},
{
"cell_type": "code",
- "execution_count": 58,
+ "execution_count": 3,
"metadata": {
"collapsed": true,
"run_control": {
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 4,
"metadata": {
"collapsed": true
},
},
{
"cell_type": "code",
- "execution_count": 39,
+ "execution_count": 6,
"metadata": {
"collapsed": false
},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "DB doesn't exist yet.\n"
+ ]
+ }
+ ],
"source": [
- "try:\n",
- " client.drop_database(songs_db)\n",
- "except NameError:\n",
- " print(\"DB doesn't exist yet.\")"
+ "# try:\n",
+ "# client.drop_database(songs_db)\n",
+ "# except NameError:\n",
+ "# print(\"DB doesn't exist yet.\")"
]
},
{
"cell_type": "code",
- "execution_count": 40,
+ "execution_count": 5,
"metadata": {
"collapsed": false
},
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 6,
"metadata": {
"collapsed": false
},
"['app_name', 'client_id', 'client_secret', 'redirect_uri', 'token']"
]
},
- "execution_count": 5,
+ "execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 385,
+ "execution_count": 9,
"metadata": {
"collapsed": true
},
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 7,
"metadata": {
"collapsed": false
},
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 8,
"metadata": {
"collapsed": false
},
" 'name': 'Radiohead'}])"
]
},
- "execution_count": 7,
+ "execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 9,
"metadata": {
"collapsed": false
},
" 'name': 'The Beatles'}])"
]
},
- "execution_count": 8,
+ "execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 13,
"metadata": {
"collapsed": false
},
},
{
"cell_type": "code",
- "execution_count": 41,
+ "execution_count": 14,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "15"
+ "48"
]
},
- "execution_count": 41,
+ "execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 42,
+ "execution_count": 15,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "28"
+ "48"
]
},
- "execution_count": 42,
+ "execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 16,
"metadata": {
"collapsed": false
},
" <td>album</td>\n",
" </tr>\n",
" <tr>\n",
+ " <th>artist_id</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>artist_name</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
" <th>artists</th>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The...</td>\n",
+ " <td>[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The...</td>\n",
+ " <td>[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The...</td>\n",
+ " <td>[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The...</td>\n",
+ " <td>[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>available_markets</th>\n",
" </tr>\n",
" <tr>\n",
" <th>images</th>\n",
- " <td>[{'height': 640, 'url': 'https://i.scdn.co/ima...</td>\n",
- " <td>[{'height': 640, 'url': 'https://i.scdn.co/ima...</td>\n",
- " <td>[{'height': 640, 'url': 'https://i.scdn.co/ima...</td>\n",
- " <td>[{'height': 640, 'url': 'https://i.scdn.co/ima...</td>\n",
- " <td>[{'height': 640, 'url': 'https://i.scdn.co/ima...</td>\n",
+ " <td>[{'url': 'https://i.scdn.co/image/1b1879c1dd16...</td>\n",
+ " <td>[{'url': 'https://i.scdn.co/image/4e6916b16ce5...</td>\n",
+ " <td>[{'url': 'https://i.scdn.co/image/809c6f28db64...</td>\n",
+ " <td>[{'url': 'https://i.scdn.co/image/9cab76ad73ce...</td>\n",
+ " <td>[{'url': 'https://i.scdn.co/image/411d661890b8...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>label</th>\n",
" </tr>\n",
" <tr>\n",
" <th>popularity</th>\n",
- " <td>63</td>\n",
- " <td>77</td>\n",
+ " <td>55</td>\n",
+ " <td>69</td>\n",
+ " <td>61</td>\n",
" <td>68</td>\n",
- " <td>75</td>\n",
- " <td>58</td>\n",
+ " <td>51</td>\n",
" </tr>\n",
" <tr>\n",
" <th>release_date</th>\n",
" </tr>\n",
" <tr>\n",
" <th>tracks</th>\n",
- " <td>{'limit': 50, 'previous': None, 'next': None, ...</td>\n",
- " <td>{'limit': 50, 'previous': None, 'next': None, ...</td>\n",
- " <td>{'limit': 50, 'previous': None, 'next': None, ...</td>\n",
- " <td>{'limit': 50, 'previous': None, 'next': None, ...</td>\n",
- " <td>{'limit': 50, 'previous': None, 'next': None, ...</td>\n",
+ " <td>{'offset': 0, 'items': [{'preview_url': 'https...</td>\n",
+ " <td>{'offset': 0, 'items': [{'preview_url': 'https...</td>\n",
+ " <td>{'offset': 0, 'items': [{'preview_url': 'https...</td>\n",
+ " <td>{'offset': 0, 'items': [{'preview_url': 'https...</td>\n",
+ " <td>{'offset': 0, 'items': [{'preview_url': 'https...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>type</th>\n",
" 0 \\\n",
"_id 5XfJmldgWzrc1AIdbBaVZn \n",
"album_type album \n",
- "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "artist_id NaN \n",
+ "artist_name NaN \n",
+ "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
"copyrights [{'text': '(C) 2016 Apple Corps Ltd.', 'type':... \n",
"external_ids {'upc': '00602557054989'} \n",
"genres [] \n",
"href https://api.spotify.com/v1/albums/5XfJmldgWzrc... \n",
"id 5XfJmldgWzrc1AIdbBaVZn \n",
- "images [{'height': 640, 'url': 'https://i.scdn.co/ima... \n",
+ "images [{'url': 'https://i.scdn.co/image/1b1879c1dd16... \n",
"label Digital Distribution Trinidad and Tobago \n",
"name Live At The Hollywood Bowl \n",
- "popularity 63 \n",
+ "popularity 55 \n",
"release_date 2016-09-09 \n",
"release_date_precision day \n",
- "tracks {'limit': 50, 'previous': None, 'next': None, ... \n",
+ "tracks {'offset': 0, 'items': [{'preview_url': 'https... \n",
"type album \n",
"uri spotify:album:5XfJmldgWzrc1AIdbBaVZn \n",
"\n",
" 1 \\\n",
"_id 5ju5Ouzan3QwXqQt1Tihbh \n",
"album_type album \n",
- "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "artist_id NaN \n",
+ "artist_name NaN \n",
+ "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
"copyrights [{'text': '(C) 2015 Apple Corps Ltd.', 'type':... \n",
"external_ids {'upc': '00602547673503'} \n",
"genres [] \n",
"href https://api.spotify.com/v1/albums/5ju5Ouzan3Qw... \n",
"id 5ju5Ouzan3QwXqQt1Tihbh \n",
- "images [{'height': 640, 'url': 'https://i.scdn.co/ima... \n",
+ "images [{'url': 'https://i.scdn.co/image/4e6916b16ce5... \n",
"label Digital Distribution Trinidad and Tobago \n",
"name 1 (Remastered) \n",
- "popularity 77 \n",
+ "popularity 69 \n",
"release_date 2000-11-13 \n",
"release_date_precision day \n",
- "tracks {'limit': 50, 'previous': None, 'next': None, ... \n",
+ "tracks {'offset': 0, 'items': [{'preview_url': 'https... \n",
"type album \n",
"uri spotify:album:5ju5Ouzan3QwXqQt1Tihbh \n",
"\n",
" 2 \\\n",
"_id 2pCqZLeavM2BMovJXsJEIV \n",
"album_type album \n",
- "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "artist_id NaN \n",
+ "artist_name NaN \n",
+ "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
"copyrights [{'text': '(C) 2015 Apple Corps Ltd', 'type': ... \n",
"external_ids {'upc': '00602547670069'} \n",
"genres [] \n",
"href https://api.spotify.com/v1/albums/2pCqZLeavM2B... \n",
"id 2pCqZLeavM2BMovJXsJEIV \n",
- "images [{'height': 640, 'url': 'https://i.scdn.co/ima... \n",
+ "images [{'url': 'https://i.scdn.co/image/809c6f28db64... \n",
"label EMI Catalogue \n",
"name Let It Be (Remastered) \n",
- "popularity 68 \n",
+ "popularity 61 \n",
"release_date 1970-05-08 \n",
"release_date_precision day \n",
- "tracks {'limit': 50, 'previous': None, 'next': None, ... \n",
+ "tracks {'offset': 0, 'items': [{'preview_url': 'https... \n",
"type album \n",
"uri spotify:album:2pCqZLeavM2BMovJXsJEIV \n",
"\n",
" 3 \\\n",
"_id 2Pqkn9Dq2DFtdfkKAeqgMd \n",
"album_type album \n",
- "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "artist_id NaN \n",
+ "artist_name NaN \n",
+ "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
"copyrights [{'text': '(C) 2015 Apple Corps Ltd', 'type': ... \n",
"external_ids {'upc': '00602547670342'} \n",
"genres [] \n",
"href https://api.spotify.com/v1/albums/2Pqkn9Dq2DFt... \n",
"id 2Pqkn9Dq2DFtdfkKAeqgMd \n",
- "images [{'height': 640, 'url': 'https://i.scdn.co/ima... \n",
+ "images [{'url': 'https://i.scdn.co/image/9cab76ad73ce... \n",
"label EMI Catalogue \n",
"name Abbey Road (Remastered) \n",
- "popularity 75 \n",
+ "popularity 68 \n",
"release_date 1969-09-26 \n",
"release_date_precision day \n",
- "tracks {'limit': 50, 'previous': None, 'next': None, ... \n",
+ "tracks {'offset': 0, 'items': [{'preview_url': 'https... \n",
"type album \n",
"uri spotify:album:2Pqkn9Dq2DFtdfkKAeqgMd \n",
"\n",
" 4 \n",
"_id 47bcKzmKgmMPHXNVOWpLiu \n",
"album_type album \n",
- "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "artist_id NaN \n",
+ "artist_name NaN \n",
+ "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
"copyrights [{'text': '(C) 2015 Apple Corps Ltd', 'type': ... \n",
"external_ids {'upc': '00602547670328'} \n",
"genres [] \n",
"href https://api.spotify.com/v1/albums/47bcKzmKgmMP... \n",
"id 47bcKzmKgmMPHXNVOWpLiu \n",
- "images [{'height': 640, 'url': 'https://i.scdn.co/ima... \n",
+ "images [{'url': 'https://i.scdn.co/image/411d661890b8... \n",
"label EMI Catalogue \n",
"name Yellow Submarine (Remastered) \n",
- "popularity 58 \n",
+ "popularity 51 \n",
"release_date 1969-01-17 \n",
"release_date_precision day \n",
- "tracks {'limit': 50, 'previous': None, 'next': None, ... \n",
+ "tracks {'offset': 0, 'items': [{'preview_url': 'https... \n",
"type album \n",
"uri spotify:album:47bcKzmKgmMPHXNVOWpLiu "
]
},
- "execution_count": 13,
+ "execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 43,
+ "execution_count": 17,
"metadata": {
"collapsed": true
},
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 18,
"metadata": {
"collapsed": false,
"scrolled": true
" <td>Radiohead</td>\n",
" <td>Pablo Honey</td>\n",
" </tr>\n",
+ " <tr>\n",
+ " <th>28</th>\n",
+ " <td>4g9Jfls8z2nbQxj5PiXkiy</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Blue & Lonesome</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29</th>\n",
+ " <td>4fhWcu56Bbh5wALuTouFVW</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Havana Moon (Live)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>30</th>\n",
+ " <td>3PbRKFafwE7Of8e4dTee72</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Totally Stripped (Live)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>31</th>\n",
+ " <td>5eTqRwTGKPBUiUuN1rFaXD</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Live 1965: Music From Charlie Is My Darling (L...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>32</th>\n",
+ " <td>3CHu7qW160uqPZHW3TMZ1l</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Shine A Light</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>33</th>\n",
+ " <td>4FTHynKEtuP7eppERNfjyG</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>A Bigger Bang (2009 Re-Mastered)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>34</th>\n",
+ " <td>50UGtgNA5bq1c0BDjPfmbD</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Live Licks</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>35</th>\n",
+ " <td>0ZGddnvcVzHVHfE3WW1tV5</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Bridges To Babylon (2009 Re-Mastered)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>36</th>\n",
+ " <td>4M8Q1L9PZq0xK5tLUpO3jd</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Stripped</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>37</th>\n",
+ " <td>62ZT16LY1phGM0O8x5qW1z</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Voodoo Lounge (2009 Re-Mastered)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>38</th>\n",
+ " <td>1W1UJulgICjFDyYIMUwRs7</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Flashpoint</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>39</th>\n",
+ " <td>25mfHGJNQkluvIqedXHSx3</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Steel Wheels (2009 Re-Mastered)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>40</th>\n",
+ " <td>1TpcI1LEFVhBvDPSTMPGFG</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Dirty Work</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>41</th>\n",
+ " <td>1WSfNoPDPzgyKFN6OSYWUx</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Dirty Work (Remastered 2009)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>42</th>\n",
+ " <td>064eFGemsrDcMvgRZ0gqtw</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Undercover (2009 Re-Mastered)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>43</th>\n",
+ " <td>0hxrNynMDh5QeyALlf1CdS</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Still Life</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>44</th>\n",
+ " <td>1YvnuYGlblQ5vLnOhaZzpn</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Tattoo You (2009 Re-Mastered)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>45</th>\n",
+ " <td>2wZgoXS06wSdu9C0ZJOvlc</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Emotional Rescue (2009 Re-Mastered)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>46</th>\n",
+ " <td>54sqbAXxR1jFfyXb1WvrHK</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Some Girls</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>47</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name \\\n",
- "0 5XfJmldgWzrc1AIdbBaVZn The Beatles \n",
- "1 5ju5Ouzan3QwXqQt1Tihbh The Beatles \n",
- "2 2pCqZLeavM2BMovJXsJEIV The Beatles \n",
- "3 2Pqkn9Dq2DFtdfkKAeqgMd The Beatles \n",
- "4 47bcKzmKgmMPHXNVOWpLiu The Beatles \n",
- "5 03Qh833fEdVT30Pfs93ea6 The Beatles \n",
- "6 6P9yO0ukhOx3dvmhGKeYoC The Beatles \n",
- "7 1PULmKbHeOqlkIwcDMNwD4 The Beatles \n",
- "8 0PYyrqs9NXtxPhf0CZkq2L The Beatles \n",
- "9 3OdI6e43crvyAHhaqpxSyz The Beatles \n",
- "10 19K3IHYeVkUTjcBHGfbCOi The Beatles \n",
- "11 7BgGBZndAvDlKOcwe5rscZ The Beatles \n",
- "12 71Mwd9tntFQYUk4k2DwA0D The Beatles \n",
- "13 1DBkJIEoeHrTX4WCBQGcCi Radiohead \n",
- "14 3nkEsxmIX0zRNXGAexaHAn The Beatles \n",
- "15 7gDXyW16byCQOgK965BRzn The Beatles \n",
- "16 6vuykQgDLUCiZ7YggIpLM9 Radiohead \n",
- "17 47xaqCsJcYFWqD1gwujl1T Radiohead \n",
- "18 7eyQXxuf2nGj9d2367Gi5f Radiohead \n",
- "19 36lJLPoPPOKNFddTAcirnc Radiohead \n",
- "20 6Eo5EkmdLvZrONzi046iC2 Radiohead \n",
- "21 1oW3v5Har9mvXnGk0x4fHm Radiohead \n",
- "22 6svTt5o2lUgIrgYDKVmdnD Radiohead \n",
- "23 6V9YnBmFjWmXCBaUVRCVXP Radiohead \n",
- "24 19RUXBFyM4PpmrLRdtqWbp Radiohead \n",
- "25 7dxKtc08dYeRVHt3p9CZJn Radiohead \n",
- "26 500FEaUzn8lN9zWFyZG5C2 Radiohead \n",
- "27 6400dnyeDyD2mIFHfkwHXN Radiohead \n",
+ " _id artist_name \\\n",
+ "0 5XfJmldgWzrc1AIdbBaVZn The Beatles \n",
+ "1 5ju5Ouzan3QwXqQt1Tihbh The Beatles \n",
+ "2 2pCqZLeavM2BMovJXsJEIV The Beatles \n",
+ "3 2Pqkn9Dq2DFtdfkKAeqgMd The Beatles \n",
+ "4 47bcKzmKgmMPHXNVOWpLiu The Beatles \n",
+ "5 03Qh833fEdVT30Pfs93ea6 The Beatles \n",
+ "6 6P9yO0ukhOx3dvmhGKeYoC The Beatles \n",
+ "7 1PULmKbHeOqlkIwcDMNwD4 The Beatles \n",
+ "8 0PYyrqs9NXtxPhf0CZkq2L The Beatles \n",
+ "9 3OdI6e43crvyAHhaqpxSyz The Beatles \n",
+ "10 19K3IHYeVkUTjcBHGfbCOi The Beatles \n",
+ "11 7BgGBZndAvDlKOcwe5rscZ The Beatles \n",
+ "12 71Mwd9tntFQYUk4k2DwA0D The Beatles \n",
+ "13 1DBkJIEoeHrTX4WCBQGcCi Radiohead \n",
+ "14 3nkEsxmIX0zRNXGAexaHAn The Beatles \n",
+ "15 7gDXyW16byCQOgK965BRzn The Beatles \n",
+ "16 6vuykQgDLUCiZ7YggIpLM9 Radiohead \n",
+ "17 47xaqCsJcYFWqD1gwujl1T Radiohead \n",
+ "18 7eyQXxuf2nGj9d2367Gi5f Radiohead \n",
+ "19 36lJLPoPPOKNFddTAcirnc Radiohead \n",
+ "20 6Eo5EkmdLvZrONzi046iC2 Radiohead \n",
+ "21 1oW3v5Har9mvXnGk0x4fHm Radiohead \n",
+ "22 6svTt5o2lUgIrgYDKVmdnD Radiohead \n",
+ "23 6V9YnBmFjWmXCBaUVRCVXP Radiohead \n",
+ "24 19RUXBFyM4PpmrLRdtqWbp Radiohead \n",
+ "25 7dxKtc08dYeRVHt3p9CZJn Radiohead \n",
+ "26 500FEaUzn8lN9zWFyZG5C2 Radiohead \n",
+ "27 6400dnyeDyD2mIFHfkwHXN Radiohead \n",
+ "28 4g9Jfls8z2nbQxj5PiXkiy The Rolling Stones \n",
+ "29 4fhWcu56Bbh5wALuTouFVW The Rolling Stones \n",
+ "30 3PbRKFafwE7Of8e4dTee72 The Rolling Stones \n",
+ "31 5eTqRwTGKPBUiUuN1rFaXD The Rolling Stones \n",
+ "32 3CHu7qW160uqPZHW3TMZ1l The Rolling Stones \n",
+ "33 4FTHynKEtuP7eppERNfjyG The Rolling Stones \n",
+ "34 50UGtgNA5bq1c0BDjPfmbD The Rolling Stones \n",
+ "35 0ZGddnvcVzHVHfE3WW1tV5 The Rolling Stones \n",
+ "36 4M8Q1L9PZq0xK5tLUpO3jd The Rolling Stones \n",
+ "37 62ZT16LY1phGM0O8x5qW1z The Rolling Stones \n",
+ "38 1W1UJulgICjFDyYIMUwRs7 The Rolling Stones \n",
+ "39 25mfHGJNQkluvIqedXHSx3 The Rolling Stones \n",
+ "40 1TpcI1LEFVhBvDPSTMPGFG The Rolling Stones \n",
+ "41 1WSfNoPDPzgyKFN6OSYWUx The Rolling Stones \n",
+ "42 064eFGemsrDcMvgRZ0gqtw The Rolling Stones \n",
+ "43 0hxrNynMDh5QeyALlf1CdS The Rolling Stones \n",
+ "44 1YvnuYGlblQ5vLnOhaZzpn The Rolling Stones \n",
+ "45 2wZgoXS06wSdu9C0ZJOvlc The Rolling Stones \n",
+ "46 54sqbAXxR1jFfyXb1WvrHK The Rolling Stones \n",
+ "47 6FjXxl9VLURGuubdXUn2J3 The Rolling Stones \n",
"\n",
" name \n",
"0 Live At The Hollywood Bowl \n",
"24 Kid A \n",
"25 OK Computer \n",
"26 The Bends \n",
- "27 Pablo Honey "
+ "27 Pablo Honey \n",
+ "28 Blue & Lonesome \n",
+ "29 Havana Moon (Live) \n",
+ "30 Totally Stripped (Live) \n",
+ "31 Live 1965: Music From Charlie Is My Darling (L... \n",
+ "32 Shine A Light \n",
+ "33 A Bigger Bang (2009 Re-Mastered) \n",
+ "34 Live Licks \n",
+ "35 Bridges To Babylon (2009 Re-Mastered) \n",
+ "36 Stripped \n",
+ "37 Voodoo Lounge (2009 Re-Mastered) \n",
+ "38 Flashpoint \n",
+ "39 Steel Wheels (2009 Re-Mastered) \n",
+ "40 Dirty Work \n",
+ "41 Dirty Work (Remastered 2009) \n",
+ "42 Undercover (2009 Re-Mastered) \n",
+ "43 Still Life \n",
+ "44 Tattoo You (2009 Re-Mastered) \n",
+ "45 Emotional Rescue (2009 Re-Mastered) \n",
+ "46 Some Girls \n",
+ "47 Some Girls (Deluxe Version) "
]
},
- "execution_count": 15,
+ "execution_count": 18,
"metadata": {},
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}
},
{
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},
},
{
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- "execution_count": 45,
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"text": [
- "Rate limited. Pausing for 4\n",
- "Rate limited. Pausing for 4\n",
- "Rate limited. Pausing for 4\n"
+ "Rate limited. Pausing for 2\n",
+ "Rate limited. Pausing for 0\n",
+ "Rate limited. Pausing for 0\n",
+ "Rate limited. Pausing for 0\n",
+ "Rate limited. Pausing for 0\n",
+ "Rate limited. Pausing for 0\n",
+ "Rate limited. Pausing for 0\n"
]
},
{
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},
{
"cell_type": "code",
- "execution_count": 46,
+ "execution_count": 21,
"metadata": {
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},
" <tbody>\n",
" <tr>\n",
" <th>_id</th>\n",
- " <td>4edArG2VehvJdwOZfYOxtK</td>\n",
- " <td>150EAeMGWJRubuH8zyx7h8</td>\n",
- " <td>1fVeHYkyMxrjbjRAD9uWsZ</td>\n",
- " <td>0GRplBEB2FWCKutwMmS6nY</td>\n",
- " <td>1eVymk74iroqhsZxm0Vy3g</td>\n",
+ " <td>0Za26pWVLQpKfXmb9FX10S</td>\n",
+ " <td>6295nz7PVXm49Ihqwm39Ew</td>\n",
+ " <td>0832Tptls5YicHPGgw7ssP</td>\n",
+ " <td>6yq33zsqWCd8cYXQdtAFZ9</td>\n",
+ " <td>5pTWpY8l7B1XcQnijEFGFj</td>\n",
" </tr>\n",
" <tr>\n",
" <th>album</th>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'href': 'https://api.spotify.com/v1/albums/54...</td>\n",
+ " <td>{'href': 'https://api.spotify.com/v1/albums/54...</td>\n",
+ " <td>{'href': 'https://api.spotify.com/v1/albums/54...</td>\n",
+ " <td>{'href': 'https://api.spotify.com/v1/albums/54...</td>\n",
+ " <td>{'href': 'https://api.spotify.com/v1/albums/6F...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>album_id</th>\n",
- " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
- " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
- " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
- " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
- " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
+ " <td>54sqbAXxR1jFfyXb1WvrHK</td>\n",
+ " <td>54sqbAXxR1jFfyXb1WvrHK</td>\n",
+ " <td>54sqbAXxR1jFfyXb1WvrHK</td>\n",
+ " <td>54sqbAXxR1jFfyXb1WvrHK</td>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>artists</th>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'name': 'The...</td>\n",
+ " <td>[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'name': 'The...</td>\n",
+ " <td>[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'name': 'The...</td>\n",
+ " <td>[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'name': 'The...</td>\n",
+ " <td>[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'name': 'The...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>available_markets</th>\n",
" <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
" <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
" <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
+ " <td>[AD, AR, AT, AU, BG, BO, BR, CL, CO, CR, CY, C...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>disc_number</th>\n",
" </tr>\n",
" <tr>\n",
" <th>duration_ms</th>\n",
- " <td>93506</td>\n",
- " <td>192053</td>\n",
- " <td>219733</td>\n",
- " <td>146240</td>\n",
- " <td>134866</td>\n",
+ " <td>187440</td>\n",
+ " <td>204960</td>\n",
+ " <td>265173</td>\n",
+ " <td>226800</td>\n",
+ " <td>288666</td>\n",
" </tr>\n",
" <tr>\n",
" <th>explicit</th>\n",
" </tr>\n",
" <tr>\n",
" <th>external_ids</th>\n",
- " <td>{'isrc': 'GBUM71603960'}</td>\n",
- " <td>{'isrc': 'GBUM71603957'}</td>\n",
- " <td>{'isrc': 'GBUM71603952'}</td>\n",
- " <td>{'isrc': 'GBUM71603959'}</td>\n",
- " <td>{'isrc': 'GBUM71603951'}</td>\n",
+ " <td>{'isrc': 'GBCJN7800007'}</td>\n",
+ " <td>{'isrc': 'GBCJN7800008'}</td>\n",
+ " <td>{'isrc': 'GBCJN7800009'}</td>\n",
+ " <td>{'isrc': 'GBCJN7800010'}</td>\n",
+ " <td>{'isrc': 'GBCJN7800001'}</td>\n",
" </tr>\n",
" <tr>\n",
" <th>external_urls</th>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/4e...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/15...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/1f...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/0G...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/1e...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/0Z...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/62...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/08...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/6y...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/5p...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>href</th>\n",
- " <td>https://api.spotify.com/v1/tracks/4edArG2VehvJ...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/150EAeMGWJRu...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1fVeHYkyMxrj...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/0GRplBEB2FWC...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1eVymk74iroq...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/0Za26pWVLQpK...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/6295nz7PVXm4...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/0832Tptls5Yi...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/6yq33zsqWCd8...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/5pTWpY8l7B1X...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>id</th>\n",
- " <td>4edArG2VehvJdwOZfYOxtK</td>\n",
- " <td>150EAeMGWJRubuH8zyx7h8</td>\n",
- " <td>1fVeHYkyMxrjbjRAD9uWsZ</td>\n",
- " <td>0GRplBEB2FWCKutwMmS6nY</td>\n",
- " <td>1eVymk74iroqhsZxm0Vy3g</td>\n",
+ " <td>0Za26pWVLQpKfXmb9FX10S</td>\n",
+ " <td>6295nz7PVXm49Ihqwm39Ew</td>\n",
+ " <td>0832Tptls5YicHPGgw7ssP</td>\n",
+ " <td>6yq33zsqWCd8cYXQdtAFZ9</td>\n",
+ " <td>5pTWpY8l7B1XcQnijEFGFj</td>\n",
" </tr>\n",
" <tr>\n",
" <th>name</th>\n",
- " <td>Twist And Shout - Live / Remastered</td>\n",
- " <td>She's A Woman - Live / Remastered</td>\n",
- " <td>Dizzy Miss Lizzy - Live / Remastered</td>\n",
- " <td>Ticket To Ride - Live / Remastered</td>\n",
- " <td>Can't Buy Me Love - Live / Remastered</td>\n",
+ " <td>Respectable - Remastered</td>\n",
+ " <td>Before They Make Me Run - Remastered</td>\n",
+ " <td>Beast Of Burden - Remastered</td>\n",
+ " <td>Shattered - Remastered</td>\n",
+ " <td>Miss You - Remastered</td>\n",
" </tr>\n",
" <tr>\n",
" <th>popularity</th>\n",
- " <td>47</td>\n",
- " <td>43</td>\n",
- " <td>42</td>\n",
- " <td>43</td>\n",
- " <td>43</td>\n",
+ " <td>32</td>\n",
+ " <td>27</td>\n",
+ " <td>61</td>\n",
+ " <td>31</td>\n",
+ " <td>50</td>\n",
" </tr>\n",
" <tr>\n",
" <th>preview_url</th>\n",
- " <td>https://p.scdn.co/mp3-preview/cd82d2f8f92a7222...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/37806a7d82c5d2a8...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/5ee6d20e1808908e...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/558bb39228550744...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/c6b9c820e62868db...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/f5e932d9acc6a359...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/ee5832b597975b27...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/6707390f6c75c161...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/bd736b977c5779dd...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/24d78633a528e097...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>track_number</th>\n",
+ " <td>7</td>\n",
+ " <td>8</td>\n",
+ " <td>9</td>\n",
+ " <td>10</td>\n",
" <td>1</td>\n",
- " <td>2</td>\n",
- " <td>3</td>\n",
- " <td>4</td>\n",
- " <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>type</th>\n",
" </tr>\n",
" <tr>\n",
" <th>uri</th>\n",
- " <td>spotify:track:4edArG2VehvJdwOZfYOxtK</td>\n",
- " <td>spotify:track:150EAeMGWJRubuH8zyx7h8</td>\n",
- " <td>spotify:track:1fVeHYkyMxrjbjRAD9uWsZ</td>\n",
- " <td>spotify:track:0GRplBEB2FWCKutwMmS6nY</td>\n",
- " <td>spotify:track:1eVymk74iroqhsZxm0Vy3g</td>\n",
+ " <td>spotify:track:0Za26pWVLQpKfXmb9FX10S</td>\n",
+ " <td>spotify:track:6295nz7PVXm49Ihqwm39Ew</td>\n",
+ " <td>spotify:track:0832Tptls5YicHPGgw7ssP</td>\n",
+ " <td>spotify:track:6yq33zsqWCd8cYXQdtAFZ9</td>\n",
+ " <td>spotify:track:5pTWpY8l7B1XcQnijEFGFj</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
],
"text/plain": [
" 0 \\\n",
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- "album {'artists': [{'href': 'https://api.spotify.com... \n",
- "album_id 5XfJmldgWzrc1AIdbBaVZn \n",
- "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "_id 0Za26pWVLQpKfXmb9FX10S \n",
+ "album {'href': 'https://api.spotify.com/v1/albums/54... \n",
+ "album_id 54sqbAXxR1jFfyXb1WvrHK \n",
+ "artists [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'name': 'The... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
"disc_number 1 \n",
- "duration_ms 93506 \n",
+ "duration_ms 187440 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBUM71603960'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/4e... \n",
- "href https://api.spotify.com/v1/tracks/4edArG2VehvJ... \n",
- "id 4edArG2VehvJdwOZfYOxtK \n",
- "name Twist And Shout - Live / Remastered \n",
- "popularity 47 \n",
- "preview_url https://p.scdn.co/mp3-preview/cd82d2f8f92a7222... \n",
- "track_number 1 \n",
+ "external_ids {'isrc': 'GBCJN7800007'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/0Z... \n",
+ "href https://api.spotify.com/v1/tracks/0Za26pWVLQpK... \n",
+ "id 0Za26pWVLQpKfXmb9FX10S \n",
+ "name Respectable - Remastered \n",
+ "popularity 32 \n",
+ "preview_url https://p.scdn.co/mp3-preview/f5e932d9acc6a359... \n",
+ "track_number 7 \n",
"type track \n",
- "uri spotify:track:4edArG2VehvJdwOZfYOxtK \n",
+ "uri spotify:track:0Za26pWVLQpKfXmb9FX10S \n",
"\n",
" 1 \\\n",
- "_id 150EAeMGWJRubuH8zyx7h8 \n",
- "album {'artists': [{'href': 'https://api.spotify.com... \n",
- "album_id 5XfJmldgWzrc1AIdbBaVZn \n",
- "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "_id 6295nz7PVXm49Ihqwm39Ew \n",
+ "album {'href': 'https://api.spotify.com/v1/albums/54... \n",
+ "album_id 54sqbAXxR1jFfyXb1WvrHK \n",
+ "artists [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'name': 'The... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
"disc_number 1 \n",
- "duration_ms 192053 \n",
+ "duration_ms 204960 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBUM71603957'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/15... \n",
- "href https://api.spotify.com/v1/tracks/150EAeMGWJRu... \n",
- "id 150EAeMGWJRubuH8zyx7h8 \n",
- "name She's A Woman - Live / Remastered \n",
- "popularity 43 \n",
- "preview_url https://p.scdn.co/mp3-preview/37806a7d82c5d2a8... \n",
- "track_number 2 \n",
+ "external_ids {'isrc': 'GBCJN7800008'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/62... \n",
+ "href https://api.spotify.com/v1/tracks/6295nz7PVXm4... \n",
+ "id 6295nz7PVXm49Ihqwm39Ew \n",
+ "name Before They Make Me Run - Remastered \n",
+ "popularity 27 \n",
+ "preview_url https://p.scdn.co/mp3-preview/ee5832b597975b27... \n",
+ "track_number 8 \n",
"type track \n",
- "uri spotify:track:150EAeMGWJRubuH8zyx7h8 \n",
+ "uri spotify:track:6295nz7PVXm49Ihqwm39Ew \n",
"\n",
" 2 \\\n",
- "_id 1fVeHYkyMxrjbjRAD9uWsZ \n",
- "album {'artists': [{'href': 'https://api.spotify.com... \n",
- "album_id 5XfJmldgWzrc1AIdbBaVZn \n",
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+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1ZBnd9Z80QPQ58BaL5OWlP</td>\n",
+ " <td>When You're Gone</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>375</th>\n",
- " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
- " <td>Pablo Honey</td>\n",
- " <td>Radiohead</td>\n",
- " <td>3ovbSnT5NNhl1gzMcw1NRZ</td>\n",
- " <td>Thinking About You</td>\n",
+ " <th>663</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>624njB7Ny3mlA46QokEin9</td>\n",
+ " <td>No Spare Parts</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>376</th>\n",
- " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
- " <td>Pablo Honey</td>\n",
- " <td>Radiohead</td>\n",
- " <td>4NUc1M0CS7b6zvWoyvibju</td>\n",
- " <td>Anyone Can Play Guitar</td>\n",
+ " <th>664</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>0WpZfMNsNhiEJ8RSLyjElp</td>\n",
+ " <td>Don't Be A Stranger</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>377</th>\n",
- " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
- " <td>Pablo Honey</td>\n",
- " <td>Radiohead</td>\n",
- " <td>4nklmaiY4gfQI3SB1sLGsd</td>\n",
- " <td>Ripcord</td>\n",
+ " <th>665</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>0Baq94uZKy4pPvnc40xjPX</td>\n",
+ " <td>We Had It All</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>378</th>\n",
- " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
- " <td>Pablo Honey</td>\n",
- " <td>Radiohead</td>\n",
- " <td>11qDTSr3Dj4TkPnBcIOqEJ</td>\n",
- " <td>Vegetable</td>\n",
+ " <th>666</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>4oOU3GgiZblheOI9JUmM1f</td>\n",
+ " <td>Tallahassee Lassie</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>379</th>\n",
- " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
- " <td>Pablo Honey</td>\n",
- " <td>Radiohead</td>\n",
- " <td>4D6ZExVvYLZxhcAvifX5px</td>\n",
- " <td>Prove Yourself</td>\n",
+ " <th>667</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>4LW3JaAze7gF8DpPBb2zzl</td>\n",
+ " <td>I Love You Too Much</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>380</th>\n",
- " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
- " <td>Pablo Honey</td>\n",
- " <td>Radiohead</td>\n",
- " <td>48IEDejXX5LH8TAC3VIGpc</td>\n",
- " <td>I Can't</td>\n",
+ " <th>668</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>4LSyTg4sm3N99Pcckw9zjf</td>\n",
+ " <td>Keep Up Blues</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>381</th>\n",
- " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
- " <td>Pablo Honey</td>\n",
- " <td>Radiohead</td>\n",
- " <td>2B5P22cfUadACK7jLQegU6</td>\n",
- " <td>Lurgee</td>\n",
+ " <th>669</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>3u06WsJ1KtvEqmmmZqy76J</td>\n",
+ " <td>You Win Again</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>382</th>\n",
- " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
- " <td>Pablo Honey</td>\n",
- " <td>Radiohead</td>\n",
- " <td>6qttbImnJ5wuA8AtDKEy18</td>\n",
- " <td>Blow Out</td>\n",
+ " <th>670</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>7DgRvvPcJlxks2lNpudsuT</td>\n",
+ " <td>Petrol Blues</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>383 rows × 5 columns</p>\n",
+ "<p>671 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
- " album_id album_name artist_name \\\n",
- "0 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "1 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "2 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "3 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "4 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "5 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "6 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "7 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "8 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "9 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "10 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "11 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "12 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "13 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "14 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "15 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "16 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "17 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "18 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "19 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "20 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "21 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "22 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "23 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "24 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "25 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "26 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "27 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "28 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "29 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- ".. ... ... ... \n",
- "353 7dxKtc08dYeRVHt3p9CZJn OK Computer Radiohead \n",
- "354 7dxKtc08dYeRVHt3p9CZJn OK Computer Radiohead \n",
- "355 7dxKtc08dYeRVHt3p9CZJn OK Computer Radiohead \n",
- "356 7dxKtc08dYeRVHt3p9CZJn OK Computer Radiohead \n",
- "357 7dxKtc08dYeRVHt3p9CZJn OK Computer Radiohead \n",
- "358 7dxKtc08dYeRVHt3p9CZJn OK Computer Radiohead \n",
- "359 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "360 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "361 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "362 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "363 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "364 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "365 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "366 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "367 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "368 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "369 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "370 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "371 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
- "372 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
- "373 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
- "374 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
- "375 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
- "376 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
- "377 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
- "378 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
- "379 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
- "380 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
- "381 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
- "382 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
+ " album_id album_name artist_name \\\n",
+ "0 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "1 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "2 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "3 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "4 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "5 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "6 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "7 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "8 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "9 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "10 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "11 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "12 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "13 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "14 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "15 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "16 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "17 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "18 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "19 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "20 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "21 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "22 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "23 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "24 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "25 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "26 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "27 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "28 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "29 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ ".. ... ... ... \n",
+ "641 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n",
+ "642 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n",
+ "643 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n",
+ "644 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n",
+ "645 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n",
+ "646 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n",
+ "647 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n",
+ "648 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n",
+ "649 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "650 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "651 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "652 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "653 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "654 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "655 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "656 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "657 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "658 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "659 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "660 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "661 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "662 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "663 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "664 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "665 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "666 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "667 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "668 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "669 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "670 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
"\n",
" track_id track_name \n",
"0 4edArG2VehvJdwOZfYOxtK Twist And Shout - Live / Remastered \n",
"28 0vXGSlE4ft3n5JHZMHHSIj Day Tripper - Remastered 2015 \n",
"29 0Lckblu9CJUXOeMV0XY3b9 We Can Work It Out - Remastered 2015 \n",
".. ... ... \n",
- "353 53aFGAl0Vebwp2bo8wtdWR Fitter Happier \n",
- "354 6PBHfI3G8MlQ8qdItoVoxL Electioneering \n",
- "355 0R332cdlS9LyE0Ge2PSlVC Climbing Up the Walls \n",
- "356 1bSpwPhAxZwlR2enJJsv7U No Surprises \n",
- "357 6n7GUf2h8D2Ad2wUy5s7nE Lucky \n",
- "358 75YUnz58ajMo2VIIuUFvOV The Tourist \n",
- "359 05evePUsIT1cmIURp1hgu6 Planet Telex \n",
- "360 3aDUSpF3LexOr1lFKvPV2h The Bends \n",
- "361 5jafMI8FLibnjkYTZ33m0c High And Dry \n",
- "362 045sp2JToyTaaKyXkGejPy Fake Plastic Trees \n",
- "363 0OT4Rhd9cw1yajN9ZxL6qL Bones \n",
- "364 4QbQ55kHcRNho6XLaPctT1 (Nice Dream) \n",
- "365 4SE81CrzH0qPA8KHqM9Syz Just \n",
- "366 4dPKQxaraW6CG1rTBzV6DW My Iron Lung \n",
- "367 7wB2VenWR6rchtLwawreIg Bullet Proof ... I Wish I Was \n",
- "368 6JzzI3YxHCcjZ7MCQS2YS1 Black Star \n",
- "369 4HtPAkZnSyGtNvBnfDc2nw Sulk \n",
- "370 5gz38AxRkD6Ywxd4fr2pLj Street Spirit (Fade Out) \n",
- "371 1MyqLTRhgyWPw7v107BEuI You \n",
- "372 6b2oQwSGFkzsMtQruIWm2p Creep \n",
- "373 71wIOoaoVMUwskK5yCXZL4 How Do You? \n",
- "374 2zYmvi3w2T8a9Ckrv21bvW Stop Whispering \n",
- "375 3ovbSnT5NNhl1gzMcw1NRZ Thinking About You \n",
- "376 4NUc1M0CS7b6zvWoyvibju Anyone Can Play Guitar \n",
- "377 4nklmaiY4gfQI3SB1sLGsd Ripcord \n",
- "378 11qDTSr3Dj4TkPnBcIOqEJ Vegetable \n",
- "379 4D6ZExVvYLZxhcAvifX5px Prove Yourself \n",
- "380 48IEDejXX5LH8TAC3VIGpc I Can't \n",
- "381 2B5P22cfUadACK7jLQegU6 Lurgee \n",
- "382 6qttbImnJ5wuA8AtDKEy18 Blow Out \n",
+ "641 5ZesVHq9Nox8YjOR1kCpbN Just My Imagination (Running Away With Me) - R... \n",
+ "642 6hLpp90qMxG3TMvMzwJsiQ Some Girls - Remastered \n",
+ "643 3WqR7lRoHEvG0ExkAqBkPj Lies - Remastered \n",
+ "644 06PEXSCNl8Xwf2633TdNnx Far Away Eyes - Remastered \n",
+ "645 0Za26pWVLQpKfXmb9FX10S Respectable - Remastered \n",
+ "646 6295nz7PVXm49Ihqwm39Ew Before They Make Me Run - Remastered \n",
+ "647 0832Tptls5YicHPGgw7ssP Beast Of Burden - Remastered \n",
+ "648 6yq33zsqWCd8cYXQdtAFZ9 Shattered - Remastered \n",
+ "649 5pTWpY8l7B1XcQnijEFGFj Miss You - Remastered \n",
+ "650 4E8qFhiuYAWEYYAsYIf4dW When The Whip Comes Down - Remastered \n",
+ "651 7sDQlyQACyT7mNHFwwEMI7 Just My Imagination (Running Away With Me) - R... \n",
+ "652 48bJ1sWhJKdB8M43uqi924 Some Girls - Remastered \n",
+ "653 6362zAWHGgbrQaoeCFZpuO Lies - Remastered \n",
+ "654 4RlD0KvoqPZy5n9Zi76X9l Far Away Eyes - Remastered \n",
+ "655 33PXyHrkIHxp6PBVPlQGx7 Respectable - Remastered \n",
+ "656 7vsPbFinz35mfQO5d6oL0l Before They Make Me Run - Remastered \n",
+ "657 7pfVe0VrMK5QhTaAYzkuYn Beast Of Burden - Remastered \n",
+ "658 2giRM7RrP6utWLAb8jnFFk Shattered - Remastered \n",
+ "659 1V25DJ3ghDJs8m58jbVMbf Claudine \n",
+ "660 3rNTjyvxae83nJCLMxoVSW So Young \n",
+ "661 5oAcuuY504M7eDCln5Xq89 Do You Think I Really Care \n",
+ "662 1ZBnd9Z80QPQ58BaL5OWlP When You're Gone \n",
+ "663 624njB7Ny3mlA46QokEin9 No Spare Parts \n",
+ "664 0WpZfMNsNhiEJ8RSLyjElp Don't Be A Stranger \n",
+ "665 0Baq94uZKy4pPvnc40xjPX We Had It All \n",
+ "666 4oOU3GgiZblheOI9JUmM1f Tallahassee Lassie \n",
+ "667 4LW3JaAze7gF8DpPBb2zzl I Love You Too Much \n",
+ "668 4LSyTg4sm3N99Pcckw9zjf Keep Up Blues \n",
+ "669 3u06WsJ1KtvEqmmmZqy76J You Win Again \n",
+ "670 7DgRvvPcJlxks2lNpudsuT Petrol Blues \n",
"\n",
- "[383 rows x 5 columns]"
+ "[671 rows x 5 columns]"
]
},
- "execution_count": 52,
+ "execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 26,
"metadata": {
"collapsed": true
},
},
{
"cell_type": "code",
- "execution_count": 30,
+ "execution_count": 1,
"metadata": {
- "collapsed": true
+ "collapsed": false
},
"outputs": [],
"source": [
" url = 'https://api.spotify.com/v1/audio-features?ids={ids}'.format(ids=','.join(track_ids))\n",
" headers = {'Authorization': auth_type + ' ' + auth_token}\n",
" request = urllib.request.Request(url, headers=headers, method='GET')\n",
- " with urllib.request.urlopen(request) as f:\n",
- " response = json.loads(f.read().decode('utf-8'))\n",
- " for track in response['audio_features']:\n",
- " tracks.update_one({'_id': track['id']}, {'$set': track})"
+ " \n",
+ " for _ in range(10):\n",
+ " try:\n",
+ " with urllib.request.urlopen(request) as f:\n",
+ " response = json.loads(f.read().decode('utf-8'))\n",
+ " for track in response['audio_features']:\n",
+ " tracks.update_one({'_id': track['id']}, {'$set': track})\n",
+ " break\n",
+ " except urllib.error.HTTPError as e:\n",
+ " print(\"Rate limited. Pausing for\", e.info()['Retry-After'])\n",
+ " time.sleep(int(e.info()['Retry-After']) + 0.5)\n",
+ " continue"
]
},
{
"cell_type": "code",
- "execution_count": 54,
+ "execution_count": 33,
"metadata": {
"collapsed": false
},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Rate limited. Pausing for 2\n",
+ "Rate limited. Pausing for 0\n",
+ "Rate limited. Pausing for 2\n",
+ "Rate limited. Pausing for 0\n",
+ "Rate limited. Pausing for 2\n",
+ "Rate limited. Pausing for 2\n"
+ ]
+ }
+ ],
"source": [
"a_type, a_token = get_spotify_auth_token()\n",
"for a in albums.find({}, []):\n",
},
{
"cell_type": "code",
- "execution_count": 55,
+ "execution_count": 10,
"metadata": {
"collapsed": false,
"scrolled": true
" <th>8</th>\n",
" <th>9</th>\n",
" <th>...</th>\n",
+ " <th>219</th>\n",
" <th>220</th>\n",
" <th>221</th>\n",
" <th>222</th>\n",
" <th>226</th>\n",
" <th>227</th>\n",
" <th>228</th>\n",
- " <th>229</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>_id</th>\n",
+ " <td>2ucFulEWapRAmTn7l6f5Q7</td>\n",
+ " <td>2z1p43SNSbeowzy8WdYHNk</td>\n",
+ " <td>3ckvsHnEffhhS5c0Cs6Gv5</td>\n",
" <td>4edArG2VehvJdwOZfYOxtK</td>\n",
" <td>150EAeMGWJRubuH8zyx7h8</td>\n",
" <td>1fVeHYkyMxrjbjRAD9uWsZ</td>\n",
" <td>1eVymk74iroqhsZxm0Vy3g</td>\n",
" <td>2p5a9gu6NECVSvBtGSU1vm</td>\n",
" <td>1HyLh5cctOnP186CBi8bhm</td>\n",
- " <td>7fZEWm7TAL2oZDyiYrrgnk</td>\n",
- " <td>21nhooOxso7CCoHPE73w4L</td>\n",
- " <td>1alcPfZWUHh01l4Fnoo5Jt</td>\n",
" <td>...</td>\n",
" <td>43feVCF6QfqIt9LnLs9BAH</td>\n",
" <td>3NwEPV9MDr1z3KcHiAuz9d</td>\n",
" </tr>\n",
" <tr>\n",
" <th>acousticness</th>\n",
+ " <td>0.425</td>\n",
+ " <td>0.368</td>\n",
+ " <td>0.614</td>\n",
" <td>7.67e-05</td>\n",
" <td>0.00675</td>\n",
" <td>0.0131</td>\n",
" <td>0.00865</td>\n",
" <td>0.0836</td>\n",
