"\n",
"I've redone it here, using tools available in TM351.\n",
"\n",
- "I'm also on a bit of a Beatles jag, so I've also done the analysis for Beatles songs.\n",
- "\n",
- "http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0115255#s5\n",
- "https://www.discogs.com/developers/#page:database,header:database-artist-releases\n",
- "http://data.discogs.com/\n",
- "\n",
- "\n",
- "Also look at [How to make a racist AI without really trying](https://gist.github.com/rspeer/ef750e7e407e04894cb3b78a82d66aed), which has some good links for sentiment analysis.\n",
- "\n",
- "\n",
- "## Contents: Data analysis\n",
+ "## Contents\n",
"* [Analysis](#analysis)\n",
"* [Sentiment](#sentiment)\n",
"* [Gloom index](#gloomindex)\n",
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 250,
"metadata": {
"run_control": {
"read_only": false
"from datetime import datetime\n",
"import time\n",
"import collections\n",
- "import editdistance"
+ "import editdistance\n",
+ "import math\n",
+ "from scipy.spatial import ConvexHull\n",
+ "from pandas.plotting import scatter_matrix"
]
},
{
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 251,
"metadata": {},
"outputs": [],
"source": [
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 252,
"metadata": {},
"outputs": [],
"source": [
"# Create a database and a collections within it.\n",
"songs_db = client.songs\n",
"albums = songs_db.albums\n",
- "tracks = songs_db.tracks\n",
+ "unfiltered_tracks = songs_db.tracks\n",
"genius_tracks = songs_db.gtracks"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 253,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "interesting_pipe = [{'$match':{'ignore': {'$exists': False}}}]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 254,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['system.views',\n",
+ " 'gtracks',\n",
+ " 'system.indexes',\n",
+ " 'sentiments',\n",
+ " 'albums',\n",
+ " 'tracks',\n",
+ " 'interesting_tracks']"
+ ]
+ },
+ "execution_count": 254,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "songs_db.collection_names()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 255,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# interesting_pipeline = \n",
+ "# db.runCommand( { create: <view>, viewOn: <source>, pipeline: <pipeline> } )\n",
+ "# songs_db.create_collection('interesting_tracks', viewOn=songs_db.tracks, pipeline=interesting_pipe)\n",
+ "if 'interesting_tracks' not in songs_db.collection_names():\n",
+ " songs_db.command(\"create\", \"interesting_tracks\",\n",
+ " viewOn='tracks', \n",
+ " pipeline=interesting_pipe)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 256,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "tracks = songs_db.interesting_tracks"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 257,
"metadata": {},
"outputs": [
{
"['app_name', 'client_id', 'client_secret', 'redirect_uri', 'token']"
]
},
- "execution_count": 4,
+ "execution_count": 257,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 6,
- "metadata": {
- "collapsed": true
- },
+ "execution_count": 258,
+ "metadata": {},
"outputs": [],
"source": [
"## How to write the config file. Fill in the details, and create a different config section for Spotify.\n",
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 259,
"metadata": {},
"outputs": [],
"source": [
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 260,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'4Z8W4fKeB5YxbusRsdQVPb'"
- ]
- },
- "execution_count": 10,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
- "radiohead_id = albums.find_one({'artist_name': 'Radiohead'})['artist_id']\n",
- "radiohead_id"
+ "# radiohead_id = albums.find_one({'artist_name': 'Radiohead'})['artist_id']\n",
+ "# radiohead_id"
]
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 261,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'3WrFJ7ztbogyGnTHbHJFl2'"
- ]
- },
- "execution_count": 11,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
- "beatles_id = albums.find_one({'artist_name': 'The Beatles'})['artist_id']\n",
- "beatles_id"
+ "# beatles_id = albums.find_one({'artist_name': 'The Beatles'})['artist_id']\n",
+ "# beatles_id"
]
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 262,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'22bE4uQ6baNwSHPVcDxLCe'"
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
- "stones_id = albums.find_one({'artist_name': 'The Rolling Stones'})['artist_id']\n",
- "stones_id"
+ "# stones_id = albums.find_one({'artist_name': 'The Rolling Stones'})['artist_id']\n",
+ "# stones_id"
]
},
{
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 263,
"metadata": {},
"outputs": [
{
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
- " <td>2l4gWzhTj7Yt1IvMTWnSgF</td>\n",
+ " <td>1CEZV1nYaEeqhWz73HKF3g</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>Martin Scorsese Intro - Live At The Beacon The...</td>\n",
- " <td>NaN</td>\n",
+ " <td>Intro - Live</td>\n",
+ " <td>0.0263</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
- " <td>0y2gwbLt4rT57AqVWanxrS</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>Show Intro - Live In Ireland / 1965</td>\n",
- " <td>NaN</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2</th>\n",
" <td>1AVrv7FD10FoKW38oBiKRg</td>\n",
" <td>Radiohead</td>\n",
" <td>Bloom (Blawan Rmx)</td>\n",
- " <td>0.0325</td>\n",
+ " <td>0.0327</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>4rkGGQEqxHIXVJ4oXjOHgF</td>\n",
+ " <td>George Martin</td>\n",
+ " <td>Sea Of Holes - Remastered</td>\n",
+ " <td>0.0357</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
- " <td>2Ax0tajnMzn8bB0jkmGNCK</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>Band Introductions - Live At The Beacon Theatr...</td>\n",
- " <td>0.0351</td>\n",
+ " <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>Blue Jay Way - Remastered 2009</td>\n",
+ " <td>0.0378</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</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>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>We Suck Young Blood</td>\n",
+ " <td>0.0378</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
- " <td>1n2pCKUiJW7hxFUpbsjuUZ</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>Charlie's Intro To Little Red Rooster - Live I...</td>\n",
- " <td>0.0357</td>\n",
+ " <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>True Love Waits</td>\n",
+ " <td>0.0379</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
- " <td>6HazgW4PjOxihpQPAAnLya</td>\n",
- " <td>Jimi Hendrix</td>\n",
- " <td>Outro - Star Spangled Banner - Live - 2009 Re-...</td>\n",
- " <td>0.0367</td>\n",
+ " <td>66Pyms4pYaHEcPHZ7DdMbE</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>TKOL (Altrice Rmx)</td>\n",
+ " <td>0.0382</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
- " <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
+ " <td>3gKuywOm38axM8sJGq6Laq</td>\n",
" <td>Radiohead</td>\n",
- " <td>True Love Waits</td>\n",
- " <td>0.0378</td>\n",
+ " <td>MK 1</td>\n",
+ " <td>0.0389</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
- " <td>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
+ " <td>2uYSbsxAMmK1awUl06T7ix</td>\n",
" <td>Radiohead</td>\n",
- " <td>We Suck Young Blood</td>\n",
- " <td>0.0378</td>\n",
+ " <td>MK 2</td>\n",
+ " <td>0.0390</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</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>75YUnz58ajMo2VIIuUFvOV</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>The Tourist</td>\n",
+ " <td>0.0398</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
- " <td>66Pyms4pYaHEcPHZ7DdMbE</td>\n",
+ " <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
" <td>Radiohead</td>\n",
- " <td>TKOL (Altrice Rmx)</td>\n",
- " <td>0.0383</td>\n",
+ " <td>Motion Picture Soundtrack</td>\n",
+ " <td>0.0435</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
- " <td>3gKuywOm38axM8sJGq6Laq</td>\n",
+ " <td>0tKuiKb2mazZYdA6fPP7kI</td>\n",
" <td>Radiohead</td>\n",
- " <td>MK 1</td>\n",
- " <td>0.0391</td>\n",
+ " <td>Good Evening Mrs Magpie (Modeselektor RMX)</td>\n",
+ " <td>0.0438</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
- " <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
+ " <td>4gq2bc2770XvbJdEtfUbmw</td>\n",
" <td>Radiohead</td>\n",
- " <td>The Tourist</td>\n",
- " <td>0.0400</td>\n",
+ " <td>Go Slowly</td>\n",
+ " <td>0.0439</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</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>49JPfRfsAfjWYRN6lbC3my</td>\n",
+ " <td>George Martin</td>\n",
+ " <td>Pepperland Laid Waste - Remastered</td>\n",
+ " <td>0.0462</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
- " <td>2PbwmAMaxIBIWis8XLViat</td>\n",
- " <td>George Martin</td>\n",
- " <td>Sea Of Monsters - Remastered 2009</td>\n",
- " <td>0.0422</td>\n",
+ " <td>3uxhyRdWVXp7GQvERQl6fA</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>Videotape</td>\n",
+ " <td>0.0466</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
- " <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Motion Picture Soundtrack</td>\n",
- " <td>0.0425</td>\n",
+ " <td>2PbwmAMaxIBIWis8XLViat</td>\n",
+ " <td>George Martin</td>\n",
+ " <td>Sea Of Monsters - Remastered</td>\n",
+ " <td>0.0489</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
- " <td>2uYSbsxAMmK1awUl06T7ix</td>\n",
+ " <td>29yXMFKIrY1fFY4DYBVZCu</td>\n",
" <td>Radiohead</td>\n",
- " <td>MK 2</td>\n",
- " <td>0.0437</td>\n",
+ " <td>Life In a Glasshouse</td>\n",
+ " <td>0.0497</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
- " <td>4gq2bc2770XvbJdEtfUbmw</td>\n",
+ " <td>3cual6JOG286qZJmCxKRAT</td>\n",
" <td>Radiohead</td>\n",
- " <td>Go Slowly</td>\n",
- " <td>0.0453</td>\n",
+ " <td>Tinker Tailor Soldier Sailor Rich Man Poor Man...</td>\n",
+ " <td>0.0507</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
- " <td>5olWalQH1oVza5D6xJg4oX</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Sail To The Moon</td>\n",
- " <td>0.0458</td>\n",
+ " <td>0agoaPIy92gPZ6zRhqXarE</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>Tomorrow Never Knows - Remastered</td>\n",
+ " <td>0.0534</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</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>5olWalQH1oVza5D6xJg4oX</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>Sail To The Moon</td>\n",
+ " <td>0.0540</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
],
"text/plain": [
" _id artist_name \\\n",
- "0 2l4gWzhTj7Yt1IvMTWnSgF The Rolling Stones \n",
- "1 0y2gwbLt4rT57AqVWanxrS The Rolling Stones \n",
- "2 1AVrv7FD10FoKW38oBiKRg Radiohead \n",
- "3 2Ax0tajnMzn8bB0jkmGNCK The Rolling Stones \n",
- "4 4rkGGQEqxHIXVJ4oXjOHgF George Martin \n",
- "5 1n2pCKUiJW7hxFUpbsjuUZ The Rolling Stones \n",
- "6 6HazgW4PjOxihpQPAAnLya Jimi Hendrix \n",
- "7 01ZpFhrMMqKPVCwyqXneVp Radiohead \n",
- "8 53RYTfkLiyZuUZHwJC3Wmm Radiohead \n",
- "9 0ttMfoND7IQqFSMVOPkELC The Beatles \n",
- "10 66Pyms4pYaHEcPHZ7DdMbE Radiohead \n",
- "11 3gKuywOm38axM8sJGq6Laq Radiohead \n",
- "12 75YUnz58ajMo2VIIuUFvOV Radiohead \n",
- "13 0tKuiKb2mazZYdA6fPP7kI Radiohead \n",
- "14 2PbwmAMaxIBIWis8XLViat George Martin \n",
- "15 0COiZ7ncho2yi4HotbzgPv Radiohead \n",
- "16 2uYSbsxAMmK1awUl06T7ix Radiohead \n",
- "17 4gq2bc2770XvbJdEtfUbmw Radiohead \n",
- "18 5olWalQH1oVza5D6xJg4oX Radiohead \n",
- "19 49JPfRfsAfjWYRN6lbC3my George Martin \n",
+ "0 1CEZV1nYaEeqhWz73HKF3g The Rolling Stones \n",
+ "1 1AVrv7FD10FoKW38oBiKRg Radiohead \n",
+ "2 4rkGGQEqxHIXVJ4oXjOHgF George Martin \n",
+ "3 0ttMfoND7IQqFSMVOPkELC The Beatles \n",
+ "4 53RYTfkLiyZuUZHwJC3Wmm Radiohead \n",
+ "5 01ZpFhrMMqKPVCwyqXneVp Radiohead \n",
+ "6 66Pyms4pYaHEcPHZ7DdMbE Radiohead \n",
+ "7 3gKuywOm38axM8sJGq6Laq Radiohead \n",
+ "8 2uYSbsxAMmK1awUl06T7ix Radiohead \n",
+ "9 75YUnz58ajMo2VIIuUFvOV Radiohead \n",
+ "10 0COiZ7ncho2yi4HotbzgPv Radiohead \n",
+ "11 0tKuiKb2mazZYdA6fPP7kI Radiohead \n",
+ "12 4gq2bc2770XvbJdEtfUbmw Radiohead \n",
+ "13 49JPfRfsAfjWYRN6lbC3my George Martin \n",
+ "14 3uxhyRdWVXp7GQvERQl6fA Radiohead \n",
+ "15 2PbwmAMaxIBIWis8XLViat George Martin \n",
+ "16 29yXMFKIrY1fFY4DYBVZCu Radiohead \n",
+ "17 3cual6JOG286qZJmCxKRAT Radiohead \n",
+ "18 0agoaPIy92gPZ6zRhqXarE The Beatles \n",
+ "19 5olWalQH1oVza5D6xJg4oX Radiohead \n",
"\n",
" name valence \n",
- "0 Martin Scorsese Intro - Live At The Beacon The... NaN \n",
- "1 Show Intro - Live In Ireland / 1965 NaN \n",
- "2 Bloom (Blawan Rmx) 0.0325 \n",
- "3 Band Introductions - Live At The Beacon Theatr... 0.0351 \n",
- "4 Sea Of Holes - Remastered 2009 0.0352 \n",
- "5 Charlie's Intro To Little Red Rooster - Live I... 0.0357 \n",
- "6 Outro - Star Spangled Banner - Live - 2009 Re-... 0.0367 \n",
- "7 True Love Waits 0.0378 \n",
- "8 We Suck Young Blood 0.0378 \n",
- "9 Blue Jay Way - Remastered 2009 0.0380 \n",
- "10 TKOL (Altrice Rmx) 0.0383 \n",
- "11 MK 1 0.0391 \n",
- "12 The Tourist 0.0400 \n",
- "13 Good Evening Mrs Magpie (Modeselektor RMX) 0.0413 \n",
- "14 Sea Of Monsters - Remastered 2009 0.0422 \n",
- "15 Motion Picture Soundtrack 0.0425 \n",
- "16 MK 2 0.0437 \n",
- "17 Go Slowly 0.0453 \n",
- "18 Sail To The Moon 0.0458 \n",
- "19 Pepperland Laid Waste - Remastered 2009 0.0459 "
+ "0 Intro - Live 0.0263 \n",
+ "1 Bloom (Blawan Rmx) 0.0327 \n",
+ "2 Sea Of Holes - Remastered 0.0357 \n",
+ "3 Blue Jay Way - Remastered 2009 0.0378 \n",
+ "4 We Suck Young Blood 0.0378 \n",
+ "5 True Love Waits 0.0379 \n",
+ "6 TKOL (Altrice Rmx) 0.0382 \n",
+ "7 MK 1 0.0389 \n",
+ "8 MK 2 0.0390 \n",
+ "9 The Tourist 0.0398 \n",
+ "10 Motion Picture Soundtrack 0.0435 \n",
+ "11 Good Evening Mrs Magpie (Modeselektor RMX) 0.0438 \n",
+ "12 Go Slowly 0.0439 \n",
+ "13 Pepperland Laid Waste - Remastered 0.0462 \n",
+ "14 Videotape 0.0466 \n",
+ "15 Sea Of Monsters - Remastered 0.0489 \n",
+ "16 Life In a Glasshouse 0.0497 \n",
+ "17 Tinker Tailor Soldier Sailor Rich Man Poor Man... 0.0507 \n",
+ "18 Tomorrow Never Knows - Remastered 0.0534 \n",
+ "19 Sail To The Moon 0.0540 "
]
},
- "execution_count": 14,
+ "execution_count": 263,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 264,
"metadata": {},
"outputs": [
{
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>112</th>\n",
+ " <th>80</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>0.0378</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>146</th>\n",
+ " <th>114</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>Tomorrow Never Knows - Remastered</td>\n",
+ " <td>0.0534</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>108</th>\n",
+ " <th>76</th>\n",
" <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
" <td>The Beatles</td>\n",
- " <td>Revolution 9 - Remastered 2009</td>\n",
- " <td>0.0963</td>\n",
+ " <td>Revolution 9 - Remastered</td>\n",
+ " <td>0.1010</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>103</th>\n",
- " <td>27YZJHyTTDIurMqDu1v2ef</td>\n",
+ " <th>219</th>\n",
+ " <td>3ZFPe2aiLQuEfDxSqQstZp</td>\n",
" <td>The Beatles</td>\n",
- " <td>Long, Long, Long - Remastered 2009</td>\n",
- " <td>0.1350</td>\n",
+ " <td>A Day In The Life - Remix</td>\n",
+ " <td>0.1330</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>0</th>\n",
- " <td>2ucFulEWapRAmTn7l6f5Q7</td>\n",
+ " <th>206</th>\n",
+ " <td>1Spno7RVP9d3wszxojPJXZ</td>\n",
" <td>The Beatles</td>\n",
- " <td>Wild Honey Pie - Remastered 2009</td>\n",
- " <td>0.1530</td>\n",
+ " <td>Penny Lane - Take 6 / Instrumental</td>\n",
+ " <td>0.1470</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>132</th>\n",
- " <td>3ZFBeIyP41HhnALjxWy1pR</td>\n",
+ " <th>0</th>\n",
+ " <td>2ucFulEWapRAmTn7l6f5Q7</td>\n",
" <td>The Beatles</td>\n",
- " <td>A Day In The Life - Remastered 2009</td>\n",
- " <td>0.1620</td>\n",
+ " <td>Wild Honey Pie - Remastered</td>\n",
+ " <td>0.1520</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>65</th>\n",
+ " <th>33</th>\n",
" <td>4cLoL5KPfE1hAwfsO84FX7</td>\n",
" <td>The Beatles</td>\n",
- " <td>Because - Remastered 2009</td>\n",
+ " <td>Because - Remastered</td>\n",
" <td>0.1620</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>43</th>\n",
- " <td>7iABnSNZciNepqGtjMQxxd</td>\n",
+ " <th>71</th>\n",
+ " <td>27YZJHyTTDIurMqDu1v2ef</td>\n",
" <td>The Beatles</td>\n",
- " <td>Come Together - Remastered 2015</td>\n",
- " <td>0.1780</td>\n",
+ " <td>Long, Long, Long - Remastered</td>\n",
+ " <td>0.1630</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>58</th>\n",
- " <td>0MKqeOVdZcUFGJvWpGCKbG</td>\n",
+ " <th>100</th>\n",
+ " <td>3ZFBeIyP41HhnALjxWy1pR</td>\n",
" <td>The Beatles</td>\n",
- " <td>Come Together - Remastered 2009</td>\n",
- " <td>0.1790</td>\n",
+ " <td>A Day In The Life - Remastered</td>\n",
+ " <td>0.1750</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>79</th>\n",
- " <td>4gUUfLOH38XYU5Q3b2K4Go</td>\n",
+ " <th>77</th>\n",
+ " <td>2tf8ljpWPmXNIFgRVhEuJg</td>\n",
" <td>The Beatles</td>\n",
- " <td>It's All Too Much - Remastered 2009</td>\n",
- " <td>0.1920</td>\n",
+ " <td>Good Night - Remastered</td>\n",
+ " <td>0.1780</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name \\\n",
- "112 0ttMfoND7IQqFSMVOPkELC The Beatles \n",
- "146 0agoaPIy92gPZ6zRhqXarE The Beatles \n",
- "108 6ZrPbHp9kRmQj1tGLvna8U The Beatles \n",
- "103 27YZJHyTTDIurMqDu1v2ef The Beatles \n",
- "0 2ucFulEWapRAmTn7l6f5Q7 The Beatles \n",
- "132 3ZFBeIyP41HhnALjxWy1pR The Beatles \n",
- "65 4cLoL5KPfE1hAwfsO84FX7 The Beatles \n",
- "43 7iABnSNZciNepqGtjMQxxd The Beatles \n",
- "58 0MKqeOVdZcUFGJvWpGCKbG The Beatles \n",
- "79 4gUUfLOH38XYU5Q3b2K4Go The Beatles \n",
+ " _id artist_name name \\\n",
+ "80 0ttMfoND7IQqFSMVOPkELC The Beatles Blue Jay Way - Remastered 2009 \n",
+ "114 0agoaPIy92gPZ6zRhqXarE The Beatles Tomorrow Never Knows - Remastered \n",
+ "76 6ZrPbHp9kRmQj1tGLvna8U The Beatles Revolution 9 - Remastered \n",
+ "219 3ZFPe2aiLQuEfDxSqQstZp The Beatles A Day In The Life - Remix \n",
+ "206 1Spno7RVP9d3wszxojPJXZ The Beatles Penny Lane - Take 6 / Instrumental \n",
+ "0 2ucFulEWapRAmTn7l6f5Q7 The Beatles Wild Honey Pie - Remastered \n",
+ "33 4cLoL5KPfE1hAwfsO84FX7 The Beatles Because - Remastered \n",
+ "71 27YZJHyTTDIurMqDu1v2ef The Beatles Long, Long, Long - Remastered \n",
+ "100 3ZFBeIyP41HhnALjxWy1pR The Beatles A Day In The Life - Remastered \n",
+ "77 2tf8ljpWPmXNIFgRVhEuJg The Beatles Good Night - Remastered \n",
"\n",
- " name valence \n",
- "112 Blue Jay Way - Remastered 2009 0.0380 \n",
- "146 Tomorrow Never Knows - Remastered 2009 0.0556 \n",
- "108 Revolution 9 - Remastered 2009 0.0963 \n",
- "103 Long, Long, Long - Remastered 2009 0.1350 \n",
- "0 Wild Honey Pie - Remastered 2009 0.1530 \n",
- "132 A Day In The Life - Remastered 2009 0.1620 \n",
- "65 Because - Remastered 2009 0.1620 \n",
- "43 Come Together - Remastered 2015 0.1780 \n",
- "58 Come Together - Remastered 2009 0.1790 \n",
- "79 It's All Too Much - Remastered 2009 0.1920 "
+ " valence \n",
+ "80 0.0378 \n",
+ "114 0.0534 \n",
+ "76 0.1010 \n",
+ "219 0.1330 \n",
+ "206 0.1470 \n",
+ "0 0.1520 \n",
+ "33 0.1620 \n",
+ "71 0.1630 \n",
+ "100 0.1750 \n",
+ "77 0.1780 "
]
},
- "execution_count": 15,
+ "execution_count": 264,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 265,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x7fa7b9fcc400>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7fb755b235c0>"
]
},
- "execution_count": 16,
+ "execution_count": 265,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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+ "image/png": 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Um15+JLaAL0TE4df5bGb+Q1+qkiQt24oDPTMfB17dx1okST3wsEVJKoSBLkmFMNAlqRAG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\nUiEMdEkqxP8BKg8HqH1B13QAAAAASUVORK5CYII=\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fa7b9fe0860>"
+ "<matplotlib.figure.Figure at 0x7fb755aff048>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 266,
"metadata": {},
"outputs": [
{
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>6</th>\n",
- " <td>2Ax0tajnMzn8bB0jkmGNCK</td>\n",
+ " <th>194</th>\n",
+ " <td>1CEZV1nYaEeqhWz73HKF3g</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>Band Introductions - Live At The Beacon Theatr...</td>\n",
- " <td>0.0351</td>\n",
+ " <td>Intro - Live</td>\n",
+ " <td>0.0263</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>12</th>\n",
- " <td>1n2pCKUiJW7hxFUpbsjuUZ</td>\n",
+ " <th>280</th>\n",
+ " <td>4EllMMamxvLvwvOQLsyc9W</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>Charlie's Intro To Little Red Rooster - Live I...</td>\n",
- " <td>0.0357</td>\n",
+ " <td>Brown Sugar - Live</td>\n",
+ " <td>0.1030</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>129</th>\n",
- " <td>1dTX9ivyAhFJLR1f2pk9Kv</td>\n",
+ " <th>14</th>\n",
+ " <td>1tEdH58k6r4CvjEhmxxbMC</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>Out Of Tears - 2009 Re-Mastered Digital Version</td>\n",
- " <td>0.1280</td>\n",
+ " <td>Jumpin’ Jack Flash - Live</td>\n",
+ " <td>0.1200</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>138</th>\n",
- " <td>6j3En9AD8FEAQQhhtkKBR9</td>\n",
+ " <th>70</th>\n",
+ " <td>1dTX9ivyAhFJLR1f2pk9Kv</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>Continental Drift - Live - 2009 Re-Mastered Di...</td>\n",
- " <td>0.1290</td>\n",
+ " <td>Out Of Tears - Remastered</td>\n",
+ " <td>0.1370</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>273</th>\n",
+ " <th>139</th>\n",
" <td>388ll2SEjDO9LZIXXyKtjh</td>\n",
" <td>The Rolling Stones</td>\n",
" <td>Little Rain</td>\n",
- " <td>0.1370</td>\n",
+ " <td>0.1570</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>109</th>\n",
- " <td>1qEGxs60ntxuenj27BnRkF</td>\n",
+ " <th>203</th>\n",
+ " <td>1tiyUANzZamsPZlHhZBbOd</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>How Can I Stop - 2009 Digital Remaster</td>\n",
- " <td>0.1690</td>\n",
+ " <td>You Can’t Always Get What You Want - Live</td>\n",
+ " <td>0.1600</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>106</th>\n",
+ " <th>61</th>\n",
" <td>1Wfdb6cNBPdpoZYniHfL7o</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>Always Suffering - 2009 Digital Remaster</td>\n",
- " <td>0.1740</td>\n",
+ " <td>Always Suffering - Remastered</td>\n",
+ " <td>0.1610</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>234</th>\n",
- " <td>7G6Z0sDe39MFjTaA0XfCtw</td>\n",
+ " <th>253</th>\n",
+ " <td>4HjKfesqhmkthgJg738g3A</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>I Can't Quit You Baby</td>\n",
- " <td>0.1790</td>\n",
+ " <td>Connection - Live</td>\n",
+ " <td>0.1610</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>100</th>\n",
- " <td>7tWJEqPI5Jpie3NhtbWks6</td>\n",
+ " <th>242</th>\n",
+ " <td>0q26ITWa4vXhoV5jvRCZXZ</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>Already Over Me - 2009 Digital Remaster</td>\n",
- " <td>0.1790</td>\n",
+ " <td>It's All Over Now - Live</td>\n",
+ " <td>0.1650</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>83</th>\n",
- " <td>07U5DnoRtB0DSlonXx2jym</td>\n",
+ " <th>64</th>\n",
+ " <td>1qEGxs60ntxuenj27BnRkF</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>When The Whip Comes Down - Live Licks Tour - 2...</td>\n",
- " <td>0.1820</td>\n",
+ " <td>How Can I Stop - Remastered</td>\n",
+ " <td>0.1670</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
],
"text/plain": [
" _id artist_name \\\n",
- "6 2Ax0tajnMzn8bB0jkmGNCK The Rolling Stones \n",
- "12 1n2pCKUiJW7hxFUpbsjuUZ The Rolling Stones \n",
- "129 1dTX9ivyAhFJLR1f2pk9Kv The Rolling Stones \n",
- "138 6j3En9AD8FEAQQhhtkKBR9 The Rolling Stones \n",
- "273 388ll2SEjDO9LZIXXyKtjh The Rolling Stones \n",
- "109 1qEGxs60ntxuenj27BnRkF The Rolling Stones \n",
- "106 1Wfdb6cNBPdpoZYniHfL7o The Rolling Stones \n",
- "234 7G6Z0sDe39MFjTaA0XfCtw The Rolling Stones \n",
- "100 7tWJEqPI5Jpie3NhtbWks6 The Rolling Stones \n",
- "83 07U5DnoRtB0DSlonXx2jym The Rolling Stones \n",
+ "194 1CEZV1nYaEeqhWz73HKF3g The Rolling Stones \n",
+ "280 4EllMMamxvLvwvOQLsyc9W The Rolling Stones \n",
+ "14 1tEdH58k6r4CvjEhmxxbMC The Rolling Stones \n",
+ "70 1dTX9ivyAhFJLR1f2pk9Kv The Rolling Stones \n",
+ "139 388ll2SEjDO9LZIXXyKtjh The Rolling Stones \n",
+ "203 1tiyUANzZamsPZlHhZBbOd The Rolling Stones \n",
+ "61 1Wfdb6cNBPdpoZYniHfL7o The Rolling Stones \n",
+ "253 4HjKfesqhmkthgJg738g3A The Rolling Stones \n",
+ "242 0q26ITWa4vXhoV5jvRCZXZ The Rolling Stones \n",
+ "64 1qEGxs60ntxuenj27BnRkF The Rolling Stones \n",
"\n",
- " name valence \n",
- "6 Band Introductions - Live At The Beacon Theatr... 0.0351 \n",
- "12 Charlie's Intro To Little Red Rooster - Live I... 0.0357 \n",
- "129 Out Of Tears - 2009 Re-Mastered Digital Version 0.1280 \n",
- "138 Continental Drift - Live - 2009 Re-Mastered Di... 0.1290 \n",
- "273 Little Rain 0.1370 \n",
- "109 How Can I Stop - 2009 Digital Remaster 0.1690 \n",
- "106 Always Suffering - 2009 Digital Remaster 0.1740 \n",
- "234 I Can't Quit You Baby 0.1790 \n",
- "100 Already Over Me - 2009 Digital Remaster 0.1790 \n",
- "83 When The Whip Comes Down - Live Licks Tour - 2... 0.1820 "
+ " name valence \n",
+ "194 Intro - Live 0.0263 \n",
+ "280 Brown Sugar - Live 0.1030 \n",
+ "14 Jumpin’ Jack Flash - Live 0.1200 \n",
+ "70 Out Of Tears - Remastered 0.1370 \n",
+ "139 Little Rain 0.1570 \n",
+ "203 You Can’t Always Get What You Want - Live 0.1600 \n",
+ "61 Always Suffering - Remastered 0.1610 \n",
+ "253 Connection - Live 0.1610 \n",
+ "242 It's All Over Now - Live 0.1650 \n",
+ "64 How Can I Stop - Remastered 0.1670 "
]
},
- "execution_count": 19,
+ "execution_count": 266,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 267,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x7fa7b8608b38>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7fb755d06f60>"
]
},
- "execution_count": 20,
+ "execution_count": 267,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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+ "image/png": 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"text/plain": [
- "<matplotlib.figure.Figure at 0x7fa7b867a0f0>"
+ "<matplotlib.figure.Figure at 0x7fb754a9b1d0>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 268,
"metadata": {},
"outputs": [
{
" <td>1AVrv7FD10FoKW38oBiKRg</td>\n",
" <td>Radiohead</td>\n",
" <td>Bloom (Blawan Rmx)</td>\n",
- " <td>0.0325</td>\n",
+ " <td>0.0327</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>84</th>\n",
+ " <th>76</th>\n",
" <td>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
" <td>Radiohead</td>\n",
" <td>We Suck Young Blood</td>\n",
" <td>0.0378</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>58</th>\n",
+ " <th>50</th>\n",
" <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
" <td>Radiohead</td>\n",
" <td>True Love Waits</td>\n",
- " <td>0.0378</td>\n",
+ " <td>0.0379</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>66Pyms4pYaHEcPHZ7DdMbE</td>\n",
" <td>Radiohead</td>\n",
" <td>TKOL (Altrice Rmx)</td>\n",
- " <td>0.0383</td>\n",
+ " <td>0.0382</td>\n",
" </tr>\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",
+ " <td>0.0389</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>121</th>\n",
- " <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
+ " <th>21</th>\n",
+ " <td>2uYSbsxAMmK1awUl06T7ix</td>\n",
" <td>Radiohead</td>\n",
- " <td>The Tourist</td>\n",
- " <td>0.0400</td>\n",
+ " <td>MK 2</td>\n",
+ " <td>0.0390</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>15</th>\n",
- " <td>0tKuiKb2mazZYdA6fPP7kI</td>\n",
+ " <th>113</th>\n",
+ " <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
" <td>Radiohead</td>\n",
- " <td>Good Evening Mrs Magpie (Modeselektor RMX)</td>\n",
- " <td>0.0413</td>\n",
+ " <td>The Tourist</td>\n",
+ " <td>0.0398</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>109</th>\n",
+ " <th>101</th>\n",
" <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
" <td>Radiohead</td>\n",
" <td>Motion Picture Soundtrack</td>\n",
- " <td>0.0425</td>\n",
+ " <td>0.0435</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>21</th>\n",
- " <td>2uYSbsxAMmK1awUl06T7ix</td>\n",
+ " <th>15</th>\n",
+ " <td>0tKuiKb2mazZYdA6fPP7kI</td>\n",
" <td>Radiohead</td>\n",
- " <td>MK 2</td>\n",
- " <td>0.0437</td>\n",
+ " <td>Good Evening Mrs Magpie (Modeselektor RMX)</td>\n",
+ " <td>0.0438</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>70</th>\n",
+ " <th>62</th>\n",
" <td>4gq2bc2770XvbJdEtfUbmw</td>\n",
" <td>Radiohead</td>\n",
" <td>Go Slowly</td>\n",
- " <td>0.0453</td>\n",
+ " <td>0.0439</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"text/plain": [
" _id artist_name \\\n",
"14 1AVrv7FD10FoKW38oBiKRg Radiohead \n",
- "84 53RYTfkLiyZuUZHwJC3Wmm Radiohead \n",
- "58 01ZpFhrMMqKPVCwyqXneVp Radiohead \n",
+ "76 53RYTfkLiyZuUZHwJC3Wmm Radiohead \n",
+ "50 01ZpFhrMMqKPVCwyqXneVp Radiohead \n",
"13 66Pyms4pYaHEcPHZ7DdMbE Radiohead \n",
"20 3gKuywOm38axM8sJGq6Laq Radiohead \n",
- "121 75YUnz58ajMo2VIIuUFvOV Radiohead \n",
- "15 0tKuiKb2mazZYdA6fPP7kI Radiohead \n",
- "109 0COiZ7ncho2yi4HotbzgPv Radiohead \n",
"21 2uYSbsxAMmK1awUl06T7ix Radiohead \n",
- "70 4gq2bc2770XvbJdEtfUbmw Radiohead \n",
+ "113 75YUnz58ajMo2VIIuUFvOV Radiohead \n",
+ "101 0COiZ7ncho2yi4HotbzgPv Radiohead \n",
+ "15 0tKuiKb2mazZYdA6fPP7kI Radiohead \n",
+ "62 4gq2bc2770XvbJdEtfUbmw Radiohead \n",
"\n",
" name valence \n",
- "14 Bloom (Blawan Rmx) 0.0325 \n",
- "84 We Suck Young Blood 0.0378 \n",
- "58 True Love Waits 0.0378 \n",
- "13 TKOL (Altrice Rmx) 0.0383 \n",
- "20 MK 1 0.0391 \n",
- "121 The Tourist 0.0400 \n",
- "15 Good Evening Mrs Magpie (Modeselektor RMX) 0.0413 \n",
- "109 Motion Picture Soundtrack 0.0425 \n",
- "21 MK 2 0.0437 \n",
- "70 Go Slowly 0.0453 "
+ "14 Bloom (Blawan Rmx) 0.0327 \n",
+ "76 We Suck Young Blood 0.0378 \n",
