "1980                                               Loud         2010-11-16   \n",
4099 |        "1981                                            Jealous         2014-11-21   \n",
4100 |        "1982                                          Rockferry               2008   \n",
4101 |        "1983                                          Rockferry               2008   \n",
4102 |        "1984                     Nobody But Me (Deluxe Version)         2016-10-21   \n",
4103 |        "1985                                                 25         2016-06-24   \n",
4104 |        "1986                                                VHS         2015-06-30   \n",
4105 |        "1987                                         The Script               2008   \n",
4106 |        "1988             Keeps Gettin' Better: A Decade Of Hits               1999   \n",
4107 |        "\n",
4108 |        "                                      track_artist_ids  \\\n",
4109 |        "0                             [0jW6R8CVyVohuUJVcuweDI]   \n",
4110 |        "1                             [2vm8GdHyrJh2O2MfbQFYG0]   \n",
4111 |        "2                             [16oZKvXb6WkQlVAjwo2Wbg]   \n",
4112 |        "3                             [1GxkXlMwML1oSg5eLPiAz3]   \n",
4113 |        "4                             [2PCUhxD40qlMqsKHjTZD2e]   \n",
4114 |        "5                             [4dpARuHxo51G3z768sgnrY]   \n",
4115 |        "6                             [4LEiUm1SRbFMgfqnQTwUbQ]   \n",
4116 |        "7                             [7giUHu5pv6YTZgSkxxCcgh]   \n",
4117 |        "8                             [3hozsZ9hqNq7CoBGYNlFTz]   \n",
4118 |        "9                             [5tI0Vj2FhioY8AKtEqu9d3]   \n",
4119 |        "10                            [0g7gHEXKEHU4snTwOZSxNO]   \n",
4120 |        "11    [7crPfGd2k81ekOoSqQKWWz, 5dbuFbrHa1SJlQhQX9OUJ2]   \n",
4121 |        "12                            [3pTE9iaJTkWns3mxpNQlJV]   \n",
4122 |        "13                            [5gInJ5P5gQnOKPM3SUEVFt]   \n",
4123 |        "14                            [267VY6GX5LyU5c9M85ECZQ]   \n",
4124 |        "15                            [5gInJ5P5gQnOKPM3SUEVFt]   \n",
4125 |        "16                            [56ZTgzPBDge0OvCGgMO3OY]   \n",
4126 |        "17                            [3UpIbyXfGzmHG6TMH4dJEk]   \n",
4127 |        "18                            [3TBfn8PtXr42OrTPaoC3E8]   \n",
4128 |        "19                            [6eO95BjZhrWHREMfwC4vVN]   \n",
4129 |        "20                            [0aWSylARSZCDo7vTDgvKbb]   \n",
4130 |        "21                            [0aWSylARSZCDo7vTDgvKbb]   \n",
4131 |        "22                            [7oPftvlwr6VrsViSDV7fJY]   \n",
4132 |        "23                            [4Cedjq5BQL3MhapRvDpFED]   \n",
4133 |        "24                            [5o206eFLx38glA2bb4zqIU]   \n",
4134 |        "25                            [62ZE05EcDkspUxRw1u2ger]   \n",
4135 |        "26                            [0aWSylARSZCDo7vTDgvKbb]   \n",
4136 |        "27                            [5tI0Vj2FhioY8AKtEqu9d3]   \n",
4137 |        "28                            [1aOp1lgpcwRxADf1jHvXhu]   \n",
4138 |        "29                            [03ilIKH0i08IxmjKcn63ne]   \n",
4139 |        "...                                                ...   \n",
4140 |        "1959                          [1z7b1Pr1rSlvWRzsW3HOrS]   \n",
4141 |        "1960  [6JL8zeS1NmiOftqZTRgdTz, 5y2Xq6xcjJb2jVM54GHK3t]   \n",
4142 |        "1961                          [3700G3mzTkuxc5U7hdE9CV]   \n",
4143 |        "1962                          [2jku7tDXc6XoB6MO2hFuqg]   \n",
4144 |        "1963  [6TIYQ3jFPwQSRmorSezPxX, 4nDoRrQiYLoBzwC5BhVJzF]   \n",
4145 |        "1964                          [1Xyo4u8uXC1ZmMpatF05PJ]   \n",
4146 |        "1965                          [20s0P9QLxGqKuCsGwFsp7w]   \n",
4147 |        "1966                          [72y3ZI95ctkQC2O4mjBaU3]   \n",
4148 |        "1967                          [5cKlE8f6b26h61Ml7m052Q]   \n",
4149 |        "1968                          [3TVXtAsR1Inumwj472S9r4]   \n",
4150 |        "1969  [33W1pnW9zScZtYTnAoWnOT, 3t5xRXzsuZmMDkQzgOX35S]   \n",
4151 |        "1970  [5lwmRuXgjX8xIwlnauTZIP, 23zg3TcAtWQy7J6upgbUnj]   \n",
4152 |        "1971                          [0X2BH1fck6amBIoJhDVmmJ]   \n",
4153 |        "1972                          [58MLl9nC29IXbE4nEtuoP2]   \n",
4154 |        "1973                          [7H55rcKCfwqkyDFH9wpKM6]   \n",
4155 |        "1974                          [2iTiSaR023IikZDaOfEIRR]   \n",
4156 |        "1975  [3tQx1LPXbsYjE9VwN1Peaa, 02kJSzxNuaWGqwubyUba0Z]   \n",
4157 |        "1976                          [1HY2Jd0NmPuamShAr6KMms]   \n",
4158 |        "1977                          [1HY2Jd0NmPuamShAr6KMms]   \n",
4159 |        "1978                          [4dpARuHxo51G3z768sgnrY]   \n",
4160 |        "1979                          [4IWBUUAFIplrNtaOHcJPRM]   \n",
4161 |        "1980  [5pKCCKE2ajJHZ9KAiaK11H, 7dGJo4pcD2V6oG8kP0tJRR]   \n",
4162 |        "1981                          [2feDdbD5araYcm6JhFHHw7]   \n",
4163 |        "1982                          [37NqXwtb6nIEqRt4EJSoIO]   \n",
4164 |        "1983                          [37NqXwtb6nIEqRt4EJSoIO]   \n",
4165 |        "1984                          [1GxkXlMwML1oSg5eLPiAz3]   \n",
4166 |        "1985                          [4dpARuHxo51G3z768sgnrY]   \n",
4167 |        "1986                          [3NPpFNZtSTHheNBaWC82rB]   \n",
4168 |        "1987                          [3AQRLZ9PuTAozP28Skbq8V]   \n",
4169 |        "1988                          [1l7ZsJRRS8wlW3WfJfPfNS]   \n",
4170 |        "\n",
4171 |        "                    track_id  track_duration_ms  track_explicit  \\\n",
4172 |        "0     4eYaDRhiL5iesFp2EuoODr             275973           False   \n",