" <td>0.00242</td>\n",
- " <td>0.0358</td>\n",
- " <td>0.0439</td>\n",
- " <td>0.02</td>\n",
" <td>...</td>\n",
" <td>0.607</td>\n",
" <td>0.767</td>\n",
" </tr>\n",
" <tr>\n",
" <th>album</th>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'name': 'The Beatles (Remastered)', 'images':...</td>\n",
+ " <td>{'name': 'Magical Mystery Tour (Remastered)', ...</td>\n",
+ " <td>{'name': 'Beatles For Sale (Remastered)', 'ima...</td>\n",
+ " <td>{'name': 'Live At The Hollywood Bowl', 'images...</td>\n",
+ " <td>{'name': 'Live At The Hollywood Bowl', 'images...</td>\n",
+ " <td>{'name': 'Live At The Hollywood Bowl', 'images...</td>\n",
+ " <td>{'name': 'Live At The Hollywood Bowl', 'images...</td>\n",
+ " <td>{'name': 'Live At The Hollywood Bowl', 'images...</td>\n",
+ " <td>{'name': 'Live At The Hollywood Bowl', 'images...</td>\n",
+ " <td>{'name': 'Live At The Hollywood Bowl', 'images...</td>\n",
" <td>...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'name': 'Please Please Me (Remastered)', 'ima...</td>\n",
+ " <td>{'name': 'Please Please Me (Remastered)', 'ima...</td>\n",
+ " <td>{'name': 'Please Please Me (Remastered)', 'ima...</td>\n",
+ " <td>{'name': 'Please Please Me (Remastered)', 'ima...</td>\n",
+ " <td>{'name': 'Please Please Me (Remastered)', 'ima...</td>\n",
+ " <td>{'name': 'Please Please Me (Remastered)', 'ima...</td>\n",
+ " <td>{'name': 'Please Please Me (Remastered)', 'ima...</td>\n",
+ " <td>{'name': 'Please Please Me (Remastered)', 'ima...</td>\n",
+ " <td>{'name': 'Please Please Me (Remastered)', 'ima...</td>\n",
+ " <td>{'name': 'Please Please Me (Remastered)', 'ima...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>album_id</th>\n",
- " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
- " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
- " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
+ " <td>03Qh833fEdVT30Pfs93ea6</td>\n",
+ " <td>6P9yO0ukhOx3dvmhGKeYoC</td>\n",
+ " <td>7BgGBZndAvDlKOcwe5rscZ</td>\n",
" <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
" <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
" <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
" </tr>\n",
" <tr>\n",
" <th>analysis_url</th>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/2ucF...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/2z1p...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/3ckv...</td>\n",
" <td>https://api.spotify.com/v1/audio-analysis/4edA...</td>\n",
" <td>https://api.spotify.com/v1/audio-analysis/150E...</td>\n",
" <td>https://api.spotify.com/v1/audio-analysis/1fVe...</td>\n",
" <td>https://api.spotify.com/v1/audio-analysis/1eVy...</td>\n",
" <td>https://api.spotify.com/v1/audio-analysis/2p5a...</td>\n",
" <td>https://api.spotify.com/v1/audio-analysis/1HyL...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/7fZE...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/21nh...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/1alc...</td>\n",
" <td>...</td>\n",
" <td>https://api.spotify.com/v1/audio-analysis/43fe...</td>\n",
" <td>https://api.spotify.com/v1/audio-analysis/3NwE...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>artists</th>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
" <td>...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>available_markets</th>\n",
" <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
" </tr>\n",
" <tr>\n",
+ " <th>complexity</th>\n",
+ " <td>0.0598502</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0.293946</td>\n",
+ " <td>0.316303</td>\n",
+ " <td>0.445783</td>\n",
+ " <td>0.334303</td>\n",
+ " <td>0.493981</td>\n",
+ " <td>0.24995</td>\n",
+ " <td>0.467134</td>\n",
+ " <td>...</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>ctitle</th>\n",
+ " <td>wild honey pie</td>\n",
+ " <td>flying</td>\n",
+ " <td>kansas city heyheyheyhey</td>\n",
+ " <td>twist and shout</td>\n",
+ " <td>shes a woman</td>\n",
+ " <td>dizzy miss lizzy</td>\n",
+ " <td>ticket to ride</td>\n",
+ " <td>cant buy me love</td>\n",
+ " <td>things we said today</td>\n",
+ " <td>roll over beethoven</td>\n",
+ " <td>...</td>\n",
+ " <td>boys</td>\n",
+ " <td>ask me why</td>\n",
+ " <td>please please me</td>\n",
+ " <td>love me do</td>\n",
+ " <td>ps i love you</td>\n",
+ " <td>baby its you</td>\n",
+ " <td>do you want to know a secret</td>\n",
+ " <td>a taste of honey</td>\n",
+ " <td>theres a place</td>\n",
+ " <td>twist and shout</td>\n",
+ " </tr>\n",
+ " <tr>\n",
" <th>danceability</th>\n",
+ " <td>0.792</td>\n",
+ " <td>0.551</td>\n",
+ " <td>0.588</td>\n",
" <td>0.311</td>\n",
" <td>0.188</td>\n",
" <td>0.406</td>\n",
" <td>0.2</td>\n",
" <td>0.307</td>\n",
" <td>0.204</td>\n",
- " <td>0.226</td>\n",
- " <td>0.293</td>\n",
- " <td>0.436</td>\n",
" <td>...</td>\n",
" <td>0.402</td>\n",
" <td>0.605</td>\n",
" </tr>\n",
" <tr>\n",
" <th>duration_ms</th>\n",
+ " <td>52973</td>\n",
+ " <td>135520</td>\n",
+ " <td>158147</td>\n",
" <td>93507</td>\n",
" <td>192053</td>\n",
" <td>219733</td>\n",
" <td>134867</td>\n",
" <td>138733</td>\n",
" <td>134013</td>\n",
- " <td>128747</td>\n",
- " <td>193760</td>\n",
- " <td>172600</td>\n",
" <td>...</td>\n",
" <td>146440</td>\n",
" <td>146533</td>\n",
" </tr>\n",
" <tr>\n",
" <th>energy</th>\n",
+ " <td>0.763</td>\n",
+ " <td>0.395</td>\n",
+ " <td>0.724</td>\n",
" <td>0.822</td>\n",
" <td>0.885</td>\n",
" <td>0.867</td>\n",
" <td>0.849</td>\n",
" <td>0.637</td>\n",
" <td>0.808</td>\n",
- " <td>0.933</td>\n",
- " <td>0.866</td>\n",
- " <td>0.772</td>\n",
" <td>...</td>\n",
" <td>0.86</td>\n",
" <td>0.394</td>\n",
" </tr>\n",
" <tr>\n",
" <th>external_ids</th>\n",
+ " <td>{'isrc': 'GBAYE0601648'}</td>\n",
+ " <td>{'isrc': 'GBAYE0601635'}</td>\n",
+ " <td>{'isrc': 'GBAYE0601457'}</td>\n",
" <td>{'isrc': 'GBUM71603960'}</td>\n",
" <td>{'isrc': 'GBUM71603957'}</td>\n",
" <td>{'isrc': 'GBUM71603952'}</td>\n",
" <td>{'isrc': 'GBUM71603951'}</td>\n",
" <td>{'isrc': 'GBUM71603958'}</td>\n",
" <td>{'isrc': 'GBUM71603955'}</td>\n",
- " <td>{'isrc': 'GBUM71603950'}</td>\n",
- " <td>{'isrc': 'GBUM71603948'}</td>\n",
- " <td>{'isrc': 'GBUM71603953'}</td>\n",
" <td>...</td>\n",
" <td>{'isrc': 'GBAYE0601414'}</td>\n",
" <td>{'isrc': 'GBAYE0601415'}</td>\n",
" </tr>\n",
" <tr>\n",
" <th>external_urls</th>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/2u...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/2z...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/3c...</td>\n",
" <td>{'spotify': 'https://open.spotify.com/track/4e...</td>\n",
" <td>{'spotify': 'https://open.spotify.com/track/15...</td>\n",
" <td>{'spotify': 'https://open.spotify.com/track/1f...</td>\n",
" <td>{'spotify': 'https://open.spotify.com/track/1e...</td>\n",
" <td>{'spotify': 'https://open.spotify.com/track/2p...</td>\n",
" <td>{'spotify': 'https://open.spotify.com/track/1H...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/7f...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/21...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/1a...</td>\n",
" <td>...</td>\n",
" <td>{'spotify': 'https://open.spotify.com/track/43...</td>\n",
" <td>{'spotify': 'https://open.spotify.com/track/3N...</td>\n",
" <td>{'spotify': 'https://open.spotify.com/track/4Z...</td>\n",
" </tr>\n",
" <tr>\n",
+ " <th>gloom</th>\n",
+ " <td>0.418731</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0.238815</td>\n",
+ " <td>0.22727</td>\n",
+ " <td>0.154272</td>\n",
+ " <td>0.35295</td>\n",
+ " <td>0.242494</td>\n",
+ " <td>0.307075</td>\n",
+ " <td>0.22049</td>\n",
+ " <td>...</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
" <th>href</th>\n",
+ " <td>https://api.spotify.com/v1/tracks/2ucFulEWapRA...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/2z1p43SNSbeo...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/3ckvsHnEffhh...</td>\n",
" <td>https://api.spotify.com/v1/tracks/4edArG2VehvJ...</td>\n",
" <td>https://api.spotify.com/v1/tracks/150EAeMGWJRu...</td>\n",
" <td>https://api.spotify.com/v1/tracks/1fVeHYkyMxrj...</td>\n",
" <td>https://api.spotify.com/v1/tracks/1eVymk74iroq...</td>\n",
" <td>https://api.spotify.com/v1/tracks/2p5a9gu6NECV...</td>\n",
" <td>https://api.spotify.com/v1/tracks/1HyLh5cctOnP...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/7fZEWm7TAL2o...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/21nhooOxso7C...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1alcPfZWUHh0...</td>\n",
" <td>...</td>\n",
" <td>https://api.spotify.com/v1/tracks/43feVCF6QfqI...</td>\n",
" <td>https://api.spotify.com/v1/tracks/3NwEPV9MDr1z...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>id</th>\n",
+ " <td>2ucFulEWapRAmTn7l6f5Q7</td>\n",
+ " <td>2z1p43SNSbeowzy8WdYHNk</td>\n",
+ " <td>3ckvsHnEffhhS5c0Cs6Gv5</td>\n",
" <td>4edArG2VehvJdwOZfYOxtK</td>\n",
" <td>150EAeMGWJRubuH8zyx7h8</td>\n",
" <td>1fVeHYkyMxrjbjRAD9uWsZ</td>\n",
" <td>1eVymk74iroqhsZxm0Vy3g</td>\n",
" <td>2p5a9gu6NECVSvBtGSU1vm</td>\n",
" <td>1HyLh5cctOnP186CBi8bhm</td>\n",
- " <td>7fZEWm7TAL2oZDyiYrrgnk</td>\n",
- " <td>21nhooOxso7CCoHPE73w4L</td>\n",
- " <td>1alcPfZWUHh01l4Fnoo5Jt</td>\n",
" <td>...</td>\n",
" <td>43feVCF6QfqIt9LnLs9BAH</td>\n",
" <td>3NwEPV9MDr1z3KcHiAuz9d</td>\n",
" </tr>\n",
" <tr>\n",
" <th>instrumentalness</th>\n",
+ " <td>0.627</td>\n",
+ " <td>0.88</td>\n",
+ " <td>8.92e-05</td>\n",
" <td>2.04e-06</td>\n",
" <td>2.42e-05</td>\n",
" <td>0.000141</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
- " <td>0.00057</td>\n",
- " <td>2.64e-06</td>\n",
- " <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <tr>\n",
" <th>key</th>\n",
" <td>2</td>\n",
+ " <td>0</td>\n",
+ " <td>7</td>\n",
+ " <td>2</td>\n",
" <td>9</td>\n",
" <td>11</td>\n",
" <td>9</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>2</td>\n",
- " <td>9</td>\n",
- " <td>0</td>\n",
- " <td>11</td>\n",
" <td>...</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>liveness</th>\n",
+ " <td>0.789</td>\n",
+ " <td>0.0932</td>\n",
+ " <td>0.877</td>\n",
" <td>0.508</td>\n",
" <td>0.85</td>\n",
" <td>0.496</td>\n",
" <td>0.894</td>\n",
" <td>0.756</td>\n",
" <td>0.634</td>\n",
- " <td>0.844</td>\n",
- " <td>0.927</td>\n",
- " <td>0.828</td>\n",
" <td>...</td>\n",
" <td>0.736</td>\n",
" <td>0.0967</td>\n",
" </tr>\n",
" <tr>\n",
" <th>loudness</th>\n",
+ " <td>-11.185</td>\n",
+ " <td>-14.755</td>\n",
+ " <td>-6.63</td>\n",
" <td>-8.696</td>\n",
" <td>-8.189</td>\n",
" <td>-6.879</td>\n",
" <td>-7.606</td>\n",
" <td>-8.35</td>\n",
" <td>-7.948</td>\n",
- " <td>-6.146</td>\n",
- " <td>-7.366</td>\n",
- " <td>-7.133</td>\n",
" <td>...</td>\n",
" <td>-10.31</td>\n",
" <td>-11.33</td>\n",
" <td>-9.198</td>\n",
" </tr>\n",
" <tr>\n",
+ " <th>lyrical_density</th>\n",
+ " <td>0.169898</td>\n",
+ " <td>0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>2.82332</td>\n",
+ " <td>0.577965</td>\n",
+ " <td>0.796421</td>\n",
+ " <td>1.85312</td>\n",
+ " <td>1.47553</td>\n",
+ " <td>1.29746</td>\n",
+ " <td>1.7461</td>\n",
+ " <td>...</td>\n",
+ " <td>0.901393</td>\n",
+ " <td>1.01001</td>\n",
+ " <td>2.19275</td>\n",
+ " <td>0.783384</td>\n",
+ " <td>1.2303</td>\n",
+ " <td>1.32694</td>\n",
+ " <td>1.1879</td>\n",
+ " <td>0.74506</td>\n",
+ " <td>0.895984</td>\n",
+ " <td>1.70075</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>lyrics</th>\n",
+ " <td>honey pie honey pie i love you, honey pie</td>\n",
+ " <td></td>\n",
+ " <td>NaN</td>\n",
+ " <td>well shake it up baby now (shake it up baby) t...</td>\n",
+ " <td>my love don't give me presents i know that she...</td>\n",
+ " <td>{intro} you make me dizzy, miss lizzy the way ...</td>\n",
+ " <td>i think i'm going to be sad i think it's today...</td>\n",
+ " <td>can't buy me love, love can't buy me love i'll...</td>\n",
+ " <td>you say you will love me if i have to go you'l...</td>\n",
+ " <td>i'm gonna write a little letter gonna mail it ...</td>\n",
+ " <td>...</td>\n",
+ " <td>i been told when a boy kiss a girl take a trip...</td>\n",
+ " <td>i love you, because you tell me things i want ...</td>\n",
+ " <td>(lennon/mccartney) last night i said these wor...</td>\n",
+ " <td>love, love me do you know i love you i'll alwa...</td>\n",
+ " <td>as i write this letter send my love to you rem...</td>\n",
+ " <td>sha la la la la la la la sha la la la la la la...</td>\n",
+ " <td>you'll never know how much i really love you y...</td>\n",
+ " <td>a taste of honey! tasting much sweeter than wi...</td>\n",
+ " <td>there is a place where i can go when i feel lo...</td>\n",
+ " <td>well shake it up baby now (shake it up baby) t...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
" <th>mode</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
- " <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
- " <td>0</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>name</th>\n",
+ " <td>Wild Honey Pie - Remastered 2009</td>\n",
+ " <td>Flying - Remastered 2009</td>\n",
+ " <td>Kansas City / Hey-Hey-Hey-Hey - Remastered 2009</td>\n",
" <td>Twist And Shout - Live / Remastered</td>\n",
" <td>She's A Woman - Live / Remastered</td>\n",
" <td>Dizzy Miss Lizzy - Live / Remastered</td>\n",
" <td>Can't Buy Me Love - Live / Remastered</td>\n",
" <td>Things We Said Today - Live / Remastered</td>\n",
" <td>Roll Over Beethoven - Live / Remastered</td>\n",
- " <td>Boys - Live / Remastered</td>\n",
- " <td>A Hard Day's Night - Live / Remastered</td>\n",
- " <td>Help! - Live / Remastered</td>\n",
" <td>...</td>\n",
" <td>Boys - Remastered 2009</td>\n",
" <td>Ask Me Why - Remastered 2009</td>\n",
" <td>Twist And Shout - Remastered 2009</td>\n",
" </tr>\n",
" <tr>\n",
+ " <th>original_lyrics</th>\n",
+ " <td>\\n\\nHoney Pie\\nHoney Pie\\nI love you, Honey Pi...</td>\n",
+ " <td>\\n\\n[Instrumental]\\n\\n</td>\n",
+ " <td>NaN</td>\n",
+ " <td>\\n\\n[Verse 1]\\nWell shake it up baby now (shak...</td>\n",
+ " <td>\\n\\n[Chorus]\\nMy love don't give me presents\\n...</td>\n",
+ " <td>\\n\\n{Intro}\\n\\nYou make me dizzy, Miss Lizzy\\n...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nI think I'm going to be sad\\nI ...</td>\n",
+ " <td>\\n\\n[Chorus 1]\\nCan't buy me love, love\\nCan't...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nYou say you will love me\\nIf I ...</td>\n",
+ " <td>\\n\\nI'm gonna write a little letter\\nGonna mai...</td>\n",
+ " <td>...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nI been told when a boy kiss a g...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nI love you, because you tell me...</td>\n",
+ " <td>\\n\\n(Lennon/McCartney)\\n\\nLast night I said th...</td>\n",
+ " <td>\\n\\nLove, love me do\\nYou know I love you\\nI'l...</td>\n",
+ " <td>\\n\\nAs I write this letter\\nSend my love to yo...</td>\n",
+ " <td>\\n\\n[Intro-The Beatles]\\nSha la la la la la la...</td>\n",
+ " <td>\\n\\n[Intro]\\nYou'll never know how much I real...</td>\n",
+ " <td>\\n\\n[Intro]\\nA taste of honey! Tasting much sw...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nThere is a place\\nWhere I can g...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nWell shake it up baby now (shak...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
" <th>popularity</th>\n",
- " <td>47</td>\n",
" <td>43</td>\n",
- " <td>42</td>\n",
+ " <td>44</td>\n",
+ " <td>38</td>\n",
+ " <td>48</td>\n",
+ " <td>45</td>\n",
+ " <td>44</td>\n",
+ " <td>44</td>\n",
+ " <td>44</td>\n",
" <td>43</td>\n",
" <td>43</td>\n",
+ " <td>...</td>\n",
" <td>42</td>\n",
" <td>41</td>\n",
- " <td>42</td>\n",
- " <td>44</td>\n",
+ " <td>48</td>\n",
+ " <td>55</td>\n",
" <td>43</td>\n",
- " <td>...</td>\n",
- " <td>41</td>\n",
+ " <td>44</td>\n",
+ " <td>48</td>\n",
" <td>40</td>\n",
- " <td>46</td>\n",
- " <td>53</td>\n",
- " <td>41</td>\n",
- " <td>42</td>\n",
- " <td>47</td>\n",
- " <td>39</td>\n",
- " <td>41</td>\n",
- " <td>63</td>\n",
+ " <td>43</td>\n",
+ " <td>64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>preview_url</th>\n",
+ " <td>https://p.scdn.co/mp3-preview/ddebab4d5e87d46a...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/15f07b753cb7e50c...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/bd13930c7706bdd4...</td>\n",
" <td>https://p.scdn.co/mp3-preview/cd82d2f8f92a7222...</td>\n",
" <td>https://p.scdn.co/mp3-preview/37806a7d82c5d2a8...</td>\n",
" <td>https://p.scdn.co/mp3-preview/5ee6d20e1808908e...</td>\n",
" <td>https://p.scdn.co/mp3-preview/c6b9c820e62868db...</td>\n",
" <td>https://p.scdn.co/mp3-preview/7b71156485b9e3e1...</td>\n",
" <td>https://p.scdn.co/mp3-preview/318950f70347c556...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/d0c2027d928e938a...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/88b8add083e60507...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/1aff27bfc59a0bc1...</td>\n",
" <td>...</td>\n",
" <td>https://p.scdn.co/mp3-preview/c84bcc2dd65c3d9b...</td>\n",
" <td>https://p.scdn.co/mp3-preview/f42256fa5367c68f...</td>\n",
" <td>https://p.scdn.co/mp3-preview/b7e3bc96b46e4dcc...</td>\n",
" </tr>\n",
" <tr>\n",
+ " <th>sentiment</th>\n",
+ " <td>{'probability': {'pos': 0.6088223652469111, 'n...</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>{'probability': {'pos': 0.500092464930449, 'ne...</td>\n",
+ " <td>{'probability': {'pos': 0.437183810867932, 'ne...</td>\n",
+ " <td>{'probability': {'pos': 0.4118957822060205, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.1745613462608472, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.2616130113907563, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.3672150785922961, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.35656423276148513, '...</td>\n",
+ " <td>...</td>\n",
+ " <td>{'probability': {'pos': 0.4595305514727438, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.20446882559048601, '...</td>\n",
+ " <td>{'probability': {'pos': 0.16446745008480748, '...</td>\n",
+ " <td>{'probability': {'pos': 0.5071807762286473, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.6580284675394283, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.3209861049246835, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.440458717583442, 'ne...</td>\n",
+ " <td>{'probability': {'pos': 0.6485651627744511, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.3487106796498656, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.500092464930449, 'ne...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
" <th>speechiness</th>\n",
+ " <td>0.0506</td>\n",
+ " <td>0.0501</td>\n",
+ " <td>0.0335</td>\n",
" <td>0.0395</td>\n",
" <td>0.0662</td>\n",
" <td>0.0461</td>\n",
" <td>0.0571</td>\n",
" <td>0.0392</td>\n",
" <td>0.0398</td>\n",
- " <td>0.108</td>\n",
- " <td>0.049</td>\n",
- " <td>0.044</td>\n",
" <td>...</td>\n",
" <td>0.0504</td>\n",
" <td>0.0378</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tempo</th>\n",
+ " <td>89.9</td>\n",
+ " <td>92.929</td>\n",
+ " <td>131.36</td>\n",
" <td>126.441</td>\n",
" <td>175.86</td>\n",
" <td>129.417</td>\n",
" <td>173.283</td>\n",
" <td>146.636</td>\n",
" <td>179.24</td>\n",
- " <td>160.11</td>\n",
- " <td>134.825</td>\n",
- " <td>96.413</td>\n",
" <td>...</td>\n",
" <td>142.445</td>\n",
" <td>133.942</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
- " <td>3</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
+ " <td>3</td>\n",
" <td>...</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>track_href</th>\n",
+ " <td>https://api.spotify.com/v1/tracks/2ucFulEWapRA...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/2z1p43SNSbeo...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/3ckvsHnEffhh...</td>\n",
" <td>https://api.spotify.com/v1/tracks/4edArG2VehvJ...</td>\n",
" <td>https://api.spotify.com/v1/tracks/150EAeMGWJRu...</td>\n",
" <td>https://api.spotify.com/v1/tracks/1fVeHYkyMxrj...</td>\n",
" <td>https://api.spotify.com/v1/tracks/1eVymk74iroq...</td>\n",
" <td>https://api.spotify.com/v1/tracks/2p5a9gu6NECV...</td>\n",
" <td>https://api.spotify.com/v1/tracks/1HyLh5cctOnP...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/7fZEWm7TAL2o...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/21nhooOxso7C...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1alcPfZWUHh0...</td>\n",
" <td>...</td>\n",
" <td>https://api.spotify.com/v1/tracks/43feVCF6QfqI...</td>\n",
" <td>https://api.spotify.com/v1/tracks/3NwEPV9MDr1z...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>track_number</th>\n",
+ " <td>5</td>\n",
+ " <td>3</td>\n",
+ " <td>7</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" <td>7</td>\n",
- " <td>8</td>\n",
- " <td>9</td>\n",
- " <td>10</td>\n",
" <td>...</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>uri</th>\n",
+ " <td>spotify:track:2ucFulEWapRAmTn7l6f5Q7</td>\n",
+ " <td>spotify:track:2z1p43SNSbeowzy8WdYHNk</td>\n",
+ " <td>spotify:track:3ckvsHnEffhhS5c0Cs6Gv5</td>\n",
" <td>spotify:track:4edArG2VehvJdwOZfYOxtK</td>\n",
" <td>spotify:track:150EAeMGWJRubuH8zyx7h8</td>\n",
" <td>spotify:track:1fVeHYkyMxrjbjRAD9uWsZ</td>\n",
" <td>spotify:track:1eVymk74iroqhsZxm0Vy3g</td>\n",
" <td>spotify:track:2p5a9gu6NECVSvBtGSU1vm</td>\n",
" <td>spotify:track:1HyLh5cctOnP186CBi8bhm</td>\n",
- " <td>spotify:track:7fZEWm7TAL2oZDyiYrrgnk</td>\n",
- " <td>spotify:track:21nhooOxso7CCoHPE73w4L</td>\n",
- " <td>spotify:track:1alcPfZWUHh01l4Fnoo5Jt</td>\n",
" <td>...</td>\n",
" <td>spotify:track:43feVCF6QfqIt9LnLs9BAH</td>\n",
" <td>spotify:track:3NwEPV9MDr1z3KcHiAuz9d</td>\n",
" </tr>\n",
" <tr>\n",
" <th>valence</th>\n",
+ " <td>0.153</td>\n",
+ " <td>0.246</td>\n",
+ " <td>0.929</td>\n",
" <td>0.588</td>\n",
" <td>0.562</td>\n",
" <td>0.758</td>\n",
" <td>0.669</td>\n",
" <td>0.395</td>\n",
" <td>0.726</td>\n",
- " <td>0.641</td>\n",
- " <td>0.635</td>\n",
- " <td>0.515</td>\n",
" <td>...</td>\n",
" <td>0.825</td>\n",
" <td>0.606</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>34 rows × 230 columns</p>\n",
+ "<p>41 rows × 229 columns</p>\n",
"</div>"
],
"text/plain": [
" 0 \\\n",
- "_id 4edArG2VehvJdwOZfYOxtK \n",
- "acousticness 7.67e-05 \n",
- "album {'artists': [{'href': 'https://api.spotify.com... \n",
- "album_id 5XfJmldgWzrc1AIdbBaVZn \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/4edA... \n",
+ "_id 2ucFulEWapRAmTn7l6f5Q7 \n",
+ "acousticness 0.425 \n",
+ "album {'name': 'The Beatles (Remastered)', 'images':... \n",
+ "album_id 03Qh833fEdVT30Pfs93ea6 \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/2ucF... \n",
"artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
"artist_name The Beatles \n",
- "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "artists [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
- "danceability 0.311 \n",
+ "complexity 0.0598502 \n",
+ "ctitle wild honey pie \n",
+ "danceability 0.792 \n",
"disc_number 1 \n",
- "duration_ms 93507 \n",
- "energy 0.822 \n",
+ "duration_ms 52973 \n",
+ "energy 0.763 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBUM71603960'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/4e... \n",
- "href https://api.spotify.com/v1/tracks/4edArG2VehvJ... \n",
- "id 4edArG2VehvJdwOZfYOxtK \n",
- "instrumentalness 2.04e-06 \n",
+ "external_ids {'isrc': 'GBAYE0601648'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/2u... \n",
+ "gloom 0.418731 \n",
+ "href https://api.spotify.com/v1/tracks/2ucFulEWapRA... \n",
+ "id 2ucFulEWapRAmTn7l6f5Q7 \n",
+ "instrumentalness 0.627 \n",
"key 2 \n",
- "liveness 0.508 \n",
- "loudness -8.696 \n",
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"external_urls {'spotify': 'https://open.spotify.com/track/50... \n",
+ "gloom NaN \n",
"href https://api.spotify.com/v1/tracks/50jq8RgbDfmN... \n",
"id 50jq8RgbDfmNNd0NiRnl4L \n",
"instrumentalness 4.22e-06 \n",
"key 4 \n",
"liveness 0.172 \n",
"loudness -10.009 \n",
+ "lyrical_density 0.895984 \n",
+ "lyrics there is a place where i can go when i feel lo... \n",
"mode 1 \n",
"name There's A Place - Remastered 2009 \n",
- "popularity 41 \n",
+ "original_lyrics \\n\\n[Verse 1]\\nThere is a place\\nWhere I can g... \n",
+ "popularity 43 \n",
"preview_url https://p.scdn.co/mp3-preview/5260a1d4f12c23ac... \n",
+ "sentiment {'probability': {'pos': 0.3487106796498656, 'n... \n",
"speechiness 0.0292 \n",
"tempo 140.928 \n",
"time_signature 4 \n",
"uri spotify:track:50jq8RgbDfmNNd0NiRnl4L \n",
"valence 0.928 \n",
"\n",
- " 229 \n",
+ " 228 \n",
"_id 4Z1fbYp0HuxLBje4MOZcSD \n",
"acousticness 0.641 \n",
- "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album {'name': 'Please Please Me (Remastered)', 'ima... \n",
"album_id 7gDXyW16byCQOgK965BRzn \n",
"analysis_url https://api.spotify.com/v1/audio-analysis/4Z1f... \n",
"artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
"artist_name The Beatles \n",
- "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "artists [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
+ "complexity NaN \n",
+ "ctitle twist and shout \n",
"danceability 0.482 \n",
"disc_number 1 \n",
"duration_ms 155227 \n",
"explicit False \n",
"external_ids {'isrc': 'GBAYE0601423'} \n",
"external_urls {'spotify': 'https://open.spotify.com/track/4Z... \n",
+ "gloom NaN \n",
"href https://api.spotify.com/v1/tracks/4Z1fbYp0HuxL... \n",
"id 4Z1fbYp0HuxLBje4MOZcSD \n",
"instrumentalness 7.74e-06 \n",
"key 2 \n",
"liveness 0.0414 \n",
"loudness -9.198 \n",
+ "lyrical_density 1.70075 \n",
+ "lyrics well shake it up baby now (shake it up baby) t... \n",
"mode 1 \n",
"name Twist And Shout - Remastered 2009 \n",
- "popularity 63 \n",
+ "original_lyrics \\n\\n[Verse 1]\\nWell shake it up baby now (shak... \n",
+ "popularity 64 \n",
"preview_url https://p.scdn.co/mp3-preview/b7e3bc96b46e4dcc... \n",
+ "sentiment {'probability': {'pos': 0.500092464930449, 'ne... \n",
"speechiness 0.0452 \n",
"tempo 124.631 \n",
"time_signature 4 \n",
"uri spotify:track:4Z1fbYp0HuxLBje4MOZcSD \n",
"valence 0.942 \n",
"\n",
- "[34 rows x 230 columns]"
+ "[41 rows x 229 columns]"
]
},
- "execution_count": 55,
+ "execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 56,
+ "execution_count": 11,
"metadata": {
"collapsed": false,
"scrolled": true
" <tbody>\n",
" <tr>\n",
" <th>_id</th>\n",
- " <td>6tLALP9mi7VbNC7s16iBRK</td>\n",
- " <td>3wxmJSQ3Z1HfAuxeHQoZcE</td>\n",
- " <td>4tCwsdqqG4jASHhbsMHCx0</td>\n",
" <td>0eECFDnWy0RdjMmJ8NOeAL</td>\n",
- " <td>1amSa5xo79zINsgrpNlNge</td>\n",
- " <td>4sLGaMl33I6mcsk7u4xHAU</td>\n",
- " <td>4OrGm3fBdhlXuHtRBoLUMW</td>\n",
- " <td>2rA36OZNb3LkvqcNro1ugK</td>\n",
- " <td>3pcCifdPTc2BbqmWpEhtUd</td>\n",
- " <td>1uRxyAup7OYrlh2SHJb80N</td>\n",
+ " <td>6Unw1AAcpS1ZgZoRlj2jxA</td>\n",
+ " <td>5hfzW7LG97Hxv62HHUKgaj</td>\n",
+ " <td>64lecUR19lBSu317AzVZv3</td>\n",
+ " <td>1CxhtUbe1o2PeMM3l5Kch6</td>\n",
+ " <td>2H7Y8wYixrSlKJoaZ1N2yl</td>\n",
+ " <td>3zkFTfcboFcOdno0CHCmTc</td>\n",
+ " <td>7KKglMFf5KV0PIDSAOqfnH</td>\n",
+ " <td>4raxzmnFq93jfKC8c3xcIv</td>\n",
+ " <td>1gaAIZ4vGQ6QvDUgN2Xyus</td>\n",
" <td>...</td>\n",
" <td>71wIOoaoVMUwskK5yCXZL4</td>\n",
" <td>2zYmvi3w2T8a9Ckrv21bvW</td>\n",
" </tr>\n",
" <tr>\n",
" <th>acousticness</th>\n",
- " <td>0.62</td>\n",
- " <td>0.42</td>\n",
- " <td>0.427</td>\n",
" <td>0.00101</td>\n",
- " <td>0.0895</td>\n",
- " <td>0.841</td>\n",
- " <td>0.885</td>\n",
- " <td>0.0395</td>\n",
- " <td>0.303</td>\n",
- " <td>0.968</td>\n",
+ " <td>0.00822</td>\n",
+ " <td>0.0589</td>\n",
+ " <td>0.0825</td>\n",
+ " <td>0.102</td>\n",
+ " <td>0.000801</td>\n",
+ " <td>0.0955</td>\n",
+ " <td>0.0147</td>\n",
+ " <td>0.443</td>\n",
+ " <td>0.313</td>\n",
" <td>...</td>\n",
" <td>0.000659</td>\n",
" <td>0.000849</td>\n",
" </tr>\n",
" <tr>\n",
" <th>album</th>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'name': 'The King Of Limbs', 'images': [{'wid...</td>\n",
+ " <td>{'name': 'TKOL RMX 1234567', 'images': [{'widt...</td>\n",
+ " <td>{'name': 'TKOL RMX 1234567', 'images': [{'widt...</td>\n",
+ " <td>{'name': 'TKOL RMX 1234567', 'images': [{'widt...</td>\n",
+ " <td>{'name': 'TKOL RMX 1234567', 'images': [{'widt...</td>\n",
+ " <td>{'name': 'TKOL RMX 1234567', 'images': [{'widt...</td>\n",
+ " <td>{'name': 'TKOL RMX 1234567', 'images': [{'widt...</td>\n",
+ " <td>{'name': 'TKOL RMX 1234567', 'images': [{'widt...</td>\n",
+ " <td>{'name': 'TKOL RMX 1234567', 'images': [{'widt...</td>\n",
+ " <td>{'name': 'TKOL RMX 1234567', 'images': [{'widt...</td>\n",
" <td>...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
- " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'name': 'Pablo Honey', 'images': [{'width': 6...</td>\n",
+ " <td>{'name': 'Pablo Honey', 'images': [{'width': 6...</td>\n",
+ " <td>{'name': 'Pablo Honey', 'images': [{'width': 6...</td>\n",
+ " <td>{'name': 'Pablo Honey', 'images': [{'width': 6...</td>\n",
+ " <td>{'name': 'Pablo Honey', 'images': [{'width': 6...</td>\n",
+ " <td>{'name': 'Pablo Honey', 'images': [{'width': 6...</td>\n",
+ " <td>{'name': 'Pablo Honey', 'images': [{'width': 6...</td>\n",
+ " <td>{'name': 'Pablo Honey', 'images': [{'width': 6...</td>\n",
+ " <td>{'name': 'Pablo Honey', 'images': [{'width': 6...</td>\n",
+ " <td>{'name': 'Pablo Honey', 'images': [{'width': 6...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>album_id</th>\n",
" <td>1DBkJIEoeHrTX4WCBQGcCi</td>\n",
- " <td>1DBkJIEoeHrTX4WCBQGcCi</td>\n",
- " <td>1DBkJIEoeHrTX4WCBQGcCi</td>\n",
- " <td>1DBkJIEoeHrTX4WCBQGcCi</td>\n",
- " <td>1DBkJIEoeHrTX4WCBQGcCi</td>\n",
- " <td>1DBkJIEoeHrTX4WCBQGcCi</td>\n",
- " <td>1DBkJIEoeHrTX4WCBQGcCi</td>\n",
- " <td>1DBkJIEoeHrTX4WCBQGcCi</td>\n",
- " <td>6vuykQgDLUCiZ7YggIpLM9</td>\n",
- " <td>6vuykQgDLUCiZ7YggIpLM9</td>\n",
+ " <td>47xaqCsJcYFWqD1gwujl1T</td>\n",
+ " <td>47xaqCsJcYFWqD1gwujl1T</td>\n",
+ " <td>47xaqCsJcYFWqD1gwujl1T</td>\n",
+ " <td>47xaqCsJcYFWqD1gwujl1T</td>\n",
+ " <td>47xaqCsJcYFWqD1gwujl1T</td>\n",
+ " <td>47xaqCsJcYFWqD1gwujl1T</td>\n",
+ " <td>47xaqCsJcYFWqD1gwujl1T</td>\n",
+ " <td>47xaqCsJcYFWqD1gwujl1T</td>\n",
+ " <td>47xaqCsJcYFWqD1gwujl1T</td>\n",
" <td>...</td>\n",
" <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
" <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>analysis_url</th>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/6tLA...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/3wxm...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/4tCw...</td>\n",
" <td>https://api.spotify.com/v1/audio-analysis/0eEC...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/1amS...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/4sLG...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/4OrG...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/2rA3...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/3pcC...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/1uRx...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/6Unw...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/5hfz...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/64le...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/1Cxh...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/2H7Y...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/3zkF...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/7KKg...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/4rax...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/1gaA...</td>\n",
" <td>...</td>\n",
" <td>https://api.spotify.com/v1/audio-analysis/71wI...</td>\n",
" <td>https://api.spotify.com/v1/audio-analysis/2zYm...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>artists</th>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
" <td>...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
- " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>available_markets</th>\n",
" <td>[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...</td>\n",
" </tr>\n",
" <tr>\n",
+ " <th>complexity</th>\n",
+ " <td>0.349377</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>...</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>ctitle</th>\n",
+ " <td>feral</td>\n",
+ " <td>little by little caribou rmx</td>\n",
+ " <td>lotus flower jacques greene rmx</td>\n",
+ " <td>morning mr magpie nathan fake rmx</td>\n",
+ " <td>bloom harmonic 313 rmx</td>\n",
+ " <td>bloom mark pritchard rmx</td>\n",
+ " <td>feral lone rmx</td>\n",
+ " <td>morning mr magpie pearson sound scavenger rmx</td>\n",
+ " <td>separator four tet rmx</td>\n",
+ " <td>give up the ghost thriller houseghost remix</td>\n",
+ " <td>...</td>\n",
+ " <td>how do you</td>\n",
+ " <td>stop whispering</td>\n",
+ " <td>thinking about you</td>\n",
+ " <td>anyone can play guitar</td>\n",
+ " <td>ripcord</td>\n",
+ " <td>vegetable</td>\n",
+ " <td>prove yourself</td>\n",
+ " <td>i cant</td>\n",
+ " <td>lurgee</td>\n",
+ " <td>blow out</td>\n",
+ " </tr>\n",
+ " <tr>\n",
" <th>danceability</th>\n",
- " <td>0.518</td>\n",
- " <td>0.648</td>\n",
- " <td>0.619</td>\n",
" <td>0.49</td>\n",
- " <td>0.721</td>\n",
- " <td>0.327</td>\n",
- " <td>0.26</td>\n",
- " <td>0.693</td>\n",
- " <td>0.541</td>\n",
- " <td>0.299</td>\n",
+ " <td>0.8</td>\n",
+ " <td>0.629</td>\n",
+ " <td>0.661</td>\n",
+ " <td>0.443</td>\n",
+ " <td>0.414</td>\n",
+ " <td>0.761</td>\n",
+ " <td>0.481</td>\n",
+ " <td>0.461</td>\n",
+ " <td>0.596</td>\n",
" <td>...</td>\n",
" <td>0.185</td>\n",
" <td>0.212</td>\n",
" </tr>\n",
" <tr>\n",
" <th>duration_ms</th>\n",
- " <td>313671</td>\n",
- " <td>280719</td>\n",
- " <td>267154</td>\n",
" <td>192743</td>\n",
- " <td>300219</td>\n",
- " <td>287067</td>\n",
- " <td>290067</td>\n",
- " <td>319249</td>\n",
- " <td>220609</td>\n",
- " <td>384439</td>\n",
+ " <td>340160</td>\n",
+ " <td>429947</td>\n",
+ " <td>291987</td>\n",
+ " <td>304333</td>\n",
+ " <td>367280</td>\n",
+ " <td>317507</td>\n",
+ " <td>278893</td>\n",
+ " <td>423000</td>\n",
+ " <td>373760</td>\n",
" <td>...</td>\n",
" <td>132173</td>\n",
" <td>325627</td>\n",
" </tr>\n",
" <tr>\n",
" <th>energy</th>\n",
- " <td>0.959</td>\n",
- " <td>0.588</td>\n",
- " <td>0.886</td>\n",
" <td>0.777</td>\n",
- " <td>0.676</td>\n",
- " <td>0.128</td>\n",
- " <td>0.264</td>\n",
- " <td>0.776</td>\n",
- " <td>0.847</td>\n",
- " <td>0.263</td>\n",
+ " <td>0.586</td>\n",
+ " <td>0.592</td>\n",
+ " <td>0.707</td>\n",
+ " <td>0.665</td>\n",
+ " <td>0.712</td>\n",
+ " <td>0.877</td>\n",
+ " <td>0.336</td>\n",
+ " <td>0.455</td>\n",
+ " <td>0.894</td>\n",
" <td>...</td>\n",
" <td>0.964</td>\n",
" <td>0.696</td>\n",
" </tr>\n",
" <tr>\n",
" <th>external_ids</th>\n",
- " <td>{'isrc': 'GBU4B1100003'}</td>\n",
- " <td>{'isrc': 'GBU4B1100004'}</td>\n",
- " <td>{'isrc': 'GBU4B1100005'}</td>\n",
" <td>{'isrc': 'GBU4B1100006'}</td>\n",
- " <td>{'isrc': 'GBU4B1100007'}</td>\n",
- " <td>{'isrc': 'GBU4B1100008'}</td>\n",
- " <td>{'isrc': 'GBU4B1100009'}</td>\n",
- " <td>{'isrc': 'GBU4B1100010'}</td>\n",
- " <td>{'isrc': 'GBBKS1600071'}</td>\n",
- " <td>{'isrc': 'GBBKS1600072'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100013'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100014'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100015'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100016'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100017'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100018'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100020'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100019'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100031'}</td>\n",
" <td>...</td>\n",
" <td>{'isrc': 'GBAYE9300105'}</td>\n",
" <td>{'isrc': 'GBAYE9300106'}</td>\n",
" </tr>\n",
" <tr>\n",
" <th>external_urls</th>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/6t...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/3w...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/4t...</td>\n",
" <td>{'spotify': 'https://open.spotify.com/track/0e...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/1a...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/4s...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/4O...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/2r...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/3p...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/1u...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/6U...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/5h...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/64...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/1C...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/2H...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/3z...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/7K...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/4r...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/1g...</td>\n",
" <td>...</td>\n",
" <td>{'spotify': 'https://open.spotify.com/track/71...</td>\n",
" <td>{'spotify': 'https://open.spotify.com/track/2z...</td>\n",
" <td>{'spotify': 'https://open.spotify.com/track/6q...</td>\n",
" </tr>\n",
" <tr>\n",
+ " <th>gloom</th>\n",
+ " <td>0.1245</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>...</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
" <th>href</th>\n",
- " <td>https://api.spotify.com/v1/tracks/6tLALP9mi7Vb...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/3wxmJSQ3Z1Hf...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/4tCwsdqqG4jA...</td>\n",
" <td>https://api.spotify.com/v1/tracks/0eECFDnWy0Rd...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1amSa5xo79zI...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/4sLGaMl33I6m...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/4OrGm3fBdhlX...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/2rA36OZNb3Lk...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/3pcCifdPTc2B...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1uRxyAup7OYr...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/6Unw1AAcpS1Z...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/5hfzW7LG97Hx...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/64lecUR19lBS...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/1CxhtUbe1o2P...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/2H7Y8wYixrSl...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/3zkFTfcboFcO...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/7KKglMFf5KV0...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/4raxzmnFq93j...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/1gaAIZ4vGQ6Q...</td>\n",
" <td>...</td>\n",
" <td>https://api.spotify.com/v1/tracks/71wIOoaoVMUw...</td>\n",
" <td>https://api.spotify.com/v1/tracks/2zYmvi3w2T8a...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>id</th>\n",
- " <td>6tLALP9mi7VbNC7s16iBRK</td>\n",
- " <td>3wxmJSQ3Z1HfAuxeHQoZcE</td>\n",
- " <td>4tCwsdqqG4jASHhbsMHCx0</td>\n",
" <td>0eECFDnWy0RdjMmJ8NOeAL</td>\n",
- " <td>1amSa5xo79zINsgrpNlNge</td>\n",
- " <td>4sLGaMl33I6mcsk7u4xHAU</td>\n",
- " <td>4OrGm3fBdhlXuHtRBoLUMW</td>\n",
- " <td>2rA36OZNb3LkvqcNro1ugK</td>\n",
- " <td>3pcCifdPTc2BbqmWpEhtUd</td>\n",
- " <td>1uRxyAup7OYrlh2SHJb80N</td>\n",
+ " <td>6Unw1AAcpS1ZgZoRlj2jxA</td>\n",
+ " <td>5hfzW7LG97Hxv62HHUKgaj</td>\n",
+ " <td>64lecUR19lBSu317AzVZv3</td>\n",
+ " <td>1CxhtUbe1o2PeMM3l5Kch6</td>\n",
+ " <td>2H7Y8wYixrSlKJoaZ1N2yl</td>\n",
+ " <td>3zkFTfcboFcOdno0CHCmTc</td>\n",
+ " <td>7KKglMFf5KV0PIDSAOqfnH</td>\n",
+ " <td>4raxzmnFq93jfKC8c3xcIv</td>\n",
+ " <td>1gaAIZ4vGQ6QvDUgN2Xyus</td>\n",
" <td>...</td>\n",
" <td>71wIOoaoVMUwskK5yCXZL4</td>\n",
" <td>2zYmvi3w2T8a9Ckrv21bvW</td>\n",
" </tr>\n",
" <tr>\n",
" <th>instrumentalness</th>\n",
- " <td>0.884</td>\n",
- " <td>0.84</td>\n",
- " <td>0.411</td>\n",
" <td>0.898</td>\n",
- " <td>0.336</td>\n",
- " <td>0.76</td>\n",
- " <td>0.0799</td>\n",
- " <td>0.737</td>\n",
- " <td>0.271</td>\n",
- " <td>0.857</td>\n",
+ " <td>0.773</td>\n",
+ " <td>0.938</td>\n",
+ " <td>0.0772</td>\n",
+ " <td>0.937</td>\n",
+ " <td>0.936</td>\n",
+ " <td>0.00018</td>\n",
+ " <td>0.834</td>\n",
+ " <td>0.641</td>\n",
+ " <td>0.849</td>\n",
" <td>...</td>\n",
" <td>0.879</td>\n",
" <td>0.0165</td>\n",
" </tr>\n",
" <tr>\n",
" <th>key</th>\n",
- " <td>0</td>\n",
- " <td>5</td>\n",
- " <td>4</td>\n",
" <td>7</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
- " <td>7</td>\n",
- " <td>3</td>\n",
- " <td>11</td>\n",
+ " <td>0</td>\n",
" <td>9</td>\n",
+ " <td>0</td>\n",
+ " <td>7</td>\n",
+ " <td>0</td>\n",
+ " <td>10</td>\n",
+ " <td>4</td>\n",
" <td>...</td>\n",
" <td>9</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>liveness</th>\n",
- " <td>0.0831</td>\n",
- " <td>0.141</td>\n",
- " <td>0.212</td>\n",
" <td>0.0896</td>\n",
- " <td>0.0826</td>\n",
- " <td>0.13</td>\n",
- " <td>0.191</td>\n",
- " <td>0.0884</td>\n",
- " <td>0.109</td>\n",
- " <td>0.126</td>\n",
- " <td>...</td>\n",
+ " <td>0.0846</td>\n",
+ " <td>0.0951</td>\n",
+ " <td>0.117</td>\n",
+ " <td>0.111</td>\n",
+ " <td>0.119</td>\n",
+ " <td>0.611</td>\n",
+ " <td>0.232</td>\n",
+ " <td>0.0812</td>\n",
+ " <td>0.115</td>\n",
+ " <td>...</td>\n",
" <td>0.107</td>\n",
" <td>0.129</td>\n",
" <td>0.0883</td>\n",
" </tr>\n",
" <tr>\n",
" <th>loudness</th>\n",
- " <td>-7.596</td>\n",
- " <td>-10.993</td>\n",
- " <td>-8.423</td>\n",
" <td>-11.521</td>\n",
- " <td>-8.78</td>\n",
- " <td>-17.536</td>\n",
- " <td>-12.279</td>\n",
- " <td>-9.804</td>\n",
- " <td>-6.52</td>\n",
- " <td>-13.207</td>\n",
+ " <td>-9.633</td>\n",
+ " <td>-8.405</td>\n",
+ " <td>-7.023</td>\n",
+ " <td>-13.055</td>\n",
+ " <td>-7.97</td>\n",
+ " <td>-7.806</td>\n",
+ " <td>-12.43</td>\n",
+ " <td>-12.403</td>\n",
+ " <td>-9.477</td>\n",
" <td>...</td>\n",
" <td>-8.316</td>\n",
" <td>-10.059</td>\n",
" <td>-10.739</td>\n",
" </tr>\n",
" <tr>\n",
+ " <th>lyrical_density</th>\n",
+ " <td>0.0933886</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>...</td>\n",
+ " <td>0.76415</td>\n",
+ " <td>0.39616</td>\n",
+ " <td>1.15147</td>\n",
+ " <td>0.688705</td>\n",
+ " <td>0.479621</td>\n",
+ " <td>0.711075</td>\n",
+ " <td>0.749795</td>\n",
+ " <td>0.56501</td>\n",
+ " <td>0.399221</td>\n",
+ " <td>0.340346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>lyrics</th>\n",
+ " <td>you are not mine and i am not yours and that's...</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>...</td>\n",
+ " <td>he's bitter and twisted he knows what he wants...</td>\n",
+ " <td>and the wise man said i don't want to hear you...</td>\n",
+ " <td>been thinking about you your records are here ...</td>\n",
+ " <td>destiny, destiny protect me from the world des...</td>\n",
+ " <td>soul destroyed with clever toys for little boy...</td>\n",
+ " <td>i never wanted anything but this i worked hard...</td>\n",
+ " <td>i can't afford to breathe in this time nowhere...</td>\n",
+ " <td>please forget the words that i just blurted ou...</td>\n",
+ " <td>i feel better i feel better now you've gone i ...</td>\n",
+ " <td>in my mind and nailed into my heels all the ti...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
" <th>mode</th>\n",
- " <td>0</td>\n",
" <td>1</td>\n",
- " <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
+ " <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
+ " <td>0</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>name</th>\n",
- " <td>Bloom</td>\n",
- " <td>Morning Mr Magpie</td>\n",
- " <td>Little By Little</td>\n",
" <td>Feral</td>\n",
- " <td>Lotus Flower</td>\n",
- " <td>Codex</td>\n",
- " <td>Give Up The Ghost</td>\n",
- " <td>Separator</td>\n",
- " <td>Burn the Witch</td>\n",
- " <td>Daydreaming</td>\n",
+ " <td>Little By Little (Caribou Rmx)</td>\n",
+ " <td>Lotus Flower (Jacques Greene Rmx)</td>\n",
+ " <td>Morning Mr Magpie (Nathan Fake Rmx)</td>\n",
+ " <td>Bloom (Harmonic 313 Rmx)</td>\n",
+ " <td>Bloom (Mark Pritchard Rmx)</td>\n",
+ " <td>Feral (Lone RMX)</td>\n",
+ " <td>Morning Mr Magpie (Pearson Sound Scavenger RMX)</td>\n",
+ " <td>Separator (Four Tet RMX)</td>\n",
+ " <td>Give Up The Ghost (Thriller Houseghost Remix)</td>\n",
" <td>...</td>\n",
" <td>How Do You?</td>\n",
" <td>Stop Whispering</td>\n",
" <td>Blow Out</td>\n",
" </tr>\n",
" <tr>\n",
+ " <th>original_lyrics</th>\n",
+ " <td>\\n\\n[Verse]\\nYou are not mine\\nAnd I am not yo...</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nHe's bitter and twisted\\nHe kno...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nAnd the wise man said I don't w...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nBeen thinking about you\\nYour r...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nDestiny, destiny protect me fro...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nSoul destroyed with clever toys...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nI never wanted anything but thi...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nI can't afford to breathe in th...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nPlease forget the words that I ...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nI feel better\\nI feel better no...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nIn my mind\\nAnd nailed into my ...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
" <th>popularity</th>\n",
- " <td>47</td>\n",
- " <td>45</td>\n",
+ " <td>43</td>\n",
" <td>44</td>\n",
- " <td>42</td>\n",
- " <td>54</td>\n",
- " <td>51</td>\n",
- " <td>45</td>\n",
- " <td>47</td>\n",
- " <td>62</td>\n",
- " <td>60</td>\n",
- " <td>...</td>\n",
- " <td>41</td>\n",
" <td>44</td>\n",
- " <td>45</td>\n",
- " <td>45</td>\n",
- " <td>39</td>\n",
+ " <td>40</td>\n",
" <td>39</td>\n",
" <td>38</td>\n",
" <td>38</td>\n",
+ " <td>37</td>\n",
" <td>38</td>\n",
+ " <td>37</td>\n",
+ " <td>...</td>\n",
+ " <td>43</td>\n",
+ " <td>45</td>\n",
+ " <td>46</td>\n",
+ " <td>46</td>\n",
+ " <td>40</td>\n",
+ " <td>40</td>\n",