+ "50 True Love Waits 0.0379 \n",
+ "13 TKOL (Altrice Rmx) 0.0382 \n",
+ "20 MK 1 0.0389 \n",
+ "21 MK 2 0.0390 \n",
+ "113 The Tourist 0.0398 \n",
+ "101 Motion Picture Soundtrack 0.0435 \n",
+ "15 Good Evening Mrs Magpie (Modeselektor RMX) 0.0438 \n",
+ "62 Go Slowly 0.0439 "
]
},
- "execution_count": 17,
+ "execution_count": 268,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 269,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x7fa7b9f1d7f0>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7fb754a5c208>"
]
},
- "execution_count": 18,
+ "execution_count": 269,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fa7b9eb7470>"
+ "<matplotlib.figure.Figure at 0x7fb754a71710>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 370,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x7fa7b85a9438>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7fb74fc3e748>"
]
},
- "execution_count": 21,
+ "execution_count": 370,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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wamAj8DVg2xnL/BrwZ9XjG4DbR113Az3PAz9aPX7Peui5Wm4SuAe4F5gbdd1D/h5fBtwP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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fa7b869a390>"
+ "<matplotlib.figure.Figure at 0x7fb74fba3c88>"
]
},
"metadata": {},
]
},
{
- "cell_type": "markdown",
+ "cell_type": "code",
+ "execution_count": 377,
"metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7fb7540fc860>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "### Sentiment<a name=\"sentiment\"></a>\n",
- "We can now look at the sentiment scores for the lyrics. We start by looking at the most negative songs for each artist.\n",
- "\n",
- "* [Top](#top)"
+ "ax = beatles_df['valence'].hist(alpha=0.75, color='blue')\n",
+ "radiohead_df['valence'].hist(alpha=0.75, color='green')\n",
+ "ax.set_facecolor(\"lightslategray\")"
]
},
{
"cell_type": "code",
- "execution_count": 22,
- "metadata": {
- "scrolled": true
+ "execution_count": 376,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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3ghf7f8izff/E+QRaMiZ/whlEXPMAX4wJ9Q4jDzgkItuACw2xqnp/RFIZMWGw\nwzvfjJC6oiRJ4QbffbwZ+DXH3L20fPg19u2YzXVrdzFt9tUvBBTQft4PvMgu50MyyOJO36OU26vw\nS9KFfVx12Od8wvuB3/Kz3v/Ow0n/N4XW5HD8b3nKn+SQnddGk5mEMKaEWjD+WyRDGLHJjJAK3QL7\nenY47/FGx8t0f/APlC+u4MY7dlz1+drcFl7pf4pGrWapfQs3+h4gWVI+tZ8lNot8NzHZmsXzff+b\nZ/u+z5eS/h8KrJJr+d+JCQVFZ2ioyfc6hjFEqMNqP2TgCW9/8PV2YFcEcxkxoMWtZxzZJEuq11Fi\nniU2kw/+Dd1Jp8n8/Le463Mbr7rf4rizn5/1/R1ntYnP+r/Jbf6HL1sshsqxCvlS8n/CTxIv9f8r\nXRr/7f6FxS20nc2kpztp5J2NqAh1lNR/AF4E/i24aSLwSqRCGbGhRevH7Breo+E4wjvrV7P7hT8m\nu/Jxzs/8OdWyb9TncdVlY/+rvNj/QzIll8eT/ooZ9qKQj8+SXB5M+gYd2sbv+3867LMh8WJwqnPz\nPEbsCLXT+0+A64HzAKp6DCgY6SARWSciR0WkUkS+c5n3vy8ie4IfFSJybsh7zpD31oeY0wgTV11a\ntZE8MUNqr+RMSybP/Z972blpHsuu38/jc5dSICWs73+aVrcx5PN0aQe/6f8Bm50NzLev57Gk/0y2\nNfrmmGKrjDW+z1HlHmC/s2nUx8eSguLBgmH6MWJFqH0YvaraNzhsT0R8wBV/fRERG/gRcDtQC2wX\nkfWqemhwH1X9syH7fxtYPOQU3aoa+q9XRlid02YC9JtJB4fR1+djy/uL2bZxAbbP4b5H3mXuouNA\nEp+Vb/Lzvv/Bc33f55GkPxtxKdcq5wBv9P+KLtpZ5/syC33XNox5qb2GY+5u3g28wDR7PumSeU3n\n80rGuG7SM7rMSKkYEuodxoci8l+BVBG5HfgN8NoIx6wAKlW1SlX7gOe48nQiXwSeDTGPEWEt2gCY\nOaQupQpH95fx9D99gc3vL2bOwuP8h//0fLBYDMiy8vhi0p+juPyy7+855Gy7bPPQGfc0r/X9hN/0\n/wtJksJjSf/lmosFgIjFHb5HCdDHx4GR/prGNjNFSGwJ9Q7jO8DXgf3AHwMbgKdHOGYiMHRMYS2w\n8nI7ikgpUAa8N2RziojsAALA91TV9JlEUYvWAZg7jCFam7N4Z/31nDxWQv6EVu7/4rvDLiOab03k\n0aT/zGubwBvWAAAgAElEQVT9P+G1/p+wVd5ihrWQDBlPF+2ccis45R7Bxsdq+x6u892FT/xhy5pr\nTWCxvYZdzvsstm+iwJoUtnNHU2FxKzs+no8TsLB9I88KbERWSAVDVV0ReQV4RVWbI5DjEeBFVXWG\nbCtV1ToRmQq8JyL7VfX4pQeKyJPAkwCZ401bZ7i0uA1kSS5JI4zOGQv6en1sem8J2z+ej98f4Lb7\nPmHxqkNY9pU7lbOtfB5L+gv2O5vZ42zkE+f3DLbk5sgEVtl3sdS3NmJNRjf47uWgs4WPAuv5XNKf\nROQakVZQ1Irj2LQ2j6egKHEeTIxXVywYMtBp8TfAtwg2X4mIA/yLqn53hHPXAUN/rSkJbrucRxjo\nWL9AdeBXXFWtEpEPGOjf+FTBUNWngKcAikpK43tYSAxp0Xrz/AVQeXgyb71yA+1tGcxbepQ167aR\nPq475OMtsVnou4GFvhvo01566CSVjIsevouUFElnue82Pgqs57R7Ki4f6PtDx3euKRgxYKQ+jD9j\nYHTUclXNUdUcBpqVrheRP7vyoWwHZohImYgkMVAUPjXaSURmA9nA5iHbskUkOfg6L5jh0KXHGpHh\nqBMcITV2m6M621N55de38tufryM5pY9Hv/Eq9zz04aiKxaWSJJlMyYlKsRi01L6FZFLZFPh91K4Z\nTjm5bfh8AZrM2hgxYaQmqS8Dt6tqy+CG4G/8jwFvAd8f7kBVDYjIt4A3ARt4RlUPish3gR2qOlg8\nHgGeu2RiwznAv4mIy0BR+97Q0VVGZJ3VJlycMTtL7cnKYn733C309CRx4x3bWXnT3rhtP0+WVJbZ\nt/KJ8zua3Try4+x7atlK/oQzpuM7RoxUMPxDi8UgVW0WGbmHTlU3MNBBPnTbX1/y+X+7zHGbgPkj\nnd+IjLE6JYi68Ml7S/jk3aXk5p/j4Sd+T/6Es17HumbLfLewzXmL7c473G097nWcUSsobuXogTJU\nueZZf41rM1KTVN9VvmfEsRa3HhByZexMUBzot1n/3K188s4y5i2u4CvfejkhigUM9GWU26s45Gyj\nS9u9jjNqBUWt9HSl0N5mFvHy2kgFY6GInL/MRzvmDiBhtWg94yUvqm3tXuruSub5n9zNkX3TWHPX\nFu5+6EOSkgJexwqrpfYtOATY43zkdZRRG9rxbXjrigVDVW1VzbzMxzhVDd+gcSOmNGs9+WOkOaqn\nO4kXfnI3DTUF3P+ld1h5876EbPbIs4qYYs1ld+BDnItGr8e+/AkDo6NMx7f3RrOmtzEGBLSfs9o0\nJvovenv9/Oand9HUmMODX36LOQuqvI4UUcvsW+jgHEfd+JpoOjm5n+zcNk6bOwzPmYJhXKRVG1Bc\n8hNgPYUr6evz8eJP19FQm88DX3rnmhY6ihdTrXKyJI99cdosZZqkvGcKhnGRJrcWgAJJ3ILR32/z\n0s/vpK66kPsefo+Z5dVeR4oKEYsF9mqq3aOccyMxYUPkFBS1cq41i95e0xLuJVMwjIs0aS0+/GTL\niLPXx6VAwOKVX91OdVUxdz/0IXMWJnYz1KXm2asRhH3OJ15HGZXBtTGazVTnnjIFw7hIs9aSJ8VY\nkng/Go4jrP/326g6Opl1D25k3pJjXkeKukzJZqo1j/3OZtw46vw2I6ViQ+L9q2BcNVWlya1NiPWg\nL+U6wmvP3cKxQ1O4/YGPWbjiqNeRPLPAvp4OznHCjZ/JE8ZldpKa1sNpM1LKU6ZgGBd00EY3neQn\nWP+F6wobXlzD0f3TWHvPZpZcFz//UEbCNGsBaYxjr/Ox11FCJgIFxS3mDsNjpmAYFzQPdngn0B2G\n6wqvv3gzB3fP4KY7t7Hixv1eR/KcLTbl9iqOu/vp1g6v44SsYMIZWhpzcJ0EfFAmTpiCYVzQpIMj\npOJrgrrhDBaLA7tmcsPt27lu7R6vI8WMefZKXByOODu9jhKyguJWAgEfZ1qyvI4yZpmCYVzQ7NYx\njmxSJP7n7HEd4fUXbxooFrft4Ppbd3sdKabkSwl5UswBZ4vXUUJWWDwwD6pplvKOKRjGBU2aGB3e\n/X02L//qDg7smjVQLG6Lryebo0FEKLdXUq9VnI2TZzJy8s9h2w6n6/O8jjJmmYJhAANTgrRqY9w/\nsNfVmcxzT99L5ZHJ3P7Ax6ZYXMFcewUgHHK3eh0lJLat5Jm1MTxlCoYBDJ0SJH77L+pr8vnZDz7H\n6fpcPvPo22N+NNRIMiWHydZMDjpbuXj9sthVMOEMTfW5xEnchGMKhgFA08AS6hTIpBH2jD3qws5P\nyvn1j+/Hslwe+8Z6Zs076XWsuFBureSsNtGgJ72OEpKC4ha6OlPpbE/1OsqYNNKKe8YY0eTWBKcE\nyfc6yqg0n87mzZdupK56AtNmV3PPFz4gNa3X61hxY5a9hLcDz3LQ2UKxVeZ1nBEVBqcIOd2QR0Zm\n4k8YGWtMwTAAOO3WkC8TscT2OkpI+vttNr+3mK0bF5Kc3M/dD73PvCXHEnIti0hKllSmWws47Gzn\nFt8XsGP8+39hipD6XKbNMgUj2kzBMFB1Oa2nKLdXeh0lJCcri3nr5Rs525rFvCVHWXvPFtLSzV3F\n1Sq3V3LE3ckJ9wDT7YVex7mi5JR+srLPm45vj0S0D0NE1onIURGpFJHvXOb9r4pIs4jsCX48MeS9\nx0XkWPAj/laujyNntZk+eiiUyV5HuaKuzmR+9/wann/6XgAeeeJ33POFD02xuEZlVjmppHPQ2eZ1\nlJAUFJm1MbwSsTsMEbGBHwG3A7XAdhFZr6qXDl15XlW/dcmxOcDfAMsABXYGjz0bqbxjWaOeAmCC\nVepxkstThSP7p/LOq9fT05PEdbfsYvXa3fj88TPbaiyzxcdsexn7nU30ajfJEtsdygXFrRw7PIW+\nPl/Crb0e6yJ5h7ECqFTVKlXtA54DHgjx2DuBt1X1TLBIvA2si1DOMe+0W42Njzwp8jrKp/T2+Fn/\n7K2s//fbyMxu56vffomb7thhikWYldsrCdBPhRv706cUFrWCilkbwwORLBgTgaG9UrXBbZf6nIjs\nE5EXRS6M6Qz1WCMMGvUU+TIRW2KrS6v5dDa/+NGDHD1Qxk13buPL33yV/AnmJjMSimUq4yWPg07s\nP8RXWDIwRUhjXXyN6EsEXj+H8RowRVUXMHAX8fPRnkBEnhSRHSKyo6szfmbejBWqymn3VMw1R506\nXsSv/vUBeruTeOSJ33Pd2j1YtnlaK1JEhLnWSqrdI7TrOa/jXNG4zE7Sx3XRUGMKRrRFsmDUAUOf\nAisJbrtAVVtVdbDH8mlgaajHDjnHU6q6TFWXpaVnhCX4WHJOW+ilO6Y6vI8dKuWFn97FuKwOvvLt\nl5k8tcHrSGPCwFQhymFnu9dRrkgEikqaaKhNzGWEY1kkC8Z2YIaIlIlIEvAIsH7oDiIXNZrfDxwO\nvn4TuENEskUkG7gjuM0Is0atBmKnw/vksYm8+uvbKCg6w6PfeI3MrE6vI40ZudYEimQKh+KgWapo\nUjNnmsfT053kdZQxJWIFQ1UDwLcY+If+MPCCqh4Uke+KyP3B3f5URA6KyF7gT4GvBo89A/wtA0Vn\nO/Dd4DYjzE671VjYMdHh3VCbx0u/vIOc/HN84WsbzBPbHphrr+C01tDs1nsd5YqKJjUB0FhrmqWi\nKaJ9GKq6QVVnquo0Vf274La/VtX1wdd/qarlqrpQVdeq6pEhxz6jqtODHz+NZM6xrFGrKZCJ+MTv\naY7O9lRe+sUdpKV384U/2kBKWp+necaqOfZyBCvm7zKKJg5Myd5gCkZUed3pbXjIVZcG9yTF1lRv\nczjCq/9+Kz1dKTz45bfJyOz2NM9Yli6ZTLHmcMjZhqrrdZxhpaT1kZN3joYa048RTaZgjGGt2kAf\nvZ5POrfxreXUnChm3ec2UhicK8jwTrm9kvOcoVaPex3lioomNZs7jCgzBWMMq3OrgIEx+F6pqZrA\n1o0LWbTyEOWLKz3LYfzBDGshfpJi/pmMopImOs6n096W5nWUMcMUjDGsXk+QSjrjPZrSvLfXz+9f\nXMP4nPOsvTt+1pZOdEmSwgxrEUecnQS03+s4w5owKdiPYZqlosYUjDGs3q2i2JqKeDQn+AcbVtJ2\ndhz3PPQBSclmTqBYUm6vpJcuqtyDXkcZVmFRK5blmmapKDIFY4zq0S5atcGzDu+66gL2bJ3L8uv3\nUzLltCcZjOFNseaQxriYbpby+R0KilqpP1XodZQxwxSMMarBPQlAsUS/w9t1hLdeuYGMzA5uuH1H\n1K9vjMwSmzn2co67++jRLq/jDGvilEbqawpwHLNyVjSYgjFG1WsVIBRZU6J+7V1b5tLUkMet9202\nTVExrNxeiUOAI85Or6MMq2RKI4F+H6fr8ryOMiaYgjFG1blV5ElR1Nc+6GhP5aO3llM2s4ZZ805E\n9drG6EyQUnJkAgeczV5HGVZJaSMAtScneJxkbDAFYwxy1aXOPc5Ea1rUr/3x28sIBGxuu/8Ts/52\njBMRFto3UKfHY3aqkIzMbsbntpmCESWmYIxBTVpDHz1MtmZG9botp8ezb/ssFq88RE7e+ahe27g6\n5fZKLGz2OR97HWVYJVMaqa2egJrZ7yPOFIwx6JRbAcCkKBeMD15fiT8pwOpbd0X1usbVS5dMZlgL\nOehsidlnMkqmNNLdmcqZliyvoyQ8UzDGoBq3gmwpYJyMj9o1Tx0v4viRUq5bu5u0dDMLbTxZYN9A\nN50ci9HlW0ummH6MaDEFY4xx1aXGrYzq3YW68P7rKxmX1cHS6w9E7bpGeJRZc8gkl73OJ15Huayc\nvDZS07tNwYgCUzDGmGato5cuJlszonbNw/un0VhbwI13bMfvd6J2XSM8RCwW+FZT7R7mnNvsdZxP\nERkYLVVzwvs1XRKdKRhjTE2U+y8CAYuNbyynoKjFTC4Yx+bbqxGEPc5HXke5rNLp9bSdyeRc6ziv\noyQ0UzDGmGr3KOMlj0zJicr1dm8up+1sJmvu2oplmWEs8SpTcphhLWSv8zH9GnuLW02ZXgvAyeMT\nPU6S2EzBGEMcDXDKPUKZVR6V6/V0JbHpvcVMmVFD2cy6qFzTiJylvlvpoZNDzjavo3xKTn4bGZkd\nnDxmCkYkmYIxhtS5x+mjlzJrblSut/mDxfT0JLP2rtidwM4I3SSZQYGUsMN5F42xhx5EYMr0OqqP\nTySGFwqMe6ZgjCFV7kEsLCZbsyN+rbazGezcVM68xRUUFJ+J+PWMyBMRltq30KL1F57liSVTZtTR\n05XC6YZcr6MkrIgWDBFZJyJHRaRSRL5zmff/XEQOicg+EXlXREqHvOeIyJ7gx/pI5hwrTrgHKbGm\nkywpEb/WxjeXI8CNd5rZaBPJXHsFqWSw03nX6yifUjptoNmzurLE4ySJK2IFQ0Rs4EfAXcBc4Isi\ncmlbyG5gmaouAF4E/mHIe92quij4cX+kco4V7XqOJq2NSv9FY20eh/bMYNkN+8nM6oz49Yzo8Ymf\nRfaNHHP3ccaNrXVMMjK7ySs8Q9VRUzAiJZJ3GCuASlWtUtU+4DnggaE7qOr7qhcm298CmO90hJx0\nDgFEvGCowvsbVpKa3s2qNbH5ZLBxbZb6bsGHjy3Om15H+ZTpc6qpOVlET1eS11ESUiQLxkSgZsjn\ntcFtw/k68PqQz1NEZIeIbBGRzwx3kIg8GdxvR1dnx7UlTmDH3L1kMJ4CiWxNrjo6iVNVE7n+1l0k\np8Tm3EPGtUmXTBbY13PQ2Uybtnod5yLT51SjrkVVxSSvoySkmOj0FpHHgGXAPw7ZXKqqy4AvAf9b\nRC47F7eqPqWqy1R1WVp6RhTSxp8+7eWEe5BZ9uKIrt/tOsL7G1aSnXeORSsPRew6hvdW+u4EhG2B\nt7yOcpHiSU2kZXRRebh05J2NUYtkwagDhpb5kuC2i4jIbcBfAfer6oVZ6VS1LvhnFfABsDiCWRPa\nCfcgAfqZaUX2S7hvx2xam3K4ed02bDu2hl0a4ZUpOcyzV7HX+ZgObfM6zgViwfTZp6g6OgknEBO/\nDyeUSH5FtwMzRKRMRJKAR4CLRjuJyGLg3xgoFk1DtmeLSHLwdR5wPWB+Zb1KFc5uUsmgxJoesWt0\ndybz4ZvLmVRWz8zykxG7jhE7VtnrcHHYEnjD6ygXmT63mt6eZGrMZIRhF7GCoaoB4FvAm8Bh4AVV\nPSgi3xWRwVFP/whkAL+5ZPjsHGCHiOwF3ge+p6qmYFyFgPZT6e5jhr0QS+yIXeejt5fR25PE7Q+Y\nlfTGimyrgPn29ex2PuSc2+J1nAumTK/F5w9QcaDM6ygJxxfJk6vqBmDDJdv+esjr24Y5bhMwP5LZ\nxorj7n766GG2tSxi12isy2X31rksXX2A/AlnI3YdI/bc4LuXQ85WPgq8yn1JX/c6DgD+JIfpc6o5\nsn8qt963yTSPhpFp5EtwB5wtZDCe0gg93a0uvP3q9aSl9XDDbTsjcg0jdo2TbJbZt3LI3cZp95TX\ncS6Yu7CS7s5UTpqH+MLKFIwE1qXtVLn7mWuvwJLIfKv3bJtD/akJ3HzXVlJSY28WUyPyVvruJJV0\n3u1/IWbmmCqbVUNySi+H90Su324sMgUjgR1ytuPiMs9eFZHznz+XzgcbVlI6vZb5S2NvbiEjOlIk\njZt9n6VGj3HQjY2JJn0+l1nzqzh2sJS+3oi2vI8ppmAkKFVlr/MRhTKZfCv8Uz6rwuu/vQlFuOuz\nG01H9xi3wF5NsZTxfv+L9FyYvMFb85dW0NeXxOG9l32Ey7gKpmAkqFPuUVq0niX2moicf9+OWZw8\nNok1d20lK8c8YT/WiVjc4f8S3XTwYeBlr+MAMLH0NHmFZ9izNTrT+Y8FpmAkqJ3O+6SSzhx7edjP\n3dqcxbvrVzN5aj2LzRPdRlChNZnl9m3scTZS5RzwOg4isGjlYRrr8mmozfM6TkIwBSMBnXNbqHT3\nstC+Eb+EdxK2QL/Nq7++DZ/f4d6H3yNCfelGnLrR9wB5Uszr/b+gW72/85y3pAK/v59dm+Z5HSUh\nmL/uCWiz8zoWNkt8a8J+7nd/dx3Njbnc84X3GZcVG23VRuzwiZ97/V+jiw7e6P+l56OmklP6WbDi\nCIf2TKftrJlr7lqZgpFgzrktHHA2sdC+gXGSHdZz79o8lz1b57Ly5j1Mm10z8gHGmFRoTeZm34NU\nuHvYGgNToK+4cR+Ism3jAq+jxD1TMBLMJmcDgsUq37qwnre6sph3XlvNtNnV3HTn9rCe20g8y+3b\nmG0tZWPgFU443vZzZY7vpHxRJfu2z6a9Lc3TLPHOFIwE0uhWs9/ZxGL75rDeXTTW5fLyr24nN/8c\n9z3yHpYVGw9nGbFLRLjL/xVypYhX+5+iya31NM/qW3ehKmx8K/yDQMYSUzAShKrLW/3Pks44bvDd\nF7bztpwezws/uYfklD4e+trrZlEkI2RJksLnk76Fn2R+0/cDTycoHJ/TztLrD3Bg10wa63I9yxHv\nTMFIELudjTToCdb4P0uypIblnE0NOTz39L1YtssjT/yezPFmfW5jdLIkly8k/V8E6Of5/u97WjRW\n37KLtLQe3nr5RlzHPGl6NUzBSADNbh3vB16kzCqn3ArPNCCnqor49Y/vx7JcHnnid2TnnQ/LeY2x\nJ98q5qGkP6VHu/h13z/S7H5qHbWoSE7p57YHPqGhtoCtGxd6kiHemYIR53q1m/X9T5NECvf4v3rN\nS7Cqwp5ts3nhmbsYl9XJY998lbzCc2FKa4xVxVYZX0r6T4Dy733/kyrnoCc55iyoYvaC43z8zlJq\nqws9yRDPTMGIY44GeLn/3zijjdzn/zrpknlN5+vr9bHhxZt586WbmFTWwKN/vN40Qxlhk29N5NGk\n/8w4yeY3/f/CpsDvcdWNeo47PvMxmeM7eOWXt3P+XHrUrx/PTMGIUwHtZ33/01S7h1nn+zJT7DnX\ndL6qihJ+8v2HOLBrJtffupOHvvYGqem9Ix9oGKMw3srjsaT/wlxrOR8F1vPvff+TVrcxqhlS03r5\n3ONv0t/v4/mf3EP7eTPUNlSmYMShLm3nN/3/QoW7m1t9DzPft/qqz9V8OpuXfnE7v3nmbnz+AI9+\nYz033L7TDJ01IiZJkrnX/0fc6/8ardrAT/v+lvf7f0u3Ru9uNq/gHA997XU62tJ49t/uo7U5K2rX\njmdmovg4U+UcGJinh07u9f8R5fbKqzpPfU0+Oz+Zx+G90/AnBbjx9u2suGkfPr8T5sSG8WkiQrm9\nilJrDh/2v8Q25232Oh+z1F7LYt/NZEjk/wEvmXKaL3x9A7/9xZ384ocPcueDHzFn4XEzVf8VSCTn\nehGRdcA/AzbwtKp+75L3k4FfAEuBVuBhVT0ZfO8vga8DDvCnqjriHANFJaX6+Lf/Kqz/D7Gi3j3B\npsDvOe7uJ0cm8ID/CQqsSaM6R9vZDCoOlHFo7zQaawtISu5j4YrDrFqzhzTT/GR4qNmtY2PgVSrd\nvVhYzLQWM9texlRrXtgn0LzU+XPpvPLr22moKWDKjBpuvGMHxZOaI3rNWPL33/njnaq6LJR9I1Yw\nRMQGKoDbgVpgO/BFVT00ZJ//CCxQ1W+IyCPAg6r6sIjMBZ4FVgDFwDvATFW94q+/iVQwVJVz2swx\ndy9HnB006EmSSeU6310stW/BJ/4RjofO9lTqqidQe3ICNSeKOF0/MMVzQVELC1ccoXzJMZKTzYN4\nRuw46zaxy/mAg84WuunETxKTrVmUWNMpsWZQKJMiUkBcR9i1ZS4fv72M3p5kSqY0UL64kulzT5Ix\nrjvs14slsVIwrgP+m6reGfz8LwFU9X8M2efN4D6bRcQHNAL5wHeG7jt0vytdM14KhqriEKCPHnq1\nhz666dA2zusZ2rSVZq2j0a2mi3YA8qWEhfb1lMtqLCeDQJ+P/j4fff1+eruT6GxPo7MjlY72NNrP\npXOmZTytTePp7UkGwOcLUDSpiamzapg174R5psKIea46nHIrqHB3U+0e4YyeDr4jZEkOuVLEeMkj\nQ8YPfJBFsqSSTCpJkkwSKSSRjIxy/v3eXj97t85m77Y5nGkZD0B2bhtFk5rIyWsjO6+NcVmdpKb1\nkJLWS0pqLz5f9Ed6hdNoCkYk+zAmAkOnNK0FLm1wv7CPqgZEpA3IDW7fcsmx4V9nNOhn//Ig/X0+\nINh4qXChjKpceN2z9J/om/38wA7iouKC6IXPL3wM+Vwl+MM09H27F+xhfrN3/MiZGUjDZ7AblmFV\n3UHbual86Arv9F/5rkLEJT2jm5z8NuYuqiQn/xxFk5qZUNyCHec/1MbYYonNFHvOhdF/nXqeOvc4\nzVpHq9tIizZQ5x6nlyv/9i8IFjY2NtYlH4PPLMmQvQFkpaArITNg09/no6Pfx+GAjbrWH/buE+gD\nzsmFY626laS8/SMs28GyFBG9sLtA8N+Ky70evL5edf9JaloPj37jtas7eBTivtNbRJ4EngTIHJ9z\nVefIKzhHIGBd9M0S0U+9PpeSRkf3NNCBH0OQ4GsBtYLbQNQCrIHtg/voHz4XNwnbSccOpGMF0vE5\n6fh78/D3FJHUl3vhPFgg0/tBjiCi+JMC+P2BgT+T+vH7AySn9JExrov0cd2kpveY0U1GQkqXTGba\ni5nJ4ou292sfHdpGJ230aje9dNOnPfTSQ7/24uLg4uAE/3RxB/5UJ/iL4OB/L/57oyj4GfgIfq4q\n9PX6CQRsnICF4wx8uAqqQmpGGoXzqwgEi8sfGm+EoQ05qjLM66v/+iSn9F39waMQyYJRBwztlS0J\nbrvcPrXBJqksBjq/QzkWAFV9CngKBpqkribovQ+/H+KeOcBnruYSIegEKoMfhmGEwi9JZEs+2eRH\n54LJI7w/75OoxPBKJJ/D2A7MEJEyEUkCHgHWX7LPeuDx4OvPA+/pQKfKeuAREUkWkTJgBrAtglkN\nwzCMEUTsDiPYJ/Et4E0GhtU+o6oHReS7wA5VXQ/8BPiliFQCZxgoKgT3ewE4BASAPxlphJRhGIYR\nWRHtw1DVDcCGS7b99ZDXPcBDwxz7d8DfRTKfYRiGETozNYhhGIYRElMwDMMwjJCYgmEYhmGExBQM\nwzAMIySmYBiGYRghiehstdEmIs1A9SgOyQO8W5X+ymI1W6zmgtjNFqu5IHazxWouiN1sV5urVFVD\nevIxoQrGaInIjlAn3Yq2WM0Wq7kgdrPFai6I3WyxmgtiN1s0cpkmKcMwDCMkpmAYhmEYIRnrBeMp\nrwNcQaxmi9VcELvZYjUXxG62WM0FsZst4rnGdB+GYRiGEbqxfodhGIZhhCjhC4aI5IjI2yJyLPhn\n9jD7OSKyJ/ixfsj2MhHZKiKVIvJ8cKr2qOQSkUUisllEDorIPhF5eMh7PxORE0MyLwpDpnUicjT4\n//qdy7yfHPwaVAa/JlOGvPeXwe1HReTOa80yylx/LiKHgl+jd0WkdMh7l/2+RjHbV0WkeUiGJ4a8\n93jw+39MRB6/9NgI5/r+kEwVInJuyHsR+5qJyDMi0iQiB4Z5X0TkB8Hc+0RkyZD3Ivb1CjHbo8FM\n+0Vkk4gsHPLeyeD2PSKyI8q51ohI25Dv2V8Pee+KPwejpqoJ/QH8A/Cd4OvvAH8/zH4dw2x/AXgk\n+PrHwDejlQuYCcwIvi4GGoDxwc9/Bnw+jF8nGzgOTAWSgL3A3Ev2+Y/Aj4OvHwGeD76eG9w/GSgL\nnseOYq61QFrw9TcHc13p+xrFbF8FfniZY3OAquCf2cHX2dHKdcn+32Zg+YFofM1uApYAB4Z5/27g\ndQYWLl0FbI3012sU2VYPXhO4azBb8POTQJ5HX7M1wO+u9ecglI+Ev8MAHgB+Hnz9c0axZJ6ICHAL\n8OLVHH+tuVS1QlWPBV/XA00QsaXFVgCVqlqlqn3Ac8GMw2V+Ebg1+DV6AHhOVXtV9QQDywauiFYu\nVX1fVbuCn25hYIXGaAjlazacO4G3VfWMqp4F3gbWeZTri8CzYbr2FanqRgbWvhnOA8AvdMAWYLyI\nFKxY9tAAAAPiSURBVBHZr1dI2VR1U/DaEMWfsxC+ZsO5lp/PyxoLBaNQVRuCrxuBwmH2SxGRHSKy\nRUQG//HOBc6paiD4eS0wMcq5ABCRFQz8lnB8yOa/C94if19ERlo8ciQTgZohn1/u//XCPsGvSRsD\nX6NQjo1krv+/vbMLsSmK4vhvFUP5iiRTPqeUGslkXmhKNA8+iuRlHpRQCA/epPsiL8SLF29THihl\npnyFYgxPmoRoKN9KJo2alLxIWR72Oux73ds93HPODK1fne4++5x95j//veess/e604nZSXhCTajW\nr1mRVtsW66deEUlePTwmPLPlu4VAf1Sdp2f1qKU9T7/+hspxpsANEXkgIrtGQc8KEXksItdFpNXq\nMvcs1xcoFYWI9AGzqxwqxTuqqiJS62th81V1SERagH4RGSTcEEdbF/aEdQbYpqrfrfoQIdA0Eb5O\ndxA40ojefx0R2Qq0A6ui6t/6VVVfV79CLlwBzqnqVxHZTZihrSnw59ejC+jV8jdajrZnYxoRWU0I\nGB1RdYd5Ngu4KSLPbGZQBA8JffZFRNYDFwmvtc6c/2KGoaqdqrqkynYJGLYbbnLj/VjjGkP2+Qa4\nA7QBI4QpcRJY5wBDReoSkanAVaBkU/Tk2h9s2v4VOE3jS0BDwNxov9rv+vMc82QawaM0bfPUhYh0\nEgLxRvMEqNmvWVFXm6qORHq6geVp2+apK6KLiuWonD2rRy3tefqVGhFZSujHTao6ktRHnn0ELpDd\nkmxdVPWzqn6x8jVgvIjMJA/PGkmA/AsbcILy5PLxKudMByZYeSbwEksOAT2UJ733FqirCbgFHKhy\nrNk+BTgJHGtQzzhCInEhvxJkrRXn7KM86X3eyq2UJ73fkF3SO42uNsJS3aK0/VqgtuaovBkYsPIM\n4K1pnG7lGUXpsvMWE5K1UpRndt0F1E7gbqA86X0vb7/+QNs8Qn5uZUX9JGBKVL4LrC1Q1+ykDwmB\n6p35l2oc/JGOrA0faxthjf2WDfy+ZJARli66rbwSGDRDB4GdUfsW4J4NlJ7kj6kgXVuBb8CjaFtm\nx/pN6xPgLDA5A03rgReEm2/J6o4QntoBJpoHr8yTlqhtydo9B9Zl3If1dPUBw5FHl+v1a4HajgJP\nTcNtYHHUdod5+QrYXqQu2z9MxYNG3p4RZjMfbFy/Jyzt7AH22HEBTpnuQaC9CL9SausGPkXj7L7V\nt5hfj62vSwXr2h+NsQGigFZtHDSy+X96O47jOKn4L3IYjuM4Tv54wHAcx3FS4QHDcRzHSYUHDMdx\nHCcVHjAcx3GcVHjAcBzHcVLhAcNxHMdJhQcMx3EcJxU/AAOfna/bZconAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7fb74f841cf8>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ax = beatles_df['valence'].plot.kde(color='blue')\n",
+ "radiohead_df['valence'].plot.kde(color='green')\n",
+ "ax.set_facecolor(\"lightslategray\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Sentiment<a name=\"sentiment\"></a>\n",
+ "We can now look at the sentiment scores for the lyrics. We start by looking at the most negative songs for each artist.\n",
+ "\n",
+ "* [Top](#top)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 271,
+ "metadata": {
+ "scrolled": true
},
"outputs": [
{
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>87</th>\n",
+ " <th>54</th>\n",
" <td>3VgxeWOGdUYvtX1j8C9VyV</td>\n",
" <td>The Beatles</td>\n",
- " <td>I'm So Tired - Remastered 2009</td>\n",
+ " <td>I'm So Tired - Remastered</td>\n",
" <td>0.892489</td>\n",
" <td>0.146302</td>\n",
" <td>0.107511</td>\n",
- " <td>0.6300</td>\n",
+ " <td>0.717</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>61</th>\n",
+ " <th>28</th>\n",
" <td>6gLmFcRwyQCQT23Df2Re9G</td>\n",
" <td>The Beatles</td>\n",
- " <td>I Want You (She's So Heavy) - Remastered 2009</td>\n",
- " <td>0.882642</td>\n",
+ " <td>I Want You (She's So Heavy) - Remastered</td>\n",
+ " <td>0.880760</td>\n",
" <td>0.091819</td>\n",
- " <td>0.117358</td>\n",
- " <td>0.4160</td>\n",
+ " <td>0.119240</td>\n",
+ " <td>0.420</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>106</th>\n",
+ " <th>73</th>\n",
" <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
" <td>The Beatles</td>\n",
- " <td>Revolution 9 - Remastered 2009</td>\n",
- " <td>0.873285</td>\n",
+ " <td>Revolution 9 - Remastered</td>\n",
+ " <td>0.872056</td>\n",
" <td>0.172322</td>\n",
- " <td>0.126715</td>\n",
- " <td>0.0963</td>\n",
+ " <td>0.127944</td>\n",
+ " <td>0.101</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>185</th>\n",
+ " <th>152</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",
- " </tr>\n",
- " <tr>\n",
- " <th>16</th>\n",
- " <td>79QDgDoBbS7pCrOjIH7ByA</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Everybody’s Trying To Be My Baby - Live / Bonu...</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>0.6390</td>\n",
+ " <td>0.943</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>52</th>\n",
+ " <th>19</th>\n",
" <td>4311wT21Et0q3vepFwXjTu</td>\n",
" <td>The Beatles</td>\n",
- " <td>One After 909 - Remastered 2009</td>\n",
+ " <td>One After 909 - Remastered</td>\n",
" <td>0.865737</td>\n",
" <td>0.158470</td>\n",
" <td>0.134263</td>\n",
- " <td>0.9040</td>\n",
+ " <td>0.888</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>147</th>\n",
+ " <th>114</th>\n",
" <td>3QbhVaulXxTyuAxHY3Pa5N</td>\n",
" <td>The Beatles</td>\n",
- " <td>You Won't See Me - Remastered 2009</td>\n",
+ " <td>You Won't See Me - Remastered</td>\n",
" <td>0.864585</td>\n",
" <td>0.247226</td>\n",
" <td>0.135415</td>\n",
- " <td>0.4620</td>\n",
+ " <td>0.473</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>194</th>\n",
+ " <th>161</th>\n",
" <td>3Aqo28W4LLAolYpN3duVJl</td>\n",
" <td>The Beatles</td>\n",
- " <td>I'll Cry Instead - Remastered 2009</td>\n",
+ " <td>I'll Cry Instead - Remastered</td>\n",
" <td>0.863772</td>\n",
" <td>0.160516</td>\n",
" <td>0.136228</td>\n",
- " <td>0.9610</td>\n",
+ " <td>0.960</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>91</th>\n",
+ " <th>58</th>\n",
" <td>3OSi8ehmSWLTD5KatlzX8r</td>\n",
" <td>The Beatles</td>\n",
- " <td>Don't Pass Me By - Remastered 2009</td>\n",
+ " <td>Don't Pass Me By - Remastered</td>\n",
" <td>0.857831</td>\n",
" <td>0.120676</td>\n",
" <td>0.142169</td>\n",
- " <td>0.9480</td>\n",
+ " <td>0.946</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>133</th>\n",
+ " <th>100</th>\n",
" <td>3wAOX1N5M0ta3QNsokmhJV</td>\n",
" <td>The Beatles</td>\n",
- " <td>I'm Only Sleeping - Remastered 2009</td>\n",
+ " <td>I'm Only Sleeping - Remastered</td>\n",
" <td>0.857651</td>\n",
" <td>0.269800</td>\n",
" <td>0.142349</td>\n",
- " <td>0.7000</td>\n",
+ " <td>0.698</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>138</th>\n",
+ " <td>1e0hllQ23AG0QGFgezgLOq</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>Yesterday - Remastered</td>\n",
+ " <td>0.852156</td>\n",
+ " <td>0.132796</td>\n",
+ " <td>0.147844</td>\n",
+ " <td>0.315</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
],
"text/plain": [
" _id artist_name \\\n",
- "87 3VgxeWOGdUYvtX1j8C9VyV The Beatles \n",
- "61 6gLmFcRwyQCQT23Df2Re9G The Beatles \n",
- "106 6ZrPbHp9kRmQj1tGLvna8U The Beatles \n",
- "185 3EbGioQyKyf4dycuiPOg3k The Beatles \n",
- "16 79QDgDoBbS7pCrOjIH7ByA The Beatles \n",
- "52 4311wT21Et0q3vepFwXjTu The Beatles \n",
- "147 3QbhVaulXxTyuAxHY3Pa5N The Beatles \n",
- "194 3Aqo28W4LLAolYpN3duVJl The Beatles \n",
- "91 3OSi8ehmSWLTD5KatlzX8r The Beatles \n",
- "133 3wAOX1N5M0ta3QNsokmhJV The Beatles \n",
+ "54 3VgxeWOGdUYvtX1j8C9VyV The Beatles \n",
+ "28 6gLmFcRwyQCQT23Df2Re9G The Beatles \n",
+ "73 6ZrPbHp9kRmQj1tGLvna8U The Beatles \n",
+ "152 3EbGioQyKyf4dycuiPOg3k The Beatles \n",
+ "19 4311wT21Et0q3vepFwXjTu The Beatles \n",
+ "114 3QbhVaulXxTyuAxHY3Pa5N The Beatles \n",
+ "161 3Aqo28W4LLAolYpN3duVJl The Beatles \n",
+ "58 3OSi8ehmSWLTD5KatlzX8r The Beatles \n",
+ "100 3wAOX1N5M0ta3QNsokmhJV The Beatles \n",
+ "138 1e0hllQ23AG0QGFgezgLOq The Beatles \n",
"\n",
- " name neg neutral \\\n",
- "87 I'm So Tired - Remastered 2009 0.892489 0.146302 \n",
- "61 I Want You (She's So Heavy) - Remastered 2009 0.882642 0.091819 \n",
- "106 Revolution 9 - Remastered 2009 0.873285 0.172322 \n",
- "185 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",
- "52 One After 909 - Remastered 2009 0.865737 0.158470 \n",
- "147 You Won't See Me - Remastered 2009 0.864585 0.247226 \n",
- "194 I'll Cry Instead - Remastered 2009 0.863772 0.160516 \n",
- "91 Don't Pass Me By - Remastered 2009 0.857831 0.120676 \n",
- "133 I'm Only Sleeping - Remastered 2009 0.857651 0.269800 \n",
+ " name neg neutral \\\n",
+ "54 I'm So Tired - Remastered 0.892489 0.146302 \n",
+ "28 I Want You (She's So Heavy) - Remastered 0.880760 0.091819 \n",
+ "73 Revolution 9 - Remastered 0.872056 0.172322 \n",
+ "152 Everybody's Trying To Be My Baby - Remastered 0.866985 0.914332 \n",
+ "19 One After 909 - Remastered 0.865737 0.158470 \n",
+ "114 You Won't See Me - Remastered 0.864585 0.247226 \n",
+ "161 I'll Cry Instead - Remastered 0.863772 0.160516 \n",
+ "58 Don't Pass Me By - Remastered 0.857831 0.120676 \n",
+ "100 I'm Only Sleeping - Remastered 0.857651 0.269800 \n",
+ "138 Yesterday - Remastered 0.852156 0.132796 \n",
"\n",
" pos valence \n",
- "87 0.107511 0.6300 \n",
- "61 0.117358 0.4160 \n",
- "106 0.126715 0.0963 \n",
- "185 0.133015 0.9370 \n",
- "16 0.133015 0.6390 \n",
- "52 0.134263 0.9040 \n",
- "147 0.135415 0.4620 \n",
- "194 0.136228 0.9610 \n",
- "91 0.142169 0.9480 \n",
- "133 0.142349 0.7000 "
+ "54 0.107511 0.717 \n",
+ "28 0.119240 0.420 \n",
+ "73 0.127944 0.101 \n",
+ "152 0.133015 0.943 \n",
+ "19 0.134263 0.888 \n",
+ "114 0.135415 0.473 \n",
+ "161 0.136228 0.960 \n",
+ "58 0.142169 0.946 \n",
+ "100 0.142349 0.698 \n",
+ "138 0.147844 0.315 "
]
},
- "execution_count": 22,
+ "execution_count": 271,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 272,
"metadata": {
"scrolled": true
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>114</th>\n",
+ " <th>51</th>\n",
" <td>6QPaiM2qBKKAYNd8WiSR7u</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>You Got Me Rocking - 2009 Re-Mastered Digital ...</td>\n",
+ " <td>You Got Me Rocking - Remastered</td>\n",
" <td>0.904388</td>\n",
" <td>0.202058</td>\n",
" <td>0.095612</td>\n",
- " <td>0.643</td>\n",
+ " <td>0.653</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>55</th>\n",
+ " <th>146</th>\n",
+ " <td>2tBmA66b4cxYm7o2iPz0bO</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Cry To Me - Saturday Club / 1965</td>\n",
+ " <td>0.892635</td>\n",
+ " <td>0.161381</td>\n",
+ " <td>0.107365</td>\n",
+ " <td>0.848</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>27</th>\n",
" <td>4sLirGgpkyL3RSdr13q3wd</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>She Saw Me Coming - 2009 Re-Mastered Digital V...</td>\n",
+ " <td>She Saw Me Coming - Remastered</td>\n",
" <td>0.885088</td>\n",
" <td>0.121018</td>\n",
" <td>0.114912</td>\n",
- " <td>0.852</td>\n",
+ " <td>0.854</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>62</th>\n",
+ " <th>34</th>\n",
" <td>2L5stllrpcxflppsrTKG2c</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>Look What The Cat Dragged In - 2009 Re-Mastere...</td>\n",
+ " <td>Look What The Cat Dragged In - Remastered</td>\n",
" <td>0.883536</td>\n",
" <td>0.148691</td>\n",
" <td>0.116464</td>\n",
- " <td>0.548</td>\n",
+ " <td>0.556</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>26</th>\n",
+ " <th>136</th>\n",
+ " <td>2OtFl6ryjvaH3dGiTUUeh9</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Come On - Saturday Club / 1963</td>\n",
+ " <td>0.882142</td>\n",
+ " <td>0.130341</td>\n",
+ " <td>0.117858</td>\n",
+ " <td>0.815</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>20</th>\n",
" <td>7DgRvvPcJlxks2lNpudsuT</td>\n",
" <td>The Rolling Stones</td>\n",
" <td>Petrol Blues</td>\n",
- " <td>0.877526</td>\n",
- " <td>0.259467</td>\n",
- " <td>0.122474</td>\n",
- " <td>0.432</td>\n",
+ " <td>0.871627</td>\n",
+ " <td>0.259468</td>\n",
+ " <td>0.128373</td>\n",
+ " <td>0.447</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>124</th>\n",
+ " <th>61</th>\n",
" <td>3Bz8qzOdHrXlo9ySAqHy97</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>Baby Break It Down - 2009 Re-Mastered Digital ...</td>\n",
+ " <td>Baby Break It Down - Remastered</td>\n",
" <td>0.866306</td>\n",
" <td>0.218643</td>\n",
" <td>0.133694</td>\n",
- " <td>0.767</td>\n",
+ " <td>0.745</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>239</th>\n",
- " <td>61IKhUU0ZJ9Ba4GpjlDPju</td>\n",
+ " <th>158</th>\n",
+ " <td>0VpHQIzxruwK61HgIkN4bs</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>Everybody Needs Somebody To Love - Live In Ire...</td>\n",
+ " <td>Everybody Needs Somebody To Love - Top Gear / ...</td>\n",
" <td>0.861867</td>\n",
" <td>0.113604</td>\n",
" <td>0.138133</td>\n",
- " <td>0.361</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>11</th>\n",
- " <td>6362zAWHGgbrQaoeCFZpuO</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>Lies - Remastered</td>\n",
- " <td>0.861410</td>\n",
- " <td>0.133335</td>\n",
- " <td>0.138590</td>\n",
- " <td>0.582</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>211</th>\n",
- " <td>3WqR7lRoHEvG0ExkAqBkPj</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>Lies - Remastered</td>\n",
- " <td>0.861410</td>\n",
- " <td>0.133335</td>\n",
- " <td>0.138590</td>\n",
- " <td>0.546</td>\n",
+ " <td>0.465</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>134</th>\n",
- " <td>5uDR4WhcUD331UouwbR0A2</td>\n",
+ " <th>233</th>\n",
+ " <td>1JZKBtBVhP5HmZLzMCcXFX</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>Factory Girl - Live - 2009 Re-Mastered Digital...</td>\n",
- " <td>0.860445</td>\n",
- " <td>0.874621</td>\n",
- " <td>0.139555</td>\n",
- " <td>0.737</td>\n",
+ " <td>Tumbling Dice - Live</td>\n",
+ " <td>0.856529</td>\n",
+ " <td>0.199091</td>\n",
+ " <td>0.143471</td>\n",
+ " <td>0.402</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>67</th>\n",
- " <td>55XOZpymv9A70smv1fL5zr</td>\n",
+ " <th>132</th>\n",
+ " <td>5XQ2enmXsgp66RvyolR8qC</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>Rocks Off - Live Licks Tour - 2009 Re-Mastered...</td>\n",
- " <td>0.857748</td>\n",
- " <td>0.131998</td>\n",
- " <td>0.142252</td>\n",
- " <td>0.190</td>\n",
+ " <td>Tumbling Dice - Live</td>\n",
+ " <td>0.856529</td>\n",
+ " <td>0.199091</td>\n",
+ " <td>0.143471</td>\n",
+ " <td>0.607</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
],
"text/plain": [
" _id artist_name \\\n",
- "114 6QPaiM2qBKKAYNd8WiSR7u The Rolling Stones \n",
- "55 4sLirGgpkyL3RSdr13q3wd The Rolling Stones \n",
- "62 2L5stllrpcxflppsrTKG2c The Rolling Stones \n",
- "26 7DgRvvPcJlxks2lNpudsuT The Rolling Stones \n",
- "124 3Bz8qzOdHrXlo9ySAqHy97 The Rolling Stones \n",
- "239 61IKhUU0ZJ9Ba4GpjlDPju The Rolling Stones \n",
- "11 6362zAWHGgbrQaoeCFZpuO The Rolling Stones \n",
- "211 3WqR7lRoHEvG0ExkAqBkPj The Rolling Stones \n",
- "134 5uDR4WhcUD331UouwbR0A2 The Rolling Stones \n",
- "67 55XOZpymv9A70smv1fL5zr The Rolling Stones \n",
+ "51 6QPaiM2qBKKAYNd8WiSR7u The Rolling Stones \n",
+ "146 2tBmA66b4cxYm7o2iPz0bO The Rolling Stones \n",
+ "27 4sLirGgpkyL3RSdr13q3wd The Rolling Stones \n",
+ "34 2L5stllrpcxflppsrTKG2c The Rolling Stones \n",
+ "136 2OtFl6ryjvaH3dGiTUUeh9 The Rolling Stones \n",
+ "20 7DgRvvPcJlxks2lNpudsuT The Rolling Stones \n",
+ "61 3Bz8qzOdHrXlo9ySAqHy97 The Rolling Stones \n",
+ "158 0VpHQIzxruwK61HgIkN4bs The Rolling Stones \n",
+ "233 1JZKBtBVhP5HmZLzMCcXFX The Rolling Stones \n",
+ "132 5XQ2enmXsgp66RvyolR8qC The Rolling Stones \n",
"\n",
" name neg neutral \\\n",
- "114 You Got Me Rocking - 2009 Re-Mastered Digital ... 0.904388 0.202058 \n",
- "55 She Saw Me Coming - 2009 Re-Mastered Digital V... 0.885088 0.121018 \n",
- "62 Look What The Cat Dragged In - 2009 Re-Mastere... 0.883536 0.148691 \n",
- "26 Petrol Blues 0.877526 0.259467 \n",
- "124 Baby Break It Down - 2009 Re-Mastered Digital ... 0.866306 0.218643 \n",
- "239 Everybody Needs Somebody To Love - Live In Ire... 0.861867 0.113604 \n",
- "11 Lies - Remastered 0.861410 0.133335 \n",
- "211 Lies - Remastered 0.861410 0.133335 \n",
- "134 Factory Girl - Live - 2009 Re-Mastered Digital... 0.860445 0.874621 \n",