4173 |        "1     5GBWQszdw6PtAN0Negzut6             193946           False   \n",
4174 |        "2     1jdNcAD8Ir58RlsdGjJJdx             161226           False   \n",
4175 |        "3     4T6HLdP6OcAtqC6tGnQelG             212373           False   \n",
4176 |        "4     1q74TesvRCIo5RvJM5B84F             146066           False   \n",
4177 |        "5     7rPLZ8Krm6CZIbraFUlnWZ             212040           False   \n",
4178 |        "6     3ZMv9EzGoteNi5Qnx0KpEO             232426           False   \n",
4179 |        "7     7w5cxTEzp1rfV3KCy0Bd5N             303200           False   \n",
4180 |        "8     27VCODQk90XyqJB1FdwqyT             213906           False   \n",
4181 |        "9     5S1jZIl6Hviwdr7KFTG4kz             135586           False   \n",
4182 |        "10    44RC9eJQrOBYronf3UrsoO             244666           False   \n",
4183 |        "11    2npStoMbQxG1LcIeF4PZrj             229226           False   \n",
4184 |        "12    4rII58jraqoGYro5yjXQlM              86520           False   \n",
4185 |        "13    6nGQQsrsi1R7rbHWhqdZcf             296333           False   \n",
4186 |        "14    1Yx2hLDlw3q0j1zzamKjSd             258546           False   \n",
4187 |        "15    2VnI7kepsKFFh3WUI7wRAc             201640           False   \n",
4188 |        "16    2IhQf6LYr21OMxBowf76QE             322480           False   \n",
4189 |        "17    1dvSBbiXNGJcvE3fb3XcOy             210333           False   \n",
4190 |        "18    7mAF2MJdbNT75VrVcgwT6F             182680           False   \n",
4191 |        "19    5FH0pGKry3eL56IHjEgjPm             145293            True   \n",
4192 |        "20    3c6ZmMHskspjQ6TKvW5t1X             144547           False   \n",
4193 |        "21    0quMYDxD03EailjlR7x1XB             206266           False   \n",
4194 |        "22    1Dr1fXbc2IxaK1Mu8P8Khz             178000           False   \n",
4195 |        "23    4ny4sqrQmzhwHk7IHIVmL1             148213           False   \n",
4196 |        "24    6QSmeY9pNWnE0fAUrXmYC7             252933           False   \n",
4197 |        "25    1CwDpUvvqJ2zD3Hh6m69NF             163790           False   \n",
4198 |        "26    10d09tKIdxkjaSaiNXFM3S              77106           False   \n",
4199 |        "27    5KcgqKXySkWnh4cZ4vG2A8             166293           False   \n",
4200 |        "28    6eVq1guYib8O13Hhal0r2Y             223306           False   \n",
4201 |        "29    1rS3J4u1G8f6hbmTosa8Nf             179493           False   \n",
4202 |        "...                      ...                ...             ...   \n",
4203 |        "1959  4cxMGhkinTocPSVVKWIw0d             237506            True   \n",
4204 |        "1960  2YlZnw2ikdb837oKMKjBkW             225053           False   \n",
4205 |        "1961  1jO3MaCjrRQusiqkZQPA9h             241373           False   \n",
4206 |        "1962  2Gyc6e2cLxA5hoX1NOvYnU             237786            True   \n",
4207 |        "1963  1PSBzsahR2AKwLJgx8ehBj             239293           False   \n",
4208 |        "1964  66UVpCZ5aH3VV3Ic3PBUrP             253506            True   \n",
4209 |        "1965  1KKpOFUTS8B9pD5x3PevoX             263013           False   \n",
4210 |        "1966  0uOPGU4CbYxzFxn6T7sblW             289693           False   \n",
4211 |        "1967  6yIHGmQLJxWAUZ1ZkENemN             173174           False   \n",
4212 |        "1968  4eSGSqP2TZvvX0kadZZttM             265120            True   \n",
4213 |        "1969  5Sf3GyLEAzJXxZ5mbCPXTu             208133           False   \n",
4214 |        "1970  0jr6tT2vc4cIFPHb6wufG3             252253           False   \n",
4215 |        "1971  2AMEPKeicePOewTaGLYqec             243886           False   \n",
4216 |        "1972  7JYcQU1Dv1Rabv3AQyynWD             232280           False   \n",
4217 |        "1973  0zxG0MKqXBEbwU09H7gEIs             253453           False   \n",
4218 |        "1974  7sdT7TgonQCKsdjhShEdYO             202272           False   \n",
4219 |        "1975  7yCqehT9dKACTFy7YugP0J             218493            True   \n",
4220 |        "1976  50PWlIBU7PlGGwzgN8TiFJ             205280           False   \n",
4221 |        "1977  5ou59ERA2f7ffyAxAcZyVz             182000           False   \n",
4222 |        "1978  4vb4mFvYsr2h6enhjJsq9Y             240426           False   \n",
4223 |        "1979  5uCax9HTNlzGybIStD3vDh             211466           False   \n",
4224 |        "1980  6M6lsQB4OhqL41eld29PeC             296226            True   \n",
4225 |        "1981  4L2K7JKseFCBoHMZEAszW0             287693           False   \n",
4226 |        "1982  1zusIxNqJu8i4g6P6hJ2Qa             219920           False   \n",
4227 |        "1983  3g9nxeJPQM4CxhHt1iNlB4             209453           False   \n",
4228 |        "1984  4JEC2RIrXV1owJNVKanIAT             162520           False   \n",
4229 |        "1985  4BHzQ9C00ceJxfG16AlNWb             223080           False   \n",
4230 |        "1986  7lGKEWMXVWWTt3X71Bv44I             193546           False   \n",
4231 |        "1987  67EY6aDoIx8czEPS6a2AaI             241466           False   \n",
4232 |        "1988  5jaOa7ybiQjBdhoouGuNjH             249013           False   \n",
4233 |        "\n",
4234 |        "                                             track_name  track_popularity  \\\n",
4235 |        "0                                      A Thousand Years                43   \n",
4236 |        "1     Can't Help Falling In Love - Recorded Live at ...                40   \n",
4237 |        "2                                                Ho Hey                70   \n",
4238 |        "3                                            Everything                70   \n",
4239 |        "4                                           She Is Love                53   \n",
4240 |        "5                                 Make You Feel My Love                55   \n",
4241 |        "6                                           Skinny Love                49   \n",