+ " <td>40</td>\n",
" <td>39</td>\n",
+ " <td>40</td>\n",
+ " <td>41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>preview_url</th>\n",
- " <td>https://p.scdn.co/mp3-preview/1f06ac997e3f6e9b...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/88e1ea3713ddc68f...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/9677d537851e5091...</td>\n",
" <td>https://p.scdn.co/mp3-preview/9dc0af2fa010c41d...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/dead2fbe5cece1a2...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/1022e7001ecff7cf...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/16fb53b598cb153e...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/32f41947c08dae34...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/c5b0b198ee3f0459...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/fbf970f6ee1e7d84...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/0e4982f830936c3c...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/fb82884344aaffd3...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/e8aa276e76b8e753...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/686816b702063d96...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/7e51561e95c5a3aa...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/3d4ad1a19809193c...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/c62871a98cd382a0...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/d7e13aaa8cf0f949...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/19cf8afa026a7449...</td>\n",
" <td>...</td>\n",
" <td>https://p.scdn.co/mp3-preview/b99a13688f7d39b0...</td>\n",
" <td>https://p.scdn.co/mp3-preview/397951413134fe02...</td>\n",
" <td>https://p.scdn.co/mp3-preview/69a5564e6733d6d2...</td>\n",
" </tr>\n",
" <tr>\n",
+ " <th>sentiment</th>\n",
+ " <td>{'probability': {'pos': 0.5347839139034816, 'n...</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>...</td>\n",
+ " <td>{'probability': {'pos': 0.7154238539707657, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.14401774438176765, '...</td>\n",
+ " <td>{'probability': {'pos': 0.20834015470559455, '...</td>\n",
+ " <td>{'probability': {'pos': 0.37346493338226217, '...</td>\n",
+ " <td>{'probability': {'pos': 0.34086279665703845, '...</td>\n",
+ " <td>{'probability': {'pos': 0.11670905100312225, '...</td>\n",
+ " <td>{'probability': {'pos': 0.1849939345419322, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.15026967254930432, '...</td>\n",
+ " <td>{'probability': {'pos': 0.262975963283913, 'ne...</td>\n",
+ " <td>{'probability': {'pos': 0.3796885990250341, 'n...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
" <th>speechiness</th>\n",
- " <td>0.157</td>\n",
- " <td>0.052</td>\n",
- " <td>0.0376</td>\n",
" <td>0.0974</td>\n",
- " <td>0.0321</td>\n",
- " <td>0.0301</td>\n",
- " <td>0.0299</td>\n",
- " <td>0.056</td>\n",
- " <td>0.0297</td>\n",
- " <td>0.0323</td>\n",
+ " <td>0.0601</td>\n",
+ " <td>0.0327</td>\n",
+ " <td>0.232</td>\n",
+ " <td>0.0536</td>\n",
+ " <td>0.0325</td>\n",
+ " <td>0.174</td>\n",
+ " <td>0.0674</td>\n",
+ " <td>0.0716</td>\n",
+ " <td>0.102</td>\n",
" <td>...</td>\n",
" <td>0.084</td>\n",
" <td>0.0472</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tempo</th>\n",
- " <td>149.722</td>\n",
- " <td>70.124</td>\n",
- " <td>115.625</td>\n",
" <td>135.991</td>\n",
- " <td>127.997</td>\n",
- " <td>58.993</td>\n",
- " <td>79.652</td>\n",
- " <td>113.808</td>\n",
- " <td>148.937</td>\n",
- " <td>137.848</td>\n",
+ " <td>115.62</td>\n",
+ " <td>127.982</td>\n",
+ " <td>139.976</td>\n",
+ " <td>150.023</td>\n",
+ " <td>75.007</td>\n",
+ " <td>134.938</td>\n",
+ " <td>132.035</td>\n",
+ " <td>113.752</td>\n",
+ " <td>119.968</td>\n",
" <td>...</td>\n",
" <td>147.362</td>\n",
" <td>122.37</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
+ " <td>3</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
- " <td>3</td>\n",
" <td>...</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>track_href</th>\n",
- " <td>https://api.spotify.com/v1/tracks/6tLALP9mi7Vb...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/3wxmJSQ3Z1Hf...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/4tCwsdqqG4jA...</td>\n",
" <td>https://api.spotify.com/v1/tracks/0eECFDnWy0Rd...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1amSa5xo79zI...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/4sLGaMl33I6m...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/4OrGm3fBdhlX...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/2rA36OZNb3Lk...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/3pcCifdPTc2B...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1uRxyAup7OYr...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/6Unw1AAcpS1Z...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/5hfzW7LG97Hx...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/64lecUR19lBS...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/1CxhtUbe1o2P...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/2H7Y8wYixrSl...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/3zkFTfcboFcO...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/7KKglMFf5KV0...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/4raxzmnFq93j...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/1gaAIZ4vGQ6Q...</td>\n",
" <td>...</td>\n",
" <td>https://api.spotify.com/v1/tracks/71wIOoaoVMUw...</td>\n",
" <td>https://api.spotify.com/v1/tracks/2zYmvi3w2T8a...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>track_number</th>\n",
+ " <td>4</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>6</td>\n",
" <td>7</td>\n",
" <td>8</td>\n",
- " <td>1</td>\n",
- " <td>2</td>\n",
+ " <td>9</td>\n",
" <td>...</td>\n",
" <td>3</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>uri</th>\n",
- " <td>spotify:track:6tLALP9mi7VbNC7s16iBRK</td>\n",
- " <td>spotify:track:3wxmJSQ3Z1HfAuxeHQoZcE</td>\n",
- " <td>spotify:track:4tCwsdqqG4jASHhbsMHCx0</td>\n",
" <td>spotify:track:0eECFDnWy0RdjMmJ8NOeAL</td>\n",
- " <td>spotify:track:1amSa5xo79zINsgrpNlNge</td>\n",
- " <td>spotify:track:4sLGaMl33I6mcsk7u4xHAU</td>\n",
- " <td>spotify:track:4OrGm3fBdhlXuHtRBoLUMW</td>\n",
- " <td>spotify:track:2rA36OZNb3LkvqcNro1ugK</td>\n",
- " <td>spotify:track:3pcCifdPTc2BbqmWpEhtUd</td>\n",
- " <td>spotify:track:1uRxyAup7OYrlh2SHJb80N</td>\n",
+ " <td>spotify:track:6Unw1AAcpS1ZgZoRlj2jxA</td>\n",
+ " <td>spotify:track:5hfzW7LG97Hxv62HHUKgaj</td>\n",
+ " <td>spotify:track:64lecUR19lBSu317AzVZv3</td>\n",
+ " <td>spotify:track:1CxhtUbe1o2PeMM3l5Kch6</td>\n",
+ " <td>spotify:track:2H7Y8wYixrSlKJoaZ1N2yl</td>\n",
+ " <td>spotify:track:3zkFTfcboFcOdno0CHCmTc</td>\n",
+ " <td>spotify:track:7KKglMFf5KV0PIDSAOqfnH</td>\n",
+ " <td>spotify:track:4raxzmnFq93jfKC8c3xcIv</td>\n",
+ " <td>spotify:track:1gaAIZ4vGQ6QvDUgN2Xyus</td>\n",
" <td>...</td>\n",
" <td>spotify:track:71wIOoaoVMUwskK5yCXZL4</td>\n",
" <td>spotify:track:2zYmvi3w2T8a9Ckrv21bvW</td>\n",
" </tr>\n",
" <tr>\n",
" <th>valence</th>\n",
- " <td>0.325</td>\n",
- " <td>0.407</td>\n",
- " <td>0.602</td>\n",
" <td>0.751</td>\n",
- " <td>0.603</td>\n",
- " <td>0.0629</td>\n",
- " <td>0.157</td>\n",
- " <td>0.666</td>\n",
- " <td>0.625</td>\n",
- " <td>0.115</td>\n",
+ " <td>0.131</td>\n",
+ " <td>0.171</td>\n",
+ " <td>0.837</td>\n",
+ " <td>0.172</td>\n",
+ " <td>0.287</td>\n",
+ " <td>0.208</td>\n",
+ " <td>0.0894</td>\n",
+ " <td>0.309</td>\n",
+ " <td>0.145</td>\n",
" <td>...</td>\n",
" <td>0.264</td>\n",
" <td>0.279</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>34 rows × 146 columns</p>\n",
+ "<p>41 rows × 146 columns</p>\n",
"</div>"
],
"text/plain": [
" 0 \\\n",
- "_id 6tLALP9mi7VbNC7s16iBRK \n",
- "acousticness 0.62 \n",
- "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "_id 0eECFDnWy0RdjMmJ8NOeAL \n",
+ "acousticness 0.00101 \n",
+ "album {'name': 'The King Of Limbs', 'images': [{'wid... \n",
"album_id 1DBkJIEoeHrTX4WCBQGcCi \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/6tLA... \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/0eEC... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "artists [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.518 \n",
+ "complexity 0.349377 \n",
+ "ctitle feral \n",
+ "danceability 0.49 \n",
"disc_number 1 \n",
- "duration_ms 313671 \n",
- "energy 0.959 \n",
+ "duration_ms 192743 \n",
+ "energy 0.777 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBU4B1100003'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/6t... \n",
- "href https://api.spotify.com/v1/tracks/6tLALP9mi7Vb... \n",
- "id 6tLALP9mi7VbNC7s16iBRK \n",
- "instrumentalness 0.884 \n",
- "key 0 \n",
- "liveness 0.0831 \n",
- "loudness -7.596 \n",
- "mode 0 \n",
- "name Bloom \n",
- "popularity 47 \n",
- "preview_url https://p.scdn.co/mp3-preview/1f06ac997e3f6e9b... \n",
- "speechiness 0.157 \n",
- "tempo 149.722 \n",
+ "external_ids {'isrc': 'GBU4B1100006'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/0e... \n",
+ "gloom 0.1245 \n",
+ "href https://api.spotify.com/v1/tracks/0eECFDnWy0Rd... \n",
+ "id 0eECFDnWy0RdjMmJ8NOeAL \n",
+ "instrumentalness 0.898 \n",
+ "key 7 \n",
+ "liveness 0.0896 \n",
+ "loudness -11.521 \n",
+ "lyrical_density 0.0933886 \n",
+ "lyrics you are not mine and i am not yours and that's... \n",
+ "mode 1 \n",
+ "name Feral \n",
+ "original_lyrics \\n\\n[Verse]\\nYou are not mine\\nAnd I am not yo... \n",
+ "popularity 43 \n",
+ "preview_url https://p.scdn.co/mp3-preview/9dc0af2fa010c41d... \n",
+ "sentiment {'probability': {'pos': 0.5347839139034816, 'n... \n",
+ "speechiness 0.0974 \n",
+ "tempo 135.991 \n",
"time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/6tLALP9mi7Vb... \n",
- "track_number 1 \n",
+ "track_href https://api.spotify.com/v1/tracks/0eECFDnWy0Rd... \n",
+ "track_number 4 \n",
"type audio_features \n",
- "uri spotify:track:6tLALP9mi7VbNC7s16iBRK \n",
- "valence 0.325 \n",
+ "uri spotify:track:0eECFDnWy0RdjMmJ8NOeAL \n",
+ "valence 0.751 \n",
"\n",
" 1 \\\n",
- "_id 3wxmJSQ3Z1HfAuxeHQoZcE \n",
- "acousticness 0.42 \n",
- "album {'artists': [{'href': 'https://api.spotify.com... \n",
- "album_id 1DBkJIEoeHrTX4WCBQGcCi \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/3wxm... \n",
+ "_id 6Unw1AAcpS1ZgZoRlj2jxA \n",
+ "acousticness 0.00822 \n",
+ "album {'name': 'TKOL RMX 1234567', 'images': [{'widt... \n",
+ "album_id 47xaqCsJcYFWqD1gwujl1T \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/6Unw... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "artists [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.648 \n",
+ "complexity NaN \n",
+ "ctitle little by little caribou rmx \n",
+ "danceability 0.8 \n",
"disc_number 1 \n",
- "duration_ms 280719 \n",
- "energy 0.588 \n",
+ "duration_ms 340160 \n",
+ "energy 0.586 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBU4B1100004'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/3w... \n",
- "href https://api.spotify.com/v1/tracks/3wxmJSQ3Z1Hf... \n",
- "id 3wxmJSQ3Z1HfAuxeHQoZcE \n",
- "instrumentalness 0.84 \n",
- "key 5 \n",
- "liveness 0.141 \n",
- "loudness -10.993 \n",
+ "external_ids {'isrc': 'GBU4B1100013'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/6U... \n",
+ "gloom NaN \n",
+ "href https://api.spotify.com/v1/tracks/6Unw1AAcpS1Z... \n",
+ "id 6Unw1AAcpS1ZgZoRlj2jxA \n",
+ "instrumentalness 0.773 \n",
+ "key 2 \n",
+ "liveness 0.0846 \n",
+ "loudness -9.633 \n",
+ "lyrical_density NaN \n",
+ "lyrics NaN \n",
"mode 1 \n",
- "name Morning Mr Magpie \n",
- "popularity 45 \n",
- "preview_url https://p.scdn.co/mp3-preview/88e1ea3713ddc68f... \n",
- "speechiness 0.052 \n",
- "tempo 70.124 \n",
+ "name Little By Little (Caribou Rmx) \n",
+ "original_lyrics NaN \n",
+ "popularity 44 \n",
+ "preview_url https://p.scdn.co/mp3-preview/0e4982f830936c3c... \n",
+ "sentiment NaN \n",
+ "speechiness 0.0601 \n",
+ "tempo 115.62 \n",
"time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/3wxmJSQ3Z1Hf... \n",
- "track_number 2 \n",
+ "track_href https://api.spotify.com/v1/tracks/6Unw1AAcpS1Z... \n",
+ "track_number 1 \n",
"type audio_features \n",
- "uri spotify:track:3wxmJSQ3Z1HfAuxeHQoZcE \n",
- "valence 0.407 \n",
+ "uri spotify:track:6Unw1AAcpS1ZgZoRlj2jxA \n",
+ "valence 0.131 \n",
"\n",
" 2 \\\n",
- "_id 4tCwsdqqG4jASHhbsMHCx0 \n",
- "acousticness 0.427 \n",
- "album {'artists': [{'href': 'https://api.spotify.com... \n",
- "album_id 1DBkJIEoeHrTX4WCBQGcCi \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/4tCw... \n",
+ "_id 5hfzW7LG97Hxv62HHUKgaj \n",
+ "acousticness 0.0589 \n",
+ "album {'name': 'TKOL RMX 1234567', 'images': [{'widt... \n",
+ "album_id 47xaqCsJcYFWqD1gwujl1T \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/5hfz... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "artists [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.619 \n",
+ "complexity NaN \n",
+ "ctitle lotus flower jacques greene rmx \n",
+ "danceability 0.629 \n",
"disc_number 1 \n",
- "duration_ms 267154 \n",
- "energy 0.886 \n",
+ "duration_ms 429947 \n",
+ "energy 0.592 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBU4B1100005'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/4t... \n",
- "href https://api.spotify.com/v1/tracks/4tCwsdqqG4jA... \n",
- "id 4tCwsdqqG4jASHhbsMHCx0 \n",
- "instrumentalness 0.411 \n",
- "key 4 \n",
- "liveness 0.212 \n",
- "loudness -8.423 \n",
+ "external_ids {'isrc': 'GBU4B1100014'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/5h... \n",
+ "gloom NaN \n",
+ "href https://api.spotify.com/v1/tracks/5hfzW7LG97Hx... \n",
+ "id 5hfzW7LG97Hxv62HHUKgaj \n",
+ "instrumentalness 0.938 \n",
+ "key 2 \n",
+ "liveness 0.0951 \n",
+ "loudness -8.405 \n",
+ "lyrical_density NaN \n",
+ "lyrics NaN \n",
"mode 0 \n",
- "name Little By Little \n",
+ "name Lotus Flower (Jacques Greene Rmx) \n",
+ "original_lyrics NaN \n",
"popularity 44 \n",
- "preview_url https://p.scdn.co/mp3-preview/9677d537851e5091... \n",
- "speechiness 0.0376 \n",
- "tempo 115.625 \n",
+ "preview_url https://p.scdn.co/mp3-preview/fb82884344aaffd3... \n",
+ "sentiment NaN \n",
+ "speechiness 0.0327 \n",
+ "tempo 127.982 \n",
"time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/4tCwsdqqG4jA... \n",
- "track_number 3 \n",
+ "track_href https://api.spotify.com/v1/tracks/5hfzW7LG97Hx... \n",
+ "track_number 2 \n",
"type audio_features \n",
- "uri spotify:track:4tCwsdqqG4jASHhbsMHCx0 \n",
- "valence 0.602 \n",
+ "uri spotify:track:5hfzW7LG97Hxv62HHUKgaj \n",
+ "valence 0.171 \n",
"\n",
" 3 \\\n",
- "_id 0eECFDnWy0RdjMmJ8NOeAL \n",
- "acousticness 0.00101 \n",
- "album {'artists': [{'href': 'https://api.spotify.com... \n",
- "album_id 1DBkJIEoeHrTX4WCBQGcCi \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/0eEC... \n",
+ "_id 64lecUR19lBSu317AzVZv3 \n",
+ "acousticness 0.0825 \n",
+ "album {'name': 'TKOL RMX 1234567', 'images': [{'widt... \n",
+ "album_id 47xaqCsJcYFWqD1gwujl1T \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/64le... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "artists [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.49 \n",
+ "complexity NaN \n",
+ "ctitle morning mr magpie nathan fake rmx \n",
+ "danceability 0.661 \n",
"disc_number 1 \n",
- "duration_ms 192743 \n",
- "energy 0.777 \n",
+ "duration_ms 291987 \n",
+ "energy 0.707 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBU4B1100006'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/0e... \n",
- "href https://api.spotify.com/v1/tracks/0eECFDnWy0Rd... \n",
- "id 0eECFDnWy0RdjMmJ8NOeAL \n",
- "instrumentalness 0.898 \n",
- "key 7 \n",
- "liveness 0.0896 \n",
- "loudness -11.521 \n",
+ "external_ids {'isrc': 'GBU4B1100015'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/64... \n",
+ "gloom NaN \n",
+ "href https://api.spotify.com/v1/tracks/64lecUR19lBS... \n",
+ "id 64lecUR19lBSu317AzVZv3 \n",
+ "instrumentalness 0.0772 \n",
+ "key 0 \n",
+ "liveness 0.117 \n",
+ "loudness -7.023 \n",
+ "lyrical_density NaN \n",
+ "lyrics NaN \n",
"mode 1 \n",
- "name Feral \n",
- "popularity 42 \n",
- "preview_url https://p.scdn.co/mp3-preview/9dc0af2fa010c41d... \n",
- "speechiness 0.0974 \n",
- "tempo 135.991 \n",
+ "name Morning Mr Magpie (Nathan Fake Rmx) \n",
+ "original_lyrics NaN \n",
+ "popularity 40 \n",
+ "preview_url https://p.scdn.co/mp3-preview/e8aa276e76b8e753... \n",
+ "sentiment NaN \n",
+ "speechiness 0.232 \n",
+ "tempo 139.976 \n",
"time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/0eECFDnWy0Rd... \n",
- "track_number 4 \n",
+ "track_href https://api.spotify.com/v1/tracks/64lecUR19lBS... \n",
+ "track_number 3 \n",
"type audio_features \n",
- "uri spotify:track:0eECFDnWy0RdjMmJ8NOeAL \n",
- "valence 0.751 \n",
+ "uri spotify:track:64lecUR19lBSu317AzVZv3 \n",
+ "valence 0.837 \n",
"\n",
" 4 \\\n",
- "_id 1amSa5xo79zINsgrpNlNge \n",
- "acousticness 0.0895 \n",
- "album {'artists': [{'href': 'https://api.spotify.com... \n",
- "album_id 1DBkJIEoeHrTX4WCBQGcCi \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/1amS... \n",
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+ "image/png": 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"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622b306080>"
+ "<matplotlib.figure.Figure at 0x7f2417e637f0>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 60,
+ "execution_count": 13,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x7f622b2da208>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f24143d6ef0>"
]
},
- "execution_count": 60,
+ "execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
"data": {
"image/png": 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+ "<matplotlib.figure.Figure at 0x7f2414478cf8>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 61,
+ "execution_count": 38,
"metadata": {
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},
},
{
"cell_type": "code",
- "execution_count": 62,
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"metadata": {
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},
"586"
]
},
- "execution_count": 62,
+ "execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 63,
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"metadata": {
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},
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]
},
- "execution_count": 63,
+ "execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 64,
+ "execution_count": 41,
"metadata": {
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},
},
{
"cell_type": "code",
- "execution_count": 65,
+ "execution_count": 42,
"metadata": {
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},
{
"data": {
"text/plain": [
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]
},
- "execution_count": 65,
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"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
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"metadata": {
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{
"data": {
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- "execution_count": 66,
+ "execution_count": 43,
"metadata": {},
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}
},
{
"cell_type": "code",
- "execution_count": 67,
+ "execution_count": 44,
"metadata": {
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},
{
"data": {
"text/plain": [
- "{'_id': 210353,\n",
+ "{'_id': 1497768,\n",
" 'annotation_count': 1,\n",
- " 'api_path': '/songs/210353',\n",
- " 'full_title': '1822! by\\xa0The\\xa0Beatles',\n",
- " 'header_image_thumbnail_url': 'https://s3.amazonaws.com/rapgenius/Live%20at%20the%20BBC%20disc%202%20BBC.png',\n",
- " 'header_image_url': 'https://s3.amazonaws.com/rapgenius/Live%20at%20the%20BBC%20disc%202%20BBC.png',\n",
- " 'id': 210353,\n",
- " 'lyrics_owner_id': 225680,\n",
- " 'path': '/The-beatles-1822-lyrics',\n",
+ " 'api_path': '/songs/1497768',\n",
+ " 'full_title': 'All Together on the Wireless Machine by\\xa0The\\xa0Beatles',\n",
+ " 'header_image_thumbnail_url': 'https://images.genius.com/ad1f59e8a03be4eb521e88015d15d6e8.200x200x1.jpg',\n",
+ " 'header_image_url': 'https://images.genius.com/ad1f59e8a03be4eb521e88015d15d6e8.200x200x1.jpg',\n",
+ " 'id': 1497768,\n",
+ " 'lyrics_owner_id': 1549345,\n",
+ " 'path': '/The-beatles-all-together-on-the-wireless-machine-lyrics',\n",
" 'primary_artist': {'api_path': '/artists/586',\n",
" 'header_image_url': 'https://images.genius.com/b82dbb78926a812abfa10886ac84c1a8.1000x523x1.jpg',\n",
" 'id': 586,\n",
" 'name': 'The Beatles',\n",
" 'url': 'https://genius.com/artists/The-beatles'},\n",
" 'pyongs_count': None,\n",
- " 'song_art_image_thumbnail_url': 'https://s3.amazonaws.com/rapgenius/Live%20at%20the%20BBC%20disc%202%20BBC.png',\n",
+ " 'song_art_image_thumbnail_url': 'https://images.genius.com/ad1f59e8a03be4eb521e88015d15d6e8.200x200x1.jpg',\n",
" 'stats': {'hot': False, 'unreviewed_annotations': 0},\n",
- " 'title': '1822!',\n",
- " 'url': 'https://genius.com/The-beatles-1822-lyrics'}"
+ " 'title': 'All Together on the Wireless Machine',\n",
+ " 'url': 'https://genius.com/The-beatles-all-together-on-the-wireless-machine-lyrics'}"
]
},
- "execution_count": 67,
+ "execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 68,
+ "execution_count": 45,
"metadata": {
"collapsed": false,
"scrolled": false
" <th>8</th>\n",
" <th>9</th>\n",
" <th>...</th>\n",
- " <th>601</th>\n",
- " <th>602</th>\n",
- " <th>603</th>\n",
- " <th>604</th>\n",
- " <th>605</th>\n",
- " <th>606</th>\n",
- " <th>607</th>\n",
- " <th>608</th>\n",
- " <th>609</th>\n",
- " <th>610</th>\n",
+ " <th>1061</th>\n",
+ " <th>1062</th>\n",
+ " <th>1063</th>\n",
+ " <th>1064</th>\n",
+ " <th>1065</th>\n",
+ " <th>1066</th>\n",
+ " <th>1067</th>\n",
+ " <th>1068</th>\n",
+ " <th>1069</th>\n",
+ " <th>1070</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>_id</th>\n",
- " <td>210353</td>\n",
- " <td>123444</td>\n",
- " <td>1679385</td>\n",
- " <td>123816</td>\n",
- " <td>1436</td>\n",
- " <td>118166</td>\n",
- " <td>210540</td>\n",
+ " <td>1497768</td>\n",
" <td>210315</td>\n",
- " <td>123414</td>\n",
- " <td>123415</td>\n",
+ " <td>123533</td>\n",
+ " <td>123537</td>\n",
+ " <td>117722</td>\n",
+ " <td>210284</td>\n",
+ " <td>1336394</td>\n",
+ " <td>107915</td>\n",
+ " <td>1308579</td>\n",
+ " <td>123808</td>\n",
" <td>...</td>\n",
- " <td>2853637</td>\n",
- " <td>115809</td>\n",
- " <td>1205907</td>\n",
- " <td>1383236</td>\n",
- " <td>1081664</td>\n",
- " <td>350065</td>\n",
- " <td>1226422</td>\n",
- " <td>98114</td>\n",
- " <td>114477</td>\n",
- " <td>642622</td>\n",
+ " <td>81705</td>\n",
+ " <td>310483</td>\n",
+ " <td>313269</td>\n",
+ " <td>313043</td>\n",
+ " <td>2389345</td>\n",
+ " <td>1245984</td>\n",
+ " <td>311907</td>\n",
+ " <td>310293</td>\n",
+ " <td>310289</td>\n",
+ " <td>106069</td>\n",
" </tr>\n",
" <tr>\n",
" <th>annotation_count</th>\n",
" <td>1</td>\n",
- " <td>12</td>\n",
" <td>1</td>\n",
" <td>5</td>\n",
- " <td>19</td>\n",
- " <td>13</td>\n",
- " <td>0</td>\n",
+ " <td>4</td>\n",
+ " <td>6</td>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
+ " <td>6</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
- " <td>4</td>\n",
" <td>...</td>\n",
- " <td>0</td>\n",
" <td>7</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
- " <td>12</td>\n",
+ " <td>4</td>\n",
+ " <td>1</td>\n",
" <td>1</td>\n",
- " <td>6</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
+ " <td>16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>api_path</th>\n",
- " <td>/songs/210353</td>\n",
- " <td>/songs/123444</td>\n",
- " <td>/songs/1679385</td>\n",
- " <td>/songs/123816</td>\n",
- " <td>/songs/1436</td>\n",
- " <td>/songs/118166</td>\n",
- " <td>/songs/210540</td>\n",
+ " <td>/songs/1497768</td>\n",
" <td>/songs/210315</td>\n",
- " <td>/songs/123414</td>\n",
- " <td>/songs/123415</td>\n",
+ " <td>/songs/123533</td>\n",
+ " <td>/songs/123537</td>\n",
+ " <td>/songs/117722</td>\n",
+ " <td>/songs/210284</td>\n",
+ " <td>/songs/1336394</td>\n",
+ " <td>/songs/107915</td>\n",
+ " <td>/songs/1308579</td>\n",
+ " <td>/songs/123808</td>\n",
+ " <td>...</td>\n",
+ " <td>/songs/81705</td>\n",
+ " <td>/songs/310483</td>\n",
+ " <td>/songs/313269</td>\n",
+ " <td>/songs/313043</td>\n",
+ " <td>/songs/2389345</td>\n",
+ " <td>/songs/1245984</td>\n",
+ " <td>/songs/311907</td>\n",
+ " <td>/songs/310293</td>\n",
+ " <td>/songs/310289</td>\n",
+ " <td>/songs/106069</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>ctitle</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
" <td>...</td>\n",
- " <td>/songs/2853637</td>\n",
- " <td>/songs/115809</td>\n",
- " <td>/songs/1205907</td>\n",
- " <td>/songs/1383236</td>\n",
- " <td>/songs/1081664</td>\n",
- " <td>/songs/350065</td>\n",
- " <td>/songs/1226422</td>\n",
- " <td>/songs/98114</td>\n",
- " <td>/songs/114477</td>\n",
- " <td>/songs/642622</td>\n",
+ " <td>you cant always get what you want</td>\n",
+ " <td>you cant catch me</td>\n",
+ " <td>you dont have to mean it</td>\n",
+ " <td>you got me rocking</td>\n",
+ " <td>you got the silver</td>\n",
+ " <td>dont look back</td>\n",
+ " <td>each and every day of the year</td>\n",
+ " <td>im a king bee</td>\n",
+ " <td>little by little</td>\n",
+ " <td>brown sugar</td>\n",
" </tr>\n",
" <tr>\n",
" <th>full_title</th>\n",
- " <td>1822! by The Beatles</td>\n",
- " <td>Across the Universe by The Beatles</td>\n",
- " <td>Across the Universe (Wildlife Version) by The ...</td>\n",
- " <td>Act Naturally by The Beatles</td>\n",
- " <td>A Day In the Life by The Beatles</td>\n",
- " <td>A Hard Day's Night by The Beatles</td>\n",
- " <td>Ain't She Sweet by The Beatles</td>\n",
+ " <td>All Together on the Wireless Machine by The Be...</td>\n",
" <td>A Little Rhyme by The Beatles (Ft. John & Rodn...</td>\n",
- " <td>All I've Got to Do by The Beatles</td>\n",
- " <td>All My Loving by The Beatles</td>\n",
+ " <td>And I Love Her by The Beatles</td>\n",
+ " <td>Any Time at All by The Beatles</td>\n",
+ " <td>A Taste of Honey by The Beatles</td>\n",
+ " <td>Beatle Greetings by The Beatles (Ft. George Ha...</td>\n",
+ " <td>Can You Take Me Back by The Beatles</td>\n",
+ " <td>Carry That Weight by The Beatles</td>\n",
+ " <td>Down in Eastern Australia by The Beatles</td>\n",
+ " <td>Everybody's Trying to Be My Baby by The Beatles</td>\n",
" <td>...</td>\n",
- " <td>Where Bluebirds Fly by Radiohead</td>\n",
- " <td>Where I End and You Begin by Radiohead</td>\n",
- " <td>Wicked Child by Radiohead</td>\n",
- " <td>Wish You Were Here by Radiohead</td>\n",
- " <td>Wonderwall by Radiohead</td>\n",
- " <td>Worrywort by Radiohead</td>\n",
- " <td>Yes I Am by Radiohead</td>\n",
- " <td>You by Radiohead</td>\n",
- " <td>You and Whose Army? by Radiohead</td>\n",
- " <td>You Never Wash Up After Yourself by Radiohead</td>\n",
+ " <td>You Can't Always Get What You Want by The Roll...</td>\n",
+ " <td>You Can't Catch Me by The Rolling Stones</td>\n",
+ " <td>You Don't Have To Mean It by The Rolling Stones</td>\n",
+ " <td>You Got Me Rocking by The Rolling Stones</td>\n",
+ " <td>You Got the Silver by The Rolling Stones (Ft. ...</td>\n",
+ " <td>Don't Look Back by The Rolling Stones</td>\n",
+ " <td>Each and every day of the year by The Rolling ...</td>\n",
+ " <td>I'm A King Bee by The Rolling Stones</td>\n",
+ " <td>Little By Little by The Rolling Stones</td>\n",
+ " <td>Brown Sugar by The Rolling Stones</td>\n",
" </tr>\n",
" <tr>\n",
" <th>header_image_thumbnail_url</th>\n",
- " <td>https://s3.amazonaws.com/rapgenius/Live%20at%2...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/the_beatles...</td>\n",
- " <td>https://images.genius.com/a3463161b8063164d2e3...</td>\n",
- " <td>https://images.genius.com/adbf27acc77a06acfa4a...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/The-Beatles...</td>\n",
+ " <td>https://images.genius.com/ad1f59e8a03be4eb521e...</td>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/110537_cda_...</td>\n",
" <td>https://images.genius.com/68c11c7f5b6b66194d77...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/view.jpg</td>\n",
+ " <td>https://images.genius.com/68c11c7f5b6b66194d77...</td>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/1360709432_...</td>\n",
" <td>https://s3.amazonaws.com/rapgenius/110537_cda_...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/Beatles2.jpg</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/Beatles2.jpg</td>\n",
+ " <td>https://images.genius.com/ad1f59e8a03be4eb521e...</td>\n",
+ " <td>https://images.genius.com/560d707ac51a528c952d...</td>\n",
+ " <td>https://images.genius.com/ad1f59e8a03be4eb521e...</td>\n",
+ " <td>https://images.genius.com/4268a08d2b36372eb6e8...</td>\n",
" <td>...</td>\n",
- " <td>https://images.genius.com/8ae50c3392a15c9c558c...</td>\n",
- " <td>https://images.genius.com/5ccb8a89b0f674962982...</td>\n",
- " <td>https://images.genius.com/25efaa8c220fdcfec8a9...</td>\n",
- " <td>https://images.genius.com/25efaa8c220fdcfec8a9...</td>\n",
- " <td>https://images.genius.com/25efaa8c220fdcfec8a9...</td>\n",
- " <td>https://images.genius.com/e4bdb3ab980f0f1b6ce4...</td>\n",
- " <td>https://images.genius.com/6b45ffa7fd55970e6411...</td>\n",
- " <td>https://images.genius.com/6c0cb1c55fc88c941dac...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/1359924238_...</td>\n",
- " <td>https://images.rapgenius.com/0d14d86aec456da16...</td>\n",
+ " <td>https://images.genius.com/7e75133e0e4017798a7a...</td>\n",
+ " <td>https://images.genius.com/9c0263f14c39b6df59e5...</td>\n",
+ " <td>https://images.genius.com/eb7fd9257058b77179cb...</td>\n",
+ " <td>https://images.genius.com/a8ed1f93846da84943a7...</td>\n",
+ " <td>https://images.rapgenius.com/ac969979ccb91a0d2...</td>\n",
+ " <td>https://images.genius.com/23bbf05f7ee8286a8905...</td>\n",
+ " <td>https://images.genius.com/6c322c96140487d56076...</td>\n",
+ " <td>https://images.genius.com/076d49bcc219432b68b4...</td>\n",
+ " <td>https://images.genius.com/076d49bcc219432b68b4...</td>\n",
+ " <td>https://images.genius.com/5b7d4f11893ff2fdeba7...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>header_image_url</th>\n",
- " <td>https://s3.amazonaws.com/rapgenius/Live%20at%2...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/the_beatles...</td>\n",
- " <td>https://images.genius.com/a3463161b8063164d2e3...</td>\n",
- " <td>https://images.genius.com/adbf27acc77a06acfa4a...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/The-Beatles...</td>\n",
+ " <td>https://images.genius.com/ad1f59e8a03be4eb521e...</td>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/110537_cda_...</td>\n",
" <td>https://images.genius.com/68c11c7f5b6b66194d77...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/view.jpg</td>\n",
+ " <td>https://images.genius.com/68c11c7f5b6b66194d77...</td>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/1360709432_...</td>\n",
" <td>https://s3.amazonaws.com/rapgenius/110537_cda_...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/Beatles2.jpg</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/Beatles2.jpg</td>\n",
+ " <td>https://images.genius.com/ad1f59e8a03be4eb521e...</td>\n",
+ " <td>https://images.genius.com/560d707ac51a528c952d...</td>\n",
+ " <td>https://images.genius.com/ad1f59e8a03be4eb521e...</td>\n",
+ " <td>https://images.genius.com/4268a08d2b36372eb6e8...</td>\n",
" <td>...</td>\n",
- " <td>https://images.genius.com/8ae50c3392a15c9c558c...</td>\n",
- " <td>https://images.genius.com/5ccb8a89b0f674962982...</td>\n",
- " <td>https://images.genius.com/25efaa8c220fdcfec8a9...</td>\n",
- " <td>https://images.genius.com/25efaa8c220fdcfec8a9...</td>\n",
- " <td>https://images.genius.com/25efaa8c220fdcfec8a9...</td>\n",
- " <td>https://images.genius.com/e4bdb3ab980f0f1b6ce4...</td>\n",
- " <td>https://images.genius.com/6b45ffa7fd55970e6411...</td>\n",
- " <td>https://images.genius.com/6c0cb1c55fc88c941dac...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/1359924238_...</td>\n",
- " <td>https://images.rapgenius.com/0d14d86aec456da16...</td>\n",
+ " <td>https://images.genius.com/7e75133e0e4017798a7a...</td>\n",
+ " <td>https://images.genius.com/9c0263f14c39b6df59e5...</td>\n",
+ " <td>https://images.genius.com/eb7fd9257058b77179cb...</td>\n",
+ " <td>https://images.genius.com/a8ed1f93846da84943a7...</td>\n",
+ " <td>https://images.rapgenius.com/ac969979ccb91a0d2...</td>\n",
+ " <td>https://images.genius.com/23bbf05f7ee8286a8905...</td>\n",
+ " <td>https://images.genius.com/6c322c96140487d56076...</td>\n",
+ " <td>https://images.genius.com/076d49bcc219432b68b4...</td>\n",
+ " <td>https://images.genius.com/076d49bcc219432b68b4...</td>\n",
+ " <td>https://images.genius.com/5b7d4f11893ff2fdeba7...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>id</th>\n",
- " <td>210353</td>\n",
- " <td>123444</td>\n",
- " <td>1679385</td>\n",
- " <td>123816</td>\n",
- " <td>1436</td>\n",
- " <td>118166</td>\n",
- " <td>210540</td>\n",
+ " <td>1497768</td>\n",
" <td>210315</td>\n",
- " <td>123414</td>\n",
- " <td>123415</td>\n",
+ " <td>123533</td>\n",
+ " <td>123537</td>\n",
+ " <td>117722</td>\n",
+ " <td>210284</td>\n",
+ " <td>1336394</td>\n",
+ " <td>107915</td>\n",
+ " <td>1308579</td>\n",
+ " <td>123808</td>\n",
+ " <td>...</td>\n",
+ " <td>81705</td>\n",
+ " <td>310483</td>\n",
+ " <td>313269</td>\n",
+ " <td>313043</td>\n",
+ " <td>2389345</td>\n",
+ " <td>1245984</td>\n",
+ " <td>311907</td>\n",
+ " <td>310293</td>\n",
+ " <td>310289</td>\n",
+ " <td>106069</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>lyrics</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
" <td>...</td>\n",
- " <td>2853637</td>\n",
- " <td>115809</td>\n",
- " <td>1205907</td>\n",
- " <td>1383236</td>\n",
- " <td>1081664</td>\n",
- " <td>350065</td>\n",
- " <td>1226422</td>\n",
- " <td>98114</td>\n",
- " <td>114477</td>\n",
- " <td>642622</td>\n",
+ " <td>i saw her today at the reception a glass of wi...</td>\n",
+ " <td>i bought a brand new air mobile it was custom ...</td>\n",
+ " <td>you don't have to mean it you just got to say ...</td>\n",
+ " <td>i was a butcher cutting up meat my hands were ...</td>\n",
+ " <td>hey babe, what's in your eyes? i saw them flas...</td>\n",
+ " <td>if it's love that you're running from there's ...</td>\n",
+ " <td>do i miss her kiss at night time arms around m...</td>\n",
+ " <td>well i am a king bee buzzing around your hive ...</td>\n",
+ " <td>tried to trail you last night, baby, trail you...</td>\n",
+ " <td>gold coast slave ship bound for cotton fields ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>lyrics_owner_id</th>\n",
- " <td>225680</td>\n",
- " <td>22533</td>\n",
" <td>1549345</td>\n",
- " <td>22533</td>\n",
- " <td>7</td>\n",
- " <td>1553</td>\n",
" <td>250962</td>\n",
+ " <td>46871</td>\n",
+ " <td>46871</td>\n",
+ " <td>70799</td>\n",
" <td>250962</td>\n",
- " <td>22533</td>\n",
- " <td>22533</td>\n",
- " <td>...</td>\n",
- " <td>2726776</td>\n",
- " <td>2726776</td>\n",
- " <td>1549345</td>\n",
" <td>1549345</td>\n",
+ " <td>116340</td>\n",
" <td>1549345</td>\n",
- " <td>428027</td>\n",
+ " <td>22533</td>\n",
+ " <td>...</td>\n",
+ " <td>779</td>\n",
+ " <td>354383</td>\n",
+ " <td>354608</td>\n",
+ " <td>354382</td>\n",
+ " <td>1217557</td>\n",
" <td>1549345</td>\n",
- " <td>116170</td>\n",
- " <td>116340</td>\n",
- " <td>1158811</td>\n",
+ " <td>354385</td>\n",
+ " <td>354383</td>\n",
+ " <td>354383</td>\n",
+ " <td>16</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>original_lyrics</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>...</td>\n",
+ " <td>\\n\\n[Intro: London Bach Choir]\\nI saw her toda...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nI bought a brand new air mobile...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nYou don't have to mean it\\nYou ...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nI was a butcher\\nCutting up mea...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nHey babe, what's in your eyes?\\...</td>\n",
+ " <td>\\n\\nIf it's love that you're running from\\nThe...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nDo I miss her kiss at night tim...</td>\n",
+ " <td>\\n\\n[Chorus]\\nWell I am a king bee\\nBuzzing ar...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nTried to trail you last night, ...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nGold coast slave ship bound for...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>path</th>\n",
- " <td>/The-beatles-1822-lyrics</td>\n",
- " <td>/The-beatles-across-the-universe-lyrics</td>\n",
- " <td>/The-beatles-across-the-universe-wildlife-vers...</td>\n",
- " <td>/The-beatles-act-naturally-lyrics</td>\n",
- " <td>/The-beatles-a-day-in-the-life-lyrics</td>\n",
- " <td>/The-beatles-a-hard-days-night-lyrics</td>\n",
- " <td>/The-beatles-aint-she-sweet-lyrics</td>\n",
+ " <td>/The-beatles-all-together-on-the-wireless-mach...</td>\n",
" <td>/The-beatles-a-little-rhyme-lyrics</td>\n",
- " <td>/The-beatles-all-ive-got-to-do-lyrics</td>\n",
- " <td>/The-beatles-all-my-loving-lyrics</td>\n",
+ " <td>/The-beatles-and-i-love-her-lyrics</td>\n",
+ " <td>/The-beatles-any-time-at-all-lyrics</td>\n",
+ " <td>/The-beatles-a-taste-of-honey-lyrics</td>\n",
+ " <td>/The-beatles-beatle-greetings-lyrics</td>\n",
+ " <td>/The-beatles-can-you-take-me-back-lyrics</td>\n",
+ " <td>/The-beatles-carry-that-weight-lyrics</td>\n",
+ " <td>/The-beatles-down-in-eastern-australia-lyrics</td>\n",
+ " <td>/The-beatles-everybodys-trying-to-be-my-baby-l...</td>\n",
" <td>...</td>\n",
- " <td>/Radiohead-where-bluebirds-fly-lyrics</td>\n",
- " <td>/Radiohead-where-i-end-and-you-begin-lyrics</td>\n",
- " <td>/Radiohead-wicked-child-lyrics</td>\n",
- " <td>/Radiohead-wish-you-were-here-lyrics</td>\n",
- " <td>/Radiohead-wonderwall-lyrics</td>\n",
- " <td>/Radiohead-worrywort-lyrics</td>\n",
- " <td>/Radiohead-yes-i-am-lyrics</td>\n",
- " <td>/Radiohead-you-lyrics</td>\n",
- " <td>/Radiohead-you-and-whose-army-lyrics</td>\n",
- " <td>/Radiohead-you-never-wash-up-after-yourself-ly...</td>\n",
+ " <td>/The-rolling-stones-you-cant-always-get-what-y...</td>\n",
+ " <td>/The-rolling-stones-you-cant-catch-me-lyrics</td>\n",
+ " <td>/The-rolling-stones-you-dont-have-to-mean-it-l...</td>\n",
+ " <td>/The-rolling-stones-you-got-me-rocking-lyrics</td>\n",
+ " <td>/The-rolling-stones-you-got-the-silver-lyrics</td>\n",
+ " <td>/The-rolling-stones-dont-look-back-lyrics</td>\n",
+ " <td>/The-rolling-stones-each-and-every-day-of-the-...</td>\n",
+ " <td>/The-rolling-stones-im-a-king-bee-lyrics</td>\n",
+ " <td>/The-rolling-stones-little-by-little-lyrics</td>\n",
+ " <td>/The-rolling-stones-brown-sugar-lyrics</td>\n",
" </tr>\n",
" <tr>\n",
" <th>primary_artist</th>\n",
- " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
- " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
- " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
- " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
- " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
- " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
- " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
- " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
- " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
- " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/ad1f5...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/ad1f5...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/ad1f5...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/ad1f5...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/ad1f5...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/ad1f5...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/ad1f5...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/ad1f5...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/ad1f5...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/ad1f5...</td>\n",
" <td>...</td>\n",
- " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
- " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
- " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
- " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
- " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
- " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
- " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
- " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
- " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
- " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/23bbf...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/23bbf...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/23bbf...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/23bbf...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/23bbf...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/23bbf...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/23bbf...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/23bbf...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/23bbf...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/23bbf...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>pyongs_count</th>\n",
" <td>NaN</td>\n",
- " <td>18</td>\n",
" <td>NaN</td>\n",
+ " <td>15</td>\n",
" <td>2</td>\n",
- " <td>34</td>\n",
- " <td>4</td>\n",
+ " <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1</td>\n",
- " <td>4</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
" <td>...</td>\n",
+ " <td>15</td>\n",
+ " <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>5</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>2</td>\n",
- " <td>1</td>\n",
- " <td>4</td>\n",
" <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>song_art_image_thumbnail_url</th>\n",
- " <td>https://s3.amazonaws.com/rapgenius/Live%20at%2...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/the_beatles...</td>\n",
- " <td>https://images.genius.com/a3463161b8063164d2e3...</td>\n",
- " <td>https://images.genius.com/adbf27acc77a06acfa4a...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/The-Beatles...</td>\n",
+ " <td>https://images.genius.com/ad1f59e8a03be4eb521e...</td>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/110537_cda_...</td>\n",
+ " <td>https://images.genius.com/68c11c7f5b6b66194d77...</td>\n",
" <td>https://images.genius.com/68c11c7f5b6b66194d77...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/view.jpg</td>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/1360709432_...</td>\n",
" <td>https://s3.amazonaws.com/rapgenius/110537_cda_...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/Beatles2.jpg</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/Beatles2.jpg</td>\n",
+ " <td>https://images.genius.com/ad1f59e8a03be4eb521e...</td>\n",
+ " <td>https://images.genius.com/560d707ac51a528c952d...</td>\n",
+ " <td>https://images.genius.com/ad1f59e8a03be4eb521e...</td>\n",
+ " <td>https://images.genius.com/4268a08d2b36372eb6e8...</td>\n",
" <td>...</td>\n",
- " <td>https://images.genius.com/8ae50c3392a15c9c558c...</td>\n",
- " <td>https://images.genius.com/5ccb8a89b0f674962982...</td>\n",
- " <td>https://images.genius.com/25efaa8c220fdcfec8a9...</td>\n",
- " <td>https://images.genius.com/25efaa8c220fdcfec8a9...</td>\n",
- " <td>https://images.genius.com/25efaa8c220fdcfec8a9...</td>\n",
- " <td>https://images.genius.com/e4bdb3ab980f0f1b6ce4...</td>\n",
- " <td>https://images.genius.com/6b45ffa7fd55970e6411...</td>\n",
- " <td>https://images.genius.com/6c0cb1c55fc88c941dac...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/1359924238_...</td>\n",
- " <td>https://images.rapgenius.com/0d14d86aec456da16...</td>\n",
+ " <td>https://images.genius.com/7e75133e0e4017798a7a...</td>\n",
+ " <td>https://images.genius.com/9c0263f14c39b6df59e5...</td>\n",
+ " <td>https://images.genius.com/eb7fd9257058b77179cb...</td>\n",
+ " <td>https://images.genius.com/a8ed1f93846da84943a7...</td>\n",
+ " <td>https://images.rapgenius.com/ac969979ccb91a0d2...</td>\n",
+ " <td>https://images.genius.com/23bbf05f7ee8286a8905...</td>\n",
+ " <td>https://images.genius.com/6c322c96140487d56076...</td>\n",
+ " <td>https://images.genius.com/076d49bcc219432b68b4...</td>\n",
+ " <td>https://images.genius.com/076d49bcc219432b68b4...</td>\n",
+ " <td>https://images.genius.com/5b7d4f11893ff2fdeba7...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>stats</th>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0, 'p...</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0, 'p...</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0, 'p...</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0, 'p...</td>\n",
+ " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
+ " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
+ " <td>{'unreviewed_annotations': 0, 'hot': False, 'p...</td>\n",
+ " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
+ " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
+ " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
+ " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
+ " <td>{'unreviewed_annotations': 0, 'hot': False, 'p...</td>\n",
+ " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
+ " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
" <td>...</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 2, 'p...</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 11}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 1}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0, 'p...</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
+ " <td>{'unreviewed_annotations': 0, 'hot': False, 'p...</td>\n",
+ " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
+ " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
+ " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
+ " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
+ " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
+ " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
+ " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
+ " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
+ " <td>{'unreviewed_annotations': 0, 'hot': False, 'p...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>title</th>\n",
- " <td>1822!</td>\n",
- " <td>Across the Universe</td>\n",
- " <td>Across the Universe (Wildlife Version)</td>\n",
- " <td>Act Naturally</td>\n",
- " <td>A Day In the Life</td>\n",
- " <td>A Hard Day's Night</td>\n",
- " <td>Ain't She Sweet</td>\n",
+ " <td>All Together on the Wireless Machine</td>\n",
" <td>A Little Rhyme</td>\n",
- " <td>All I've Got to Do</td>\n",
- " <td>All My Loving</td>\n",
+ " <td>And I Love Her</td>\n",
+ " <td>Any Time at All</td>\n",
+ " <td>A Taste of Honey</td>\n",
+ " <td>Beatle Greetings</td>\n",
+ " <td>Can You Take Me Back</td>\n",
+ " <td>Carry That Weight</td>\n",
+ " <td>Down in Eastern Australia</td>\n",
+ " <td>Everybody's Trying to Be My Baby</td>\n",
" <td>...</td>\n",
- " <td>Where Bluebirds Fly</td>\n",
- " <td>Where I End and You Begin</td>\n",
- " <td>Wicked Child</td>\n",
- " <td>Wish You Were Here</td>\n",
- " <td>Wonderwall</td>\n",
- " <td>Worrywort</td>\n",
- " <td>Yes I Am</td>\n",
- " <td>You</td>\n",
- " <td>You and Whose Army?</td>\n",
- " <td>You Never Wash Up After Yourself</td>\n",
+ " <td>You Can't Always Get What You Want</td>\n",
+ " <td>You Can't Catch Me</td>\n",
+ " <td>You Don't Have To Mean It</td>\n",
+ " <td>You Got Me Rocking</td>\n",
+ " <td>You Got the Silver</td>\n",
+ " <td>Don't Look Back</td>\n",
+ " <td>Each and every day of the year</td>\n",
+ " <td>I'm A King Bee</td>\n",
+ " <td>Little By Little</td>\n",
+ " <td>Brown Sugar</td>\n",
" </tr>\n",
" <tr>\n",
" <th>url</th>\n",
- " <td>https://genius.com/The-beatles-1822-lyrics</td>\n",
- " <td>https://genius.com/The-beatles-across-the-univ...</td>\n",
- " <td>https://genius.com/The-beatles-across-the-univ...</td>\n",
- " <td>https://genius.com/The-beatles-act-naturally-l...</td>\n",
- " <td>https://genius.com/The-beatles-a-day-in-the-li...</td>\n",
- " <td>https://genius.com/The-beatles-a-hard-days-nig...</td>\n",
- " <td>https://genius.com/The-beatles-aint-she-sweet-...</td>\n",
+ " <td>https://genius.com/The-beatles-all-together-on...</td>\n",
" <td>https://genius.com/The-beatles-a-little-rhyme-...</td>\n",
- " <td>https://genius.com/The-beatles-all-ive-got-to-...</td>\n",
- " <td>https://genius.com/The-beatles-all-my-loving-l...</td>\n",
+ " <td>https://genius.com/The-beatles-and-i-love-her-...</td>\n",
+ " <td>https://genius.com/The-beatles-any-time-at-all...</td>\n",
+ " <td>https://genius.com/The-beatles-a-taste-of-hone...</td>\n",
+ " <td>https://genius.com/The-beatles-beatle-greeting...</td>\n",
+ " <td>https://genius.com/The-beatles-can-you-take-me...</td>\n",
+ " <td>https://genius.com/The-beatles-carry-that-weig...</td>\n",
+ " <td>https://genius.com/The-beatles-down-in-eastern...</td>\n",
+ " <td>https://genius.com/The-beatles-everybodys-tryi...</td>\n",
" <td>...</td>\n",
- " <td>https://genius.com/Radiohead-where-bluebirds-f...</td>\n",
- " <td>https://genius.com/Radiohead-where-i-end-and-y...</td>\n",
- " <td>https://genius.com/Radiohead-wicked-child-lyrics</td>\n",
- " <td>https://genius.com/Radiohead-wish-you-were-her...</td>\n",
- " <td>https://genius.com/Radiohead-wonderwall-lyrics</td>\n",
- " <td>https://genius.com/Radiohead-worrywort-lyrics</td>\n",
- " <td>https://genius.com/Radiohead-yes-i-am-lyrics</td>\n",
- " <td>https://genius.com/Radiohead-you-lyrics</td>\n",
- " <td>https://genius.com/Radiohead-you-and-whose-arm...</td>\n",
- " <td>https://genius.com/Radiohead-you-never-wash-up...</td>\n",
+ " <td>https://genius.com/The-rolling-stones-you-cant...</td>\n",
+ " <td>https://genius.com/The-rolling-stones-you-cant...</td>\n",
+ " <td>https://genius.com/The-rolling-stones-you-dont...</td>\n",
+ " <td>https://genius.com/The-rolling-stones-you-got-...</td>\n",
+ " <td>https://genius.com/The-rolling-stones-you-got-...</td>\n",
+ " <td>https://genius.com/The-rolling-stones-dont-loo...</td>\n",
+ " <td>https://genius.com/The-rolling-stones-each-and...</td>\n",
+ " <td>https://genius.com/The-rolling-stones-im-a-kin...</td>\n",
+ " <td>https://genius.com/The-rolling-stones-little-b...</td>\n",
+ " <td>https://genius.com/The-rolling-stones-brown-su...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>15 rows × 611 columns</p>\n",
+ "<p>18 rows × 1071 columns</p>\n",
"</div>"
],
"text/plain": [
- " 0 \\\n",
- "_id 210353 \n",
+ " 0 \\\n",
+ "_id 1497768 \n",
"annotation_count 1 \n",
- "api_path /songs/210353 \n",
- "full_title 1822! by The Beatles \n",
- "header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/Live%20at%2... \n",
- "header_image_url https://s3.amazonaws.com/rapgenius/Live%20at%2... \n",
- "id 210353 \n",
- "lyrics_owner_id 225680 \n",
- "path /The-beatles-1822-lyrics \n",
- "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
+ "api_path /songs/1497768 \n",
+ "ctitle NaN \n",
+ "full_title All Together on the Wireless Machine by The Be... \n",
+ "header_image_thumbnail_url https://images.genius.com/ad1f59e8a03be4eb521e... \n",
+ "header_image_url https://images.genius.com/ad1f59e8a03be4eb521e... \n",
+ "id 1497768 \n",
+ "lyrics NaN \n",
+ "lyrics_owner_id 1549345 \n",
+ "original_lyrics NaN \n",
+ "path /The-beatles-all-together-on-the-wireless-mach... \n",
+ "primary_artist {'image_url': 'https://images.genius.com/ad1f5... \n",
"pyongs_count NaN \n",
- "song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/Live%20at%2... \n",
- "stats {'hot': False, 'unreviewed_annotations': 0} \n",
- "title 1822! \n",
- "url https://genius.com/The-beatles-1822-lyrics \n",
- "\n",
- " 1 \\\n",
- "_id 123444 \n",
- "annotation_count 12 \n",
- "api_path /songs/123444 \n",
- "full_title Across the Universe by The Beatles \n",
- "header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/the_beatles... \n",
- "header_image_url https://s3.amazonaws.com/rapgenius/the_beatles... \n",
- "id 123444 \n",
- "lyrics_owner_id 22533 \n",
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+ "id 313269 \n",
+ "lyrics you don't have to mean it you just got to say ... \n",
+ "lyrics_owner_id 354608 \n",
+ "original_lyrics \\n\\n[Verse 1]\\nYou don't have to mean it\\nYou ... \n",
+ "path /The-rolling-stones-you-dont-have-to-mean-it-l... \n",
+ "primary_artist {'image_url': 'https://images.genius.com/23bbf... \n",
"pyongs_count NaN \n",
- "song_art_image_thumbnail_url https://images.genius.com/25efaa8c220fdcfec8a9... \n",
- "stats {'hot': False, 'unreviewed_annotations': 0} \n",
- "title Wish You Were Here \n",
- "url https://genius.com/Radiohead-wish-you-were-her... \n",
+ "song_art_image_thumbnail_url https://images.genius.com/eb7fd9257058b77179cb... \n",
+ "stats {'unreviewed_annotations': 0, 'hot': False} \n",
+ "title You Don't Have To Mean It \n",
+ "url https://genius.com/The-rolling-stones-you-dont... \n",
"\n",
- " 605 \\\n",
- "_id 1081664 \n",
+ " 1064 \\\n",
+ "_id 313043 \n",
"annotation_count 1 \n",
- "api_path /songs/1081664 \n",
- "full_title Wonderwall by Radiohead \n",
- "header_image_thumbnail_url https://images.genius.com/25efaa8c220fdcfec8a9... \n",
- "header_image_url https://images.genius.com/25efaa8c220fdcfec8a9... \n",
- "id 1081664 \n",
- "lyrics_owner_id 1549345 \n",
- "path /Radiohead-wonderwall-lyrics \n",
- "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
+ "api_path /songs/313043 \n",
+ "ctitle you got me rocking \n",
+ "full_title You Got Me Rocking by The Rolling Stones \n",
+ "header_image_thumbnail_url https://images.genius.com/a8ed1f93846da84943a7... \n",
+ "header_image_url https://images.genius.com/a8ed1f93846da84943a7... \n",
+ "id 313043 \n",
+ "lyrics i was a butcher cutting up meat my hands were ... \n",
+ "lyrics_owner_id 354382 \n",
+ "original_lyrics \\n\\n[Verse 1]\\nI was a butcher\\nCutting up mea... \n",
+ "path /The-rolling-stones-you-got-me-rocking-lyrics \n",
+ "primary_artist {'image_url': 'https://images.genius.com/23bbf... \n",
"pyongs_count NaN \n",
- "song_art_image_thumbnail_url https://images.genius.com/25efaa8c220fdcfec8a9... \n",
- "stats {'hot': False, 'unreviewed_annotations': 0} \n",
- "title Wonderwall \n",
- "url https://genius.com/Radiohead-wonderwall-lyrics \n",
+ "song_art_image_thumbnail_url https://images.genius.com/a8ed1f93846da84943a7... \n",
+ "stats {'unreviewed_annotations': 0, 'hot': False} \n",
+ "title You Got Me Rocking \n",
+ "url https://genius.com/The-rolling-stones-you-got-... \n",
"\n",
- " 606 \\\n",
- "_id 350065 \n",
- "annotation_count 12 \n",
- "api_path /songs/350065 \n",
- "full_title Worrywort by Radiohead \n",
- "header_image_thumbnail_url https://images.genius.com/e4bdb3ab980f0f1b6ce4... \n",
- "header_image_url https://images.genius.com/e4bdb3ab980f0f1b6ce4... \n",
- "id 350065 \n",
- "lyrics_owner_id 428027 \n",
- "path /Radiohead-worrywort-lyrics \n",
- "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
+ " 1065 \\\n",
+ "_id 2389345 \n",
+ "annotation_count 4 \n",
+ "api_path /songs/2389345 \n",
+ "ctitle you got the silver \n",
+ "full_title You Got the Silver by The Rolling Stones (Ft. ... \n",
+ "header_image_thumbnail_url https://images.rapgenius.com/ac969979ccb91a0d2... \n",
+ "header_image_url https://images.rapgenius.com/ac969979ccb91a0d2... \n",
+ "id 2389345 \n",
+ "lyrics hey babe, what's in your eyes? i saw them flas... \n",
+ "lyrics_owner_id 1217557 \n",
+ "original_lyrics \\n\\n[Verse 1]\\nHey babe, what's in your eyes?\\... \n",
+ "path /The-rolling-stones-you-got-the-silver-lyrics \n",
+ "primary_artist {'image_url': 'https://images.genius.com/23bbf... \n",
"pyongs_count NaN \n",
- "song_art_image_thumbnail_url https://images.genius.com/e4bdb3ab980f0f1b6ce4... \n",
- "stats {'hot': False, 'unreviewed_annotations': 11} \n",
- "title Worrywort \n",
- "url https://genius.com/Radiohead-worrywort-lyrics \n",
+ "song_art_image_thumbnail_url https://images.rapgenius.com/ac969979ccb91a0d2... \n",
+ "stats {'unreviewed_annotations': 0, 'hot': False} \n",
+ "title You Got the Silver \n",
+ "url https://genius.com/The-rolling-stones-you-got-... \n",
"\n",
- " 607 \\\n",
- "_id 1226422 \n",
+ " 1066 \\\n",
+ "_id 1245984 \n",
"annotation_count 1 \n",
- "api_path /songs/1226422 \n",
- "full_title Yes I Am by Radiohead \n",
- "header_image_thumbnail_url https://images.genius.com/6b45ffa7fd55970e6411... \n",
- "header_image_url https://images.genius.com/6b45ffa7fd55970e6411... \n",
- "id 1226422 \n",
+ "api_path /songs/1245984 \n",
+ "ctitle dont look back \n",
+ "full_title Don't Look Back by The Rolling Stones \n",
+ "header_image_thumbnail_url https://images.genius.com/23bbf05f7ee8286a8905... \n",
+ "header_image_url https://images.genius.com/23bbf05f7ee8286a8905... \n",
+ "id 1245984 \n",
+ "lyrics if it's love that you're running from there's ... \n",
"lyrics_owner_id 1549345 \n",
- "path /Radiohead-yes-i-am-lyrics \n",
- "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
- "pyongs_count 2 \n",
- "song_art_image_thumbnail_url https://images.genius.com/6b45ffa7fd55970e6411... \n",
- "stats {'hot': False, 'unreviewed_annotations': 0} \n",
- "title Yes I Am \n",
- "url https://genius.com/Radiohead-yes-i-am-lyrics \n",
+ "original_lyrics \\n\\nIf it's love that you're running from\\nThe... \n",
+ "path /The-rolling-stones-dont-look-back-lyrics \n",
+ "primary_artist {'image_url': 'https://images.genius.com/23bbf... \n",
+ "pyongs_count NaN \n",
+ "song_art_image_thumbnail_url https://images.genius.com/23bbf05f7ee8286a8905... \n",
+ "stats {'unreviewed_annotations': 0, 'hot': False} \n",
+ "title Don't Look Back \n",
+ "url https://genius.com/The-rolling-stones-dont-loo... \n",
"\n",
- " 608 \\\n",
- "_id 98114 \n",
- "annotation_count 6 \n",
- "api_path /songs/98114 \n",
- "full_title You by Radiohead \n",
- "header_image_thumbnail_url https://images.genius.com/6c0cb1c55fc88c941dac... \n",
- "header_image_url https://images.genius.com/6c0cb1c55fc88c941dac... \n",
- "id 98114 \n",
- "lyrics_owner_id 116170 \n",
- "path /Radiohead-you-lyrics \n",
- "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
- "pyongs_count 1 \n",
- "song_art_image_thumbnail_url https://images.genius.com/6c0cb1c55fc88c941dac... \n",
- "stats {'hot': False, 'unreviewed_annotations': 1} \n",
- "title You \n",
- "url https://genius.com/Radiohead-you-lyrics \n",
+ " 1067 \\\n",
+ "_id 311907 \n",
+ "annotation_count 1 \n",
+ "api_path /songs/311907 \n",
+ "ctitle each and every day of the year \n",
+ "full_title Each and every day of the year by The Rolling ... \n",
+ "header_image_thumbnail_url https://images.genius.com/6c322c96140487d56076... \n",
+ "header_image_url https://images.genius.com/6c322c96140487d56076... \n",
+ "id 311907 \n",
+ "lyrics do i miss her kiss at night time arms around m... \n",
+ "lyrics_owner_id 354385 \n",
+ "original_lyrics \\n\\n[Verse 1]\\nDo I miss her kiss at night tim... \n",
+ "path /The-rolling-stones-each-and-every-day-of-the-... \n",
+ "primary_artist {'image_url': 'https://images.genius.com/23bbf... \n",
+ "pyongs_count NaN \n",
+ "song_art_image_thumbnail_url https://images.genius.com/6c322c96140487d56076... \n",
+ "stats {'unreviewed_annotations': 0, 'hot': False} \n",
+ "title Each and every day of the year \n",
+ "url https://genius.com/The-rolling-stones-each-and... \n",
"\n",
- " 609 \\\n",
- "_id 114477 \n",
+ " 1068 \\\n",
+ "_id 310293 \n",
"annotation_count 4 \n",
- "api_path /songs/114477 \n",
- "full_title You and Whose Army? by Radiohead \n",
- "header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/1359924238_... \n",
- "header_image_url https://s3.amazonaws.com/rapgenius/1359924238_... \n",
- "id 114477 \n",
- "lyrics_owner_id 116340 \n",
- "path /Radiohead-you-and-whose-army-lyrics \n",
- "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
- "pyongs_count 4 \n",
- "song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/1359924238_... \n",
- "stats {'hot': False, 'unreviewed_annotations': 0, 'p... \n",
- "title You and Whose Army? \n",
- "url https://genius.com/Radiohead-you-and-whose-arm... \n",
+ "api_path /songs/310293 \n",
+ "ctitle im a king bee \n",
+ "full_title I'm A King Bee by The Rolling Stones \n",
+ "header_image_thumbnail_url https://images.genius.com/076d49bcc219432b68b4... \n",
+ "header_image_url https://images.genius.com/076d49bcc219432b68b4... \n",
+ "id 310293 \n",
+ "lyrics well i am a king bee buzzing around your hive ... \n",
+ "lyrics_owner_id 354383 \n",
+ "original_lyrics \\n\\n[Chorus]\\nWell I am a king bee\\nBuzzing ar... \n",
+ "path /The-rolling-stones-im-a-king-bee-lyrics \n",
+ "primary_artist {'image_url': 'https://images.genius.com/23bbf... \n",
+ "pyongs_count NaN \n",
+ "song_art_image_thumbnail_url https://images.genius.com/076d49bcc219432b68b4... \n",
+ "stats {'unreviewed_annotations': 0, 'hot': False} \n",
+ "title I'm A King Bee \n",
+ "url https://genius.com/The-rolling-stones-im-a-kin... \n",
+ "\n",
+ " 1069 \\\n",
+ "_id 310289 \n",
+ "annotation_count 1 \n",
+ "api_path /songs/310289 \n",
+ "ctitle little by little \n",
+ "full_title Little By Little by The Rolling Stones \n",
+ "header_image_thumbnail_url https://images.genius.com/076d49bcc219432b68b4... \n",
+ "header_image_url https://images.genius.com/076d49bcc219432b68b4... \n",
+ "id 310289 \n",
+ "lyrics tried to trail you last night, baby, trail you... \n",
+ "lyrics_owner_id 354383 \n",
+ "original_lyrics \\n\\n[Verse 1]\\nTried to trail you last night, ... \n",
+ "path /The-rolling-stones-little-by-little-lyrics \n",
+ "primary_artist {'image_url': 'https://images.genius.com/23bbf... \n",
+ "pyongs_count NaN \n",
+ "song_art_image_thumbnail_url https://images.genius.com/076d49bcc219432b68b4... \n",
+ "stats {'unreviewed_annotations': 0, 'hot': False} \n",
+ "title Little By Little \n",
+ "url https://genius.com/The-rolling-stones-little-b... \n",
"\n",
- " 610 \n",
- "_id 642622 \n",
- "annotation_count 1 \n",
- "api_path /songs/642622 \n",
- "full_title You Never Wash Up After Yourself by Radiohead \n",
- "header_image_thumbnail_url https://images.rapgenius.com/0d14d86aec456da16... \n",
- "header_image_url https://images.rapgenius.com/0d14d86aec456da16... \n",
- "id 642622 \n",
- "lyrics_owner_id 1158811 \n",
- "path /Radiohead-you-never-wash-up-after-yourself-ly... \n",
- "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
- "pyongs_count NaN \n",
- "song_art_image_thumbnail_url https://images.rapgenius.com/0d14d86aec456da16... \n",
- "stats {'hot': False, 'unreviewed_annotations': 0} \n",
- "title You Never Wash Up After Yourself \n",
- "url https://genius.com/Radiohead-you-never-wash-up... \n",
+ " 1070 \n",
+ "_id 106069 \n",
+ "annotation_count 16 \n",
+ "api_path /songs/106069 \n",
+ "ctitle brown sugar \n",
+ "full_title Brown Sugar by The Rolling Stones \n",
+ "header_image_thumbnail_url https://images.genius.com/5b7d4f11893ff2fdeba7... \n",
+ "header_image_url https://images.genius.com/5b7d4f11893ff2fdeba7... \n",
+ "id 106069 \n",
+ "lyrics gold coast slave ship bound for cotton fields ... \n",
+ "lyrics_owner_id 16 \n",
+ "original_lyrics \\n\\n[Verse 1]\\nGold coast slave ship bound for... \n",
+ "path /The-rolling-stones-brown-sugar-lyrics \n",
+ "primary_artist {'image_url': 'https://images.genius.com/23bbf... \n",
+ "pyongs_count 7 \n",
+ "song_art_image_thumbnail_url https://images.genius.com/5b7d4f11893ff2fdeba7... \n",
+ "stats {'unreviewed_annotations': 0, 'hot': False, 'p... \n",
+ "title Brown Sugar \n",
+ "url https://genius.com/The-rolling-stones-brown-su... \n",
"\n",
- "[15 rows x 611 columns]"
+ "[18 rows x 1071 columns]"
]
},
- "execution_count": 68,
+ "execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 69,
+ "execution_count": 46,
"metadata": {
"collapsed": false
},
},
{
"cell_type": "code",
- "execution_count": 70,
+ "execution_count": 47,
"metadata": {
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" \"\\n\\n[Chorus 1]]\\nOh ain't she sweet\\nWell see her walking down that street\\nYes I ask you very confidentially\\nAin't she sweet?\\n\\n[Chorus 2]\\nOh ain't she nice\\nWell look her over once or twice\\nYes I ask you very confidentially\\nAin't she nice?\\n\\n[Chorus 3]\\nJust cast an eye\\nIn her direction\\nOh me oh my\\nAin't that perfection?\\n\\n[Chorus 4]\\nOh I repeat\\nWell don't you think that's kind of neat?\\nYes I ask you very confidentially\\nAin't she sweet?\\n\\n[Chorus 1]\\n\\n[Chorus 2]\\n\\n[Chorus 3]\\n\\n[Chorus 4]\\n\\n[Chorus 1]\\nOh ain't she sweet\\nWell see her walking down that street\\nWell I ask you very confidentially\\nAin't she sweet?\\nWell I ask you very confidentially\\nAin't she sweet?\\n\\n\")"
]
},
- "execution_count": 70,
+ "execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 71,
+ "execution_count": 48,
"metadata": {
"collapsed": false
},
" 'title': 'All Together on the Wireless Machine'}"
]
},
- "execution_count": 71,
+ "execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 72,
+ "execution_count": 49,
"metadata": {
"collapsed": true
},
},
{
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- "execution_count": 73,
+ "execution_count": 50,
"metadata": {
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"'a hard days night'"
]
},
- "execution_count": 73,
+ "execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 74,
+ "execution_count": 51,
"metadata": {
"collapsed": true
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- "execution_count": 75,
+ "execution_count": 52,
"metadata": {
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{
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"text/plain": [
- "(301, 298, 46)"
+ "(489, 559, 57)"
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"scrolled": true
"text/plain": [
"{'2 2 5 live at earls court',\n",
" 'a punch up at a wedding',\n",
+ " 'band introductions',\n",
" 'bloom blawan rmx',\n",
" 'bloom harmonic 313 rmx',\n",
" 'bloom jamie xx rework',\n",
" 'bloom mark pritchard rmx',\n",
" 'bloom objekt rmx',\n",
" 'bullet proof i wish i was',\n",
+ " 'charlies intro to little red rooster',\n",
" 'codex illum sphere',\n",
" 'dollars cents',\n",
" 'dollars cents live',\n",
+ " 'everybody needs somebody to love finale',\n",
" 'everything in its right place live in france',\n",
+ " 'faraway eyes',\n",
" 'feral lone rmx',\n",
" 'fog again live',\n",
" 'give up the ghost brokenchord rmx',\n",
" 'i might be wrong live',\n",
" 'i will los angeles version',\n",
" 'idioteque live in oxford',\n",
+ " 'intro take the a train',\n",
+ " 'jumping jack flash',\n",
+ " 'just my imagination',\n",
" 'kansas city heyheyheyhey',\n",
+ " 'key to the highway',\n",
" 'like spinning plates live',\n",
" 'little by little caribou rmx',\n",
" 'little by little shed',\n",
+ " 'little ta',\n",
" 'lotus flower jacques greene rmx',\n",
" 'lotus flower sbtrkt rmx',\n",
" 'march of the meanies',\n",
+ " 'martin scorsese intro',\n",
" 'morning bell live in oxford',\n",
" 'morning mr magpie nathan fake rmx',\n",
" 'morning mr magpie pearson sound scavenger rmx',\n",
+ " 'outro',\n",
" 'packt like sardines in a crushed tin box',\n",
" 'pepperland',\n",
" 'pepperland laid waste',\n",
" 'when im sixty four'}"
]
},
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}
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"text/plain": [
- "{'1822',\n",
+ "{'100 years ago',\n",
+ " '1822',\n",
+ " '19th nervous breakdown',\n",
+ " '2000 light years from home',\n",
+ " '2000 man',\n",
+ " '2120 south michigan avenue',\n",
+ " '3',\n",
" 'a little rhyme',\n",
" 'a moon shaped pool tracklist album cover',\n",
" 'a picture of you',\n",
" 'a shot of rhythm and blues',\n",
" 'across the universe wildlife version',\n",
" 'aint she sweet',\n",
+ " 'aint that loving you baby',\n",
+ " 'aint too proud to beg',\n",
+ " 'all sold out',\n",
" 'all things must pass',\n",
" 'all together on the wireless machine',\n",
+ " 'andrews blues',\n",
" 'another beatles christmas record',\n",
+ " 'anyway you look at it',\n",
+ " 'around and around',\n",
+ " 'baby please dont go',\n",
+ " 'baby whats wrong',\n",
+ " 'backstreet girl',\n",
" 'bad boy',\n",
" 'bad to me',\n",
" 'banana co',\n",
" 'beatle greetings',\n",
" 'beatles movie medley',\n",
+ " 'beautiful delilah',\n",
" 'beautiful dreamer',\n",
" 'bebopalula',\n",
" 'because i know you love me so',\n",
" 'big boots',\n",
" 'big ideas',\n",
" 'bishops robes',\n",
+ " 'bitch',\n",
" 'bitches talkin',\n",
" 'blackbirdyesterday',\n",
+ " 'blood red wine',\n",
" 'blue moon of kentucky',\n",
" 'blue suede shoes',\n",
+ " 'blue turns to grey',\n",
+ " 'bright lights big city',\n",
" 'bullet proofi wish i was',\n",
" 'burning bush',\n",
+ " 'bye bye johnny',\n",
+ " 'can i get a witness',\n",
+ " 'can you hear the music',\n",
" 'can you take me back',\n",
+ " 'cant get next to you',\n",
" 'carol',\n",
+ " 'casino boogie',\n",
" 'ceremony',\n",
+ " 'charlie watts introduction of marianne faithfull',\n",
+ " 'cherry oh baby',\n",
" 'child of nature',\n",
+ " 'child of the moon',\n",
" 'christmas time is here again',\n",
" 'cinnamon girl',\n",
+ " 'citadel',\n",
" 'clarabella',\n",
" 'climbing up a bloody great hill',\n",
+ " 'cocksucker blues',\n",
" 'coke babies',\n",
" 'come and get it',\n",
+ " 'come on',\n",
" 'come togetherdear prudence',\n",
+ " 'coming down again',\n",
" 'commonwealth',\n",
+ " 'complicated',\n",
+ " 'con le mie lacrime',\n",
+ " 'confessin the blues',\n",
+ " 'congratulations',\n",
+ " 'cook cook blues',\n",
+ " 'cool calm and collected',\n",
+ " 'cops and robbers',\n",
+ " 'corinna',\n",
+ " 'country honk',\n",
+ " 'crackin up',\n",
+ " 'crazy mama',\n",
" 'crinsk dee night',\n",
+ " 'criss cross man',\n",
+ " 'crushed pearl',\n",
" 'cry for a shadow',\n",
+ " 'cry to me',\n",
" 'crying waiting hoping',\n",
" 'cut a hole',\n",
" 'cuttooth',\n",
+ " 'da doo ron ron',\n",
+ " 'dance',\n",
+ " 'dance little sister',\n",
+ " 'dancing in the light',\n",
+ " 'dancing with mr d',\n",
+ " 'dandelion',\n",
+ " 'dear doctor',\n",
" 'dear wack',\n",
+ " 'diddley daddy',\n",
" 'dollars and cents',\n",
+ " 'doncha bother me',\n",
" 'dont ever change',\n",
" 'dont let me down',\n",
+ " 'dont lie to me',\n",
+ " 'dont look back',\n",
+ " 'dont stop',\n",
+ " 'doo doo doo doo doo heartbreaker',\n",
+ " 'doom and gloom',\n",
+ " 'down home girl',\n",
" 'down in eastern australia',\n",
+ " 'down in the bottom',\n",
+ " 'downtown suzie',\n",
" 'dream baby',\n",
+ " 'drift away',\n",
" 'drive my carthe wordwhat youre doing',\n",
+ " 'each and every day of the year',\n",
" 'eds scary song',\n",
" 'egyptian song',\n",
" 'eleanor rigbyjulia transition',\n",
+ " 'empty heart',\n",
" 'everybody lies through their teeth',\n",
" 'everyone needs someone to hate',\n",
+ " 'everything is turning to gold',\n",
" 'faithless the wonderboy',\n",
" 'falling in love again',\n",
+ " 'family',\n",
+ " 'fancyman blues',\n",
+ " 'fanny mae',\n",
" 'fasttrack',\n",
" 'final show',\n",
+ " 'fingerprint file',\n",
+ " 'flight 505',\n",
" 'fog',\n",
" 'follow me around',\n",
+ " 'following the river',\n",
+ " 'fool to cry',\n",
+ " 'fortune teller',\n",
" 'four guys',\n",
" 'free as a bird',\n",
" 'from fluff to you',\n",
" 'from us to you',\n",
+ " 'gangsters maul',\n",
" 'get back aka no pakistanis',\n",
+ " 'get off of my cloud',\n",
" 'give it up',\n",
" 'give peace a chance',\n",
" 'glad all over',\n",
" 'glass onion love remix',\n",
" 'gnik nus',\n",
+ " 'goin home',\n",
+ " 'gomper',\n",
+ " 'good time women',\n",
+ " 'good times',\n",
+ " 'good times bad times',\n",
" 'goodbye',\n",
+ " 'goodbye girl',\n",
+ " 'gotta get away',\n",
+ " 'grown up wrong',\n",
" 'hallelujah i love her so',\n",
+ " 'hand of fate',\n",
" 'happy song',\n",
+ " 'harlem shuffle ny mix',\n",
" 'harry patch in memory of',\n",
" 'have a banana',\n",
" 'have a banana speech',\n",
+ " 'have you seen your mother baby standing in the shadow',\n",
" 'hear me lord harrison',\n",
+ " 'heart of stone',\n",
+ " 'heavys pizza',\n",
" 'hello little girl',\n",
" 'here comes the sunthe inner light transition',\n",
+ " 'hey crawdaddy',\n",
+ " 'hey negrita',\n",
+ " 'hide your love',\n",
+ " 'highway child',\n",
+ " 'hiheel sneakers',\n",
+ " 'hitch hike',\n",
+ " 'honest i do',\n",
+ " 'hoochie coochie man',\n",
+ " 'hot stuff',\n",
+ " 'hound dog',\n",
" 'how can you be sure',\n",
" 'how do you do it',\n",
" 'how i made my millions',\n",
+ " 'i aint superstitious',\n",
+ " 'i am waiting',\n",
" 'i call your name',\n",
+ " 'i cant be satisfied',\n",
+ " 'i cant help it',\n",
+ " 'i dont know why',\n",
+ " 'i dont know why aka dont know why i love you',\n",
" 'i forgot to remember to forget',\n",
" 'i froze up',\n",
+ " 'i get a kick out of you',\n",
" 'i got a woman',\n",
+ " 'i got the blues',\n",
" 'i got to find my baby',\n",
" 'i just dont understand',\n",
+ " 'i just want to make love to you',\n",
+ " 'i just want to see his face',\n",
+ " 'i need you baby mona',\n",
" 'i promise',\n",
+ " 'i think im going mad',\n",
" 'i want none of this',\n",
+ " 'i want to be loved',\n",
" 'i want to know',\n",
+ " 'id much rather be with the boys',\n",
+ " 'if i was a dancer dance part 2',\n",
+ " 'if you cant rock me',\n",
+ " 'if you let me',\n",
" 'if you love me baby',\n",
+ " 'if you need me',\n",
+ " 'if you really want to be my friend',\n",
" 'if youve got trouble',\n",
" 'ill be on my way',\n",
" 'ill get you',\n",
" 'ill wear it proudly',\n",
" 'ill wind',\n",
+ " 'im a king bee',\n",
" 'im coming up',\n",
" 'im down',\n",
+ " 'im going down',\n",
+ " 'im gonna drive',\n",
" 'im gonna sit right down and cry over you',\n",
+ " 'im not signifying',\n",
" 'im talking about you',\n",
+ " 'in another land',\n",
" 'in spite of all the danger',\n",
" 'india',\n",
" 'india rubber',\n",
" 'inside my head',\n",
+ " 'intro',\n",
+ " 'intro excerpt from fanfare for the common man',\n",
+ " 'it hurts me too',\n",
+ " 'it should be you',\n",
+ " 'its all over now',\n",
" 'its for you',\n",
+ " 'its not easy',\n",
+ " 'ive been loving you too long',\n",
" 'james bond theme',\n",
" 'jazz piano song',\n",
" 'jerusalem',\n",
+ " 'jigsaw puzzle',\n",
" 'jingle bells',\n",
+ " 'jiving sister fanny',\n",
" 'john lennon vs bill oreilly',\n",
+ " 'john wesley harding',\n",
" 'johnny b goode',\n",
+ " 'jump on top of me',\n",
" 'junk',\n",
" 'just a rumour',\n",
" 'just a rumour speech',\n",
" 'kansas city',\n",
" 'keep strong',\n",
" 'keep your hands off my baby',\n",
+ " 'keith richards introduction of the who',\n",
+ " 'keys to your love',\n",
" 'kid a tracklist album cover',\n",
" 'killer cars',\n",
" 'komm gib mir deine hand',\n",
+ " 'ladies and gentlemen the rolling stones',\n",
+ " 'lady jane',\n",
" 'ladytron',\n",
" 'leave my kitten alone',\n",
" 'lend me your comb',\n",
+ " 'let it loose',\n",
+ " 'let it rock',\n",
" 'lets dance',\n",
" 'lewis mistreated',\n",
" 'lift',\n",
" 'like dreamers do',\n",
+ " 'linda lu',\n",
+ " 'little queenie',\n",
+ " 'little t a',\n",
" 'lonesome tears in my eyes',\n",
+ " 'long long while',\n",
+ " 'look what youve done',\n",
+ " 'looking tired',\n",
+ " 'losing my touch',\n",
" 'love',\n",
" 'love of the loved',\n",
" 'love these goon shows',\n",
" 'lozenge of love',\n",
" 'lucille',\n",
" 'lull',\n",
+ " 'luxury',\n",
" 'mailman bring me no more blues',\n",
+ " 'mannish boy',\n",
" 'manowar',\n",
" 'mantua',\n",
" 'maquiladora',\n",
" 'matchbox',\n",
" 'medley kansas cityhey hey hey hey',\n",
" 'medley rip it up shake rattle and roll blue suede shoes',\n",
+ " 'meet me in the bottom',\n",
" 'meeting in the aisle',\n",
" 'melatonin',\n",
+ " 'melody',\n",
+ " 'memo from turner',\n",
+ " 'memory motel',\n",
" 'memphis',\n",
" 'memphis tennessee',\n",
+ " 'mercy mercy',\n",
+ " 'mick jaggers and john lennons introduction of the dirty mac',\n",
+ " 'mick jaggers introduction of rock roll circus',\n",
+ " 'mick jaggers introduction to jethro tull',\n",
" 'million dollar question',\n",
+ " 'miss amanda jones',\n",
+ " 'miss you dr dre remix 2002',\n",
" 'missing links bootleg',\n",
" 'molasses',\n",
+ " 'mona',\n",
+ " 'money',\n",
" 'moonlight',\n",
" 'moonlight bay',\n",
+ " 'moonlight mile',\n",
+ " 'mothers little helper',\n",
" 'movie medley',\n",
" 'mr b',\n",
" 'my bonnie',\n",
" 'my bonnie english intro',\n",
" 'my bonnie german intro',\n",
+ " 'my girl',\n",
+ " 'my obsession',\n",
+ " 'no expectations',\n",
" 'no reply demo',\n",
" 'nobody does it better',\n",
" 'nobodys child',\n",
" 'not guilty',\n",
" 'nothin shakin',\n",
" 'nothin shakin but the leaves on the trees',\n",
+ " 'nothing from nothing',\n",
" 'nothing touches me',\n",
+ " 'oh baby we got a good thing goin',\n",
" 'old brown shoe',\n",
" 'on the beach',\n",
+ " 'on with the show',\n",
" 'one and one is two',\n",
+ " 'one more shot',\n",
+ " 'one more try',\n",
" 'ooh my arms',\n",
" 'ooh my arms speech',\n",
" 'ooh my soul',\n",
" 'open pick',\n",
+ " 'out of time',\n",
" 'packt like sardines in a crushd tin box',\n",
+ " 'paint it blacker',\n",
" 'palo alto',\n",
" 'pantomime everywhere its christmas',\n",
+ " 'parachute woman',\n",
+ " 'pass the wine sophia loren',\n",
+ " 'pay your dues',\n",
" 'pearly',\n",
" 'pedro the fisherman',\n",
" 'permanent daylight',\n",
+ " 'petrol gang',\n",
" 'phillipa chicken',\n",
+ " 'play with fire',\n",
+ " 'please go home',\n",
+ " 'plundered my soul',\n",
+ " 'poison ivy',\n",
" 'polyethylene parts 1 2',\n",
" 'pop is dead',\n",
+ " 'prodigal son',\n",
" 'punchdrunk lovesick singalong',\n",
" 'rain',\n",
+ " 'rain fall down william remix',\n",
" 'ready teddy',\n",
" 'real love',\n",
+ " 'reelin and rockin',\n",
" 'reminiscing',\n",
" 'revolution',\n",
" 'revolution i',\n",
" 'rhinestone cowboy',\n",
+ " 'ride on baby',\n",
" 'riding on a bus',\n",
" 'rip it up medley',\n",
+ " 'road runner',\n",
" 'ruby baby',\n",
+ " 'sad day',\n",
" 'saints',\n",
" 'saints when the saints go marching in',\n",
+ " 'salt of the earth',\n",
" 'searchin',\n",
" 'september in the rain',\n",
" 'set fire to that lot',\n",
" 'sgt peppers lonely hearts club band reprise',\n",
" 'sha la la la la',\n",
" 'shake rattle and roll',\n",
+ " 'shake your hips',\n",
+ " 'she said yeah',\n",
+ " 'she smiled sweetly',\n",
+ " 'shes a rainbow',\n",
+ " 'short and curlies',\n",
" 'shout',\n",
" 'sie liebt dich',\n",
+ " 'silver train',\n",
" 'sing a song for you',\n",
+ " 'sing this all together',\n",
+ " 'sing this all together see what happens',\n",
" 'sinking ship',\n",
+ " 'sister morphine',\n",
+ " 'sittin on a fence',\n",
+ " 'sleepy city',\n",
" 'slow down',\n",
+ " 'so divine aladdin story',\n",
" 'so how come no one loves me',\n",
" 'soldier of love',\n",
" 'some other guy',\n",
+ " 'some things just stick in your mind',\n",
" 'somebody else',\n",
" 'someone else',\n",
+ " 'something happened to me yesterday',\n",
" 'something with blue jay way transition',\n",
" 'somewhere',\n",
+ " 'soul survivor',\n",
" 'sour milk sea',\n",
" 'spectre',\n",
" 'staircase',\n",
" 'stand by me',\n",
+ " 'star star',\n",
+ " 'stealing my heart',\n",
" 'step inside love',\n",
" 'step inside love los paranoias',\n",
+ " 'still a fool',\n",
+ " 'stoned',\n",
+ " 'stop breaking down',\n",
" 'stranger in my arms',\n",
" 'strawberry fields forever take 1',\n",
" 'strawberry fields forever take 7 edit piece',\n",
+ " 'stray cat blues',\n",
+ " 'stuck out all alone',\n",
" 'stupid car',\n",
+ " 'stupid girl',\n",
+ " 'summertime blues',\n",
" 'supercollider',\n",
" 'sure to fall',\n",
" 'sure to fall in love with you',\n",
+ " 'surprise surprise',\n",
+ " 'susie q',\n",
" 'suzy parker',\n",
" 'swanee river',\n",
+ " 'sway',\n",
+ " 'sweet black angel',\n",
" 'sweet georgia brown',\n",
" 'sweet little sixteen',\n",
+ " 'sympathy for the devil fatboy slim remix',\n",
+ " 'sympathy for the devil the neptunes remix',\n",
" 'take good care of my baby',\n",
+ " 'take it or leave it',\n",
" 'talk show host',\n",
+ " 'talkin about you',\n",
" 'teddy boy',\n",
+ " 'tell me',\n",
+ " 'tell me baby how many times',\n",
" 'tell me why ep',\n",
+ " 'tell me youre coming back',\n",
" 'thank you girl',\n",
+ " 'that girl belongs to yesterday',\n",
" 'that means a lot',\n",
" 'thatll be the day',\n",
" 'thats alright mama',\n",
" 'the fool on the hill demo',\n",
" 'the fool on the hill take 4',\n",
" 'the happy rishikesh song',\n",
+ " 'the harder they come',\n",
" 'the hippy hippy shake',\n",
" 'the honeymoon song',\n",
" 'the inner light',\n",
+ " 'the lantern',\n",
" 'the new generation',\n",
+ " 'the rocky road to dublin',\n",
" 'the sheik of araby',\n",
+ " 'the singer not the song',\n",
+ " 'the storm',\n",
" 'the thief',\n",
" 'the trickster',\n",
+ " 'the under assistant west coast promotion man',\n",
" 'these are my twisted words',\n",
+ " 'think',\n",
" 'this boy',\n",
" 'three cool cats',\n",
+ " 'through the lonely nights',\n",
+ " 'till the next goodbye',\n",
+ " 'time waits for no one',\n",
+ " 'title 5',\n",
" 'to be a brilliant light',\n",
" 'to know her is to love her',\n",
" 'too much monkey business',\n",
+ " 'torn and frayed',\n",
" 'transatlantic drawl',\n",
+ " 'travellin man',\n",
+ " 'try a little harder',\n",
+ " 'turd on the run',\n",
+ " 'under the board walk',\n",
" 'union city blue',\n",
" 'untogether',\n",
" 'upside down',\n",
+ " 'ventilator blues',\n",
+ " 'wake up in the morning',\n",
+ " 'walking the dog',\n",
+ " 'walking through the sleepy city',\n",
" 'watching rainbows',\n",
+ " 'we are wasting time',\n",
+ " 'we love you',\n",
+ " 'we want the stones',\n",
+ " 'were wastin time',\n",
+ " 'what a shame',\n",
" 'what goes on girl',\n",
" 'what is it that you say',\n",
" 'what is that you say',\n",
+ " 'what to do',\n",
" 'whatd i say',\n",
" 'whats the new mary jane',\n",
" 'when im sixtyfour',\n",
" 'when the saints go marchin in',\n",
+ " 'who am i',\n",
+ " 'whos been sleeping here',\n",
+ " 'whos driving your plane',\n",
" 'why',\n",
" 'wicked child',\n",
+ " 'winter',\n",
+ " 'wish i never met you',\n",
" 'wish you were here',\n",
" 'within you without youtomorrow never knows',\n",
" 'wonderwall',\n",
" 'ya ya',\n",
" 'yes i am',\n",
" 'yes it is',\n",
+ " 'yesterdays papers',\n",
+ " 'you better move on',\n",
+ " 'you can make it if you try',\n",
+ " 'you cant catch me',\n",
+ " 'you gotta move',\n",
" 'you know my name',\n",
" 'you know my name look up the number',\n",
" 'you know what to do',\n",
" 'yove got to hide your love away'}"
]
},
- "execution_count": 77,
+ "execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 78,
+ "execution_count": 55,
"metadata": {
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},
{
"data": {
"text/plain": [
- "<pymongo.results.UpdateResult at 0x7f622b1ab6c0>"
+ "<pymongo.results.UpdateResult at 0x7f2d72e83090>"
]
},
- "execution_count": 78,
+ "execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 79,
+ "execution_count": 56,
"metadata": {
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},
{
"data": {
"text/plain": [
- "(306, 293, 41)"
+ "(494, 554, 52)"
]
},
- "execution_count": 79,
+ "execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 80,
+ "execution_count": 57,
"metadata": {
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},
},
{
"cell_type": "code",
- "execution_count": 81,
+ "execution_count": 58,
"metadata": {
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"scrolled": true
},
{
"cell_type": "code",
- "execution_count": 82,
+ "execution_count": 59,
"metadata": {
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"data": {
"text/plain": [
- "dict_keys(['sentiment', 'mode', 'instrumentalness', 'href', 'energy', 'album', 'track_href', 'popularity', 'disc_number', 'liveness', 'available_markets', 'name', 'track_number', 'loudness', 'danceability', 'lyrics', 'uri', 'speechiness', 'type', 'explicit', 'external_urls', 'external_ids', 'artist_id', 'id', 'analysis_url', 'album_id', 'valence', '_id', 'lyrical_density', 'acousticness', 'ctitle', 'duration_ms', 'preview_url', 'artists', 'tempo', 'time_signature', 'artist_name', 'key', 'original_lyrics'])"
+ "dict_keys(['sentiment', 'preview_url', 'external_ids', 'duration_ms', 'disc_number', 'track_number', 'album_id', 'href', 'album', 'original_lyrics', 'explicit', 'artist_name', 'lyrics', 'lyrical_density', 'name', 'artist_id', 'type', 'artists', 'external_urls', 'available_markets', 'id', '_id', 'uri', 'popularity', 'ctitle'])"
]
},
- "execution_count": 82,
+ "execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 83,
+ "execution_count": 60,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "{'_id': '2ucFulEWapRAmTn7l6f5Q7',\n",
- " 'acousticness': 0.425,\n",
+ "{'_id': '3u06WsJ1KtvEqmmmZqy76J',\n",
" 'album': {'album_type': 'album',\n",
- " 'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
+ " 'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/22bE4uQ6baNwSHPVcDxLCe'},\n",
+ " 'href': 'https://api.spotify.com/v1/artists/22bE4uQ6baNwSHPVcDxLCe',\n",
+ " 'id': '22bE4uQ6baNwSHPVcDxLCe',\n",
+ " 'name': 'The Rolling Stones',\n",
" 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
+ " 'uri': 'spotify:artist:22bE4uQ6baNwSHPVcDxLCe'}],\n",
" 'available_markets': ['AD',\n",
" 'AR',\n",
" 'AT',\n",
" 'AU',\n",
- " 'BE',\n",
" 'BG',\n",
" 'BO',\n",
" 'BR',\n",
- " 'CH',\n",
" 'CL',\n",
" 'CO',\n",
" 'CR',\n",
" 'CY',\n",
" 'CZ',\n",
" 'DE',\n",
- " 'DK',\n",
" 'DO',\n",
" 'EC',\n",
" 'EE',\n",
" 'ID',\n",
" 'IE',\n",
" 'IS',\n",
- " 'IT',\n",
" 'JP',\n",
" 'LI',\n",
" 'LT',\n",
" 'SK',\n",
" 'SV',\n",
" 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/album/03Qh833fEdVT30Pfs93ea6'},\n",
- " 'href': 'https://api.spotify.com/v1/albums/03Qh833fEdVT30Pfs93ea6',\n",
- " 'id': '03Qh833fEdVT30Pfs93ea6',\n",
+ " 'TW'],\n",
+ " 'external_urls': {'spotify': 'https://open.spotify.com/album/6FjXxl9VLURGuubdXUn2J3'},\n",
+ " 'href': 'https://api.spotify.com/v1/albums/6FjXxl9VLURGuubdXUn2J3',\n",
+ " 'id': '6FjXxl9VLURGuubdXUn2J3',\n",
" 'images': [{'height': 640,\n",
- " 'url': 'https://i.scdn.co/image/d6028aea974c75961cb9cdc2263f5d8a8a6582bd',\n",
+ " 'url': 'https://i.scdn.co/image/adcf79a6adae4e1a44d0e34860cc103e28ee4372',\n",
" 'width': 640},\n",
" {'height': 300,\n",
- " 'url': 'https://i.scdn.co/image/adebae7bf6a4a441bc6a5a17ca840f77df6ed3b9',\n",
+ " 'url': 'https://i.scdn.co/image/e15ffec01bd7c4e902d2b0c94ba270f45ca63d00',\n",
" 'width': 300},\n",
" {'height': 64,\n",
- " 'url': 'https://i.scdn.co/image/3b0ddfadf13b9f3e74da93fcb21e4183a4d9fcc8',\n",
+ " 'url': 'https://i.scdn.co/image/be6aeb6d09c0ceca229dcfa236deda3bbd6e9015',\n",
" 'width': 64}],\n",
- " 'name': 'The Beatles (Remastered)',\n",
+ " 'name': 'Some Girls (Deluxe Version)',\n",
" 'type': 'album',\n",
- " 'uri': 'spotify:album:03Qh833fEdVT30Pfs93ea6'},\n",
- " 'album_id': '03Qh833fEdVT30Pfs93ea6',\n",
- " 'analysis_url': 'https://api.spotify.com/v1/audio-analysis/2ucFulEWapRAmTn7l6f5Q7',\n",
- " 'artist_id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'artist_name': 'The Beatles',\n",
- " 'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
+ " 'uri': 'spotify:album:6FjXxl9VLURGuubdXUn2J3'},\n",
+ " 'album_id': '6FjXxl9VLURGuubdXUn2J3',\n",
+ " 'artist_id': '22bE4uQ6baNwSHPVcDxLCe',\n",
+ " 'artist_name': 'The Rolling Stones',\n",
+ " 'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/22bE4uQ6baNwSHPVcDxLCe'},\n",
+ " 'href': 'https://api.spotify.com/v1/artists/22bE4uQ6baNwSHPVcDxLCe',\n",
+ " 'id': '22bE4uQ6baNwSHPVcDxLCe',\n",
+ " 'name': 'The Rolling Stones',\n",
" 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
+ " 'uri': 'spotify:artist:22bE4uQ6baNwSHPVcDxLCe'}],\n",
" 'available_markets': ['AD',\n",
" 'AR',\n",
" 'AT',\n",
" 'AU',\n",
- " 'BE',\n",
" 'BG',\n",
" 'BO',\n",
" 'BR',\n",
- " 'CH',\n",
" 'CL',\n",
" 'CO',\n",
" 'CR',\n",
" 'CY',\n",
" 'CZ',\n",
" 'DE',\n",
- " 'DK',\n",
" 'DO',\n",
" 'EC',\n",
" 'EE',\n",
" 'ID',\n",
" 'IE',\n",
" 'IS',\n",
- " 'IT',\n",
" 'JP',\n",
" 'LI',\n",
" 'LT',\n",
" 'SK',\n",
" 'SV',\n",
" 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'ctitle': 'wild honey pie',\n",
- " 'danceability': 0.792,\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 52973,\n",
- " 'energy': 0.763,\n",
+ " 'TW'],\n",
+ " 'ctitle': 'you win again',\n",
+ " 'disc_number': 2,\n",
+ " 'duration_ms': 180280,\n",
" 'explicit': False,\n",
- " 'external_ids': {'isrc': 'GBAYE0601648'},\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/2ucFulEWapRAmTn7l6f5Q7'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/2ucFulEWapRAmTn7l6f5Q7',\n",
- " 'id': '2ucFulEWapRAmTn7l6f5Q7',\n",
- " 'instrumentalness': 0.627,\n",
- " 'key': 2,\n",
- " 'liveness': 0.789,\n",
- " 'loudness': -11.185,\n",
- " 'lyrical_density': 0.16989787250108546,\n",
- " 'lyrics': 'honey pie honey pie i love you, honey pie',\n",
- " 'mode': 1,\n",
- " 'name': 'Wild Honey Pie - Remastered 2009',\n",
- " 'original_lyrics': '\\n\\nHoney Pie\\nHoney Pie\\nI love you, Honey Pie\\n\\n',\n",
- " 'popularity': 41,\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/ddebab4d5e87d46a499ce557405cfadf0330bd9c?cid=null',\n",
- " 'sentiment': {'label': 'pos',\n",
- " 'probability': {'neg': 0.39117763475308887,\n",
- " 'neutral': 0.18873615212514983,\n",
- " 'pos': 0.6088223652469111}},\n",
- " 'speechiness': 0.0506,\n",
- " 'tempo': 89.9,\n",
- " 'time_signature': 4,\n",
- " 'track_href': 'https://api.spotify.com/v1/tracks/2ucFulEWapRAmTn7l6f5Q7',\n",
- " 'track_number': 5,\n",
- " 'type': 'audio_features',\n",
- " 'uri': 'spotify:track:2ucFulEWapRAmTn7l6f5Q7',\n",
- " 'valence': 0.153}"
+ " 'external_ids': {'isrc': 'GBUM71109053'},\n",
+ " 'external_urls': {'spotify': 'https://open.spotify.com/track/3u06WsJ1KtvEqmmmZqy76J'},\n",
+ " 'href': 'https://api.spotify.com/v1/tracks/3u06WsJ1KtvEqmmmZqy76J',\n",
+ " 'id': '3u06WsJ1KtvEqmmmZqy76J',\n",
+ " 'lyrical_density': 0.4603949412025738,\n",
+ " 'lyrics': \"the news is out all over town that you've been seen out runnin' around i know that i should leave but then i just can't go you win again this heart of mine could never see what everybody knows but me just trusting in you was my great sin what can i do? you win again yes, this heart of mine could never see what everybody knows but me just trusting you was my great sin what can i do? you win again\",\n",
+ " 'name': 'You Win Again',\n",
+ " 'original_lyrics': \"\\n\\nThe news is out all over town\\nThat you've been seen out runnin' around\\nI know that I should leave but then\\nI just can't go\\nYou win again\\nThis heart of mine could never see\\nWhat everybody knows but me\\nJust trusting in you was my great sin\\nWhat can I do?\\nYou win again\\nYes, this heart of mine could never see\\nWhat everybody knows but me\\nJust trusting you was my great sin\\nWhat can I do?\\nYou win again\\n\\n\",\n",
+ " 'popularity': 17,\n",
+ " 'preview_url': 'https://p.scdn.co/mp3-preview/21de20d8795c3d60a6814064c73e763357fd2fb8?cid=null',\n",
+ " 'sentiment': {'label': 'neg',\n",
+ " 'probability': {'neg': 0.6893093993296692,\n",
+ " 'neutral': 0.178805966723781,\n",
+ " 'pos': 0.31069060067033083}},\n",
+ " 'track_number': 11,\n",
+ " 'type': 'track',\n",
+ " 'uri': 'spotify:track:3u06WsJ1KtvEqmmmZqy76J'}"
]
},
- "execution_count": 83,
+ "execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 84,
+ "execution_count": 61,
"metadata": {
"collapsed": false
},