- "67 Rocks Off - Live Licks Tour - 2009 Re-Mastered... 0.857748 0.131998 \n",
+ "51 You Got Me Rocking - Remastered 0.904388 0.202058 \n",
+ "146 Cry To Me - Saturday Club / 1965 0.892635 0.161381 \n",
+ "27 She Saw Me Coming - Remastered 0.885088 0.121018 \n",
+ "34 Look What The Cat Dragged In - Remastered 0.883536 0.148691 \n",
+ "136 Come On - Saturday Club / 1963 0.882142 0.130341 \n",
+ "20 Petrol Blues 0.871627 0.259468 \n",
+ "61 Baby Break It Down - Remastered 0.866306 0.218643 \n",
+ "158 Everybody Needs Somebody To Love - Top Gear / ... 0.861867 0.113604 \n",
+ "233 Tumbling Dice - Live 0.856529 0.199091 \n",
+ "132 Tumbling Dice - Live 0.856529 0.199091 \n",
"\n",
" pos valence \n",
- "114 0.095612 0.643 \n",
- "55 0.114912 0.852 \n",
- "62 0.116464 0.548 \n",
- "26 0.122474 0.432 \n",
- "124 0.133694 0.767 \n",
- "239 0.138133 0.361 \n",
- "11 0.138590 0.582 \n",
- "211 0.138590 0.546 \n",
- "134 0.139555 0.737 \n",
- "67 0.142252 0.190 "
+ "51 0.095612 0.653 \n",
+ "146 0.107365 0.848 \n",
+ "27 0.114912 0.854 \n",
+ "34 0.116464 0.556 \n",
+ "136 0.117858 0.815 \n",
+ "20 0.128373 0.447 \n",
+ "61 0.133694 0.745 \n",
+ "158 0.138133 0.465 \n",
+ "233 0.143471 0.402 \n",
+ "132 0.143471 0.607 "
]
},
- "execution_count": 23,
+ "execution_count": 272,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 273,
"metadata": {
"scrolled": true
},
" <td>0.883291</td>\n",
" <td>0.170371</td>\n",
" <td>0.116709</td>\n",
- " <td>0.399</td>\n",
+ " <td>0.420</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>0.864921</td>\n",
" <td>0.261355</td>\n",
" <td>0.135079</td>\n",
- " <td>0.560</td>\n",
+ " <td>0.570</td>\n",
" </tr>\n",
" <tr>\n",
" <th>97</th>\n",
" <td>0.855982</td>\n",
" <td>0.188600</td>\n",
" <td>0.144018</td>\n",
- " <td>0.279</td>\n",
+ " <td>0.298</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>0.854820</td>\n",
" <td>0.516574</td>\n",
" <td>0.145180</td>\n",
- " <td>0.219</td>\n",
+ " <td>0.223</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83</th>\n",
" <td>0.854244</td>\n",
" <td>0.533823</td>\n",
" <td>0.145756</td>\n",
- " <td>0.315</td>\n",
+ " <td>0.311</td>\n",
" </tr>\n",
" <tr>\n",
" <th>103</th>\n",
" <td>0.849730</td>\n",
" <td>0.265375</td>\n",
" <td>0.150270</td>\n",
- " <td>0.269</td>\n",
+ " <td>0.276</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75</th>\n",
" <td>0.846129</td>\n",
" <td>0.100438</td>\n",
" <td>0.153871</td>\n",
- " <td>0.311</td>\n",
+ " <td>0.317</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89</th>\n",
" <td>0.845080</td>\n",
" <td>0.190863</td>\n",
" <td>0.154920</td>\n",
- " <td>0.643</td>\n",
+ " <td>0.671</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>0.838532</td>\n",
" <td>0.167778</td>\n",
" <td>0.161468</td>\n",
- " <td>0.224</td>\n",
+ " <td>0.226</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>46</th>\n",
- " <td>77SPrxY5gn6VPrKPGrfLnM</td>\n",
+ " <th>19</th>\n",
+ " <td>6dsq7Nt5mIFzvm5kIYNORy</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>15 Step</td>\n",
+ " <td>0.836356</td>\n",
+ " <td>0.160928</td>\n",
+ " <td>0.163644</td>\n",
+ " <td>0.847</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\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",
+ "19 6dsq7Nt5mIFzvm5kIYNORy Radiohead 15 Step 0.836356 0.160928 \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 "
+ "101 0.116709 0.420 \n",
+ "49 0.135079 0.570 \n",
+ "97 0.144018 0.298 \n",
+ "34 0.145180 0.223 \n",
+ "83 0.145756 0.311 \n",
+ "103 0.150270 0.276 \n",
+ "75 0.153871 0.317 \n",
+ "89 0.154920 0.671 \n",
+ "24 0.161468 0.226 \n",
+ "19 0.163644 0.847 "
]
},
- "execution_count": 24,
+ "execution_count": 273,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 274,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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CIodGUanE269h5iWVHoEAbl3/ZEulN+dEo6EXNjlGbA3eoltpcBlzzOOwgmAe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\ngg==\n",
+ "image/png": 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VasGOHcrnWcThHBa7n1TEoT3X919vkCTtyr9vmDyzgpYhzMVZwOHA34919gW5CbhMCPEY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\nCgWLxWKxdLFCwWKxWCxd/n9DHWO5p2/72wAAAABJRU5ErkJggg==\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fa7b847a588>"
+ "<matplotlib.figure.Figure at 0x7fb7547f0748>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 275,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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2MTZf9l137mL1vZut7nAfjlU+osxNsQvc7GKHikfTAythDJwaELiWOAjJc8ZY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\nCQWHw+Fw5HBCweFwOBw5/n/eX2ZI2EXIegAAAABJRU5ErkJggg==\n",
+ "image/png": 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NYXk6HClqt1O1sIqKWLls/DYSepxQ3vmPE9K34Xwwt/sn26ore1WuClodCnW1Dm1wMYmE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\nYII=\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fa7b8374550>"
+ "<matplotlib.figure.Figure at 0x7fb75476a9b0>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": 276,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x7fa7b81b1ba8>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7fb7549f54e0>"
]
},
- "execution_count": 28,
+ "execution_count": 276,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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+ "image/png": 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kTp9/Dbg1M58FyMynh1zjoNXpcwKvrB6/CvjPIdbXiMy8H3hmlV2uBv4qOx4AzomIyUE9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\nl6RC/D8Lq5CJ+Zo11gAAAABJRU5ErkJggg==\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fa7b8187438>"
+ "<matplotlib.figure.Figure at 0x7fb754777da0>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 30,
+ "execution_count": 277,
"metadata": {},
"outputs": [
{
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>584</th>\n",
- " <td>61IKhUU0ZJ9Ba4GpjlDPju</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>5.285310</td>\n",
- " <td>10.523385</td>\n",
- " <td>Everybody Needs Somebody To Love - Live In Ire...</td>\n",
- " <td>0.861867</td>\n",
- " <td>0.3610</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>360</th>\n",
+ " <th>320</th>\n",
" <td>7DgRvvPcJlxks2lNpudsuT</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>1.989127</td>\n",
+ " <td>1.970165</td>\n",
" <td>2.886214</td>\n",
" <td>Petrol Blues</td>\n",
- " <td>0.877526</td>\n",
- " <td>0.4320</td>\n",
+ " <td>0.871627</td>\n",
+ " <td>0.4470</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>282</th>\n",
+ " <th>246</th>\n",
" <td>66cuLvkHsW7dNkfNk6gQP9</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.505262</td>\n",
+ " <td>1.501762</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",
+ " <td>0.3700</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>354</th>\n",
+ " <th>314</th>\n",
" <td>624njB7Ny3mlA46QokEin9</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>1.494305</td>\n",
+ " <td>1.498709</td>\n",
" <td>1.966968</td>\n",
" <td>No Spare Parts</td>\n",
- " <td>0.854950</td>\n",
- " <td>0.5480</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>526</th>\n",
- " <td>6KfP8KsoS4I7aSpOvG0ZxE</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>1.493590</td>\n",
- " <td>2.348402</td>\n",
- " <td>Twenty Flight Rock - Live - 2009 Re-Mastered D...</td>\n",
- " <td>0.780128</td>\n",
- " <td>0.6250</td>\n",
+ " <td>0.855560</td>\n",
+ " <td>0.5410</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>231</th>\n",
+ " <th>195</th>\n",
" <td>2Iccm3cKBQHWt5yk0yX9nh</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.479822</td>\n",
+ " <td>1.486236</td>\n",
" <td>2.192747</td>\n",
" <td>Please Please Me - Remastered 2009</td>\n",
- " <td>0.835533</td>\n",
- " <td>0.7080</td>\n",
+ " <td>0.838924</td>\n",
+ " <td>0.7060</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>8</th>\n",
- " <td>0GRplBEB2FWCKutwMmS6nY</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.475037</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",
+ " <th>476</th>\n",
+ " <td>0VpHQIzxruwK61HgIkN4bs</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.458336</td>\n",
+ " <td>1.763389</td>\n",
+ " <td>Everybody Needs Somebody To Love - Top Gear / ...</td>\n",
+ " <td>0.861867</td>\n",
+ " <td>0.4650</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>505</th>\n",
- " <td>6ncZ7LP1NY4IOp2zQLPOPX</td>\n",
+ " <th>458</th>\n",
+ " <td>4OXnLDjN5SClCcqTqPVMBy</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>1.415919</td>\n",
- " <td>1.704903</td>\n",
- " <td>Fight - Remastered 2009</td>\n",
- " <td>0.841745</td>\n",
- " <td>0.4450</td>\n",
+ " <td>1.418133</td>\n",
+ " <td>2.156830</td>\n",
+ " <td>Cops And Robbers - Blues In Rhythm / 1964</td>\n",
+ " <td>0.707440</td>\n",
+ " <td>0.3970</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>466</th>\n",
- " <td>6j3En9AD8FEAQQhhtkKBR9</td>\n",
+ " <th>454</th>\n",
+ " <td>2OtFl6ryjvaH3dGiTUUeh9</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>0.1290</td>\n",
+ " <td>1.412219</td>\n",
+ " <td>1.992080</td>\n",
+ " <td>Come On - Saturday Club / 1963</td>\n",
+ " <td>0.882142</td>\n",
+ " <td>0.8150</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>255</th>\n",
+ " <th>497</th>\n",
+ " <td>1CEZV1nYaEeqhWz73HKF3g</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.406982</td>\n",
+ " <td>1.541667</td>\n",
+ " <td>Intro - Live</td>\n",
+ " <td>0.724038</td>\n",
+ " <td>0.0263</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>219</th>\n",
" <td>5SdmtFbNOD7Qej6jFCHkOM</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.398920</td>\n",
+ " <td>1.397920</td>\n",
" <td>1.411166</td>\n",
" <td>Faust Arp</td>\n",
" <td>0.838532</td>\n",
- " <td>0.2240</td>\n",
+ " <td>0.2260</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>495</th>\n",
- " <td>5KOVxb4tOeZsqf4e8zWxb7</td>\n",
+ " <th>378</th>\n",
+ " <td>6ncZ7LP1NY4IOp2zQLPOPX</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>1.398919</td>\n",
+ " <td>1.366616</td>\n",
" <td>1.704903</td>\n",
- " <td>Fight</td>\n",
- " <td>0.841745</td>\n",
- " <td>0.4790</td>\n",
+ " <td>Fight - Remastered</td>\n",
+ " <td>0.807878</td>\n",
+ " <td>0.4520</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>92</th>\n",
+ " <th>580</th>\n",
+ " <td>1mnDusx7zn2yzmr42hUksE</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.359143</td>\n",
+ " <td>1.496926</td>\n",
+ " <td>Rip This Joint - Live</td>\n",
+ " <td>0.767858</td>\n",
+ " <td>0.1990</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>56</th>\n",
" <td>3VgxeWOGdUYvtX1j8C9VyV</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.393697</td>\n",
+ " <td>1.350197</td>\n",
" <td>1.708599</td>\n",
- " <td>I'm So Tired - Remastered 2009</td>\n",
+ " <td>I'm So Tired - Remastered</td>\n",
" <td>0.892489</td>\n",
- " <td>0.6300</td>\n",
+ " <td>0.7170</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>593</th>\n",
- " <td>31KuT5lcyp6NlDBjp3EVTp</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>1.337550</td>\n",
- " <td>1.571730</td>\n",
- " <td>The Last Time - Live In Ireland / 1965</td>\n",
- " <td>0.839551</td>\n",
- " <td>0.4840</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>404</th>\n",
- " <td>55XOZpymv9A70smv1fL5zr</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>1.332593</td>\n",
- " <td>1.162859</td>\n",
- " <td>Rocks Off - Live Licks Tour - 2009 Re-Mastered...</td>\n",
- " <td>0.857748</td>\n",
- " <td>0.1900</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>369</th>\n",
- " <td>3jhHx1k3hweq3lunTHp79w</td>\n",
+ " <th>541</th>\n",
+ " <td>20AK6SpqAq9naDPylmJOzT</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>1.283822</td>\n",
- " <td>1.635406</td>\n",
- " <td>She Was Hot - Live At The Beacon Theatre, New ...</td>\n",
- " <td>0.782287</td>\n",
- " <td>0.4940</td>\n",
+ " <td>1.273183</td>\n",
+ " <td>1.606426</td>\n",
+ " <td>Rip This Joint - Live</td>\n",
+ " <td>0.767858</td>\n",
+ " <td>0.4550</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>111</th>\n",
+ " <th>75</th>\n",
" <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.270327</td>\n",
+ " <td>1.266826</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>Revolution 9 - Remastered</td>\n",
+ " <td>0.872056</td>\n",
+ " <td>0.1010</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>77</th>\n",
+ " <th>41</th>\n",
" <td>5H9q6ctIlamkqukdTrNt3k</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.261539</td>\n",
+ " <td>1.245539</td>\n",
" <td>2.616693</td>\n",
- " <td>Her Majesty - Remastered 2009</td>\n",
+ " <td>Her Majesty - Remastered</td>\n",
" <td>0.556608</td>\n",
- " <td>0.4900</td>\n",
+ " <td>0.5220</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>314</th>\n",
+ " <th>278</th>\n",
" <td>3aDUSpF3LexOr1lFKvPV2h</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.239768</td>\n",
+ " <td>1.241768</td>\n",
" <td>1.100731</td>\n",
" <td>The Bends</td>\n",
" <td>0.854244</td>\n",
- " <td>0.3150</td>\n",
+ " <td>0.3110</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>413</th>\n",
- " <td>07HQyzxsGis1aZrKgXvVcV</td>\n",
- " <td>Solomon Burke</td>\n",
- " <td>1.238045</td>\n",
- " <td>0.958644</td>\n",
- " <td>Everybody Needs Somebody To Love - Live Licks ...</td>\n",
- " <td>0.861867</td>\n",
- " <td>0.2120</td>\n",
+ " <th>609</th>\n",
+ " <td>42uZOBjvKNv4QKnBmjOwb0</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.237099</td>\n",
+ " <td>1.234363</td>\n",
+ " <td>Getting Better - Take 1 / Instrumental And Spe...</td>\n",
+ " <td>0.807478</td>\n",
+ " <td>0.3300</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>27</th>\n",
- " <td>0mNQUZEATk2uItMUtiLWK5</td>\n",
+ " <th>128</th>\n",
+ " <td>5ou2BiQ9FxIYkxsYvYHpAT</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.209378</td>\n",
+ " <td>1.648037</td>\n",
+ " <td>Help! - Remastered</td>\n",
+ " <td>0.823915</td>\n",
+ " <td>0.7630</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>599</th>\n",
+ " <td>55kc3bnwWdGFCqthgjqR9l</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.213645</td>\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>1.205065</td>\n",
+ " <td>1.112515</td>\n",
+ " <td>She's Leaving Home - Remix</td>\n",
+ " <td>0.764553</td>\n",
+ " <td>0.2050</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>79</th>\n",
+ " <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.203310</td>\n",
+ " <td>0.799772</td>\n",
+ " <td>Blue Jay Way - Remastered 2009</td>\n",
+ " <td>0.802557</td>\n",
+ " <td>0.0378</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
],
"text/plain": [
" _id artist_name gloom lyrical_density \\\n",
- "584 61IKhUU0ZJ9Ba4GpjlDPju The Rolling Stones 5.285310 10.523385 \n",
- "360 7DgRvvPcJlxks2lNpudsuT The Rolling Stones 1.989127 2.886214 \n",
- "282 66cuLvkHsW7dNkfNk6gQP9 Radiohead 1.505262 1.991725 \n",
- "354 624njB7Ny3mlA46QokEin9 The Rolling Stones 1.494305 1.966968 \n",
- "526 6KfP8KsoS4I7aSpOvG0ZxE The Rolling Stones 1.493590 2.348402 \n",
- "231 2Iccm3cKBQHWt5yk0yX9nh The Beatles 1.479822 2.192747 \n",
- "8 0GRplBEB2FWCKutwMmS6nY The Beatles 1.475037 1.853118 \n",
- "505 6ncZ7LP1NY4IOp2zQLPOPX The Rolling Stones 1.415919 1.704903 \n",
- "466 6j3En9AD8FEAQQhhtkKBR9 The Rolling Stones 1.405004 3.749956 \n",
- "255 5SdmtFbNOD7Qej6jFCHkOM Radiohead 1.398920 1.411166 \n",
- "495 5KOVxb4tOeZsqf4e8zWxb7 The Rolling Stones 1.398919 1.704903 \n",
- "92 3VgxeWOGdUYvtX1j8C9VyV The Beatles 1.393697 1.708599 \n",
- "593 31KuT5lcyp6NlDBjp3EVTp The Rolling Stones 1.337550 1.571730 \n",
- "404 55XOZpymv9A70smv1fL5zr The Rolling Stones 1.332593 1.162859 \n",
- "369 3jhHx1k3hweq3lunTHp79w The Rolling Stones 1.283822 1.635406 \n",
- "111 6ZrPbHp9kRmQj1tGLvna8U The Beatles 1.270327 0.874479 \n",
- "77 5H9q6ctIlamkqukdTrNt3k The Beatles 1.261539 2.616693 \n",
- "314 3aDUSpF3LexOr1lFKvPV2h Radiohead 1.239768 1.100731 \n",
- "413 07HQyzxsGis1aZrKgXvVcV Solomon Burke 1.238045 0.958644 \n",
- "27 0mNQUZEATk2uItMUtiLWK5 The Beatles 1.213645 1.615224 \n",
+ "320 7DgRvvPcJlxks2lNpudsuT The Rolling Stones 1.970165 2.886214 \n",
+ "246 66cuLvkHsW7dNkfNk6gQP9 Radiohead 1.501762 1.991725 \n",
+ "314 624njB7Ny3mlA46QokEin9 The Rolling Stones 1.498709 1.966968 \n",
+ "195 2Iccm3cKBQHWt5yk0yX9nh The Beatles 1.486236 2.192747 \n",
+ "476 0VpHQIzxruwK61HgIkN4bs The Rolling Stones 1.458336 1.763389 \n",
+ "458 4OXnLDjN5SClCcqTqPVMBy The Rolling Stones 1.418133 2.156830 \n",
+ "454 2OtFl6ryjvaH3dGiTUUeh9 The Rolling Stones 1.412219 1.992080 \n",
+ "497 1CEZV1nYaEeqhWz73HKF3g The Rolling Stones 1.406982 1.541667 \n",
+ "219 5SdmtFbNOD7Qej6jFCHkOM Radiohead 1.397920 1.411166 \n",
+ "378 6ncZ7LP1NY4IOp2zQLPOPX The Rolling Stones 1.366616 1.704903 \n",
+ "580 1mnDusx7zn2yzmr42hUksE The Rolling Stones 1.359143 1.496926 \n",
+ "56 3VgxeWOGdUYvtX1j8C9VyV The Beatles 1.350197 1.708599 \n",
+ "541 20AK6SpqAq9naDPylmJOzT The Rolling Stones 1.273183 1.606426 \n",
+ "75 6ZrPbHp9kRmQj1tGLvna8U The Beatles 1.266826 0.874479 \n",
+ "41 5H9q6ctIlamkqukdTrNt3k The Beatles 1.245539 2.616693 \n",
+ "278 3aDUSpF3LexOr1lFKvPV2h Radiohead 1.241768 1.100731 \n",
+ "609 42uZOBjvKNv4QKnBmjOwb0 The Beatles 1.237099 1.234363 \n",
+ "128 5ou2BiQ9FxIYkxsYvYHpAT The Beatles 1.209378 1.648037 \n",
+ "599 55kc3bnwWdGFCqthgjqR9l The Beatles 1.205065 1.112515 \n",
+ "79 0ttMfoND7IQqFSMVOPkELC The Beatles 1.203310 0.799772 \n",
"\n",
" name neg valence \n",
- "584 Everybody Needs Somebody To Love - Live In Ire... 0.861867 0.3610 \n",
- "360 Petrol Blues 0.877526 0.4320 \n",
- "282 A Wolf At the Door 0.793363 0.3630 \n",
- "354 No Spare Parts 0.854950 0.5480 \n",
- "526 Twenty Flight Rock - Live - 2009 Re-Mastered D... 0.780128 0.6250 \n",
- "231 Please Please Me - Remastered 2009 0.835533 0.7080 \n",
- "8 Ticket To Ride - Live / Remastered 0.825439 0.4050 \n",
- "505 Fight - Remastered 2009 0.841745 0.4450 \n",
- "466 Continental Drift - Live - 2009 Re-Mastered Di... 0.408216 0.1290 \n",
- "255 Faust Arp 0.838532 0.2240 \n",
- "495 Fight 0.841745 0.4790 \n",
- "92 I'm So Tired - Remastered 2009 0.892489 0.6300 \n",
- "593 The Last Time - Live In Ireland / 1965 0.839551 0.4840 \n",
- "404 Rocks Off - Live Licks Tour - 2009 Re-Mastered... 0.857748 0.1900 \n",
- "369 She Was Hot - Live At The Beacon Theatre, New ... 0.782287 0.4940 \n",
- "111 Revolution 9 - Remastered 2009 0.873285 0.0963 \n",
- "77 Her Majesty - Remastered 2009 0.556608 0.4900 \n",
- "314 The Bends 0.854244 0.3150 \n",
- "413 Everybody Needs Somebody To Love - Live Licks ... 0.861867 0.2120 \n",
- "27 A Hard Day's Night - Remastered 2015 0.833309 0.7520 "
+ "320 Petrol Blues 0.871627 0.4470 \n",
+ "246 A Wolf At the Door 0.793363 0.3700 \n",
+ "314 No Spare Parts 0.855560 0.5410 \n",
+ "195 Please Please Me - Remastered 2009 0.838924 0.7060 \n",
+ "476 Everybody Needs Somebody To Love - Top Gear / ... 0.861867 0.4650 \n",
+ "458 Cops And Robbers - Blues In Rhythm / 1964 0.707440 0.3970 \n",
+ "454 Come On - Saturday Club / 1963 0.882142 0.8150 \n",
+ "497 Intro - Live 0.724038 0.0263 \n",
+ "219 Faust Arp 0.838532 0.2260 \n",
+ "378 Fight - Remastered 0.807878 0.4520 \n",
+ "580 Rip This Joint - Live 0.767858 0.1990 \n",
+ "56 I'm So Tired - Remastered 0.892489 0.7170 \n",
+ "541 Rip This Joint - Live 0.767858 0.4550 \n",
+ "75 Revolution 9 - Remastered 0.872056 0.1010 \n",
+ "41 Her Majesty - Remastered 0.556608 0.5220 \n",
+ "278 The Bends 0.854244 0.3110 \n",
+ "609 Getting Better - Take 1 / Instrumental And Spe... 0.807478 0.3300 \n",
+ "128 Help! - Remastered 0.823915 0.7630 \n",
+ "599 She's Leaving Home - Remix 0.764553 0.2050 \n",
+ "79 Blue Jay Way - Remastered 2009 0.802557 0.0378 "
]
},
- "execution_count": 30,
+ "execution_count": 277,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 31,
+ "execution_count": 278,
"metadata": {},
"outputs": [
{
" <th>51</th>\n",
" <td>66cuLvkHsW7dNkfNk6gQP9</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.505262</td>\n",
+ " <td>1.501762</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",
+ " <td>0.3700</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>5SdmtFbNOD7Qej6jFCHkOM</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.398920</td>\n",
+ " <td>1.397920</td>\n",
" <td>1.411166</td>\n",
" <td>Faust Arp</td>\n",
" <td>0.838532</td>\n",
- " <td>0.2240</td>\n",
+ " <td>0.2260</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83</th>\n",
" <td>3aDUSpF3LexOr1lFKvPV2h</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.239768</td>\n",
+ " <td>1.241768</td>\n",
" <td>1.100731</td>\n",
" <td>The Bends</td>\n",
" <td>0.854244</td>\n",
- " <td>0.3150</td>\n",
+ " <td>0.3110</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>0eZN5WsQfmNFICHuw59Zfz</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.150902</td>\n",
+ " <td>1.151552</td>\n",
" <td>0.705463</td>\n",
" <td>Glass Eyes</td>\n",
" <td>0.800195</td>\n",
- " <td>0.0629</td>\n",
+ " <td>0.0616</td>\n",
" </tr>\n",
" <tr>\n",
" <th>98</th>\n",
" <td>3ovbSnT5NNhl1gzMcw1NRZ</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.142115</td>\n",
+ " <td>1.141115</td>\n",
" <td>1.151468</td>\n",
" <td>Thinking About You</td>\n",
" <td>0.791660</td>\n",
- " <td>0.4190</td>\n",
+ " <td>0.4210</td>\n",
" </tr>\n",
" <tr>\n",
" <th>85</th>\n",
" <td>045sp2JToyTaaKyXkGejPy</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.090813</td>\n",
+ " <td>1.087313</td>\n",
" <td>0.581341</td>\n",
" <td>Fake Plastic Trees</td>\n",
" <td>0.827542</td>\n",
- " <td>0.1270</td>\n",
+ " <td>0.1340</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84</th>\n",
" <td>5jafMI8FLibnjkYTZ33m0c</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.082242</td>\n",
+ " <td>1.086242</td>\n",
" <td>0.858319</td>\n",
" <td>High And Dry</td>\n",
" <td>0.820356</td>\n",
- " <td>0.3600</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>102</th>\n",
- " <td>4D6ZExVvYLZxhcAvifX5px</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>0.3520</td>\n",
" </tr>\n",
" <tr>\n",
" <th>88</th>\n",
" <td>4SE81CrzH0qPA8KHqM9Syz</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.064914</td>\n",
+ " <td>1.071914</td>\n",
" <td>0.856048</td>\n",
" <td>Just</td>\n",
" <td>0.809154</td>\n",
- " <td>0.3720</td>\n",
+ " <td>0.3580</td>\n",
" </tr>\n",
" <tr>\n",
" <th>74</th>\n",
" <td>4aOAzvRdOsZSwZIgwcdeL0</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.063868</td>\n",
+ " <td>1.056868</td>\n",
" <td>0.524102</td>\n",
" <td>Let Down</td>\n",
" <td>0.825887</td>\n",
- " <td>0.1310</td>\n",
+ " <td>0.1450</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>102</th>\n",
+ " <td>4D6ZExVvYLZxhcAvifX5px</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>1.053547</td>\n",
+ " <td>0.749795</td>\n",
+ " <td>Prove Yourself</td>\n",
+ " <td>0.815006</td>\n",
+ " <td>0.3190</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
],
"text/plain": [
" _id artist_name gloom lyrical_density \\\n",
- "51 66cuLvkHsW7dNkfNk6gQP9 Radiohead 1.505262 1.991725 \n",
- "24 5SdmtFbNOD7Qej6jFCHkOM Radiohead 1.398920 1.411166 \n",
- "83 3aDUSpF3LexOr1lFKvPV2h Radiohead 1.239768 1.100731 \n",
- "13 0eZN5WsQfmNFICHuw59Zfz Radiohead 1.150902 0.705463 \n",
- "98 3ovbSnT5NNhl1gzMcw1NRZ Radiohead 1.142115 1.151468 \n",
- "85 045sp2JToyTaaKyXkGejPy Radiohead 1.090813 0.581341 \n",
- "84 5jafMI8FLibnjkYTZ33m0c Radiohead 1.082242 0.858319 \n",
- "102 4D6ZExVvYLZxhcAvifX5px Radiohead 1.074047 0.749795 \n",
- "88 4SE81CrzH0qPA8KHqM9Syz Radiohead 1.064914 0.856048 \n",
- "74 4aOAzvRdOsZSwZIgwcdeL0 Radiohead 1.063868 0.524102 \n",
+ "51 66cuLvkHsW7dNkfNk6gQP9 Radiohead 1.501762 1.991725 \n",
+ "24 5SdmtFbNOD7Qej6jFCHkOM Radiohead 1.397920 1.411166 \n",
+ "83 3aDUSpF3LexOr1lFKvPV2h Radiohead 1.241768 1.100731 \n",
+ "13 0eZN5WsQfmNFICHuw59Zfz Radiohead 1.151552 0.705463 \n",
+ "98 3ovbSnT5NNhl1gzMcw1NRZ Radiohead 1.141115 1.151468 \n",
+ "85 045sp2JToyTaaKyXkGejPy Radiohead 1.087313 0.581341 \n",
+ "84 5jafMI8FLibnjkYTZ33m0c Radiohead 1.086242 0.858319 \n",
+ "88 4SE81CrzH0qPA8KHqM9Syz Radiohead 1.071914 0.856048 \n",
+ "74 4aOAzvRdOsZSwZIgwcdeL0 Radiohead 1.056868 0.524102 \n",
+ "102 4D6ZExVvYLZxhcAvifX5px Radiohead 1.053547 0.749795 \n",
"\n",
" name neg valence \n",
- "51 A Wolf At the Door 0.793363 0.3630 \n",
- "24 Faust Arp 0.838532 0.2240 \n",
- "83 The Bends 0.854244 0.3150 \n",
- "13 Glass Eyes 0.800195 0.0629 \n",
- "98 Thinking About You 0.791660 0.4190 \n",
- "85 Fake Plastic Trees 0.827542 0.1270 \n",
- "84 High And Dry 0.820356 0.3600 \n",
- "102 Prove Yourself 0.815006 0.2780 \n",
- "88 Just 0.809154 0.3720 \n",
- "74 Let Down 0.825887 0.1310 "
+ "51 A Wolf At the Door 0.793363 0.3700 \n",
+ "24 Faust Arp 0.838532 0.2260 \n",
+ "83 The Bends 0.854244 0.3110 \n",
+ "13 Glass Eyes 0.800195 0.0616 \n",
+ "98 Thinking About You 0.791660 0.4210 \n",
+ "85 Fake Plastic Trees 0.827542 0.1340 \n",
+ "84 High And Dry 0.820356 0.3520 \n",
+ "88 Just 0.809154 0.3580 \n",
+ "74 Let Down 0.825887 0.1450 \n",
+ "102 Prove Yourself 0.815006 0.3190 "
]
},
- "execution_count": 31,
+ "execution_count": 278,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 32,
+ "execution_count": 279,
"metadata": {},
"outputs": [
{
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>219</th>\n",
+ " <th>186</th>\n",
" <td>2Iccm3cKBQHWt5yk0yX9nh</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.479822</td>\n",
+ " <td>1.486236</td>\n",
" <td>2.192747</td>\n",
" <td>Please Please Me - Remastered 2009</td>\n",
- " <td>0.835533</td>\n",
- " <td>0.7080</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4</th>\n",
- " <td>0GRplBEB2FWCKutwMmS6nY</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.475037</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",
+ " <td>0.838924</td>\n",
+ " <td>0.7060</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>87</th>\n",
+ " <th>54</th>\n",
" <td>3VgxeWOGdUYvtX1j8C9VyV</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.393697</td>\n",
+ " <td>1.350197</td>\n",
" <td>1.708599</td>\n",
- " <td>I'm So Tired - Remastered 2009</td>\n",
+ " <td>I'm So Tired - Remastered</td>\n",
" <td>0.892489</td>\n",
- " <td>0.6300</td>\n",
+ " <td>0.7170</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>106</th>\n",
+ " <th>73</th>\n",
" <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.270327</td>\n",
+ " <td>1.266826</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>Revolution 9 - Remastered</td>\n",
+ " <td>0.872056</td>\n",
+ " <td>0.1010</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>72</th>\n",
+ " <th>39</th>\n",
" <td>5H9q6ctIlamkqukdTrNt3k</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.261539</td>\n",
+ " <td>1.245539</td>\n",
" <td>2.616693</td>\n",
- " <td>Her Majesty - Remastered 2009</td>\n",
+ " <td>Her Majesty - Remastered</td>\n",
" <td>0.556608</td>\n",
- " <td>0.4900</td>\n",
+ " <td>0.5220</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>23</th>\n",
- " <td>0mNQUZEATk2uItMUtiLWK5</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.213645</td>\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",
- " </tr>\n",
- " <tr>\n",
- " <th>110</th>\n",
- " <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
+ " <th>219</th>\n",
+ " <td>42uZOBjvKNv4QKnBmjOwb0</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",
+ " <td>1.237099</td>\n",
+ " <td>1.234363</td>\n",
+ " <td>Getting Better - Take 1 / Instrumental And Spe...</td>\n",
+ " <td>0.807478</td>\n",
+ " <td>0.3300</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>159</th>\n",
+ " <th>126</th>\n",
" <td>5ou2BiQ9FxIYkxsYvYHpAT</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.210378</td>\n",
+ " <td>1.209378</td>\n",
" <td>1.648037</td>\n",
- " <td>Help! - Remastered 2009</td>\n",
+ " <td>Help! - Remastered</td>\n",
" <td>0.823915</td>\n",
- " <td>0.7610</td>\n",
+ " <td>0.7630</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>10</th>\n",
- " <td>1alcPfZWUHh01l4Fnoo5Jt</td>\n",
+ " <th>209</th>\n",
+ " <td>55kc3bnwWdGFCqthgjqR9l</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>0.5150</td>\n",
+ " <td>1.205065</td>\n",
+ " <td>1.112515</td>\n",
+ " <td>She's Leaving Home - Remix</td>\n",
+ " <td>0.764553</td>\n",
+ " <td>0.2050</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>27</th>\n",
- " <td>1dfuJYDSIc41cw5RPsaCF1</td>\n",
+ " <th>77</th>\n",
+ " <td>0ttMfoND7IQqFSMVOPkELC</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>0.8100</td>\n",
+ " <td>1.203310</td>\n",
+ " <td>0.799772</td>\n",
+ " <td>Blue Jay Way - Remastered 2009</td>\n",
+ " <td>0.802557</td>\n",
+ " <td>0.0378</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>138</th>\n",
+ " <td>1e0hllQ23AG0QGFgezgLOq</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.195785</td>\n",
+ " <td>1.002650</td>\n",
+ " <td>Yesterday - Remastered</td>\n",
+ " <td>0.852156</td>\n",
+ " <td>0.3150</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>153</th>\n",
+ " <td>69d54YOS8TOQiUYjX57XeA</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.183494</td>\n",
+ " <td>1.601816</td>\n",
+ " <td>A Hard Day's Night - Remastered</td>\n",
+ " <td>0.831722</td>\n",
+ " <td>0.7970</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
],
"text/plain": [
" _id artist_name gloom lyrical_density \\\n",
- "219 2Iccm3cKBQHWt5yk0yX9nh The Beatles 1.479822 2.192747 \n",
- "4 0GRplBEB2FWCKutwMmS6nY The Beatles 1.475037 1.853118 \n",
- "87 3VgxeWOGdUYvtX1j8C9VyV The Beatles 1.393697 1.708599 \n",
- "106 6ZrPbHp9kRmQj1tGLvna8U The Beatles 1.270327 0.874479 \n",
- "72 5H9q6ctIlamkqukdTrNt3k The Beatles 1.261539 2.616693 \n",
- "23 0mNQUZEATk2uItMUtiLWK5 The Beatles 1.213645 1.615224 \n",
- "110 0ttMfoND7IQqFSMVOPkELC The Beatles 1.212148 0.799772 \n",
- "159 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",
+ "186 2Iccm3cKBQHWt5yk0yX9nh The Beatles 1.486236 2.192747 \n",