4242 |        "7                                                  Home                73   \n",
4243 |        "8                                   1000 Miles Per Hour                16   \n",
4244 |        "9                                        The Pedestrian                31   \n",
4245 |        "10                                       Hillcrest Park                21   \n",
4246 |        "11                   Leather And Lace (with Don Henley)                56   \n",
4247 |        "12                        Emergency Contraception Blues                23   \n",
4248 |        "13                                            Lunar Sea                25   \n",
4249 |        "14                                        Feel The Pain                 3   \n",
4250 |        "15                        Let's Get Out Of This Country                37   \n",
4251 |        "16                                            Real Love                21   \n",
4252 |        "17                                          Ghost World                17   \n",
4253 |        "18                             Hounds of Love - new mix                51   \n",
4254 |        "19                                        Lust for Life                40   \n",
4255 |        "20                                          Dirty Hands                 6   \n",
4256 |        "21                                           Turn Me On                26   \n",
4257 |        "22                                   When I Come Around                71   \n",
4258 |        "23                                          Lion's Jaws                27   \n",
4259 |        "24                          We Are Nowhere And It's Now                47   \n",
4260 |        "25                                          Tongue Tied                 8   \n",
4261 |        "26                                The Sum Of Every Part                 5   \n",
4262 |        "27                                          Mother Mary                40   \n",
4263 |        "28                                            I Just Do                34   \n",
4264 |        "29                                        I Found A Way                51   \n",
4265 |        "...                                                 ...               ...   \n",
4266 |        "1959                                      Losin Control                77   \n",
4267 |        "1960                            Like I'm Gonna Lose You                78   \n",
4268 |        "1961                                      Dans Tes Yeux                39   \n",
4269 |        "1962                                             Say It                70   \n",
4270 |        "1963                   Bad Things (with Camila Cabello)                71   \n",
4271 |        "1964                                          Shameless                51   \n",
4272 |        "1965                                       I Choose You                56   \n",
4273 |        "1966                             If I Ever Fall In Love                55   \n",
4274 |        "1967                         Can't Help Falling in Love                73   \n",
4275 |        "1968                                     Doing It Wrong                65   \n",
4276 |        "1969                    Waves - Robin Schulz Radio Edit                77   \n",
4277 |        "1970                                            Promise                67   \n",
4278 |        "1971                                         Explosions                36   \n",
4279 |        "1972                                        Back to You                49   \n",
4280 |        "1973                                          the words                53   \n",
4281 |        "1974                                I'm Falling for You                42   \n",
4282 |        "1975                                           You & Me                64   \n",
4283 |        "1976                                    Million Reasons                62   \n",
4284 |        "1977                                   Perfect Illusion                51   \n",
4285 |        "1978                             Water Under the Bridge                70   \n",
4286 |        "1979                               Say You Won't Let Go                82   \n",
4287 |        "1980             Love The Way You Lie (Part II) - Pt. 2                63   \n",
4288 |        "1981                                            Jealous                76   \n",
4289 |        "1982                                              Mercy                66   \n",
4290 |        "1983                                     Stepping Stone                49   \n",
4291 |        "1984       On an Evening in Roma (Sott'er Celo de Roma)                54   \n",
4292 |        "1985                   Send My Love (To Your New Lover)                72   \n",
4293 |        "1986                                           Unsteady                75   \n",
4294 |        "1987                         The Man Who Can't Be Moved                46   \n",
4295 |        "1988                                            Fighter                52   \n",
4296 |        "\n",
4297 |        "      danceability        ...           tempo       audio_features_id  \\\n",
4298 |        "0            0.230        ...         157.084  4eYaDRhiL5iesFp2EuoODr   \n",
4299 |        "1            0.244        ...          72.868  5GBWQszdw6PtAN0Negzut6   \n",
4300 |        "2            0.685        ...          79.991  1jdNcAD8Ir58RlsdGjJJdx   \n",
4301 |        "3            0.686        ...         123.125  4T6HLdP6OcAtqC6tGnQelG   \n",
4302 |        "4            0.629        ...         134.297  1q74TesvRCIo5RvJM5B84F   \n",
4303 |        "5            0.325        ...          72.416  7rPLZ8Krm6CZIbraFUlnWZ   \n",