" <th>_id</th>\n",
" <th>artist_name</th>\n",
" <th>name</th>\n",
- " <th>valence</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
- " <td>1AVrv7FD10FoKW38oBiKRg</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Bloom (Blawan Rmx)</td>\n",
- " <td>0.0325</td>\n",
+ " <td>0B5CEdw4WBs91yn444ZP27</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Street Fighting Man - Live</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
- " <td>4rkGGQEqxHIXVJ4oXjOHgF</td>\n",
- " <td>George Martin</td>\n",
- " <td>Sea Of Holes - Remastered 2009</td>\n",
- " <td>0.0352</td>\n",
+ " <td>7FagS2T3y5XwDpYvyHfvmc</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Jumpin' Jack Flash - Live</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
- " <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
- " <td>Radiohead</td>\n",
- " <td>True Love Waits</td>\n",
- " <td>0.0378</td>\n",
+ " <td>4HKaTAMIXT88muGU1JN9lI</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>I Go Wild - Live</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
- " <td>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
- " <td>Radiohead</td>\n",
- " <td>We Suck Young Blood</td>\n",
- " <td>0.0378</td>\n",
+ " <td>1jgefM2ZP7RnPVShhy1eUM</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Not Fade Away - Live</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
- " <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Blue Jay Way - Remastered 2009</td>\n",
- " <td>0.0380</td>\n",
+ " <td>74tlMxJ8wF0sNp93GBEPdK</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Honky Tonk Women - Live</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
- " <td>66Pyms4pYaHEcPHZ7DdMbE</td>\n",
- " <td>Radiohead</td>\n",
- " <td>TKOL (Altrice Rmx)</td>\n",
- " <td>0.0383</td>\n",
+ " <td>3u06WsJ1KtvEqmmmZqy76J</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>You Win Again</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
- " <td>3gKuywOm38axM8sJGq6Laq</td>\n",
- " <td>Radiohead</td>\n",
- " <td>MK 1</td>\n",
- " <td>0.0391</td>\n",
+ " <td>7jZX0QSP4YClL1smfBt1yl</td>\n",
+ " <td>George Martin</td>\n",
+ " <td>Sea Of Time - Remastered 2009</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
- " <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
- " <td>Radiohead</td>\n",
- " <td>The Tourist</td>\n",
- " <td>0.0400</td>\n",
+ " <td>4rkGGQEqxHIXVJ4oXjOHgF</td>\n",
+ " <td>George Martin</td>\n",
+ " <td>Sea Of Holes - Remastered 2009</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
- " <td>0tKuiKb2mazZYdA6fPP7kI</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Good Evening Mrs Magpie (Modeselektor RMX)</td>\n",
- " <td>0.0413</td>\n",
+ " <td>2PbwmAMaxIBIWis8XLViat</td>\n",
+ " <td>George Martin</td>\n",
+ " <td>Sea Of Monsters - Remastered 2009</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
- " <td>2PbwmAMaxIBIWis8XLViat</td>\n",
+ " <td>7M0HjPZ5KZMik1FYHOU6sR</td>\n",
" <td>George Martin</td>\n",
- " <td>Sea Of Monsters - Remastered 2009</td>\n",
- " <td>0.0422</td>\n",
+ " <td>March Of The Meanies - Remastered 2009</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
- " <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Motion Picture Soundtrack</td>\n",
- " <td>0.0425</td>\n",
+ " <td>49JPfRfsAfjWYRN6lbC3my</td>\n",
+ " <td>George Martin</td>\n",
+ " <td>Pepperland Laid Waste - Remastered 2009</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
- " <td>2uYSbsxAMmK1awUl06T7ix</td>\n",
- " <td>Radiohead</td>\n",
- " <td>MK 2</td>\n",
- " <td>0.0437</td>\n",
+ " <td>47DgFAFnhfwoSko23P7pz5</td>\n",
+ " <td>George Martin</td>\n",
+ " <td>Yellow Submarine In Pepperland - Remastered 2009</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
- " <td>4gq2bc2770XvbJdEtfUbmw</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Go Slowly</td>\n",
- " <td>0.0453</td>\n",
+ " <td>72StxiucOrubnIMjrUd0Wr</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Little T&A - 2009 Re-Mastered Digital Version</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
- " <td>5olWalQH1oVza5D6xJg4oX</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Sail To The Moon</td>\n",
- " <td>0.0458</td>\n",
+ " <td>6enjRsW81z7K8zk7XIGIiz</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Slave - 2009 Re-Mastered Digital Version</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
- " <td>49JPfRfsAfjWYRN6lbC3my</td>\n",
- " <td>George Martin</td>\n",
- " <td>Pepperland Laid Waste - Remastered 2009</td>\n",
- " <td>0.0459</td>\n",
+ " <td>6HazgW4PjOxihpQPAAnLya</td>\n",
+ " <td>Jimi Hendrix</td>\n",
+ " <td>Outro - Star Spangled Banner - Live - 2009 Re-...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
- " <td>3uxhyRdWVXp7GQvERQl6fA</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Videotape</td>\n",
- " <td>0.0468</td>\n",
+ " <td>1oluhsJUDe1uAVGwfsFpfg</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Key To The Highway - Piano Instrumental/Remast...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
- " <td>29yXMFKIrY1fFY4DYBVZCu</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Life In a Glasshouse</td>\n",
- " <td>0.0516</td>\n",
+ " <td>5yneY9DxScLNVshnxdOLLl</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Key To The Highway - Piano Instrumental</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
- " <td>3cual6JOG286qZJmCxKRAT</td>\n",
+ " <td>5hfzW7LG97Hxv62HHUKgaj</td>\n",
" <td>Radiohead</td>\n",
- " <td>Tinker Tailor Soldier Sailor Rich Man Poor Man...</td>\n",
- " <td>0.0517</td>\n",
+ " <td>Lotus Flower (Jacques Greene Rmx)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
- " <td>6f6pEjgfTtuRROmJ4a7Gf3</td>\n",
+ " <td>64lecUR19lBSu317AzVZv3</td>\n",
" <td>Radiohead</td>\n",
- " <td>The Numbers</td>\n",
- " <td>0.0545</td>\n",
+ " <td>Morning Mr Magpie (Nathan Fake Rmx)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
- " <td>0agoaPIy92gPZ6zRhqXarE</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Tomorrow Never Knows - Remastered 2009</td>\n",
- " <td>0.0556</td>\n",
+ " <td>1CxhtUbe1o2PeMM3l5Kch6</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>Bloom (Harmonic 313 Rmx)</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name \\\n",
- "0 1AVrv7FD10FoKW38oBiKRg Radiohead \n",
- "1 4rkGGQEqxHIXVJ4oXjOHgF George Martin \n",
- "2 01ZpFhrMMqKPVCwyqXneVp Radiohead \n",
- "3 53RYTfkLiyZuUZHwJC3Wmm Radiohead \n",
- "4 0ttMfoND7IQqFSMVOPkELC The Beatles \n",
- "5 66Pyms4pYaHEcPHZ7DdMbE Radiohead \n",
- "6 3gKuywOm38axM8sJGq6Laq Radiohead \n",
- "7 75YUnz58ajMo2VIIuUFvOV Radiohead \n",
- "8 0tKuiKb2mazZYdA6fPP7kI Radiohead \n",
- "9 2PbwmAMaxIBIWis8XLViat George Martin \n",
- "10 0COiZ7ncho2yi4HotbzgPv Radiohead \n",
- "11 2uYSbsxAMmK1awUl06T7ix Radiohead \n",
- "12 4gq2bc2770XvbJdEtfUbmw Radiohead \n",
- "13 5olWalQH1oVza5D6xJg4oX Radiohead \n",
- "14 49JPfRfsAfjWYRN6lbC3my George Martin \n",
- "15 3uxhyRdWVXp7GQvERQl6fA Radiohead \n",
- "16 29yXMFKIrY1fFY4DYBVZCu Radiohead \n",
- "17 3cual6JOG286qZJmCxKRAT Radiohead \n",
- "18 6f6pEjgfTtuRROmJ4a7Gf3 Radiohead \n",
- "19 0agoaPIy92gPZ6zRhqXarE The Beatles \n",
+ " _id artist_name \\\n",
+ "0 0B5CEdw4WBs91yn444ZP27 The Rolling Stones \n",
+ "1 7FagS2T3y5XwDpYvyHfvmc The Rolling Stones \n",
+ "2 4HKaTAMIXT88muGU1JN9lI The Rolling Stones \n",
+ "3 1jgefM2ZP7RnPVShhy1eUM The Rolling Stones \n",
+ "4 74tlMxJ8wF0sNp93GBEPdK The Rolling Stones \n",
+ "5 3u06WsJ1KtvEqmmmZqy76J The Rolling Stones \n",
+ "6 7jZX0QSP4YClL1smfBt1yl George Martin \n",
+ "7 4rkGGQEqxHIXVJ4oXjOHgF George Martin \n",
+ "8 2PbwmAMaxIBIWis8XLViat George Martin \n",
+ "9 7M0HjPZ5KZMik1FYHOU6sR George Martin \n",
+ "10 49JPfRfsAfjWYRN6lbC3my George Martin \n",
+ "11 47DgFAFnhfwoSko23P7pz5 George Martin \n",
+ "12 72StxiucOrubnIMjrUd0Wr The Rolling Stones \n",
+ "13 6enjRsW81z7K8zk7XIGIiz The Rolling Stones \n",
+ "14 6HazgW4PjOxihpQPAAnLya Jimi Hendrix \n",
+ "15 1oluhsJUDe1uAVGwfsFpfg The Rolling Stones \n",
+ "16 5yneY9DxScLNVshnxdOLLl The Rolling Stones \n",
+ "17 5hfzW7LG97Hxv62HHUKgaj Radiohead \n",
+ "18 64lecUR19lBSu317AzVZv3 Radiohead \n",
+ "19 1CxhtUbe1o2PeMM3l5Kch6 Radiohead \n",
"\n",
- " name valence \n",
- "0 Bloom (Blawan Rmx) 0.0325 \n",
- "1 Sea Of Holes - Remastered 2009 0.0352 \n",
- "2 True Love Waits 0.0378 \n",
- "3 We Suck Young Blood 0.0378 \n",
- "4 Blue Jay Way - Remastered 2009 0.0380 \n",
- "5 TKOL (Altrice Rmx) 0.0383 \n",
- "6 MK 1 0.0391 \n",
- "7 The Tourist 0.0400 \n",
- "8 Good Evening Mrs Magpie (Modeselektor RMX) 0.0413 \n",
- "9 Sea Of Monsters - Remastered 2009 0.0422 \n",
- "10 Motion Picture Soundtrack 0.0425 \n",
- "11 MK 2 0.0437 \n",
- "12 Go Slowly 0.0453 \n",
- "13 Sail To The Moon 0.0458 \n",
- "14 Pepperland Laid Waste - Remastered 2009 0.0459 \n",
- "15 Videotape 0.0468 \n",
- "16 Life In a Glasshouse 0.0516 \n",
- "17 Tinker Tailor Soldier Sailor Rich Man Poor Man... 0.0517 \n",
- "18 The Numbers 0.0545 \n",
- "19 Tomorrow Never Knows - Remastered 2009 0.0556 "
+ " name \n",
+ "0 Street Fighting Man - Live \n",
+ "1 Jumpin' Jack Flash - Live \n",
+ "2 I Go Wild - Live \n",
+ "3 Not Fade Away - Live \n",
+ "4 Honky Tonk Women - Live \n",
+ "5 You Win Again \n",
+ "6 Sea Of Time - Remastered 2009 \n",
+ "7 Sea Of Holes - Remastered 2009 \n",
+ "8 Sea Of Monsters - Remastered 2009 \n",
+ "9 March Of The Meanies - Remastered 2009 \n",
+ "10 Pepperland Laid Waste - Remastered 2009 \n",
+ "11 Yellow Submarine In Pepperland - Remastered 2009 \n",
+ "12 Little T&A - 2009 Re-Mastered Digital Version \n",
+ "13 Slave - 2009 Re-Mastered Digital Version \n",
+ "14 Outro - Star Spangled Banner - Live - 2009 Re-... \n",
+ "15 Key To The Highway - Piano Instrumental/Remast... \n",
+ "16 Key To The Highway - Piano Instrumental \n",
+ "17 Lotus Flower (Jacques Greene Rmx) \n",
+ "18 Morning Mr Magpie (Nathan Fake Rmx) \n",
+ "19 Bloom (Harmonic 313 Rmx) "
]
},
- "execution_count": 84,
+ "execution_count": 61,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 85,
+ "execution_count": 62,
"metadata": {
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},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>113</th>\n",
- " <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
+ " <th>0</th>\n",
+ " <td>2ucFulEWapRAmTn7l6f5Q7</td>\n",
" <td>The Beatles</td>\n",
- " <td>Blue Jay Way - Remastered 2009</td>\n",
- " <td>0.0380</td>\n",
+ " <td>Wild Honey Pie - Remastered 2009</td>\n",
+ " <td>0.153</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>147</th>\n",
- " <td>0agoaPIy92gPZ6zRhqXarE</td>\n",
+ " <th>66</th>\n",
+ " <td>4cLoL5KPfE1hAwfsO84FX7</td>\n",
" <td>The Beatles</td>\n",
- " <td>Tomorrow Never Knows - Remastered 2009</td>\n",
- " <td>0.0556</td>\n",
+ " <td>Because - Remastered 2009</td>\n",
+ " <td>0.162</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>109</th>\n",
- " <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
+ " <th>44</th>\n",
+ " <td>7iABnSNZciNepqGtjMQxxd</td>\n",
" <td>The Beatles</td>\n",
- " <td>Revolution 9 - Remastered 2009</td>\n",
- " <td>0.0963</td>\n",
+ " <td>Come Together - Remastered 2015</td>\n",
+ " <td>0.178</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>104</th>\n",
- " <td>27YZJHyTTDIurMqDu1v2ef</td>\n",
+ " <th>59</th>\n",
+ " <td>0MKqeOVdZcUFGJvWpGCKbG</td>\n",
" <td>The Beatles</td>\n",
- " <td>Long, Long, Long - Remastered 2009</td>\n",
- " <td>0.1350</td>\n",
+ " <td>Come Together - Remastered 2009</td>\n",
+ " <td>0.179</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>0</th>\n",
- " <td>2ucFulEWapRAmTn7l6f5Q7</td>\n",
+ " <th>68</th>\n",
+ " <td>3jPXnX4SskFgAcC4YBKOwN</td>\n",
" <td>The Beatles</td>\n",
- " <td>Wild Honey Pie - Remastered 2009</td>\n",
- " <td>0.1530</td>\n",
+ " <td>Sun King - Remastered 2009</td>\n",
+ " <td>0.197</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>66</th>\n",
- " <td>4cLoL5KPfE1hAwfsO84FX7</td>\n",
+ " <th>74</th>\n",
+ " <td>0SAqxgrtLO0GzXBeilxHQs</td>\n",
" <td>The Beatles</td>\n",
- " <td>Because - Remastered 2009</td>\n",
- " <td>0.1620</td>\n",
+ " <td>The End - Remastered 2009</td>\n",
+ " <td>0.207</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>133</th>\n",
- " <td>3ZFBeIyP41HhnALjxWy1pR</td>\n",
+ " <th>41</th>\n",
+ " <td>4ajbplh2IXiJkXjQiq5aqq</td>\n",
" <td>The Beatles</td>\n",
- " <td>A Day In The Life - Remastered 2009</td>\n",
- " <td>0.1620</td>\n",
+ " <td>Get Back - Remastered 2015</td>\n",
+ " <td>0.212</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>44</th>\n",
- " <td>7iABnSNZciNepqGtjMQxxd</td>\n",
+ " <th>67</th>\n",
+ " <td>71Ij3VBYQWMrng61Ae4tBu</td>\n",
" <td>The Beatles</td>\n",
- " <td>Come Together - Remastered 2015</td>\n",
- " <td>0.1780</td>\n",
+ " <td>You Never Give Me Your Money - Remastered 2009</td>\n",
+ " <td>0.226</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>59</th>\n",
- " <td>0MKqeOVdZcUFGJvWpGCKbG</td>\n",
+ " <th>1</th>\n",
+ " <td>2z1p43SNSbeowzy8WdYHNk</td>\n",
" <td>The Beatles</td>\n",
- " <td>Come Together - Remastered 2009</td>\n",
- " <td>0.1790</td>\n",
+ " <td>Flying - Remastered 2009</td>\n",
+ " <td>0.246</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>110</th>\n",
- " <td>2tf8ljpWPmXNIFgRVhEuJg</td>\n",
+ " <th>72</th>\n",
+ " <td>1llzkEveIzvSXmqqyh7AiB</td>\n",
" <td>The Beatles</td>\n",
- " <td>Good Night - Remastered 2009</td>\n",
- " <td>0.1920</td>\n",
+ " <td>Golden Slumbers - Remastered 2009</td>\n",
+ " <td>0.250</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name \\\n",
- "113 0ttMfoND7IQqFSMVOPkELC The Beatles \n",
- "147 0agoaPIy92gPZ6zRhqXarE The Beatles \n",
- "109 6ZrPbHp9kRmQj1tGLvna8U The Beatles \n",
- "104 27YZJHyTTDIurMqDu1v2ef The Beatles \n",
- "0 2ucFulEWapRAmTn7l6f5Q7 The Beatles \n",
- "66 4cLoL5KPfE1hAwfsO84FX7 The Beatles \n",
- "133 3ZFBeIyP41HhnALjxWy1pR The Beatles \n",
- "44 7iABnSNZciNepqGtjMQxxd The Beatles \n",
- "59 0MKqeOVdZcUFGJvWpGCKbG The Beatles \n",
- "110 2tf8ljpWPmXNIFgRVhEuJg The Beatles \n",
+ " _id artist_name \\\n",
+ "0 2ucFulEWapRAmTn7l6f5Q7 The Beatles \n",
+ "66 4cLoL5KPfE1hAwfsO84FX7 The Beatles \n",
+ "44 7iABnSNZciNepqGtjMQxxd The Beatles \n",
+ "59 0MKqeOVdZcUFGJvWpGCKbG The Beatles \n",
+ "68 3jPXnX4SskFgAcC4YBKOwN The Beatles \n",
+ "74 0SAqxgrtLO0GzXBeilxHQs The Beatles \n",
+ "41 4ajbplh2IXiJkXjQiq5aqq The Beatles \n",
+ "67 71Ij3VBYQWMrng61Ae4tBu The Beatles \n",
+ "1 2z1p43SNSbeowzy8WdYHNk The Beatles \n",
+ "72 1llzkEveIzvSXmqqyh7AiB The Beatles \n",
"\n",
- " name valence \n",
- "113 Blue Jay Way - Remastered 2009 0.0380 \n",
- "147 Tomorrow Never Knows - Remastered 2009 0.0556 \n",
- "109 Revolution 9 - Remastered 2009 0.0963 \n",
- "104 Long, Long, Long - Remastered 2009 0.1350 \n",
- "0 Wild Honey Pie - Remastered 2009 0.1530 \n",
- "66 Because - Remastered 2009 0.1620 \n",
- "133 A Day In The Life - Remastered 2009 0.1620 \n",
- "44 Come Together - Remastered 2015 0.1780 \n",
- "59 Come Together - Remastered 2009 0.1790 \n",
- "110 Good Night - Remastered 2009 0.1920 "
+ " name valence \n",
+ "0 Wild Honey Pie - Remastered 2009 0.153 \n",
+ "66 Because - Remastered 2009 0.162 \n",
+ "44 Come Together - Remastered 2015 0.178 \n",
+ "59 Come Together - Remastered 2009 0.179 \n",
+ "68 Sun King - Remastered 2009 0.197 \n",
+ "74 The End - Remastered 2009 0.207 \n",
+ "41 Get Back - Remastered 2015 0.212 \n",
+ "67 You Never Give Me Your Money - Remastered 2009 0.226 \n",
+ "1 Flying - Remastered 2009 0.246 \n",
+ "72 Golden Slumbers - Remastered 2009 0.250 "
]
},
- "execution_count": 85,
+ "execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 86,
+ "execution_count": 63,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x7f622af36c88>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f2d71d2fbe0>"
]
},
- "execution_count": 86,
+ "execution_count": 63,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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+ "image/png": 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"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622ac41668>"
+ "<matplotlib.figure.Figure at 0x7f2d72847da0>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 88,
+ "execution_count": 65,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
+ "text/html": [
+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>_id</th>\n",
+ " <th>artist_name</th>\n",
+ " <th>name</th>\n",
+ " <th>valence</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>20</th>\n",
+ " <td>3gKuywOm38axM8sJGq6Laq</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>MK 1</td>\n",
+ " <td>0.0391</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>39</th>\n",
+ " <td>4DPQvbgSM0IdX4O3HOACwL</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>Treefingers</td>\n",
+ " <td>0.0585</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>37</th>\n",
+ " <td>2mvmuCtmmrERnm03ULdDye</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>Dollars & Cents</td>\n",
+ " <td>0.0943</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>6Unw1AAcpS1ZgZoRlj2jxA</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>Little By Little (Caribou Rmx)</td>\n",
+ " <td>0.1310</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>122</th>\n",
+ " <td>05evePUsIT1cmIURp1hgu6</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>Planet Telex</td>\n",
+ " <td>0.2720</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29</th>\n",
+ " <td>3bk7mfQWZ0acgp0hXzYQKS</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>The National Anthem (Live in France)</td>\n",
+ " <td>0.2870</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>134</th>\n",
+ " <td>1MyqLTRhgyWPw7v107BEuI</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>You</td>\n",
+ " <td>0.3050</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>22</th>\n",
+ " <td>3Y0ZPYdFsJ1ynQxpWZLNDj</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>2 + 2 = 5 (Live at Earls Court)</td>\n",
+ " <td>0.3430</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>78</th>\n",
+ " <td>37kUGdEJJ7NaMl5LFW4EA4</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>2 + 2 = 5</td>\n",
+ " <td>0.3650</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>48</th>\n",
+ " <td>3pcCifdPTc2BbqmWpEhtUd</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>Burn the Witch</td>\n",
+ " <td>0.6250</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x7f622af5d588>"
+ " _id artist_name name \\\n",
+ "20 3gKuywOm38axM8sJGq6Laq Radiohead MK 1 \n",
+ "39 4DPQvbgSM0IdX4O3HOACwL Radiohead Treefingers \n",
+ "37 2mvmuCtmmrERnm03ULdDye Radiohead Dollars & Cents \n",
+ "1 6Unw1AAcpS1ZgZoRlj2jxA Radiohead Little By Little (Caribou Rmx) \n",
+ "122 05evePUsIT1cmIURp1hgu6 Radiohead Planet Telex \n",
+ "29 3bk7mfQWZ0acgp0hXzYQKS Radiohead The National Anthem (Live in France) \n",
+ "134 1MyqLTRhgyWPw7v107BEuI Radiohead You \n",
+ "22 3Y0ZPYdFsJ1ynQxpWZLNDj Radiohead 2 + 2 = 5 (Live at Earls Court) \n",
+ "78 37kUGdEJJ7NaMl5LFW4EA4 Radiohead 2 + 2 = 5 \n",
+ "48 3pcCifdPTc2BbqmWpEhtUd Radiohead Burn the Witch \n",
+ "\n",
+ " valence \n",
+ "20 0.0391 \n",
+ "39 0.0585 \n",
+ "37 0.0943 \n",
+ "1 0.1310 \n",
+ "122 0.2720 \n",
+ "29 0.2870 \n",
+ "134 0.3050 \n",
+ "22 0.3430 \n",
+ "78 0.3650 \n",
+ "48 0.6250 "
]
},
- "execution_count": 88,
+ "execution_count": 65,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "radiohead_df = pd.DataFrame(list(tracks.find({'artist_id': radiohead_id}, \n",
+ " ['artist_name', 'name', 'valence'])))\n",
+ "radiohead_df.sort_values('valence').head(10)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f2d71dc1550>"
+ ]
+ },
+ "execution_count": 66,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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3v2bM/TVTn6hvs23N1EUm6Wym7u63AY/suvoK4Ib68g3AK6ddWEREZq/tTP1fuvsmgLtv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\nYII=\n",
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"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622ac41748>"
+ "<matplotlib.figure.Figure at 0x7f2d71d72470>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 89,
+ "execution_count": 67,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x7f622af4d8d0>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f2d72af9860>"
]
},
- "execution_count": 89,
+ "execution_count": 67,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622adf0908>"
+ "<matplotlib.figure.Figure at 0x7f2d72afedd8>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 90,
+ "execution_count": 68,
"metadata": {
"collapsed": false,
"scrolled": true
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>88</th>\n",
- " <td>3VgxeWOGdUYvtX1j8C9VyV</td>\n",
- " <td>The Beatles</td>\n",
- " <td>I'm So Tired - Remastered 2009</td>\n",
- " <td>0.892489</td>\n",
- " <td>0.146302</td>\n",
- " <td>0.107511</td>\n",
- " <td>0.6300</td>\n",
- " </tr>\n",
- " <tr>\n",
" <th>62</th>\n",
" <td>6gLmFcRwyQCQT23Df2Re9G</td>\n",
" <td>The Beatles</td>\n",
" <td>0.882642</td>\n",
" <td>0.091819</td>\n",
" <td>0.117358</td>\n",
- " <td>0.4160</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>107</th>\n",
- " <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Revolution 9 - Remastered 2009</td>\n",
- " <td>0.873285</td>\n",
- " <td>0.172322</td>\n",
- " <td>0.126715</td>\n",
- " <td>0.0963</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>186</th>\n",
- " <td>3EbGioQyKyf4dycuiPOg3k</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Everybody's Trying To Be My Baby - Remastered ...</td>\n",
- " <td>0.866985</td>\n",
- " <td>0.914332</td>\n",
- " <td>0.133015</td>\n",
- " <td>0.9370</td>\n",
+ " <td>0.416</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>0.866985</td>\n",
" <td>0.914332</td>\n",
" <td>0.133015</td>\n",
- " <td>0.6390</td>\n",
+ " <td>0.639</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53</th>\n",
" <td>0.865737</td>\n",
" <td>0.158470</td>\n",
" <td>0.134263</td>\n",
- " <td>0.9040</td>\n",
+ " <td>0.904</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28</th>\n",
+ " <td>63uskN0xLezVg4281wzeQn</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>Yesterday - Remastered 2015</td>\n",
+ " <td>0.852156</td>\n",
+ " <td>0.132796</td>\n",
+ " <td>0.147844</td>\n",
+ " <td>0.348</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>148</th>\n",
- " <td>3QbhVaulXxTyuAxHY3Pa5N</td>\n",
+ " <th>60</th>\n",
+ " <td>59CLXQLZKxRPzMW8S8Gt9N</td>\n",
" <td>The Beatles</td>\n",
- " <td>You Won't See Me - Remastered 2009</td>\n",
- " <td>0.864585</td>\n",
- " <td>0.247226</td>\n",
- " <td>0.135415</td>\n",
- " <td>0.4620</td>\n",
+ " <td>Oh! Darling - Remastered 2009</td>\n",
+ " <td>0.834624</td>\n",
+ " <td>0.237372</td>\n",
+ " <td>0.165376</td>\n",
+ " <td>0.518</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>195</th>\n",
- " <td>3Aqo28W4LLAolYpN3duVJl</td>\n",
+ " <th>78</th>\n",
+ " <td>69d54YOS8TOQiUYjX57XeA</td>\n",
" <td>The Beatles</td>\n",
- " <td>I'll Cry Instead - Remastered 2009</td>\n",
- " <td>0.863772</td>\n",
- " <td>0.160516</td>\n",
- " <td>0.136228</td>\n",
- " <td>0.9610</td>\n",
+ " <td>A Hard Day's Night - Remastered 2009</td>\n",
+ " <td>0.833309</td>\n",
+ " <td>0.188705</td>\n",
+ " <td>0.166691</td>\n",
+ " <td>0.802</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>92</th>\n",
- " <td>3OSi8ehmSWLTD5KatlzX8r</td>\n",
+ " <th>9</th>\n",
+ " <td>21nhooOxso7CCoHPE73w4L</td>\n",
" <td>The Beatles</td>\n",
- " <td>Don't Pass Me By - Remastered 2009</td>\n",
- " <td>0.857831</td>\n",
- " <td>0.120676</td>\n",
- " <td>0.142169</td>\n",
- " <td>0.9480</td>\n",
+ " <td>A Hard Day's Night - Live / Remastered</td>\n",
+ " <td>0.833309</td>\n",
+ " <td>0.188705</td>\n",
+ " <td>0.166691</td>\n",
+ " <td>0.635</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>134</th>\n",
- " <td>3wAOX1N5M0ta3QNsokmhJV</td>\n",
+ " <th>23</th>\n",
+ " <td>0mNQUZEATk2uItMUtiLWK5</td>\n",
" <td>The Beatles</td>\n",
- " <td>I'm Only Sleeping - Remastered 2009</td>\n",
- " <td>0.857651</td>\n",
- " <td>0.269800</td>\n",
- " <td>0.142349</td>\n",
- " <td>0.7000</td>\n",
+ " <td>A Hard Day's Night - Remastered 2015</td>\n",
+ " <td>0.833309</td>\n",
+ " <td>0.188705</td>\n",
+ " <td>0.166691</td>\n",
+ " <td>0.752</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>36</th>\n",
+ " <td>0wFW5NQJdNDJPcZyfYSExx</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>Hello, Goodbye - Remastered 2015</td>\n",
+ " <td>0.827139</td>\n",
+ " <td>0.163825</td>\n",
+ " <td>0.172861</td>\n",
+ " <td>0.654</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>0GRplBEB2FWCKutwMmS6nY</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>Ticket To Ride - Live / Remastered</td>\n",
+ " <td>0.825439</td>\n",
+ " <td>0.124786</td>\n",
+ " <td>0.174561</td>\n",
+ " <td>0.405</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name \\\n",
- "88 3VgxeWOGdUYvtX1j8C9VyV The Beatles \n",
- "62 6gLmFcRwyQCQT23Df2Re9G The Beatles \n",
- "107 6ZrPbHp9kRmQj1tGLvna8U The Beatles \n",
- "186 3EbGioQyKyf4dycuiPOg3k The Beatles \n",
- "16 79QDgDoBbS7pCrOjIH7ByA The Beatles \n",
- "53 4311wT21Et0q3vepFwXjTu The Beatles \n",
- "148 3QbhVaulXxTyuAxHY3Pa5N The Beatles \n",
- "195 3Aqo28W4LLAolYpN3duVJl The Beatles \n",
- "92 3OSi8ehmSWLTD5KatlzX8r The Beatles \n",
- "134 3wAOX1N5M0ta3QNsokmhJV The Beatles \n",
+ " _id artist_name \\\n",
+ "62 6gLmFcRwyQCQT23Df2Re9G The Beatles \n",
+ "16 79QDgDoBbS7pCrOjIH7ByA The Beatles \n",
+ "53 4311wT21Et0q3vepFwXjTu The Beatles \n",
+ "28 63uskN0xLezVg4281wzeQn The Beatles \n",
+ "60 59CLXQLZKxRPzMW8S8Gt9N The Beatles \n",
+ "78 69d54YOS8TOQiUYjX57XeA The Beatles \n",
+ "9 21nhooOxso7CCoHPE73w4L The Beatles \n",
+ "23 0mNQUZEATk2uItMUtiLWK5 The Beatles \n",
+ "36 0wFW5NQJdNDJPcZyfYSExx The Beatles \n",
+ "4 0GRplBEB2FWCKutwMmS6nY The Beatles \n",
"\n",
- " name neg neutral \\\n",
- "88 I'm So Tired - Remastered 2009 0.892489 0.146302 \n",
- "62 I Want You (She's So Heavy) - Remastered 2009 0.882642 0.091819 \n",
- "107 Revolution 9 - Remastered 2009 0.873285 0.172322 \n",
- "186 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.914332 \n",
- "16 Everybody’s Trying To Be My Baby - Live / Bonu... 0.866985 0.914332 \n",
- "53 One After 909 - Remastered 2009 0.865737 0.158470 \n",
- "148 You Won't See Me - Remastered 2009 0.864585 0.247226 \n",
- "195 I'll Cry Instead - Remastered 2009 0.863772 0.160516 \n",
- "92 Don't Pass Me By - Remastered 2009 0.857831 0.120676 \n",
- "134 I'm Only Sleeping - Remastered 2009 0.857651 0.269800 \n",
+ " name neg neutral \\\n",
+ "62 I Want You (She's So Heavy) - Remastered 2009 0.882642 0.091819 \n",
+ "16 Everybody’s Trying To Be My Baby - Live / Bonu... 0.866985 0.914332 \n",
+ "53 One After 909 - Remastered 2009 0.865737 0.158470 \n",
+ "28 Yesterday - Remastered 2015 0.852156 0.132796 \n",
+ "60 Oh! Darling - Remastered 2009 0.834624 0.237372 \n",
+ "78 A Hard Day's Night - Remastered 2009 0.833309 0.188705 \n",
+ "9 A Hard Day's Night - Live / Remastered 0.833309 0.188705 \n",
+ "23 A Hard Day's Night - Remastered 2015 0.833309 0.188705 \n",
+ "36 Hello, Goodbye - Remastered 2015 0.827139 0.163825 \n",
+ "4 Ticket To Ride - Live / Remastered 0.825439 0.124786 \n",
"\n",
- " pos valence \n",
- "88 0.107511 0.6300 \n",
- "62 0.117358 0.4160 \n",
- "107 0.126715 0.0963 \n",
- "186 0.133015 0.9370 \n",
- "16 0.133015 0.6390 \n",
- "53 0.134263 0.9040 \n",
- "148 0.135415 0.4620 \n",
- "195 0.136228 0.9610 \n",
- "92 0.142169 0.9480 \n",
- "134 0.142349 0.7000 "
+ " pos valence \n",
+ "62 0.117358 0.416 \n",
+ "16 0.133015 0.639 \n",
+ "53 0.134263 0.904 \n",
+ "28 0.147844 0.348 \n",
+ "60 0.165376 0.518 \n",
+ "78 0.166691 0.802 \n",
+ "9 0.166691 0.635 \n",
+ "23 0.166691 0.752 \n",
+ "36 0.172861 0.654 \n",
+ "4 0.174561 0.405 "
]
},
- "execution_count": 90,
+ "execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 91,
+ "execution_count": 69,
"metadata": {
"collapsed": false,
"scrolled": true
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>101</th>\n",
- " <td>11qDTSr3Dj4TkPnBcIOqEJ</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Vegetable</td>\n",
- " <td>0.883291</td>\n",
- " <td>0.170371</td>\n",
- " <td>0.116709</td>\n",
- " <td>0.399</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>49</th>\n",
- " <td>38WL6GlG9NHFiQS6JxV84r</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Myxomatosis</td>\n",
- " <td>0.864921</td>\n",
- " <td>0.261355</td>\n",
- " <td>0.135079</td>\n",
- " <td>0.560</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>97</th>\n",
- " <td>2zYmvi3w2T8a9Ckrv21bvW</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Stop Whispering</td>\n",
- " <td>0.855982</td>\n",
- " <td>0.188600</td>\n",
- " <td>0.144018</td>\n",
- " <td>0.279</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>34</th>\n",
- " <td>1w8QCSDH4QobcQeT4uMKLm</td>\n",
+ " <th>2</th>\n",
+ " <td>6dsq7Nt5mIFzvm5kIYNORy</td>\n",
" <td>Radiohead</td>\n",
- " <td>4 Minute Warning</td>\n",
- " <td>0.854820</td>\n",
- " <td>0.516574</td>\n",
- " <td>0.145180</td>\n",
- " <td>0.219</td>\n",
+ " <td>15 Step</td>\n",
+ " <td>0.835488</td>\n",
+ " <td>0.160928</td>\n",
+ " <td>0.164512</td>\n",
+ " <td>0.848</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>83</th>\n",
- " <td>3aDUSpF3LexOr1lFKvPV2h</td>\n",
+ " <th>6</th>\n",
+ " <td>1MyqLTRhgyWPw7v107BEuI</td>\n",
" <td>Radiohead</td>\n",
- " <td>The Bends</td>\n",
- " <td>0.854244</td>\n",
- " <td>0.533823</td>\n",
- " <td>0.145756</td>\n",
- " <td>0.315</td>\n",
+ " <td>You</td>\n",
+ " <td>0.688683</td>\n",
+ " <td>0.340676</td>\n",
+ " <td>0.311317</td>\n",
+ " <td>0.305</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>103</th>\n",
- " <td>48IEDejXX5LH8TAC3VIGpc</td>\n",
+ " <th>5</th>\n",
+ " <td>05evePUsIT1cmIURp1hgu6</td>\n",
" <td>Radiohead</td>\n",
- " <td>I Can't</td>\n",
- " <td>0.849730</td>\n",
- " <td>0.265375</td>\n",
- " <td>0.150270</td>\n",
- " <td>0.269</td>\n",
+ " <td>Planet Telex</td>\n",
+ " <td>0.646349</td>\n",
+ " <td>0.233964</td>\n",
+ " <td>0.353651</td>\n",
+ " <td>0.272</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>75</th>\n",
- " <td>3SVAN3BRByDmHOhKyIDxfC</td>\n",
+ " <th>4</th>\n",
+ " <td>3OsUjkcv1C1v5udFhgRSFg</td>\n",
" <td>Radiohead</td>\n",
- " <td>Karma Police</td>\n",
- " <td>0.846129</td>\n",
- " <td>0.100438</td>\n",
- " <td>0.153871</td>\n",
- " <td>0.311</td>\n",
+ " <td>Airbag</td>\n",
+ " <td>0.642348</td>\n",
+ " <td>0.919411</td>\n",
+ " <td>0.357652</td>\n",
+ " <td>0.642</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>89</th>\n",
- " <td>4dPKQxaraW6CG1rTBzV6DW</td>\n",
+ " <th>3</th>\n",
+ " <td>37kUGdEJJ7NaMl5LFW4EA4</td>\n",
" <td>Radiohead</td>\n",
- " <td>My Iron Lung</td>\n",
- " <td>0.845080</td>\n",
- " <td>0.190863</td>\n",
- " <td>0.154920</td>\n",
- " <td>0.643</td>\n",
+ " <td>2 + 2 = 5</td>\n",
+ " <td>0.637656</td>\n",
+ " <td>0.374924</td>\n",
+ " <td>0.362344</td>\n",
+ " <td>0.365</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>24</th>\n",
- " <td>5SdmtFbNOD7Qej6jFCHkOM</td>\n",
+ " <th>1</th>\n",
+ " <td>3pcCifdPTc2BbqmWpEhtUd</td>\n",
" <td>Radiohead</td>\n",
- " <td>Faust Arp</td>\n",
- " <td>0.838532</td>\n",
- " <td>0.167778</td>\n",
- " <td>0.161468</td>\n",
- " <td>0.224</td>\n",
+ " <td>Burn the Witch</td>\n",
+ " <td>0.582602</td>\n",
+ " <td>0.265249</td>\n",
+ " <td>0.417398</td>\n",
+ " <td>0.625</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>46</th>\n",
- " <td>77SPrxY5gn6VPrKPGrfLnM</td>\n",
+ " <th>0</th>\n",
+ " <td>0eECFDnWy0RdjMmJ8NOeAL</td>\n",
" <td>Radiohead</td>\n",
- " <td>There, There</td>\n",
- " <td>0.835541</td>\n",
- " <td>0.135951</td>\n",
- " <td>0.164459</td>\n",
- " <td>0.726</td>\n",
+ " <td>Feral</td>\n",
+ " <td>0.465216</td>\n",
+ " <td>0.167266</td>\n",
+ " <td>0.534784</td>\n",
+ " <td>0.751</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name name neg neutral \\\n",
- "101 11qDTSr3Dj4TkPnBcIOqEJ Radiohead Vegetable 0.883291 0.170371 \n",
- "49 38WL6GlG9NHFiQS6JxV84r Radiohead Myxomatosis 0.864921 0.261355 \n",
- "97 2zYmvi3w2T8a9Ckrv21bvW Radiohead Stop Whispering 0.855982 0.188600 \n",
- "34 1w8QCSDH4QobcQeT4uMKLm Radiohead 4 Minute Warning 0.854820 0.516574 \n",
- "83 3aDUSpF3LexOr1lFKvPV2h Radiohead The Bends 0.854244 0.533823 \n",
- "103 48IEDejXX5LH8TAC3VIGpc Radiohead I Can't 0.849730 0.265375 \n",
- "75 3SVAN3BRByDmHOhKyIDxfC Radiohead Karma Police 0.846129 0.100438 \n",
- "89 4dPKQxaraW6CG1rTBzV6DW Radiohead My Iron Lung 0.845080 0.190863 \n",
- "24 5SdmtFbNOD7Qej6jFCHkOM Radiohead Faust Arp 0.838532 0.167778 \n",
- "46 77SPrxY5gn6VPrKPGrfLnM Radiohead There, There 0.835541 0.135951 \n",
+ " _id artist_name name neg neutral \\\n",
+ "2 6dsq7Nt5mIFzvm5kIYNORy Radiohead 15 Step 0.835488 0.160928 \n",
+ "6 1MyqLTRhgyWPw7v107BEuI Radiohead You 0.688683 0.340676 \n",
+ "5 05evePUsIT1cmIURp1hgu6 Radiohead Planet Telex 0.646349 0.233964 \n",
+ "4 3OsUjkcv1C1v5udFhgRSFg Radiohead Airbag 0.642348 0.919411 \n",
+ "3 37kUGdEJJ7NaMl5LFW4EA4 Radiohead 2 + 2 = 5 0.637656 0.374924 \n",
+ "1 3pcCifdPTc2BbqmWpEhtUd Radiohead Burn the Witch 0.582602 0.265249 \n",
+ "0 0eECFDnWy0RdjMmJ8NOeAL Radiohead Feral 0.465216 0.167266 \n",
"\n",
- " pos valence \n",
- "101 0.116709 0.399 \n",
- "49 0.135079 0.560 \n",
- "97 0.144018 0.279 \n",
- "34 0.145180 0.219 \n",
- "83 0.145756 0.315 \n",
- "103 0.150270 0.269 \n",
- "75 0.153871 0.311 \n",
- "89 0.154920 0.643 \n",
- "24 0.161468 0.224 \n",
- "46 0.164459 0.726 "
+ " pos valence \n",
+ "2 0.164512 0.848 \n",
+ "6 0.311317 0.305 \n",
+ "5 0.353651 0.272 \n",
+ "4 0.357652 0.642 \n",
+ "3 0.362344 0.365 \n",
+ "1 0.417398 0.625 \n",
+ "0 0.534784 0.751 "
]
},
- "execution_count": 91,
+ "execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 92,
+ "execution_count": 70,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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dBgXRLQX9/qVbEFFZBmFMRYRug7RlZhilZQT5ludzm5L89Ulb3JW0d687th7d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\nhpnrgQ90ZqkdV9VbReRNwPcB56jqKRH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+ "image/png": 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kEzRBuPuzZrYC+A5Rdda0u280s3OBte7+DWAa+Hsz2wT8nCiJiIhIyYJWMYmI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\nUoIQEZFEShAiIpLo/wPb759JmZyebAAAAABJRU5ErkJggg==\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622ac3f978>"
+ "<matplotlib.figure.Figure at 0x7f2d72ad2748>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 93,
+ "execution_count": 71,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": 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QlvG5HfghLr4wWa5mKnXDLIiSSSadhydzFHQqE/o0i/PMisNHLNZXd03M7+oj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\nF5GTgBHgDar6mzrIWIiC8qvq06r6u6p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+ "image/png": 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LeC9wRJrBSWPivsDFTj21/Ad+bAyWLw+3TTt5A1ePrHuTdMsFo5b3udPfk8HBUGJYtSrc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\nYDczmwU8AZwADJb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"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622ac00198>"
+ "<matplotlib.figure.Figure at 0x7f2d727dab70>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 95,
+ "execution_count": 72,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x7f622ae7f978>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f2d71d962e8>"
]
},
- "execution_count": 95,
+ "execution_count": 72,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622b052438>"
+ "<matplotlib.figure.Figure at 0x7f2d71da92e8>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 97,
+ "execution_count": 73,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>279</th>\n",
- " <td>66cuLvkHsW7dNkfNk6gQP9</td>\n",
- " <td>Radiohead</td>\n",
- " <td>1.505262</td>\n",
- " <td>1.991725</td>\n",
- " <td>A Wolf At the Door</td>\n",
- " <td>0.793363</td>\n",
- " <td>0.3630</td>\n",
- " </tr>\n",
- " <tr>\n",
" <th>5</th>\n",
" <td>0GRplBEB2FWCKutwMmS6nY</td>\n",
" <td>The Beatles</td>\n",
" <td>1.853118</td>\n",
" <td>Ticket To Ride - Live / Remastered</td>\n",
" <td>0.825439</td>\n",
- " <td>0.4050</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>252</th>\n",
- " <td>5SdmtFbNOD7Qej6jFCHkOM</td>\n",
- " <td>Radiohead</td>\n",
- " <td>1.398920</td>\n",
- " <td>1.411166</td>\n",
- " <td>Faust Arp</td>\n",
- " <td>0.838532</td>\n",
- " <td>0.2240</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>89</th>\n",
- " <td>3VgxeWOGdUYvtX1j8C9VyV</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.393697</td>\n",
- " <td>1.708599</td>\n",
- " <td>I'm So Tired - Remastered 2009</td>\n",
- " <td>0.892489</td>\n",
- " <td>0.6300</td>\n",
+ " <td>0.405</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>108</th>\n",
- " <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.270327</td>\n",
- " <td>0.874479</td>\n",
- " <td>Revolution 9 - Remastered 2009</td>\n",
- " <td>0.873285</td>\n",
- " <td>0.0963</td>\n",
+ " <th>95</th>\n",
+ " <td>6j3En9AD8FEAQQhhtkKBR9</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.405004</td>\n",
+ " <td>3.749956</td>\n",
+ " <td>Continental Drift - Live - 2009 Re-Mastered Di...</td>\n",
+ " <td>0.408216</td>\n",
+ " <td>0.129</td>\n",
" </tr>\n",
" <tr>\n",
" <th>74</th>\n",
" <td>2.616693</td>\n",
" <td>Her Majesty - Remastered 2009</td>\n",
" <td>0.556608</td>\n",
- " <td>0.4900</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>311</th>\n",
- " <td>3aDUSpF3LexOr1lFKvPV2h</td>\n",
- " <td>Radiohead</td>\n",
- " <td>1.239768</td>\n",
- " <td>1.100731</td>\n",
- " <td>The Bends</td>\n",
- " <td>0.854244</td>\n",
- " <td>0.3150</td>\n",
+ " <td>0.490</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>1.615224</td>\n",
" <td>A Hard Day's Night - Remastered 2015</td>\n",
" <td>0.833309</td>\n",
- " <td>0.7520</td>\n",
+ " <td>0.752</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>112</th>\n",
- " <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.212148</td>\n",
- " <td>0.799772</td>\n",
- " <td>Blue Jay Way - Remastered 2009</td>\n",
- " <td>0.812490</td>\n",
- " <td>0.0380</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>161</th>\n",
+ " <th>78</th>\n",
" <td>5ou2BiQ9FxIYkxsYvYHpAT</td>\n",
" <td>The Beatles</td>\n",
" <td>1.210378</td>\n",
" <td>1.648037</td>\n",
" <td>Help! - Remastered 2009</td>\n",
" <td>0.823915</td>\n",
- " <td>0.7610</td>\n",
+ " <td>0.761</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11</th>\n",
+ " <td>1alcPfZWUHh01l4Fnoo5Jt</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.203416</td>\n",
+ " <td>1.332561</td>\n",
+ " <td>Help! - Live / Remastered</td>\n",
+ " <td>0.823915</td>\n",
+ " <td>0.515</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28</th>\n",
+ " <td>1dfuJYDSIc41cw5RPsaCF1</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.187438</td>\n",
+ " <td>1.651824</td>\n",
+ " <td>Help! - Remastered 2015</td>\n",
+ " <td>0.823915</td>\n",
+ " <td>0.810</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>79</th>\n",
+ " <td>69d54YOS8TOQiUYjX57XeA</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.183059</td>\n",
+ " <td>1.601816</td>\n",
+ " <td>A Hard Day's Night - Remastered 2009</td>\n",
+ " <td>0.833309</td>\n",
+ " <td>0.802</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29</th>\n",
+ " <td>63uskN0xLezVg4281wzeQn</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.180468</td>\n",
+ " <td>1.005426</td>\n",
+ " <td>Yesterday - Remastered 2015</td>\n",
+ " <td>0.852156</td>\n",
+ " <td>0.348</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>53</th>\n",
+ " <td>03v6sgKUUFliGse1h04ecC</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.163491</td>\n",
+ " <td>1.061776</td>\n",
+ " <td>I've Got A Feeling - Remastered 2009</td>\n",
+ " <td>0.817733</td>\n",
+ " <td>0.359</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name gloom lyrical_density \\\n",
- "279 66cuLvkHsW7dNkfNk6gQP9 Radiohead 1.505262 1.991725 \n",
- "5 0GRplBEB2FWCKutwMmS6nY The Beatles 1.475037 1.853118 \n",
- "252 5SdmtFbNOD7Qej6jFCHkOM Radiohead 1.398920 1.411166 \n",
- "89 3VgxeWOGdUYvtX1j8C9VyV The Beatles 1.393697 1.708599 \n",
- "108 6ZrPbHp9kRmQj1tGLvna8U The Beatles 1.270327 0.874479 \n",
- "74 5H9q6ctIlamkqukdTrNt3k The Beatles 1.261539 2.616693 \n",
- "311 3aDUSpF3LexOr1lFKvPV2h Radiohead 1.239768 1.100731 \n",
- "24 0mNQUZEATk2uItMUtiLWK5 The Beatles 1.213645 1.615224 \n",
- "112 0ttMfoND7IQqFSMVOPkELC The Beatles 1.212148 0.799772 \n",
- "161 5ou2BiQ9FxIYkxsYvYHpAT The Beatles 1.210378 1.648037 \n",
+ " _id artist_name gloom lyrical_density \\\n",
+ "5 0GRplBEB2FWCKutwMmS6nY The Beatles 1.475037 1.853118 \n",
+ "95 6j3En9AD8FEAQQhhtkKBR9 The Rolling Stones 1.405004 3.749956 \n",
+ "74 5H9q6ctIlamkqukdTrNt3k The Beatles 1.261539 2.616693 \n",
+ "24 0mNQUZEATk2uItMUtiLWK5 The Beatles 1.213645 1.615224 \n",
+ "78 5ou2BiQ9FxIYkxsYvYHpAT The Beatles 1.210378 1.648037 \n",
+ "11 1alcPfZWUHh01l4Fnoo5Jt The Beatles 1.203416 1.332561 \n",
+ "28 1dfuJYDSIc41cw5RPsaCF1 The Beatles 1.187438 1.651824 \n",
+ "79 69d54YOS8TOQiUYjX57XeA The Beatles 1.183059 1.601816 \n",
+ "29 63uskN0xLezVg4281wzeQn The Beatles 1.180468 1.005426 \n",
+ "53 03v6sgKUUFliGse1h04ecC The Beatles 1.163491 1.061776 \n",
"\n",
- " name neg valence \n",
- "279 A Wolf At the Door 0.793363 0.3630 \n",
- "5 Ticket To Ride - Live / Remastered 0.825439 0.4050 \n",
- "252 Faust Arp 0.838532 0.2240 \n",
- "89 I'm So Tired - Remastered 2009 0.892489 0.6300 \n",
- "108 Revolution 9 - Remastered 2009 0.873285 0.0963 \n",
- "74 Her Majesty - Remastered 2009 0.556608 0.4900 \n",
- "311 The Bends 0.854244 0.3150 \n",
- "24 A Hard Day's Night - Remastered 2015 0.833309 0.7520 \n",
- "112 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n",
- "161 Help! - Remastered 2009 0.823915 0.7610 "
+ " name neg valence \n",
+ "5 Ticket To Ride - Live / Remastered 0.825439 0.405 \n",
+ "95 Continental Drift - Live - 2009 Re-Mastered Di... 0.408216 0.129 \n",
+ "74 Her Majesty - Remastered 2009 0.556608 0.490 \n",
+ "24 A Hard Day's Night - Remastered 2015 0.833309 0.752 \n",
+ "78 Help! - Remastered 2009 0.823915 0.761 \n",
+ "11 Help! - Live / Remastered 0.823915 0.515 \n",
+ "28 Help! - Remastered 2015 0.823915 0.810 \n",
+ "79 A Hard Day's Night - Remastered 2009 0.833309 0.802 \n",
+ "29 Yesterday - Remastered 2015 0.852156 0.348 \n",
+ "53 I've Got A Feeling - Remastered 2009 0.817733 0.359 "
]
},
- "execution_count": 97,
+ "execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 471,
+ "execution_count": 74,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>61</th>\n",
- " <td>66cuLvkHsW7dNkfNk6gQP9</td>\n",
- " <td>Radiohead</td>\n",
- " <td>1.505262</td>\n",
- " <td>1.991725</td>\n",
- " <td>A Wolf At the Door</td>\n",
- " <td>0.793363</td>\n",
- " <td>0.3630</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>43</th>\n",
- " <td>5SdmtFbNOD7Qej6jFCHkOM</td>\n",
- " <td>Radiohead</td>\n",
- " <td>1.398920</td>\n",
- " <td>1.411166</td>\n",
- " <td>Faust Arp</td>\n",
- " <td>0.838532</td>\n",
- " <td>0.2240</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>9</th>\n",
- " <td>3aDUSpF3LexOr1lFKvPV2h</td>\n",
- " <td>Radiohead</td>\n",
- " <td>1.239768</td>\n",
- " <td>1.100731</td>\n",
- " <td>The Bends</td>\n",
- " <td>0.854244</td>\n",
- " <td>0.3150</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>34</th>\n",
- " <td>0eZN5WsQfmNFICHuw59Zfz</td>\n",
+ " <th>3</th>\n",
+ " <td>37kUGdEJJ7NaMl5LFW4EA4</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.150902</td>\n",
- " <td>0.705463</td>\n",
- " <td>Glass Eyes</td>\n",
- " <td>0.800195</td>\n",
- " <td>0.0629</td>\n",
+ " <td>0.981767</td>\n",
+ " <td>1.083467</td>\n",
+ " <td>2 + 2 = 5</td>\n",
+ " <td>0.637656</td>\n",
+ " <td>0.365</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>20</th>\n",
- " <td>3ovbSnT5NNhl1gzMcw1NRZ</td>\n",
+ " <th>6</th>\n",
+ " <td>1MyqLTRhgyWPw7v107BEuI</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.142115</td>\n",
- " <td>1.151468</td>\n",
- " <td>Thinking About You</td>\n",
- " <td>0.791660</td>\n",
- " <td>0.4190</td>\n",
+ " <td>0.833758</td>\n",
+ " <td>0.412140</td>\n",
+ " <td>You</td>\n",
+ " <td>0.688683</td>\n",
+ " <td>0.305</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>11</th>\n",
- " <td>045sp2JToyTaaKyXkGejPy</td>\n",
+ " <th>5</th>\n",
+ " <td>05evePUsIT1cmIURp1hgu6</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.090813</td>\n",
- " <td>0.581341</td>\n",
- " <td>Fake Plastic Trees</td>\n",
- " <td>0.827542</td>\n",
- " <td>0.1270</td>\n",
+ " <td>0.828065</td>\n",
+ " <td>0.435957</td>\n",
+ " <td>Planet Telex</td>\n",
+ " <td>0.646349</td>\n",
+ " <td>0.272</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>24</th>\n",
- " <td>4D6ZExVvYLZxhcAvifX5px</td>\n",
+ " <th>2</th>\n",
+ " <td>6dsq7Nt5mIFzvm5kIYNORy</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.074047</td>\n",
- " <td>0.749795</td>\n",
- " <td>Prove Yourself</td>\n",
- " <td>0.815006</td>\n",
- " <td>0.2780</td>\n",
+ " <td>0.775417</td>\n",
+ " <td>0.674272</td>\n",
+ " <td>15 Step</td>\n",
+ " <td>0.835488</td>\n",
+ " <td>0.848</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>13</th>\n",
- " <td>4SE81CrzH0qPA8KHqM9Syz</td>\n",
+ " <th>1</th>\n",
+ " <td>3pcCifdPTc2BbqmWpEhtUd</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.064914</td>\n",
- " <td>0.856048</td>\n",
- " <td>Just</td>\n",
- " <td>0.809154</td>\n",
- " <td>0.3720</td>\n",
+ " <td>0.606884</td>\n",
+ " <td>0.439692</td>\n",
+ " <td>Burn the Witch</td>\n",
+ " <td>0.582602</td>\n",