+ "54 3VgxeWOGdUYvtX1j8C9VyV The Beatles 1.350197 1.708599 \n",
+ "73 6ZrPbHp9kRmQj1tGLvna8U The Beatles 1.266826 0.874479 \n",
+ "39 5H9q6ctIlamkqukdTrNt3k The Beatles 1.245539 2.616693 \n",
+ "219 42uZOBjvKNv4QKnBmjOwb0 The Beatles 1.237099 1.234363 \n",
+ "126 5ou2BiQ9FxIYkxsYvYHpAT The Beatles 1.209378 1.648037 \n",
+ "209 55kc3bnwWdGFCqthgjqR9l The Beatles 1.205065 1.112515 \n",
+ "77 0ttMfoND7IQqFSMVOPkELC The Beatles 1.203310 0.799772 \n",
+ "138 1e0hllQ23AG0QGFgezgLOq The Beatles 1.195785 1.002650 \n",
+ "153 69d54YOS8TOQiUYjX57XeA The Beatles 1.183494 1.601816 \n",
"\n",
- " name neg valence \n",
- "219 Please Please Me - Remastered 2009 0.835533 0.7080 \n",
- "4 Ticket To Ride - Live / Remastered 0.825439 0.4050 \n",
- "87 I'm So Tired - Remastered 2009 0.892489 0.6300 \n",
- "106 Revolution 9 - Remastered 2009 0.873285 0.0963 \n",
- "72 Her Majesty - Remastered 2009 0.556608 0.4900 \n",
- "23 A Hard Day's Night - Remastered 2015 0.833309 0.7520 \n",
- "110 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n",
- "159 Help! - Remastered 2009 0.823915 0.7610 \n",
- "10 Help! - Live / Remastered 0.823915 0.5150 \n",
- "27 Help! - Remastered 2015 0.823915 0.8100 "
+ " name neg valence \n",
+ "186 Please Please Me - Remastered 2009 0.838924 0.7060 \n",
+ "54 I'm So Tired - Remastered 0.892489 0.7170 \n",
+ "73 Revolution 9 - Remastered 0.872056 0.1010 \n",
+ "39 Her Majesty - Remastered 0.556608 0.5220 \n",
+ "219 Getting Better - Take 1 / Instrumental And Spe... 0.807478 0.3300 \n",
+ "126 Help! - Remastered 0.823915 0.7630 \n",
+ "209 She's Leaving Home - Remix 0.764553 0.2050 \n",
+ "77 Blue Jay Way - Remastered 2009 0.802557 0.0378 \n",
+ "138 Yesterday - Remastered 0.852156 0.3150 \n",
+ "153 A Hard Day's Night - Remastered 0.831722 0.7970 "
]
},
- "execution_count": 32,
+ "execution_count": 279,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 33,
+ "execution_count": 280,
"metadata": {},
"outputs": [
{
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>239</th>\n",
- " <td>61IKhUU0ZJ9Ba4GpjlDPju</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>5.285310</td>\n",
- " <td>10.523385</td>\n",
- " <td>Everybody Needs Somebody To Love - Live In Ire...</td>\n",
- " <td>0.861867</td>\n",
- " <td>0.361</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>26</th>\n",
+ " <th>20</th>\n",
" <td>7DgRvvPcJlxks2lNpudsuT</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>1.989127</td>\n",
+ " <td>1.970165</td>\n",
" <td>2.886214</td>\n",
" <td>Petrol Blues</td>\n",
- " <td>0.877526</td>\n",
- " <td>0.432</td>\n",
+ " <td>0.871627</td>\n",
+ " <td>0.4470</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>20</th>\n",
+ " <th>14</th>\n",
" <td>624njB7Ny3mlA46QokEin9</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>1.494305</td>\n",
+ " <td>1.498709</td>\n",
" <td>1.966968</td>\n",
" <td>No Spare Parts</td>\n",
- " <td>0.854950</td>\n",
- " <td>0.548</td>\n",
+ " <td>0.855560</td>\n",
+ " <td>0.5410</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>187</th>\n",
- " <td>6KfP8KsoS4I7aSpOvG0ZxE</td>\n",
+ " <th>158</th>\n",
+ " <td>0VpHQIzxruwK61HgIkN4bs</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>1.493590</td>\n",
- " <td>2.348402</td>\n",
- " <td>Twenty Flight Rock - Live - 2009 Re-Mastered D...</td>\n",
- " <td>0.780128</td>\n",
- " <td>0.625</td>\n",
+ " <td>1.458336</td>\n",
+ " <td>1.763389</td>\n",
+ " <td>Everybody Needs Somebody To Love - Top Gear / ...</td>\n",
+ " <td>0.861867</td>\n",
+ " <td>0.4650</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>166</th>\n",
- " <td>6ncZ7LP1NY4IOp2zQLPOPX</td>\n",
+ " <th>140</th>\n",
+ " <td>4OXnLDjN5SClCcqTqPVMBy</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>1.415919</td>\n",
- " <td>1.704903</td>\n",
- " <td>Fight - Remastered 2009</td>\n",
- " <td>0.841745</td>\n",
- " <td>0.445</td>\n",
+ " <td>1.418133</td>\n",
+ " <td>2.156830</td>\n",
+ " <td>Cops And Robbers - Blues In Rhythm / 1964</td>\n",
+ " <td>0.707440</td>\n",
+ " <td>0.3970</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>127</th>\n",
- " <td>6j3En9AD8FEAQQhhtkKBR9</td>\n",
+ " <th>136</th>\n",
+ " <td>2OtFl6ryjvaH3dGiTUUeh9</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",
+ " <td>1.412219</td>\n",
+ " <td>1.992080</td>\n",
+ " <td>Come On - Saturday Club / 1963</td>\n",
+ " <td>0.882142</td>\n",
+ " <td>0.8150</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>156</th>\n",
- " <td>5KOVxb4tOeZsqf4e8zWxb7</td>\n",
+ " <th>165</th>\n",
+ " <td>1CEZV1nYaEeqhWz73HKF3g</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.406982</td>\n",
+ " <td>1.541667</td>\n",
+ " <td>Intro - Live</td>\n",
+ " <td>0.724038</td>\n",
+ " <td>0.0263</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>78</th>\n",
+ " <td>6ncZ7LP1NY4IOp2zQLPOPX</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>1.398919</td>\n",
+ " <td>1.366616</td>\n",
" <td>1.704903</td>\n",
- " <td>Fight</td>\n",
- " <td>0.841745</td>\n",
- " <td>0.479</td>\n",
+ " <td>Fight - Remastered</td>\n",
+ " <td>0.807878</td>\n",
+ " <td>0.4520</td>\n",
" </tr>\n",
" <tr>\n",
" <th>248</th>\n",
- " <td>31KuT5lcyp6NlDBjp3EVTp</td>\n",
+ " <td>1mnDusx7zn2yzmr42hUksE</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>1.337550</td>\n",
- " <td>1.571730</td>\n",
- " <td>The Last Time - Live In Ireland / 1965</td>\n",
- " <td>0.839551</td>\n",
- " <td>0.484</td>\n",
+ " <td>1.359143</td>\n",
+ " <td>1.496926</td>\n",
+ " <td>Rip This Joint - Live</td>\n",
+ " <td>0.767858</td>\n",
+ " <td>0.1990</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>67</th>\n",
- " <td>55XOZpymv9A70smv1fL5zr</td>\n",
+ " <th>209</th>\n",
+ " <td>20AK6SpqAq9naDPylmJOzT</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>1.332593</td>\n",
- " <td>1.162859</td>\n",
- " <td>Rocks Off - Live Licks Tour - 2009 Re-Mastered...</td>\n",
- " <td>0.857748</td>\n",
- " <td>0.190</td>\n",
+ " <td>1.273183</td>\n",
+ " <td>1.606426</td>\n",
+ " <td>Rip This Joint - Live</td>\n",
+ " <td>0.767858</td>\n",
+ " <td>0.4550</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>35</th>\n",
- " <td>3jhHx1k3hweq3lunTHp79w</td>\n",
+ " <th>30</th>\n",
+ " <td>4EBRAPYAcIczjUA4Z0BdhQ</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>1.283822</td>\n",
- " <td>1.635406</td>\n",
- " <td>She Was Hot - Live At The Beacon Theatre, New ...</td>\n",
- " <td>0.782287</td>\n",
- " <td>0.494</td>\n",
+ " <td>1.179917</td>\n",
+ " <td>1.199295</td>\n",
+ " <td>Oh No, Not You Again - Remastered</td>\n",
+ " <td>0.843376</td>\n",
+ " <td>0.4950</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
],
"text/plain": [
" _id artist_name gloom lyrical_density \\\n",
- "239 61IKhUU0ZJ9Ba4GpjlDPju The Rolling Stones 5.285310 10.523385 \n",
- "26 7DgRvvPcJlxks2lNpudsuT The Rolling Stones 1.989127 2.886214 \n",
- "20 624njB7Ny3mlA46QokEin9 The Rolling Stones 1.494305 1.966968 \n",
- "187 6KfP8KsoS4I7aSpOvG0ZxE The Rolling Stones 1.493590 2.348402 \n",
- "166 6ncZ7LP1NY4IOp2zQLPOPX The Rolling Stones 1.415919 1.704903 \n",
- "127 6j3En9AD8FEAQQhhtkKBR9 The Rolling Stones 1.405004 3.749956 \n",
- "156 5KOVxb4tOeZsqf4e8zWxb7 The Rolling Stones 1.398919 1.704903 \n",
- "248 31KuT5lcyp6NlDBjp3EVTp The Rolling Stones 1.337550 1.571730 \n",
- "67 55XOZpymv9A70smv1fL5zr The Rolling Stones 1.332593 1.162859 \n",
- "35 3jhHx1k3hweq3lunTHp79w The Rolling Stones 1.283822 1.635406 \n",
+ "20 7DgRvvPcJlxks2lNpudsuT The Rolling Stones 1.970165 2.886214 \n",
+ "14 624njB7Ny3mlA46QokEin9 The Rolling Stones 1.498709 1.966968 \n",
+ "158 0VpHQIzxruwK61HgIkN4bs The Rolling Stones 1.458336 1.763389 \n",
+ "140 4OXnLDjN5SClCcqTqPVMBy The Rolling Stones 1.418133 2.156830 \n",
+ "136 2OtFl6ryjvaH3dGiTUUeh9 The Rolling Stones 1.412219 1.992080 \n",
+ "165 1CEZV1nYaEeqhWz73HKF3g The Rolling Stones 1.406982 1.541667 \n",
+ "78 6ncZ7LP1NY4IOp2zQLPOPX The Rolling Stones 1.366616 1.704903 \n",
+ "248 1mnDusx7zn2yzmr42hUksE The Rolling Stones 1.359143 1.496926 \n",
+ "209 20AK6SpqAq9naDPylmJOzT The Rolling Stones 1.273183 1.606426 \n",
+ "30 4EBRAPYAcIczjUA4Z0BdhQ The Rolling Stones 1.179917 1.199295 \n",
"\n",
" name neg valence \n",
- "239 Everybody Needs Somebody To Love - Live In Ire... 0.861867 0.361 \n",
- "26 Petrol Blues 0.877526 0.432 \n",
- "20 No Spare Parts 0.854950 0.548 \n",
- "187 Twenty Flight Rock - Live - 2009 Re-Mastered D... 0.780128 0.625 \n",
- "166 Fight - Remastered 2009 0.841745 0.445 \n",
- "127 Continental Drift - Live - 2009 Re-Mastered Di... 0.408216 0.129 \n",
- "156 Fight 0.841745 0.479 \n",
- "248 The Last Time - Live In Ireland / 1965 0.839551 0.484 \n",
- "67 Rocks Off - Live Licks Tour - 2009 Re-Mastered... 0.857748 0.190 \n",
- "35 She Was Hot - Live At The Beacon Theatre, New ... 0.782287 0.494 "
+ "20 Petrol Blues 0.871627 0.4470 \n",
+ "14 No Spare Parts 0.855560 0.5410 \n",
+ "158 Everybody Needs Somebody To Love - Top Gear / ... 0.861867 0.4650 \n",
+ "140 Cops And Robbers - Blues In Rhythm / 1964 0.707440 0.3970 \n",
+ "136 Come On - Saturday Club / 1963 0.882142 0.8150 \n",
+ "165 Intro - Live 0.724038 0.0263 \n",
+ "78 Fight - Remastered 0.807878 0.4520 \n",
+ "248 Rip This Joint - Live 0.767858 0.1990 \n",
+ "209 Rip This Joint - Live 0.767858 0.4550 \n",
+ "30 Oh No, Not You Again - Remastered 0.843376 0.4950 "
]
},
- "execution_count": 33,
+ "execution_count": 280,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 34,
+ "execution_count": 281,
"metadata": {
"scrolled": true
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>249</th>\n",
- " <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
+ " <th>225</th>\n",
+ " <td>4gq2bc2770XvbJdEtfUbmw</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>0.012017</td>\n",
- " <td>0.478516</td>\n",
+ " <td>0.201546</td>\n",
+ " <td>Go Slowly</td>\n",
+ " <td>0.723774</td>\n",
+ " <td>0.0439</td>\n",
+ " <td>0.061262</td>\n",
+ " <td>0.470934</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>312</th>\n",
+ " <th>276</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>0.014830</td>\n",
- " <td>0.477834</td>\n",
+ " <td>0.0398</td>\n",
+ " <td>0.077527</td>\n",
+ " <td>0.468768</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>213</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>0.0379</td>\n",
+ " <td>0.067268</td>\n",
+ " <td>0.466591</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>275</th>\n",
+ " <th>239</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>0.017543</td>\n",
- " <td>0.477356</td>\n",
+ " <td>0.087425</td>\n",
+ " <td>0.462442</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>261</th>\n",
- " <td>4gq2bc2770XvbJdEtfUbmw</td>\n",
+ " <th>235</th>\n",
+ " <td>5olWalQH1oVza5D6xJg4oX</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>0.010370</td>\n",
- " <td>0.476153</td>\n",
+ " <td>0.216752</td>\n",
+ " <td>Sail To The Moon</td>\n",
+ " <td>0.605798</td>\n",
+ " <td>0.0540</td>\n",
+ " <td>0.066579</td>\n",
+ " <td>0.461675</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>172</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>0.0648</td>\n",
+ " <td>0.041947</td>\n",
+ " <td>0.461365</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>115</th>\n",
+ " <th>79</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>0.067726</td>\n",
- " <td>0.475937</td>\n",
+ " <td>0.802557</td>\n",
+ " <td>0.0378</td>\n",
+ " <td>0.270442</td>\n",
+ " <td>0.459513</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>271</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>0.011828</td>\n",
- " <td>0.475040</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>300</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>0.024522</td>\n",
- " <td>0.474082</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>259</th>\n",
+ " <th>223</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>0.027733</td>\n",
- " <td>0.472437</td>\n",
+ " <td>0.0466</td>\n",
+ " <td>0.124586</td>\n",
+ " <td>0.457985</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>248</th>\n",
- " <td>3cual6JOG286qZJmCxKRAT</td>\n",
+ " <th>264</th>\n",
+ " <td>0COiZ7ncho2yi4HotbzgPv</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>0.022933</td>\n",
- " <td>0.468750</td>\n",
+ " <td>0.349157</td>\n",
+ " <td>Motion Picture Soundtrack</td>\n",
+ " <td>0.576808</td>\n",
+ " <td>0.0435</td>\n",
+ " <td>0.112877</td>\n",
+ " <td>0.456821</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>208</th>\n",
- " <td>4sLGaMl33I6mcsk7u4xHAU</td>\n",
+ " <th>285</th>\n",
+ " <td>7wB2VenWR6rchtLwawreIg</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>0.005074</td>\n",
- " <td>0.467791</td>\n",
+ " <td>0.359311</td>\n",
+ " <td>Bullet Proof ... I Wish I Was</td>\n",
+ " <td>0.804636</td>\n",
+ " <td>0.0773</td>\n",
+ " <td>0.116427</td>\n",
+ " <td>0.454477</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
],
"text/plain": [
" _id artist_name lyrical_density \\\n",
- "249 01ZpFhrMMqKPVCwyqXneVp Radiohead 0.218723 \n",
- "312 75YUnz58ajMo2VIIuUFvOV Radiohead 0.248061 \n",
- "275 53RYTfkLiyZuUZHwJC3Wmm Radiohead 0.276367 \n",
- "261 4gq2bc2770XvbJdEtfUbmw Radiohead 0.201546 \n",
- "115 0ttMfoND7IQqFSMVOPkELC The Beatles 0.799772 \n",
- "271 5olWalQH1oVza5D6xJg4oX Radiohead 0.216752 \n",
- "300 0COiZ7ncho2yi4HotbzgPv Radiohead 0.349157 \n",
- "259 3uxhyRdWVXp7GQvERQl6fA Radiohead 0.382643 \n",
- "248 3cual6JOG286qZJmCxKRAT Radiohead 0.332577 \n",
- "208 4sLGaMl33I6mcsk7u4xHAU Radiohead 0.146307 \n",
- "\n",
- " name neg valence \\\n",
- "249 True Love Waits 0.532206 0.0378 \n",
- "312 The Tourist 0.667864 0.0400 \n",
- "275 We Suck Young Blood 0.535358 0.0378 \n",
- "261 Go Slowly 0.723774 0.0453 \n",
- "115 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n",
- "271 Sail To The Moon 0.605798 0.0458 \n",
- "300 Motion Picture Soundtrack 0.576808 0.0425 \n",
- "259 Videotape 0.652962 0.0468 \n",
- "248 Tinker Tailor Soldier Sailor Rich Man Poor Man... 0.477322 0.0517 \n",
- "208 Codex 0.637942 0.0629 \n",
+ "225 4gq2bc2770XvbJdEtfUbmw Radiohead 0.201546 \n",
+ "276 75YUnz58ajMo2VIIuUFvOV Radiohead 0.248061 \n",
+ "213 01ZpFhrMMqKPVCwyqXneVp Radiohead 0.218723 \n",
+ "239 53RYTfkLiyZuUZHwJC3Wmm Radiohead 0.276367 \n",
+ "235 5olWalQH1oVza5D6xJg4oX Radiohead 0.216752 \n",
+ "172 4sLGaMl33I6mcsk7u4xHAU Radiohead 0.146307 \n",
+ "79 0ttMfoND7IQqFSMVOPkELC The Beatles 0.799772 \n",
+ "223 3uxhyRdWVXp7GQvERQl6fA Radiohead 0.382643 \n",
+ "264 0COiZ7ncho2yi4HotbzgPv Radiohead 0.349157 \n",
+ "285 7wB2VenWR6rchtLwawreIg Radiohead 0.359311 \n",
"\n",
- " scaled_ld gloom \n",
- "249 0.012017 0.478516 \n",
- "312 0.014830 0.477834 \n",
- "275 0.017543 0.477356 \n",
- "261 0.010370 0.476153 \n",
- "115 0.067726 0.475937 \n",
- "271 0.011828 0.475040 \n",
- "300 0.024522 0.474082 \n",
- "259 0.027733 0.472437 \n",
- "248 0.022933 0.468750 \n",
- "208 0.005074 0.467791 "
+ " name neg valence scaled_ld gloom \n",
+ "225 Go Slowly 0.723774 0.0439 0.061262 0.470934 \n",
+ "276 The Tourist 0.667864 0.0398 0.077527 0.468768 \n",
+ "213 True Love Waits 0.532206 0.0379 0.067268 0.466591 \n",
+ "239 We Suck Young Blood 0.535358 0.0378 0.087425 0.462442 \n",
+ "235 Sail To The Moon 0.605798 0.0540 0.066579 0.461675 \n",
+ "172 Codex 0.637942 0.0648 0.041947 0.461365 \n",
+ "79 Blue Jay Way - Remastered 2009 0.802557 0.0378 0.270442 0.459513 \n",
+ "223 Videotape 0.652962 0.0466 0.124586 0.457985 \n",
+ "264 Motion Picture Soundtrack 0.576808 0.0435 0.112877 0.456821 \n",
+ "285 Bullet Proof ... I Wish I Was 0.804636 0.0773 0.116427 0.454477 "
]
},
- "execution_count": 34,
+ "execution_count": 281,
"metadata": {},
"output_type": "execute_result"
}
"\n",
"# Push the results back into the database\n",
"for row in results.itertuples():\n",
- " tracks.update_one({'_id': row[1]}, {'$set': {'gloom': row.gloom}})\n",
+ " unfiltered_tracks.update_one({'_id': row[1]}, {'$set': {'gloom': row.gloom}})\n",
"\n",
"results.sort_values('gloom', ascending=False).head(10)"
]
},
{
"cell_type": "code",
- "execution_count": 35,
+ "execution_count": 282,
"metadata": {},
"outputs": [
{
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>249</th>\n",
- " <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
+ " <th>225</th>\n",
+ " <td>4gq2bc2770XvbJdEtfUbmw</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>0.012017</td>\n",
- " <td>0.478516</td>\n",
+ " <td>0.201546</td>\n",
+ " <td>Go Slowly</td>\n",
+ " <td>0.723774</td>\n",
+ " <td>0.0439</td>\n",
+ " <td>0.061262</td>\n",
+ " <td>0.470934</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>312</th>\n",
+ " <th>276</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>0.014830</td>\n",
- " <td>0.477834</td>\n",
+ " <td>0.0398</td>\n",
+ " <td>0.077527</td>\n",
+ " <td>0.468768</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>275</th>\n",
+ " <th>213</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>0.0379</td>\n",
+ " <td>0.067268</td>\n",
+ " <td>0.466591</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>239</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>0.017543</td>\n",
- " <td>0.477356</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>261</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>0.010370</td>\n",
- " <td>0.476153</td>\n",
+ " <td>0.087425</td>\n",
+ " <td>0.462442</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>271</th>\n",
+ " <th>235</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>0.011828</td>\n",
- " <td>0.475040</td>\n",
+ " <td>0.0540</td>\n",
+ " <td>0.066579</td>\n",
+ " <td>0.461675</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>300</th>\n",
- " <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
+ " <th>172</th>\n",
+ " <td>4sLGaMl33I6mcsk7u4xHAU</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>0.024522</td>\n",
- " <td>0.474082</td>\n",
+ " <td>0.146307</td>\n",
+ " <td>Codex</td>\n",
+ " <td>0.637942</td>\n",
+ " <td>0.0648</td>\n",
+ " <td>0.041947</td>\n",
+ " <td>0.461365</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>259</th>\n",
+ " <th>223</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>0.027733</td>\n",
- " <td>0.472437</td>\n",
+ " <td>0.0466</td>\n",
+ " <td>0.124586</td>\n",
+ " <td>0.457985</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>248</th>\n",
- " <td>3cual6JOG286qZJmCxKRAT</td>\n",
+ " <th>264</th>\n",
+ " <td>0COiZ7ncho2yi4HotbzgPv</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>0.022933</td>\n",
- " <td>0.468750</td>\n",
+ " <td>0.349157</td>\n",
+ " <td>Motion Picture Soundtrack</td>\n",
+ " <td>0.576808</td>\n",
+ " <td>0.0435</td>\n",
+ " <td>0.112877</td>\n",
+ " <td>0.456821</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>208</th>\n",
- " <td>4sLGaMl33I6mcsk7u4xHAU</td>\n",
+ " <th>285</th>\n",
+ " <td>7wB2VenWR6rchtLwawreIg</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>0.005074</td>\n",
- " <td>0.467791</td>\n",
+ " <td>0.359311</td>\n",
+ " <td>Bullet Proof ... I Wish I Was</td>\n",
+ " <td>0.804636</td>\n",
+ " <td>0.0773</td>\n",
+ " <td>0.116427</td>\n",
+ " <td>0.454477</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>292</th>\n",
- " <td>5AiNZnMDCWwujIENPj9PV9</td>\n",
+ " <th>208</th>\n",
+ " <td>0eZN5WsQfmNFICHuw59Zfz</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>0.037950</td>\n",
- " <td>0.466487</td>\n",
+ " <td>0.705463</td>\n",
+ " <td>Glass Eyes</td>\n",
+ " <td>0.800195</td>\n",
+ " <td>0.0616</td>\n",
+ " <td>0.237465</td>\n",
+ " <td>0.452791</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
],
"text/plain": [
" _id artist_name lyrical_density \\\n",
- "249 01ZpFhrMMqKPVCwyqXneVp Radiohead 0.218723 \n",
- "312 75YUnz58ajMo2VIIuUFvOV Radiohead 0.248061 \n",
- "275 53RYTfkLiyZuUZHwJC3Wmm Radiohead 0.276367 \n",
- "261 4gq2bc2770XvbJdEtfUbmw Radiohead 0.201546 \n",
- "271 5olWalQH1oVza5D6xJg4oX Radiohead 0.216752 \n",
- "300 0COiZ7ncho2yi4HotbzgPv Radiohead 0.349157 \n",
- "259 3uxhyRdWVXp7GQvERQl6fA Radiohead 0.382643 \n",
- "248 3cual6JOG286qZJmCxKRAT Radiohead 0.332577 \n",
- "208 4sLGaMl33I6mcsk7u4xHAU Radiohead 0.146307 \n",
- "292 5AiNZnMDCWwujIENPj9PV9 Radiohead 0.489208 \n",
+ "225 4gq2bc2770XvbJdEtfUbmw Radiohead 0.201546 \n",
+ "276 75YUnz58ajMo2VIIuUFvOV Radiohead 0.248061 \n",
+ "213 01ZpFhrMMqKPVCwyqXneVp Radiohead 0.218723 \n",
+ "239 53RYTfkLiyZuUZHwJC3Wmm Radiohead 0.276367 \n",
+ "235 5olWalQH1oVza5D6xJg4oX Radiohead 0.216752 \n",
+ "172 4sLGaMl33I6mcsk7u4xHAU Radiohead 0.146307 \n",
+ "223 3uxhyRdWVXp7GQvERQl6fA Radiohead 0.382643 \n",
+ "264 0COiZ7ncho2yi4HotbzgPv Radiohead 0.349157 \n",
+ "285 7wB2VenWR6rchtLwawreIg Radiohead 0.359311 \n",
+ "208 0eZN5WsQfmNFICHuw59Zfz Radiohead 0.705463 \n",
"\n",
- " name neg valence \\\n",
- "249 True Love Waits 0.532206 0.0378 \n",
- "312 The Tourist 0.667864 0.0400 \n",
- "275 We Suck Young Blood 0.535358 0.0378 \n",
- "261 Go Slowly 0.723774 0.0453 \n",
- "271 Sail To The Moon 0.605798 0.0458 \n",
- "300 Motion Picture Soundtrack 0.576808 0.0425 \n",
- "259 Videotape 0.652962 0.0468 \n",
- "248 Tinker Tailor Soldier Sailor Rich Man Poor Man... 0.477322 0.0517 \n",
- "208 Codex 0.637942 0.0629 \n",
- "292 Everything In Its Right Place 0.716829 0.0585 \n",
- "\n",
- " scaled_ld gloom \n",
- "249 0.012017 0.478516 \n",
- "312 0.014830 0.477834 \n",
- "275 0.017543 0.477356 \n",
- "261 0.010370 0.476153 \n",
- "271 0.011828 0.475040 \n",
- "300 0.024522 0.474082 \n",
- "259 0.027733 0.472437 \n",
- "248 0.022933 0.468750 \n",
- "208 0.005074 0.467791 \n",
- "292 0.037950 0.466487 "
+ " name neg valence scaled_ld gloom \n",
+ "225 Go Slowly 0.723774 0.0439 0.061262 0.470934 \n",
+ "276 The Tourist 0.667864 0.0398 0.077527 0.468768 \n",
+ "213 True Love Waits 0.532206 0.0379 0.067268 0.466591 \n",
+ "239 We Suck Young Blood 0.535358 0.0378 0.087425 0.462442 \n",
+ "235 Sail To The Moon 0.605798 0.0540 0.066579 0.461675 \n",
+ "172 Codex 0.637942 0.0648 0.041947 0.461365 \n",
+ "223 Videotape 0.652962 0.0466 0.124586 0.457985 \n",
+ "264 Motion Picture Soundtrack 0.576808 0.0435 0.112877 0.456821 \n",
+ "285 Bullet Proof ... I Wish I Was 0.804636 0.0773 0.116427 0.454477 \n",
+ "208 Glass Eyes 0.800195 0.0616 0.237465 0.452791 "
]
},
- "execution_count": 35,
+ "execution_count": 282,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 37,
+ "execution_count": 283,
"metadata": {},
"outputs": [
{
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>457</th>\n",
+ " <th>320</th>\n",
+ " <td>7DgRvvPcJlxks2lNpudsuT</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>2.886214</td>\n",
+ " <td>Petrol Blues</td>\n",
+ " <td>0.871627</td>\n",
+ " <td>0.4470</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.435814</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>355</th>\n",
" <td>1dTX9ivyAhFJLR1f2pk9Kv</td>\n",
" <td>The Rolling Stones</td>\n",
" <td>0.360195</td>\n",
- " <td>Out Of Tears - 2009 Re-Mastered Digital Version</td>\n",
+ " <td>Out Of Tears - Remastered</td>\n",
" <td>0.782248</td>\n",
- " <td>0.128</td>\n",
- " <td>0.025581</td>\n",
- " <td>0.434852</td>\n",
+ " <td>0.1370</td>\n",
+ " <td>0.116737</td>\n",
+ " <td>0.426787</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>584</th>\n",
- " <td>61IKhUU0ZJ9Ba4GpjlDPju</td>\n",
+ " <th>497</th>\n",
+ " <td>1CEZV1nYaEeqhWz73HKF3g</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>10.523385</td>\n",
- " <td>Everybody Needs Somebody To Love - Live In Ire...</td>\n",
- " <td>0.861867</td>\n",
- " <td>0.361</td>\n",
- " <td>1.000000</td>\n",
- " <td>0.430933</td>\n",
+ " <td>1.541667</td>\n",
+ " <td>Intro - Live</td>\n",
+ " <td>0.724038</td>\n",
+ " <td>0.0263</td>\n",
+ " <td>0.529857</td>\n",
+ " <td>0.420707</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>604</th>\n",
- " <td>388ll2SEjDO9LZIXXyKtjh</td>\n",
+ " <th>556</th>\n",
+ " <td>4HjKfesqhmkthgJg738g3A</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>0.301584</td>\n",
- " <td>Little Rain</td>\n",
- " <td>0.455221</td>\n",
- " <td>0.137</td>\n",
- " <td>0.019961</td>\n",
- " <td>0.427430</td>\n",
+ " <td>0.489400</td>\n",
+ " <td>Connection - Live</td>\n",
+ " <td>0.837349</td>\n",
+ " <td>0.1610</td>\n",
+ " <td>0.161915</td>\n",
+ " <td>0.419366</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>437</th>\n",
- " <td>1qEGxs60ntxuenj27BnRkF</td>\n",
+ " <th>545</th>\n",
+ " <td>0q26ITWa4vXhoV5jvRCZXZ</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>0.551257</td>\n",
- " <td>How Can I Stop - 2009 Digital Remaster</td>\n",
- " <td>0.695197</td>\n",
- " <td>0.169</td>\n",
- " <td>0.043899</td>\n",
- " <td>0.412519</td>\n",
+ " <td>0.648240</td>\n",
+ " <td>It's All Over Now - Live</td>\n",
+ " <td>0.799700</td>\n",
+ " <td>0.1650</td>\n",
+ " <td>0.217456</td>\n",
+ " <td>0.413662</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>428</th>\n",
+ " <th>340</th>\n",
" <td>7tWJEqPI5Jpie3NhtbWks6</td>\n",
" <td>The Rolling Stones</td>\n",
" <td>0.570166</td>\n",
- " <td>Already Over Me - 2009 Digital Remaster</td>\n",
+ " <td>Already Over Me - Remastered</td>\n",
" <td>0.803540</td>\n",
- " <td>0.179</td>\n",
- " <td>0.045712</td>\n",
- " <td>0.410101</td>\n",
+ " <td>0.1790</td>\n",
+ " <td>0.190156</td>\n",
+ " <td>0.408840</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>566</th>\n",
+ " <th>423</th>\n",
" <td>7G6Z0sDe39MFjTaA0XfCtw</td>\n",
" <td>The Rolling Stones</td>\n",
" <td>0.444033</td>\n",
" <td>I Can't Quit You Baby</td>\n",
- " <td>0.766732</td>\n",
- " <td>0.179</td>\n",
- " <td>0.033619</td>\n",
- " <td>0.409588</td>\n",
+ " <td>0.767990</td>\n",
+ " <td>0.1770</td>\n",
+ " <td>0.146052</td>\n",
+ " <td>0.407483</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>404</th>\n",
- " <td>55XOZpymv9A70smv1fL5zr</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>1.162859</td>\n",
- " <td>Rocks Off - Live Licks Tour - 2009 Re-Mastered...</td>\n",
- " <td>0.857748</td>\n",
- " <td>0.190</td>\n",
- " <td>0.102538</td>\n",
- " <td>0.407448</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>464</th>\n",
- " <td>6wo8Eid3jXbaScSEpv0IQO</td>\n",
+ " <th>349</th>\n",
+ " <td>1qEGxs60ntxuenj27BnRkF</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>0.357249</td>\n",
- " <td>Thru and Thru - 2009 Re-Mastered Digital Version</td>\n",
- " <td>0.692118</td>\n",
- " <td>0.182</td>\n",
- " <td>0.025298</td>\n",
- " <td>0.407408</td>\n",
+ " <td>0.551257</td>\n",
+ " <td>How Can I Stop - Remastered</td>\n",
+ " <td>0.695197</td>\n",
+ " <td>0.1670</td>\n",
+ " <td>0.183545</td>\n",
+ " <td>0.403853</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>415</th>\n",
- " <td>79etUS7LGTYLlfhGt77ZAK</td>\n",
+ " <th>428</th>\n",
+ " <td>388ll2SEjDO9LZIXXyKtjh</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>0.581741</td>\n",
- " <td>Street Fighting Man - Live Licks Tour - 2009 R...</td>\n",
- " <td>0.695022</td>\n",
- " <td>0.185</td>\n",
- " <td>0.046822</td>\n",
- " <td>0.404691</td>\n",
+ " <td>0.301584</td>\n",
+ " <td>Little Rain</td>\n",
+ " <td>0.455221</td>\n",
+ " <td>0.1570</td>\n",
+ " <td>0.096242</td>\n",
+ " <td>0.402840</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>409</th>\n",
- " <td>07U5DnoRtB0DSlonXx2jym</td>\n",
+ " <th>362</th>\n",
+ " <td>6wo8Eid3jXbaScSEpv0IQO</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>0.867761</td>\n",
- " <td>When The Whip Comes Down - Live Licks Tour - 2...</td>\n",
- " <td>0.698597</td>\n",
- " <td>0.182</td>\n",
- " <td>0.074245</td>\n",
- " <td>0.404567</td>\n",
+ " <td>0.357249</td>\n",
+ " <td>Thru and Thru - Remastered</td>\n",
+ " <td>0.692118</td>\n",
+ " <td>0.1910</td>\n",
+ " <td>0.115706</td>\n",
+ " <td>0.397738</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
],
"text/plain": [
" _id artist_name lyrical_density \\\n",
- "457 1dTX9ivyAhFJLR1f2pk9Kv The Rolling Stones 0.360195 \n",
- "584 61IKhUU0ZJ9Ba4GpjlDPju The Rolling Stones 10.523385 \n",
- "604 388ll2SEjDO9LZIXXyKtjh The Rolling Stones 0.301584 \n",
- "437 1qEGxs60ntxuenj27BnRkF The Rolling Stones 0.551257 \n",
- "428 7tWJEqPI5Jpie3NhtbWks6 The Rolling Stones 0.570166 \n",
- "566 7G6Z0sDe39MFjTaA0XfCtw The Rolling Stones 0.444033 \n",
- "404 55XOZpymv9A70smv1fL5zr The Rolling Stones 1.162859 \n",
- "464 6wo8Eid3jXbaScSEpv0IQO The Rolling Stones 0.357249 \n",
- "415 79etUS7LGTYLlfhGt77ZAK The Rolling Stones 0.581741 \n",
- "409 07U5DnoRtB0DSlonXx2jym The Rolling Stones 0.867761 \n",
- "\n",
- " name neg valence \\\n",
- "457 Out Of Tears - 2009 Re-Mastered Digital Version 0.782248 0.128 \n",
- "584 Everybody Needs Somebody To Love - Live In Ire... 0.861867 0.361 \n",
- "604 Little Rain 0.455221 0.137 \n",
- "437 How Can I Stop - 2009 Digital Remaster 0.695197 0.169 \n",
- "428 Already Over Me - 2009 Digital Remaster 0.803540 0.179 \n",
- "566 I Can't Quit You Baby 0.766732 0.179 \n",
- "404 Rocks Off - Live Licks Tour - 2009 Re-Mastered... 0.857748 0.190 \n",
- "464 Thru and Thru - 2009 Re-Mastered Digital Version 0.692118 0.182 \n",
- "415 Street Fighting Man - Live Licks Tour - 2009 R... 0.695022 0.185 \n",
- "409 When The Whip Comes Down - Live Licks Tour - 2... 0.698597 0.182 \n",
+ "320 7DgRvvPcJlxks2lNpudsuT The Rolling Stones 2.886214 \n",
+ "355 1dTX9ivyAhFJLR1f2pk9Kv The Rolling Stones 0.360195 \n",
+ "497 1CEZV1nYaEeqhWz73HKF3g The Rolling Stones 1.541667 \n",
+ "556 4HjKfesqhmkthgJg738g3A The Rolling Stones 0.489400 \n",
+ "545 0q26ITWa4vXhoV5jvRCZXZ The Rolling Stones 0.648240 \n",
+ "340 7tWJEqPI5Jpie3NhtbWks6 The Rolling Stones 0.570166 \n",
+ "423 7G6Z0sDe39MFjTaA0XfCtw The Rolling Stones 0.444033 \n",
+ "349 1qEGxs60ntxuenj27BnRkF The Rolling Stones 0.551257 \n",
+ "428 388ll2SEjDO9LZIXXyKtjh The Rolling Stones 0.301584 \n",
+ "362 6wo8Eid3jXbaScSEpv0IQO The Rolling Stones 0.357249 \n",
"\n",
- " scaled_ld gloom \n",
- "457 0.025581 0.434852 \n",