4304 |        "6            0.591        ...          76.396  3ZMv9EzGoteNi5Qnx0KpEO   \n",
4305 |        "7            0.542        ...         111.665  7w5cxTEzp1rfV3KCy0Bd5N   \n",
4306 |        "8            0.524        ...          81.898  27VCODQk90XyqJB1FdwqyT   \n",
4307 |        "9            0.344        ...         135.116  5S1jZIl6Hviwdr7KFTG4kz   \n",
4308 |        "10           0.291        ...         131.629  44RC9eJQrOBYronf3UrsoO   \n",
4309 |        "11           0.553        ...          76.074  2npStoMbQxG1LcIeF4PZrj   \n",
4310 |        "12           0.246        ...         128.117  4rII58jraqoGYro5yjXQlM   \n",
4311 |        "13           0.400        ...         115.149  6nGQQsrsi1R7rbHWhqdZcf   \n",
4312 |        "14           0.287        ...         131.482  1Yx2hLDlw3q0j1zzamKjSd   \n",
4313 |        "15           0.382        ...         131.365  2VnI7kepsKFFh3WUI7wRAc   \n",
4314 |        "16           0.607        ...          99.535  2IhQf6LYr21OMxBowf76QE   \n",
4315 |        "17           0.483        ...         100.282  1dvSBbiXNGJcvE3fb3XcOy   \n",
4316 |        "18           0.360        ...         168.214  7mAF2MJdbNT75VrVcgwT6F   \n",
4317 |        "19           0.279        ...          77.370  5FH0pGKry3eL56IHjEgjPm   \n",
4318 |        "20           0.645        ...         107.426  3c6ZmMHskspjQ6TKvW5t1X   \n",
4319 |        "21           0.440        ...         145.039  0quMYDxD03EailjlR7x1XB   \n",
4320 |        "22           0.531        ...          97.546  1Dr1fXbc2IxaK1Mu8P8Khz   \n",
4321 |        "23           0.336        ...         167.996  4ny4sqrQmzhwHk7IHIVmL1   \n",
4322 |        "24           0.413        ...         147.076  6QSmeY9pNWnE0fAUrXmYC7   \n",
4323 |        "25           0.307        ...         173.640  1CwDpUvvqJ2zD3Hh6m69NF   \n",
4324 |        "26           0.734        ...         147.132  10d09tKIdxkjaSaiNXFM3S   \n",
4325 |        "27           0.413        ...         105.460  5KcgqKXySkWnh4cZ4vG2A8   \n",
4326 |        "28           0.550        ...         106.032  6eVq1guYib8O13Hhal0r2Y   \n",
4327 |        "29           0.531        ...         130.048  1rS3J4u1G8f6hbmTosa8Nf   \n",
4328 |        "...            ...        ...             ...                     ...   \n",
4329 |        "1959         0.759        ...          96.992  4cxMGhkinTocPSVVKWIw0d   \n",
4330 |        "1960         0.630        ...         108.038  2YlZnw2ikdb837oKMKjBkW   \n",
4331 |        "1961         0.504        ...         181.781  1jO3MaCjrRQusiqkZQPA9h   \n",
4332 |        "1962         0.546        ...         107.331  2Gyc6e2cLxA5hoX1NOvYnU   \n",
4333 |        "1963         0.697        ...         137.853  1PSBzsahR2AKwLJgx8ehBj   \n",
4334 |        "1964         0.602        ...         100.021  66UVpCZ5aH3VV3Ic3PBUrP   \n",
4335 |        "1965         0.673        ...          90.107  1KKpOFUTS8B9pD5x3PevoX   \n",
4336 |        "1966         0.635        ...         127.922  0uOPGU4CbYxzFxn6T7sblW   \n",
4337 |        "1967         0.410        ...         137.970  6yIHGmQLJxWAUZ1ZkENemN   \n",
4338 |        "1968         0.397        ...         101.275  4eSGSqP2TZvvX0kadZZttM   \n",
4339 |        "1969         0.829        ...         119.993  5Sf3GyLEAzJXxZ5mbCPXTu   \n",
4340 |        "1970         0.764        ...         132.995  0jr6tT2vc4cIFPHb6wufG3   \n",
4341 |        "1971         0.299        ...          95.929  2AMEPKeicePOewTaGLYqec   \n",
4342 |        "1972         0.363        ...         133.869  7JYcQU1Dv1Rabv3AQyynWD   \n",
4343 |        "1973         0.505        ...          77.023  0zxG0MKqXBEbwU09H7gEIs   \n",
4344 |        "1974         0.528        ...         136.224  7sdT7TgonQCKsdjhShEdYO   \n",
4345 |        "1975         0.696        ...          85.091  7yCqehT9dKACTFy7YugP0J   \n",
4346 |        "1976         0.668        ...         129.889  50PWlIBU7PlGGwzgN8TiFJ   \n",
4347 |        "1977         0.616        ...         124.988  5ou59ERA2f7ffyAxAcZyVz   \n",
4348 |        "1978         0.596        ...          94.982  4vb4mFvYsr2h6enhjJsq9Y   \n",
4349 |        "1979         0.358        ...          85.043  5uCax9HTNlzGybIStD3vDh   \n",
4350 |        "1980         0.473        ...         166.385  6M6lsQB4OhqL41eld29PeC   \n",
4351 |        "1981         0.435        ...         128.532  4L2K7JKseFCBoHMZEAszW0   \n",
4352 |        "1982         0.793        ...         129.912  1zusIxNqJu8i4g6P6hJ2Qa   \n",
4353 |        "1983         0.694        ...          97.985  3g9nxeJPQM4CxhHt1iNlB4   \n",
4354 |        "1984         0.431        ...         137.021  4JEC2RIrXV1owJNVKanIAT   \n",
4355 |        "1985         0.690        ...         164.023  4BHzQ9C00ceJxfG16AlNWb   \n",
4356 |        "1986         0.389        ...         117.055  7lGKEWMXVWWTt3X71Bv44I   \n",
4357 |        "1987         0.609        ...          99.955  67EY6aDoIx8czEPS6a2AaI   \n",
4358 |        "1988         0.432        ...         188.858  5jaOa7ybiQjBdhoouGuNjH   \n",
4359 |        "\n",
4360 |        "                  artist1_id  followers  artist_popularity  \\\n",
4361 |        "0     0jW6R8CVyVohuUJVcuweDI     784409                 65   \n",
4362 |        "1     2vm8GdHyrJh2O2MfbQFYG0     505291                 61   \n",
4363 |        "2     16oZKvXb6WkQlVAjwo2Wbg    2619293                 74   \n",
4364 |        "3     1GxkXlMwML1oSg5eLPiAz3    2627273                 72   \n",
4365 |        "4     2PCUhxD40qlMqsKHjTZD2e     339532                 58   \n",
4366 |        "5     4dpARuHxo51G3z768sgnrY   10592482                 81   \n",
4367 |        "6     4LEiUm1SRbFMgfqnQTwUbQ    2051334                 71   \n",
4368 |        "7     7giUHu5pv6YTZgSkxxCcgh     720594                 65   \n",
4369 |        "8     3hozsZ9hqNq7CoBGYNlFTz     288245                 55   \n",