+ " <td>0.625</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
- " <td>4aOAzvRdOsZSwZIgwcdeL0</td>\n",
+ " <td>3OsUjkcv1C1v5udFhgRSFg</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.063868</td>\n",
- " <td>0.524102</td>\n",
- " <td>Let Down</td>\n",
- " <td>0.825887</td>\n",
- " <td>0.1310</td>\n",
+ " <td>0.606161</td>\n",
+ " <td>0.329999</td>\n",
+ " <td>Airbag</td>\n",
+ " <td>0.642348</td>\n",
+ " <td>0.642</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>23</th>\n",
- " <td>11qDTSr3Dj4TkPnBcIOqEJ</td>\n",
+ " <th>0</th>\n",
+ " <td>0eECFDnWy0RdjMmJ8NOeAL</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.056187</td>\n",
- " <td>0.711071</td>\n",
- " <td>Vegetable</td>\n",
- " <td>0.883291</td>\n",
- " <td>0.3990</td>\n",
+ " <td>0.378831</td>\n",
+ " <td>0.093389</td>\n",
+ " <td>Feral</td>\n",
+ " <td>0.465216</td>\n",
+ " <td>0.751</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name gloom lyrical_density \\\n",
- "61 66cuLvkHsW7dNkfNk6gQP9 Radiohead 1.505262 1.991725 \n",
- "43 5SdmtFbNOD7Qej6jFCHkOM Radiohead 1.398920 1.411166 \n",
- "9 3aDUSpF3LexOr1lFKvPV2h Radiohead 1.239768 1.100731 \n",
- "34 0eZN5WsQfmNFICHuw59Zfz Radiohead 1.150902 0.705463 \n",
- "20 3ovbSnT5NNhl1gzMcw1NRZ Radiohead 1.142115 1.151468 \n",
- "11 045sp2JToyTaaKyXkGejPy Radiohead 1.090813 0.581341 \n",
- "24 4D6ZExVvYLZxhcAvifX5px Radiohead 1.074047 0.749795 \n",
- "13 4SE81CrzH0qPA8KHqM9Syz Radiohead 1.064914 0.856048 \n",
- "4 4aOAzvRdOsZSwZIgwcdeL0 Radiohead 1.063868 0.524102 \n",
- "23 11qDTSr3Dj4TkPnBcIOqEJ Radiohead 1.056187 0.711071 \n",
+ " _id artist_name gloom lyrical_density \\\n",
+ "3 37kUGdEJJ7NaMl5LFW4EA4 Radiohead 0.981767 1.083467 \n",
+ "6 1MyqLTRhgyWPw7v107BEuI Radiohead 0.833758 0.412140 \n",
+ "5 05evePUsIT1cmIURp1hgu6 Radiohead 0.828065 0.435957 \n",
+ "2 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.775417 0.674272 \n",
+ "1 3pcCifdPTc2BbqmWpEhtUd Radiohead 0.606884 0.439692 \n",
+ "4 3OsUjkcv1C1v5udFhgRSFg Radiohead 0.606161 0.329999 \n",
+ "0 0eECFDnWy0RdjMmJ8NOeAL Radiohead 0.378831 0.093389 \n",
"\n",
- " name neg valence \n",
- "61 A Wolf At the Door 0.793363 0.3630 \n",
- "43 Faust Arp 0.838532 0.2240 \n",
- "9 The Bends 0.854244 0.3150 \n",
- "34 Glass Eyes 0.800195 0.0629 \n",
- "20 Thinking About You 0.791660 0.4190 \n",
- "11 Fake Plastic Trees 0.827542 0.1270 \n",
- "24 Prove Yourself 0.815006 0.2780 \n",
- "13 Just 0.809154 0.3720 \n",
- "4 Let Down 0.825887 0.1310 \n",
- "23 Vegetable 0.883291 0.3990 "
+ " name neg valence \n",
+ "3 2 + 2 = 5 0.637656 0.365 \n",
+ "6 You 0.688683 0.305 \n",
+ "5 Planet Telex 0.646349 0.272 \n",
+ "2 15 Step 0.835488 0.848 \n",
+ "1 Burn the Witch 0.582602 0.625 \n",
+ "4 Airbag 0.642348 0.642 \n",
+ "0 Feral 0.465216 0.751 "
]
},
- "execution_count": 471,
+ "execution_count": 74,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 98,
+ "execution_count": 75,
"metadata": {
"collapsed": false
},
" <td>1.853118</td>\n",
" <td>Ticket To Ride - Live / Remastered</td>\n",
" <td>0.825439</td>\n",
- " <td>0.4050</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>88</th>\n",
- " <td>3VgxeWOGdUYvtX1j8C9VyV</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.393697</td>\n",
- " <td>1.708599</td>\n",
- " <td>I'm So Tired - Remastered 2009</td>\n",
- " <td>0.892489</td>\n",
- " <td>0.6300</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>107</th>\n",
- " <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.270327</td>\n",
- " <td>0.874479</td>\n",
- " <td>Revolution 9 - Remastered 2009</td>\n",
- " <td>0.873285</td>\n",
- " <td>0.0963</td>\n",
+ " <td>0.405</td>\n",
" </tr>\n",
" <tr>\n",
" <th>73</th>\n",
" <td>2.616693</td>\n",
" <td>Her Majesty - Remastered 2009</td>\n",
" <td>0.556608</td>\n",
- " <td>0.4900</td>\n",
+ " <td>0.490</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>1.615224</td>\n",
" <td>A Hard Day's Night - Remastered 2015</td>\n",
" <td>0.833309</td>\n",
- " <td>0.7520</td>\n",
+ " <td>0.752</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>111</th>\n",
- " <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.212148</td>\n",
- " <td>0.799772</td>\n",
- " <td>Blue Jay Way - Remastered 2009</td>\n",
- " <td>0.812490</td>\n",
- " <td>0.0380</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>160</th>\n",
+ " <th>77</th>\n",
" <td>5ou2BiQ9FxIYkxsYvYHpAT</td>\n",
" <td>The Beatles</td>\n",
" <td>1.210378</td>\n",
" <td>1.648037</td>\n",
" <td>Help! - Remastered 2009</td>\n",
" <td>0.823915</td>\n",
- " <td>0.7610</td>\n",
+ " <td>0.761</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>1.332561</td>\n",
" <td>Help! - Live / Remastered</td>\n",
" <td>0.823915</td>\n",
- " <td>0.5150</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>220</th>\n",
- " <td>2Iccm3cKBQHWt5yk0yX9nh</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.200158</td>\n",
- " <td>1.530785</td>\n",
- " <td>Please Please Me - Remastered 2009</td>\n",
- " <td>0.833068</td>\n",
- " <td>0.7080</td>\n",
+ " <td>0.515</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>1.651824</td>\n",
" <td>Help! - Remastered 2015</td>\n",
" <td>0.823915</td>\n",
- " <td>0.8100</td>\n",
+ " <td>0.810</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>78</th>\n",
+ " <td>69d54YOS8TOQiUYjX57XeA</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.183059</td>\n",
+ " <td>1.601816</td>\n",
+ " <td>A Hard Day's Night - Remastered 2009</td>\n",
+ " <td>0.833309</td>\n",
+ " <td>0.802</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28</th>\n",
+ " <td>63uskN0xLezVg4281wzeQn</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.180468</td>\n",
+ " <td>1.005426</td>\n",
+ " <td>Yesterday - Remastered 2015</td>\n",
+ " <td>0.852156</td>\n",
+ " <td>0.348</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>52</th>\n",
+ " <td>03v6sgKUUFliGse1h04ecC</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.163491</td>\n",
+ " <td>1.061776</td>\n",
+ " <td>I've Got A Feeling - Remastered 2009</td>\n",
+ " <td>0.817733</td>\n",
+ " <td>0.359</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>4edArG2VehvJdwOZfYOxtK</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.161653</td>\n",
+ " <td>2.823318</td>\n",
+ " <td>Twist And Shout - Live / Remastered</td>\n",
+ " <td>0.499908</td>\n",
+ " <td>0.588</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name gloom lyrical_density \\\n",
- "4 0GRplBEB2FWCKutwMmS6nY The Beatles 1.475037 1.853118 \n",
- "88 3VgxeWOGdUYvtX1j8C9VyV The Beatles 1.393697 1.708599 \n",
- "107 6ZrPbHp9kRmQj1tGLvna8U The Beatles 1.270327 0.874479 \n",
- "73 5H9q6ctIlamkqukdTrNt3k The Beatles 1.261539 2.616693 \n",
- "23 0mNQUZEATk2uItMUtiLWK5 The Beatles 1.213645 1.615224 \n",
- "111 0ttMfoND7IQqFSMVOPkELC The Beatles 1.212148 0.799772 \n",
- "160 5ou2BiQ9FxIYkxsYvYHpAT The Beatles 1.210378 1.648037 \n",
- "10 1alcPfZWUHh01l4Fnoo5Jt The Beatles 1.203416 1.332561 \n",
- "220 2Iccm3cKBQHWt5yk0yX9nh The Beatles 1.200158 1.530785 \n",
- "27 1dfuJYDSIc41cw5RPsaCF1 The Beatles 1.187438 1.651824 \n",
+ " _id artist_name gloom lyrical_density \\\n",
+ "4 0GRplBEB2FWCKutwMmS6nY The Beatles 1.475037 1.853118 \n",
+ "73 5H9q6ctIlamkqukdTrNt3k The Beatles 1.261539 2.616693 \n",
+ "23 0mNQUZEATk2uItMUtiLWK5 The Beatles 1.213645 1.615224 \n",
+ "77 5ou2BiQ9FxIYkxsYvYHpAT The Beatles 1.210378 1.648037 \n",
+ "10 1alcPfZWUHh01l4Fnoo5Jt The Beatles 1.203416 1.332561 \n",
+ "27 1dfuJYDSIc41cw5RPsaCF1 The Beatles 1.187438 1.651824 \n",
+ "78 69d54YOS8TOQiUYjX57XeA The Beatles 1.183059 1.601816 \n",
+ "28 63uskN0xLezVg4281wzeQn The Beatles 1.180468 1.005426 \n",
+ "52 03v6sgKUUFliGse1h04ecC The Beatles 1.163491 1.061776 \n",
+ "1 4edArG2VehvJdwOZfYOxtK The Beatles 1.161653 2.823318 \n",
"\n",
- " name neg valence \n",
- "4 Ticket To Ride - Live / Remastered 0.825439 0.4050 \n",
- "88 I'm So Tired - Remastered 2009 0.892489 0.6300 \n",
- "107 Revolution 9 - Remastered 2009 0.873285 0.0963 \n",
- "73 Her Majesty - Remastered 2009 0.556608 0.4900 \n",
- "23 A Hard Day's Night - Remastered 2015 0.833309 0.7520 \n",
- "111 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n",
- "160 Help! - Remastered 2009 0.823915 0.7610 \n",
- "10 Help! - Live / Remastered 0.823915 0.5150 \n",
- "220 Please Please Me - Remastered 2009 0.833068 0.7080 \n",
- "27 Help! - Remastered 2015 0.823915 0.8100 "
+ " name neg valence \n",
+ "4 Ticket To Ride - Live / Remastered 0.825439 0.405 \n",
+ "73 Her Majesty - Remastered 2009 0.556608 0.490 \n",
+ "23 A Hard Day's Night - Remastered 2015 0.833309 0.752 \n",
+ "77 Help! - Remastered 2009 0.823915 0.761 \n",
+ "10 Help! - Live / Remastered 0.823915 0.515 \n",
+ "27 Help! - Remastered 2015 0.823915 0.810 \n",
+ "78 A Hard Day's Night - Remastered 2009 0.833309 0.802 \n",
+ "28 Yesterday - Remastered 2015 0.852156 0.348 \n",
+ "52 I've Got A Feeling - Remastered 2009 0.817733 0.359 \n",
+ "1 Twist And Shout - Live / Remastered 0.499908 0.588 "
]
},
- "execution_count": 98,
+ "execution_count": 75,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 99,
+ "execution_count": 76,
"metadata": {
"collapsed": false,
"scrolled": true
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>258</th>\n",
- " <td>4gq2bc2770XvbJdEtfUbmw</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.201546</td>\n",
- " <td>Go Slowly</td>\n",
- " <td>0.723774</td>\n",
- " <td>0.0453</td>\n",
- " <td>0.039619</td>\n",
- " <td>0.472775</td>\n",
+ " <th>0</th>\n",
+ " <td>2ucFulEWapRAmTn7l6f5Q7</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.169898</td>\n",
+ " <td>Wild Honey Pie - Remastered 2009</td>\n",
+ " <td>0.391178</td>\n",
+ " <td>0.153</td>\n",
+ " <td>0.020924</td>\n",
+ " <td>0.418731</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>309</th>\n",
- " <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.248061</td>\n",
- " <td>The Tourist</td>\n",
- " <td>0.667864</td>\n",
- " <td>0.0400</td>\n",
- " <td>0.056658</td>\n",
- " <td>0.471724</td>\n",
+ " <th>65</th>\n",
+ " <td>4cLoL5KPfE1hAwfsO84FX7</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.325955</td>\n",
+ " <td>Because - Remastered 2009</td>\n",
+ " <td>0.466254</td>\n",
+ " <td>0.162</td>\n",
+ " <td>0.063602</td>\n",
+ " <td>0.407178</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>246</th>\n",
- " <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.218723</td>\n",
- " <td>True Love Waits</td>\n",
- " <td>0.532206</td>\n",
- " <td>0.0378</td>\n",
- " <td>0.045911</td>\n",
- " <td>0.471229</td>\n",
+ " <th>67</th>\n",
+ " <td>3jPXnX4SskFgAcC4YBKOwN</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.273472</td>\n",
+ " <td>Sun King - Remastered 2009</td>\n",
+ " <td>0.300809</td>\n",
+ " <td>0.197</td>\n",
+ " <td>0.049249</td>\n",
+ " <td>0.389134</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>268</th>\n",
- " <td>5olWalQH1oVza5D6xJg4oX</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.216752</td>\n",
- " <td>Sail To The Moon</td>\n",
- " <td>0.605798</td>\n",
- " <td>0.0458</td>\n",
- " <td>0.045189</td>\n",
- " <td>0.469228</td>\n",
+ " <th>91</th>\n",
+ " <td>20eJRZyvdYZ5Bx7nHs570i</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>0.711824</td>\n",
+ " <td>Neighbours - Live Licks Tour - 2009 Re-Mastere...</td>\n",
+ " <td>0.728527</td>\n",
+ " <td>0.212</td>\n",
+ " <td>0.169130</td>\n",
+ " <td>0.388971</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>272</th>\n",
- " <td>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.276367</td>\n",
- " <td>We Suck Young Blood</td>\n",
- " <td>0.535358</td>\n",
- " <td>0.0378</td>\n",
- " <td>0.067027</td>\n",
- " <td>0.466795</td>\n",
+ " <th>43</th>\n",
+ " <td>7iABnSNZciNepqGtjMQxxd</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.800176</td>\n",
+ " <td>Come Together - Remastered 2015</td>\n",
+ " <td>0.562552</td>\n",
+ " <td>0.178</td>\n",
+ " <td>0.193293</td>\n",
+ " <td>0.385925</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>205</th>\n",
- " <td>4sLGaMl33I6mcsk7u4xHAU</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.146307</td>\n",
- " <td>Codex</td>\n",
- " <td>0.637942</td>\n",
- " <td>0.0629</td>\n",
- " <td>0.019385</td>\n",
- " <td>0.465650</td>\n",
+ " <th>58</th>\n",
+ " <td>0MKqeOVdZcUFGJvWpGCKbG</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.796316</td>\n",
+ " <td>Come Together - Remastered 2009</td>\n",
+ " <td>0.562552</td>\n",
+ " <td>0.179</td>\n",
+ " <td>0.192237</td>\n",
+ " <td>0.385658</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>112</th>\n",
- " <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
+ " <th>66</th>\n",
+ " <td>71Ij3VBYQWMrng61Ae4tBu</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.799772</td>\n",
- " <td>Blue Jay Way - Remastered 2009</td>\n",
- " <td>0.812490</td>\n",
- " <td>0.0380</td>\n",
- " <td>0.258755</td>\n",
- " <td>0.461657</td>\n",
+ " <td>0.592658</td>\n",
+ " <td>You Never Give Me Your Money - Remastered 2009</td>\n",
+ " <td>0.753448</td>\n",
+ " <td>0.226</td>\n",
+ " <td>0.136541</td>\n",
+ " <td>0.385597</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>297</th>\n",
- " <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.349157</td>\n",
- " <td>Motion Picture Soundtrack</td>\n",
- " <td>0.576808</td>\n",
- " <td>0.0425</td>\n",
- " <td>0.093690</td>\n",
- " <td>0.460916</td>\n",
+ " <th>73</th>\n",
+ " <td>0SAqxgrtLO0GzXBeilxHQs</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.543735</td>\n",
+ " <td>The End - Remastered 2009</td>\n",
+ " <td>0.478610</td>\n",
+ " <td>0.207</td>\n",
+ " <td>0.123161</td>\n",
+ " <td>0.377140</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>256</th>\n",
- " <td>3uxhyRdWVXp7GQvERQl6fA</td>\n",
+ " <th>86</th>\n",
+ " <td>05evePUsIT1cmIURp1hgu6</td>\n",
" <td>Radiohead</td>\n",
- " <td>0.382643</td>\n",
- " <td>Videotape</td>\n",
- " <td>0.652962</td>\n",
- " <td>0.0468</td>\n",
- " <td>0.105957</td>\n",
- " <td>0.460694</td>\n",
+ " <td>0.435957</td>\n",
+ " <td>Planet Telex</td>\n",
+ " <td>0.646349</td>\n",
+ " <td>0.272</td>\n",
+ " <td>0.093686</td>\n",
+ " <td>0.360175</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>318</th>\n",
- " <td>7wB2VenWR6rchtLwawreIg</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.359311</td>\n",
- " <td>Bullet Proof ... I Wish I Was</td>\n",
- " <td>0.804636</td>\n",
- " <td>0.0781</td>\n",
- " <td>0.097410</td>\n",
- " <td>0.455239</td>\n",
+ " <th>40</th>\n",
+ " <td>4ajbplh2IXiJkXjQiq5aqq</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.168048</td>\n",
+ " <td>Get Back - Remastered 2015</td>\n",
+ " <td>0.538810</td>\n",
+ " <td>0.212</td>\n",
+ " <td>0.293898</td>\n",
+ " <td>0.357382</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name lyrical_density \\\n",
- "258 4gq2bc2770XvbJdEtfUbmw Radiohead 0.201546 \n",
- "309 75YUnz58ajMo2VIIuUFvOV Radiohead 0.248061 \n",
- "246 01ZpFhrMMqKPVCwyqXneVp Radiohead 0.218723 \n",
- "268 5olWalQH1oVza5D6xJg4oX Radiohead 0.216752 \n",
- "272 53RYTfkLiyZuUZHwJC3Wmm Radiohead 0.276367 \n",
- "205 4sLGaMl33I6mcsk7u4xHAU Radiohead 0.146307 \n",
- "112 0ttMfoND7IQqFSMVOPkELC The Beatles 0.799772 \n",
- "297 0COiZ7ncho2yi4HotbzgPv Radiohead 0.349157 \n",
- "256 3uxhyRdWVXp7GQvERQl6fA Radiohead 0.382643 \n",
- "318 7wB2VenWR6rchtLwawreIg Radiohead 0.359311 \n",
+ " _id artist_name lyrical_density \\\n",
+ "0 2ucFulEWapRAmTn7l6f5Q7 The Beatles 0.169898 \n",
+ "65 4cLoL5KPfE1hAwfsO84FX7 The Beatles 0.325955 \n",
+ "67 3jPXnX4SskFgAcC4YBKOwN The Beatles 0.273472 \n",
+ "91 20eJRZyvdYZ5Bx7nHs570i The Rolling Stones 0.711824 \n",
+ "43 7iABnSNZciNepqGtjMQxxd The Beatles 0.800176 \n",
+ "58 0MKqeOVdZcUFGJvWpGCKbG The Beatles 0.796316 \n",
+ "66 71Ij3VBYQWMrng61Ae4tBu The Beatles 0.592658 \n",
+ "73 0SAqxgrtLO0GzXBeilxHQs The Beatles 0.543735 \n",
+ "86 05evePUsIT1cmIURp1hgu6 Radiohead 0.435957 \n",
+ "40 4ajbplh2IXiJkXjQiq5aqq The Beatles 1.168048 \n",
"\n",
- " name neg valence scaled_ld gloom \n",
- "258 Go Slowly 0.723774 0.0453 0.039619 0.472775 \n",
- "309 The Tourist 0.667864 0.0400 0.056658 0.471724 \n",
- "246 True Love Waits 0.532206 0.0378 0.045911 0.471229 \n",
- "268 Sail To The Moon 0.605798 0.0458 0.045189 0.469228 \n",
- "272 We Suck Young Blood 0.535358 0.0378 0.067027 0.466795 \n",
- "205 Codex 0.637942 0.0629 0.019385 0.465650 \n",
- "112 Blue Jay Way - Remastered 2009 0.812490 0.0380 0.258755 0.461657 \n",
- "297 Motion Picture Soundtrack 0.576808 0.0425 0.093690 0.460916 \n",
- "256 Videotape 0.652962 0.0468 0.105957 0.460694 \n",
- "318 Bullet Proof ... I Wish I Was 0.804636 0.0781 0.097410 0.455239 "
+ " name neg valence \\\n",
+ "0 Wild Honey Pie - Remastered 2009 0.391178 0.153 \n",
+ "65 Because - Remastered 2009 0.466254 0.162 \n",
+ "67 Sun King - Remastered 2009 0.300809 0.197 \n",
+ "91 Neighbours - Live Licks Tour - 2009 Re-Mastere... 0.728527 0.212 \n",
+ "43 Come Together - Remastered 2015 0.562552 0.178 \n",
+ "58 Come Together - Remastered 2009 0.562552 0.179 \n",
+ "66 You Never Give Me Your Money - Remastered 2009 0.753448 0.226 \n",
+ "73 The End - Remastered 2009 0.478610 0.207 \n",
+ "86 Planet Telex 0.646349 0.272 \n",
+ "40 Get Back - Remastered 2015 0.538810 0.212 \n",
+ "\n",
+ " scaled_ld gloom \n",
+ "0 0.020924 0.418731 \n",
+ "65 0.063602 0.407178 \n",
+ "67 0.049249 0.389134 \n",
+ "91 0.169130 0.388971 \n",
+ "43 0.193293 0.385925 \n",
+ "58 0.192237 0.385658 \n",
+ "66 0.136541 0.385597 \n",
+ "73 0.123161 0.377140 \n",
+ "86 0.093686 0.360175 \n",
+ "40 0.293898 0.357382 "
]
},
- "execution_count": 99,
+ "execution_count": 76,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 100,
+ "execution_count": 77,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>258</th>\n",
- " <td>4gq2bc2770XvbJdEtfUbmw</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.201546</td>\n",
- " <td>Go Slowly</td>\n",
- " <td>0.723774</td>\n",
- " <td>0.0453</td>\n",
- " <td>0.039619</td>\n",
- " <td>0.472775</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>309</th>\n",
- " <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.248061</td>\n",
- " <td>The Tourist</td>\n",
- " <td>0.667864</td>\n",
- " <td>0.0400</td>\n",
- " <td>0.056658</td>\n",
- " <td>0.471724</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>246</th>\n",
- " <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.218723</td>\n",
- " <td>True Love Waits</td>\n",
- " <td>0.532206</td>\n",
- " <td>0.0378</td>\n",
- " <td>0.045911</td>\n",
- " <td>0.471229</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>268</th>\n",
- " <td>5olWalQH1oVza5D6xJg4oX</td>\n",
+ " <th>86</th>\n",
+ " <td>05evePUsIT1cmIURp1hgu6</td>\n",
" <td>Radiohead</td>\n",
- " <td>0.216752</td>\n",
- " <td>Sail To The Moon</td>\n",
- " <td>0.605798</td>\n",
- " <td>0.0458</td>\n",
- " <td>0.045189</td>\n",
- " <td>0.469228</td>\n",
+ " <td>0.435957</td>\n",
+ " <td>Planet Telex</td>\n",
+ " <td>0.646349</td>\n",
+ " <td>0.272</td>\n",
+ " <td>0.093686</td>\n",
+ " <td>0.360175</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>272</th>\n",
- " <td>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
+ " <th>87</th>\n",
+ " <td>1MyqLTRhgyWPw7v107BEuI</td>\n",
" <td>Radiohead</td>\n",
- " <td>0.276367</td>\n",
- " <td>We Suck Young Blood</td>\n",
- " <td>0.535358</td>\n",
- " <td>0.0378</td>\n",
- " <td>0.067027</td>\n",
- " <td>0.466795</td>\n",
+ " <td>0.412140</td>\n",
+ " <td>You</td>\n",
+ " <td>0.688683</td>\n",
+ " <td>0.305</td>\n",
+ " <td>0.087172</td>\n",
+ " <td>0.347225</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>205</th>\n",
- " <td>4sLGaMl33I6mcsk7u4xHAU</td>\n",
+ " <th>84</th>\n",
+ " <td>37kUGdEJJ7NaMl5LFW4EA4</td>\n",
" <td>Radiohead</td>\n",
- " <td>0.146307</td>\n",
- " <td>Codex</td>\n",
- " <td>0.637942</td>\n",
- " <td>0.0629</td>\n",
- " <td>0.019385</td>\n",
- " <td>0.465650</td>\n",
+ " <td>1.083467</td>\n",
+ " <td>2 + 2 = 5</td>\n",
+ " <td>0.637656</td>\n",
+ " <td>0.365</td>\n",
+ " <td>0.270767</td>\n",
+ " <td>0.317860</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>297</th>\n",
- " <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
+ " <th>82</th>\n",
+ " <td>3pcCifdPTc2BbqmWpEhtUd</td>\n",
" <td>Radiohead</td>\n",
- " <td>0.349157</td>\n",
- " <td>Motion Picture Soundtrack</td>\n",
- " <td>0.576808</td>\n",
- " <td>0.0425</td>\n",
- " <td>0.093690</td>\n",
- " <td>0.460916</td>\n",
+ " <td>0.439692</td>\n",
+ " <td>Burn the Witch</td>\n",
+ " <td>0.582602</td>\n",
+ " <td>0.625</td>\n",
+ " <td>0.094707</td>\n",
+ " <td>0.197331</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>256</th>\n",
- " <td>3uxhyRdWVXp7GQvERQl6fA</td>\n",
+ " <th>85</th>\n",
+ " <td>3OsUjkcv1C1v5udFhgRSFg</td>\n",
" <td>Radiohead</td>\n",
- " <td>0.382643</td>\n",
- " <td>Videotape</td>\n",
- " <td>0.652962</td>\n",
- " <td>0.0468</td>\n",
- " <td>0.105957</td>\n",
- " <td>0.460694</td>\n",
+ " <td>0.329999</td>\n",
+ " <td>Airbag</td>\n",
+ " <td>0.642348</td>\n",
+ " <td>0.642</td>\n",
+ " <td>0.064708</td>\n",
+ " <td>0.188200</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>318</th>\n",
- " <td>7wB2VenWR6rchtLwawreIg</td>\n",
+ " <th>83</th>\n",
+ " <td>6dsq7Nt5mIFzvm5kIYNORy</td>\n",
" <td>Radiohead</td>\n",
- " <td>0.359311</td>\n",
- " <td>Bullet Proof ... I Wish I Was</td>\n",
- " <td>0.804636</td>\n",
- " <td>0.0781</td>\n",
- " <td>0.097410</td>\n",
- " <td>0.455239</td>\n",
+ " <td>0.674272</td>\n",
+ " <td>15 Step</td>\n",
+ " <td>0.835488</td>\n",
+ " <td>0.848</td>\n",
+ " <td>0.158860</td>\n",
+ " <td>0.130290</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>289</th>\n",
- " <td>5AiNZnMDCWwujIENPj9PV9</td>\n",
+ " <th>1</th>\n",
+ " <td>0eECFDnWy0RdjMmJ8NOeAL</td>\n",
" <td>Radiohead</td>\n",
- " <td>0.489208</td>\n",
- " <td>Everything In Its Right Place</td>\n",
- " <td>0.716829</td>\n",
- " <td>0.0585</td>\n",
- " <td>0.144992</td>\n",
- " <td>0.454462</td>\n",
+ " <td>0.093389</td>\n",
+ " <td>Feral</td>\n",
+ " <td>0.465216</td>\n",
+ " <td>0.751</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.124500</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name lyrical_density \\\n",
- "258 4gq2bc2770XvbJdEtfUbmw Radiohead 0.201546 \n",
- "309 75YUnz58ajMo2VIIuUFvOV Radiohead 0.248061 \n",
- "246 01ZpFhrMMqKPVCwyqXneVp Radiohead 0.218723 \n",
- "268 5olWalQH1oVza5D6xJg4oX Radiohead 0.216752 \n",
- "272 53RYTfkLiyZuUZHwJC3Wmm Radiohead 0.276367 \n",
- "205 4sLGaMl33I6mcsk7u4xHAU Radiohead 0.146307 \n",
- "297 0COiZ7ncho2yi4HotbzgPv Radiohead 0.349157 \n",
- "256 3uxhyRdWVXp7GQvERQl6fA Radiohead 0.382643 \n",
- "318 7wB2VenWR6rchtLwawreIg Radiohead 0.359311 \n",
- "289 5AiNZnMDCWwujIENPj9PV9 Radiohead 0.489208 \n",
+ " _id artist_name lyrical_density name \\\n",
+ "86 05evePUsIT1cmIURp1hgu6 Radiohead 0.435957 Planet Telex \n",
+ "87 1MyqLTRhgyWPw7v107BEuI Radiohead 0.412140 You \n",
+ "84 37kUGdEJJ7NaMl5LFW4EA4 Radiohead 1.083467 2 + 2 = 5 \n",
+ "82 3pcCifdPTc2BbqmWpEhtUd Radiohead 0.439692 Burn the Witch \n",
+ "85 3OsUjkcv1C1v5udFhgRSFg Radiohead 0.329999 Airbag \n",
+ "83 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 15 Step \n",
+ "1 0eECFDnWy0RdjMmJ8NOeAL Radiohead 0.093389 Feral \n",
"\n",
- " name neg valence scaled_ld gloom \n",
- "258 Go Slowly 0.723774 0.0453 0.039619 0.472775 \n",
- "309 The Tourist 0.667864 0.0400 0.056658 0.471724 \n",
- "246 True Love Waits 0.532206 0.0378 0.045911 0.471229 \n",
- "268 Sail To The Moon 0.605798 0.0458 0.045189 0.469228 \n",
- "272 We Suck Young Blood 0.535358 0.0378 0.067027 0.466795 \n",
- "205 Codex 0.637942 0.0629 0.019385 0.465650 \n",
- "297 Motion Picture Soundtrack 0.576808 0.0425 0.093690 0.460916 \n",
- "256 Videotape 0.652962 0.0468 0.105957 0.460694 \n",
- "318 Bullet Proof ... I Wish I Was 0.804636 0.0781 0.097410 0.455239 \n",
- "289 Everything In Its Right Place 0.716829 0.0585 0.144992 0.454462 "
+ " neg valence scaled_ld gloom \n",
+ "86 0.646349 0.272 0.093686 0.360175 \n",
+ "87 0.688683 0.305 0.087172 0.347225 \n",
+ "84 0.637656 0.365 0.270767 0.317860 \n",
+ "82 0.582602 0.625 0.094707 0.197331 \n",
+ "85 0.642348 0.642 0.064708 0.188200 \n",
+ "83 0.835488 0.848 0.158860 0.130290 \n",
+ "1 0.465216 0.751 0.000000 0.124500 "
]
},
- "execution_count": 100,
+ "execution_count": 77,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 101,
+ "execution_count": 78,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>112</th>\n",
- " <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.799772</td>\n",
- " <td>Blue Jay Way - Remastered 2009</td>\n",
- " <td>0.812490</td>\n",
- " <td>0.0380</td>\n",
- " <td>0.258755</td>\n",
- " <td>0.461657</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>108</th>\n",
- " <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.874479</td>\n",
- " <td>Revolution 9 - Remastered 2009</td>\n",
- " <td>0.873285</td>\n",
- " <td>0.0963</td>\n",
- " <td>0.286121</td>\n",
- " <td>0.447499</td>\n",
- " </tr>\n",
- " <tr>\n",
" <th>0</th>\n",
" <td>2ucFulEWapRAmTn7l6f5Q7</td>\n",
" <td>The Beatles</td>\n",
" <td>0.169898</td>\n",
" <td>Wild Honey Pie - Remastered 2009</td>\n",
" <td>0.391178</td>\n",
- " <td>0.1530</td>\n",
- " <td>0.028026</td>\n",
- " <td>0.417113</td>\n",
+ " <td>0.153</td>\n",
+ " <td>0.020924</td>\n",
+ " <td>0.418731</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>132</th>\n",
- " <td>3ZFBeIyP41HhnALjxWy1pR</td>\n",
+ " <th>65</th>\n",
+ " <td>4cLoL5KPfE1hAwfsO84FX7</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.628310</td>\n",
- " <td>A Day In The Life - Remastered 2009</td>\n",
- " <td>0.781296</td>\n",
- " <td>0.1620</td>\n",
- " <td>0.195947</td>\n",
- " <td>0.413445</td>\n",
+ " <td>0.325955</td>\n",
+ " <td>Because - Remastered 2009</td>\n",
+ " <td>0.466254</td>\n",
+ " <td>0.162</td>\n",
+ " <td>0.063602</td>\n",
+ " <td>0.407178</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>146</th>\n",
- " <td>0agoaPIy92gPZ6zRhqXarE</td>\n",
+ " <th>67</th>\n",
+ " <td>3jPXnX4SskFgAcC4YBKOwN</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.634931</td>\n",
- " <td>Tomorrow Never Knows - Remastered 2009</td>\n",
- " <td>0.343599</td>\n",
- " <td>0.0556</td>\n",
- " <td>0.198372</td>\n",
- " <td>0.412609</td>\n",
+ " <td>0.273472</td>\n",
+ " <td>Sun King - Remastered 2009</td>\n",
+ " <td>0.300809</td>\n",
+ " <td>0.197</td>\n",
+ " <td>0.049249</td>\n",
+ " <td>0.389134</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>103</th>\n",
- " <td>27YZJHyTTDIurMqDu1v2ef</td>\n",
+ " <th>43</th>\n",
+ " <td>7iABnSNZciNepqGtjMQxxd</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.429399</td>\n",
- " <td>Long, Long, Long - Remastered 2009</td>\n",
- " <td>0.524122</td>\n",
- " <td>0.1350</td>\n",
- " <td>0.123084</td>\n",
- " <td>0.411522</td>\n",
+ " <td>0.800176</td>\n",
+ " <td>Come Together - Remastered 2015</td>\n",
+ " <td>0.562552</td>\n",
+ " <td>0.178</td>\n",
+ " <td>0.193293</td>\n",
+ " <td>0.385925</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>65</th>\n",
- " <td>4cLoL5KPfE1hAwfsO84FX7</td>\n",
+ " <th>58</th>\n",
+ " <td>0MKqeOVdZcUFGJvWpGCKbG</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.325955</td>\n",
- " <td>Because - Remastered 2009</td>\n",
- " <td>0.466254</td>\n",
- " <td>0.1620</td>\n",
- " <td>0.085191</td>\n",
- " <td>0.403165</td>\n",
+ " <td>0.796316</td>\n",
+ " <td>Come Together - Remastered 2009</td>\n",
+ " <td>0.562552</td>\n",
+ " <td>0.179</td>\n",
+ " <td>0.192237</td>\n",
+ " <td>0.385658</td>\n",
" </tr>\n",
" <tr>\n",
" <th>66</th>\n",
" <td>0.592658</td>\n",
" <td>You Never Give Me Your Money - Remastered 2009</td>\n",
" <td>0.753448</td>\n",
- " <td>0.2260</td>\n",
- " <td>0.182887</td>\n",
- " <td>0.385121</td>\n",
+ " <td>0.226</td>\n",
+ " <td>0.136541</td>\n",
+ " <td>0.385597</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>67</th>\n",
- " <td>3jPXnX4SskFgAcC4YBKOwN</td>\n",
+ " <th>73</th>\n",
+ " <td>0SAqxgrtLO0GzXBeilxHQs</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.273472</td>\n",
- " <td>Sun King - Remastered 2009</td>\n",
- " <td>0.300809</td>\n",
- " <td>0.1970</td>\n",
- " <td>0.065966</td>\n",
- " <td>0.384936</td>\n",
+ " <td>0.543735</td>\n",
+ " <td>The End - Remastered 2009</td>\n",
+ " <td>0.478610</td>\n",
+ " <td>0.207</td>\n",
+ " <td>0.123161</td>\n",
+ " <td>0.377140</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>43</th>\n",
- " <td>7iABnSNZciNepqGtjMQxxd</td>\n",
+ " <th>40</th>\n",
+ " <td>4ajbplh2IXiJkXjQiq5aqq</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.800176</td>\n",
- " <td>Come Together - Remastered 2015</td>\n",
- " <td>0.562552</td>\n",
- " <td>0.1780</td>\n",
- " <td>0.258903</td>\n",
- " <td>0.377414</td>\n",
+ " <td>1.168048</td>\n",
+ " <td>Get Back - Remastered 2015</td>\n",
+ " <td>0.538810</td>\n",
+ " <td>0.212</td>\n",
+ " <td>0.293898</td>\n",
+ " <td>0.357382</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>0GRplBEB2FWCKutwMmS6nY</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.853118</td>\n",
+ " <td>Ticket To Ride - Live / Remastered</td>\n",
+ " <td>0.825439</td>\n",
+ " <td>0.405</td>\n",
+ " <td>0.481252</td>\n",
+ " <td>0.352950</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29</th>\n",
+ " <td>63uskN0xLezVg4281wzeQn</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.005426</td>\n",
+ " <td>Yesterday - Remastered 2015</td>\n",
+ " <td>0.852156</td>\n",
+ " <td>0.348</td>\n",
+ " <td>0.249425</td>\n",
+ " <td>0.350962</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name lyrical_density \\\n",
- "112 0ttMfoND7IQqFSMVOPkELC The Beatles 0.799772 \n",
- "108 6ZrPbHp9kRmQj1tGLvna8U The Beatles 0.874479 \n",
- "0 2ucFulEWapRAmTn7l6f5Q7 The Beatles 0.169898 \n",
- "132 3ZFBeIyP41HhnALjxWy1pR The Beatles 0.628310 \n",
- "146 0agoaPIy92gPZ6zRhqXarE The Beatles 0.634931 \n",
- "103 27YZJHyTTDIurMqDu1v2ef The Beatles 0.429399 \n",
- "65 4cLoL5KPfE1hAwfsO84FX7 The Beatles 0.325955 \n",
- "66 71Ij3VBYQWMrng61Ae4tBu The Beatles 0.592658 \n",
- "67 3jPXnX4SskFgAcC4YBKOwN The Beatles 0.273472 \n",
- "43 7iABnSNZciNepqGtjMQxxd The Beatles 0.800176 \n",
+ " _id artist_name lyrical_density \\\n",
+ "0 2ucFulEWapRAmTn7l6f5Q7 The Beatles 0.169898 \n",
+ "65 4cLoL5KPfE1hAwfsO84FX7 The Beatles 0.325955 \n",
+ "67 3jPXnX4SskFgAcC4YBKOwN The Beatles 0.273472 \n",
+ "43 7iABnSNZciNepqGtjMQxxd The Beatles 0.800176 \n",
+ "58 0MKqeOVdZcUFGJvWpGCKbG The Beatles 0.796316 \n",
+ "66 71Ij3VBYQWMrng61Ae4tBu The Beatles 0.592658 \n",
+ "73 0SAqxgrtLO0GzXBeilxHQs The Beatles 0.543735 \n",
+ "40 4ajbplh2IXiJkXjQiq5aqq The Beatles 1.168048 \n",
+ "5 0GRplBEB2FWCKutwMmS6nY The Beatles 1.853118 \n",
+ "29 63uskN0xLezVg4281wzeQn The Beatles 1.005426 \n",
"\n",
- " name neg valence \\\n",
- "112 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n",
- "108 Revolution 9 - Remastered 2009 0.873285 0.0963 \n",
- "0 Wild Honey Pie - Remastered 2009 0.391178 0.1530 \n",
- "132 A Day In The Life - Remastered 2009 0.781296 0.1620 \n",
- "146 Tomorrow Never Knows - Remastered 2009 0.343599 0.0556 \n",
- "103 Long, Long, Long - Remastered 2009 0.524122 0.1350 \n",
- "65 Because - Remastered 2009 0.466254 0.1620 \n",
- "66 You Never Give Me Your Money - Remastered 2009 0.753448 0.2260 \n",
- "67 Sun King - Remastered 2009 0.300809 0.1970 \n",
- "43 Come Together - Remastered 2015 0.562552 0.1780 \n",
+ " name neg valence \\\n",
+ "0 Wild Honey Pie - Remastered 2009 0.391178 0.153 \n",
+ "65 Because - Remastered 2009 0.466254 0.162 \n",
+ "67 Sun King - Remastered 2009 0.300809 0.197 \n",
+ "43 Come Together - Remastered 2015 0.562552 0.178 \n",
+ "58 Come Together - Remastered 2009 0.562552 0.179 \n",
+ "66 You Never Give Me Your Money - Remastered 2009 0.753448 0.226 \n",
+ "73 The End - Remastered 2009 0.478610 0.207 \n",
+ "40 Get Back - Remastered 2015 0.538810 0.212 \n",
+ "5 Ticket To Ride - Live / Remastered 0.825439 0.405 \n",
+ "29 Yesterday - Remastered 2015 0.852156 0.348 \n",
"\n",
- " scaled_ld gloom \n",
- "112 0.258755 0.461657 \n",
- "108 0.286121 0.447499 \n",
- "0 0.028026 0.417113 \n",
- "132 0.195947 0.413445 \n",
- "146 0.198372 0.412609 \n",
- "103 0.123084 0.411522 \n",
- "65 0.085191 0.403165 \n",
- "66 0.182887 0.385121 \n",
- "67 0.065966 0.384936 \n",
- "43 0.258903 0.377414 "
+ " scaled_ld gloom \n",
+ "0 0.020924 0.418731 \n",
+ "65 0.063602 0.407178 \n",
+ "67 0.049249 0.389134 \n",
+ "43 0.193293 0.385925 \n",
+ "58 0.192237 0.385658 \n",
+ "66 0.136541 0.385597 \n",
+ "73 0.123161 0.377140 \n",
+ "40 0.293898 0.357382 \n",
+ "5 0.481252 0.352950 \n",
+ "29 0.249425 0.350962 "
]
},
- "execution_count": 101,
+ "execution_count": 78,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 102,
+ "execution_count": 79,
"metadata": {
"collapsed": false
},
" <td>Yesterday - Remastered 2015</td>\n",
" <td>0.852156</td>\n",
" <td>0.348</td>\n",
- " <td>0.334088</td>\n",
- " <td>0.359435</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>125</th>\n",
- " <td>1Ipl1kvks5s6GKn6oqgzeY</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.064324</td>\n",
- " <td>She's Leaving Home - Remastered 2009</td>\n",
- " <td>0.764553</td>\n",
- " <td>0.377</td>\n",
- " <td>0.355663</td>\n",
- " <td>0.336673</td>\n",
+ " <td>0.249425</td>\n",
+ " <td>0.350962</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>Eleanor Rigby - Remastered 2015</td>\n",
" <td>0.803232</td>\n",
" <td>0.845</td>\n",
- " <td>0.562401</td>\n",
- " <td>0.259783</td>\n",
+ " <td>0.419879</td>\n",
+ " <td>0.213589</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name lyrical_density \\\n",
- "29 63uskN0xLezVg4281wzeQn The Beatles 1.005426 \n",
- "125 1Ipl1kvks5s6GKn6oqgzeY The Beatles 1.064324 \n",
- "34 0TRkjwb4uY3CHb5zhr9bBd The Beatles 1.628703 \n",
- "\n",
- " name neg valence scaled_ld \\\n",
- "29 Yesterday - Remastered 2015 0.852156 0.348 0.334088 \n",
- "125 She's Leaving Home - Remastered 2009 0.764553 0.377 0.355663 \n",
- "34 Eleanor Rigby - Remastered 2015 0.803232 0.845 0.562401 \n",
+ " _id artist_name lyrical_density \\\n",
+ "29 63uskN0xLezVg4281wzeQn The Beatles 1.005426 \n",
+ "34 0TRkjwb4uY3CHb5zhr9bBd The Beatles 1.628703 \n",
"\n",
- " gloom \n",
- "29 0.359435 \n",
- "125 0.336673 \n",
- "34 0.259783 "
+ " name neg valence scaled_ld gloom \n",
+ "29 Yesterday - Remastered 2015 0.852156 0.348 0.249425 0.350962 \n",
+ "34 Eleanor Rigby - Remastered 2015 0.803232 0.845 0.419879 0.213589 "
]
},
- "execution_count": 102,
+ "execution_count": 79,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 103,
+ "execution_count": 80,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>84</th>\n",
- " <td>3fuEJBCK3kWnJHFTODR4cb</td>\n",
+ " <th>56</th>\n",
+ " <td>0cJ053ljI4BuP5P8tJnK5j</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.608806</td>\n",
- " <td>Ob-La-Di, Ob-La-Da - Remastered 2009</td>\n",
- " <td>0.080969</td>\n",
- " <td>0.975</td>\n",
- " <td>0.555112</td>\n",
- " <td>0.028035</td>\n",
+ " <td>0.893485</td>\n",
+ " <td>For You Blue - Remastered 2009</td>\n",
+ " <td>0.471827</td>\n",
+ " <td>0.958</td>\n",
+ " <td>0.218811</td>\n",
+ " <td>0.068025</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>78</th>\n",
- " <td>3TEbDhNDU4NDXq0h86nGZ7</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.008850</td>\n",
- " <td>Hey Bulldog - Remastered 2009</td>\n",
- " <td>0.239198</td>\n",
- " <td>0.942</td>\n",
- " <td>0.335342</td>\n",
- " <td>0.059382</td>\n",
+ " <th>101</th>\n",
+ " <td>4Q75gU2hFVL4oxqFpTiT3c</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>0.501468</td>\n",
+ " <td>Dance (pt 1) - 2009 Re-Mastered Digital Version</td>\n",
+ " <td>0.697406</td>\n",
+ " <td>0.905</td>\n",
+ " <td>0.111602</td>\n",
+ " <td>0.081115</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>220</th>\n",
- " <td>5VsIn7QQqcacePIb0vO0ow</td>\n",
+ " <th>20</th>\n",
+ " <td>2Q2Gu7Bv8iLenuygtBgDUw</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.465201</td>\n",
- " <td>Not A Second Time - Remastered 2009</td>\n",
- " <td>0.773805</td>\n",
- " <td>0.961</td>\n",
- " <td>0.136198</td>\n",
- " <td>0.069540</td>\n",
+ " <td>1.058884</td>\n",
+ " <td>From Me To You - Mono / Remastered 2015</td>\n",
+ " <td>0.529415</td>\n",
+ " <td>0.968</td>\n",
+ " <td>0.264044</td>\n",
+ " <td>0.081670</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>97</th>\n",
- " <td>4KIXWIzNcKzorNDgvMQwmD</td>\n",
+ " <th>48</th>\n",
+ " <td>72Ob0wrObCXgvGYhFs8vip</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.631592</td>\n",
- " <td>Birthday - Remastered 2009</td>\n",
- " <td>0.373731</td>\n",
- " <td>0.916</td>\n",
- " <td>0.197149</td>\n",
- " <td>0.070560</td>\n",
+ " <td>0.938049</td>\n",
+ " <td>Across The Universe - Remastered 2009</td>\n",
+ " <td>0.295525</td>\n",
+ " <td>0.862</td>\n",
+ " <td>0.230998</td>\n",
+ " <td>0.087194</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>210</th>\n",
- " <td>7cPPyMrSAQY7A686Cn9eUP</td>\n",
+ " <th>25</th>\n",
+ " <td>0Gm34HBxrXlaAf1jdJMjx2</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.891649</td>\n",
- " <td>All My Loving - Remastered 2009</td>\n",
- " <td>0.235023</td>\n",
- " <td>0.891</td>\n",
- " <td>0.292411</td>\n",
- " <td>0.072925</td>\n",
+ " <td>1.184094</td>\n",
+ " <td>I Feel Fine - Remastered 2015</td>\n",
+ " <td>0.398252</td>\n",
+ " <td>0.918</td>\n",
+ " <td>0.298287</td>\n",
+ " <td>0.088167</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>187</th>\n",
- " <td>3EbGioQyKyf4dycuiPOg3k</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.438356</td>\n",
- " <td>Everybody's Trying To Be My Baby - Remastered ...</td>\n",
- " <td>0.866985</td>\n",
- " <td>0.937</td>\n",
- " <td>0.126365</td>\n",
- " <td>0.082298</td>\n",
+ " <th>100</th>\n",
+ " <td>6ml6iL8HUdQKgtMaehAZc8</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.215580</td>\n",
+ " <td>Start Me Up - 2009 Re-Mastered Digital Version</td>\n",
+ " <td>0.524795</td>\n",
+ " <td>0.971</td>\n",
+ " <td>0.306898</td>\n",
+ " <td>0.090579</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>56</th>\n",
- " <td>0cJ053ljI4BuP5P8tJnK5j</td>\n",
+ " <th>81</th>\n",
+ " <td>63nTBScSLXWwyeizXi9Rmi</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.893485</td>\n",
- " <td>For You Blue - Remastered 2009</td>\n",
- " <td>0.471827</td>\n",
- " <td>0.958</td>\n",
- " <td>0.293083</td>\n",
- " <td>0.083988</td>\n",
+ " <td>1.103784</td>\n",
+ " <td>I Saw Her Standing There - Remastered 2009</td>\n",
+ " <td>0.583951</td>\n",
+ " <td>0.971</td>\n",
+ " <td>0.276324</td>\n",
+ " <td>0.091173</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>216</th>\n",
- " <td>6xJSJpO6HJwHhu7UaIc8qR</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.585885</td>\n",
- " <td>Hold Me Tight - Remastered 2009</td>\n",
- " <td>0.804870</td>\n",
- " <td>0.963</td>\n",
- " <td>0.180406</td>\n",
- " <td>0.087764</td>\n",
+ " <th>88</th>\n",
+ " <td>0Za26pWVLQpKfXmb9FX10S</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.013658</td>\n",
+ " <td>Respectable - Remastered</td>\n",
+ " <td>0.475156</td>\n",
+ " <td>0.899</td>\n",
+ " <td>0.251676</td>\n",
+ " <td>0.097583</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>48</th>\n",
- " <td>72Ob0wrObCXgvGYhFs8vip</td>\n",
+ " <th>46</th>\n",
+ " <td>57n1teNb2tkcfiYagPmUWr</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.938049</td>\n",
- " <td>Across The Universe - Remastered 2009</td>\n",
- " <td>0.295525</td>\n",
- " <td>0.862</td>\n",
- " <td>0.309408</td>\n",
- " <td>0.093370</td>\n",
+ " <td>0.885556</td>\n",
+ " <td>Two Of Us - Remastered 2009</td>\n",
+ " <td>0.711080</td>\n",
+ " <td>0.923</td>\n",
+ " <td>0.216642</td>\n",
+ " <td>0.107184</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>141</th>\n",
- " <td>6RdvhWyzCULNTHcMbAXwXK</td>\n",
+ " <th>54</th>\n",
+ " <td>4311wT21Et0q3vepFwXjTu</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.879719</td>\n",
- " <td>And Your Bird Can Sing - Remastered 2009</td>\n",
- " <td>0.582875</td>\n",
- " <td>0.966</td>\n",
- " <td>0.288041</td>\n",
- " <td>0.096049</td>\n",
+ " <td>0.718556</td>\n",
+ " <td>One After 909 - Remastered 2009</td>\n",
+ " <td>0.865737</td>\n",
+ " <td>0.904</td>\n",
+ " <td>0.170971</td>\n",
+ " <td>0.113801</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name lyrical_density \\\n",
- "84 3fuEJBCK3kWnJHFTODR4cb The Beatles 1.608806 \n",
- "78 3TEbDhNDU4NDXq0h86nGZ7 The Beatles 1.008850 \n",
- "220 5VsIn7QQqcacePIb0vO0ow The Beatles 0.465201 \n",
- "97 4KIXWIzNcKzorNDgvMQwmD The Beatles 0.631592 \n",
- "210 7cPPyMrSAQY7A686Cn9eUP The Beatles 0.891649 \n",
- "187 3EbGioQyKyf4dycuiPOg3k The Beatles 0.438356 \n",
- "56 0cJ053ljI4BuP5P8tJnK5j The Beatles 0.893485 \n",
- "216 6xJSJpO6HJwHhu7UaIc8qR The Beatles 0.585885 \n",
- "48 72Ob0wrObCXgvGYhFs8vip The Beatles 0.938049 \n",
- "141 6RdvhWyzCULNTHcMbAXwXK The Beatles 0.879719 \n",
+ " _id artist_name lyrical_density \\\n",
+ "56 0cJ053ljI4BuP5P8tJnK5j The Beatles 0.893485 \n",
+ "101 4Q75gU2hFVL4oxqFpTiT3c The Rolling Stones 0.501468 \n",
+ "20 2Q2Gu7Bv8iLenuygtBgDUw The Beatles 1.058884 \n",
+ "48 72Ob0wrObCXgvGYhFs8vip The Beatles 0.938049 \n",
+ "25 0Gm34HBxrXlaAf1jdJMjx2 The Beatles 1.184094 \n",
+ "100 6ml6iL8HUdQKgtMaehAZc8 The Rolling Stones 1.215580 \n",
+ "81 63nTBScSLXWwyeizXi9Rmi The Beatles 1.103784 \n",
+ "88 0Za26pWVLQpKfXmb9FX10S The Rolling Stones 1.013658 \n",
+ "46 57n1teNb2tkcfiYagPmUWr The Beatles 0.885556 \n",
+ "54 4311wT21Et0q3vepFwXjTu The Beatles 0.718556 \n",
"\n",
- " name neg valence \\\n",
- "84 Ob-La-Di, Ob-La-Da - Remastered 2009 0.080969 0.975 \n",
- "78 Hey Bulldog - Remastered 2009 0.239198 0.942 \n",
- "220 Not A Second Time - Remastered 2009 0.773805 0.961 \n",
- "97 Birthday - Remastered 2009 0.373731 0.916 \n",
- "210 All My Loving - Remastered 2009 0.235023 0.891 \n",
- "187 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.937 \n",
- "56 For You Blue - Remastered 2009 0.471827 0.958 \n",
- "216 Hold Me Tight - Remastered 2009 0.804870 0.963 \n",
- "48 Across The Universe - Remastered 2009 0.295525 0.862 \n",
- "141 And Your Bird Can Sing - Remastered 2009 0.582875 0.966 \n",
+ " name neg valence \\\n",
+ "56 For You Blue - Remastered 2009 0.471827 0.958 \n",
+ "101 Dance (pt 1) - 2009 Re-Mastered Digital Version 0.697406 0.905 \n",
+ "20 From Me To You - Mono / Remastered 2015 0.529415 0.968 \n",
+ "48 Across The Universe - Remastered 2009 0.295525 0.862 \n",
+ "25 I Feel Fine - Remastered 2015 0.398252 0.918 \n",
+ "100 Start Me Up - 2009 Re-Mastered Digital Version 0.524795 0.971 \n",
+ "81 I Saw Her Standing There - Remastered 2009 0.583951 0.971 \n",
+ "88 Respectable - Remastered 0.475156 0.899 \n",
+ "46 Two Of Us - Remastered 2009 0.711080 0.923 \n",
+ "54 One After 909 - Remastered 2009 0.865737 0.904 \n",
"\n",
" scaled_ld gloom \n",
- "84 0.555112 0.028035 \n",
- "78 0.335342 0.059382 \n",
- "220 0.136198 0.069540 \n",
- "97 0.197149 0.070560 \n",
- "210 0.292411 0.072925 \n",
- "187 0.126365 0.082298 \n",
- "56 0.293083 0.083988 \n",
- "216 0.180406 0.087764 \n",
- "48 0.309408 0.093370 \n",
- "141 0.288041 0.096049 "
+ "56 0.218811 0.068025 \n",
+ "101 0.111602 0.081115 \n",
+ "20 0.264044 0.081670 \n",
+ "48 0.230998 0.087194 \n",
+ "25 0.298287 0.088167 \n",
+ "100 0.306898 0.090579 \n",
+ "81 0.276324 0.091173 \n",
+ "88 0.251676 0.097583 \n",
+ "46 0.216642 0.107184 \n",
+ "54 0.170971 0.113801 "
]
},
- "execution_count": 103,
+ "execution_count": 80,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 104,
+ "execution_count": 81,
"metadata": {
"collapsed": false
},
" <td>0.124500</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>247</th>\n",
+ " <th>83</th>\n",
" <td>6dsq7Nt5mIFzvm5kIYNORy</td>\n",
" <td>Radiohead</td>\n",
" <td>0.674272</td>\n",
" <td>15 Step</td>\n",
" <td>0.835488</td>\n",
" <td>0.848</td>\n",
- " <td>0.212783</td>\n",
- " <td>0.148717</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>274</th>\n",
- " <td>77SPrxY5gn6VPrKPGrfLnM</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.438813</td>\n",
- " <td>There, There</td>\n",
- " <td>0.835541</td>\n",
- " <td>0.726</td>\n",
- " <td>0.126532</td>\n",
- " <td>0.172527</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>269</th>\n",
- " <td>6CVdTDYoDbwYj4xn8u5Gha</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.452573</td>\n",
- " <td>Backdrifts</td>\n",
- " <td>0.821532</td>\n",
- " <td>0.724</td>\n",
- " <td>0.131573</td>\n",
- " <td>0.173889</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>255</th>\n",
- " <td>15ea10YpJIl3mJq75yzqsD</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.952216</td>\n",
- " <td>Jigsaw Falling Into Place</td>\n",
- " <td>0.757225</td>\n",
- " <td>0.818</td>\n",
- " <td>0.314597</td>\n",
- " <td>0.181482</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>263</th>\n",
- " <td>6P67UTTr5qN7XYSSlj0n6X</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.503609</td>\n",
- " <td>Paperbag Writer</td>\n",
- " <td>0.754680</td>\n",
- " <td>0.704</td>\n",
- " <td>0.150268</td>\n",
- " <td>0.182462</td>\n",
+ " <td>0.158860</td>\n",
+ " <td>0.130290</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>298</th>\n",
+ " <th>85</th>\n",
" <td>3OsUjkcv1C1v5udFhgRSFg</td>\n",
" <td>Radiohead</td>\n",
" <td>0.329999</td>\n",
" <td>Airbag</td>\n",
" <td>0.642348</td>\n",
" <td>0.642</td>\n",
- " <td>0.086673</td>\n",
- " <td>0.191323</td>\n",
+ " <td>0.064708</td>\n",
+ " <td>0.188200</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>304</th>\n",
- " <td>53aFGAl0Vebwp2bo8wtdWR</td>\n",
+ " <th>82</th>\n",
+ " <td>3pcCifdPTc2BbqmWpEhtUd</td>\n",
" <td>Radiohead</td>\n",