- "584 1.000000 0.430933 \n",
- "604 0.019961 0.427430 \n",
- "437 0.043899 0.412519 \n",
- "428 0.045712 0.410101 \n",
- "566 0.033619 0.409588 \n",
- "404 0.102538 0.407448 \n",
- "464 0.025298 0.407408 \n",
- "415 0.046822 0.404691 \n",
- "409 0.074245 0.404567 "
+ " name neg valence scaled_ld gloom \n",
+ "320 Petrol Blues 0.871627 0.4470 1.000000 0.435814 \n",
+ "355 Out Of Tears - Remastered 0.782248 0.1370 0.116737 0.426787 \n",
+ "497 Intro - Live 0.724038 0.0263 0.529857 0.420707 \n",
+ "556 Connection - Live 0.837349 0.1610 0.161915 0.419366 \n",
+ "545 It's All Over Now - Live 0.799700 0.1650 0.217456 0.413662 \n",
+ "340 Already Over Me - Remastered 0.803540 0.1790 0.190156 0.408840 \n",
+ "423 I Can't Quit You Baby 0.767990 0.1770 0.146052 0.407483 \n",
+ "349 How Can I Stop - Remastered 0.695197 0.1670 0.183545 0.403853 \n",
+ "428 Little Rain 0.455221 0.1570 0.096242 0.402840 \n",
+ "362 Thru and Thru - Remastered 0.692118 0.1910 0.115706 0.397738 "
]
},
- "execution_count": 37,
+ "execution_count": 283,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 36,
+ "execution_count": 284,
"metadata": {},
"outputs": [
{
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>115</th>\n",
+ " <th>79</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>0.067726</td>\n",
- " <td>0.475937</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>149</th>\n",
- " <td>0agoaPIy92gPZ6zRhqXarE</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>0.051922</td>\n",
- " <td>0.456603</td>\n",
+ " <td>0.802557</td>\n",
+ " <td>0.0378</td>\n",
+ " <td>0.270442</td>\n",
+ " <td>0.459513</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>111</th>\n",
+ " <th>75</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>0.074889</td>\n",
- " <td>0.450711</td>\n",
+ " <td>Revolution 9 - Remastered</td>\n",
+ " <td>0.872056</td>\n",
+ " <td>0.1010</td>\n",
+ " <td>0.296564</td>\n",
+ " <td>0.445505</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>106</th>\n",
- " <td>27YZJHyTTDIurMqDu1v2ef</td>\n",
+ " <th>605</th>\n",
+ " <td>3ZFPe2aiLQuEfDxSqQstZp</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>0.032216</td>\n",
- " <td>0.427009</td>\n",
+ " <td>0.640638</td>\n",
+ " <td>A Day In The Life - Remix</td>\n",
+ " <td>0.777308</td>\n",
+ " <td>0.1330</td>\n",
+ " <td>0.214798</td>\n",
+ " <td>0.423867</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>3</th>\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>Wild Honey Pie - Remastered</td>\n",
" <td>0.391178</td>\n",
- " <td>0.1530</td>\n",
- " <td>0.007336</td>\n",
- " <td>0.421828</td>\n",
+ " <td>0.1520</td>\n",
+ " <td>0.050196</td>\n",
+ " <td>0.412535</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>135</th>\n",
+ " <th>113</th>\n",
+ " <td>0agoaPIy92gPZ6zRhqXarE</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.634931</td>\n",
+ " <td>Tomorrow Never Knows - Remastered</td>\n",
+ " <td>0.343599</td>\n",
+ " <td>0.0534</td>\n",
+ " <td>0.212803</td>\n",
+ " <td>0.409140</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>99</th>\n",
" <td>3ZFBeIyP41HhnALjxWy1pR</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>0.051287</td>\n",
- " <td>0.417546</td>\n",
+ " <td>A Day In The Life - Remastered</td>\n",
+ " <td>0.777308</td>\n",
+ " <td>0.1750</td>\n",
+ " <td>0.210487</td>\n",
+ " <td>0.407481</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>448</th>\n",
+ " <td>7izSn5tJgisBSdCQdyePcI</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.726127</td>\n",
+ " <td>A Day In The Life - Take 1 With Hums</td>\n",
+ " <td>0.777308</td>\n",
+ " <td>0.1920</td>\n",
+ " <td>0.244691</td>\n",
+ " <td>0.400245</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>68</th>\n",
+ " <th>32</th>\n",
" <td>4cLoL5KPfE1hAwfsO84FX7</td>\n",
" <td>The Beatles</td>\n",
" <td>0.325955</td>\n",
- " <td>Because - Remastered 2009</td>\n",
+ " <td>Because - Remastered</td>\n",
" <td>0.466254</td>\n",
" <td>0.1620</td>\n",
- " <td>0.022298</td>\n",
- " <td>0.414855</td>\n",
+ " <td>0.104764</td>\n",
+ " <td>0.399527</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>46</th>\n",
- " <td>7iABnSNZciNepqGtjMQxxd</td>\n",
+ " <th>611</th>\n",
+ " <td>3HEC6nzAo3U5z7blaCNBcF</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>0.067765</td>\n",
- " <td>0.402209</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>61</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>0.1790</td>\n",
- " <td>0.067395</td>\n",
- " <td>0.401791</td>\n",
+ " <td>0.999476</td>\n",
+ " <td>She's Leaving Home - Take 1 / Instrumental</td>\n",
+ " <td>0.764553</td>\n",
+ " <td>0.1840</td>\n",
+ " <td>0.340272</td>\n",
+ " <td>0.399247</td>\n",
" </tr>\n",
" <tr>\n",
" <th>70</th>\n",
- " <td>3jPXnX4SskFgAcC4YBKOwN</td>\n",
+ " <td>27YZJHyTTDIurMqDu1v2ef</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>0.017266</td>\n",
- " <td>0.397165</td>\n",
+ " <td>0.429399</td>\n",
+ " <td>Long, Long, Long - Remastered</td>\n",
+ " <td>0.524122</td>\n",
+ " <td>0.1630</td>\n",
+ " <td>0.140935</td>\n",
+ " <td>0.396452</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
],
"text/plain": [
" _id artist_name lyrical_density \\\n",
- "115 0ttMfoND7IQqFSMVOPkELC The Beatles 0.799772 \n",
- "149 0agoaPIy92gPZ6zRhqXarE The Beatles 0.634931 \n",
- "111 6ZrPbHp9kRmQj1tGLvna8U The Beatles 0.874479 \n",
- "106 27YZJHyTTDIurMqDu1v2ef The Beatles 0.429399 \n",
- "3 2ucFulEWapRAmTn7l6f5Q7 The Beatles 0.169898 \n",
- "135 3ZFBeIyP41HhnALjxWy1pR The Beatles 0.628310 \n",
- "68 4cLoL5KPfE1hAwfsO84FX7 The Beatles 0.325955 \n",
- "46 7iABnSNZciNepqGtjMQxxd The Beatles 0.800176 \n",
- "61 0MKqeOVdZcUFGJvWpGCKbG The Beatles 0.796316 \n",
- "70 3jPXnX4SskFgAcC4YBKOwN The Beatles 0.273472 \n",
+ "79 0ttMfoND7IQqFSMVOPkELC The Beatles 0.799772 \n",
+ "75 6ZrPbHp9kRmQj1tGLvna8U The Beatles 0.874479 \n",
+ "605 3ZFPe2aiLQuEfDxSqQstZp The Beatles 0.640638 \n",
+ "0 2ucFulEWapRAmTn7l6f5Q7 The Beatles 0.169898 \n",
+ "113 0agoaPIy92gPZ6zRhqXarE The Beatles 0.634931 \n",
+ "99 3ZFBeIyP41HhnALjxWy1pR The Beatles 0.628310 \n",
+ "448 7izSn5tJgisBSdCQdyePcI The Beatles 0.726127 \n",
+ "32 4cLoL5KPfE1hAwfsO84FX7 The Beatles 0.325955 \n",
+ "611 3HEC6nzAo3U5z7blaCNBcF The Beatles 0.999476 \n",
+ "70 27YZJHyTTDIurMqDu1v2ef The Beatles 0.429399 \n",
"\n",
- " name neg valence scaled_ld \\\n",
- "115 Blue Jay Way - Remastered 2009 0.812490 0.0380 0.067726 \n",
- "149 Tomorrow Never Knows - Remastered 2009 0.343599 0.0556 0.051922 \n",
- "111 Revolution 9 - Remastered 2009 0.873285 0.0963 0.074889 \n",
- "106 Long, Long, Long - Remastered 2009 0.524122 0.1350 0.032216 \n",
- "3 Wild Honey Pie - Remastered 2009 0.391178 0.1530 0.007336 \n",
- "135 A Day In The Life - Remastered 2009 0.781296 0.1620 0.051287 \n",
- "68 Because - Remastered 2009 0.466254 0.1620 0.022298 \n",
- "46 Come Together - Remastered 2015 0.562552 0.1780 0.067765 \n",
- "61 Come Together - Remastered 2009 0.562552 0.1790 0.067395 \n",
- "70 Sun King - Remastered 2009 0.300809 0.1970 0.017266 \n",
+ " name neg valence scaled_ld \\\n",
+ "79 Blue Jay Way - Remastered 2009 0.802557 0.0378 0.270442 \n",
+ "75 Revolution 9 - Remastered 0.872056 0.1010 0.296564 \n",
+ "605 A Day In The Life - Remix 0.777308 0.1330 0.214798 \n",
+ "0 Wild Honey Pie - Remastered 0.391178 0.1520 0.050196 \n",
+ "113 Tomorrow Never Knows - Remastered 0.343599 0.0534 0.212803 \n",
+ "99 A Day In The Life - Remastered 0.777308 0.1750 0.210487 \n",
+ "448 A Day In The Life - Take 1 With Hums 0.777308 0.1920 0.244691 \n",
+ "32 Because - Remastered 0.466254 0.1620 0.104764 \n",
+ "611 She's Leaving Home - Take 1 / Instrumental 0.764553 0.1840 0.340272 \n",
+ "70 Long, Long, Long - Remastered 0.524122 0.1630 0.140935 \n",
"\n",
" gloom \n",
- "115 0.475937 \n",
- "149 0.456603 \n",
- "111 0.450711 \n",
- "106 0.427009 \n",
- "3 0.421828 \n",
- "135 0.417546 \n",
- "68 0.414855 \n",
- "46 0.402209 \n",
- "61 0.401791 \n",
- "70 0.397165 "
+ "79 0.459513 \n",
+ "75 0.445505 \n",
+ "605 0.423867 \n",
+ "0 0.412535 \n",
+ "113 0.409140 \n",
+ "99 0.407481 \n",
+ "448 0.400245 \n",
+ "32 0.399527 \n",
+ "611 0.399247 \n",
+ "70 0.396452 "
]
},
- "execution_count": 36,
+ "execution_count": 284,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 38,
+ "execution_count": 285,
"metadata": {},
"outputs": [
{
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>32</th>\n",
- " <td>63uskN0xLezVg4281wzeQn</td>\n",
+ " <th>140</th>\n",
+ " <td>1e0hllQ23AG0QGFgezgLOq</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.005426</td>\n",
- " <td>Yesterday - Remastered 2015</td>\n",
+ " <td>1.002650</td>\n",
+ " <td>Yesterday - Remastered</td>\n",
" <td>0.852156</td>\n",
- " <td>0.348</td>\n",
- " <td>0.087444</td>\n",
- " <td>0.334751</td>\n",
+ " <td>0.315</td>\n",
+ " <td>0.341381</td>\n",
+ " <td>0.371032</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>128</th>\n",
+ " <th>92</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>She's Leaving Home - Remastered</td>\n",
" <td>0.764553</td>\n",
- " <td>0.377</td>\n",
- " <td>0.093091</td>\n",
- " <td>0.318089</td>\n",
+ " <td>0.393</td>\n",
+ " <td>0.362947</td>\n",
+ " <td>0.332092</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>37</th>\n",
- " <td>0TRkjwb4uY3CHb5zhr9bBd</td>\n",
+ " <th>101</th>\n",
+ " <td>77f3aNeabAbOaSB32Sd5QE</td>\n",
" <td>The Beatles</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>0.147202</td>\n",
- " <td>0.125210</td>\n",
+ " <td>1.620131</td>\n",
+ " <td>Eleanor Rigby - Remastered</td>\n",
+ " <td>0.799326</td>\n",
+ " <td>0.813</td>\n",
+ " <td>0.557293</td>\n",
+ " <td>0.264123</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
],
"text/plain": [
" _id artist_name lyrical_density \\\n",
- "32 63uskN0xLezVg4281wzeQn The Beatles 1.005426 \n",
- "128 1Ipl1kvks5s6GKn6oqgzeY The Beatles 1.064324 \n",
- "37 0TRkjwb4uY3CHb5zhr9bBd The Beatles 1.628703 \n",
- "\n",
- " name neg valence scaled_ld \\\n",
- "32 Yesterday - Remastered 2015 0.852156 0.348 0.087444 \n",
- "128 She's Leaving Home - Remastered 2009 0.764553 0.377 0.093091 \n",
- "37 Eleanor Rigby - Remastered 2015 0.803232 0.845 0.147202 \n",
+ "140 1e0hllQ23AG0QGFgezgLOq The Beatles 1.002650 \n",
+ "92 1Ipl1kvks5s6GKn6oqgzeY The Beatles 1.064324 \n",
+ "101 77f3aNeabAbOaSB32Sd5QE The Beatles 1.620131 \n",
"\n",
- " gloom \n",
- "32 0.334751 \n",
- "128 0.318089 \n",
- "37 0.125210 "
+ " name neg valence scaled_ld gloom \n",
+ "140 Yesterday - Remastered 0.852156 0.315 0.341381 0.371032 \n",
+ "92 She's Leaving Home - Remastered 0.764553 0.393 0.362947 0.332092 \n",
+ "101 Eleanor Rigby - Remastered 0.799326 0.813 0.557293 0.264123 "
]
},
- "execution_count": 38,
+ "execution_count": 285,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 39,
+ "execution_count": 286,
"metadata": {},
"outputs": [
{
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>87</th>\n",
+ " <th>51</th>\n",
" <td>3fuEJBCK3kWnJHFTODR4cb</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>Ob-La-Di, Ob-La-Da - Remastered</td>\n",
+ " <td>0.101905</td>\n",
" <td>0.975</td>\n",
- " <td>0.145294</td>\n",
- " <td>0.016566</td>\n",
+ " <td>0.553334</td>\n",
+ " <td>0.033777</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>518</th>\n",
+ " <th>390</th>\n",
" <td>4FHhq0QWpLSS6WZnkJnZp1</td>\n",
" <td>The Rolling Stones</td>\n",
" <td>0.312839</td>\n",
- " <td>Feel On Baby - 2009 Re-Mastered Digital Version</td>\n",
+ " <td>Feel On Baby - Remastered</td>\n",
" <td>0.784292</td>\n",
- " <td>0.965</td>\n",
- " <td>0.021040</td>\n",
- " <td>0.025383</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>440</th>\n",
- " <td>4g9KfIW09EJnXXRY8vR69q</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>0.713929</td>\n",
- " <td>Not Fade Away - Live - 2009 Re-Mastered Digita...</td>\n",
- " <td>0.433042</td>\n",
- " <td>0.969</td>\n",
- " <td>0.059496</td>\n",
- " <td>0.027460</td>\n",
+ " <td>0.966</td>\n",
+ " <td>0.100178</td>\n",
+ " <td>0.054581</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>223</th>\n",
- " <td>5VsIn7QQqcacePIb0vO0ow</td>\n",
+ " <th>45</th>\n",
+ " <td>3TEbDhNDU4NDXq0h86nGZ7</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>0.035648</td>\n",
- " <td>0.032597</td>\n",
+ " <td>1.008850</td>\n",
+ " <td>Hey Bulldog - Remastered</td>\n",
+ " <td>0.248855</td>\n",
+ " <td>0.947</td>\n",
+ " <td>0.343549</td>\n",
+ " <td>0.060143</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>219</th>\n",
- " <td>6xJSJpO6HJwHhu7UaIc8qR</td>\n",
+ " <th>177</th>\n",
+ " <td>7cPPyMrSAQY7A686Cn9eUP</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>0.047219</td>\n",
- " <td>0.036629</td>\n",
+ " <td>0.891649</td>\n",
+ " <td>All My Loving - Remastered</td>\n",
+ " <td>0.235023</td>\n",
+ " <td>0.900</td>\n",
+ " <td>0.302568</td>\n",
+ " <td>0.070427</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>81</th>\n",
- " <td>3TEbDhNDU4NDXq0h86nGZ7</td>\n",
+ " <th>64</th>\n",
+ " <td>4KIXWIzNcKzorNDgvMQwmD</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>0.087772</td>\n",
- " <td>0.036952</td>\n",
+ " <td>0.631592</td>\n",
+ " <td>Birthday - Remastered</td>\n",
+ " <td>0.373731</td>\n",
+ " <td>0.910</td>\n",
+ " <td>0.211635</td>\n",
+ " <td>0.075024</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>59</th>\n",
- " <td>0cJ053ljI4BuP5P8tJnK5j</td>\n",
+ " <th>187</th>\n",
+ " <td>5VsIn7QQqcacePIb0vO0ow</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>0.076711</td>\n",
- " <td>0.037486</td>\n",
+ " <td>0.465201</td>\n",
+ " <td>Not A Second Time - Remastered</td>\n",
+ " <td>0.773805</td>\n",
+ " <td>0.961</td>\n",
+ " <td>0.153453</td>\n",
+ " <td>0.075879</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>144</th>\n",
- " <td>6RdvhWyzCULNTHcMbAXwXK</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>0.075391</td>\n",
- " <td>0.037690</td>\n",
+ " <th>366</th>\n",
+ " <td>5a6MdeIQcIFFKMBS2YqfgY</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>0.497954</td>\n",
+ " <td>Terrifying - Remastered</td>\n",
+ " <td>0.583813</td>\n",
+ " <td>0.913</td>\n",
+ " <td>0.164906</td>\n",
+ " <td>0.084464</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>23</th>\n",
- " <td>2Q2Gu7Bv8iLenuygtBgDUw</td>\n",
+ " <th>154</th>\n",
+ " <td>3EbGioQyKyf4dycuiPOg3k</td>\n",
" <td>The Beatles</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>0.092569</td>\n",
- " <td>0.039023</td>\n",
+ " <td>0.438356</td>\n",
+ " <td>Everybody's Trying To Be My Baby - Remastered</td>\n",
+ " <td>0.866985</td>\n",
+ " <td>0.943</td>\n",
+ " <td>0.144067</td>\n",
+ " <td>0.086846</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>533</th>\n",
- " <td>6ml6iL8HUdQKgtMaehAZc8</td>\n",
+ " <th>479</th>\n",
+ " <td>1fhjrbgaFD6Em5jih9tZJR</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>0.107593</td>\n",
- " <td>0.041172</td>\n",
+ " <td>1.009583</td>\n",
+ " <td>Beautiful Delilah - Saturday Club / 1964</td>\n",
+ " <td>0.430968</td>\n",
+ " <td>0.961</td>\n",
+ " <td>0.343806</td>\n",
+ " <td>0.086880</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>23</th>\n",
+ " <td>0cJ053ljI4BuP5P8tJnK5j</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.893485</td>\n",
+ " <td>For You Blue - Remastered</td>\n",
+ " <td>0.471827</td>\n",
+ " <td>0.955</td>\n",
+ " <td>0.303210</td>\n",
+ " <td>0.087209</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
],
"text/plain": [
" _id artist_name lyrical_density \\\n",
- "87 3fuEJBCK3kWnJHFTODR4cb The Beatles 1.608806 \n",
- "518 4FHhq0QWpLSS6WZnkJnZp1 The Rolling Stones 0.312839 \n",
- "440 4g9KfIW09EJnXXRY8vR69q The Rolling Stones 0.713929 \n",
- "223 5VsIn7QQqcacePIb0vO0ow The Beatles 0.465201 \n",
- "219 6xJSJpO6HJwHhu7UaIc8qR The Beatles 0.585885 \n",
- "81 3TEbDhNDU4NDXq0h86nGZ7 The Beatles 1.008850 \n",
- "59 0cJ053ljI4BuP5P8tJnK5j The Beatles 0.893485 \n",
- "144 6RdvhWyzCULNTHcMbAXwXK The Beatles 0.879719 \n",
- "23 2Q2Gu7Bv8iLenuygtBgDUw The Beatles 1.058884 \n",
- "533 6ml6iL8HUdQKgtMaehAZc8 The Rolling Stones 1.215580 \n",
+ "51 3fuEJBCK3kWnJHFTODR4cb The Beatles 1.608806 \n",
+ "390 4FHhq0QWpLSS6WZnkJnZp1 The Rolling Stones 0.312839 \n",
+ "45 3TEbDhNDU4NDXq0h86nGZ7 The Beatles 1.008850 \n",
+ "177 7cPPyMrSAQY7A686Cn9eUP The Beatles 0.891649 \n",
+ "64 4KIXWIzNcKzorNDgvMQwmD The Beatles 0.631592 \n",
+ "187 5VsIn7QQqcacePIb0vO0ow The Beatles 0.465201 \n",
+ "366 5a6MdeIQcIFFKMBS2YqfgY The Rolling Stones 0.497954 \n",
+ "154 3EbGioQyKyf4dycuiPOg3k The Beatles 0.438356 \n",
+ "479 1fhjrbgaFD6Em5jih9tZJR The Rolling Stones 1.009583 \n",
+ "23 0cJ053ljI4BuP5P8tJnK5j The Beatles 0.893485 \n",
"\n",
- " name neg valence \\\n",
- "87 Ob-La-Di, Ob-La-Da - Remastered 2009 0.080969 0.975 \n",
- "518 Feel On Baby - 2009 Re-Mastered Digital Version 0.784292 0.965 \n",
- "440 Not Fade Away - Live - 2009 Re-Mastered Digita... 0.433042 0.969 \n",
- "223 Not A Second Time - Remastered 2009 0.773805 0.961 \n",
- "219 Hold Me Tight - Remastered 2009 0.804870 0.963 \n",
- "81 Hey Bulldog - Remastered 2009 0.239198 0.942 \n",
- "59 For You Blue - Remastered 2009 0.471827 0.958 \n",
- "144 And Your Bird Can Sing - Remastered 2009 0.582875 0.966 \n",
- "23 From Me To You - Mono / Remastered 2015 0.529415 0.968 \n",
- "533 Start Me Up - 2009 Re-Mastered Digital Version 0.524795 0.971 \n",
+ " name neg valence \\\n",
+ "51 Ob-La-Di, Ob-La-Da - Remastered 0.101905 0.975 \n",
+ "390 Feel On Baby - Remastered 0.784292 0.966 \n",
+ "45 Hey Bulldog - Remastered 0.248855 0.947 \n",
+ "177 All My Loving - Remastered 0.235023 0.900 \n",
+ "64 Birthday - Remastered 0.373731 0.910 \n",
+ "187 Not A Second Time - Remastered 0.773805 0.961 \n",
+ "366 Terrifying - Remastered 0.583813 0.913 \n",
+ "154 Everybody's Trying To Be My Baby - Remastered 0.866985 0.943 \n",
+ "479 Beautiful Delilah - Saturday Club / 1964 0.430968 0.961 \n",
+ "23 For You Blue - Remastered 0.471827 0.955 \n",
"\n",
" scaled_ld gloom \n",
- "87 0.145294 0.016566 \n",
- "518 0.021040 0.025383 \n",
- "440 0.059496 0.027460 \n",
- "223 0.035648 0.032597 \n",
- "219 0.047219 0.036629 \n",
- "81 0.087772 0.036952 \n",
- "59 0.076711 0.037486 \n",
- "144 0.075391 0.037690 \n",
- "23 0.092569 0.039023 \n",
- "533 0.107593 0.041172 "
+ "51 0.553334 0.033777 \n",
+ "390 0.100178 0.054581 \n",
+ "45 0.343549 0.060143 \n",
+ "177 0.302568 0.070427 \n",
+ "64 0.211635 0.075024 \n",
+ "187 0.153453 0.075879 \n",
+ "366 0.164906 0.084464 \n",
+ "154 0.144067 0.086846 \n",
+ "479 0.343806 0.086880 \n",
+ "23 0.303210 0.087209 "
]
},
- "execution_count": 39,
+ "execution_count": 286,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 40,
+ "execution_count": 287,
"metadata": {},
"outputs": [
{
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>250</th>\n",
- " <td>6dsq7Nt5mIFzvm5kIYNORy</td>\n",
+ " <th>1</th>\n",
+ " <td>0eECFDnWy0RdjMmJ8NOeAL</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>0.055694</td>\n",
- " <td>0.095033</td>\n",
+ " <td>0.093389</td>\n",
+ " <td>Feral</td>\n",
+ " <td>0.465216</td>\n",
+ " <td>0.729</td>\n",
+ " <td>0.023443</td>\n",
+ " <td>0.137777</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>258</th>\n",
- " <td>15ea10YpJIl3mJq75yzqsD</td>\n",
+ " <th>214</th>\n",
+ " <td>6dsq7Nt5mIFzvm5kIYNORy</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>0.082342</td>\n",
- " <td>0.114683</td>\n",
+ " <td>0.674272</td>\n",
+ " <td>15 Step</td>\n",
+ " <td>0.836356</td>\n",
+ " <td>0.847</td>\n",
+ " <td>0.226559</td>\n",
+ " <td>0.153910</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>4</th>\n",
- " <td>0eECFDnWy0RdjMmJ8NOeAL</td>\n",
+ " <th>236</th>\n",
+ " <td>6CVdTDYoDbwYj4xn8u5Gha</td>\n",
" <td>Radiohead</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",
+ " <td>0.452573</td>\n",
+ " <td>Backdrifts</td>\n",
+ " <td>0.821532</td>\n",
+ " <td>0.732</td>\n",
+ " <td>0.149038</td>\n",
+ " <td>0.175249</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>277</th>\n",
+ " <th>241</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>0.033118</td>\n",
- " <td>0.146299</td>\n",
+ " <td>0.832611</td>\n",
+ " <td>0.717</td>\n",
+ " <td>0.144227</td>\n",
+ " <td>0.181134</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>272</th>\n",
- " <td>6CVdTDYoDbwYj4xn8u5Gha</td>\n",
+ " <th>222</th>\n",
+ " <td>15ea10YpJIl3mJq75yzqsD</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>0.034438</td>\n",
- " <td>0.147393</td>\n",
+ " <td>0.952216</td>\n",
+ " <td>Jigsaw Falling Into Place</td>\n",
+ " <td>0.757225</td>\n",
+ " <td>0.808</td>\n",
+ " <td>0.323746</td>\n",
+ " <td>0.187495</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>307</th>\n",
- " <td>53aFGAl0Vebwp2bo8wtdWR</td>\n",
+ " <th>287</th>\n",
+ " <td>4HtPAkZnSyGtNvBnfDc2nw</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>0.184708</td>\n",
- " <td>0.152147</td>\n",
+ " <td>0.609975</td>\n",
+ " <td>Sulk</td>\n",
+ " <td>0.578947</td>\n",
+ " <td>0.671</td>\n",
+ " <td>0.204076</td>\n",
+ " <td>0.190004</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>266</th>\n",
- " <td>6P67UTTr5qN7XYSSlj0n6X</td>\n",
+ " <th>265</th>\n",
+ " <td>3OsUjkcv1C1v5udFhgRSFg</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>0.039331</td>\n",
- " <td>0.157020</td>\n",
+ " <td>0.329999</td>\n",
+ " <td>Airbag</td>\n",
+ " <td>0.642348</td>\n",
+ " <td>0.648</td>\n",
+ " <td>0.106178</td>\n",
+ " <td>0.191414</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>251</th>\n",
- " <td>4m0Vgr48VFaMYw0Sp1ozJu</td>\n",
+ " <th>271</th>\n",
+ " <td>53aFGAl0Vebwp2bo8wtdWR</td>\n",
" <td>Radiohead</td>\n",
- " <td>0.870846</td>\n",
- " <td>Bodysnatchers</td>\n",
- " <td>0.759247</td>\n",
- " <td>0.721</td>\n",
- " <td>0.074541</td>\n",
- " <td>0.157399</td>\n",
+ " <td>2.019892</td>\n",
+ " <td>Fitter Happier</td>\n",
+ " <td>0.446841</td>\n",
+ " <td>0.744</td>\n",
+ " <td>0.697076</td>\n",
+ " <td>0.194516</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>267</th>\n",
- " <td>3STByesnbcQatiGHgwi1Tv</td>\n",
+ " <th>171</th>\n",
+ " <td>1amSa5xo79zINsgrpNlNge</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>0.050734</td>\n",
- " <td>0.167458</td>\n",
+ " <td>0.782762</td>\n",
+ " <td>Lotus Flower</td>\n",
+ " <td>0.418231</td>\n",
+ " <td>0.621</td>\n",
+ " <td>0.264494</td>\n",
+ " <td>0.194688</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>210</th>\n",
- " <td>2rA36OZNb3LkvqcNro1ugK</td>\n",
+ " <th>230</th>\n",
+ " <td>6P67UTTr5qN7XYSSlj0n6X</td>\n",
" <td>Radiohead</td>\n",
- " <td>0.836338</td>\n",
- " <td>Separator</td>\n",
- " <td>0.622837</td>\n",
- " <td>0.666</td>\n",
- " <td>0.071232</td>\n",
- " <td>0.177287</td>\n",
+ " <td>0.503609</td>\n",
+ " <td>Paperbag Writer</td>\n",
+ " <td>0.754680</td>\n",
+ " <td>0.682</td>\n",
+ " <td>0.166884</td>\n",
+ " <td>0.195437</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
],
"text/plain": [
" _id artist_name lyrical_density \\\n",
- "250 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 \n",
- "258 15ea10YpJIl3mJq75yzqsD Radiohead 0.952216 \n",
- "4 0eECFDnWy0RdjMmJ8NOeAL Radiohead 0.093389 \n",
- "277 77SPrxY5gn6VPrKPGrfLnM Radiohead 0.438813 \n",
- "272 6CVdTDYoDbwYj4xn8u5Gha Radiohead 0.452573 \n",
- "307 53aFGAl0Vebwp2bo8wtdWR Radiohead 2.019892 \n",
- "266 6P67UTTr5qN7XYSSlj0n6X Radiohead 0.503609 \n",
- "251 4m0Vgr48VFaMYw0Sp1ozJu Radiohead 0.870846 \n",
- "267 3STByesnbcQatiGHgwi1Tv Radiohead 0.622541 \n",
- "210 2rA36OZNb3LkvqcNro1ugK Radiohead 0.836338 \n",
+ "1 0eECFDnWy0RdjMmJ8NOeAL Radiohead 0.093389 \n",
+ "214 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 \n",
+ "236 6CVdTDYoDbwYj4xn8u5Gha Radiohead 0.452573 \n",
+ "241 77SPrxY5gn6VPrKPGrfLnM Radiohead 0.438813 \n",
+ "222 15ea10YpJIl3mJq75yzqsD Radiohead 0.952216 \n",
+ "287 4HtPAkZnSyGtNvBnfDc2nw Radiohead 0.609975 \n",
+ "265 3OsUjkcv1C1v5udFhgRSFg Radiohead 0.329999 \n",
+ "271 53aFGAl0Vebwp2bo8wtdWR Radiohead 2.019892 \n",
+ "171 1amSa5xo79zINsgrpNlNge Radiohead 0.782762 \n",
+ "230 6P67UTTr5qN7XYSSlj0n6X Radiohead 0.503609 \n",
"\n",
" name neg valence scaled_ld gloom \n",
- "250 15 Step 0.835488 0.848 0.055694 0.095033 \n",
- "258 Jigsaw Falling Into Place 0.757225 0.818 0.082342 0.114683 \n",
- "4 Feral 0.465216 0.751 0.000000 0.124500 \n",
- "277 There, There 0.835541 0.726 0.033118 0.146299 \n",
- "272 Backdrifts 0.821532 0.724 0.034438 0.147393 \n",
- "307 Fitter Happier 0.446841 0.728 0.184708 0.152147 \n",
- "266 Paperbag Writer 0.754680 0.704 0.039331 0.157020 \n",
- "251 Bodysnatchers 0.759247 0.721 0.074541 0.157399 \n",
- "267 I Am a Wicked Child 0.763706 0.688 0.050734 0.167458 \n",
- "210 Separator 0.622837 0.666 0.071232 0.177287 "
+ "1 Feral 0.465216 0.729 0.023443 0.137777 \n",
+ "214 15 Step 0.836356 0.847 0.226559 0.153910 \n",
+ "236 Backdrifts 0.821532 0.732 0.149038 0.175249 \n",
+ "241 There, There 0.832611 0.717 0.144227 0.181134 \n",
+ "222 Jigsaw Falling Into Place 0.757225 0.808 0.323746 0.187495 \n",
+ "287 Sulk 0.578947 0.671 0.204076 0.190004 \n",
+ "265 Airbag 0.642348 0.648 0.106178 0.191414 \n",
+ "271 Fitter Happier 0.446841 0.744 0.697076 0.194516 \n",
+ "171 Lotus Flower 0.418231 0.621 0.264494 0.194688 \n",
+ "230 Paperbag Writer 0.754680 0.682 0.166884 0.195437 "
]
},
- "execution_count": 40,
+ "execution_count": 287,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 42,
+ "execution_count": 288,
"metadata": {},
"outputs": [
{
"data": {
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hDGNjbrhwBefd05nko6MDDA+7jxtBnW41pdnMpGakSO4pCw2z2w2uWBR75uew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\nq9wUzMys+gk60CgIdnD/xgAAAABJRU5ErkJggg==\n",
+ "image/png": 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dy6OzKqohYkM4hBC2e9thcEWNDocBfgCR6BQ0XsDnpzKuTDpI1q0z90wk3Oua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\n1fq5AAAAAElFTkSuQmCC\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fa7b8180908>"
+ "<matplotlib.figure.Figure at 0x7fb75476acf8>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 43,
+ "execution_count": 289,
"metadata": {
"scrolled": true
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>26</th>\n",
- " <td>7pQAq14Z73YUFMtxCyt0bG</td>\n",
- " <td>The Beatles</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>0.136455</td>\n",
- " <td>0.068945</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>31</th>\n",
- " <td>1dfuJYDSIc41cw5RPsaCF1</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.651824</td>\n",
- " <td>Help! - Remastered 2015</td>\n",
- " <td>0.823915</td>\n",
- " <td>0.810</td>\n",
- " <td>0.149419</td>\n",
- " <td>0.142359</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>37</th>\n",
- " <td>0TRkjwb4uY3CHb5zhr9bBd</td>\n",
- " <td>The Beatles</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>0.147202</td>\n",
- " <td>0.125210</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>49</th>\n",
+ " <th>13</th>\n",
" <td>57n1teNb2tkcfiYagPmUWr</td>\n",
" <td>The Beatles</td>\n",
" <td>0.885556</td>\n",
- " <td>Two Of Us - Remastered 2009</td>\n",
+ " <td>Two Of Us - Remastered</td>\n",
" <td>0.711080</td>\n",
- " <td>0.923</td>\n",
- " <td>0.075951</td>\n",
- " <td>0.062579</td>\n",
+ " <td>0.931</td>\n",
+ " <td>0.300437</td>\n",
+ " <td>0.130952</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>57</th>\n",
+ " <th>21</th>\n",
" <td>4311wT21Et0q3vepFwXjTu</td>\n",
" <td>The Beatles</td>\n",
" <td>0.718556</td>\n",
- " <td>One After 909 - Remastered 2009</td>\n",
+ " <td>One After 909 - Remastered</td>\n",
" <td>0.865737</td>\n",
- " <td>0.904</td>\n",
- " <td>0.059939</td>\n",
- " <td>0.071069</td>\n",
+ " <td>0.888</td>\n",
+ " <td>0.242043</td>\n",
+ " <td>0.147219</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>71</th>\n",
+ " <th>35</th>\n",
" <td>67jL5ZAf8hNsRZrfBHNuBT</td>\n",
" <td>The Beatles</td>\n",
" <td>1.277562</td>\n",
- " <td>Mean Mr Mustard - Remastered 2009</td>\n",
+ " <td>Mean Mr Mustard - Remastered</td>\n",
" <td>0.700631</td>\n",
- " <td>0.967</td>\n",
- " <td>0.113535</td>\n",
- " <td>0.054400</td>\n",
+ " <td>0.970</td>\n",
+ " <td>0.437509</td>\n",
+ " <td>0.161703</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>96</th>\n",
+ " <th>43</th>\n",
+ " <td>0htnXrZwJvLllryAQU22JT</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.591707</td>\n",
+ " <td>Only A Northern Song - Remastered</td>\n",
+ " <td>0.735840</td>\n",
+ " <td>0.801</td>\n",
+ " <td>0.197689</td>\n",
+ " <td>0.152564</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>60</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>Don't Pass Me By - Remastered</td>\n",
" <td>0.857831</td>\n",
- " <td>0.948</td>\n",
- " <td>0.061357</td>\n",
- " <td>0.050722</td>\n",
+ " <td>0.946</td>\n",
+ " <td>0.247212</td>\n",
+ " <td>0.126358</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>97</th>\n",
+ " <th>61</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>Why Don't We Do It In The Road? - Remastered</td>\n",
" <td>0.793242</td>\n",
- " <td>0.951</td>\n",
- " <td>0.121840</td>\n",
- " <td>0.069839</td>\n",
+ " <td>0.957</td>\n",
+ " <td>0.467795</td>\n",
+ " <td>0.196980</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>137</th>\n",
+ " <th>82</th>\n",
+ " <td>7c76SiAfT7JkMiCm8BBCcP</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.139628</td>\n",
+ " <td>Hello, Goodbye - Remastered 2009</td>\n",
+ " <td>0.827139</td>\n",
+ " <td>0.806</td>\n",
+ " <td>0.389278</td>\n",
+ " <td>0.220234</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>101</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>0.146380</td>\n",
- " <td>0.135188</td>\n",
+ " <td>Eleanor Rigby - Remastered</td>\n",
+ " <td>0.799326</td>\n",
+ " <td>0.813</td>\n",
+ " <td>0.557293</td>\n",
+ " <td>0.264123</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>171</th>\n",
+ " <th>135</th>\n",