4370 |        "9     5tI0Vj2FhioY8AKtEqu9d3      16135                 31   \n",
4371 |        "10    0g7gHEXKEHU4snTwOZSxNO       1882                 22   \n",
4372 |        "11    7crPfGd2k81ekOoSqQKWWz     392134                 62   \n",
4373 |        "12    3pTE9iaJTkWns3mxpNQlJV     552751                 59   \n",
4374 |        "13    5gInJ5P5gQnOKPM3SUEVFt     100323                 45   \n",
4375 |        "14    267VY6GX5LyU5c9M85ECZQ     203260                 52   \n",
4376 |        "15    5gInJ5P5gQnOKPM3SUEVFt     100323                 45   \n",
4377 |        "16    56ZTgzPBDge0OvCGgMO3OY     659417                 66   \n",
4378 |        "17    3UpIbyXfGzmHG6TMH4dJEk      96448                 48   \n",
4379 |        "18    3TBfn8PtXr42OrTPaoC3E8      44288                 42   \n",
4380 |        "19    6eO95BjZhrWHREMfwC4vVN      79268                 41   \n",
4381 |        "20    0aWSylARSZCDo7vTDgvKbb      10021                 26   \n",
4382 |        "21    0aWSylARSZCDo7vTDgvKbb      10021                 26   \n",
4383 |        "22    7oPftvlwr6VrsViSDV7fJY    7052962                 78   \n",
4384 |        "23    4Cedjq5BQL3MhapRvDpFED     110980                 54   \n",
4385 |        "24    5o206eFLx38glA2bb4zqIU     318654                 58   \n",
4386 |        "25    62ZE05EcDkspUxRw1u2ger       2604                 17   \n",
4387 |        "26    0aWSylARSZCDo7vTDgvKbb      10021                 26   \n",
4388 |        "27    5tI0Vj2FhioY8AKtEqu9d3      16135                 31   \n",
4389 |        "28    1aOp1lgpcwRxADf1jHvXhu      20528                 40   \n",
4390 |        "29    03ilIKH0i08IxmjKcn63ne     172414                 49   \n",
4391 |        "...                      ...        ...                ...   \n",
4392 |        "1959  1z7b1Pr1rSlvWRzsW3HOrS    1515680                 79   \n",
4393 |        "1960  6JL8zeS1NmiOftqZTRgdTz    6027065                 76   \n",
4394 |        "1961  3700G3mzTkuxc5U7hdE9CV      10186                 33   \n",
4395 |        "1962  2jku7tDXc6XoB6MO2hFuqg    1523893                 79   \n",
4396 |        "1963  6TIYQ3jFPwQSRmorSezPxX    1116489                 74   \n",
4397 |        "1964  1Xyo4u8uXC1ZmMpatF05PJ   11713366                 87   \n",
4398 |        "1965  20s0P9QLxGqKuCsGwFsp7w    1058997                 66   \n",
4399 |        "1966  72y3ZI95ctkQC2O4mjBaU3     236642                 46   \n",
4400 |        "1967  5cKlE8f6b26h61Ml7m052Q     143811                 60   \n",
4401 |        "1968  3TVXtAsR1Inumwj472S9r4   24467846                100   \n",
4402 |        "1969  33W1pnW9zScZtYTnAoWnOT     249714                 68   \n",
4403 |        "1970  5lwmRuXgjX8xIwlnauTZIP    5503631                 79   \n",
4404 |        "1971  0X2BH1fck6amBIoJhDVmmJ    5097882                 76   \n",
4405 |        "1972  58MLl9nC29IXbE4nEtuoP2     489225                 66   \n",
4406 |        "1973  7H55rcKCfwqkyDFH9wpKM6    1438780                 71   \n",
4407 |        "1974  2iTiSaR023IikZDaOfEIRR      54549                 46   \n",
4408 |        "1975  3tQx1LPXbsYjE9VwN1Peaa     164943                 69   \n",
4409 |        "1976  1HY2Jd0NmPuamShAr6KMms    5369967                 78   \n",
4410 |        "1977  1HY2Jd0NmPuamShAr6KMms    5369967                 78   \n",
4411 |        "1978  4dpARuHxo51G3z768sgnrY   10593234                 81   \n",
4412 |        "1979  4IWBUUAFIplrNtaOHcJPRM    2334182                 78   \n",
4413 |        "1980  5pKCCKE2ajJHZ9KAiaK11H   25861503                 87   \n",
4414 |        "1981  2feDdbD5araYcm6JhFHHw7     629343                 76   \n",
4415 |        "1982  37NqXwtb6nIEqRt4EJSoIO     481005                 57   \n",
4416 |        "1983  37NqXwtb6nIEqRt4EJSoIO     481005                 57   \n",
4417 |        "1984  1GxkXlMwML1oSg5eLPiAz3    2627319                 72   \n",
4418 |        "1985  4dpARuHxo51G3z768sgnrY   10593239                 81   \n",
4419 |        "1986  3NPpFNZtSTHheNBaWC82rB    1112412                 74   \n",
4420 |        "1987  3AQRLZ9PuTAozP28Skbq8V    3879625                 74   \n",
4421 |        "1988  1l7ZsJRRS8wlW3WfJfPfNS    3365610                 77   \n",
4422 |        "\n",
4423 |        "                    artist_genre1       artist_genre2  \\\n",
4424 |        "0                         bow pop            classify   \n",
4425 |        "1                    acoustic pop            ectofolk   \n",
4426 |        "2                        folk-pop          indie folk   \n",
4427 |        "3                 adult standards        canadian pop   \n",
4428 |        "4                    acoustic pop       indiecoustica   \n",
4429 |        "5                             pop                None   \n",
4430 |        "6                     chamber pop            folk-pop   \n",
4431 |        "7                     chamber pop            folk-pop   \n",
4432 |        "8                alternative rock       chicago indie   \n",
4433 |        "9                            None                None   \n",
4434 |        "10                           None                None   \n",
4435 |        "11                     album rock      heartland rock   \n",
4436 |        "12              alternative dance  british indie rock   \n",
4437 |        "13                    chamber pop            folk-pop   \n",
4438 |        "14                alternative pop    alternative rock   \n",
4439 |        "15                    chamber pop            folk-pop   \n",
4440 |        "16                        art pop         chamber pop   \n",
4441 |        "17                           folk            folk-pop   \n",
4442 |        "18             british indie rock          dance-punk   \n",
4443 |        "19                        art pop      bay area indie   \n",