- " <td>2.019892</td>\n",
- " <td>Fitter Happier</td>\n",
- " <td>0.446841</td>\n",
- " <td>0.728</td>\n",
- " <td>0.705697</td>\n",
- " <td>0.197693</td>\n",
+ " <td>0.439692</td>\n",
+ " <td>Burn the Witch</td>\n",
+ " <td>0.582602</td>\n",
+ " <td>0.625</td>\n",
+ " <td>0.094707</td>\n",
+ " <td>0.197331</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>264</th>\n",
- " <td>3STByesnbcQatiGHgwi1Tv</td>\n",
+ " <th>84</th>\n",
+ " <td>37kUGdEJJ7NaMl5LFW4EA4</td>\n",
" <td>Radiohead</td>\n",
- " <td>0.622541</td>\n",
- " <td>I Am a Wicked Child</td>\n",
- " <td>0.763706</td>\n",
- " <td>0.688</td>\n",
- " <td>0.193834</td>\n",
- " <td>0.199778</td>\n",
+ " <td>1.083467</td>\n",
+ " <td>2 + 2 = 5</td>\n",
+ " <td>0.637656</td>\n",
+ " <td>0.365</td>\n",
+ " <td>0.270767</td>\n",
+ " <td>0.317860</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>236</th>\n",
- " <td>3pcCifdPTc2BbqmWpEhtUd</td>\n",
+ " <th>87</th>\n",
+ " <td>1MyqLTRhgyWPw7v107BEuI</td>\n",
" <td>Radiohead</td>\n",
- " <td>0.439692</td>\n",
- " <td>Burn the Witch</td>\n",
- " <td>0.582602</td>\n",
- " <td>0.625</td>\n",
- " <td>0.126854</td>\n",
- " <td>0.200668</td>\n",
+ " <td>0.412140</td>\n",
+ " <td>You</td>\n",
+ " <td>0.688683</td>\n",
+ " <td>0.305</td>\n",
+ " <td>0.087172</td>\n",
+ " <td>0.347225</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>86</th>\n",
+ " <td>05evePUsIT1cmIURp1hgu6</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>0.435957</td>\n",
+ " <td>Planet Telex</td>\n",
+ " <td>0.646349</td>\n",
+ " <td>0.272</td>\n",
+ " <td>0.093686</td>\n",
+ " <td>0.360175</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name lyrical_density \\\n",
- "1 0eECFDnWy0RdjMmJ8NOeAL Radiohead 0.093389 \n",
- "247 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 \n",
- "274 77SPrxY5gn6VPrKPGrfLnM Radiohead 0.438813 \n",
- "269 6CVdTDYoDbwYj4xn8u5Gha Radiohead 0.452573 \n",
- "255 15ea10YpJIl3mJq75yzqsD Radiohead 0.952216 \n",
- "263 6P67UTTr5qN7XYSSlj0n6X Radiohead 0.503609 \n",
- "298 3OsUjkcv1C1v5udFhgRSFg Radiohead 0.329999 \n",
- "304 53aFGAl0Vebwp2bo8wtdWR Radiohead 2.019892 \n",
- "264 3STByesnbcQatiGHgwi1Tv Radiohead 0.622541 \n",
- "236 3pcCifdPTc2BbqmWpEhtUd Radiohead 0.439692 \n",
+ " _id artist_name lyrical_density name \\\n",
+ "1 0eECFDnWy0RdjMmJ8NOeAL Radiohead 0.093389 Feral \n",
+ "83 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 15 Step \n",
+ "85 3OsUjkcv1C1v5udFhgRSFg Radiohead 0.329999 Airbag \n",
+ "82 3pcCifdPTc2BbqmWpEhtUd Radiohead 0.439692 Burn the Witch \n",
+ "84 37kUGdEJJ7NaMl5LFW4EA4 Radiohead 1.083467 2 + 2 = 5 \n",
+ "87 1MyqLTRhgyWPw7v107BEuI Radiohead 0.412140 You \n",
+ "86 05evePUsIT1cmIURp1hgu6 Radiohead 0.435957 Planet Telex \n",
"\n",
- " name neg valence scaled_ld gloom \n",
- "1 Feral 0.465216 0.751 0.000000 0.124500 \n",
- "247 15 Step 0.835488 0.848 0.212783 0.148717 \n",
- "274 There, There 0.835541 0.726 0.126532 0.172527 \n",
- "269 Backdrifts 0.821532 0.724 0.131573 0.173889 \n",
- "255 Jigsaw Falling Into Place 0.757225 0.818 0.314597 0.181482 \n",
- "263 Paperbag Writer 0.754680 0.704 0.150268 0.182462 \n",
- "298 Airbag 0.642348 0.642 0.086673 0.191323 \n",
- "304 Fitter Happier 0.446841 0.728 0.705697 0.197693 \n",
- "264 I Am a Wicked Child 0.763706 0.688 0.193834 0.199778 \n",
- "236 Burn the Witch 0.582602 0.625 0.126854 0.200668 "
+ " neg valence scaled_ld gloom \n",
+ "1 0.465216 0.751 0.000000 0.124500 \n",
+ "83 0.835488 0.848 0.158860 0.130290 \n",
+ "85 0.642348 0.642 0.064708 0.188200 \n",
+ "82 0.582602 0.625 0.094707 0.197331 \n",
+ "84 0.637656 0.365 0.270767 0.317860 \n",
+ "87 0.688683 0.305 0.087172 0.347225 \n",
+ "86 0.646349 0.272 0.093686 0.360175 "
]
},
- "execution_count": 104,
+ "execution_count": 81,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 105,
+ "execution_count": 82,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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hodBVE8VjaTfS6FzVyXvctIftyOHnz/08tPz5BDGbmPKuDGzkiK7Gih27kFjd\nsOyFfDeymYz9FFZzTggnX0eh4lr1FmnZMsv5R7JpLyIXQXGt5pXzAOYxyPDXqjt5RJV4yTRXxI+f\nxk9VG8uv3udZrr263raBnXTHJH753ZcDV0uUc0uMiub9De/z1D9MtZUbM8G/eP4XwU9WIMIoCNso\nJiLSE5o/SESTzFug4YoQDXpIiplLLvEWZRRbDm4HVOElgBZrOTKSu88pDMljXGukKaON04knWk0k\nn2xK4dJTeqKPBDaF8AxVp3FBqh1bGptQXa1dtp4G/E90CmhgIPf3hnrRA+S8hnUCWhhohamFsAui\nM4bWrn7uS3j01L+jqWZXZbmL3l+EI359BC6eezE+2fyJuyAG+vqAadO0R7a/X/s7bVq4+zzCI7j3\nn23Y77b9MPuf6huYqkjht//vt7j0C5cGP1ExYqc5ANyZ/fu0YnsqqEYKuqHURxB+x8xdXVpISpAo\no0IktHMa9fjp3nro1kY6OPIwgdHYq49lMGMTxaRMAx5RvejOdZcibX+bTjM37PY204UHOfbId/3F\nrnxP9z3cv6XfU1V0dqovtbPT089z+N39w1y93zyu/O4XHGUcfd1ofurNp/yfICEgThNTUraSVhBB\nWrQwppZCmWnsYi11mfzGbCoUSuSXplKm2Wm4m2qsaxrkNXGsW3qWgPVipxO9PJqW39as58opFzg2\nwHojfMFfLuCF7y50THgXhYJ4e93bfNlj1zD9h72fQd+OuecYXrF2hffCE0gYBeElimkJtBQbv2fm\nN+IZx7hTslFMYSKSwkQZxRGhZEYVShJV9JFNOWEjdpTnUdyfD598BScf+ymWb27OiSiqrQXefjtP\ngVV2z87DD2umsID1ojq2rk6bv/nVrzqLZHee/3vwBdz8xvl4NfOq62UdvNPBaJ3YijMOPMOyBnZf\nH7DbbrlLZ6dSwLvvOtf5xsGNeGzlY2jvbkfnqk4wnNuSHdI74Odf/TnOOeScok/AFyaKyYuCGA/g\n9Ow2AmAONGXxdpATBqVkFUSYtxEI1+DGGSqqKyA/oasREEsEsEKZLtx7quW2AcCsWcCVVwYWPxLZ\nVPXsp17C1KHTbz+z/SBuevEmzHxmpmUdZzvGNo7FhJ0n4JCdDsGEnSdgws4T8OLje+C81gpUVmou\nrLvvzr3kNZ+uwZI1S7DgjcV4qWcxegYWY9W6FRjhEfsTGZg2YRpuOO4GjBk1xtPxSSdWBWE60T4A\n/gfAmcxemV0eAAAgAElEQVSc10VXS1ZBqN4oQOuKmp/8IGUXYq5AvuZp2BDL4MhUlwW+REfZ7NCn\noKRSWsPqVC9xDk571vVgxmMz8OjKRz1fopGG6gZsX9uEipFa1NfWoDpVgc3DmzEwNID1A+vRtzGg\nx3rtfni4tQ1TJhwT7PcJJXYFQUTNAE6DNooYBjCHmX8R5IRBKVkFAWx7o8xKIkyLU6AePAD1qKih\nAbj1VuCkk/LSguZDN+bDSucZlwvWZa2q0h6Hm28Gzj8/VJGhfsvMeGH1C2hf1I45S+egf9A6uS4v\nMAGrjge6W9Hw3jfxtyeqg5kiE0zcJqaXAKQAPAhNMbwZ5ERhKWkFAWgLA51yiha7p9PYqMUlbred\nv7c06u6t35bCblTU0LBt9nRULWmcfo6Ap887Lp2BRI12FGzYvAG/X/p7tHe344XVL+TlnOMamvHe\nY+diaOE04JOxAJJVJ1ESt4LYj5mXB5IsQkpeQaje4upqLRC9psbfKCBKT23QkYixy7phQ+53Ub2J\nKtmAwo2cCoGH1j9yx32MLOtbhru778bcVXOxfO1yz34DL+xePw7H7PElTJ8wHV/Z4yuY80BFckaA\nMRKLgiCis5j5d0SknBnCzP8X5IRBKXkFAVhtFkNDueEaUXgK/TTKYcvp6wMeewy46KJcJRFF66SS\nrbZWS/Rv2Ddck8bH3b0Ys3+03ULfI4e4hhoeWv+kjyDs2DS4CUv7lmLxB4ux+IPFWLJmCZZ8sAQb\ntmxw/F2qIoVdUwdg9csTULV2AviDQ3DblYfg387a3nJsIkaAMRNXLqbzs39/rNiuChpXG3RDKc+D\nMKLPB+jsDDeZLYoc2FFMqItrzoVKtro6S9qOdWjko2u6Is0k4nvaitP8j7B4rF/z49DWlszst24M\njwzzu5+8y6s+XMWz//ZPrt/nZcZuLzF2/Adj+9e5frdefu5FbenPpGb4zTeIc6IcgKO87It7KxsF\noRNFwxpFHucoGvc4ljJVyDaiSPynz3KOMlO5ryqJIm+WG06dAcUs7La2wuY6jIokLzebJOJWEIu8\n7It7KzsFwZyMlXDMMsyaFewNNCqEqHJhdHTwYHWa10Gb0Xx2qoMXzOjgoZpt+/RZzlHNcPY9qFKl\nRAGYa2oCr32hRKVwFfVcao1qEl6RpBOLggDwBQD/CeAdAJcatpkAlgQ9YWBBy1FBMCdjnGxcuChs\nox5hC5XJMI+tzfBh6MrJhbRiQYaPrunKyXpa0BGEIovtltoGPrqmK75evI2gizozeU/DFTdBX5Ek\nvFr5IIyCcFqTuhpAPYAqAA2G7RMA3/bq4yCiE4hoORG9TkSX2RxzGhEtJaJXieh3XssuCxTrMDsS\naRpTA9deCwwMhM/+6jEbq9eiPqlpwss4fGu6i1QKWF/dhAvvORz96SZP6xj7we8ayWhq0iYdmBgc\nGMLyzc3xJdO1qedm9JTcGt5+XxEgN0Fv5Fl4Swk3DQKb9ai9bAAqAKwCMB7aXIrFAPYzHbM3gFcA\nNGY/j7EpKwbdmkAyGc1B3dkZ3NYfpluq6lZFmf014hFEnEtpup3bV9ltbdpIoqGBh2rSPD3dEW8v\n3qFyysUsY3ePSs3M5gZi9kE0AbgBwGMAntI3T4UDRwKYa/h8OYDLTMf8DMC5HsqKpfISRUdH7ir3\n1dXe394onno7BRP1GxVhC1VUjZ1h3e28NFAuWW9L2bzi1FcqRLb7QhK3gngCQCuA1wAcA+BuAD/z\nVDjwLWTXlch+PgvALaZj/pRVEgsAPA/geJuy4qq/ZJDJBE/Azxz+qXdTAlG3xBG2UIlt7BwEy5ti\nS2zlxIeXkaWMILxtVR6sUDswczsRXczMzwB4hogWerJfAarJGWz6XAXNzPRlAOMA/J2IPsfM/paa\nKnZ6eoBKRf7DigrtOzcDa3MzbI3LXmYD6TZr42wq3TfQ1KRNMZ08ObpZRU1Nkc1MirCo6HCZgW5X\nnZFP3Epk5cSL26Os+5HMs6jLrJo84UVB6FN53yeirwF4D4B1SqKa1dAafZ3ds783H/MCM48A6CGi\nFQD2geaXyGHmzJlb/29paUFLS4tHMYqA5mYtxaaZkRFvHkS7p37ePG+pJ5wUjPEc8ha5Y1zSVW+l\nWls1jWCoP3N1FjK/ol/CKrI4lwXx8igbFXR9PfDpp1pZpfB4z58/H/Pnz4+mMLchBoCvAxgN4EBo\ny42+AuCbXoYnACqxzUldDc1Jvb/pmOMB3Jv9fwyAXgDbKcqKZ/yVJML4IHSMJgW/Y+miMui7UEjT\nisLcN1jXyB912pv7AoXPeri+OKohbCyE8fe1tcGn1jjJ4fVRNsQOFP0jbwfi9EGE3QCcAGAFgJUA\nLs/uuxrA1w3H/ALAUgBLAJxqU04MVZcw9AimOXOCRTGZCeKXKAWbdaSLUgdA0dr3I81jazO2oizq\nzHBLXe7cDdtb5bFVi6Ma/Coy8+MUZjlTv3K4PcptbWo5ivnRVxGrggBwi2KbBWBK0JMGErTUFUQS\n3uZSICnX3NHBI2nrjG6lKFuPHe1+rEOrFmbw6BU/fQ7VI223jDagjSa8yhdFTIZi/iI3NJReNFPc\nCuJOAM8CuCi7zQdwD4BHANwU9MS+BS1lBRFno1ZIs1EhRiMJimH0NCrwM9qwa9Xq6/nxWV05jfGs\nWd6rwc9t8vqo2h23bJl6BKFvs2Z5q9uwr4xDBpSS6z/FrSBeBFBp+FwF4IWsf2FZ0BP7FrSUFUTc\njZoPe3XQOXoWCmXmScoIgtWRy+Zwy6X3dvFwg0d/hU2rNlJTw2NrM5bzOJ1bJ8ht8tLncHqkOzrU\nEd1+b1WYvo+dqSvKHIpJIW4FsQLAaMPn0QBWZP/vDnpi34KWsoJIQKMWhX98K4W+noQ42zs6tHrU\nqyCV2iaKLuKeDRnuh8e6smnVXv33NnOWc25s1HrjTtUQ5ja59Tm8zEU4/3xrAx0km3zQQap+D+rr\no8/CniTiVhCtAN7KmpXuBfAmgPMA1AG4IeiJfQtaygqCuaCNWtg5ehaSYOaJ2bwVpoE0f3c6Orgf\naR5u8HDvTWtLvHhum63TVz+XnZx+b5PZx2F2Ptslk7XL8r5smdVilu/BXinEZLgRexQTgF0ATAFw\nMoBdg54szFbyCoI5mqc1QBldXZZ1dhjQ9gVq0ws9gogZL2YZp8ZX9d0e9Rleeq8PR4BNyg59mzHD\nWzFeb5PxmqurtdGQfv0zZtjXh/44Llu2bURjLEM/fzpdumGmhSbuEQRBS5FxVfbzOABHBD1hYEHL\nQUGEJaDdP/IRhFGWUphTYSCskzbKCCOniCCv5Xm5TXb2ervNbEqaNUvtWzduNTWaEhGiJ24F8SsA\nvwTwWvbzdgAWBj1hYEFFQTgTstWJ1AdhlCnsqnEJG/8HCfNUNb5R6E+nhttvyKdTcIKTInI6t36N\nfn7j59oT9mgklrgVxKLs327DPlkwKGrCPvER2P29RDFlMlr45ked8b6d69u0leGGGwq/LmaY+QVO\ntzWKRs6s2IOMSNwGnkFGEG7hrFHLKwrDnrgVxEvZkFZdUTTlM3rJIEe0tZYk9Ce+ri7a7mTEdv+O\nDubvpDSH6jqM5sHqeBruh9qskT0jaW01tHw3AKrGKEnWMzvzoNeIHK+PjfGadf+Bfv26D8JYH35H\nHWHkra7OXeywrU2UhZG4FcSZ2UlxqwH8JBv2qkyHEedWsgoik8mNhdSf+DBxezG0XJmMtrynquGO\n8k3MZJiPrunij5HbuqxDI7fUdSVmSkWcPVY/Zasa4vp67wNHPwNPP1FMdqOOVMrqjxg1Shu1BpVX\ntXnNrVQOI498RDHtB+D7AGbAlGwvX1vJKojOTvUT7vWNMaN44sO8BPpvOzuZW+qsDfdgXbThq11d\n6rkB/UjnrDudjxe6ENG6fuMMVKGixpQVYecrRHEten9l1ix701NtrTfFH8ZhbidfoVJ25Yt8KIhK\nALtmI5jGARgX9ISBBRUFEYgwL4H5t7tU5WcEkU4z34QZPAJs3W7CjLw10mZZ7EYQkc0693A+Ffr9\nUZlcjKYwt3sfx8DTGN5qNz9CpSS8+HLM8qp8MF5GQyUciZ1D3CamiwCshZZt9R8AXgXwj6AnDCxo\nqSqITMb6hKdSkTypYV4CO1vvWVW6D6Ixrz6IQowgmNWNp9MM6TD4Nfc49aTTaW+pNozlRWVq8aKY\nOjvVc29UuZjcnNLGGdFeRxBJmMuZL+JWEKugrSqXV4WgkCPCKksYenKaujrvY20P+HoJTC2E3W87\nO/MQxdRlzU9UCB+EjlsUk1vv1895vCp0N1t8XZ21Aa6vZ7733niVq+oaVHXjde6Nn3knXV2ag9rL\naEhGENEpiKcBVAU9QVRbSSsI5li8ZZ5fAkUXraAvkOLkhYpiMhP5rHMTXs09QUYQQPwL49gpLtXI\nYNYs63HmDkycS5okKRotTuJWEO0AFgD4bwCX6lvQEwYWtNQVREy4vgQOmqCjQ4tcaqnrclzsxkwk\nui6hb2/YEYSXuvHq3zBWUSqlmb3MpjC/ppeweB0Z6Me6dUKi6qjY1btEMYVXED9WbUFPGFhQURCB\ncXwJXPIyj6TTPFg3WnNGe2ikI40MSejbG9QH4ddp7KUOjc5glVLJZDSzkjlLeJz2di8jAx0v/YCw\nfYVyiVayI4yCIO33yYeIuFhkLRr6+oDubmDKFGBgYNv+dBp45RXg0EOBTZty9z/8MDBxonJ1974+\nYPx46096ewuzGLxqQfsoy+7u1v63qQ7L8V7qJkgdzp4NtLYC1dXAli1AezswdWq4Mr1gVwd+z+fl\nPgW9l0l7JgsBEYGZKdCPg2qWfG+QEUS0qNJzepkK6zDbO0mRIUnrNXqtmyApuP3OhI6iPtxydyXF\nQpikZ7JQQEYQgi/sulXG0YHqGCOKblhSemtJkSOITH5lX7gQOO44YP36bfsaG4F584DDD7fKEMWI\nqq8PGDcud9CpkjPOEZxXkvgs5JswI4gKD4Uf5WWfECF9fdqb39cXT/k9PZo9wkgqBWy33ba3pqlJ\ns1Wk00BdHSyqOZXSyjFg/Eljo/a3vT3/L6Ld5ZnEzSte68ZvHTY3a2YlI4OD2n6VDIcfHv5+9PQA\nlZXW/RUVuXUc1fnCkJRnsmhxG2Igm6TPbV/cG8rFxBSHbcRLohy70JBMhp+6vJP74X3WVaF9y0mO\ncfdaN37qMN/mHL+RSkmIM1C9AkmQKx8gjigmAF8A8J8A3oEhvBXATEi673iIo2WzUzgeWxVdJH1Z\nzHVo5H6keX1bskNBkmIDzxf5bvC8rB+SND+QTlLlioswCsLWB0FExwBoAXABgDbDVxsA/IWZV0Y6\nlHGhLHwQfgzKXnAzwPb14ePuHvSgGbtPbHK1cY9BH5rRgw/rmzHnqaZAIuWTJNjASw5DpfahyTaS\nK6m2/6TKFSdhfBBVdl8w8zMAniGie5m5N7B0gnf8GJS9oBvjjW+DboxvasLseU1obW2yDY80i7QW\nTViLJqSHg4uUT5qaSvel94vfsFwlpnjapvZ2fNX8wGRxefQKRlLlSixuQwwAnwVwJ4AnADylb0GH\nLEE3lIOJiTla24iDycqPNavczDXFiJOJKZLkgj7Nn0n1AyVVrjhBzDOplwD4HoAjAByqb0FPGFjQ\nclEQzNEalGfMyH0bZsxg5mDx9uXi1Cs2nGzqXlODuN7fABMK/OSVyrf/pJw6PHEriFeCFh7lVlYK\nIioiGkEIycXtPnpJLmirYNzS2Hp4YNwa/0I5jMupwxNGQbjOgwDwFyK6kIh2IaLt9S0qE5cQIw4T\nAiQ+vDRwm/PR3AyMjFh/N5z1I/X1aW6FTZu0QIRNm7TPn9wxW/PmHnec9nfevEAPjNNcCLtzxzX9\nx6tcwjZcZ1IT0VuK3czMe8Yjkq0c7CarYMJDyIZE+hQ3XqJyZs8Gpk3bFmyQSgH33acFJKgC5/ao\n78PKwfGo3KwoFIjsgYk6aE9QE0sUkw4z7xGkYCEB6MOE1latVRgctPT6ciJ9RFsUHR5uMaZOBSZP\nVkcxNTcDGzfmlrnTph7QqGpgsyLUJ8Jud9RBe0L0eBlBjII2QW4cM3+XiPYBsC8z/zUfAhrkkBFE\nULw0/G4pQQUlSdGpYbKd7r57bkO9a6oPq6vGgyKeLKCSUX/sjMpNHrtoiTWbK4A5AP4LwD+zn9MA\nFgd1egTdIE7q+BCPdSDicrDm04FqF5y0ala0oT5ukVbl4jAuBIgzmysRvczMhxFRNzNPzO5bwsyH\nBNJIAZERRIzYGIM/fnAeVm13eMF7x0kkrhm5yoHc5PiGKY7XgWjOW46zl5NErNlcAWwhojSgJfQk\nor0AbA5yMiGhKIzBQwODOGRK89YgltmzCyNaUokjY6wqqufxc2aDjdFEEd8Ix2i2iEJ9kphdV/CG\nlxHEcQCuBHAAtNnURwGYxszzY5cuVw4ZQcSJwRjMg4M4Z6gdvx3cZgyWHl8ucfSKzQO5MehDL8Zj\nFOLvese9+p6MIApHrCMIZn4SwCkApgGYDeAwP8qBiE4gouVE9DoRXeZw3LeJaISIJnktW4iQqVO1\nN3bePCx+uBePjMr1FBa0xxf3+hgBiGMeiXkg14weDCI/Xe845wXInJvixdOKckR0MIBmGMJimfmP\nHn5XAeB1AMcCeA/AQgBnMPNy03H1AB4FkAIwg5kXKcqSEUSeSFSPL+HRVVH3vI1RPaO39GHV0HhU\nD227EUPVaVSt9nYjkhJhpZM0ecqFuFeUuxvA3QC+BeAb2e3rHss/AsBKZu5l5kEADwCYojhuFoCf\nQXwbiaBQPT7LQKGQU209EnXP2zCQQ+eiJpxH7diINNajERuRxrncjj64n2y2aSJ0oXxIxntqV1dR\nDhATONgsbtzCnAAsCxoiBU2p3Gn4fBaAW0zHTADwYPb/pwFMsikrRKCXYCSOVc3CogyDLPMV5/XL\nH4MMH4YuHoOMp8tPStSylzDgKEOFy20hIK8g5mR97QAOCFQ48G2FgrjZ8JmySmEcb1MQykyxoiCi\nIYkvkV2D1rcsIS2dQt58KM6gDX0S9KoX2aNUZElRikkkjIJwTbUB4D4ALxDRB9BMQJQ94cEefrsa\nwDjD592h+SJ0GgB8DsB8IiIAOwP4MxF9kxV+iJkzZ279v6WlBS0tLR5EEHSMFhvdv9DaqqVhSOIi\nLm992oQxbnkk8kw+XSJe0mioSEIKCy8L80S5eI8sBLSN+fPnY/78+dEU5qZBAKwC8E0AewAYr29e\ntA+AyuzvxwOoBrAYwP4Oxz8NYKLNdzHo1vIiCT1LFa69v4RMtS1ULzXI5Rd6zQMZQSQHxJzuu4+Z\nH2Hmt1hzNveyxyVImXkYwAxo8yeWAniAmV8joquJSOXoZmgjFCEGktCzVOHqFPfjCc56Kde+1qd0\nVvp1YhqPL9SEryCOcKOzu7c3/4FfXgIdogyG0MuqrQXq6rS/EkobAW4aBMDtADoATIU2H+IUAKcE\n1UhBN8gIIhIK3bN0IvRAIXtxm9OjuR9pnp7uyLnGtjbmmhrmhgZv127217S1lUYvNZ8DMi/nikoe\n/X7V1SXv2S4kiDkX0z1qvcLnRqmo3JB5ENHhGo9ejAHriskbG5HGePSiP92Ea64BfvjD3J84ze2w\nmwty443AJZcUb/bRhE8rCUyi5u4kjLjXg5gepGAhueSsAWGmWFsQhZdyECk0owfLK5vwox9Zf1JZ\nae/EtHN6TpqkNTrFpj+B5AYpRIE4qePBVkEQ0X8x8/VEdCuyifqMMPO/xyqZkH+KuQVROFhSGEQP\nmjE4uE3fGXHyvzj5axwVbIIp5UY0qf61YsfJSf1a9u/LAF5RbEKpUYRpN7c6kdGET25sx3BNGptr\ntVnH369tR3+6CTffrK3BbObmm+0bxmLNH+TkhC/lRrRY71ficXNSADjVy764N4iTOn6KLFbQ6ERO\npZirq5n3bMjw0TVdfO8NmRzHp35sQ4PmqG5r83aOhETYesLPzOUkBilEQTHdr3yBmJ3Ui5h5ktu+\nuCk3J3XB/MRFsgakyilpROWgLEbfu1f8OGnjqodSrt9iJhYnNRGdCOAkALsR0S2GrxoBDAU5meCN\ngvqJ9RXuE/6mq+zpRlS29WL1HXjBj39BrwfdHBXFbS7W2AbBGdsRBBEdAi2R3jUArjJ8tQHA08z8\ncfzi5chTFiOIyMP1SrRbF2QE4bf8MNWW72r3+9xE2aBLiGmyCTOC8GL7TwW1X0W5oUx8EJGmw0hi\nZr4IMdrTdR9EFLb1sNVWqGr36l+I2tWU1BQuggZi9kEcBWAmtHxKVdiWrG/PQBopIDKC8NkbK5Nu\nnbGnDoTvtYettkJXu5eRi3lpU0CL/Jk3T0vpEeScZfCoFS2xTpSDlu77EmihrYpgQSFKgmbwtFDK\nQe8GzH6FsJcWttoKXe1e/CxRh7tG9swKicPLCOIlZv58nuRxkqMsRhA6oW3Y0q0LRLGPILziJVjN\n7zNYou6uoifMCMKLgvgptLTdf4RhSVBWrNcQJ+WmICKhSEJWk0bYaiuWandq0CUqqXSIW0E8rdjN\nzPwvQU4YFFEQAZFuXSCKLYopSoplFCR4I+5kfV8JUrCQEEo5+N8PPlvssNVWzNVeaD9KWIpZOScN\n1wWDiGgnImonornZzwcQUWv8oglJwO8CO4lk9mytS3zccdrf2bMLLVGiKeacTXKro8WLiWkugHsA\n/IiZDyGiKgDdzHxQPgQ0yCEmpjxTEnZosZcEIgl+lCBOcrnVVsKYmLwsOTqGmX8PYAQAmHkIEu4a\nPwXuuhszf69fr/1tbS3CkUQRZqhNAoVesjTISEBudfR4URD9RLQDsmtCENGRANY7/0QIRQLGyZG9\nbIW2URWZvaTQ1WUkyFrYURC0c1Jkt7oo8KIgLgXwCIC9iOg5AL8BcFGsUpUzCem6R/KyJUDRJX2h\nAKNCSEJ1JYGgnRPjra6rS9ytLkq8RDEtIqJjAOwLLc3GCmYejF2yciUhISShZ8cmaXW6hGaoNfp4\nNm8GRkY0pVzo6io0YTsnuqtSXJbhccrmejiAd5j5g+zn7wD4FoBeADOZ+aO8SYkyclInzNMWOGQw\n6oQ/JYZbNlqgvKsriJM8Ya9OYojLSX0HgC3ZE3wZwE+hmZfWA7gzyMkEDyTMJBLYDi0GYUdUZhQz\n5VxdQZzk4qSOHicTU6VhlHA6gDuZ+SEADxHR4vhFK2MSahLxhWRwc0SlP1MpoKpKqkvH72RD6ZNE\nj5OJ6Z8AJjDzEBEtB/BdZn5W/46ZD8yjnOVjYio1ZFqrLSozSrH3CwpNEuZvJI1YcjER0Y+gLTm6\nFsA4AJOYmYlobwD3MfNRQQUOgigIoRQR/Rk9Uqe5xJasLzvnYRcATzBzf3bfZwHUSzbXMkXePkEo\nKmLN5poUREHkH4suKIncG4JQXoiCECLHrAt+d2MfTrlEYgiF4qScB75x52ISygzVZO4bL+7BSJXE\nEJYqSUrx4QU/8soM9eCIghAsqOLJ3001gyWGsCQptgbUj7wJyVxTtIiCECyo4sk/GG5C/83JmcAn\nREOxNaB+5ZXJc+EQBSFYsJvM3Xh+gXNAC5FTbA2oX3ll8lw4xEkt2FLOjr1Swngfgdx7GjR/UaGe\njSDylvvkOYliEgRBiTEabeNGgEhrUI1Ryn4b0EJHOwdN5FeunR1REII/yvltKSPcMsYae95eH4mk\nZEyVR9g7iQ5zJaITiGg5Eb1ORJcpvr+EiJYS0WIiepKIxsYtU1lTbCErQmDcMsYabfdes/YmxWdR\nqNXuyo1YRxBEVAHgdQDHAngPwEIAZzDzcsMxxwB4iZkHiOgCAC3MfIaiLBlBhCUp3T8hL/gZQYQp\nUx6hZJPkEcQRAFYyc292FboHAEwxHsDMzzDzQPbjiwB2i1mm8iUp3T8hL5ij0VIp7faHiVJO2HIl\nQsy4Ljkakt0AvGP4vBqa0rCjFcDcWCUqZyTmr+wwLy0ChLfdl8JyJYI34lYQqmGN0k5ERGcBOBTA\nMXaFzZw5c+v/LS0taGlpCSdduSGL+JQl5oV3orjdfhfzEfLH/PnzMX/+/EjKitsHcSS09atPyH6+\nHAAz889Mx00GcDOALzPzhzZliQ8iKiQERBDKhsSGuRJRJYAV0JzU7wPoAjCVmV8zHDMRwIMAjmfm\nNxzKEgUhCILgk8Q6qZl5GMAMAE8AWArgAWZ+jYiuJqKvZw+7HkAdgAeJqJuIHo5TJkEQBMEbMlFO\nEAShhEnsCEIQ4qTY1jAQhGJDFIRQlMiEcEGIHzExCYnAT2CVzOYVBO+IiUkoavyOBmRCuBUxtwlx\nICMIoaAEGQ3ICCKXQqffFpKNjCCEoiXIaEDyAW2j2JYMFYqLuFNtCIIjQdNDST4gDV3BGkdTuoIt\n1zoRokNGEEJBCTMakDUBJP+iEC/igxASgaSHCk65r7ksOJPYXExRIgpCEOwRBSvYIQpCEHwQRWMq\nDbJQLEgUkyB4JIoZ2DKLWygXZAQhlA1RzJ+QORhCsSEjCEHwQBQzsGUWt1BOiIIQyoYoQkIlrFQo\nJ0RBCGVDFDOwZRa3UE6ID0IoOySKSSgnJMxVEARBUCJOakEQBCFyREEIglD2yHoaakRBCIJQ1sjE\nR3vEByEIQtlSDhMfxQchCIIQAJn46IwoCEEQyhaZ+OiMKAhBEMoWmfjojPggBEEoe0p54qNMlBME\nQRCUiJNaEARBiBxREIIgCIISURCCIAiCElEQgiAIghJREIIgCIISURCCIAiCElEQgiAIghJREIIg\nCIKS2BUEEZ1ARMuJ6HUiukzxfTURPUBEK4noBSIaF7dMgiAIgjuxKggiqgBwG4DjAXwOwFQi2s90\nWCuAj5h5HwA3Abg+TpkKxfz58wstQihE/sJRzLIDIn8xE/cI4ggAK5m5l5kHATwAYIrpmCkA7sv+\n/wcAx8YsU0Eo9odM5C8cxSw7IPIXM3EriN0AvGP4vDq7T3kMMw8DWEdE28cslyAIguBC3ApClSDK\nnHBvW1MAAAchSURBVHHPfAwpjhEEQRDyTKzZXInoSAAzmfmE7OfLATAz/8xwzNzsMS8RUSWA95l5\nR0VZojQEQRACEDSba1XUgphYCGBvIhoP4H0AZwCYajrmLwDOAfASgFMBPKUqKOgFCoIgCMGIVUEw\n8zARzQDwBDRzVjszv0ZEVwNYyMx/BdAO4LdEtBLAh9CUiCAIglBgimbBIEEQBCG/JHYmNRFtR0RP\nENEKIuokotGKYw4houeJ6FUiWkxEpxVCVpNMRTsx0IPslxDR0mxdP0lEYwshpx1u8huO+zYRjRDR\npHzK54YX+YnotOw9eJWIfpdvGZ3w8PyMJaKniGhR9hk6sRByqiCidiJaQ0T/cDjmlux7u5iIJuRT\nPjfc5CeifyWiJVnZFxDRQZ4KZuZEbgB+BuC/sv9fBuCnimP2BrBX9v9dALwHoLGAMlcAWAVgPIAU\ngMUA9jMd8z0At2f/Px3AA4Wuax+yHwOgNvv/BUmR3av82ePqATwD4HkAkwott8/63xvAK/ozDmBM\noeX2Kf8dAM7P/r8/gLcKLbdBtqMBTADwD5vvTwTwaPb/zwN4sdAy+5T/SACjs/+f4FX+xI4gkDuB\n7j4AJ5sPYOZVzPxG9v/3AWQAFHLJ8WKeGOgqOzM/w8wD2Y8vwjqnpZB4qXsAmAWt87E5n8J5wIv8\n/wbgl8z8CQAw89o8y+iEF/lHADRm//8MgHfzKJ8jzLwAwMcOh0wB8JvssS8BGE1EO+VDNi+4yc/M\nLzLz+uxHz+9ukhXEjsy8BgCY+QO4NPxEdASAlK4wCkQxTwz0IruRVgBzY5XIH67yZ80CuzPzY/kU\nzCNe6v+zAPbNmgieJ6Lj8yadO17kvxrA2UT0DoC/ArgoT7JFgfn63kWyOkh+OA8e3924w1wdIaIn\nARi1sD5J7kqf5ewCTbufHZ10gSjmiYFeZNcOJDoLwKHQTE5JwVF+IiIAN0ILqXb6TaHwUv9V0MxM\nXwYwDsDfiehz+oiiwHiRfyqAe5j5xuwcqd9By9FWDHh+P5IMEX0FwHRoJilXCqogmPk4u++yDped\nmHkNEe0MzXykOq4BWm/kCmZeGJOoXlkN7cXV2R2aX8TIOwDGAngvOzGwkZmdhrb5wovsIKLJAP4b\nwJezpoSk4CZ/A7TGaH5WWewM4M9E9E1mXpQ/MW3xUv+rAbzAzCMAeohoBYB9oPklCo0X+VuhJe4E\nM79IRLVENCZhpjI7VkN7b3WU70eSIaKDAdwJ4ASvbU6STUyPAJiW/f8cAH82H0BEKQAPA7iPmf+Y\nP9Fs2ToxkIiqoc3peMR0jD4xEHCYGFgAXGUnookA2gB8k5k/LICMTjjKz8yfMPOOzLwnM+8BzQ77\njYQoB8Dbs/MwgH8BACIaA005vJlXKe3xIn8vgMkAQET7A6hJmHIg2I8qHwHwHWBrhoh1ugk8QdjK\nn42WfAjA2b7M8IX2vjt45bcHMA/ACgBPAvhMdv+hAO7M/n8mNGfjIgDd2b8HF1juE7IyrwRweXbf\n1QC+nv2/BsDvs9+/CKC50HXtQ/Ynoc2I1+v74ULL7Ed+07FPIUFRTF7lB/ALAEsBLAFwaqFl9vn8\n7A9gAbQIp0UAji20zAbZO6CNCDYDeBuaGeZ8AN81HHMbtEitJQl8dhzlB3AXtInI+rvb5aVcmSgn\nCIIgKEmyiUkQBEEoIKIgBEEQBCWiIARBEAQloiAEQRAEJaIgBEEQBCWiIARBEAQloiCEsoSIniai\n40z7Liai2xx+syF+yQQhOYiCEMqVDliXvz0DwGyH38ikIaGsEAUhlCsPAfhaNl0Lsuum7wJgMRHN\nI6KXswusfFP1YyL6ARF1ZRdg+bFeBhEtI6I7ieifRPQ4EdVkv9sru8jS4mzZe9iVIwhJQRSEUJYw\n80cAuqClhwC00cMcAJsAnMzMh0HLe/QL82+zpql9mPkIABMBHEZEenbMvQHcyswHAlgP4FvZ/fdn\n908A8EUA77uUIwgFp6DZXAWhwDwATTH8Jft3OrRO00+J6EvQFrjZlYh2ZGZjNuGvAjiOiBZBS45W\nBy1x3jvQVkl7NXvcKwCaiagewK7M/AgAMPMWACAiu3IWxHjNguAZURBCOfMwgF9ks9TWMvNiIjoH\nwA4AJjLzCBG9BaDW9DsCcB0z35WzUzNTGVeqG87+1i7LprIcQUgKYmISyhZm7oe2PvXd0JzWADAa\nQCarHL4CbY1lHb2R7wRwLhHVAQAR7UpETaZjjOfZAOAdIpqSPb6aiNIu5QhCwZERhFDuzIbmsD49\n+/l+AH8hoiUAXgbwmuFYBgBmfpKI9gPwgrb2EDYAOAuaScou0uk7AO4gomsAbIGWqtuunL7oLk8Q\ngiPpvgVBEAQlYmISBEEQlIiCEARBEJSIghAEQRCUiIIQBEEQlIiCEARBEJSIghAEQRCUiIIQBEEQ\nlIiCEARBEJT8f2yXnXTotlJgAAAAAElFTkSuQmCC\n",
+ "image/png": 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G/WyzWEf2+vG+F+r7GPXvRFB8bYNQ1fuAnwA3AmuBrwWdHEpBkCNqo7Rtr7LF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\nxrj6/z9e19cojMrbAAAAAElFTkSuQmCC\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622ab50c50>"
+ "<matplotlib.figure.Figure at 0x7f2d7274df28>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 106,
+ "execution_count": 83,
"metadata": {
"collapsed": false,
"scrolled": true
" <td>Can't Buy Me Love - Remastered 2015</td>\n",
" <td>0.738387</td>\n",
" <td>0.957</td>\n",
- " <td>0.521343</td>\n",
- " <td>0.202768</td>\n",
+ " <td>0.389226</td>\n",
+ " <td>0.156831</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Help! - Remastered 2015</td>\n",
" <td>0.823915</td>\n",
" <td>0.810</td>\n",
- " <td>0.570870</td>\n",
- " <td>0.275942</td>\n",
+ " <td>0.426202</td>\n",
+ " <td>0.230088</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>Eleanor Rigby - Remastered 2015</td>\n",
" <td>0.803232</td>\n",
" <td>0.845</td>\n",
- " <td>0.562401</td>\n",
- " <td>0.259783</td>\n",
+ " <td>0.419879</td>\n",
+ " <td>0.213589</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>Two Of Us - Remastered 2009</td>\n",
" <td>0.711080</td>\n",
" <td>0.923</td>\n",
- " <td>0.290179</td>\n",
- " <td>0.130498</td>\n",
+ " <td>0.216642</td>\n",
+ " <td>0.107184</td>\n",
" </tr>\n",
" <tr>\n",
" <th>54</th>\n",
" <td>One After 909 - Remastered 2009</td>\n",
" <td>0.865737</td>\n",
" <td>0.904</td>\n",
- " <td>0.229005</td>\n",
- " <td>0.136137</td>\n",
+ " <td>0.170971</td>\n",
+ " <td>0.113801</td>\n",
" </tr>\n",
" <tr>\n",
" <th>68</th>\n",
" <td>Mean Mr Mustard - Remastered 2009</td>\n",
" <td>0.700631</td>\n",
" <td>0.967</td>\n",
- " <td>0.433774</td>\n",
- " <td>0.161301</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>93</th>\n",
- " <td>3OSi8ehmSWLTD5KatlzX8r</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.733338</td>\n",
- " <td>Don't Pass Me By - Remastered 2009</td>\n",
- " <td>0.857831</td>\n",
- " <td>0.948</td>\n",
- " <td>0.234420</td>\n",
- " <td>0.120451</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>94</th>\n",
- " <td>4zExFATo8xg8qFfR4H1ZAn</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.364176</td>\n",
- " <td>Why Don't We Do It In The Road? - Remastered 2009</td>\n",
- " <td>0.793242</td>\n",
- " <td>0.951</td>\n",
- " <td>0.465502</td>\n",
- " <td>0.197723</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>134</th>\n",
- " <td>77f3aNeabAbOaSB32Sd5QE</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.620131</td>\n",
- " <td>Eleanor Rigby - Remastered 2009</td>\n",
- " <td>0.803232</td>\n",
- " <td>0.821</td>\n",
- " <td>0.559261</td>\n",
- " <td>0.264054</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>168</th>\n",
- " <td>67tvBtAhsfHBFpuqJ13ZUq</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.924368</td>\n",
- " <td>Act Naturally - Remastered 2009</td>\n",
- " <td>0.722619</td>\n",
- " <td>0.946</td>\n",
- " <td>0.304396</td>\n",
- " <td>0.128762</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>170</th>\n",
- " <td>1k9tpndMDRwLkNt67Dlg02</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.408837</td>\n",
- " <td>You Like Me Too Much - Remastered 2009</td>\n",
- " <td>0.773406</td>\n",
- " <td>0.900</td>\n",
- " <td>0.481862</td>\n",
- " <td>0.212244</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>172</th>\n",
- " <td>67VdmhC89bZ6yK2XRys0lA</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.087652</td>\n",
- " <td>I've Just Seen A Face - Remastered 2009</td>\n",
- " <td>0.805204</td>\n",
- " <td>0.917</td>\n",
- " <td>0.364208</td>\n",
- " <td>0.173016</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>175</th>\n",
- " <td>009oOX7tpCPLzRL9AFiBS8</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.242035</td>\n",
- " <td>No Reply - Remastered 2009</td>\n",
- " <td>0.781942</td>\n",
- " <td>0.873</td>\n",
- " <td>0.420761</td>\n",
- " <td>0.201287</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>176</th>\n",
- " <td>5zs8tSd7ZvwBgr4NUmF5zM</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.959827</td>\n",
- " <td>I'm A Loser - Remastered 2009</td>\n",
- " <td>0.812114</td>\n",
- " <td>0.843</td>\n",
- " <td>0.317385</td>\n",
- " <td>0.182462</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>177</th>\n",
- " <td>3mKtIanz0poYgLnRxZrfBO</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.501767</td>\n",
- " <td>Baby's In Black - Remastered 2009</td>\n",
- " <td>0.820088</td>\n",
- " <td>0.862</td>\n",
- " <td>0.515903</td>\n",
- " <td>0.244945</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>185</th>\n",
- " <td>33BGv6xzxHh5E7v3r1hJLL</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.314197</td>\n",
- " <td>I Don't Want To Spoil The Party - Remastered 2009</td>\n",
- " <td>0.817801</td>\n",
- " <td>0.896</td>\n",
- " <td>0.447194</td>\n",
- " <td>0.211604</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>186</th>\n",
- " <td>2YHzfuuDFXzoELxJnqM4at</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.626500</td>\n",
- " <td>What You're Doing - Remastered 2009</td>\n",
- " <td>0.751989</td>\n",
- " <td>0.831</td>\n",
- " <td>0.195284</td>\n",
- " <td>0.141424</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>187</th>\n",
- " <td>3EbGioQyKyf4dycuiPOg3k</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.438356</td>\n",
- " <td>Everybody's Trying To Be My Baby - Remastered ...</td>\n",
- " <td>0.866985</td>\n",
- " <td>0.937</td>\n",
- " <td>0.126365</td>\n",
- " <td>0.082298</td>\n",
+ " <td>0.323848</td>\n",
+ " <td>0.124606</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>188</th>\n",
+ " <th>79</th>\n",
" <td>69d54YOS8TOQiUYjX57XeA</td>\n",
" <td>The Beatles</td>\n",
" <td>1.601816</td>\n",
" <td>A Hard Day's Night - Remastered 2009</td>\n",
" <td>0.833309</td>\n",
" <td>0.802</td>\n",
- " <td>0.552552</td>\n",
- " <td>0.274521</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>193</th>\n",
- " <td>4G5YzDD1nCUPwt5y1LQovF</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.901370</td>\n",
- " <td>Tell Me Why - Remastered 2009</td>\n",
- " <td>0.849970</td>\n",
- " <td>0.819</td>\n",
- " <td>0.295972</td>\n",
- " <td>0.189498</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>194</th>\n",
- " <td>7KmRz1oKEwgj9qpfn72OfO</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.509096</td>\n",
- " <td>Can't Buy Me Love - Remastered 2009</td>\n",
- " <td>0.738387</td>\n",
- " <td>0.854</td>\n",
- " <td>0.518588</td>\n",
- " <td>0.226602</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>196</th>\n",
- " <td>3Aqo28W4LLAolYpN3duVJl</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.349222</td>\n",
- " <td>I'll Cry Instead - Remastered 2009</td>\n",
- " <td>0.863772</td>\n",
- " <td>0.961</td>\n",
- " <td>0.460024</td>\n",
- " <td>0.209207</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>199</th>\n",
- " <td>4dyALlslhDEzwSEr7GteXa</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.246021</td>\n",
- " <td>You Can't Do That - Remastered 2009</td>\n",
- " <td>0.727456</td>\n",
- " <td>0.962</td>\n",
- " <td>0.422221</td>\n",
- " <td>0.164551</td>\n",
+ " <td>0.412526</td>\n",
+ " <td>0.230041</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>208</th>\n",
+ " <th>80</th>\n",
" <td>5tNjuWwp6FxuWCrKQAMBTj</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.959614</td>\n",
- " <td>It Won't Be Long - Remastered 2009</td>\n",
- " <td>0.783388</td>\n",
- " <td>0.868</td>\n",
- " <td>0.317307</td>\n",
- " <td>0.169345</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>209</th>\n",
- " <td>1JPTCjLHEtqofOFmHsfiAH</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.036117</td>\n",
- " <td>All I've Got To Do - Remastered 2009</td>\n",
- " <td>0.721191</td>\n",
- " <td>0.876</td>\n",
- " <td>0.345331</td>\n",
- " <td>0.165114</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>211</th>\n",
- " <td>0lLeGCsQlAbEjQBPQQxQ1b</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.998293</td>\n",
- " <td>Don't Bother Me - Remastered 2009</td>\n",
- " <td>0.824879</td>\n",
- " <td>0.921</td>\n",
- " <td>0.331476</td>\n",
- " <td>0.163120</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>212</th>\n",
- " <td>55nE9EppLFdb0I1HBg2O2m</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.695489</td>\n",
- " <td>Little Child - Remastered 2009</td>\n",
- " <td>0.848886</td>\n",
- " <td>0.878</td>\n",
- " <td>0.220555</td>\n",
- " <td>0.141159</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>214</th>\n",
- " <td>5IIBY9M2GxHcVja6DA6wsF</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.362221</td>\n",
- " <td>Please Mister Postman - Remastered 2009</td>\n",
- " <td>0.815201</td>\n",
- " <td>0.962</td>\n",
- " <td>0.464786</td>\n",
- " <td>0.199616</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>216</th>\n",
- " <td>6xJSJpO6HJwHhu7UaIc8qR</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.585885</td>\n",
- " <td>Hold Me Tight - Remastered 2009</td>\n",
- " <td>0.804870</td>\n",
- " <td>0.963</td>\n",
- " <td>0.180406</td>\n",
- " <td>0.087764</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>219</th>\n",
- " <td>3Ltllbv2lbpjP6NgPMNiFg</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.101133</td>\n",
- " <td>Devil In Her Heart - Remastered 2009</td>\n",
- " <td>0.779220</td>\n",
- " <td>0.964</td>\n",
- " <td>0.369147</td>\n",
- " <td>0.155179</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>220</th>\n",
- " <td>5VsIn7QQqcacePIb0vO0ow</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.465201</td>\n",
- " <td>Not A Second Time - Remastered 2009</td>\n",
- " <td>0.773805</td>\n",
- " <td>0.961</td>\n",
- " <td>0.136198</td>\n",
- " <td>0.069540</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>223</th>\n",
- " <td>33OXG0RTtw0ycGza22tnF6</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.022599</td>\n",
- " <td>Misery - Remastered 2009</td>\n",
- " <td>0.814230</td>\n",
- " <td>0.902</td>\n",
- " <td>0.340379</td>\n",
- " <td>0.170895</td>\n",
+ " <td>0.959614</td>\n",
+ " <td>It Won't Be Long - Remastered 2009</td>\n",
+ " <td>0.783388</td>\n",
+ " <td>0.868</td>\n",
+ " <td>0.236896</td>\n",
+ " <td>0.143155</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>247</th>\n",
+ " <th>83</th>\n",
" <td>6dsq7Nt5mIFzvm5kIYNORy</td>\n",
" <td>Radiohead</td>\n",
" <td>0.674272</td>\n",
" <td>15 Step</td>\n",
" <td>0.835488</td>\n",
" <td>0.848</td>\n",
- " <td>0.212783</td>\n",
- " <td>0.148717</td>\n",
+ " <td>0.158860</td>\n",
+ " <td>0.130290</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>255</th>\n",
- " <td>15ea10YpJIl3mJq75yzqsD</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.952216</td>\n",
- " <td>Jigsaw Falling Into Place</td>\n",
- " <td>0.757225</td>\n",
- " <td>0.818</td>\n",
- " <td>0.314597</td>\n",
- " <td>0.181482</td>\n",
+ " <th>89</th>\n",
+ " <td>5pTWpY8l7B1XcQnijEFGFj</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.015010</td>\n",
+ " <td>Miss You - Remastered</td>\n",
+ " <td>0.759348</td>\n",
+ " <td>0.825</td>\n",
+ " <td>0.252046</td>\n",
+ " <td>0.161141</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name lyrical_density \\\n",
- "23 7pQAq14Z73YUFMtxCyt0bG The Beatles 1.516618 \n",
- "28 1dfuJYDSIc41cw5RPsaCF1 The Beatles 1.651824 \n",
- "34 0TRkjwb4uY3CHb5zhr9bBd The Beatles 1.628703 \n",
- "46 57n1teNb2tkcfiYagPmUWr The Beatles 0.885556 \n",
- "54 4311wT21Et0q3vepFwXjTu The Beatles 0.718556 \n",
- "68 67jL5ZAf8hNsRZrfBHNuBT The Beatles 1.277562 \n",
- "93 3OSi8ehmSWLTD5KatlzX8r The Beatles 0.733338 \n",
- "94 4zExFATo8xg8qFfR4H1ZAn The Beatles 1.364176 \n",
- "134 77f3aNeabAbOaSB32Sd5QE The Beatles 1.620131 \n",
- "168 67tvBtAhsfHBFpuqJ13ZUq The Beatles 0.924368 \n",
- "170 1k9tpndMDRwLkNt67Dlg02 The Beatles 1.408837 \n",
- "172 67VdmhC89bZ6yK2XRys0lA The Beatles 1.087652 \n",
- "175 009oOX7tpCPLzRL9AFiBS8 The Beatles 1.242035 \n",
- "176 5zs8tSd7ZvwBgr4NUmF5zM The Beatles 0.959827 \n",
- "177 3mKtIanz0poYgLnRxZrfBO The Beatles 1.501767 \n",
- "185 33BGv6xzxHh5E7v3r1hJLL The Beatles 1.314197 \n",
- "186 2YHzfuuDFXzoELxJnqM4at The Beatles 0.626500 \n",
- "187 3EbGioQyKyf4dycuiPOg3k The Beatles 0.438356 \n",
- "188 69d54YOS8TOQiUYjX57XeA The Beatles 1.601816 \n",
- "193 4G5YzDD1nCUPwt5y1LQovF The Beatles 0.901370 \n",
- "194 7KmRz1oKEwgj9qpfn72OfO The Beatles 1.509096 \n",
- "196 3Aqo28W4LLAolYpN3duVJl The Beatles 1.349222 \n",
- "199 4dyALlslhDEzwSEr7GteXa The Beatles 1.246021 \n",
- "208 5tNjuWwp6FxuWCrKQAMBTj The Beatles 0.959614 \n",
- "209 1JPTCjLHEtqofOFmHsfiAH The Beatles 1.036117 \n",
- "211 0lLeGCsQlAbEjQBPQQxQ1b The Beatles 0.998293 \n",
- "212 55nE9EppLFdb0I1HBg2O2m The Beatles 0.695489 \n",
- "214 5IIBY9M2GxHcVja6DA6wsF The Beatles 1.362221 \n",
- "216 6xJSJpO6HJwHhu7UaIc8qR The Beatles 0.585885 \n",
- "219 3Ltllbv2lbpjP6NgPMNiFg The Beatles 1.101133 \n",
- "220 5VsIn7QQqcacePIb0vO0ow The Beatles 0.465201 \n",
- "223 33OXG0RTtw0ycGza22tnF6 The Beatles 1.022599 \n",
- "247 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 \n",
- "255 15ea10YpJIl3mJq75yzqsD Radiohead 0.952216 \n",
+ " _id artist_name lyrical_density \\\n",
+ "23 7pQAq14Z73YUFMtxCyt0bG The Beatles 1.516618 \n",
+ "28 1dfuJYDSIc41cw5RPsaCF1 The Beatles 1.651824 \n",
+ "34 0TRkjwb4uY3CHb5zhr9bBd The Beatles 1.628703 \n",
+ "46 57n1teNb2tkcfiYagPmUWr The Beatles 0.885556 \n",
+ "54 4311wT21Et0q3vepFwXjTu The Beatles 0.718556 \n",
+ "68 67jL5ZAf8hNsRZrfBHNuBT The Beatles 1.277562 \n",
+ "79 69d54YOS8TOQiUYjX57XeA The Beatles 1.601816 \n",
+ "80 5tNjuWwp6FxuWCrKQAMBTj The Beatles 0.959614 \n",
+ "83 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 \n",
+ "89 5pTWpY8l7B1XcQnijEFGFj The Rolling Stones 1.015010 \n",
"\n",
- " name neg valence \\\n",
- "23 Can't Buy Me Love - Remastered 2015 0.738387 0.957 \n",
- "28 Help! - Remastered 2015 0.823915 0.810 \n",
- "34 Eleanor Rigby - Remastered 2015 0.803232 0.845 \n",
- "46 Two Of Us - Remastered 2009 0.711080 0.923 \n",
- "54 One After 909 - Remastered 2009 0.865737 0.904 \n",
- "68 Mean Mr Mustard - Remastered 2009 0.700631 0.967 \n",
- "93 Don't Pass Me By - Remastered 2009 0.857831 0.948 \n",
- "94 Why Don't We Do It In The Road? - Remastered 2009 0.793242 0.951 \n",
- "134 Eleanor Rigby - Remastered 2009 0.803232 0.821 \n",
- "168 Act Naturally - Remastered 2009 0.722619 0.946 \n",
- "170 You Like Me Too Much - Remastered 2009 0.773406 0.900 \n",
- "172 I've Just Seen A Face - Remastered 2009 0.805204 0.917 \n",
- "175 No Reply - Remastered 2009 0.781942 0.873 \n",
- "176 I'm A Loser - Remastered 2009 0.812114 0.843 \n",
- "177 Baby's In Black - Remastered 2009 0.820088 0.862 \n",
- "185 I Don't Want To Spoil The Party - Remastered 2009 0.817801 0.896 \n",
- "186 What You're Doing - Remastered 2009 0.751989 0.831 \n",
- "187 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.937 \n",
- "188 A Hard Day's Night - Remastered 2009 0.833309 0.802 \n",
- "193 Tell Me Why - Remastered 2009 0.849970 0.819 \n",
- "194 Can't Buy Me Love - Remastered 2009 0.738387 0.854 \n",
- "196 I'll Cry Instead - Remastered 2009 0.863772 0.961 \n",
- "199 You Can't Do That - Remastered 2009 0.727456 0.962 \n",
- "208 It Won't Be Long - Remastered 2009 0.783388 0.868 \n",
- "209 All I've Got To Do - Remastered 2009 0.721191 0.876 \n",
- "211 Don't Bother Me - Remastered 2009 0.824879 0.921 \n",
- "212 Little Child - Remastered 2009 0.848886 0.878 \n",
- "214 Please Mister Postman - Remastered 2009 0.815201 0.962 \n",
- "216 Hold Me Tight - Remastered 2009 0.804870 0.963 \n",
- "219 Devil In Her Heart - Remastered 2009 0.779220 0.964 \n",
- "220 Not A Second Time - Remastered 2009 0.773805 0.961 \n",
- "223 Misery - Remastered 2009 0.814230 0.902 \n",
- "247 15 Step 0.835488 0.848 \n",
- "255 Jigsaw Falling Into Place 0.757225 0.818 \n",
+ " name neg valence scaled_ld \\\n",
+ "23 Can't Buy Me Love - Remastered 2015 0.738387 0.957 0.389226 \n",
+ "28 Help! - Remastered 2015 0.823915 0.810 0.426202 \n",
+ "34 Eleanor Rigby - Remastered 2015 0.803232 0.845 0.419879 \n",
+ "46 Two Of Us - Remastered 2009 0.711080 0.923 0.216642 \n",
+ "54 One After 909 - Remastered 2009 0.865737 0.904 0.170971 \n",
+ "68 Mean Mr Mustard - Remastered 2009 0.700631 0.967 0.323848 \n",
+ "79 A Hard Day's Night - Remastered 2009 0.833309 0.802 0.412526 \n",
+ "80 It Won't Be Long - Remastered 2009 0.783388 0.868 0.236896 \n",
+ "83 15 Step 0.835488 0.848 0.158860 \n",
+ "89 Miss You - Remastered 0.759348 0.825 0.252046 \n",
"\n",
- " scaled_ld gloom \n",
- "23 0.521343 0.202768 \n",
- "28 0.570870 0.275942 \n",
- "34 0.562401 0.259783 \n",
- "46 0.290179 0.130498 \n",
- "54 0.229005 0.136137 \n",
- "68 0.433774 0.161301 \n",
- "93 0.234420 0.120451 \n",
- "94 0.465502 0.197723 \n",
- "134 0.559261 0.264054 \n",
- "168 0.304396 0.128762 \n",
- "170 0.481862 0.212244 \n",
- "172 0.364208 0.173016 \n",
- "175 0.420761 0.201287 \n",
- "176 0.317385 0.182462 \n",
- "177 0.515903 0.244945 \n",
- "185 0.447194 0.211604 \n",
- "186 0.195284 0.141424 \n",
- "187 0.126365 0.082298 \n",
- "188 0.552552 0.274521 \n",
- "193 0.295972 0.189498 \n",
- "194 0.518588 0.226602 \n",
- "196 0.460024 0.209207 \n",
- "199 0.422221 0.164551 \n",
- "208 0.317307 0.169345 \n",
- "209 0.345331 0.165114 \n",
- "211 0.331476 0.163120 \n",
- "212 0.220555 0.141159 \n",
- "214 0.464786 0.199616 \n",
- "216 0.180406 0.087764 \n",
- "219 0.369147 0.155179 \n",
- "220 0.136198 0.069540 \n",
- "223 0.340379 0.170895 \n",
- "247 0.212783 0.148717 \n",
- "255 0.314597 0.181482 "
+ " gloom \n",
+ "23 0.156831 \n",
+ "28 0.230088 \n",
+ "34 0.213589 \n",
+ "46 0.107184 \n",
+ "54 0.113801 \n",
+ "68 0.124606 \n",
+ "79 0.230041 \n",
+ "80 0.143155 \n",
+ "83 0.130290 \n",
+ "89 0.161141 "
]
},
- "execution_count": 106,
+ "execution_count": 83,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 107,
+ "execution_count": 84,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>196</th>\n",
- " <td>3Aqo28W4LLAolYpN3duVJl</td>\n",
+ " <th>54</th>\n",
+ " <td>4311wT21Et0q3vepFwXjTu</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.349222</td>\n",
- " <td>I'll Cry Instead - Remastered 2009</td>\n",
- " <td>0.863772</td>\n",
- " <td>0.961</td>\n",
- " <td>0.460024</td>\n",
- " <td>0.209207</td>\n",
- " <td>0.830085</td>\n",
+ " <td>0.718556</td>\n",
+ " <td>One After 909 - Remastered 2009</td>\n",
+ " <td>0.865737</td>\n",
+ " <td>0.904</td>\n",
+ " <td>0.170971</td>\n",
+ " <td>0.113801</td>\n",
+ " <td>0.782626</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>93</th>\n",
- " <td>3OSi8ehmSWLTD5KatlzX8r</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.733338</td>\n",
- " <td>Don't Pass Me By - Remastered 2009</td>\n",
- " <td>0.857831</td>\n",
- " <td>0.948</td>\n",
- " <td>0.234420</td>\n",
- " <td>0.120451</td>\n",
- " <td>0.813223</td>\n",
+ " <th>83</th>\n",
+ " <td>6dsq7Nt5mIFzvm5kIYNORy</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>0.674272</td>\n",
+ " <td>15 Step</td>\n",
+ " <td>0.835488</td>\n",
+ " <td>0.848</td>\n",
+ " <td>0.158860</td>\n",
+ " <td>0.130290</td>\n",
+ " <td>0.708494</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>187</th>\n",
- " <td>3EbGioQyKyf4dycuiPOg3k</td>\n",
+ " <th>23</th>\n",
+ " <td>7pQAq14Z73YUFMtxCyt0bG</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.438356</td>\n",
- " <td>Everybody's Trying To Be My Baby - Remastered ...</td>\n",
- " <td>0.866985</td>\n",
- " <td>0.937</td>\n",
- " <td>0.126365</td>\n",
- " <td>0.082298</td>\n",
- " <td>0.812365</td>\n",
+ " <td>1.516618</td>\n",
+ " <td>Can't Buy Me Love - Remastered 2015</td>\n",
+ " <td>0.738387</td>\n",
+ " <td>0.957</td>\n",
+ " <td>0.389226</td>\n",
+ " <td>0.156831</td>\n",
+ " <td>0.706636</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>214</th>\n",
- " <td>5IIBY9M2GxHcVja6DA6wsF</td>\n",
+ " <th>80</th>\n",
+ " <td>5tNjuWwp6FxuWCrKQAMBTj</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.362221</td>\n",
- " <td>Please Mister Postman - Remastered 2009</td>\n",
- " <td>0.815201</td>\n",
- " <td>0.962</td>\n",
- " <td>0.464786</td>\n",
- " <td>0.199616</td>\n",
- " <td>0.784223</td>\n",
+ " <td>0.959614</td>\n",
+ " <td>It Won't Be Long - Remastered 2009</td>\n",
+ " <td>0.783388</td>\n",
+ " <td>0.868</td>\n",
+ " <td>0.236896</td>\n",
+ " <td>0.143155</td>\n",
+ " <td>0.679980</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>54</th>\n",
- " <td>4311wT21Et0q3vepFwXjTu</td>\n",
+ " <th>34</th>\n",
+ " <td>0TRkjwb4uY3CHb5zhr9bBd</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.718556</td>\n",
- " <td>One After 909 - Remastered 2009</td>\n",
- " <td>0.865737</td>\n",
- " <td>0.904</td>\n",
- " <td>0.229005</td>\n",
- " <td>0.136137</td>\n",
- " <td>0.782626</td>\n",
+ " <td>1.628703</td>\n",
+ " <td>Eleanor Rigby - Remastered 2015</td>\n",
+ " <td>0.803232</td>\n",
+ " <td>0.845</td>\n",
+ " <td>0.419879</td>\n",
+ " <td>0.213589</td>\n",
+ " <td>0.678731</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>216</th>\n",
- " <td>6xJSJpO6HJwHhu7UaIc8qR</td>\n",
+ " <th>68</th>\n",
+ " <td>67jL5ZAf8hNsRZrfBHNuBT</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.585885</td>\n",
- " <td>Hold Me Tight - Remastered 2009</td>\n",
- " <td>0.804870</td>\n",
- " <td>0.963</td>\n",
- " <td>0.180406</td>\n",
- " <td>0.087764</td>\n",
- " <td>0.775090</td>\n",
+ " <td>1.277562</td>\n",
+ " <td>Mean Mr Mustard - Remastered 2009</td>\n",
+ " <td>0.700631</td>\n",
+ " <td>0.967</td>\n",
+ " <td>0.323848</td>\n",
+ " <td>0.124606</td>\n",
+ " <td>0.677510</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>211</th>\n",
- " <td>0lLeGCsQlAbEjQBPQQxQ1b</td>\n",
+ " <th>79</th>\n",
+ " <td>69d54YOS8TOQiUYjX57XeA</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.998293</td>\n",
- " <td>Don't Bother Me - Remastered 2009</td>\n",
- " <td>0.824879</td>\n",
- " <td>0.921</td>\n",
- " <td>0.331476</td>\n",
- " <td>0.163120</td>\n",
- " <td>0.759713</td>\n",
+ " <td>1.601816</td>\n",
+ " <td>A Hard Day's Night - Remastered 2009</td>\n",
+ " <td>0.833309</td>\n",
+ " <td>0.802</td>\n",
+ " <td>0.412526</td>\n",
+ " <td>0.230041</td>\n",
+ " <td>0.668314</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>94</th>\n",
- " <td>4zExFATo8xg8qFfR4H1ZAn</td>\n",
+ " <th>28</th>\n",
+ " <td>1dfuJYDSIc41cw5RPsaCF1</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.364176</td>\n",
- " <td>Why Don't We Do It In The Road? - Remastered 2009</td>\n",
- " <td>0.793242</td>\n",
- " <td>0.951</td>\n",
- " <td>0.465502</td>\n",
- " <td>0.197723</td>\n",
- " <td>0.754373</td>\n",
+ " <td>1.651824</td>\n",
+ " <td>Help! - Remastered 2015</td>\n",
+ " <td>0.823915</td>\n",
+ " <td>0.810</td>\n",
+ " <td>0.426202</td>\n",
+ " <td>0.230088</td>\n",
+ " <td>0.667371</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>219</th>\n",
- " <td>3Ltllbv2lbpjP6NgPMNiFg</td>\n",
+ " <th>46</th>\n",
+ " <td>57n1teNb2tkcfiYagPmUWr</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.101133</td>\n",
- " <td>Devil In Her Heart - Remastered 2009</td>\n",
- " <td>0.779220</td>\n",
- " <td>0.964</td>\n",
- " <td>0.369147</td>\n",
- " <td>0.155179</td>\n",
- " <td>0.751168</td>\n",
+ " <td>0.885556</td>\n",
+ " <td>Two Of Us - Remastered 2009</td>\n",
+ " <td>0.711080</td>\n",
+ " <td>0.923</td>\n",
+ " <td>0.216642</td>\n",
+ " <td>0.107184</td>\n",
+ " <td>0.656327</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>212</th>\n",
- " <td>55nE9EppLFdb0I1HBg2O2m</td>\n",
+ " <th>27</th>\n",
+ " <td>6pkjW5srxjzRSKKMrl7et8</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.695489</td>\n",
- " <td>Little Child - Remastered 2009</td>\n",
- " <td>0.848886</td>\n",
- " <td>0.878</td>\n",
- " <td>0.220555</td>\n",
- " <td>0.141159</td>\n",
- " <td>0.745322</td>\n",
+ " <td>1.425416</td>\n",
+ " <td>Ticket To Ride - Remastered 2015</td>\n",
+ " <td>0.825439</td>\n",
+ " <td>0.793</td>\n",
+ " <td>0.364283</td>\n",
+ " <td>0.216143</td>\n",
+ " <td>0.654573</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name lyrical_density \\\n",
- "196 3Aqo28W4LLAolYpN3duVJl The Beatles 1.349222 \n",
- "93 3OSi8ehmSWLTD5KatlzX8r The Beatles 0.733338 \n",
- "187 3EbGioQyKyf4dycuiPOg3k The Beatles 0.438356 \n",
- "214 5IIBY9M2GxHcVja6DA6wsF The Beatles 1.362221 \n",
- "54 4311wT21Et0q3vepFwXjTu The Beatles 0.718556 \n",
- "216 6xJSJpO6HJwHhu7UaIc8qR The Beatles 0.585885 \n",
- "211 0lLeGCsQlAbEjQBPQQxQ1b The Beatles 0.998293 \n",
- "94 4zExFATo8xg8qFfR4H1ZAn The Beatles 1.364176 \n",
- "219 3Ltllbv2lbpjP6NgPMNiFg The Beatles 1.101133 \n",
- "212 55nE9EppLFdb0I1HBg2O2m The Beatles 0.695489 \n",
+ " _id artist_name lyrical_density \\\n",
+ "54 4311wT21Et0q3vepFwXjTu The Beatles 0.718556 \n",
+ "83 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 \n",
+ "23 7pQAq14Z73YUFMtxCyt0bG The Beatles 1.516618 \n",
+ "80 5tNjuWwp6FxuWCrKQAMBTj The Beatles 0.959614 \n",
+ "34 0TRkjwb4uY3CHb5zhr9bBd The Beatles 1.628703 \n",
+ "68 67jL5ZAf8hNsRZrfBHNuBT The Beatles 1.277562 \n",
+ "79 69d54YOS8TOQiUYjX57XeA The Beatles 1.601816 \n",
+ "28 1dfuJYDSIc41cw5RPsaCF1 The Beatles 1.651824 \n",
+ "46 57n1teNb2tkcfiYagPmUWr The Beatles 0.885556 \n",
+ "27 6pkjW5srxjzRSKKMrl7et8 The Beatles 1.425416 \n",
"\n",
- " name neg valence \\\n",
- "196 I'll Cry Instead - Remastered 2009 0.863772 0.961 \n",
- "93 Don't Pass Me By - Remastered 2009 0.857831 0.948 \n",
- "187 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.937 \n",
- "214 Please Mister Postman - Remastered 2009 0.815201 0.962 \n",
- "54 One After 909 - Remastered 2009 0.865737 0.904 \n",
- "216 Hold Me Tight - Remastered 2009 0.804870 0.963 \n",
- "211 Don't Bother Me - Remastered 2009 0.824879 0.921 \n",
- "94 Why Don't We Do It In The Road? - Remastered 2009 0.793242 0.951 \n",
- "219 Devil In Her Heart - Remastered 2009 0.779220 0.964 \n",
- "212 Little Child - Remastered 2009 0.848886 0.878 \n",
+ " name neg valence scaled_ld \\\n",
+ "54 One After 909 - Remastered 2009 0.865737 0.904 0.170971 \n",
+ "83 15 Step 0.835488 0.848 0.158860 \n",
+ "23 Can't Buy Me Love - Remastered 2015 0.738387 0.957 0.389226 \n",
+ "80 It Won't Be Long - Remastered 2009 0.783388 0.868 0.236896 \n",
+ "34 Eleanor Rigby - Remastered 2015 0.803232 0.845 0.419879 \n",
+ "68 Mean Mr Mustard - Remastered 2009 0.700631 0.967 0.323848 \n",
+ "79 A Hard Day's Night - Remastered 2009 0.833309 0.802 0.412526 \n",