" <td>67tvBtAhsfHBFpuqJ13ZUq</td>\n",
" <td>The Beatles</td>\n",
" <td>0.931018</td>\n",
- " <td>Act Naturally - Remastered 2009</td>\n",
+ " <td>Act Naturally - Remastered</td>\n",
" <td>0.756947</td>\n",
- " <td>0.946</td>\n",
- " <td>0.080310</td>\n",
- " <td>0.055227</td>\n",
+ " <td>0.944</td>\n",
+ " <td>0.316334</td>\n",
+ " <td>0.138867</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>173</th>\n",
+ " <th>137</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>You Like Me Too Much - Remastered</td>\n",
" <td>0.773406</td>\n",
- " <td>0.900</td>\n",
- " <td>0.126122</td>\n",
- " <td>0.092466</td>\n",
+ " <td>0.899</td>\n",
+ " <td>0.483411</td>\n",
+ " <td>0.213024</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>175</th>\n",
+ " <th>139</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>I've Just Seen A Face - Remastered</td>\n",
" <td>0.805082</td>\n",
- " <td>0.917</td>\n",
- " <td>0.095327</td>\n",
- " <td>0.075917</td>\n",
+ " <td>0.913</td>\n",
+ " <td>0.371104</td>\n",
+ " <td>0.176741</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>178</th>\n",
+ " <th>142</th>\n",
" <td>009oOX7tpCPLzRL9AFiBS8</td>\n",
" <td>The Beatles</td>\n",
" <td>1.242035</td>\n",
- " <td>No Reply - Remastered 2009</td>\n",
+ " <td>No Reply - Remastered</td>\n",
" <td>0.781942</td>\n",
- " <td>0.873</td>\n",
- " <td>0.110129</td>\n",
- " <td>0.099564</td>\n",
+ " <td>0.869</td>\n",
+ " <td>0.425086</td>\n",
+ " <td>0.203853</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>179</th>\n",
+ " <th>143</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>I'm A Loser - Remastered</td>\n",
" <td>0.812114</td>\n",
- " <td>0.843</td>\n",
- " <td>0.083072</td>\n",
- " <td>0.105711</td>\n",
+ " <td>0.856</td>\n",
+ " <td>0.326408</td>\n",
+ " <td>0.181039</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>180</th>\n",
+ " <th>144</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>Baby's In Black - Remastered</td>\n",
" <td>0.820088</td>\n",
- " <td>0.862</td>\n",
- " <td>0.135032</td>\n",
- " <td>0.115052</td>\n",
+ " <td>0.876</td>\n",
+ " <td>0.515906</td>\n",
+ " <td>0.241558</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>188</th>\n",
+ " <th>152</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>I Don't Want To Spoil The Party - Remastered</td>\n",
" <td>0.817801</td>\n",
- " <td>0.896</td>\n",
- " <td>0.117048</td>\n",
- " <td>0.093774</td>\n",
+ " <td>0.889</td>\n",
+ " <td>0.450319</td>\n",
+ " <td>0.214643</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>189</th>\n",
+ " <th>153</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>What You're Doing - Remastered</td>\n",
" <td>0.751989</td>\n",
- " <td>0.831</td>\n",
- " <td>0.051113</td>\n",
- " <td>0.099399</td>\n",
+ " <td>0.825</td>\n",
+ " <td>0.209854</td>\n",
+ " <td>0.148042</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>190</th>\n",
+ " <th>154</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>Everybody's Trying To Be My Baby - Remastered</td>\n",
" <td>0.866985</td>\n",
- " <td>0.937</td>\n",
- " <td>0.033075</td>\n",
- " <td>0.044796</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>191</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>0.144624</td>\n",
- " <td>0.144940</td>\n",
+ " <td>0.943</td>\n",
+ " <td>0.144067</td>\n",
+ " <td>0.086846</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>196</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>0.077467</td>\n",
- " <td>0.116412</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>197</th>\n",
+ " <th>161</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>Can't Buy Me Love - Remastered</td>\n",
" <td>0.738387</td>\n",
- " <td>0.854</td>\n",
- " <td>0.135734</td>\n",
- " <td>0.113204</td>\n",
+ " <td>0.842</td>\n",
+ " <td>0.518468</td>\n",
+ " <td>0.229456</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>199</th>\n",
+ " <th>163</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>I'll Cry Instead - Remastered</td>\n",
" <td>0.863772</td>\n",
- " <td>0.961</td>\n",
- " <td>0.120406</td>\n",
- " <td>0.069154</td>\n",
+ " <td>0.960</td>\n",
+ " <td>0.462566</td>\n",
+ " <td>0.210524</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>202</th>\n",
+ " <th>166</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>0.110511</td>\n",
- " <td>0.057096</td>\n",
+ " <td>You Can't Do That - Remastered</td>\n",
+ " <td>0.727164</td>\n",
+ " <td>0.961</td>\n",
+ " <td>0.426480</td>\n",
+ " <td>0.166244</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>211</th>\n",
+ " <th>175</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>It Won't Be Long - Remastered</td>\n",
" <td>0.783388</td>\n",
- " <td>0.868</td>\n",
- " <td>0.083051</td>\n",
- " <td>0.093049</td>\n",
+ " <td>0.862</td>\n",
+ " <td>0.326333</td>\n",
+ " <td>0.174306</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>212</th>\n",
+ " <th>176</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>All I've Got To Do - Remastered</td>\n",
" <td>0.721191</td>\n",
- " <td>0.876</td>\n",
- " <td>0.090386</td>\n",
- " <td>0.088989</td>\n",
+ " <td>0.879</td>\n",
+ " <td>0.353084</td>\n",
+ " <td>0.166459</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>214</th>\n",
+ " <th>178</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>Don't Bother Me - Remastered</td>\n",
" <td>0.824879</td>\n",
- " <td>0.921</td>\n",
- " <td>0.086760</td>\n",
- " <td>0.071856</td>\n",
+ " <td>0.916</td>\n",
+ " <td>0.339858</td>\n",
+ " <td>0.167897</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>215</th>\n",
+ " <th>179</th>\n",
" <td>55nE9EppLFdb0I1HBg2O2m</td>\n",
" <td>The Beatles</td>\n",
" <td>0.695489</td>\n",
- " <td>Little Child - Remastered 2009</td>\n",
+ " <td>Little Child - Remastered</td>\n",
" <td>0.848886</td>\n",
- " <td>0.878</td>\n",
- " <td>0.057728</td>\n",
- " <td>0.081981</td>\n",
+ " <td>0.886</td>\n",
+ " <td>0.233977</td>\n",
+ " <td>0.142973</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>217</th>\n",
+ " <th>181</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>Please Mister Postman - Remastered</td>\n",
" <td>0.815201</td>\n",
- " <td>0.962</td>\n",
- " <td>0.121652</td>\n",
- " <td>0.066274</td>\n",
+ " <td>0.961</td>\n",
+ " <td>0.467111</td>\n",
+ " <td>0.200786</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>219</th>\n",
+ " <th>183</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>Hold Me Tight - Remastered</td>\n",
" <td>0.804870</td>\n",
" <td>0.963</td>\n",
- " <td>0.047219</td>\n",
- " <td>0.036629</td>\n",
+ " <td>0.195653</td>\n",
+ " <td>0.093618</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>222</th>\n",
+ " <th>186</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>Devil In Her Heart - Remastered</td>\n",
" <td>0.779220</td>\n",
- " <td>0.964</td>\n",
- " <td>0.096620</td>\n",
- " <td>0.053905</td>\n",
+ " <td>0.966</td>\n",
+ " <td>0.375818</td>\n",
+ " <td>0.157033</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>223</th>\n",
+ " <th>187</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>Not A Second Time - Remastered</td>\n",
" <td>0.773805</td>\n",
" <td>0.961</td>\n",
- " <td>0.035648</td>\n",
- " <td>0.032597</td>\n",
+ " <td>0.153453</td>\n",
+ " <td>0.075879</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>226</th>\n",
+ " <th>190</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>0.089090</td>\n",
- " <td>0.080905</td>\n",
+ " <td>0.882</td>\n",
+ " <td>0.348357</td>\n",
+ " <td>0.180268</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>250</th>\n",
+ " <th>214</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>0.055694</td>\n",
- " <td>0.095033</td>\n",
+ " <td>0.836356</td>\n",
+ " <td>0.847</td>\n",
+ " <td>0.226559</td>\n",
+ " <td>0.153910</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>258</th>\n",
+ " <th>222</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>0.082342</td>\n",
- " <td>0.114683</td>\n",
+ " <td>0.808</td>\n",
+ " <td>0.323746</td>\n",
+ " <td>0.187495</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>339</th>\n",
- " <td>0832Tptls5YicHPGgw7ssP</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>1.142650</td>\n",
- " <td>Beast Of Burden - Remastered</td>\n",
- " <td>0.740380</td>\n",
- " <td>0.865</td>\n",
- " <td>0.100600</td>\n",
- " <td>0.097951</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>341</th>\n",
+ " <th>301</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>0.088363</td>\n",
- " <td>0.113317</td>\n",
+ " <td>0.757785</td>\n",
+ " <td>0.828</td>\n",
+ " <td>0.345703</td>\n",
+ " <td>0.187254</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>348</th>\n",
+ " <th>302</th>\n",
+ " <td>4E8qFhiuYAWEYYAsYIf4dW</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>0.892857</td>\n",
+ " <td>When The Whip Comes Down - Remastered</td>\n",
+ " <td>0.739709</td>\n",
+ " <td>0.818</td>\n",
+ " <td>0.302990</td>\n",
+ " <td>0.175490</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>308</th>\n",
" <td>7pfVe0VrMK5QhTaAYzkuYn</td>\n",
" <td>The Rolling Stones</td>\n",
" <td>1.142650</td>\n",
" <td>Beast Of Burden - Remastered</td>\n",
" <td>0.740380</td>\n",
- " <td>0.862</td>\n",
- " <td>0.100600</td>\n",
- " <td>0.099300</td>\n",
+ " <td>0.866</td>\n",
+ " <td>0.390335</td>\n",
+ " <td>0.185346</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>352</th>\n",
+ " <th>312</th>\n",
" <td>5oAcuuY504M7eDCln5Xq89</td>\n",
" <td>The Rolling Stones</td>\n",
" <td>1.098231</td>\n",
" <td>Do You Think I Really Care</td>\n",
- " <td>0.810567</td>\n",
- " <td>0.925</td>\n",
- " <td>0.096342</td>\n",
- " <td>0.072933</td>\n",
+ " <td>0.810796</td>\n",
+ " <td>0.927</td>\n",
+ " <td>0.374803</td>\n",
+ " <td>0.174764</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>358</th>\n",
+ " <th>318</th>\n",
" <td>4LW3JaAze7gF8DpPBb2zzl</td>\n",
" <td>The Rolling Stones</td>\n",
" <td>1.411236</td>\n",
" <td>I Love You Too Much</td>\n",
" <td>0.717967</td>\n",
- " <td>0.861</td>\n",
- " <td>0.126352</td>\n",
- " <td>0.106077</td>\n",
+ " <td>0.855</td>\n",
+ " <td>0.484250</td>\n",
+ " <td>0.211230</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>392</th>\n",
+ " <th>327</th>\n",
" <td>4sLirGgpkyL3RSdr13q3wd</td>\n",
" <td>The Rolling Stones</td>\n",
" <td>1.329366</td>\n",
- " <td>She Saw Me Coming - 2009 Re-Mastered Digital V...</td>\n",
+ " <td>She Saw Me Coming - Remastered</td>\n",
" <td>0.885088</td>\n",
- " <td>0.852</td>\n",
- " <td>0.118502</td>\n",
- " <td>0.117673</td>\n",
+ " <td>0.854</td>\n",
+ " <td>0.455623</td>\n",
+ " <td>0.241373</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>430</th>\n",
+ " <th>342</th>\n",
" <td>7fJ1QhCso6CG5RIv3S4rAj</td>\n",
" <td>The Rolling Stones</td>\n",
" <td>1.148208</td>\n",
- " <td>You Don't Have To Mean It - 2009 Digital Remaster</td>\n",
+ " <td>You Don't Have To Mean It - Remastered</td>\n",
" <td>0.781341</td>\n",
- " <td>0.894</td>\n",
- " <td>0.101133</td>\n",
- " <td>0.087150</td>\n",
+ " <td>0.901</td>\n",
+ " <td>0.392278</td>\n",
+ " <td>0.183334</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>465</th>\n",
+ " <th>363</th>\n",
" <td>0Pm9eYltE97zx0tBjWiGOs</td>\n",
" <td>The Rolling Stones</td>\n",
" <td>0.688109</td>\n",
- " <td>Mean Disposition - 2009 Re-Mastered Digital Ve...</td>\n",
+ " <td>Mean Disposition - Remastered</td>\n",
" <td>0.840309</td>\n",
- " <td>0.823</td>\n",
- " <td>0.057020</td>\n",
- " <td>0.107411</td>\n",
+ " <td>0.830</td>\n",
+ " <td>0.231397</td>\n",
+ " <td>0.162554</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>489</th>\n",
+ " <th>372</th>\n",
" <td>1cYaiJpydNUcLC4PcMELF6</td>\n",
" <td>The Rolling Stones</td>\n",
" <td>0.876235</td>\n",
- " <td>Can't Be Seen - 2009 Re-Mastered Digital Version</td>\n",
+ " <td>Can't Be Seen - Remastered</td>\n",
" <td>0.832957</td>\n",
- " <td>0.876</td>\n",
- " <td>0.075057</td>\n",
- " <td>0.088606</td>\n",
+ " <td>0.867</td>\n",
+ " <td>0.297178</td>\n",
+ " <td>0.170506</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>498</th>\n",
- " <td>2JKq6jqn8cQu7003WoUv9E</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>0.849827</td>\n",
- " <td>Too Rude</td>\n",
- " <td>0.743142</td>\n",
- " <td>0.851</td>\n",
- " <td>0.072525</td>\n",
- " <td>0.096045</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>508</th>\n",
+ " <th>381</th>\n",
" <td>5b8LAkfAKbuakf9xqRMTQR</td>\n",
" <td>The Rolling Stones</td>\n",
" <td>0.849827</td>\n",
- " <td>Too Rude - Remastered 2009</td>\n",
- " <td>0.743142</td>\n",
- " <td>0.871</td>\n",
- " <td>0.072525</td>\n",
- " <td>0.086770</td>\n",
+ " <td>Too Rude - Remastered</td>\n",
+ " <td>0.738455</td>\n",
+ " <td>0.878</td>\n",
+ " <td>0.287944</td>\n",
+ " <td>0.149752</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>516</th>\n",
+ " <th>388</th>\n",
" <td>3eE947Xw6qPE1TqBMbUDgS</td>\n",
" <td>The Rolling Stones</td>\n",
" <td>1.019161</td>\n",
- " <td>Tie You Up (The Pain Of Love) - 2009 Re-Master...</td>\n",
+ " <td>Tie You Up (The Pain Of Love) - Remastered</td>\n",
" <td>0.845910</td>\n",
- " <td>0.813</td>\n",
- " <td>0.088761</td>\n",
- " <td>0.122743</td>\n",
+ " <td>0.820</td>\n",
+ " <td>0.347155</td>\n",
+ " <td>0.205587</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>518</th>\n",
+ " <th>390</th>\n",
" <td>4FHhq0QWpLSS6WZnkJnZp1</td>\n",
" <td>The Rolling Stones</td>\n",
" <td>0.312839</td>\n",
- " <td>Feel On Baby - 2009 Re-Mastered Digital Version</td>\n",
+ " <td>Feel On Baby - Remastered</td>\n",
" <td>0.784292</td>\n",
- " <td>0.965</td>\n",
- " <td>0.021040</td>\n",
- " <td>0.025383</td>\n",
+ " <td>0.966</td>\n",
+ " <td>0.100178</td>\n",
+ " <td>0.054581</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>550</th>\n",
+ " <th>404</th>\n",
+ " <td>4Q75gU2hFVL4oxqFpTiT3c</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>0.501468</td>\n",
+ " <td>Dance (pt 1) - Remastered</td>\n",
+ " <td>0.700655</td>\n",
+ " <td>0.895</td>\n",
+ " <td>0.166135</td>\n",
+ " <td>0.101980</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>412</th>\n",
" <td>4lJXLFf148gjn1qECYS5xt</td>\n",
" <td>The Rolling Stones</td>\n",
" <td>1.321463</td>\n",
- " <td>She's So Cold - 2009 Re-Mastered Digital Version</td>\n",
+ " <td>She's So Cold - Remastered</td>\n",
" <td>0.821926</td>\n",
- " <td>0.844</td>\n",
- " <td>0.117744</td>\n",
- " <td>0.117205</td>\n",
+ " <td>0.841</td>\n",
+ " <td>0.452859</td>\n",
+ " <td>0.229606</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>427</th>\n",
+ " <td>6enjRsW81z7K8zk7XIGIiz</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>0.160387</td>\n",
+ " <td>Slave - Remastered</td>\n",
+ " <td>0.804835</td>\n",
+ " <td>0.847</td>\n",
+ " <td>0.046870</td>\n",
+ " <td>0.091776</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>435</th>\n",
+ " <td>0r5d5LmhLQwJVEw0kTEExp</td>\n",
+ " <td>Spice Girls</td>\n",
+ " <td>0.455497</td>\n",
+ " <td>Tell Me Why</td>\n",
+ " <td>0.849970</td>\n",
+ " <td>0.919</td>\n",
+ " <td>0.150060</td>\n",
+ " <td>0.098196</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>454</th>\n",
+ " <td>2OtFl6ryjvaH3dGiTUUeh9</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.992080</td>\n",
+ " <td>Come On - Saturday Club / 1963</td>\n",
+ " <td>0.882142</td>\n",
+ " <td>0.815</td>\n",
+ " <td>0.687352</td>\n",
+ " <td>0.332091</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>457</th>\n",
+ " <td>4vfCh9kio2tM8KyzYjPIG1</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>0.927070</td>\n",
+ " <td>The Spider And The Fly - Yeah Yeah / 1965</td>\n",
+ " <td>0.763678</td>\n",
+ " <td>0.881</td>\n",
+ " <td>0.314954</td>\n",
+ " <td>0.161022</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>461</th>\n",
+ " <td>1YSw5TDTLGLvRHDaHB46Hz</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.104910</td>\n",
+ " <td>Memphis, Tennessee - Saturday Club / 1963</td>\n",
+ " <td>0.711075</td>\n",
+ " <td>0.944</td>\n",
+ " <td>0.377138</td>\n",
+ " <td>0.151527</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>463</th>\n",
+ " <td>6ZFlGszAyzdQH6SVoapmxe</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.563705</td>\n",
+ " <td>The Last Time - Top Gear / 1965</td>\n",
+ " <td>0.839551</td>\n",
+ " <td>0.809</td>\n",
+ " <td>0.537563</td>\n",
+ " <td>0.269819</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>464</th>\n",
+ " <td>2tBmA66b4cxYm7o2iPz0bO</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>0.945513</td>\n",
+ " <td>Cry To Me - Saturday Club / 1965</td>\n",
+ " <td>0.892635</td>\n",
+ " <td>0.848</td>\n",
+ " <td>0.321402</td>\n",
+ " <td>0.195021</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>472</th>\n",
+ " <td>55lElC5ScFprXpv2iaPf97</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.379550</td>\n",
+ " <td>I'm Moving On - The Joe Loss Pop Show / 1964</td>\n",
+ " <td>0.721873</td>\n",
+ " <td>0.806</td>\n",
+ " <td>0.473170</td>\n",
+ " <td>0.221887</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>477</th>\n",
+ " <td>5zkQRYB9g4rvqNFtbYjul5</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>0.643919</td>\n",
+ " <td>Little By Little - The Joe Loss Pop Show / 1964</td>\n",
+ " <td>0.712365</td>\n",
+ " <td>0.859</td>\n",
+ " <td>0.215945</td>\n",
+ " <td>0.132192</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>480</th>\n",
+ " <td>7whU5DaMEtXWqGuDrCiMvS</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>0.614215</td>\n",
+ " <td>Crackin' Up - Top Gear / 1964</td>\n",
+ " <td>0.705419</td>\n",
+ " <td>0.824</td>\n",
+ " <td>0.205559</td>\n",
+ " <td>0.142413</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>481</th>\n",
+ " <td>0YTqcrcpMFZZlH3T91ljsy</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>0.677053</td>\n",
+ " <td>I Can't Be Satisfied - Top Gear / 1964</td>\n",
+ " <td>0.812405</td>\n",
+ " <td>0.945</td>\n",
+ " <td>0.227531</td>\n",
+ " <td>0.113667</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>552</th>\n",
- " <td>5LcD4BvRlJOn8inQGT2RUY</td>\n",
+ " <th>499</th>\n",
+ " <td>4NccLOSGgOlWPB96yN7wL9</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>0.813</td>\n",
- " <td>0.088363</td>\n",
- " <td>0.118787</td>\n",
+ " <td>0.689132</td>\n",
+ " <td>Bitch - Live</td>\n",
+ " <td>0.841579</td>\n",
+ " <td>0.843</td>\n",
+ " <td>0.231755</td>\n",
+ " <td>0.157827</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>603</th>\n",
- " <td>6enjRsW81z7K8zk7XIGIiz</td>\n",
+ " <th>593</th>\n",
+ " <td>5UXwp4rKvtXtKJpe0iIctM</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>0.160387</td>\n",
- " <td>Slave - 2009 Re-Mastered Digital Version</td>\n",
- " <td>0.804835</td>\n",
- " <td>0.851</td>\n",
- " <td>0.006424</td>\n",
- " <td>0.076606</td>\n",
+ " <td>0.568314</td>\n",
+ " <td>Miss You - Live</td>\n",
+ " <td>0.757785</td>\n",
+ " <td>0.847</td>\n",
+ " <td>0.189509</td>\n",
+ " <td>0.133806</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
],
"text/plain": [
" _id artist_name lyrical_density \\\n",
- "26 7pQAq14Z73YUFMtxCyt0bG The Beatles 1.516618 \n",
- "31 1dfuJYDSIc41cw5RPsaCF1 The Beatles 1.651824 \n",
- "37 0TRkjwb4uY3CHb5zhr9bBd The Beatles 1.628703 \n",
- "49 57n1teNb2tkcfiYagPmUWr The Beatles 0.885556 \n",
- "57 4311wT21Et0q3vepFwXjTu The Beatles 0.718556 \n",
- "71 67jL5ZAf8hNsRZrfBHNuBT The Beatles 1.277562 \n",
- "96 3OSi8ehmSWLTD5KatlzX8r The Beatles 0.733338 \n",
- "97 4zExFATo8xg8qFfR4H1ZAn The Beatles 1.364176 \n",
- "137 77f3aNeabAbOaSB32Sd5QE The Beatles 1.620131 \n",
- "171 67tvBtAhsfHBFpuqJ13ZUq The Beatles 0.931018 \n",
- "173 1k9tpndMDRwLkNt67Dlg02 The Beatles 1.408837 \n",
- "175 67VdmhC89bZ6yK2XRys0lA The Beatles 1.087652 \n",
- "178 009oOX7tpCPLzRL9AFiBS8 The Beatles 1.242035 \n",
- "179 5zs8tSd7ZvwBgr4NUmF5zM The Beatles 0.959827 \n",
- "180 3mKtIanz0poYgLnRxZrfBO The Beatles 1.501767 \n",
- "188 33BGv6xzxHh5E7v3r1hJLL The Beatles 1.314197 \n",
- "189 2YHzfuuDFXzoELxJnqM4at The Beatles 0.626500 \n",
- "190 3EbGioQyKyf4dycuiPOg3k The Beatles 0.438356 \n",
- "191 69d54YOS8TOQiUYjX57XeA The Beatles 1.601816 \n",
- "196 4G5YzDD1nCUPwt5y1LQovF The Beatles 0.901370 \n",
- "197 7KmRz1oKEwgj9qpfn72OfO The Beatles 1.509096 \n",
- "199 3Aqo28W4LLAolYpN3duVJl The Beatles 1.349222 \n",
- "202 4dyALlslhDEzwSEr7GteXa The Beatles 1.246021 \n",
- "211 5tNjuWwp6FxuWCrKQAMBTj The Beatles 0.959614 \n",
- "212 1JPTCjLHEtqofOFmHsfiAH The Beatles 1.036117 \n",
- "214 0lLeGCsQlAbEjQBPQQxQ1b The Beatles 0.998293 \n",
- "215 55nE9EppLFdb0I1HBg2O2m The Beatles 0.695489 \n",
- "217 5IIBY9M2GxHcVja6DA6wsF The Beatles 1.362221 \n",
- "219 6xJSJpO6HJwHhu7UaIc8qR The Beatles 0.585885 \n",
- "222 3Ltllbv2lbpjP6NgPMNiFg The Beatles 1.101133 \n",
- "223 5VsIn7QQqcacePIb0vO0ow The Beatles 0.465201 \n",
- "226 33OXG0RTtw0ycGza22tnF6 The Beatles 1.022599 \n",
- "250 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 \n",
- "258 15ea10YpJIl3mJq75yzqsD Radiohead 0.952216 \n",
- "339 0832Tptls5YicHPGgw7ssP The Rolling Stones 1.142650 \n",
- "341 5pTWpY8l7B1XcQnijEFGFj The Rolling Stones 1.015010 \n",
- "348 7pfVe0VrMK5QhTaAYzkuYn The Rolling Stones 1.142650 \n",
- "352 5oAcuuY504M7eDCln5Xq89 The Rolling Stones 1.098231 \n",
- "358 4LW3JaAze7gF8DpPBb2zzl The Rolling Stones 1.411236 \n",
- "392 4sLirGgpkyL3RSdr13q3wd The Rolling Stones 1.329366 \n",
- "430 7fJ1QhCso6CG5RIv3S4rAj The Rolling Stones 1.148208 \n",
- "465 0Pm9eYltE97zx0tBjWiGOs The Rolling Stones 0.688109 \n",
- "489 1cYaiJpydNUcLC4PcMELF6 The Rolling Stones 0.876235 \n",
- "498 2JKq6jqn8cQu7003WoUv9E The Rolling Stones 0.849827 \n",
- "508 5b8LAkfAKbuakf9xqRMTQR The Rolling Stones 0.849827 \n",
- "516 3eE947Xw6qPE1TqBMbUDgS The Rolling Stones 1.019161 \n",
- "518 4FHhq0QWpLSS6WZnkJnZp1 The Rolling Stones 0.312839 \n",
- "550 4lJXLFf148gjn1qECYS5xt The Rolling Stones 1.321463 \n",
- "552 5LcD4BvRlJOn8inQGT2RUY The Rolling Stones 1.015010 \n",
- "603 6enjRsW81z7K8zk7XIGIiz The Rolling Stones 0.160387 \n",
+ "13 57n1teNb2tkcfiYagPmUWr The Beatles 0.885556 \n",
+ "21 4311wT21Et0q3vepFwXjTu The Beatles 0.718556 \n",
+ "35 67jL5ZAf8hNsRZrfBHNuBT The Beatles 1.277562 \n",
+ "43 0htnXrZwJvLllryAQU22JT The Beatles 0.591707 \n",
+ "60 3OSi8ehmSWLTD5KatlzX8r The Beatles 0.733338 \n",
+ "61 4zExFATo8xg8qFfR4H1ZAn The Beatles 1.364176 \n",
+ "82 7c76SiAfT7JkMiCm8BBCcP The Beatles 1.139628 \n",
+ "101 77f3aNeabAbOaSB32Sd5QE The Beatles 1.620131 \n",
+ "135 67tvBtAhsfHBFpuqJ13ZUq The Beatles 0.931018 \n",
+ "137 1k9tpndMDRwLkNt67Dlg02 The Beatles 1.408837 \n",
+ "139 67VdmhC89bZ6yK2XRys0lA The Beatles 1.087652 \n",
+ "142 009oOX7tpCPLzRL9AFiBS8 The Beatles 1.242035 \n",
+ "143 5zs8tSd7ZvwBgr4NUmF5zM The Beatles 0.959827 \n",
+ "144 3mKtIanz0poYgLnRxZrfBO The Beatles 1.501767 \n",
+ "152 33BGv6xzxHh5E7v3r1hJLL The Beatles 1.314197 \n",
+ "153 2YHzfuuDFXzoELxJnqM4at The Beatles 0.626500 \n",
+ "154 3EbGioQyKyf4dycuiPOg3k The Beatles 0.438356 \n",
+ "161 7KmRz1oKEwgj9qpfn72OfO The Beatles 1.509096 \n",
+ "163 3Aqo28W4LLAolYpN3duVJl The Beatles 1.349222 \n",
+ "166 4dyALlslhDEzwSEr7GteXa The Beatles 1.246021 \n",
+ "175 5tNjuWwp6FxuWCrKQAMBTj The Beatles 0.959614 \n",
+ "176 1JPTCjLHEtqofOFmHsfiAH The Beatles 1.036117 \n",
+ "178 0lLeGCsQlAbEjQBPQQxQ1b The Beatles 0.998293 \n",
+ "179 55nE9EppLFdb0I1HBg2O2m The Beatles 0.695489 \n",
+ "181 5IIBY9M2GxHcVja6DA6wsF The Beatles 1.362221 \n",
+ "183 6xJSJpO6HJwHhu7UaIc8qR The Beatles 0.585885 \n",
+ "186 3Ltllbv2lbpjP6NgPMNiFg The Beatles 1.101133 \n",
+ "187 5VsIn7QQqcacePIb0vO0ow The Beatles 0.465201 \n",
+ "190 33OXG0RTtw0ycGza22tnF6 The Beatles 1.022599 \n",
+ "214 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 \n",
+ "222 15ea10YpJIl3mJq75yzqsD Radiohead 0.952216 \n",
+ "301 5pTWpY8l7B1XcQnijEFGFj The Rolling Stones 1.015010 \n",
+ "302 4E8qFhiuYAWEYYAsYIf4dW The Rolling Stones 0.892857 \n",
+ "308 7pfVe0VrMK5QhTaAYzkuYn The Rolling Stones 1.142650 \n",
+ "312 5oAcuuY504M7eDCln5Xq89 The Rolling Stones 1.098231 \n",
+ "318 4LW3JaAze7gF8DpPBb2zzl The Rolling Stones 1.411236 \n",
+ "327 4sLirGgpkyL3RSdr13q3wd The Rolling Stones 1.329366 \n",
+ "342 7fJ1QhCso6CG5RIv3S4rAj The Rolling Stones 1.148208 \n",
+ "363 0Pm9eYltE97zx0tBjWiGOs The Rolling Stones 0.688109 \n",
+ "372 1cYaiJpydNUcLC4PcMELF6 The Rolling Stones 0.876235 \n",
+ "381 5b8LAkfAKbuakf9xqRMTQR The Rolling Stones 0.849827 \n",
+ "388 3eE947Xw6qPE1TqBMbUDgS The Rolling Stones 1.019161 \n",
+ "390 4FHhq0QWpLSS6WZnkJnZp1 The Rolling Stones 0.312839 \n",
+ "404 4Q75gU2hFVL4oxqFpTiT3c The Rolling Stones 0.501468 \n",
+ "412 4lJXLFf148gjn1qECYS5xt The Rolling Stones 1.321463 \n",
+ "427 6enjRsW81z7K8zk7XIGIiz The Rolling Stones 0.160387 \n",
+ "435 0r5d5LmhLQwJVEw0kTEExp Spice Girls 0.455497 \n",
+ "454 2OtFl6ryjvaH3dGiTUUeh9 The Rolling Stones 1.992080 \n",
+ "457 4vfCh9kio2tM8KyzYjPIG1 The Rolling Stones 0.927070 \n",
+ "461 1YSw5TDTLGLvRHDaHB46Hz The Rolling Stones 1.104910 \n",
+ "463 6ZFlGszAyzdQH6SVoapmxe The Rolling Stones 1.563705 \n",
+ "464 2tBmA66b4cxYm7o2iPz0bO The Rolling Stones 0.945513 \n",
+ "472 55lElC5ScFprXpv2iaPf97 The Rolling Stones 1.379550 \n",
+ "477 5zkQRYB9g4rvqNFtbYjul5 The Rolling Stones 0.643919 \n",
+ "480 7whU5DaMEtXWqGuDrCiMvS The Rolling Stones 0.614215 \n",
+ "481 0YTqcrcpMFZZlH3T91ljsy The Rolling Stones 0.677053 \n",
+ "499 4NccLOSGgOlWPB96yN7wL9 The Rolling Stones 0.689132 \n",
+ "593 5UXwp4rKvtXtKJpe0iIctM The Rolling Stones 0.568314 \n",
"\n",
- " name neg valence \\\n",
- "26 Can't Buy Me Love - Remastered 2015 0.738387 0.957 \n",
- "31 Help! - Remastered 2015 0.823915 0.810 \n",
- "37 Eleanor Rigby - Remastered 2015 0.803232 0.845 \n",
- "49 Two Of Us - Remastered 2009 0.711080 0.923 \n",
- "57 One After 909 - Remastered 2009 0.865737 0.904 \n",
- "71 Mean Mr Mustard - Remastered 2009 0.700631 0.967 \n",
- "96 Don't Pass Me By - Remastered 2009 0.857831 0.948 \n",
- "97 Why Don't We Do It In The Road? - Remastered 2009 0.793242 0.951 \n",
- "137 Eleanor Rigby - Remastered 2009 0.803232 0.821 \n",
- "171 Act Naturally - Remastered 2009 0.756947 0.946 \n",
- "173 You Like Me Too Much - Remastered 2009 0.773406 0.900 \n",
- "175 I've Just Seen A Face - Remastered 2009 0.805082 0.917 \n",
- "178 No Reply - Remastered 2009 0.781942 0.873 \n",
- "179 I'm A Loser - Remastered 2009 0.812114 0.843 \n",
- "180 Baby's In Black - Remastered 2009 0.820088 0.862 \n",
- "188 I Don't Want To Spoil The Party - Remastered 2009 0.817801 0.896 \n",
- "189 What You're Doing - Remastered 2009 0.751989 0.831 \n",
- "190 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.937 \n",
- "191 A Hard Day's Night - Remastered 2009 0.833309 0.802 \n",
- "196 Tell Me Why - Remastered 2009 0.849970 0.819 \n",
- "197 Can't Buy Me Love - Remastered 2009 0.738387 0.854 \n",
- "199 I'll Cry Instead - Remastered 2009 0.863772 0.961 \n",
- "202 You Can't Do That - Remastered 2009 0.727456 0.962 \n",
- "211 It Won't Be Long - Remastered 2009 0.783388 0.868 \n",
- "212 All I've Got To Do - Remastered 2009 0.721191 0.876 \n",
- "214 Don't Bother Me - Remastered 2009 0.824879 0.921 \n",
- "215 Little Child - Remastered 2009 0.848886 0.878 \n",
- "217 Please Mister Postman - Remastered 2009 0.815201 0.962 \n",
- "219 Hold Me Tight - Remastered 2009 0.804870 0.963 \n",
- "222 Devil In Her Heart - Remastered 2009 0.779220 0.964 \n",
- "223 Not A Second Time - Remastered 2009 0.773805 0.961 \n",
- "226 Misery - Remastered 2009 0.814230 0.902 \n",
- "250 15 Step 0.835488 0.848 \n",
- "258 Jigsaw Falling Into Place 0.757225 0.818 \n",
- "339 Beast Of Burden - Remastered 0.740380 0.865 \n",
- "341 Miss You - Remastered 0.759348 0.825 \n",
- "348 Beast Of Burden - Remastered 0.740380 0.862 \n",
- "352 Do You Think I Really Care 0.810567 0.925 \n",
- "358 I Love You Too Much 0.717967 0.861 \n",
- "392 She Saw Me Coming - 2009 Re-Mastered Digital V... 0.885088 0.852 \n",
- "430 You Don't Have To Mean It - 2009 Digital Remaster 0.781341 0.894 \n",
- "465 Mean Disposition - 2009 Re-Mastered Digital Ve... 0.840309 0.823 \n",
- "489 Can't Be Seen - 2009 Re-Mastered Digital Version 0.832957 0.876 \n",
- "498 Too Rude 0.743142 0.851 \n",
- "508 Too Rude - Remastered 2009 0.743142 0.871 \n",
- "516 Tie You Up (The Pain Of Love) - 2009 Re-Master... 0.845910 0.813 \n",
- "518 Feel On Baby - 2009 Re-Mastered Digital Version 0.784292 0.965 \n",
- "550 She's So Cold - 2009 Re-Mastered Digital Version 0.821926 0.844 \n",
- "552 Miss You - Remastered 0.759348 0.813 \n",
- "603 Slave - 2009 Re-Mastered Digital Version 0.804835 0.851 \n",
+ " name neg valence \\\n",
+ "13 Two Of Us - Remastered 0.711080 0.931 \n",
+ "21 One After 909 - Remastered 0.865737 0.888 \n",
+ "35 Mean Mr Mustard - Remastered 0.700631 0.970 \n",
+ "43 Only A Northern Song - Remastered 0.735840 0.801 \n",
+ "60 Don't Pass Me By - Remastered 0.857831 0.946 \n",
+ "61 Why Don't We Do It In The Road? - Remastered 0.793242 0.957 \n",
+ "82 Hello, Goodbye - Remastered 2009 0.827139 0.806 \n",
+ "101 Eleanor Rigby - Remastered 0.799326 0.813 \n",
+ "135 Act Naturally - Remastered 0.756947 0.944 \n",
+ "137 You Like Me Too Much - Remastered 0.773406 0.899 \n",
+ "139 I've Just Seen A Face - Remastered 0.805082 0.913 \n",
+ "142 No Reply - Remastered 0.781942 0.869 \n",
+ "143 I'm A Loser - Remastered 0.812114 0.856 \n",
+ "144 Baby's In Black - Remastered 0.820088 0.876 \n",
+ "152 I Don't Want To Spoil The Party - Remastered 0.817801 0.889 \n",
+ "153 What You're Doing - Remastered 0.751989 0.825 \n",
+ "154 Everybody's Trying To Be My Baby - Remastered 0.866985 0.943 \n",
+ "161 Can't Buy Me Love - Remastered 0.738387 0.842 \n",
+ "163 I'll Cry Instead - Remastered 0.863772 0.960 \n",
+ "166 You Can't Do That - Remastered 0.727164 0.961 \n",
+ "175 It Won't Be Long - Remastered 0.783388 0.862 \n",
+ "176 All I've Got To Do - Remastered 0.721191 0.879 \n",