4444 |        "20    australian alternative rock                None   \n",
4445 |        "21    australian alternative rock                None   \n",
4446 |        "22                 permanent wave            pop punk   \n",
4447 |        "23            alternative country           anti-folk   \n",
4448 |        "24                      anti-folk         chamber pop   \n",
4449 |        "25                      candy pop      power-pop punk   \n",
4450 |        "26    australian alternative rock                None   \n",
4451 |        "27                           None                None   \n",
4452 |        "28                         dreamo         modern rock   \n",
4453 |        "29                  post-teen pop                None   \n",
4454 |        "...                           ...                 ...   \n",
4455 |        "1959                      hip hop                 pop   \n",
4456 |        "1960                    dance pop             hip pop   \n",
4457 |        "1961              french folk pop       french reggae   \n",
4458 |        "1962             canadian hip hop             hip hop   \n",
4459 |        "1963                      hip hop             pop rap   \n",
4460 |        "1964                 canadian pop                 pop   \n",
4461 |        "1965                    dance pop             hip pop   \n",
4462 |        "1966                     boy band             hip pop   \n",
4463 |        "1967                         None                None   \n",
4464 |        "1968             canadian hip hop        canadian pop   \n",
4465 |        "1969               tropical house                None   \n",
4466 |        "1970                      bachata               latin   \n",
4467 |        "1971                    dance pop                 edm   \n",
4468 |        "1972                    dance pop          neo mellow   \n",
4469 |        "1973                    dance pop          neo mellow   \n",
4470 |        "1974                  channel pop           viral pop   \n",
4471 |        "1975                    dance pop           indie r&b   \n",
4472 |        "1976                    dance pop                 pop   \n",
4473 |        "1977                    dance pop                 pop   \n",
4474 |        "1978                          pop                None   \n",
4475 |        "1979                    dance pop          neo mellow   \n",
4476 |        "1980                    dance pop                 pop   \n",
4477 |        "1981                    dance pop                 pop   \n",
4478 |        "1982                    dance pop            neo soul   \n",
4479 |        "1983                    dance pop            neo soul   \n",
4480 |        "1984              adult standards        canadian pop   \n",
4481 |        "1985                          pop                None   \n",
4482 |        "1986      modern alternative rock         modern rock   \n",
4483 |        "1987                  celtic rock          neo mellow   \n",
4484 |        "1988                    dance pop                 pop   \n",
4485 |        "\n",
4486 |        "                  artist_genre3                          album_label  \\\n",
4487 |        "0                          None            Portrait/Sony Masterworks   \n",
4488 |        "1                      folk-pop                     Cabin 24 Records   \n",
4489 |        "2                     indie pop                Universal Music Group   \n",
4490 |        "3                        lounge                          143/Reprise   \n",
4491 |        "4                    neo mellow                Universal Music Group   \n",
4492 |        "5                          None               XL Recordings/Columbia   \n",
4493 |        "6                    indie folk                           Jagjaguwar   \n",
4494 |        "7                    indie folk                      Vagrant Records   \n",
4495 |        "8                         comic                      Capitol Records   \n",
4496 |        "9                          None                  Jingle Town Records   \n",
4497 |        "10                         None                           ABKCO (US)   \n",
4498 |        "11                  mellow gold                       Rhino Atlantic   \n",
4499 |        "12                   indie folk                Universal Music Group   \n",
4500 |        "13                    indie pop                      Elefant Records   \n",
4501 |        "14                   blues-rock                                WM UK   \n",
4502 |        "15                    indie pop                      Elefant Records   \n",
4503 |        "16                    chillwave                           Mistletone   \n",
4504 |        "17                    indie pop                     SuperEgo Records   \n",
4505 |        "18                  garage rock                       Rhino Atlantic   \n",
4506 |        "19                    chillwave         Fantasy Trashcan (Turnstile)   \n",
4507 |        "20                         None       Death Valley Records and Tapes   \n",
4508 |        "21                         None  Universal Music Australia Pty. Ltd.   \n",
4509 |        "22                         punk                              Reprise   \n",
4510 |        "23                      art pop                         Anti/Epitaph   \n",
4511 |        "24                     folk-pop                         Saddle Creek   \n",
4512 |        "25                         None                 Kind Of Like Records   \n",
4513 |        "26                         None  Universal Music Australia Pty. Ltd.   \n",
4514 |        "27                         None                  Jingle Town Records   \n",
4515 |        "28    progressive post-hardcore                 Equal Vision Records   \n",
4516 |        "29                         None                         Nick Records   \n",