+ "28 Help! - Remastered 2015 0.823915 0.810 0.426202 \n",
+ "46 Two Of Us - Remastered 2009 0.711080 0.923 0.216642 \n",
+ "27 Ticket To Ride - Remastered 2015 0.825439 0.793 0.364283 \n",
"\n",
- " scaled_ld gloom complexity \n",
- "196 0.460024 0.209207 0.830085 \n",
- "93 0.234420 0.120451 0.813223 \n",
- "187 0.126365 0.082298 0.812365 \n",
- "214 0.464786 0.199616 0.784223 \n",
- "54 0.229005 0.136137 0.782626 \n",
- "216 0.180406 0.087764 0.775090 \n",
- "211 0.331476 0.163120 0.759713 \n",
- "94 0.465502 0.197723 0.754373 \n",
- "219 0.369147 0.155179 0.751168 \n",
- "212 0.220555 0.141159 0.745322 "
+ " gloom complexity \n",
+ "54 0.113801 0.782626 \n",
+ "83 0.130290 0.708494 \n",
+ "23 0.156831 0.706636 \n",
+ "80 0.143155 0.679980 \n",
+ "34 0.213589 0.678731 \n",
+ "68 0.124606 0.677510 \n",
+ "79 0.230041 0.668314 \n",
+ "28 0.230088 0.667371 \n",
+ "46 0.107184 0.656327 \n",
+ "27 0.216143 0.654573 "
]
},
- "execution_count": 107,
+ "execution_count": 84,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 108,
+ "execution_count": 85,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>243</th>\n",
- " <td>6f6pEjgfTtuRROmJ4a7Gf3</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.393192</td>\n",
- " <td>The Numbers</td>\n",
- " <td>0.292008</td>\n",
- " <td>0.0545</td>\n",
- " <td>0.109821</td>\n",
- " <td>0.436866</td>\n",
- " <td>0.015914</td>\n",
+ " <th>51</th>\n",
+ " <td>5V1AHQugSTASVez5ffJtFo</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.999889</td>\n",
+ " <td>Let It Be - Remastered 2009</td>\n",
+ " <td>0.119858</td>\n",
+ " <td>0.418</td>\n",
+ " <td>0.247910</td>\n",
+ " <td>0.233715</td>\n",
+ " <td>0.050101</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>95</th>\n",
+ " <td>6j3En9AD8FEAQQhhtkKBR9</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>3.749956</td>\n",
+ " <td>Continental Drift - Live - 2009 Re-Mastered Di...</td>\n",
+ " <td>0.408216</td>\n",
+ " <td>0.129</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.204108</td>\n",
+ " <td>0.052660</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>146</th>\n",
- " <td>0agoaPIy92gPZ6zRhqXarE</td>\n",
+ " <th>44</th>\n",
+ " <td>22QadBPe0QCuqraFVAr1m3</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.634931</td>\n",
- " <td>Tomorrow Never Knows - Remastered 2009</td>\n",
- " <td>0.343599</td>\n",
- " <td>0.0556</td>\n",
- " <td>0.198372</td>\n",
- " <td>0.412609</td>\n",
- " <td>0.019104</td>\n",
+ " <td>1.054504</td>\n",
+ " <td>Let It Be - Remastered 2015</td>\n",
+ " <td>0.119858</td>\n",
+ " <td>0.490</td>\n",
+ " <td>0.262846</td>\n",
+ " <td>0.203726</td>\n",
+ " <td>0.058730</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>246</th>\n",
- " <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.218723</td>\n",
- " <td>True Love Waits</td>\n",
- " <td>0.532206</td>\n",
- " <td>0.0378</td>\n",
- " <td>0.045911</td>\n",
- " <td>0.471229</td>\n",
- " <td>0.020117</td>\n",
+ " <th>67</th>\n",
+ " <td>3jPXnX4SskFgAcC4YBKOwN</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.273472</td>\n",
+ " <td>Sun King - Remastered 2009</td>\n",
+ " <td>0.300809</td>\n",
+ " <td>0.197</td>\n",
+ " <td>0.049249</td>\n",
+ " <td>0.389134</td>\n",
+ " <td>0.059259</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>272</th>\n",
- " <td>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.276367</td>\n",
- " <td>We Suck Young Blood</td>\n",
- " <td>0.535358</td>\n",
- " <td>0.0378</td>\n",
- " <td>0.067027</td>\n",
- " <td>0.466795</td>\n",
- " <td>0.020237</td>\n",
+ " <th>0</th>\n",
+ " <td>2ucFulEWapRAmTn7l6f5Q7</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.169898</td>\n",
+ " <td>Wild Honey Pie - Remastered 2009</td>\n",
+ " <td>0.391178</td>\n",
+ " <td>0.153</td>\n",
+ " <td>0.020924</td>\n",
+ " <td>0.418731</td>\n",
+ " <td>0.059850</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>297</th>\n",
- " <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.349157</td>\n",
- " <td>Motion Picture Soundtrack</td>\n",
- " <td>0.576808</td>\n",
- " <td>0.0425</td>\n",
- " <td>0.093690</td>\n",
- " <td>0.460916</td>\n",
- " <td>0.024514</td>\n",
+ " <th>65</th>\n",
+ " <td>4cLoL5KPfE1hAwfsO84FX7</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.325955</td>\n",
+ " <td>Because - Remastered 2009</td>\n",
+ " <td>0.466254</td>\n",
+ " <td>0.162</td>\n",
+ " <td>0.063602</td>\n",
+ " <td>0.407178</td>\n",
+ " <td>0.075533</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>245</th>\n",
- " <td>3cual6JOG286qZJmCxKRAT</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.332577</td>\n",
- " <td>Tinker Tailor Soldier Sailor Rich Man Poor Man...</td>\n",
- " <td>0.477322</td>\n",
- " <td>0.0517</td>\n",
- " <td>0.087617</td>\n",
- " <td>0.453517</td>\n",
- " <td>0.024678</td>\n",
+ " <th>94</th>\n",
+ " <td>1FMQd25wsXU14lg323zyNa</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>0.856393</td>\n",
+ " <td>Love Is Strong - 2009 Re-Mastered Digital Version</td>\n",
+ " <td>0.185872</td>\n",
+ " <td>0.500</td>\n",
+ " <td>0.208667</td>\n",
+ " <td>0.217226</td>\n",
+ " <td>0.092936</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>309</th>\n",
- " <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.248061</td>\n",
- " <td>The Tourist</td>\n",
- " <td>0.667864</td>\n",
- " <td>0.0400</td>\n",
- " <td>0.056658</td>\n",
- " <td>0.471724</td>\n",
- " <td>0.026715</td>\n",
+ " <th>73</th>\n",
+ " <td>0SAqxgrtLO0GzXBeilxHQs</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.543735</td>\n",
+ " <td>The End - Remastered 2009</td>\n",
+ " <td>0.478610</td>\n",
+ " <td>0.207</td>\n",
+ " <td>0.123161</td>\n",
+ " <td>0.377140</td>\n",
+ " <td>0.099072</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>268</th>\n",
- " <td>5olWalQH1oVza5D6xJg4oX</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.216752</td>\n",
- " <td>Sail To The Moon</td>\n",
- " <td>0.605798</td>\n",
- " <td>0.0458</td>\n",
- " <td>0.045189</td>\n",
- " <td>0.469228</td>\n",
- " <td>0.027746</td>\n",
+ " <th>43</th>\n",
+ " <td>7iABnSNZciNepqGtjMQxxd</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.800176</td>\n",
+ " <td>Come Together - Remastered 2015</td>\n",
+ " <td>0.562552</td>\n",
+ " <td>0.178</td>\n",
+ " <td>0.193293</td>\n",
+ " <td>0.385925</td>\n",
+ " <td>0.100134</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>256</th>\n",
- " <td>3uxhyRdWVXp7GQvERQl6fA</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.382643</td>\n",
- " <td>Videotape</td>\n",
- " <td>0.652962</td>\n",
- " <td>0.0468</td>\n",
- " <td>0.105957</td>\n",
- " <td>0.460694</td>\n",
- " <td>0.030559</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>112</th>\n",
- " <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.799772</td>\n",
- " <td>Blue Jay Way - Remastered 2009</td>\n",
- " <td>0.812490</td>\n",
- " <td>0.0380</td>\n",
- " <td>0.258755</td>\n",
- " <td>0.461657</td>\n",
- " <td>0.030875</td>\n",
+ " <th>58</th>\n",
+ " <td>0MKqeOVdZcUFGJvWpGCKbG</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.796316</td>\n",
+ " <td>Come Together - Remastered 2009</td>\n",
+ " <td>0.562552</td>\n",
+ " <td>0.179</td>\n",
+ " <td>0.192237</td>\n",
+ " <td>0.385658</td>\n",
+ " <td>0.100697</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name lyrical_density \\\n",
- "243 6f6pEjgfTtuRROmJ4a7Gf3 Radiohead 0.393192 \n",
- "146 0agoaPIy92gPZ6zRhqXarE The Beatles 0.634931 \n",
- "246 01ZpFhrMMqKPVCwyqXneVp Radiohead 0.218723 \n",
- "272 53RYTfkLiyZuUZHwJC3Wmm Radiohead 0.276367 \n",
- "297 0COiZ7ncho2yi4HotbzgPv Radiohead 0.349157 \n",
- "245 3cual6JOG286qZJmCxKRAT Radiohead 0.332577 \n",
- "309 75YUnz58ajMo2VIIuUFvOV Radiohead 0.248061 \n",
- "268 5olWalQH1oVza5D6xJg4oX Radiohead 0.216752 \n",
- "256 3uxhyRdWVXp7GQvERQl6fA Radiohead 0.382643 \n",
- "112 0ttMfoND7IQqFSMVOPkELC The Beatles 0.799772 \n",
+ " _id artist_name lyrical_density \\\n",
+ "51 5V1AHQugSTASVez5ffJtFo The Beatles 0.999889 \n",
+ "95 6j3En9AD8FEAQQhhtkKBR9 The Rolling Stones 3.749956 \n",
+ "44 22QadBPe0QCuqraFVAr1m3 The Beatles 1.054504 \n",
+ "67 3jPXnX4SskFgAcC4YBKOwN The Beatles 0.273472 \n",
+ "0 2ucFulEWapRAmTn7l6f5Q7 The Beatles 0.169898 \n",
+ "65 4cLoL5KPfE1hAwfsO84FX7 The Beatles 0.325955 \n",
+ "94 1FMQd25wsXU14lg323zyNa The Rolling Stones 0.856393 \n",
+ "73 0SAqxgrtLO0GzXBeilxHQs The Beatles 0.543735 \n",
+ "43 7iABnSNZciNepqGtjMQxxd The Beatles 0.800176 \n",
+ "58 0MKqeOVdZcUFGJvWpGCKbG The Beatles 0.796316 \n",
"\n",
- " name neg valence \\\n",
- "243 The Numbers 0.292008 0.0545 \n",
- "146 Tomorrow Never Knows - Remastered 2009 0.343599 0.0556 \n",
- "246 True Love Waits 0.532206 0.0378 \n",
- "272 We Suck Young Blood 0.535358 0.0378 \n",
- "297 Motion Picture Soundtrack 0.576808 0.0425 \n",
- "245 Tinker Tailor Soldier Sailor Rich Man Poor Man... 0.477322 0.0517 \n",
- "309 The Tourist 0.667864 0.0400 \n",
- "268 Sail To The Moon 0.605798 0.0458 \n",
- "256 Videotape 0.652962 0.0468 \n",
- "112 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n",
+ " name neg valence \\\n",
+ "51 Let It Be - Remastered 2009 0.119858 0.418 \n",
+ "95 Continental Drift - Live - 2009 Re-Mastered Di... 0.408216 0.129 \n",
+ "44 Let It Be - Remastered 2015 0.119858 0.490 \n",
+ "67 Sun King - Remastered 2009 0.300809 0.197 \n",
+ "0 Wild Honey Pie - Remastered 2009 0.391178 0.153 \n",
+ "65 Because - Remastered 2009 0.466254 0.162 \n",
+ "94 Love Is Strong - 2009 Re-Mastered Digital Version 0.185872 0.500 \n",
+ "73 The End - Remastered 2009 0.478610 0.207 \n",
+ "43 Come Together - Remastered 2015 0.562552 0.178 \n",
+ "58 Come Together - Remastered 2009 0.562552 0.179 \n",
"\n",
- " scaled_ld gloom complexity \n",
- "243 0.109821 0.436866 0.015914 \n",
- "146 0.198372 0.412609 0.019104 \n",
- "246 0.045911 0.471229 0.020117 \n",
- "272 0.067027 0.466795 0.020237 \n",
- "297 0.093690 0.460916 0.024514 \n",
- "245 0.087617 0.453517 0.024678 \n",
- "309 0.056658 0.471724 0.026715 \n",
- "268 0.045189 0.469228 0.027746 \n",
- "256 0.105957 0.460694 0.030559 \n",
- "112 0.258755 0.461657 0.030875 "
+ " scaled_ld gloom complexity \n",
+ "51 0.247910 0.233715 0.050101 \n",
+ "95 1.000000 0.204108 0.052660 \n",
+ "44 0.262846 0.203726 0.058730 \n",
+ "67 0.049249 0.389134 0.059259 \n",
+ "0 0.020924 0.418731 0.059850 \n",
+ "65 0.063602 0.407178 0.075533 \n",
+ "94 0.208667 0.217226 0.092936 \n",
+ "73 0.123161 0.377140 0.099072 \n",
+ "43 0.193293 0.385925 0.100134 \n",
+ "58 0.192237 0.385658 0.100697 "
]
},
- "execution_count": 108,
+ "execution_count": 85,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 109,
+ "execution_count": 86,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x7f622ab505f8>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f2d71d204e0>"
]
},
- "execution_count": 109,
+ "execution_count": 86,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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+ "image/png": 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"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622af03908>"
+ "<matplotlib.figure.Figure at 0x7f2d72a15908>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 110,
+ "execution_count": 87,
"metadata": {
"collapsed": false,
"scrolled": true
},
{
"cell_type": "code",
- "execution_count": 111,
+ "execution_count": 88,
"metadata": {
"collapsed": false,
"scrolled": true
"data": {
"text/plain": [
"defaultdict(int,\n",
- " {'03Qh833fEdVT30Pfs93ea6': 0.24623580565335343,\n",
- " '0PYyrqs9NXtxPhf0CZkq2L': 0.23500175198141857,\n",
- " '19K3IHYeVkUTjcBHGfbCOi': 0.22062175593822878,\n",
- " '19RUXBFyM4PpmrLRdtqWbp': 0.3431302979758603,\n",
- " '1DBkJIEoeHrTX4WCBQGcCi': 0.28205809775367074,\n",
- " '1PULmKbHeOqlkIwcDMNwD4': 0.2284613266716491,\n",
- " '1oW3v5Har9mvXnGk0x4fHm': 0.31375539654482865,\n",
- " '2Pqkn9Dq2DFtdfkKAeqgMd': 0.2884934384506727,\n",
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- " '7gDXyW16byCQOgK965BRzn': 0.1772079427962885})"
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+ " '71Mwd9tntFQYUk4k2DwA0D': 0.2300406807603425,\n",
+ " '7dxKtc08dYeRVHt3p9CZJn': 0.18819981811502182,\n",
+ " '7eyQXxuf2nGj9d2367Gi5f': 0.1302895493680803,\n",
+ " '7gDXyW16byCQOgK965BRzn': 0.09117306492499702})"
]
},
- "execution_count": 111,
+ "execution_count": 88,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 112,
+ "execution_count": 89,
"metadata": {
"collapsed": false,
"scrolled": true
" <td>The Beatles</td>\n",
" <td>Please Please Me (Remastered)</td>\n",
" <td>1963-03-22</td>\n",
- " <td>0.177208</td>\n",
+ " <td>0.091173</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>The Beatles</td>\n",
" <td>With The Beatles (Remastered)</td>\n",
" <td>1963-11-22</td>\n",
- " <td>0.152913</td>\n",
+ " <td>0.143155</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>The Beatles</td>\n",
" <td>A Hard Day's Night (Remastered)</td>\n",
" <td>1964-07-10</td>\n",
- " <td>0.215407</td>\n",
+ " <td>0.230041</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>The Beatles</td>\n",
" <td>Beatles For Sale (Remastered)</td>\n",
" <td>1964-12-04</td>\n",
- " <td>0.175109</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>The Beatles</td>\n",
" <td>Help! (Remastered)</td>\n",
" <td>1965-08-06</td>\n",
- " <td>0.220622</td>\n",
+ " <td>0.243843</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>The Beatles</td>\n",
" <td>Rubber Soul (Remastered)</td>\n",
" <td>1965-12-03</td>\n",
- " <td>0.212179</td>\n",
+ " <td>0.159889</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>The Beatles</td>\n",
" <td>Revolver (Remastered)</td>\n",
" <td>1966-08-05</td>\n",
- " <td>0.235002</td>\n",
+ " <td>0.145541</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>The Beatles</td>\n",
" <td>Sgt. Pepper's Lonely Hearts Club Band (Remaste...</td>\n",
" <td>1967-06-01</td>\n",
- " <td>0.228461</td>\n",
+ " <td>0.190612</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>The Beatles</td>\n",
" <td>Magical Mystery Tour (Remastered)</td>\n",
" <td>1967-11-27</td>\n",
- " <td>0.268458</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>The Beatles</td>\n",
" <td>The Beatles (Remastered)</td>\n",
" <td>1968-11-22</td>\n",
- " <td>0.246236</td>\n",
+ " <td>0.418731</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>The Beatles</td>\n",
" <td>Yellow Submarine (Remastered)</td>\n",
" <td>1969-01-17</td>\n",
- " <td>0.178876</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>The Beatles</td>\n",
" <td>Abbey Road (Remastered)</td>\n",
" <td>1969-09-26</td>\n",
- " <td>0.288493</td>\n",
+ " <td>0.284500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>The Beatles</td>\n",
" <td>Let It Be (Remastered)</td>\n",
" <td>1970-05-08</td>\n",
- " <td>0.218608</td>\n",
+ " <td>0.212013</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>46</th>\n",
+ " <td>54sqbAXxR1jFfyXb1WvrHK</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Some Girls</td>\n",
+ " <td>1978-06-09</td>\n",
+ " <td>0.097583</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>47</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>1978-06-09</td>\n",
+ " <td>0.161141</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>45</th>\n",
+ " <td>2wZgoXS06wSdu9C0ZJOvlc</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Emotional Rescue (2009 Re-Mastered)</td>\n",
+ " <td>1980-06-20</td>\n",
+ " <td>0.081115</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>44</th>\n",
+ " <td>1YvnuYGlblQ5vLnOhaZzpn</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Tattoo You (2009 Re-Mastered)</td>\n",
+ " <td>1981-08-24</td>\n",
+ " <td>0.090579</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>43</th>\n",
+ " <td>0hxrNynMDh5QeyALlf1CdS</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Still Life</td>\n",
+ " <td>1982-06-01</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>42</th>\n",
+ " <td>064eFGemsrDcMvgRZ0gqtw</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Undercover (2009 Re-Mastered)</td>\n",
+ " <td>1983-11-07</td>\n",
+ " <td>0.317983</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>41</th>\n",
+ " <td>1WSfNoPDPzgyKFN6OSYWUx</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Dirty Work (Remastered 2009)</td>\n",
+ " <td>1986-03-24</td>\n",
+ " <td>0.234265</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>40</th>\n",
+ " <td>1TpcI1LEFVhBvDPSTMPGFG</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Dirty Work</td>\n",
+ " <td>1986-03-24</td>\n",
+ " <td>0.226456</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>39</th>\n",
+ " <td>25mfHGJNQkluvIqedXHSx3</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Steel Wheels (2009 Re-Mastered)</td>\n",
+ " <td>1989-08-29</td>\n",
+ " <td>0.257028</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>38</th>\n",
+ " <td>1W1UJulgICjFDyYIMUwRs7</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Flashpoint</td>\n",
+ " <td>1991-04-02</td>\n",
+ " <td>0.204108</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Radiohead</td>\n",
" <td>Pablo Honey</td>\n",
" <td>1993-02-22</td>\n",
- " <td>0.345315</td>\n",
+ " <td>0.347225</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>37</th>\n",
+ " <td>62ZT16LY1phGM0O8x5qW1z</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Voodoo Lounge (2009 Re-Mastered)</td>\n",
+ " <td>1994-07-11</td>\n",
+ " <td>0.217226</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>36</th>\n",
+ " <td>4M8Q1L9PZq0xK5tLUpO3jd</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Stripped</td>\n",
+ " <td>1995-01-13</td>\n",
+ " <td>0.174626</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Radiohead</td>\n",
" <td>The Bends</td>\n",
" <td>1995-03-28</td>\n",
- " <td>0.341176</td>\n",
+ " <td>0.360175</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Radiohead</td>\n",
" <td>OK Computer</td>\n",
" <td>1997-05-28</td>\n",
- " <td>0.352902</td>\n",
+ " <td>0.188200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>35</th>\n",
+ " <td>0ZGddnvcVzHVHfE3WW1tV5</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Bridges To Babylon (2009 Re-Mastered)</td>\n",
+ " <td>1997-09-29</td>\n",
+ " <td>0.267385</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Radiohead</td>\n",
" <td>Kid A</td>\n",
" <td>2000-10-01</td>\n",
- " <td>0.343130</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>The Beatles</td>\n",
" <td>1 (Remastered)</td>\n",
" <td>2000-11-13</td>\n",
- " <td>0.224641</td>\n",
+ " <td>0.208415</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Radiohead</td>\n",
" <td>Amnesiac</td>\n",
" <td>2001-03-12</td>\n",
- " <td>0.373617</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Radiohead</td>\n",
" <td>Hail To the Thief</td>\n",
" <td>2003-01-01</td>\n",
- " <td>0.313755</td>\n",
+ " <td>0.317860</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Radiohead</td>\n",
" <td>Com Lag: 2+2=5</td>\n",
" <td>2004-03-24</td>\n",
- " <td>0.257476</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>34</th>\n",
+ " <td>50UGtgNA5bq1c0BDjPfmbD</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Live Licks</td>\n",
+ " <td>2004-11-01</td>\n",
+ " <td>0.388971</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>33</th>\n",
+ " <td>4FTHynKEtuP7eppERNfjyG</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>A Bigger Bang (2009 Re-Mastered)</td>\n",
+ " <td>2005-09-05</td>\n",
+ " <td>0.255399</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Radiohead</td>\n",
" <td>In Rainbows Disk 2</td>\n",
" <td>2007-01-01</td>\n",
- " <td>0.382191</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Radiohead</td>\n",
" <td>In Rainbows</td>\n",
" <td>2007-12-28</td>\n",
- " <td>0.324238</td>\n",
+ " <td>0.130290</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>32</th>\n",
+ " <td>3CHu7qW160uqPZHW3TMZ1l</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Shine A Light</td>\n",
+ " <td>2008-01-01</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Radiohead</td>\n",
" <td>The King Of Limbs</td>\n",
" <td>2011-02-18</td>\n",
- " <td>0.282058</td>\n",
+ " <td>0.124500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
+ " <th>31</th>\n",
+ " <td>5eTqRwTGKPBUiUuN1rFaXD</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Live 1965: Music From Charlie Is My Darling (L...</td>\n",
+ " <td>2012-11-06</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
" <th>16</th>\n",
" <td>6vuykQgDLUCiZ7YggIpLM9</td>\n",
" <td>Radiohead</td>\n",
" <td>A Moon Shaped Pool</td>\n",
" <td>2016-05-08</td>\n",
- " <td>0.382391</td>\n",
+ " <td>0.197331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>30</th>\n",
+ " <td>3PbRKFafwE7Of8e4dTee72</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Totally Stripped (Live)</td>\n",
+ " <td>2016-06-17</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>The Beatles</td>\n",
" <td>Live At The Hollywood Bowl</td>\n",
" <td>2016-09-09</td>\n",
- " <td>0.250603</td>\n",
+ " <td>0.237112</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29</th>\n",
+ " <td>4fhWcu56Bbh5wALuTouFVW</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Havana Moon (Live)</td>\n",
+ " <td>2016-11-11</td>\n",
+ " <td>0.357162</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28</th>\n",
+ " <td>4g9Jfls8z2nbQxj5PiXkiy</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Blue & Lonesome</td>\n",
+ " <td>2016-12-02</td>\n",
+ " <td>0.124368</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name \\\n",
- "15 7gDXyW16byCQOgK965BRzn The Beatles \n",
- "14 3nkEsxmIX0zRNXGAexaHAn The Beatles \n",
- "12 71Mwd9tntFQYUk4k2DwA0D The Beatles \n",
- "11 7BgGBZndAvDlKOcwe5rscZ The Beatles \n",
- "10 19K3IHYeVkUTjcBHGfbCOi The Beatles \n",
- "9 3OdI6e43crvyAHhaqpxSyz The Beatles \n",
- "8 0PYyrqs9NXtxPhf0CZkq2L The Beatles \n",
- "7 1PULmKbHeOqlkIwcDMNwD4 The Beatles \n",
- "6 6P9yO0ukhOx3dvmhGKeYoC The Beatles \n",
- "5 03Qh833fEdVT30Pfs93ea6 The Beatles \n",
- "4 47bcKzmKgmMPHXNVOWpLiu The Beatles \n",
- "3 2Pqkn9Dq2DFtdfkKAeqgMd The Beatles \n",
- "2 2pCqZLeavM2BMovJXsJEIV The Beatles \n",
- "27 6400dnyeDyD2mIFHfkwHXN Radiohead \n",
- "26 500FEaUzn8lN9zWFyZG5C2 Radiohead \n",
- "25 7dxKtc08dYeRVHt3p9CZJn Radiohead \n",
- "24 19RUXBFyM4PpmrLRdtqWbp Radiohead \n",
- "1 5ju5Ouzan3QwXqQt1Tihbh The Beatles \n",
- "22 6svTt5o2lUgIrgYDKVmdnD Radiohead \n",
- "23 6V9YnBmFjWmXCBaUVRCVXP Radiohead \n",
- "21 1oW3v5Har9mvXnGk0x4fHm Radiohead \n",
- "20 6Eo5EkmdLvZrONzi046iC2 Radiohead \n",
- "19 36lJLPoPPOKNFddTAcirnc Radiohead \n",
- "18 7eyQXxuf2nGj9d2367Gi5f Radiohead \n",
- "13 1DBkJIEoeHrTX4WCBQGcCi Radiohead \n",
- "17 47xaqCsJcYFWqD1gwujl1T Radiohead \n",
- "16 6vuykQgDLUCiZ7YggIpLM9 Radiohead \n",
- "0 5XfJmldgWzrc1AIdbBaVZn The Beatles \n",
+ " _id artist_name \\\n",
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+ "46 54sqbAXxR1jFfyXb1WvrHK The Rolling Stones \n",
+ "47 6FjXxl9VLURGuubdXUn2J3 The Rolling Stones \n",
+ "45 2wZgoXS06wSdu9C0ZJOvlc The Rolling Stones \n",
+ "44 1YvnuYGlblQ5vLnOhaZzpn The Rolling Stones \n",
+ "43 0hxrNynMDh5QeyALlf1CdS The Rolling Stones \n",
+ "42 064eFGemsrDcMvgRZ0gqtw The Rolling Stones \n",
+ "41 1WSfNoPDPzgyKFN6OSYWUx The Rolling Stones \n",
+ "40 1TpcI1LEFVhBvDPSTMPGFG The Rolling Stones \n",
+ "39 25mfHGJNQkluvIqedXHSx3 The Rolling Stones \n",
+ "38 1W1UJulgICjFDyYIMUwRs7 The Rolling Stones \n",
+ "27 6400dnyeDyD2mIFHfkwHXN Radiohead \n",
+ "37 62ZT16LY1phGM0O8x5qW1z The Rolling Stones \n",
+ "36 4M8Q1L9PZq0xK5tLUpO3jd The Rolling Stones \n",
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+ "25 7dxKtc08dYeRVHt3p9CZJn Radiohead \n",
+ "35 0ZGddnvcVzHVHfE3WW1tV5 The Rolling Stones \n",
+ "24 19RUXBFyM4PpmrLRdtqWbp Radiohead \n",
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+ "23 6V9YnBmFjWmXCBaUVRCVXP Radiohead \n",
+ "21 1oW3v5Har9mvXnGk0x4fHm Radiohead \n",
+ "20 6Eo5EkmdLvZrONzi046iC2 Radiohead \n",
+ "34 50UGtgNA5bq1c0BDjPfmbD The Rolling Stones \n",
+ "33 4FTHynKEtuP7eppERNfjyG The Rolling Stones \n",
+ "19 36lJLPoPPOKNFddTAcirnc Radiohead \n",
+ "18 7eyQXxuf2nGj9d2367Gi5f Radiohead \n",
+ "32 3CHu7qW160uqPZHW3TMZ1l The Rolling Stones \n",
+ "13 1DBkJIEoeHrTX4WCBQGcCi Radiohead \n",
+ "17 47xaqCsJcYFWqD1gwujl1T Radiohead \n",
+ "31 5eTqRwTGKPBUiUuN1rFaXD The Rolling Stones \n",
+ "16 6vuykQgDLUCiZ7YggIpLM9 Radiohead \n",
+ "30 3PbRKFafwE7Of8e4dTee72 The Rolling Stones \n",
+ "0 5XfJmldgWzrc1AIdbBaVZn The Beatles \n",
+ "29 4fhWcu56Bbh5wALuTouFVW The Rolling Stones \n",
+ "28 4g9Jfls8z2nbQxj5PiXkiy The Rolling Stones \n",
"\n",
" name release_date gloom \n",
- "15 Please Please Me (Remastered) 1963-03-22 0.177208 \n",
- "14 With The Beatles (Remastered) 1963-11-22 0.152913 \n",
- "12 A Hard Day's Night (Remastered) 1964-07-10 0.215407 \n",
- "11 Beatles For Sale (Remastered) 1964-12-04 0.175109 \n",
- "10 Help! (Remastered) 1965-08-06 0.220622 \n",
- "9 Rubber Soul (Remastered) 1965-12-03 0.212179 \n",
- "8 Revolver (Remastered) 1966-08-05 0.235002 \n",
- "7 Sgt. Pepper's Lonely Hearts Club Band (Remaste... 1967-06-01 0.228461 \n",
- "6 Magical Mystery Tour (Remastered) 1967-11-27 0.268458 \n",
- "5 The Beatles (Remastered) 1968-11-22 0.246236 \n",
- "4 Yellow Submarine (Remastered) 1969-01-17 0.178876 \n",
- "3 Abbey Road (Remastered) 1969-09-26 0.288493 \n",
- "2 Let It Be (Remastered) 1970-05-08 0.218608 \n",
- "27 Pablo Honey 1993-02-22 0.345315 \n",
- "26 The Bends 1995-03-28 0.341176 \n",
- "25 OK Computer 1997-05-28 0.352902 \n",
- "24 Kid A 2000-10-01 0.343130 \n",
- "1 1 (Remastered) 2000-11-13 0.224641 \n",
+ "15 Please Please Me (Remastered) 1963-03-22 0.091173 \n",
+ "14 With The Beatles (Remastered) 1963-11-22 0.143155 \n",
+ "12 A Hard Day's Night (Remastered) 1964-07-10 0.230041 \n",
+ "11 Beatles For Sale (Remastered) 1964-12-04 0.000000 \n",
+ "10 Help! (Remastered) 1965-08-06 0.243843 \n",
+ "9 Rubber Soul (Remastered) 1965-12-03 0.159889 \n",
+ "8 Revolver (Remastered) 1966-08-05 0.145541 \n",
+ "7 Sgt. Pepper's Lonely Hearts Club Band (Remaste... 1967-06-01 0.190612 \n",
+ "6 Magical Mystery Tour (Remastered) 1967-11-27 0.000000 \n",
+ "5 The Beatles (Remastered) 1968-11-22 0.418731 \n",
+ "4 Yellow Submarine (Remastered) 1969-01-17 0.000000 \n",
+ "3 Abbey Road (Remastered) 1969-09-26 0.284500 \n",
+ "2 Let It Be (Remastered) 1970-05-08 0.212013 \n",
+ "46 Some Girls 1978-06-09 0.097583 \n",
+ "47 Some Girls (Deluxe Version) 1978-06-09 0.161141 \n",
+ "45 Emotional Rescue (2009 Re-Mastered) 1980-06-20 0.081115 \n",
+ "44 Tattoo You (2009 Re-Mastered) 1981-08-24 0.090579 \n",
+ "43 Still Life 1982-06-01 0.000000 \n",
+ "42 Undercover (2009 Re-Mastered) 1983-11-07 0.317983 \n",
+ "41 Dirty Work (Remastered 2009) 1986-03-24 0.234265 \n",
+ "40 Dirty Work 1986-03-24 0.226456 \n",
+ "39 Steel Wheels (2009 Re-Mastered) 1989-08-29 0.257028 \n",
+ "38 Flashpoint 1991-04-02 0.204108 \n",
+ "27 Pablo Honey 1993-02-22 0.347225 \n",
+ "37 Voodoo Lounge (2009 Re-Mastered) 1994-07-11 0.217226 \n",
+ "36 Stripped 1995-01-13 0.174626 \n",
+ "26 The Bends 1995-03-28 0.360175 \n",
+ "25 OK Computer 1997-05-28 0.188200 \n",
+ "35 Bridges To Babylon (2009 Re-Mastered) 1997-09-29 0.267385 \n",
+ "24 Kid A 2000-10-01 0.000000 \n",
+ "1 1 (Remastered) 2000-11-13 0.208415 \n",
"22 I Might Be Wrong 2001-01-01 0.000000 \n",
- "23 Amnesiac 2001-03-12 0.373617 \n",
- "21 Hail To the Thief 2003-01-01 0.313755 \n",
- "20 Com Lag: 2+2=5 2004-03-24 0.257476 \n",
- "19 In Rainbows Disk 2 2007-01-01 0.382191 \n",
- "18 In Rainbows 2007-12-28 0.324238 \n",
- "13 The King Of Limbs 2011-02-18 0.282058 \n",
+ "23 Amnesiac 2001-03-12 0.000000 \n",
+ "21 Hail To the Thief 2003-01-01 0.317860 \n",
+ "20 Com Lag: 2+2=5 2004-03-24 0.000000 \n",
+ "34 Live Licks 2004-11-01 0.388971 \n",
+ "33 A Bigger Bang (2009 Re-Mastered) 2005-09-05 0.255399 \n",
+ "19 In Rainbows Disk 2 2007-01-01 0.000000 \n",
+ "18 In Rainbows 2007-12-28 0.130290 \n",
+ "32 Shine A Light 2008-01-01 0.000000 \n",
+ "13 The King Of Limbs 2011-02-18 0.124500 \n",
"17 TKOL RMX 1234567 2011-10-10 0.000000 \n",
- "16 A Moon Shaped Pool 2016-05-08 0.382391 \n",
- "0 Live At The Hollywood Bowl 2016-09-09 0.250603 "
+ "31 Live 1965: Music From Charlie Is My Darling (L... 2012-11-06 0.000000 \n",
+ "16 A Moon Shaped Pool 2016-05-08 0.197331 \n",
+ "30 Totally Stripped (Live) 2016-06-17 0.000000 \n",
+ "0 Live At The Hollywood Bowl 2016-09-09 0.237112 \n",
+ "29 Havana Moon (Live) 2016-11-11 0.357162 \n",
+ "28 Blue & Lonesome 2016-12-02 0.124368 "
]
},
- "execution_count": 112,
+ "execution_count": 89,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 113,
+ "execution_count": 90,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622aa361d0>"
+ "<matplotlib.figure.Figure at 0x7f2d71d6da90>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 114,
+ "execution_count": 91,
"metadata": {
"collapsed": false
},
" <td>The Beatles</td>\n",
" <td>Please Please Me (Remastered)</td>\n",
" <td>1963-03-22</td>\n",
- " <td>0.177208</td>\n",
+ " <td>0.091173</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>The Beatles</td>\n",
" <td>With The Beatles (Remastered)</td>\n",
" <td>1963-11-22</td>\n",
- " <td>0.152913</td>\n",
+ " <td>0.143155</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>The Beatles</td>\n",
" <td>A Hard Day's Night (Remastered)</td>\n",
" <td>1964-07-10</td>\n",
- " <td>0.215407</td>\n",
+ " <td>0.230041</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>The Beatles</td>\n",
" <td>Beatles For Sale (Remastered)</td>\n",
" <td>1964-12-04</td>\n",
- " <td>0.175109</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>The Beatles</td>\n",
" <td>Help! (Remastered)</td>\n",
" <td>1965-08-06</td>\n",
- " <td>0.220622</td>\n",
+ " <td>0.243843</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>The Beatles</td>\n",
" <td>Rubber Soul (Remastered)</td>\n",
" <td>1965-12-03</td>\n",
- " <td>0.212179</td>\n",
+ " <td>0.159889</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>The Beatles</td>\n",
" <td>Revolver (Remastered)</td>\n",
" <td>1966-08-05</td>\n",
- " <td>0.235002</td>\n",
+ " <td>0.145541</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>The Beatles</td>\n",
" <td>Sgt. Pepper's Lonely Hearts Club Band (Remaste...</td>\n",
" <td>1967-06-01</td>\n",
- " <td>0.228461</td>\n",
+ " <td>0.190612</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>The Beatles</td>\n",
" <td>Magical Mystery Tour (Remastered)</td>\n",
" <td>1967-11-27</td>\n",
- " <td>0.268458</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>The Beatles</td>\n",
" <td>The Beatles (Remastered)</td>\n",
" <td>1968-11-22</td>\n",
- " <td>0.246236</td>\n",
+ " <td>0.418731</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>The Beatles</td>\n",
" <td>Yellow Submarine (Remastered)</td>\n",
" <td>1969-01-17</td>\n",
- " <td>0.178876</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>The Beatles</td>\n",
" <td>Abbey Road (Remastered)</td>\n",
" <td>1969-09-26</td>\n",
- " <td>0.288493</td>\n",
+ " <td>0.284500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>The Beatles</td>\n",
" <td>Let It Be (Remastered)</td>\n",
" <td>1970-05-08</td>\n",
- " <td>0.218608</td>\n",
+ " <td>0.212013</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"2 2pCqZLeavM2BMovJXsJEIV The Beatles \n",
"\n",
" name release_date gloom \n",
- "15 Please Please Me (Remastered) 1963-03-22 0.177208 \n",
- "14 With The Beatles (Remastered) 1963-11-22 0.152913 \n",
- "12 A Hard Day's Night (Remastered) 1964-07-10 0.215407 \n",
- "11 Beatles For Sale (Remastered) 1964-12-04 0.175109 \n",
- "10 Help! (Remastered) 1965-08-06 0.220622 \n",
- "9 Rubber Soul (Remastered) 1965-12-03 0.212179 \n",
- "8 Revolver (Remastered) 1966-08-05 0.235002 \n",
- "7 Sgt. Pepper's Lonely Hearts Club Band (Remaste... 1967-06-01 0.228461 \n",
- "6 Magical Mystery Tour (Remastered) 1967-11-27 0.268458 \n",
- "5 The Beatles (Remastered) 1968-11-22 0.246236 \n",
- "4 Yellow Submarine (Remastered) 1969-01-17 0.178876 \n",
- "3 Abbey Road (Remastered) 1969-09-26 0.288493 \n",
- "2 Let It Be (Remastered) 1970-05-08 0.218608 "
+ "15 Please Please Me (Remastered) 1963-03-22 0.091173 \n",
+ "14 With The Beatles (Remastered) 1963-11-22 0.143155 \n",
+ "12 A Hard Day's Night (Remastered) 1964-07-10 0.230041 \n",
+ "11 Beatles For Sale (Remastered) 1964-12-04 0.000000 \n",
+ "10 Help! (Remastered) 1965-08-06 0.243843 \n",
+ "9 Rubber Soul (Remastered) 1965-12-03 0.159889 \n",
+ "8 Revolver (Remastered) 1966-08-05 0.145541 \n",
+ "7 Sgt. Pepper's Lonely Hearts Club Band (Remaste... 1967-06-01 0.190612 \n",
+ "6 Magical Mystery Tour (Remastered) 1967-11-27 0.000000 \n",
+ "5 The Beatles (Remastered) 1968-11-22 0.418731 \n",
+ "4 Yellow Submarine (Remastered) 1969-01-17 0.000000 \n",
+ "3 Abbey Road (Remastered) 1969-09-26 0.284500 \n",
+ "2 Let It Be (Remastered) 1970-05-08 0.212013 "
]
},
- "execution_count": 114,
+ "execution_count": 91,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 115,
+ "execution_count": 92,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": 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k4A7n/Z+AY90TUVEURUlHNkp8KPB20uf1zrqU24jIDuADY8werkio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\noB8AAAAASUVORK5CYII=\n",
+ "image/png": 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"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622ae50128>"
+ "<matplotlib.figure.Figure at 0x7f2d729a5b70>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 116,
+ "execution_count": 93,
"metadata": {
"collapsed": false
},
" <td>Radiohead</td>\n",
" <td>Pablo Honey</td>\n",
" <td>1993-02-22</td>\n",
- " <td>0.345315</td>\n",
+ " <td>0.347225</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Radiohead</td>\n",
" <td>The Bends</td>\n",
" <td>1995-03-28</td>\n",
- " <td>0.341176</td>\n",
+ " <td>0.360175</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Radiohead</td>\n",
" <td>OK Computer</td>\n",
" <td>1997-05-28</td>\n",
- " <td>0.352902</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>24</th>\n",
- " <td>19RUXBFyM4PpmrLRdtqWbp</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Kid A</td>\n",
- " <td>2000-10-01</td>\n",
- " <td>0.343130</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>23</th>\n",
- " <td>6V9YnBmFjWmXCBaUVRCVXP</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Amnesiac</td>\n",
- " <td>2001-03-12</td>\n",
- " <td>0.373617</td>\n",
+ " <td>0.188200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Radiohead</td>\n",
" <td>Hail To the Thief</td>\n",
" <td>2003-01-01</td>\n",
- " <td>0.313755</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>20</th>\n",
- " <td>6Eo5EkmdLvZrONzi046iC2</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Com Lag: 2+2=5</td>\n",
- " <td>2004-03-24</td>\n",
- " <td>0.257476</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>19</th>\n",
- " <td>36lJLPoPPOKNFddTAcirnc</td>\n",
- " <td>Radiohead</td>\n",
- " <td>In Rainbows Disk 2</td>\n",
- " <td>2007-01-01</td>\n",
- " <td>0.382191</td>\n",
+ " <td>0.317860</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Radiohead</td>\n",
" <td>In Rainbows</td>\n",
" <td>2007-12-28</td>\n",
- " <td>0.324238</td>\n",
+ " <td>0.130290</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Radiohead</td>\n",
" <td>The King Of Limbs</td>\n",
" <td>2011-02-18</td>\n",
- " <td>0.282058</td>\n",
+ " <td>0.124500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Radiohead</td>\n",
" <td>A Moon Shaped Pool</td>\n",
" <td>2016-05-08</td>\n",
- " <td>0.382391</td>\n",
+ " <td>0.197331</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"27 6400dnyeDyD2mIFHfkwHXN Radiohead Pablo Honey 1993-02-22 \n",
"26 500FEaUzn8lN9zWFyZG5C2 Radiohead The Bends 1995-03-28 \n",
"25 7dxKtc08dYeRVHt3p9CZJn Radiohead OK Computer 1997-05-28 \n",
- "24 19RUXBFyM4PpmrLRdtqWbp Radiohead Kid A 2000-10-01 \n",
- "23 6V9YnBmFjWmXCBaUVRCVXP Radiohead Amnesiac 2001-03-12 \n",
"21 1oW3v5Har9mvXnGk0x4fHm Radiohead Hail To the Thief 2003-01-01 \n",
- "20 6Eo5EkmdLvZrONzi046iC2 Radiohead Com Lag: 2+2=5 2004-03-24 \n",
- "19 36lJLPoPPOKNFddTAcirnc Radiohead In Rainbows Disk 2 2007-01-01 \n",
"18 7eyQXxuf2nGj9d2367Gi5f Radiohead In Rainbows 2007-12-28 \n",
"13 1DBkJIEoeHrTX4WCBQGcCi Radiohead The King Of Limbs 2011-02-18 \n",
"16 6vuykQgDLUCiZ7YggIpLM9 Radiohead A Moon Shaped Pool 2016-05-08 \n",
"\n",
" gloom \n",
- "27 0.345315 \n",
- "26 0.341176 \n",
- "25 0.352902 \n",
- "24 0.343130 \n",
- "23 0.373617 \n",
- "21 0.313755 \n",
- "20 0.257476 \n",
- "19 0.382191 \n",
- "18 0.324238 \n",
- "13 0.282058 \n",
- "16 0.382391 "
+ "27 0.347225 \n",
+ "26 0.360175 \n",
+ "25 0.188200 \n",
+ "21 0.317860 \n",
+ "18 0.130290 \n",
+ "13 0.124500 \n",
+ "16 0.197331 "
]
},
- "execution_count": 116,
+ "execution_count": 93,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 117,
+ "execution_count": 94,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": 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UKbJ5c3Bz9KnC5Zc7V0DbCa/DxKc+5QZWvfmmyyt/5JHwgx+4KeTykcWLnbvp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\n",
+ "image/png": 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9TVOhqKiIoqKipI6t9CImEckDPgG6AmuAecDZqrqogmMfBl5U1WnB/T2BH1X1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\nJoL+H3AtugJIMCQKAAAAAElFTkSuQmCC\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622aa361d0>"
+ "<matplotlib.figure.Figure at 0x7f2d728fc9e8>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 118,
+ "execution_count": 95,
"metadata": {
"collapsed": false,
"scrolled": true
"data": {
"text/plain": [
"defaultdict(int,\n",
- " {'03Qh833fEdVT30Pfs93ea6': 0.3031378075765009,\n",
- " '0PYyrqs9NXtxPhf0CZkq2L': 0.3955461017790891,\n",
- " '19K3IHYeVkUTjcBHGfbCOi': 0.49267873060230916,\n",
- " '19RUXBFyM4PpmrLRdtqWbp': 0.19682403824100217,\n",
- " '1DBkJIEoeHrTX4WCBQGcCi': 0.23682091199666255,\n",
- " '1PULmKbHeOqlkIwcDMNwD4': 0.33137519763673373,\n",
- " '1oW3v5Har9mvXnGk0x4fHm': 0.29898400325001767,\n",
+ " {'03Qh833fEdVT30Pfs93ea6': 0.0598501781172226,\n",
+ " '064eFGemsrDcMvgRZ0gqtw': 0.3355120536377068,\n",
+ " '0PYyrqs9NXtxPhf0CZkq2L': 0.46196488464852764,\n",
+ " '0ZGddnvcVzHVHfE3WW1tV5': 0.46118307452169804,\n",
+ " '19K3IHYeVkUTjcBHGfbCOi': 0.626999083242065,\n",
+ " '1DBkJIEoeHrTX4WCBQGcCi': 0.34937728065848533,\n",
+ " '1PULmKbHeOqlkIwcDMNwD4': 0.15933465315198164,\n",
+ " '1TpcI1LEFVhBvDPSTMPGFG': 0.38446875479914316,\n",
+ " '1W1UJulgICjFDyYIMUwRs7': 0.052659864467403415,\n",
+ " '1WSfNoPDPzgyKFN6OSYWUx': 0.369845537500919,\n",
+ " '1YvnuYGlblQ5vLnOhaZzpn': 0.5095755952848693,\n",
+ " '1oW3v5Har9mvXnGk0x4fHm': 0.23274435359579732,\n",
+ " '25mfHGJNQkluvIqedXHSx3': 0.4267182570832075,\n",
" '2Pqkn9Dq2DFtdfkKAeqgMd': 0.28015413095314634,\n",
" '2pCqZLeavM2BMovJXsJEIV': 0.354664325706374,\n",
- " '36lJLPoPPOKNFddTAcirnc': 0.1704162869852709,\n",
- " '3OdI6e43crvyAHhaqpxSyz': 0.44772169900647624,\n",
- " '3nkEsxmIX0zRNXGAexaHAn': 0.5849736696540723,\n",
- " '47bcKzmKgmMPHXNVOWpLiu': 0.2953681657492741,\n",
- " '500FEaUzn8lN9zWFyZG5C2': 0.23613033343466053,\n",
- " '5XfJmldgWzrc1AIdbBaVZn': 0.3884655768099993,\n",
+ " '2wZgoXS06wSdu9C0ZJOvlc': 0.6311525754839657,\n",
+ " '3OdI6e43crvyAHhaqpxSyz': 0.45775592176080543,\n",
+ " '3nkEsxmIX0zRNXGAexaHAn': 0.6799804196031648,\n",
+ " '4FTHynKEtuP7eppERNfjyG': 0.38665825887700045,\n",
+ " '4M8Q1L9PZq0xK5tLUpO3jd': 0.4899906390085749,\n",
+ " '4fhWcu56Bbh5wALuTouFVW': 0.2192547795279061,\n",
+ " '4g9Jfls8z2nbQxj5PiXkiy': 0.4984412982048782,\n",
+ " '500FEaUzn8lN9zWFyZG5C2': 0.17580689858271992,\n",
+ " '50UGtgNA5bq1c0BDjPfmbD': 0.15444771957009618,\n",
+ " '54sqbAXxR1jFfyXb1WvrHK': 0.4271649193667139,\n",
+ " '5XfJmldgWzrc1AIdbBaVZn': 0.3873434738304571,\n",
" '5ju5Ouzan3QwXqQt1Tihbh': 0.4001232105218359,\n",
- " '6400dnyeDyD2mIFHfkwHXN': 0.22536295726702718,\n",
- " '6Eo5EkmdLvZrONzi046iC2': 0.3776567485151355,\n",
- " '6P9yO0ukhOx3dvmhGKeYoC': 0.2752720160835255,\n",
- " '6V9YnBmFjWmXCBaUVRCVXP': 0.1561887159181926,\n",
- " '6vuykQgDLUCiZ7YggIpLM9': 0.12056755508379578,\n",
- " '71Mwd9tntFQYUk4k2DwA0D': 0.5490106468656754,\n",
- " '7BgGBZndAvDlKOcwe5rscZ': 0.5087387310808495,\n",
- " '7dxKtc08dYeRVHt3p9CZJn': 0.16146444373155444,\n",
- " '7eyQXxuf2nGj9d2367Gi5f': 0.2913466657800584,\n",
- " '7gDXyW16byCQOgK965BRzn': 0.4732550728695838})"
+ " '62ZT16LY1phGM0O8x5qW1z': 0.09293621981068279,\n",
+ " '6400dnyeDyD2mIFHfkwHXN': 0.21004827110317384,\n",
+ " '6FjXxl9VLURGuubdXUn2J3': 0.6264619003871639,\n",
+ " '6vuykQgDLUCiZ7YggIpLM9': 0.3641264424181605,\n",
+ " '71Mwd9tntFQYUk4k2DwA0D': 0.6683141985701503,\n",
+ " '7dxKtc08dYeRVHt3p9CZJn': 0.4123872101750843,\n",
+ " '7eyQXxuf2nGj9d2367Gi5f': 0.7084938424691288,\n",
+ " '7gDXyW16byCQOgK965BRzn': 0.567016632675302})"
]
},
- "execution_count": 118,
+ "execution_count": 95,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 119,
+ "execution_count": 96,
"metadata": {
"collapsed": false,
"scrolled": true
" <td>The Beatles</td>\n",
" <td>Please Please Me (Remastered)</td>\n",
" <td>1963-03-22</td>\n",
- " <td>0.177208</td>\n",
- " <td>0.473255</td>\n",
+ " <td>0.091173</td>\n",
+ " <td>0.567017</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>The Beatles</td>\n",
" <td>With The Beatles (Remastered)</td>\n",
" <td>1963-11-22</td>\n",
- " <td>0.152913</td>\n",
- " <td>0.584974</td>\n",
+ " <td>0.143155</td>\n",
+ " <td>0.679980</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>The Beatles</td>\n",
" <td>A Hard Day's Night (Remastered)</td>\n",
" <td>1964-07-10</td>\n",
- " <td>0.215407</td>\n",
- " <td>0.549011</td>\n",
+ " <td>0.230041</td>\n",
+ " <td>0.668314</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>The Beatles</td>\n",
" <td>Beatles For Sale (Remastered)</td>\n",
" <td>1964-12-04</td>\n",
- " <td>0.175109</td>\n",
- " <td>0.508739</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>The Beatles</td>\n",
" <td>Help! (Remastered)</td>\n",
" <td>1965-08-06</td>\n",
- " <td>0.220622</td>\n",
- " <td>0.492679</td>\n",
+ " <td>0.243843</td>\n",
+ " <td>0.626999</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"10 19K3IHYeVkUTjcBHGfbCOi The Beatles Help! (Remastered) \n",
"\n",
" release_date gloom complexity \n",
- "15 1963-03-22 0.177208 0.473255 \n",
- "14 1963-11-22 0.152913 0.584974 \n",
- "12 1964-07-10 0.215407 0.549011 \n",
- "11 1964-12-04 0.175109 0.508739 \n",
- "10 1965-08-06 0.220622 0.492679 "
+ "15 1963-03-22 0.091173 0.567017 \n",
+ "14 1963-11-22 0.143155 0.679980 \n",
+ "12 1964-07-10 0.230041 0.668314 \n",
+ "11 1964-12-04 0.000000 0.000000 \n",
+ "10 1965-08-06 0.243843 0.626999 "
]
},
- "execution_count": 119,
+ "execution_count": 96,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 120,
+ "execution_count": 97,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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TTbBiheN2ueQSEOn5fty4sdxzz9K8zj16NFx4obMBdHTA00/DE0/Az38On/0sJBLwvvfB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\n0gWkfWoAAAAASUVORK5CYII=\n",
+ "image/png": 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84x+TWL36IZ59dhKDBs3URO6Q3/zGfuI59dS6j4tXco3neHRN4j7WkCT+/vt2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\n3p+on3CP0OgkXuNF3gXYZow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"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622a814d30>"
+ "<matplotlib.figure.Figure at 0x7f2d72945048>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 121,
+ "execution_count": 98,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": 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YZpvcnVNEJBfq7dg0s57AaHfvHd0fCXiazs1DgauAA9z933Wcyy+66KJv7peX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\nSVxEJMGUxEVEEkxJXEQkwf4fF5u65pMFg0gAAAAASUVORK5CYII=\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622ad7a048>"
+ "<matplotlib.figure.Figure at 0x7f2d7291bdd8>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 122,
+ "execution_count": 99,
"metadata": {
"collapsed": false
},
},
{
"cell_type": "code",
- "execution_count": 123,
+ "execution_count": 100,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": 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G+P6/3aNGbYScecYe5v9sEbXf72fq2YM584ylgPrXnCpCXlGUC4CHkSuDAiHE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\nzeztGOC7mNmHwLOEnjqx53El0EfSzZKeA9YBW8uVrmsTZla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+ "image/png": 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GXlHqSuokOPIqWHimLaiuRA/G2Py6way6FiB04bUe5OTkcvvtWeTkeEhJcTFlSjopKUmh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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622a722198>"
+ "<matplotlib.figure.Figure at 0x7f2d727a0dd8>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 124,
+ "execution_count": 101,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": 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Qjw4aG8/QoRm89lpA1rzwYOhQWLAAxozRvQePB1hsIpz9np6BmdoPjrw9sJm7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\nTz0Fa9fC0qV6EtasWdCnD5x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CdK2oh92uZQ2Kn8lg0QOjKH4mg6tOK7DsmmwrNhvMnu3p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\nfrcaSEf/Y8INX/V5Dl2fa1z1cfIvoJtSKjbcbji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g7YOeTrN9u1vs8rj3PZRjnu3DGd0siYdLwX63q33THn5HEj0SqkCnCVD7ZDcF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\nMcySuDHGxDBL4sYYE8MsiRtjTAz7/2AcxEjrixcHAAAAAElFTkSuQmCC\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622a6696a0>"
+ "<matplotlib.figure.Figure at 0x7f2d71a30e10>"
]
},
"metadata": {},
projects / battle-of-the-bands.git / blobdiff