+ "178 Don't Bother Me - Remastered 0.824879 0.916 \n",
+ "179 Little Child - Remastered 0.848886 0.886 \n",
+ "181 Please Mister Postman - Remastered 0.815201 0.961 \n",
+ "183 Hold Me Tight - Remastered 0.804870 0.963 \n",
+ "186 Devil In Her Heart - Remastered 0.779220 0.966 \n",
+ "187 Not A Second Time - Remastered 0.773805 0.961 \n",
+ "190 Misery - Remastered 2009 0.814230 0.882 \n",
+ "214 15 Step 0.836356 0.847 \n",
+ "222 Jigsaw Falling Into Place 0.757225 0.808 \n",
+ "301 Miss You - Remastered 0.757785 0.828 \n",
+ "302 When The Whip Comes Down - Remastered 0.739709 0.818 \n",
+ "308 Beast Of Burden - Remastered 0.740380 0.866 \n",
+ "312 Do You Think I Really Care 0.810796 0.927 \n",
+ "318 I Love You Too Much 0.717967 0.855 \n",
+ "327 She Saw Me Coming - Remastered 0.885088 0.854 \n",
+ "342 You Don't Have To Mean It - Remastered 0.781341 0.901 \n",
+ "363 Mean Disposition - Remastered 0.840309 0.830 \n",
+ "372 Can't Be Seen - Remastered 0.832957 0.867 \n",
+ "381 Too Rude - Remastered 0.738455 0.878 \n",
+ "388 Tie You Up (The Pain Of Love) - Remastered 0.845910 0.820 \n",
+ "390 Feel On Baby - Remastered 0.784292 0.966 \n",
+ "404 Dance (pt 1) - Remastered 0.700655 0.895 \n",
+ "412 She's So Cold - Remastered 0.821926 0.841 \n",
+ "427 Slave - Remastered 0.804835 0.847 \n",
+ "435 Tell Me Why 0.849970 0.919 \n",
+ "454 Come On - Saturday Club / 1963 0.882142 0.815 \n",
+ "457 The Spider And The Fly - Yeah Yeah / 1965 0.763678 0.881 \n",
+ "461 Memphis, Tennessee - Saturday Club / 1963 0.711075 0.944 \n",
+ "463 The Last Time - Top Gear / 1965 0.839551 0.809 \n",
+ "464 Cry To Me - Saturday Club / 1965 0.892635 0.848 \n",
+ "472 I'm Moving On - The Joe Loss Pop Show / 1964 0.721873 0.806 \n",
+ "477 Little By Little - The Joe Loss Pop Show / 1964 0.712365 0.859 \n",
+ "480 Crackin' Up - Top Gear / 1964 0.705419 0.824 \n",
+ "481 I Can't Be Satisfied - Top Gear / 1964 0.812405 0.945 \n",
+ "499 Bitch - Live 0.841579 0.843 \n",
+ "593 Miss You - Live 0.757785 0.847 \n",
"\n",
" scaled_ld gloom \n",
- "26 0.136455 0.068945 \n",
- "31 0.149419 0.142359 \n",
- "37 0.147202 0.125210 \n",
- "49 0.075951 0.062579 \n",
- "57 0.059939 0.071069 \n",
- "71 0.113535 0.054400 \n",
- "96 0.061357 0.050722 \n",
- "97 0.121840 0.069839 \n",
- "137 0.146380 0.135188 \n",
- "171 0.080310 0.055227 \n",
- "173 0.126122 0.092466 \n",
- "175 0.095327 0.075917 \n",
- "178 0.110129 0.099564 \n",
- "179 0.083072 0.105711 \n",
- "180 0.135032 0.115052 \n",
- "188 0.117048 0.093774 \n",
- "189 0.051113 0.099399 \n",
- "190 0.033075 0.044796 \n",
- "191 0.144624 0.144940 \n",
- "196 0.077467 0.116412 \n",
- "197 0.135734 0.113204 \n",
- "199 0.120406 0.069154 \n",
- "202 0.110511 0.057096 \n",
- "211 0.083051 0.093049 \n",
- "212 0.090386 0.088989 \n",
- "214 0.086760 0.071856 \n",
- "215 0.057728 0.081981 \n",
- "217 0.121652 0.066274 \n",
- "219 0.047219 0.036629 \n",
- "222 0.096620 0.053905 \n",
- "223 0.035648 0.032597 \n",
- "226 0.089090 0.080905 \n",
- "250 0.055694 0.095033 \n",
- "258 0.082342 0.114683 \n",
- "339 0.100600 0.097951 \n",
- "341 0.088363 0.113317 \n",
- "348 0.100600 0.099300 \n",
- "352 0.096342 0.072933 \n",
- "358 0.126352 0.106077 \n",
- "392 0.118502 0.117673 \n",
- "430 0.101133 0.087150 \n",
- "465 0.057020 0.107411 \n",
- "489 0.075057 0.088606 \n",
- "498 0.072525 0.096045 \n",
- "508 0.072525 0.086770 \n",
- "516 0.088761 0.122743 \n",
- "518 0.021040 0.025383 \n",
- "550 0.117744 0.117205 \n",
- "552 0.088363 0.118787 \n",
- "603 0.006424 0.076606 "
+ "13 0.300437 0.130952 \n",
+ "21 0.242043 0.147219 \n",
+ "35 0.437509 0.161703 \n",
+ "43 0.197689 0.152564 \n",
+ "60 0.247212 0.126358 \n",
+ "61 0.467795 0.196980 \n",
+ "82 0.389278 0.220234 \n",
+ "101 0.557293 0.264123 \n",
+ "135 0.316334 0.138867 \n",
+ "137 0.483411 0.213024 \n",
+ "139 0.371104 0.176741 \n",
+ "142 0.425086 0.203853 \n",
+ "143 0.326408 0.181039 \n",
+ "144 0.515906 0.241558 \n",
+ "152 0.450319 0.214643 \n",
+ "153 0.209854 0.148042 \n",
+ "154 0.144067 0.086846 \n",
+ "161 0.518468 0.229456 \n",
+ "163 0.462566 0.210524 \n",
+ "166 0.426480 0.166244 \n",
+ "175 0.326333 0.174306 \n",
+ "176 0.353084 0.166459 \n",
+ "178 0.339858 0.167897 \n",
+ "179 0.233977 0.142973 \n",
+ "181 0.467111 0.200786 \n",
+ "183 0.195653 0.093618 \n",
+ "186 0.375818 0.157033 \n",
+ "187 0.153453 0.075879 \n",
+ "190 0.348357 0.180268 \n",
+ "214 0.226559 0.153910 \n",
+ "222 0.323746 0.187495 \n",
+ "301 0.345703 0.187254 \n",
+ "302 0.302990 0.175490 \n",
+ "308 0.390335 0.185346 \n",
+ "312 0.374803 0.174764 \n",
+ "318 0.484250 0.211230 \n",
+ "327 0.455623 0.241373 \n",
+ "342 0.392278 0.183334 \n",
+ "363 0.231397 0.162554 \n",
+ "372 0.297178 0.170506 \n",
+ "381 0.287944 0.149752 \n",
+ "388 0.347155 0.205587 \n",
+ "390 0.100178 0.054581 \n",
+ "404 0.166135 0.101980 \n",
+ "412 0.452859 0.229606 \n",
+ "427 0.046870 0.091776 \n",
+ "435 0.150060 0.098196 \n",
+ "454 0.687352 0.332091 \n",
+ "457 0.314954 0.161022 \n",
+ "461 0.377138 0.151527 \n",
+ "463 0.537563 0.269819 \n",
+ "464 0.321402 0.195021 \n",
+ "472 0.473170 0.221887 \n",
+ "477 0.215945 0.132192 \n",
+ "480 0.205559 0.142413 \n",
+ "481 0.227531 0.113667 \n",
+ "499 0.231755 0.157827 \n",
+ "593 0.189509 0.133806 "
]
},
- "execution_count": 43,
+ "execution_count": 289,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 44,
+ "execution_count": 290,
"metadata": {},
"outputs": [
{
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>199</th>\n",
+ " <th>163</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>I'll Cry Instead - Remastered</td>\n",
" <td>0.863772</td>\n",
- " <td>0.961</td>\n",
- " <td>0.120406</td>\n",
- " <td>0.069154</td>\n",
- " <td>0.830085</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>96</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>0.061357</td>\n",
- " <td>0.050722</td>\n",
- " <td>0.813223</td>\n",
+ " <td>0.960</td>\n",
+ " <td>0.462566</td>\n",
+ " <td>0.210524</td>\n",
+ " <td>0.829221</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>190</th>\n",
+ " <th>154</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>Everybody's Trying To Be My Baby - Remastered</td>\n",
" <td>0.866985</td>\n",
- " <td>0.937</td>\n",
- " <td>0.033075</td>\n",
- " <td>0.044796</td>\n",
- " <td>0.812365</td>\n",
+ " <td>0.943</td>\n",
+ " <td>0.144067</td>\n",
+ " <td>0.086846</td>\n",
+ " <td>0.817567</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>60</th>\n",
+ " <td>3OSi8ehmSWLTD5KatlzX8r</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.733338</td>\n",
+ " <td>Don't Pass Me By - Remastered</td>\n",
+ " <td>0.857831</td>\n",
+ " <td>0.946</td>\n",
+ " <td>0.247212</td>\n",
+ " <td>0.126358</td>\n",
+ " <td>0.811508</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>217</th>\n",
+ " <th>181</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>Please Mister Postman - Remastered</td>\n",
" <td>0.815201</td>\n",
- " <td>0.962</td>\n",
- " <td>0.121652</td>\n",
- " <td>0.066274</td>\n",
- " <td>0.784223</td>\n",
+ " <td>0.961</td>\n",
+ " <td>0.467111</td>\n",
+ " <td>0.200786</td>\n",
+ " <td>0.783408</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>57</th>\n",
- " <td>4311wT21Et0q3vepFwXjTu</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>0.059939</td>\n",
- " <td>0.071069</td>\n",
- " <td>0.782626</td>\n",
+ " <th>435</th>\n",
+ " <td>0r5d5LmhLQwJVEw0kTEExp</td>\n",
+ " <td>Spice Girls</td>\n",
+ " <td>0.455497</td>\n",
+ " <td>Tell Me Why</td>\n",
+ " <td>0.849970</td>\n",
+ " <td>0.919</td>\n",
+ " <td>0.150060</td>\n",
+ " <td>0.098196</td>\n",
+ " <td>0.781122</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>219</th>\n",
+ " <th>183</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>Hold Me Tight - Remastered</td>\n",
" <td>0.804870</td>\n",
" <td>0.963</td>\n",
- " <td>0.047219</td>\n",
- " <td>0.036629</td>\n",
+ " <td>0.195653</td>\n",
+ " <td>0.093618</td>\n",
" <td>0.775090</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>214</th>\n",
- " <td>0lLeGCsQlAbEjQBPQQxQ1b</td>\n",
+ " <th>21</th>\n",
+ " <td>4311wT21Et0q3vepFwXjTu</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>0.086760</td>\n",
- " <td>0.071856</td>\n",
- " <td>0.759713</td>\n",
+ " <td>0.718556</td>\n",
+ " <td>One After 909 - Remastered</td>\n",
+ " <td>0.865737</td>\n",
+ " <td>0.888</td>\n",
+ " <td>0.242043</td>\n",
+ " <td>0.147219</td>\n",
+ " <td>0.768775</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>518</th>\n",
- " <td>4FHhq0QWpLSS6WZnkJnZp1</td>\n",
+ " <th>481</th>\n",
+ " <td>0YTqcrcpMFZZlH3T91ljsy</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>0.312839</td>\n",
- " <td>Feel On Baby - 2009 Re-Mastered Digital Version</td>\n",
- " <td>0.784292</td>\n",
- " <td>0.965</td>\n",
- " <td>0.021040</td>\n",
- " <td>0.025383</td>\n",
- " <td>0.756841</td>\n",
+ " <td>0.677053</td>\n",
+ " <td>I Can't Be Satisfied - Top Gear / 1964</td>\n",
+ " <td>0.812405</td>\n",
+ " <td>0.945</td>\n",
+ " <td>0.227531</td>\n",
+ " <td>0.113667</td>\n",
+ " <td>0.767723</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>97</th>\n",
+ " <th>61</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>Why Don't We Do It In The Road? - Remastered</td>\n",
" <td>0.793242</td>\n",
- " <td>0.951</td>\n",
- " <td>0.121840</td>\n",
- " <td>0.069839</td>\n",
- " <td>0.754373</td>\n",
+ " <td>0.957</td>\n",
+ " <td>0.467795</td>\n",
+ " <td>0.196980</td>\n",
+ " <td>0.759132</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>392</th>\n",
- " <td>4sLirGgpkyL3RSdr13q3wd</td>\n",
+ " <th>390</th>\n",
+ " <td>4FHhq0QWpLSS6WZnkJnZp1</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>1.329366</td>\n",
- " <td>She Saw Me Coming - 2009 Re-Mastered Digital V...</td>\n",
- " <td>0.885088</td>\n",
- " <td>0.852</td>\n",
- " <td>0.118502</td>\n",
- " <td>0.117673</td>\n",
- " <td>0.754095</td>\n",
+ " <td>0.312839</td>\n",
+ " <td>Feel On Baby - Remastered</td>\n",
+ " <td>0.784292</td>\n",
+ " <td>0.966</td>\n",
+ " <td>0.100178</td>\n",
+ " <td>0.054581</td>\n",
+ " <td>0.757626</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
],
"text/plain": [
" _id artist_name lyrical_density \\\n",
- "199 3Aqo28W4LLAolYpN3duVJl The Beatles 1.349222 \n",
- "96 3OSi8ehmSWLTD5KatlzX8r The Beatles 0.733338 \n",
- "190 3EbGioQyKyf4dycuiPOg3k The Beatles 0.438356 \n",
- "217 5IIBY9M2GxHcVja6DA6wsF The Beatles 1.362221 \n",
- "57 4311wT21Et0q3vepFwXjTu The Beatles 0.718556 \n",
- "219 6xJSJpO6HJwHhu7UaIc8qR The Beatles 0.585885 \n",
- "214 0lLeGCsQlAbEjQBPQQxQ1b The Beatles 0.998293 \n",
- "518 4FHhq0QWpLSS6WZnkJnZp1 The Rolling Stones 0.312839 \n",
- "97 4zExFATo8xg8qFfR4H1ZAn The Beatles 1.364176 \n",
- "392 4sLirGgpkyL3RSdr13q3wd The Rolling Stones 1.329366 \n",
+ "163 3Aqo28W4LLAolYpN3duVJl The Beatles 1.349222 \n",
+ "154 3EbGioQyKyf4dycuiPOg3k The Beatles 0.438356 \n",
+ "60 3OSi8ehmSWLTD5KatlzX8r The Beatles 0.733338 \n",
+ "181 5IIBY9M2GxHcVja6DA6wsF The Beatles 1.362221 \n",
+ "435 0r5d5LmhLQwJVEw0kTEExp Spice Girls 0.455497 \n",
+ "183 6xJSJpO6HJwHhu7UaIc8qR The Beatles 0.585885 \n",
+ "21 4311wT21Et0q3vepFwXjTu The Beatles 0.718556 \n",
+ "481 0YTqcrcpMFZZlH3T91ljsy The Rolling Stones 0.677053 \n",
+ "61 4zExFATo8xg8qFfR4H1ZAn The Beatles 1.364176 \n",
+ "390 4FHhq0QWpLSS6WZnkJnZp1 The Rolling Stones 0.312839 \n",
"\n",
- " name neg valence \\\n",
- "199 I'll Cry Instead - Remastered 2009 0.863772 0.961 \n",
- "96 Don't Pass Me By - Remastered 2009 0.857831 0.948 \n",
- "190 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.937 \n",
- "217 Please Mister Postman - Remastered 2009 0.815201 0.962 \n",
- "57 One After 909 - Remastered 2009 0.865737 0.904 \n",
- "219 Hold Me Tight - Remastered 2009 0.804870 0.963 \n",
- "214 Don't Bother Me - Remastered 2009 0.824879 0.921 \n",
- "518 Feel On Baby - 2009 Re-Mastered Digital Version 0.784292 0.965 \n",
- "97 Why Don't We Do It In The Road? - Remastered 2009 0.793242 0.951 \n",
- "392 She Saw Me Coming - 2009 Re-Mastered Digital V... 0.885088 0.852 \n",
+ " name neg valence \\\n",
+ "163 I'll Cry Instead - Remastered 0.863772 0.960 \n",
+ "154 Everybody's Trying To Be My Baby - Remastered 0.866985 0.943 \n",
+ "60 Don't Pass Me By - Remastered 0.857831 0.946 \n",
+ "181 Please Mister Postman - Remastered 0.815201 0.961 \n",
+ "435 Tell Me Why 0.849970 0.919 \n",
+ "183 Hold Me Tight - Remastered 0.804870 0.963 \n",
+ "21 One After 909 - Remastered 0.865737 0.888 \n",
+ "481 I Can't Be Satisfied - Top Gear / 1964 0.812405 0.945 \n",
+ "61 Why Don't We Do It In The Road? - Remastered 0.793242 0.957 \n",
+ "390 Feel On Baby - Remastered 0.784292 0.966 \n",
"\n",
" scaled_ld gloom complexity \n",
- "199 0.120406 0.069154 0.830085 \n",
- "96 0.061357 0.050722 0.813223 \n",
- "190 0.033075 0.044796 0.812365 \n",
- "217 0.121652 0.066274 0.784223 \n",
- "57 0.059939 0.071069 0.782626 \n",
- "219 0.047219 0.036629 0.775090 \n",
- "214 0.086760 0.071856 0.759713 \n",
- "518 0.021040 0.025383 0.756841 \n",
- "97 0.121840 0.069839 0.754373 \n",
- "392 0.118502 0.117673 0.754095 "
+ "163 0.462566 0.210524 0.829221 \n",
+ "154 0.144067 0.086846 0.817567 \n",
+ "60 0.247212 0.126358 0.811508 \n",
+ "181 0.467111 0.200786 0.783408 \n",
+ "435 0.150060 0.098196 0.781122 \n",
+ "183 0.195653 0.093618 0.775090 \n",
+ "21 0.242043 0.147219 0.768775 \n",
+ "481 0.227531 0.113667 0.767723 \n",
+ "61 0.467795 0.196980 0.759132 \n",
+ "390 0.100178 0.054581 0.757626 "
]
},
- "execution_count": 44,
+ "execution_count": 290,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 45,
+ "execution_count": 291,
"metadata": {},
"outputs": [
{
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>246</th>\n",
+ " <th>210</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>0.028744</td>\n",
- " <td>0.463358</td>\n",
- " <td>0.015914</td>\n",
+ " <td>0.0552</td>\n",
+ " <td>0.128275</td>\n",
+ " <td>0.430532</td>\n",
+ " <td>0.016119</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>149</th>\n",
+ " <th>113</th>\n",
" <td>0agoaPIy92gPZ6zRhqXarE</td>\n",
" <td>The Beatles</td>\n",
" <td>0.634931</td>\n",
- " <td>Tomorrow Never Knows - Remastered 2009</td>\n",
+ " <td>Tomorrow Never Knows - Remastered</td>\n",
" <td>0.343599</td>\n",
- " <td>0.0556</td>\n",
- " <td>0.051922</td>\n",
- " <td>0.456603</td>\n",
- " <td>0.019104</td>\n",
+ " <td>0.0534</td>\n",
+ " <td>0.212803</td>\n",
+ " <td>0.409140</td>\n",
+ " <td>0.018348</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>249</th>\n",
+ " <th>497</th>\n",
+ " <td>1CEZV1nYaEeqhWz73HKF3g</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.541667</td>\n",
+ " <td>Intro - Live</td>\n",
+ " <td>0.724038</td>\n",
+ " <td>0.0263</td>\n",
+ " <td>0.529857</td>\n",
+ " <td>0.420707</td>\n",
+ " <td>0.019042</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>213</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>0.012017</td>\n",
- " <td>0.478516</td>\n",
- " <td>0.020117</td>\n",
+ " <td>0.0379</td>\n",
+ " <td>0.067268</td>\n",
+ " <td>0.466591</td>\n",
+ " <td>0.020171</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>275</th>\n",
+ " <th>239</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>0.017543</td>\n",
- " <td>0.477356</td>\n",
+ " <td>0.087425</td>\n",
+ " <td>0.462442</td>\n",
" <td>0.020237</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>300</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>0.024522</td>\n",
- " <td>0.474082</td>\n",
- " <td>0.024514</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>248</th>\n",
+ " <th>212</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>0.022933</td>\n",
- " <td>0.468750</td>\n",
- " <td>0.024678</td>\n",
+ " <td>0.0507</td>\n",
+ " <td>0.107080</td>\n",
+ " <td>0.449380</td>\n",
+ " <td>0.024200</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>312</th>\n",
+ " <th>264</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>0.0435</td>\n",
+ " <td>0.112877</td>\n",
+ " <td>0.456821</td>\n",
+ " <td>0.025091</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>276</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>0.014830</td>\n",
- " <td>0.477834</td>\n",
- " <td>0.026715</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>271</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>0.011828</td>\n",
- " <td>0.475040</td>\n",
- " <td>0.027746</td>\n",
+ " <td>0.0398</td>\n",
+ " <td>0.077527</td>\n",
+ " <td>0.468768</td>\n",
+ " <td>0.026581</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>259</th>\n",
- " <td>3uxhyRdWVXp7GQvERQl6fA</td>\n",
+ " <th>255</th>\n",
+ " <td>29yXMFKIrY1fFY4DYBVZCu</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>0.027733</td>\n",
- " <td>0.472437</td>\n",
- " <td>0.030559</td>\n",
+ " <td>0.567416</td>\n",
+ " <td>Life In a Glasshouse</td>\n",
+ " <td>0.605976</td>\n",
+ " <td>0.0497</td>\n",
+ " <td>0.189195</td>\n",
+ " <td>0.442578</td>\n",
+ " <td>0.030117</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>115</th>\n",
+ " <th>79</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>0.067726</td>\n",
- " <td>0.475937</td>\n",
- " <td>0.030875</td>\n",
+ " <td>0.802557</td>\n",
+ " <td>0.0378</td>\n",
+ " <td>0.270442</td>\n",
+ " <td>0.459513</td>\n",
+ " <td>0.030337</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name lyrical_density \\\n",
- "246 6f6pEjgfTtuRROmJ4a7Gf3 Radiohead 0.393192 \n",
- "149 0agoaPIy92gPZ6zRhqXarE The Beatles 0.634931 \n",
- "249 01ZpFhrMMqKPVCwyqXneVp Radiohead 0.218723 \n",
- "275 53RYTfkLiyZuUZHwJC3Wmm Radiohead 0.276367 \n",
- "300 0COiZ7ncho2yi4HotbzgPv Radiohead 0.349157 \n",
- "248 3cual6JOG286qZJmCxKRAT Radiohead 0.332577 \n",
- "312 75YUnz58ajMo2VIIuUFvOV Radiohead 0.248061 \n",
- "271 5olWalQH1oVza5D6xJg4oX Radiohead 0.216752 \n",
- "259 3uxhyRdWVXp7GQvERQl6fA Radiohead 0.382643 \n",
- "115 0ttMfoND7IQqFSMVOPkELC The Beatles 0.799772 \n",
+ " _id artist_name lyrical_density \\\n",
+ "210 6f6pEjgfTtuRROmJ4a7Gf3 Radiohead 0.393192 \n",
+ "113 0agoaPIy92gPZ6zRhqXarE The Beatles 0.634931 \n",
+ "497 1CEZV1nYaEeqhWz73HKF3g The Rolling Stones 1.541667 \n",
+ "213 01ZpFhrMMqKPVCwyqXneVp Radiohead 0.218723 \n",
+ "239 53RYTfkLiyZuUZHwJC3Wmm Radiohead 0.276367 \n",
+ "212 3cual6JOG286qZJmCxKRAT Radiohead 0.332577 \n",
+ "264 0COiZ7ncho2yi4HotbzgPv Radiohead 0.349157 \n",
+ "276 75YUnz58ajMo2VIIuUFvOV Radiohead 0.248061 \n",
+ "255 29yXMFKIrY1fFY4DYBVZCu Radiohead 0.567416 \n",
+ "79 0ttMfoND7IQqFSMVOPkELC The Beatles 0.799772 \n",
"\n",
" name neg valence \\\n",
- "246 The Numbers 0.292008 0.0545 \n",
- "149 Tomorrow Never Knows - Remastered 2009 0.343599 0.0556 \n",
- "249 True Love Waits 0.532206 0.0378 \n",
- "275 We Suck Young Blood 0.535358 0.0378 \n",
- "300 Motion Picture Soundtrack 0.576808 0.0425 \n",
- "248 Tinker Tailor Soldier Sailor Rich Man Poor Man... 0.477322 0.0517 \n",
- "312 The Tourist 0.667864 0.0400 \n",
- "271 Sail To The Moon 0.605798 0.0458 \n",
- "259 Videotape 0.652962 0.0468 \n",
- "115 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n",
+ "210 The Numbers 0.292008 0.0552 \n",
+ "113 Tomorrow Never Knows - Remastered 0.343599 0.0534 \n",
+ "497 Intro - Live 0.724038 0.0263 \n",
+ "213 True Love Waits 0.532206 0.0379 \n",
+ "239 We Suck Young Blood 0.535358 0.0378 \n",
+ "212 Tinker Tailor Soldier Sailor Rich Man Poor Man... 0.477322 0.0507 \n",
+ "264 Motion Picture Soundtrack 0.576808 0.0435 \n",
+ "276 The Tourist 0.667864 0.0398 \n",
+ "255 Life In a Glasshouse 0.605976 0.0497 \n",
+ "79 Blue Jay Way - Remastered 2009 0.802557 0.0378 \n",
"\n",
" scaled_ld gloom complexity \n",
- "246 0.028744 0.463358 0.015914 \n",
- "149 0.051922 0.456603 0.019104 \n",
- "249 0.012017 0.478516 0.020117 \n",
- "275 0.017543 0.477356 0.020237 \n",
- "300 0.024522 0.474082 0.024514 \n",
- "248 0.022933 0.468750 0.024678 \n",
- "312 0.014830 0.477834 0.026715 \n",
- "271 0.011828 0.475040 0.027746 \n",
- "259 0.027733 0.472437 0.030559 \n",
- "115 0.067726 0.475937 0.030875 "
+ "210 0.128275 0.430532 0.016119 \n",
+ "113 0.212803 0.409140 0.018348 \n",
+ "497 0.529857 0.420707 0.019042 \n",
+ "213 0.067268 0.466591 0.020171 \n",
+ "239 0.087425 0.462442 0.020237 \n",
+ "212 0.107080 0.449380 0.024200 \n",
+ "264 0.112877 0.456821 0.025091 \n",
+ "276 0.077527 0.468768 0.026581 \n",
+ "255 0.189195 0.442578 0.030117 \n",
+ "79 0.270442 0.459513 0.030337 "
]
},
- "execution_count": 45,
+ "execution_count": 291,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 46,
+ "execution_count": 292,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x7fa7b06bf828>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7fb754781240>"
]
},
- "execution_count": 46,
+ "execution_count": 292,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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MvhIRjw47U81cPxARxyLizur/wUtHkWtdmTnyH5ZPot4PvADYCXwR2LtqzFuAP62mrwRu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\nmy+VShH+ynIAAAAASUVORK5CYII=\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nl6RCWOiSVAgLXZIKYaFLUiH+H08XMhVTK0MmAAAAAElFTkSuQmCC\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fa7b803e630>"
+ "<matplotlib.figure.Figure at 0x7fb75478ad68>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 47,
+ "execution_count": 293,
"metadata": {
"scrolled": true
},
"source": [
"# Push the results back into the database\n",
"for row in results.itertuples():\n",
- " tracks.update_one({'_id': row[1]}, {'$set': {'complexity': row.complexity}})"
+ " unfiltered_tracks.update_one({'_id': row[1]}, {'$set': {'complexity': row.complexity}})"
]
},
{
},
{
"cell_type": "code",
- "execution_count": 48,
+ "execution_count": 294,
"metadata": {
"scrolled": true
},
"data": {
"text/plain": [
"defaultdict(int,\n",
- " {'03Qh833fEdVT30Pfs93ea6': 0.22789678983941528,\n",
- " '064eFGemsrDcMvgRZ0gqtw': 0.16546281355794068,\n",
- " '0PYyrqs9NXtxPhf0CZkq2L': 0.2004709034333945,\n",
- " '0ZGddnvcVzHVHfE3WW1tV5': 0.2525963821085444,\n",
- " '0hxrNynMDh5QeyALlf1CdS': 0.20593474908558748,\n",
- " '19K3IHYeVkUTjcBHGfbCOi': 0.15931668274756888,\n",
- " '19RUXBFyM4PpmrLRdtqWbp': 0.3425419294911015,\n",
- " '1DBkJIEoeHrTX4WCBQGcCi': 0.27771871919334173,\n",
- " '1PULmKbHeOqlkIwcDMNwD4': 0.1990729877861721,\n",
- " '1TpcI1LEFVhBvDPSTMPGFG': 0.22099628190640677,\n",
- " '1W1UJulgICjFDyYIMUwRs7': 0.24617308215264266,\n",
- " '1WSfNoPDPzgyKFN6OSYWUx': 0.2200357402700505,\n",
- " '1YvnuYGlblQ5vLnOhaZzpn': 0.16615180659586304,\n",
- " '1oW3v5Har9mvXnGk0x4fHm': 0.30508738391274,\n",
- " '25mfHGJNQkluvIqedXHSx3': 0.1483635997905052,\n",
- " '2Pqkn9Dq2DFtdfkKAeqgMd': 0.27685980377092695,\n",
- " '2pCqZLeavM2BMovJXsJEIV': 0.19939489068384775,\n",
- " '2wZgoXS06wSdu9C0ZJOvlc': 0.19125677734689478,\n",
- " '36lJLPoPPOKNFddTAcirnc': 0.3792629284456608,\n",
- " '3CHu7qW160uqPZHW3TMZ1l': 0.26319318902967737,\n",
- " '3OdI6e43crvyAHhaqpxSyz': 0.16106640645382,\n",
- " '3PbRKFafwE7Of8e4dTee72': 0.26750982149021796,\n",
- " '3nkEsxmIX0zRNXGAexaHAn': 0.08748757819974508,\n",
- " '47bcKzmKgmMPHXNVOWpLiu': 0.16900111090753703,\n",
- " '4FTHynKEtuP7eppERNfjyG': 0.21305661952007385,\n",
- " '4M8Q1L9PZq0xK5tLUpO3jd': 0.22324674758269558,\n",
- " '4fhWcu56Bbh5wALuTouFVW': 0.2666853229753837,\n",
- " '4g9Jfls8z2nbQxj5PiXkiy': 0.2532175258041112,\n",
- " '500FEaUzn8lN9zWFyZG5C2': 0.33525408187053557,\n",
- " '50UGtgNA5bq1c0BDjPfmbD': 0.3017272354671735,\n",
- " '54sqbAXxR1jFfyXb1WvrHK': 0.13825360942979895,\n",
- " '5XfJmldgWzrc1AIdbBaVZn': 0.21274334261750433,\n",
- " '5eTqRwTGKPBUiUuN1rFaXD': nan,\n",
- " '5ju5Ouzan3QwXqQt1Tihbh': 0.17737024369560614,\n",
- " '62ZT16LY1phGM0O8x5qW1z': 0.23799711263522508,\n",
- " '6400dnyeDyD2mIFHfkwHXN': 0.3430215089824961,\n",
- " '6Eo5EkmdLvZrONzi046iC2': 0.24358974061315494,\n",
- " '6FjXxl9VLURGuubdXUn2J3': 0.1755819689865233,\n",
- " '6P9yO0ukhOx3dvmhGKeYoC': 0.25974073261494773,\n",
- " '6V9YnBmFjWmXCBaUVRCVXP': 0.3793505338070881,\n",
- " '6vuykQgDLUCiZ7YggIpLM9': 0.39418638563653974,\n",
- " '71Mwd9tntFQYUk4k2DwA0D': 0.14460713537532624,\n",
- " '7BgGBZndAvDlKOcwe5rscZ': 0.11860837374367274,\n",
- " '7dxKtc08dYeRVHt3p9CZJn': 0.3558633677535143,\n",
- " '7eyQXxuf2nGj9d2367Gi5f': 0.3088946375860335,\n",
- " '7gDXyW16byCQOgK965BRzn': 0.12424726976358})"
+ " {'03Qh833fEdVT30Pfs93ea6': 0.24504854934983758,\n",
+ " '064eFGemsrDcMvgRZ0gqtw': 0.21452555555171524,\n",
+ " '0PYyrqs9NXtxPhf0CZkq2L': 0.23506412219180753,\n",
+ " '0ZGddnvcVzHVHfE3WW1tV5': 0.2759842123305305,\n",
+ " '0aWIIpfY32rT1i3yO9LROl': 0.27338394609475597,\n",
+ " '19K3IHYeVkUTjcBHGfbCOi': 0.22146657790197213,\n",
+ " '19RUXBFyM4PpmrLRdtqWbp': 0.34123914793205096,\n",
+ " '1DBkJIEoeHrTX4WCBQGcCi': 0.2804468995897004,\n",
+ " '1PULmKbHeOqlkIwcDMNwD4': 0.2262582630601231,\n",
+ " '1WSfNoPDPzgyKFN6OSYWUx': 0.25301349538560225,\n",
+ " '1YvnuYGlblQ5vLnOhaZzpn': 0.19666663896330405,\n",
+ " '1oW3v5Har9mvXnGk0x4fHm': 0.3124460078426787,\n",
+ " '25mfHGJNQkluvIqedXHSx3': 0.17990617220181726,\n",
+ " '2Pqkn9Dq2DFtdfkKAeqgMd': 0.2872466899672893,\n",
+ " '2b3y5k1DchDACjH5KMlgQv': 0.2990206778922061,\n",
+ " '2gCp8kyDcL93s4kVP4VMTC': 0.23989132903761987,\n",
+ " '2pCqZLeavM2BMovJXsJEIV': 0.21949856281177427,\n",
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+ " '4FTHynKEtuP7eppERNfjyG': 0.25222158906001974,\n",
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+ " '6400dnyeDyD2mIFHfkwHXN': 0.34239236834111514,\n",
+ " '6Eo5EkmdLvZrONzi046iC2': 0.262193465914564,\n",
+ " '6FjXxl9VLURGuubdXUn2J3': 0.22761373734656876,\n",
+ " '6P9yO0ukhOx3dvmhGKeYoC': 0.2661634638015738,\n",
+ " '6V9YnBmFjWmXCBaUVRCVXP': 0.3722139260352282,\n",
+ " '6hB5kO3oV3tlnblCNSSA9Z': 0.21098171855431014,\n",
+ " '6iCIB08bkoitQOL5y2uEsM': 0.29374483436289883,\n",
+ " '6vuykQgDLUCiZ7YggIpLM9': 0.3811589072698345,\n",
+ " '71Mwd9tntFQYUk4k2DwA0D': 0.21628077407656884,\n",
+ " '7BgGBZndAvDlKOcwe5rscZ': 0.17613388315154788,\n",
+ " '7Hk1X2BCADxuR9saTIKfOW': 0.20097448125778025,\n",
+ " '7dxKtc08dYeRVHt3p9CZJn': 0.3504691123775876,\n",
+ " '7eyQXxuf2nGj9d2367Gi5f': 0.32364774545338976,\n",
+ " '7gDXyW16byCQOgK965BRzn': 0.18443374970273932})"
]
},
- "execution_count": 48,
+ "execution_count": 294,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 49,
+ "execution_count": 295,
"metadata": {
"scrolled": true
},
" <td>The Beatles</td>\n",
" <td>Please Please Me (Remastered)</td>\n",
" <td>1963-03-22</td>\n",
- " <td>0.124247</td>\n",
+ " <td>0.184434</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>0.087488</td>\n",
+ " <td>0.151891</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>0.144607</td>\n",
+ " <td>0.216281</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>0.118608</td>\n",
+ " <td>0.176134</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>0.159317</td>\n",
+ " <td>0.221467</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>0.161066</td>\n",
+ " <td>0.212529</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>0.200471</td>\n",
+ " <td>0.235064</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>0.199073</td>\n",
+ " <td>0.226258</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>51</th>\n",
+ " <td>3LXItxKnnJcEDc5QdTc00n</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>Sgt. Pepper's Lonely Hearts Club Band (Deluxe ...</td>\n",
+ " <td>1967-06-01</td>\n",
+ " <td>0.274175</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>0.259741</td>\n",
+ " <td>0.266163</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>0.227897</td>\n",
+ " <td>0.245049</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>0.169001</td>\n",
+ " <td>0.178472</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>0.276860</td>\n",
+ " <td>0.287247</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>0.199395</td>\n",
+ " <td>0.219499</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>Some Girls</td>\n",
" <td>1978-06-09</td>\n",
- " <td>0.138254</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>Some Girls (Deluxe Version)</td>\n",
" <td>1978-06-09</td>\n",
- " <td>0.175582</td>\n",
+ " <td>0.227614</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>Emotional Rescue (2009 Re-Mastered)</td>\n",
" <td>1980-06-20</td>\n",
- " <td>0.191257</td>\n",
+ " <td>0.236002</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>Tattoo You (2009 Re-Mastered)</td>\n",
" <td>1981-08-24</td>\n",
- " <td>0.166152</td>\n",
+ " <td>0.196667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>Still Life</td>\n",
" <td>1982-06-01</td>\n",
- " <td>0.205935</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>Undercover (2009 Re-Mastered)</td>\n",
" <td>1983-11-07</td>\n",
- " <td>0.165463</td>\n",
+ " <td>0.214526</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>Dirty Work (Remastered 2009)</td>\n",
" <td>1986-03-24</td>\n",
- " <td>0.220036</td>\n",
+ " <td>0.253013</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>Dirty Work</td>\n",
" <td>1986-03-24</td>\n",
- " <td>0.220996</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>Steel Wheels (2009 Re-Mastered)</td>\n",
" <td>1989-08-29</td>\n",
- " <td>0.148364</td>\n",
+ " <td>0.179906</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>Flashpoint</td>\n",
" <td>1991-04-02</td>\n",
- " <td>0.246173</td>\n",
+ " <td>0.000000</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>0.343022</td>\n",
+ " <td>0.342392</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>Voodoo Lounge (Remastered 2009)</td>\n",
" <td>1994-07-11</td>\n",
- " <td>0.237997</td>\n",
+ " <td>0.250556</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>Stripped</td>\n",
" <td>1995-01-13</td>\n",
- " <td>0.223247</td>\n",
+ " <td>0.000000</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>0.335254</td>\n",