4517 |        "...                         ...                                  ...   \n",
4518 |        "1959                        rap                             Columbia   \n",
4519 |        "1960                        pop                                 Epic   \n",
4520 |        "1961                french rock                    Parlophone France   \n",
4521 |        "1962                  indie r&b                   Benny Blanco Major   \n",
4522 |        "1963                        rap                   Bad Boy Records PS   \n",
4523 |        "1964                        rap                Universal Music Group   \n",
4524 |        "1965                        pop                            J Records   \n",
4525 |        "1966             new jack swing                           Interscope   \n",
4526 |        "1967                       None                          Ole Red Dot   \n",
4527 |        "1968                    hip hop                   Drake (Cash Money)   \n",
4528 |        "1969                       None                 Left Lane Recordings   \n",
4529 |        "1970                   tropical                     Sony Music Latin   \n",
4530 |        "1971                 electropop                      Polydor Records   \n",
4531 |        "1972                        pop          Syco Music/Columbia Records   \n",
4532 |        "1973                        pop                     Atlantic Records   \n",
4533 |        "1974                       None                          Chester See   \n",
4534 |        "1975                        pop        Republic Records/Gee Roberson   \n",
4535 |        "1976              post-teen pop                Universal Music Group   \n",
4536 |        "1977              post-teen pop                Universal Music Group   \n",
4537 |        "1978                       None               XL Recordings/Columbia   \n",
4538 |        "1979                        pop                             Columbia   \n",
4539 |        "1980                        r&b                Universal Music Group   \n",
4540 |        "1981                    pop rap                           Syco Music   \n",
4541 |        "1982                        pop                      Polydor Records   \n",
4542 |        "1983                        pop                      Polydor Records   \n",
4543 |        "1984                     lounge                              Reprise   \n",
4544 |        "1985                       None               XL Recordings/Columbia   \n",
4545 |        "1986                        pop          Kid Ina Korner / Interscope   \n",
4546 |        "1987                        pop                           Phonogenic   \n",
4547 |        "1988              post-teen pop                    RCA Records Label   \n",
4548 |        "\n",
4549 |        "      album_popularity  \n",
4550 |        "0                   43  \n",
4551 |        "1                   45  \n",
4552 |        "2                   66  \n",
4553 |        "3                   66  \n",
4554 |        "4                   49  \n",
4555 |        "5                   50  \n",
4556 |        "6                   45  \n",
4557 |        "7                   67  \n",
4558 |        "8                   32  \n",
4559 |        "9                   39  \n",
4560 |        "10                  31  \n",
4561 |        "11                  54  \n",
4562 |        "12                  43  \n",
4563 |        "13                  34  \n",
4564 |        "14                   1  \n",
4565 |        "15                  44  \n",
4566 |        "16                  35  \n",
4567 |        "17                  30  \n",
4568 |        "18                  45  \n",
4569 |        "19                  37  \n",
4570 |        "20                  15  \n",
4571 |        "21                  21  \n",
4572 |        "22                  75  \n",
4573 |        "23                  47  \n",
4574 |        "24                  64  \n",
4575 |        "25                  12  \n",
4576 |        "26                  17  \n",
4577 |        "27                  39  \n",
4578 |        "28                  44  \n",
4579 |        "29                  44  \n",
4580 |        "...                ...  \n",
4581 |        "1959                80  \n",
4582 |        "1960                75  \n",
4583 |        "1961                37  \n",
4584 |        "1962                69  \n",
4585 |        "1963                69  \n",
4586 |        "1964                67  \n",
4587 |        "1965                53  \n",
4588 |        "1966                53  \n",
4589 |        "1967                65  \n",
4590 |        "1968                79  \n",
4591 |        "1969                69  \n",
4592 |        "1970                73  \n",
4593 |        "1971                52  \n",
4594 |        "1972                72  \n",
4595 |        "1973                59  \n",
4596 |        "1974                34  \n",
4597 |        "1975                67  \n",
4598 |        "1976                59  \n",
4599 |        "1977                59  \n",
4600 |        "1978                76  \n",
4601 |        "1979                79  \n",
4602 |        "1980                73  \n",
4603 |        "1981                68  \n",
4604 |        "1982                62  \n",
4605 |        "1983                62  \n",
4606 |        "1984                63  \n",
4607 |        "1985                76  \n",
4608 |        "1986                73  \n",
4609 |        "1987                45  \n",
4610 |        "1988                56  \n",
4611 |        "\n",
4612 |        "[1989 rows x 29 columns]"
4613 |       ]
4614 |      },
4615 |      "execution_count": 144,
4616 |      "metadata": {},
4617 |      "output_type": "execute_result"
4618 |     }
4619 |    ],
4620 |    "source": [
4621 |     "track_records"
4622 |    ]
4623 |   },
4624 |   {
4625 |    "cell_type": "code",
4626 |    "execution_count": 145,
4627 |    "metadata": {},
4628 |    "outputs": [],
4629 |    "source": [
4630 |     "# export that data to a csv, which we will merge with all other csvs in Excel\n",
4631 |     "track_records.to_csv(\"20000-20999,1988.csv\", sep=',')"
4632 |    ]
4633 |   }
4634 |  ],
4635 |  "metadata": {
4636 |   "kernelspec": {
4637 |    "display_name": "Python 3",
4638 |    "language": "python",
4639 |    "name": "python3"
4640 |   },
4641 |   "language_info": {
4642 |    "codemirror_mode": {
4643 |     "name": "ipython",
4644 |     "version": 3
4645 |    },
4646 |    "file_extension": ".py",
4647 |    "mimetype": "text/x-python",
4648 |    "name": "python",
4649 |    "nbconvert_exporter": "python",
4650 |    "pygments_lexer": "ipython3",
4651 |    "version": "3.6.4"
4652 |   }
4653 |  },
4654 |  "nbformat": 4,
4655 |  "nbformat_minor": 2
4656 | }
4657 | 


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/Project Report.pdf:
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https://raw.githubusercontent.com/RutvaRajdev/Spotify-Recommendation-System/15e23a255ca3c508cdc41e96c3aff01b7a07ce61/Project Report.pdf


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/README.md:
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 1 | # Spotify Recommendation System
 2 | 
 3 | This project’s goal is to provide automatic playlist continuation which would enable any music
 4 | platform (here Spotify) to seamlessly support their users in creating and expanding the playlists
 5 | by making recommendations based on their choices and preferences.
 6 | 
 7 | ### Raw Data
 8 | The data provided by Spotify is a Million Playlist Dataset (MPD) which contains 1 Million
 9 | playlists created by the Spotify users. This dataset is quite huge (about 5.4 GB) and thus it has
10 | been divided into 1000 json files, where each file contains 1000 playlists comprising to 1,000,000
11 | playlists in total.
12 | 
13 | ### Data Collection and Pre-processing
14 | Due to the humongous nature of data, the idea of scraping the entire dataset was not
15 | viable so sized down to using about 6 json files (limitations of hardware) and also decided to
16 | work with only certain important features that are extracted with Spotify Api calls. This can be found
17 | in the 'DataScrape Notebook' python notebook file.
18 | 
19 | Dataset needed to be preprocessed before modelling was done. Some cleaning was done in Microsoft Excel:
20 | * Deleted rows with headers (because they were all merged, every file that was merged
21 | had its own header row)
22 | * Removed duplicates based on track_id - there were obviously many duplicates because
23 | playlists don't all have different songs
24 | 
25 | A merged CSV file was created which was then processed.
26 | 
27 | * Then Album released date were in different formats and all those formats were
28 | converted to YYYY format. 
29 | * Then non quant and garbage columns were dropped. There were many columns with
30 | N/A values which were also dropped. 
31 | * All the quantitative columns were standardized for consistent range. 
32 | * Correlation Matrix was plotted for the data. With the matrix, analysis was done and many
33 | data columns were dropped to reduce redundancy. 
34 | 
35 | ### Data Modelling
36 | we tested two main approaches to handle the problem and generate recommendations.
37 | 
38 | ###### Model1:
39 | The first approach is based on a user rating system. We provide the 3 different users
40 | randomly generated songs (20 in our case) from our database, and in turn, they give
41 | back ratings on a scale of 1-10 for the songs (with 10 being the highest). We then
42 | trained a model to learn their preferences and predict what ratings they would give for
43 | any other song, based on the characteristics of those given songs and how they rated
44 | them. Our ultimate goal is to give them back a list of any number of top rated songs from
45 | our mode (we chose to gave them their 5 top favourites)
46 | 
47 | ###### Model2:
48 | For the second approach, we wanted to address the fact actual music recommendation
49 | systems base their recommendations off songs in playlists. When users add particular
50 | songs to their playlist, they are assumed to consider those songs “good” and to their
51 | taste, so it is quite unorthodox to base a model off songs that users rated poorly as well
52 | (as we did in the first model). The issue with this, however, is that user-provided playlists
53 | could very easily have songs that were not in our smaller database. Thus we would be
54 | unable to actually test this model on real users, but we made it nonetheless.
55 | 
56 | ## Results and Discussion
57 | ###### Model1:
58 | Our recommendation system worked pretty well with this approach. One of our users 'Helen' preferred 
59 | the predicted playlist from the Simple Linear Regression(SLR) model over the other 2 models(Random Forest 
60 | and Neural Network).
61 | 
62 | ###### Model2:
63 | The second approach is validated based on CV scores. We ran Logistic
64 | Regression, RandomForest, Gradient Boosting, K-NN & created a neural network as
65 | well to classify the tracks. We divided the dataset in train/test and did upto 10-fold cross
66 | validations on each of the models. We generated the R 2 Error values and compared
67 | them. The cross validated scores were used to validate the errors generated. Also, we
68 | used cross validation to get the optimal number of neighbors for our K-NN model.
69 | Overall after the comparisons, we found that the Random Forest have an accuracy of
70 | ~0.99 on the test set which makes it a stand out model.
71 | 
72 | ##### For detailed information, please read the report pdf 
73 | 


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