+ " <td>0.340483</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>50</th>\n",
+ " <td>3x2jF7blR6bFHtk4MccsyJ</td>\n",
+ " <td>Spice Girls</td>\n",
+ " <td>Spice</td>\n",
+ " <td>1996-11-04</td>\n",
+ " <td>0.000000</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>0.355863</td>\n",
+ " <td>0.350469</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>0.252596</td>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</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>0.342542</td>\n",
+ " <td>0.341239</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>48</th>\n",
+ " <td>4jbWZmf7kRxCBD6tgVepYh</td>\n",
+ " <td>Spice Girls</td>\n",
+ " <td>Forever</td>\n",
+ " <td>2000-11-06</td>\n",
+ " <td>0.209581</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>0.177370</td>\n",
+ " <td>0.182973</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>0.379351</td>\n",
+ " <td>0.372214</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>0.305087</td>\n",
+ " <td>0.312446</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>0.243590</td>\n",
+ " <td>0.262193</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>Live Licks</td>\n",
" <td>2004-11-01</td>\n",
- " <td>0.301727</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>A Bigger Bang (2009 Re-Mastered)</td>\n",
" <td>2005-09-05</td>\n",
- " <td>0.213057</td>\n",
+ " <td>0.252222</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>0.379263</td>\n",
+ " <td>0.380068</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>0.308895</td>\n",
+ " <td>0.323648</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>Shine A Light</td>\n",
" <td>2008-01-01</td>\n",
- " <td>0.263193</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>0.277719</td>\n",
+ " <td>0.280447</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
+ " <th>61</th>\n",
+ " <td>2gCp8kyDcL93s4kVP4VMTC</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Some Girls: Live In Texas '78</td>\n",
+ " <td>2011-11-21</td>\n",
+ " <td>0.239891</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>60</th>\n",
+ " <td>3yNf6JVyEEqvM4OqKEmZSC</td>\n",
+ " <td>Muddy Waters</td>\n",
+ " <td>Live At The Checkerboard Lounge</td>\n",
+ " <td>2012-07-09</td>\n",
+ " <td>0.211296</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>59</th>\n",
+ " <td>6hB5kO3oV3tlnblCNSSA9Z</td>\n",
+ " <td>Muddy Waters</td>\n",
+ " <td>Live At The Checkerboard Lounge</td>\n",
+ " <td>2012-07-09</td>\n",
+ " <td>0.210982</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>NaN</td>\n",
+ " <td>0.000000</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>0.394186</td>\n",
+ " <td>0.381159</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>58</th>\n",
+ " <td>3wkyUMDuH56iNaSxKvukax</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Totally Stripped - Paris (Live)</td>\n",
+ " <td>2016-05-20</td>\n",
+ " <td>0.292715</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>57</th>\n",
+ " <td>2b3y5k1DchDACjH5KMlgQv</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Totally Stripped - Amsterdam (Live)</td>\n",
+ " <td>2016-06-03</td>\n",
+ " <td>0.299021</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>56</th>\n",
+ " <td>5D7RtaChuvF0Av1xXT3acu</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Totally Stripped - Brixton (Live)</td>\n",
+ " <td>2016-06-06</td>\n",
+ " <td>0.281734</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>55</th>\n",
+ " <td>0aWIIpfY32rT1i3yO9LROl</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Totally Stripped (Live)</td>\n",
+ " <td>2016-06-17</td>\n",
+ " <td>0.273384</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>Totally Stripped (Live)</td>\n",
" <td>2016-06-17</td>\n",
- " <td>0.267510</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>0.212743</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>Havana Moon (Live)</td>\n",
" <td>2016-11-11</td>\n",
- " <td>0.266685</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>Blue & Lonesome</td>\n",
" <td>2016-12-02</td>\n",
- " <td>0.253218</td>\n",
+ " <td>0.272961</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>54</th>\n",
+ " <td>34d9ClCaKRoQ8pMeJ9Gfvt</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Ladies & Gentlemen (Live)</td>\n",
+ " <td>2017-06-07</td>\n",
+ " <td>0.277306</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>53</th>\n",
+ " <td>6iCIB08bkoitQOL5y2uEsM</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Sticky Fingers Live At The Fonda Theatre</td>\n",
+ " <td>2017-09-29</td>\n",
+ " <td>0.293745</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>52</th>\n",
+ " <td>7Hk1X2BCADxuR9saTIKfOW</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>On Air (Deluxe)</td>\n",
+ " <td>2017-12-01</td>\n",
+ " <td>0.200974</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
+ "<p>62 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
"9 3OdI6e43crvyAHhaqpxSyz The Beatles \n",
"8 0PYyrqs9NXtxPhf0CZkq2L The Beatles \n",
"7 1PULmKbHeOqlkIwcDMNwD4 The Beatles \n",
+ "51 3LXItxKnnJcEDc5QdTc00n The Beatles \n",
"6 6P9yO0ukhOx3dvmhGKeYoC The Beatles \n",
"5 03Qh833fEdVT30Pfs93ea6 The Beatles \n",
"4 47bcKzmKgmMPHXNVOWpLiu The Beatles \n",
"37 62ZT16LY1phGM0O8x5qW1z The Rolling Stones \n",
"36 4M8Q1L9PZq0xK5tLUpO3jd The Rolling Stones \n",
"26 500FEaUzn8lN9zWFyZG5C2 Radiohead \n",
+ "50 3x2jF7blR6bFHtk4MccsyJ Spice Girls \n",
"25 7dxKtc08dYeRVHt3p9CZJn Radiohead \n",
- "35 0ZGddnvcVzHVHfE3WW1tV5 The Rolling Stones \n",
+ ".. ... ... \n",
"24 19RUXBFyM4PpmrLRdtqWbp Radiohead \n",
+ "48 4jbWZmf7kRxCBD6tgVepYh Spice Girls \n",
"1 5ju5Ouzan3QwXqQt1Tihbh The Beatles \n",
"22 6svTt5o2lUgIrgYDKVmdnD Radiohead \n",
"23 6V9YnBmFjWmXCBaUVRCVXP Radiohead \n",
"32 3CHu7qW160uqPZHW3TMZ1l The Rolling Stones \n",
"13 1DBkJIEoeHrTX4WCBQGcCi Radiohead \n",
"17 47xaqCsJcYFWqD1gwujl1T Radiohead \n",
+ "61 2gCp8kyDcL93s4kVP4VMTC The Rolling Stones \n",
+ "60 3yNf6JVyEEqvM4OqKEmZSC Muddy Waters \n",
+ "59 6hB5kO3oV3tlnblCNSSA9Z Muddy Waters \n",
"31 5eTqRwTGKPBUiUuN1rFaXD The Rolling Stones \n",
"16 6vuykQgDLUCiZ7YggIpLM9 Radiohead \n",
+ "58 3wkyUMDuH56iNaSxKvukax The Rolling Stones \n",
+ "57 2b3y5k1DchDACjH5KMlgQv The Rolling Stones \n",
+ "56 5D7RtaChuvF0Av1xXT3acu The Rolling Stones \n",
+ "55 0aWIIpfY32rT1i3yO9LROl The Rolling Stones \n",
"30 3PbRKFafwE7Of8e4dTee72 The Rolling Stones \n",
"0 5XfJmldgWzrc1AIdbBaVZn The Beatles \n",
"29 4fhWcu56Bbh5wALuTouFVW The Rolling Stones \n",
"28 4g9Jfls8z2nbQxj5PiXkiy The Rolling Stones \n",
+ "54 34d9ClCaKRoQ8pMeJ9Gfvt The Rolling Stones \n",
+ "53 6iCIB08bkoitQOL5y2uEsM The Rolling Stones \n",
+ "52 7Hk1X2BCADxuR9saTIKfOW The Rolling Stones \n",
"\n",
" name release_date gloom \n",
- "15 Please Please Me (Remastered) 1963-03-22 0.124247 \n",
- "14 With The Beatles (Remastered) 1963-11-22 0.087488 \n",
- "12 A Hard Day's Night (Remastered) 1964-07-10 0.144607 \n",
- "11 Beatles For Sale (Remastered) 1964-12-04 0.118608 \n",
- "10 Help! (Remastered) 1965-08-06 0.159317 \n",
- "9 Rubber Soul (Remastered) 1965-12-03 0.161066 \n",
- "8 Revolver (Remastered) 1966-08-05 0.200471 \n",
- "7 Sgt. Pepper's Lonely Hearts Club Band (Remaste... 1967-06-01 0.199073 \n",
- "6 Magical Mystery Tour (Remastered) 1967-11-27 0.259741 \n",
- "5 The Beatles (Remastered) 1968-11-22 0.227897 \n",
- "4 Yellow Submarine (Remastered) 1969-01-17 0.169001 \n",
- "3 Abbey Road (Remastered) 1969-09-26 0.276860 \n",
- "2 Let It Be (Remastered) 1970-05-08 0.199395 \n",
- "46 Some Girls 1978-06-09 0.138254 \n",
- "47 Some Girls (Deluxe Version) 1978-06-09 0.175582 \n",
- "45 Emotional Rescue (2009 Re-Mastered) 1980-06-20 0.191257 \n",
- "44 Tattoo You (2009 Re-Mastered) 1981-08-24 0.166152 \n",
- "43 Still Life 1982-06-01 0.205935 \n",
- "42 Undercover (2009 Re-Mastered) 1983-11-07 0.165463 \n",
- "41 Dirty Work (Remastered 2009) 1986-03-24 0.220036 \n",
- "40 Dirty Work 1986-03-24 0.220996 \n",
- "39 Steel Wheels (2009 Re-Mastered) 1989-08-29 0.148364 \n",
- "38 Flashpoint 1991-04-02 0.246173 \n",
- "27 Pablo Honey 1993-02-22 0.343022 \n",
- "37 Voodoo Lounge (2009 Re-Mastered) 1994-07-11 0.237997 \n",
- "36 Stripped 1995-01-13 0.223247 \n",
- "26 The Bends 1995-03-28 0.335254 \n",
- "25 OK Computer 1997-05-28 0.355863 \n",
- "35 Bridges To Babylon (2009 Re-Mastered) 1997-09-29 0.252596 \n",
- "24 Kid A 2000-10-01 0.342542 \n",
- "1 1 (Remastered) 2000-11-13 0.177370 \n",
+ "15 Please Please Me (Remastered) 1963-03-22 0.184434 \n",
+ "14 With The Beatles (Remastered) 1963-11-22 0.151891 \n",
+ "12 A Hard Day's Night (Remastered) 1964-07-10 0.216281 \n",
+ "11 Beatles For Sale (Remastered) 1964-12-04 0.176134 \n",
+ "10 Help! (Remastered) 1965-08-06 0.221467 \n",
+ "9 Rubber Soul (Remastered) 1965-12-03 0.212529 \n",
+ "8 Revolver (Remastered) 1966-08-05 0.235064 \n",
+ "7 Sgt. Pepper's Lonely Hearts Club Band (Remaste... 1967-06-01 0.226258 \n",
+ "51 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... 1967-06-01 0.274175 \n",
+ "6 Magical Mystery Tour (Remastered) 1967-11-27 0.266163 \n",
+ "5 The Beatles (Remastered) 1968-11-22 0.245049 \n",
+ "4 Yellow Submarine (Remastered) 1969-01-17 0.178472 \n",
+ "3 Abbey Road (Remastered) 1969-09-26 0.287247 \n",
+ "2 Let It Be (Remastered) 1970-05-08 0.219499 \n",
+ "46 Some Girls 1978-06-09 0.000000 \n",
+ "47 Some Girls (Deluxe Version) 1978-06-09 0.227614 \n",
+ "45 Emotional Rescue (2009 Re-Mastered) 1980-06-20 0.236002 \n",
+ "44 Tattoo You (2009 Re-Mastered) 1981-08-24 0.196667 \n",
+ "43 Still Life 1982-06-01 0.000000 \n",
+ "42 Undercover (2009 Re-Mastered) 1983-11-07 0.214526 \n",
+ "41 Dirty Work (Remastered 2009) 1986-03-24 0.253013 \n",
+ "40 Dirty Work 1986-03-24 0.000000 \n",
+ "39 Steel Wheels (2009 Re-Mastered) 1989-08-29 0.179906 \n",
+ "38 Flashpoint 1991-04-02 0.000000 \n",
+ "27 Pablo Honey 1993-02-22 0.342392 \n",
+ "37 Voodoo Lounge (Remastered 2009) 1994-07-11 0.250556 \n",
+ "36 Stripped 1995-01-13 0.000000 \n",
+ "26 The Bends 1995-03-28 0.340483 \n",
+ "50 Spice 1996-11-04 0.000000 \n",
+ "25 OK Computer 1997-05-28 0.350469 \n",
+ ".. ... ... ... \n",
+ "24 Kid A 2000-10-01 0.341239 \n",
+ "48 Forever 2000-11-06 0.209581 \n",
+ "1 1 (Remastered) 2000-11-13 0.182973 \n",
"22 I Might Be Wrong 2001-01-01 0.000000 \n",
- "23 Amnesiac 2001-03-12 0.379351 \n",
- "21 Hail To the Thief 2003-01-01 0.305087 \n",
- "20 Com Lag: 2+2=5 2004-03-24 0.243590 \n",
- "34 Live Licks 2004-11-01 0.301727 \n",
- "33 A Bigger Bang (2009 Re-Mastered) 2005-09-05 0.213057 \n",
- "19 In Rainbows Disk 2 2007-01-01 0.379263 \n",
- "18 In Rainbows 2007-12-28 0.308895 \n",
- "32 Shine A Light 2008-01-01 0.263193 \n",
- "13 The King Of Limbs 2011-02-18 0.277719 \n",
+ "23 Amnesiac 2001-03-12 0.372214 \n",
+ "21 Hail To the Thief 2003-01-01 0.312446 \n",
+ "20 Com Lag: 2+2=5 2004-03-24 0.262193 \n",
+ "34 Live Licks 2004-11-01 0.000000 \n",
+ "33 A Bigger Bang (2009 Re-Mastered) 2005-09-05 0.252222 \n",
+ "19 In Rainbows Disk 2 2007-01-01 0.380068 \n",
+ "18 In Rainbows 2007-12-28 0.323648 \n",
+ "32 Shine A Light 2008-01-01 0.000000 \n",
+ "13 The King Of Limbs 2011-02-18 0.280447 \n",
"17 TKOL RMX 1234567 2011-10-10 0.000000 \n",
- "31 Live 1965: Music From Charlie Is My Darling (L... 2012-11-06 NaN \n",
- "16 A Moon Shaped Pool 2016-05-08 0.394186 \n",
- "30 Totally Stripped (Live) 2016-06-17 0.267510 \n",
- "0 Live At The Hollywood Bowl 2016-09-09 0.212743 \n",
- "29 Havana Moon (Live) 2016-11-11 0.266685 \n",
- "28 Blue & Lonesome 2016-12-02 0.253218 "
+ "61 Some Girls: Live In Texas '78 2011-11-21 0.239891 \n",
+ "60 Live At The Checkerboard Lounge 2012-07-09 0.211296 \n",
+ "59 Live At The Checkerboard Lounge 2012-07-09 0.210982 \n",
+ "31 Live 1965: Music From Charlie Is My Darling (L... 2012-11-06 0.000000 \n",
+ "16 A Moon Shaped Pool 2016-05-08 0.381159 \n",
+ "58 Totally Stripped - Paris (Live) 2016-05-20 0.292715 \n",
+ "57 Totally Stripped - Amsterdam (Live) 2016-06-03 0.299021 \n",
+ "56 Totally Stripped - Brixton (Live) 2016-06-06 0.281734 \n",
+ "55 Totally Stripped (Live) 2016-06-17 0.273384 \n",
+ "30 Totally Stripped (Live) 2016-06-17 0.000000 \n",
+ "0 Live At The Hollywood Bowl 2016-09-09 0.000000 \n",
+ "29 Havana Moon (Live) 2016-11-11 0.000000 \n",
+ "28 Blue & Lonesome 2016-12-02 0.272961 \n",
+ "54 Ladies & Gentlemen (Live) 2017-06-07 0.277306 \n",
+ "53 Sticky Fingers Live At The Fonda Theatre 2017-09-29 0.293745 \n",
+ "52 On Air (Deluxe) 2017-12-01 0.200974 \n",
+ "\n",
+ "[62 rows x 5 columns]"
]
},
- "execution_count": 49,
+ "execution_count": 295,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 50,
+ "execution_count": 296,
"metadata": {},
"outputs": [
{
"data": {
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+ "image/png": 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3cO4R8r8R+NYRtn1cLSQtA5YBnHbaaRmKZJ3AF1t1Fnet5aPd4ylNHciV9BqSrpzVjWwX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\nNzMrEQd9M7MScdA3MysRB30zsxL5Tx8hIOX0+OtYAAAAAElFTkSuQmCC\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fa7b0698320>"
+ "<matplotlib.figure.Figure at 0x7fb755b86518>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 67,
+ "execution_count": 297,
"metadata": {},
"outputs": [
{
" <th>name</th>\n",
" <th>release_date</th>\n",
" <th>gloom</th>\n",
- " <th>complexity</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <td>The Beatles</td>\n",
" <td>Please Please Me (Remastered)</td>\n",
" <td>1963-03-22</td>\n",
- " <td>0.124247</td>\n",
- " <td>0.473380</td>\n",
+ " <td>0.184434</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>0.087488</td>\n",
- " <td>0.578515</td>\n",
+ " <td>0.151891</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>0.144607</td>\n",
- " <td>0.549059</td>\n",
+ " <td>0.216281</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>0.118608</td>\n",
- " <td>0.508739</td>\n",
+ " <td>0.176134</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>0.159317</td>\n",
- " <td>0.494990</td>\n",
+ " <td>0.221467</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>0.161066</td>\n",
- " <td>0.449000</td>\n",
+ " <td>0.212529</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>0.200471</td>\n",
- " <td>0.395546</td>\n",
+ " <td>0.235064</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>0.199073</td>\n",
- " <td>0.331375</td>\n",
+ " <td>0.226258</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>51</th>\n",
+ " <td>3LXItxKnnJcEDc5QdTc00n</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>Sgt. Pepper's Lonely Hearts Club Band (Deluxe ...</td>\n",
+ " <td>1967-06-01</td>\n",
+ " <td>0.274175</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>0.259741</td>\n",
- " <td>0.275272</td>\n",
+ " <td>0.266163</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>0.227897</td>\n",
- " <td>0.303138</td>\n",
+ " <td>0.245049</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>0.169001</td>\n",
- " <td>0.295368</td>\n",
+ " <td>0.178472</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>0.276860</td>\n",
- " <td>0.280154</td>\n",
+ " <td>0.287247</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>0.199395</td>\n",
- " <td>0.354664</td>\n",
+ " <td>0.219499</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"9 3OdI6e43crvyAHhaqpxSyz The Beatles \n",
"8 0PYyrqs9NXtxPhf0CZkq2L The Beatles \n",
"7 1PULmKbHeOqlkIwcDMNwD4 The Beatles \n",
+ "51 3LXItxKnnJcEDc5QdTc00n 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",
"\n",
- " name release_date gloom \\\n",
- "15 Please Please Me (Remastered) 1963-03-22 0.124247 \n",
- "14 With The Beatles (Remastered) 1963-11-22 0.087488 \n",
- "12 A Hard Day's Night (Remastered) 1964-07-10 0.144607 \n",
- "11 Beatles For Sale (Remastered) 1964-12-04 0.118608 \n",
- "10 Help! (Remastered) 1965-08-06 0.159317 \n",
- "9 Rubber Soul (Remastered) 1965-12-03 0.161066 \n",
- "8 Revolver (Remastered) 1966-08-05 0.200471 \n",
- "7 Sgt. Pepper's Lonely Hearts Club Band (Remaste... 1967-06-01 0.199073 \n",
- "6 Magical Mystery Tour (Remastered) 1967-11-27 0.259741 \n",
- "5 The Beatles (Remastered) 1968-11-22 0.227897 \n",
- "4 Yellow Submarine (Remastered) 1969-01-17 0.169001 \n",
- "3 Abbey Road (Remastered) 1969-09-26 0.276860 \n",
- "2 Let It Be (Remastered) 1970-05-08 0.199395 \n",
- "\n",
- " complexity \n",
- "15 0.473380 \n",
- "14 0.578515 \n",
- "12 0.549059 \n",
- "11 0.508739 \n",
- "10 0.494990 \n",
- "9 0.449000 \n",
- "8 0.395546 \n",
- "7 0.331375 \n",
- "6 0.275272 \n",
- "5 0.303138 \n",
- "4 0.295368 \n",
- "3 0.280154 \n",
- "2 0.354664 "
+ " name release_date gloom \n",
+ "15 Please Please Me (Remastered) 1963-03-22 0.184434 \n",
+ "14 With The Beatles (Remastered) 1963-11-22 0.151891 \n",
+ "12 A Hard Day's Night (Remastered) 1964-07-10 0.216281 \n",
+ "11 Beatles For Sale (Remastered) 1964-12-04 0.176134 \n",
+ "10 Help! (Remastered) 1965-08-06 0.221467 \n",
+ "9 Rubber Soul (Remastered) 1965-12-03 0.212529 \n",
+ "8 Revolver (Remastered) 1966-08-05 0.235064 \n",
+ "7 Sgt. Pepper's Lonely Hearts Club Band (Remaste... 1967-06-01 0.226258 \n",
+ "51 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... 1967-06-01 0.274175 \n",
+ "6 Magical Mystery Tour (Remastered) 1967-11-27 0.266163 \n",
+ "5 The Beatles (Remastered) 1968-11-22 0.245049 \n",
+ "4 Yellow Submarine (Remastered) 1969-01-17 0.178472 \n",
+ "3 Abbey Road (Remastered) 1969-09-26 0.287247 \n",
+ "2 Let It Be (Remastered) 1970-05-08 0.219499 "
]
},
- "execution_count": 67,
+ "execution_count": 297,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 68,
+ "execution_count": 298,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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aHO6TPymIhP+/SCeIS+rbIXtvpG57KZanv6PwwRwsT39H3fbSoK21J2cNWW+/\ngcWcSs3oM7GYU8l6+42IEviyirXEHf0PWncFAtC6K4g7+h/KKtaG3JfUaN87Og2QEG3g9Vsndjh2\nbM3KYv/0TPaMPYX90zOxZmUFwNPgMW1MCg1ON9/+2LnQ2L++zufbHyt5bPY4hiTFBNi7znPWkEQW\nzx3PjsNVYR/00S5xF0LMFELkCSEOCCEe9PH7e4UQu4UQuUKIbCHEkMC7epzJc29mqDmDywfeznVD\n7+fygbcz1JzB5Lk3B3PZbkNT34ymxkjuKjtV7+8PmsCv/mAF9ckDkAYjCIE0GKlPHsDqD1YEZb3O\nEF+9AiG9Z2IK6SC+OvQ+/k4aMfqwG4HXb53Yrp4lLbFmZWF5+BFcxcUgJa7iYiwPPxLRAj8pPQmj\nTsOavR3/m/z+WNrj5RlpzDkz8s6iZo5L48+Xn8Lnu4/wWNauLg366AonzXMXQmiBvwMXAYXAZiHE\nR1LK3S0u2w5MkFLWCyHuAP4KXB8MhwEGx55KbLIW4W48aIrRm5mYPJPE2DHBWjKk/Hn1Kt7aUI3L\nEYfOUMON58fz2IzL2v386tUHvRoiAUinh+rVB0/aO6MzWKPiQdMqhKDRNtojBVcFDut4HKUzkK4E\nhK4KQ8pqDOauZWp0hgsbBN+jYyWu5iRAATxHNCNSYjv8eqXPPY+02bxs0maj9LnnMc+a1XWHA0nu\ncsh+HJO1kPM0f2JNros/zzql3YfGdXYXd7+zg5Q4I09eeVrEHjbfcv4wiq02lqwroKrOwdZDVSFv\nJ9KenftE4ICUskBK6QCWAV4nIFLKNVLK+mMPvwEGBtZNb6pXH2wW9iaEW1C9+mAwlw0Jf169ije+\nduByxAMClyOeN7528OfV7W8y5KuV6YnsXUXqfIcZ/NnDQYxtCnbL1UhXH0AgXX2wW+ZgrJlBidVG\nWY2do3UOqm1O6h0u7C43bo8Myq7ryyjJJy2EHRp3WSVRnYuxuyy+zw382cNG7nLImgfWw4BkumcT\nP9Vq+HFD+++eHsvaxcGKusa0x+jQpj12lAdnjmH8IDMf5Vr8ZkYFk/ZUqA4ADrd4XAicc4Lrfw18\n2hWnTkaoxSuULN9YhcfjPTDA4zGwfGMVj81o32toE4x+e1UHg+goE/W2tutFR504vPBA3iHeLK7E\nDWiBm/on8pfRwSnWsZddAq11WuopL5zKuU9ln/C5Oo1AoxHoNAJt80/N8cdab7tWg/fvWz1vvaOO\n1v+1nMDEPmuDAAAgAElEQVRLws4tnXhvurS0xpCMD3tEkf04OI8fJk/VNN41rVmbTfrPrj3p0z/Z\naWH5lkLunDacczowMCNcaDSC0uq2n4tQtRMJaPsBIcRNwATgAj+/vw24DWDw4M5/iLUJRj6tquEl\n7JQiSUHwO4xckhAZDZW6QoPd9/Qcf3ZfxM8Y6rNXdfyMoV11zyczL72MlR9+iNtzfD2tRsPMS/2H\nkh7IO8TrxccP09zQ/DjQAv9DkZWjbeclNPPU1afh8kjcbg8uj8Qj5bHHx356mn56vB8f+33z9R4P\nLnfL6yUujwen20OD89hjt8Tm9l2RWVLv8Gk/GSn33I3l4Ue8QjPCZCLlnrs79XrBQloLvboPDNKU\nMUIU8lX9UH59kucWH9vxnj4ogbsv9N/GN9KwWG0+7aFoJ9IecS8CBrV4PPCYzQshxIXAQ8AFUkqf\nW2gp5RJgCTTmuXfY22OsGxPLX74pa979HEHyF2zEjEkLXqA/RCSajlJpa5t3nWg66uNq3zTF1Tva\nq7qzdGao95vFvrMk3iyuDJi4Hyit5dkv8vhkZwkaAb4SFwYkRPHziaEt7feX597ZFhNNcfXS557H\nZbGgS0sj5Z67Iy7eXieTiRXeB6jTNDt41T2T7zcUsWPVQWor7cQmGpk0ezijzkkFjqU9Lt+B0+1h\n8fWRkfbYXvr7GQoeinYi7RH3zcBIIcQwGkV9LnBDywuEEGcALwEzpZTBy7k7xgt7S9rc1tqP2a/n\nlGAvH1SuGvUVb/xwBQ7P8Xi1QePgqlFfAb9o9+vEnJESNDH3RUeHevvLAA5EZnBRVQOLv9zHiq2F\nROm1zMsciabCzovbDzW2mz2GTsJNI0LfjOvSqBperZS4NMdjxjqPk0ujXJ1+TfOsWREn5q3ZaL2B\nafH/RK85/umdInbxMpezdMUe0hsaRbu20s6at/YCMOqcVJasK+Cbgkr+ek0GQ/tGTtpjewjHUPAm\nTiruUkqXEOIuYDWNodH/SCl3CSEeB7ZIKT8CngFigXePnV4fklJeESyne3LnxN9MvxIhl/HB/kup\nsPUhyXSUq0Z+wq+nzw23awFFi28h70rZTkWtnb+vyefNb34C4JbzhnHntOEkxRp5/X82MKNeT47J\nRbVGEu8RTLbpiN5WBdd0YdFOEP3dO0w3prCpz7nU6GKJc9Uy6eg3RBeV0ipXod1YSlZSkL8Im92C\nyZhG+vAFna78DBaW6ItZUw3nxr5FnLacGndfamqnYzDCflykc3xD43J42LQyH9sAE3/7PI/LTkvj\n2rOCmqcRFEI9FLwl7Yq5Syk/AT5pZXukxb8Hv/N8C8Jxq2PNygrJbW9a6mx+nQnThkb2B7Wr3NQ/\n0Svm3tLeUaptTl7J+ZF/5xTQ4HRzzVkDmX/hKAa0+HuorbRzCjpOcXr/yddWhv4Q3uOqZrSrmtF1\nB7ztnXw9S8lK9u59CI+n8TNhsxezd+9DABH1dzNp9nDWvDWN/eXHj+R0Bg1DnA0U6N3IBoloEZWv\nrLQxf9kOkuOM/L+rIjft8WRcecaAsPSG6pb93EN9q9NUJNJ0YNVUJAIETeAj6UMZDJri6l3JlrE5\n3SzddJB/rM2nqt7Jpaelcu9Fo33miscmGn0KeWxicDKIToTQxiDdbZtLCW3nQg4F+Yuahb0Jj6eB\ngvxFEfV31BRD37Qy3yu2vvvD3eyXDZRpJCme4wKek+DhYIWN//723IhPe4xEuqW4h/pWp1sViXQj\n/mL/hr/seByshWAeCEmPACcXd6fbw7tbCnkhez8l1TamjErmvotHc9pA/xlFk84sY022EZc8LuY6\nYWfSmdWBeCsdIulUN+W5OqBljF1H0qmdO3Gw2X3ns/uzh5NR56Q2i3wTcxscrPxsJwV6Nyn2xrj7\ngSgP23Dw+wuGc26Q0h5zc3M7lATQ3eiW4g6hvdVxWiwcSZlAfvoV2I2JGO2VDC/4iH6WrSFZvzPs\nyVlDzrKl1FSUE5fUl8lzb2bs5GlBW29VwSoWb1tMSV0JqTGpzD9zPpeln6CqtqmgpSnv2Xq48TFA\nxnU+n+LxSD7eaeHZz/M4WFHPmYMTeH7u+HZ9+IcdWAhxw9lUexO1nr7EasqZFPsmww7kA1d28N12\njRFTjwApVOwyIt11CG0MSae6jtk7jsmYhs3eNs/dZIywPHc/TJo6mBGbDvATDs61g7uPni91dWT0\nMwct7TE3N5dFm7ayccw51BqjiLU3sH3TVhZAwAW+bntpyDLXWtJtxT2UHBg2laIBs/BoG3d9dlMS\ne0ffQE1sXETm5jT1u3c5GsMQTf3ugaAI/KqCVTy68VFs7sa7G0udhUc3PgrgX+BbFbQAjY+zH28j\n7lJK1uSV8szqfeyxVDMmNY5Xbp5A5tiUdsdhdbZiRkUXMyo6x/u1fachB5X04QtwOB9i4KTj71+j\niSJ9+JOdfr2WMffjr7egy76GivQBcXxuLWVRQgMGrR2PW7J47hkYdMFJe3xh606+Gn4aLm2jBNaa\novlq+GkYtu7klQCKe1Ofp6aak6Y+T0DQBV6JezvYP+wKTG7vUnqP1sj+YUFLCOoSOcuWsks/iE0p\n3tkYUcuWBkXcF29b3CzsTdjcNhZvW+xf3K2F7Kuf3GYnPYr1Xpd992Mlz6zey+aDRxmcGM3z14/n\nitP7o9F07HDNZtAR5Wibamgz6Aj1AMOmOHigslsC/XrB5MPtRW3CqQBf72ts1y0Bu8uDXiv4/nAV\nw4KU+rg2dVizsDfh0upYmzosoOuEus9TS5S4twOj23ePFH/2cLPFlsBXfS9ozqOu0cfxVd+pUPF1\nY3lwgCmpK+mQHWAfs1lTfT0uGlsU1HpSWFP9e4hOYhSNVaWLPs9jbV4ZKXFGnrhyHNdPGNTpndyB\nYSZO2V+LtsXnzK1ptHd+DlDnCfSheXc4hG+aQNWUCNHUZ8Wk12B3eQug0y2DWqJfa/T9le7P3lnC\n2SpFiXs70Jr1eKxOn/ZI5JukSV4FMgAujZ5vkiYFZb3UmFQsdW0P71JjUn1c3cim2pvI1UtyTDav\nvPPa2hv58e1tfJxrwRyl58FLxvDLSUOJMnRtcEVF6hD28BPDD9ZjsnuwGTXkD42mIjWo3akVLXhm\ndZ5Xhhs09llpbWsimHUrKVpBqY/c0xRtYNMtQ93nqSVK3NtB5tUj+eLNPeBsUb+uF2RePTJ8Tp2A\nGo3vW1l/9q5yqnMOtkPFVNZMoFZoiJUeEuO2cOqI/n6f851dsjra2VwxWq2VfBLtRAJRe0q5a9oI\nfjslPWADj0ePfYA9ciFH+h1vZiYwMnbsAwF5fcXJ6ahYB7Nu5c+jB3PvnkNele7GY/ZAEuo+Ty1R\n4t4O/OXntk7pihRCXeS1bcsginUDcR2LmNQKDbbaiYgtAn7emOVS73RTb3dR53BTZ3exNsZF6wi4\nFGAA1t0/jeS4wO5sulNcujN0OFspDPj7uzSlRGErt3k3/9EILjg3eNlwTXNznyqwUGR3MsCoZ2F6\nWsDn6Ya6z1NLlLi3E1/5uZFKqIu8KrTSq2cLgEvAIZ3klEc+o74DsySdEHBhb6Jqfzy7lo2gpiKB\nuKS+JM6NJ617/C89IZ3KVgoD980YzcfP/pubfviU5IYqyqISeHPcJWyceSWOohp0+2sQNjfSpMU1\nMo7PDS7+XxD9mZOaGJLh6KHu89SEEvceSCiLvCzWBmr9hCklcMPEwUQbdcQYtMQYdcQYtUQbdDz0\nwU7Ka9u2uA3W3UXTnNeGPqnIvoOpdTrIevsNIDjpoScjkDvtTmUrhYHRX75J+tbl6D2NX/b9GqqY\nt3U5q341C9k/Bkd/77Bhkb3tOVcgUUVMim5JsIu8qm1O/rk2n/+s/9HvNfFS8KfLfVcCNDjcPLBi\nB/YWm3qjlqDdXTTNeW0aB9hyzmuoxT3QO+3OZCuFA9tbb2PyeN/F6T1uko9WUJrYdrj9AGPwEhZy\nc3PJysrC6Wz8ArFarWQdmznbUwS++zRG7kVYSlayYcNksr8awYYNk7GUrAy3S83YXW7+vf5HLvjr\nGv65Np9LxqVy+2kD0bXqla6TcMdE/5koo2v3Ma1sLXHOGpCSOGcN08rWMrp2X1D8jqQ5ryfaaXcG\nf1lJJ8pWCgdGm+9hJL/58L9EtapbiNIIFqYHr8I2Ozu7WdibcDqdZGefeCpXd0Lt3CMMS8lKXv3q\nXd7bd1tzy985P73Lr6aHt8OfxyPJyi3mmdV5FB5t4Gcj+vLgJWMYN6Cxn4t5hY5/bfkJq5SYheD2\ns4dwxzWn+n29nGVLGWktY6R1Tyt7eVB20pE05zXQO+35Z87n9Q8/5MyDM4h19KHWcJRtQ1fzy8mh\nbatwMuwmAyYfAj955xYGjB4U9MPNllit1g7ZuyNK3COMN75exWs/zGke1lFhS+S1H+ag067i/uvb\nL+7vlVQG7MOy4UA5T326hx+KqhmbFs/SW09jyqhkr2vuuObUE4p5a2oqyjtk7yqdnfMaDDpTF3Ai\nRpadxdQCE/LYqXacI5GpBXMZWXYqpHfJ1YBiuvEG3K++jrZFVoxbIzDdeEPIDjebMJvNPoXcbG7/\nOMtIR4l7hPHOnsleU5gAHB4D7+yZzP3tfI33Siq9cngL7U7u3XMIoEMfoN3F1Tz92V7W7StjQEIU\nz153OleOH9Dh0n9fxCX1pcLhxpE8AKk3IJwODGVFJHWxWMkfnZnzGiwmpf+a9374K0Ie38VKYWBS\n+skmifpm08r8ZmFvfj2XYNPK/IjK8Bp73wPsoTH2brQ5GnfyN97A2PtCX2uQmZnZ2Dhs8OjmxmHn\nHcpjwaSzQu5LsFDiHkG43B4qbH18/s6f3ReP5R3yOYbwsbxD7RL3oqoG/vZ5Hh9sLyLepOd/Lh3D\nzZOGYtIHTngHXzCD4h92g6bx2EcajNjThjJ4XHBasWVkZFC/bRvr9u6l3mgk2m5nypgxYTk8W2Ub\nR02fW4mxvovGXYFHm0Sd+VpW2cbxWCdez9/AkXAMIjkZY+97AMIg5q3ZnzKQr0d5mj8ntaZovh51\nBrNTBtIzjlOVuEcMVfUO/vDf7YD/XfHC93ey4OJRJMWeOA+81C3BR7fEUveJZ5Jb6538Y+0BXt14\nEIDbJqfz+6kjgjIoYU+RpVnYm9Fo2FNkYWbAV2scuJLw/GJmtejLL0yrsSYlhbwnf5HdiYw9H3vs\n+W3snSGSBpF0F54qsPjcAD1VYAlpeCiYqGyZCCCvpIYrXtzANwUVzByoRefx/pDrPC7O6qvh3S2H\nmbpoLf9e/yNOt/+hbLF232Xe/uw2p5sl6/KZ8swaluQUcHlGGmsWTGXhpWODNgEn1AdaJxq4Emr8\npfh1NvVv0uzh6AzeH2WdQcOk2cM79Xq9AX9fpMHOrQ8lStzDzGc/lHDVPzbQ4HSz7LZJnLnnHaaX\ne6cITi9fw4wf3+WzuydzxuA+PPHxbmY+v461eaU+X3NqyY/o3N7F/Tq3i6kl3jnpHo/k/W2FZP7t\na/7fJ3sZPyiBVX+YzLPXjfeaPxoM/B1cBetAy2XxPZXInz2YLExPC2jq36hzUpl245jmnXpsopFp\nN46JqHh7E6sKVnHxiovJeD2Di1dczKqCVWHxI9BfsJFItw3LvLByEy9/e4Qaj444jYvfntOPebOD\n0/UwGHg8ksXZ+1mcvZ/TB5p56RcTSDWbWFtRzmhZ1mZ4ck29YERKHK//6my+2lvKEx/v5pZXNzN9\nTAp/umws6cnH54bOO+s0HD4Oi+a1OCxat6+Mpz7dyx5LNeMGxPPXazI4f0TbQpJgkZmZyXPv5fCd\nPY06DMTgYKLRwj2Zk4Oyni4tDVdx22lFurTQTyuak5rIoUOH+OfRBqr1JuKdNu7oE9WlcEB3aI8R\nSW0SFqansSDvMA0tMneCnVsfarqluL+wchMvbCrHxbF+5R49L2wqBzZ1C4Gvtbu4950dfL77CHPO\nHMiTV41rPqyMS+pLTXlZm+fEJTUKrxCCzLH9mDwymdc2/sgL2QeY8fw6fnX+MO6aPoJ4k56MjAwW\ngM/S6h+KrDz96V7WHyhnYJ8oFs8dz6yMjg+/6CoF7iTWO4fgPHbGUIeR9c4hzHYnBeVAK+Weu72G\nnAMIk4mUe+4OwmonJjc3l/ovVnFDiyKaer2eXJOmx1RH+iKS2iSEqnFYOOmW4v7yt0eahb0JFxpe\n/vYI8yK8yd/B8jpue2ML+WV1PHL5Kfzq/KFeo+Imz73Za0QegM5gZPLcm71ex6DTcNuU4Vx1xkCe\nWb2Xl3MKeH9bIffNGM21Zw2iwJ3ECvvpFNsa6G+KIr46ln8v287KHcX0idbz8OWncNO5gzHqgpN6\neDIeW7UDp8f7C8XpETy2akdQ2iY0HZqWPvc8LosFXVoaKffcHZYB5yeqjuzJ4n6i4i1fE5qCPSM5\n1Ln1oaZbinuNx7fb/uyRwrp9Zdz19jY0GsHSWyf6DIOMnTyN+u3b+XbdlzRoBFEeyTlnn++3ajM5\nzshfrzmdm84dwmNZu3ngvZ38X/YBSmvtOI5NtymqauCJj/egFfD7qcO5fepw4k3hjS0erZX4ygxq\ntAeH9adqWPx7LSV1OlJjtMw/VUM42mr1hupIX6TGpFJvncaR1AupidIR1+CiX8mXuFy+JzQBQRf4\nnky3PFA16/w3/X8saxdHqsMw9fgESCl5eV0Bt7z6Hf0Tovjozp/5jW9bs7KoXvkDhthfYepzL4bY\nX1G98gesx5oa+SNjYAIrbp/E4rnjKbY2NAt7S5LjjNw/c0zYhR1A6Kq4QrOe9YZ5FBhvYL1hHldo\n1iN0VUFZrynea6mzIJHN8d5wHOiF+jA5Ujg95n84OHgGNdF6EIKaaD0HB8+guvhSLnJ/7fW3cJH7\na55ZnRdul7s13VLcrz/lMwwa7x4Veo2DUQk/sXTTT0z+6xoeWflDUMd0tReb0829y7/nyU/2MOPU\nVN674zwGJ0X7vX7HK5+zN/1a7KYkEAK7KYm96dey45XPT7qWEILZ4wcgpe/dbzC/9Dra7OyGhH/z\ntP4VBmrK0QgYqCnnaf0r3JDw76D4F+hmXV0hMzMTvd77C1av15OZmRlyX0JJlozH1WoGrkun4UJn\njs+/hQnVX4TJ055BZMcx/HBO6td4PDV8cGBWc3Otq0ZkMan/Nkaenss/vz7A298e4r/fHeLaCYO4\n44LhDEr0L6jBoriqgd+9sZWdRVb+eNEo7po+wiu+7ov9fabg0XoXn3i0Rvb3mcIF7Vw32V5DqbFt\nt8Nke017Xe8QlpKV7N37EB5P45epzV7M3r0PAf6bnd3v2EG08L67iBYO7nfsCIqPkdQWtymu3pN7\nifuiyuT7b/9+w3Ki8d6sRQsHCw3vAk+FwLOeSbcUd5MxjUn9tzKp/9ZW9v4MTormqaszuHPaCP71\ndT7LNxeyfPNhrj5zAHdOG8GQpODMEW3N5oOV3PHmVmxODy/fPIGLTunXrufZjb4PePzZffHLnR/z\nwvhrsLfoeGh0Ofjlzo+Bn7f7ddpLQf6iZmFvwuNpoCB/kV9xj3f4LsLyZ+8qgW7W1VUyMjJ6vJi3\nJsEmSS38ninffkF8rZXqWDPrzrmI/lT4vL4fwWki11toV1hGCDFTCJEnhDgghHjQx++nCCG2CSFc\nQohrAu+mN+nDF6DReBfZaDRRpA9f0Px4YJ9o/vfK0/j6/qncdO4QVu4oZvrfvube5TvIL6sNqn9v\nffsTN7z8DXEmPR/eeV67hR0gJtp3SMWf3ReTHQXM2/4uKfWVCClJqa9k3vZ3mewoaPdrdASb3Xch\nkD87gKvB977Cn72rzD9zPiatdwdIk9bE/DPnB2U9RVvusOxn5tqVmGutCMBca2Xm2pXUan33TRLm\ngaF1sIdx0k+SEEIL/B24CCgENgshPpJS7m5x2SHgFmBB21cIPGmps/lm+/cY3SsxRFXhaEjArp3t\nc5eYZo7i0StO5fdTh7NkXQFvfvsTH24v4vKM/vxh+ghG9osLmF8Ol4fHsnbx1reHuGBUMi/8/AzM\nUR07vDxv7ji+WroLt/v4LaxWKzlv7rh2v8Z/p2i47sPtTC/a3myz6eC/VyYGJYfcZEzDZm9bIGQy\n+i8IKd0RS9rZVjQtpnx4XILSHbEEIz+iKY860odI92Sitn2Gy+2dAqp3O9l8NJ3MpAZwtrj700dB\n5iMh9rBn0Z5t0kTggJSyAEAIsQyYDTSLu5Ty4LHfBeeeuhXvfPwZJZ9MROf5WbPNpXHwjvszrr/c\nd9uplHgTf7r8FG6fOpyXcwp4Y9NPZOUWc+m4NO6aPoKxaV2byFNWY+f3b21l88Gj/O6CdO6fMQZt\nJwqDmqoMN63Mp7bSTmyikUmzh3eo+nDVyGry5mooNwuq4iChBvpaJQcGVQclgpk+fIFXzB3a3km1\npt45Ast3B0g+vQZ9tBtnvZay7+Ood40IgoeNXJZ+mRLzMOKvV/+O4mgyb3kBsh8HayGYBzYKe8Z1\nIfawZ9EecR8AHG7xuBA4JzjutI9DXzYQ7fFOG9N5DBz60gqXn/i5fWONLLxkLL+bMpz/rP+R1zYe\nZNVOCxef0o95mSObJwt1hJ2FVm57YwuVdQ4Wzx3P7PFd23t2tZQ83iPZP+h4xO1oPByNF5g9wckh\nT0udzSfWaJ4r1lIuE+grqrgnzc201Iv8PqepYrQ66/hBtzCZSHsi9BWjitBgijNjq26b6mqKMzcK\nuRLzgBLSA1UhxG3AbQCDBw/u9OtE2Xzvsv3ZfZEYY2DBjNH8dnI6/9nwI//Z8COf7z5C5pgU/pA5\nkvGDEryu3/dtic/d9ModRdy/Ipe+sUbeu+O8Tn05BBohPUDbytNGe+B5r6SS9Sv38X8fLiOlspzS\nxL4svXIuCTef5bcCMJIqRhWhwZbcH1lT7fV3KIUGW3L/MHrVc2mPuBcBg1o8HnjM1mGklEuAJQAT\nJkzo9DaywVRNfkoyazKisEZrMNd7mJbbwPDStj1ZToY5Ws89F43i15OHsXTjQV5Z/yNX/n0DF4xK\nZl7mCM4aksi+b0v4/JX3sdfmgKcGmzWOz16ZzJKdE1lx4AgThyXyjxvPpO9J+qyHCmvrPuknsXeV\ntW+9w7w3l2ByNKazpVaWM+/NJfxHq2HOH+/w+zzzrFlKzHsRNYZodGlDMJYWIVwOpM6APWUALkPo\n05R7A+0R983ASCHEMBpFfS5wQ1C9OgmlM/rwsS66uSDCGqPl47Oj+bmr/dOKWhNv0nPX9JHccv4w\n3tj0Ey/nFDDnn5s4f0QSQ3fupcydz6b+s6nRxRLrrsXgdlB54Ai/OHcIj8w6Bb02curBUt0Si65t\nvD/1JMM6OsvV773dLOxNmBwOrn7vbTiBuCt6F2azGSvgMie1sSsCz0kVSUrpAu4CVgN7gOVSyl1C\niMeFEFcACCHOFkIUAtcCLwkhdgXT6TXmZJ+VbmvMyX6e0X5ijTrumDqc9Q9M46FLx5JXUstbUcl8\nkTyVGn0cCEGtLo5KQyJja/bzxJXjAi/sucvhuXHwaELjz9zlHXr6vMpKTB7vEIzJ42FeZWUgvWym\nX6WfPGU/dkXvpLdW5oaLdsXcpZSfAJ+0sj3S4t830xiuCQmhmKISbdDx2ynp/GLSEE7/nw+xt8qR\nRggKTUEogMldDlnzjqeFWQ83PoZ2Hzhd6HYiyitZ3CeBEp2WVJeb+UeryHQHZ8qMs18KhiNHfNpP\nRN32UqpXH8RdZUebYCR+xlBizjjxcxTdl95amRsuumWF6gCNk0JP2/zxAZrAi5dJr8Wu9R1Lr9HH\n+rR3iezHvfN9ofFx9uPtFvcDQ0zM3F/DZXX1zTa3BvaMjKP92fLtZ+iCP1L4p4fR2I+3KfYYjQxd\n8Ee/z6nbXkrV+/uRzsY7DHeVnar39wMoge/B9MbK3HAROYHiDrCwYAlRrZpARbltLCxYEpT1kky+\nW7H6s3cJa2HH7L4uHTyMPSNjaTBqkECDUcOekbFYBw8LjI+tMM+ahe3XN7Nm3DA+yUhnzbhh2H59\n8wkPS6tXH2wW9iak00P16oNB8VGh6G10y537nJ/ehfoKnkq/jSJjCgPspSwsWMKcsq+AlwO+3lUj\nPmLp7rk4PMd7tRg0Dq4a8RFwY2AXMw9sDMX4sreT9OEL2Ot8iCP9joeSNJooxpygqKgr7MlZw/rN\nG3AdO3to0ArWb95AdM4ZfvvQu6taz54/sV2h6K74S6MONt1S3DEPZE5ZNnPKslvZB/m+votMG1YM\n/LdNF8ppwwI/XPnbCfdy2poHifYcF7l6jZGdE+5td+VYWupsSg5YKbW+iNZUgduWRIr5Lr9NvLpK\nzrKl1JticAwahdQbEE4HhrIicpYt9Svu2gSjTyHXJkRGOqlCEQj2fVvCi8t2slbnpNosiXfamLps\nJ3dB0AW+e4p75iPeh44Q1F4Uev11TOz3f15dKN1uLXr9HwK+1p3ac/hl36e58nAfhExEiko+HHSU\n17XnsKWdr7Hv2xK+Wz4Yl+PpZttBg4YYfUlQ/qAqHG7saUNA01g4JQ1G7GlDqLD85Pc58TOGesXc\nAYReQ/yMoQH3TxE5WLOyelXh2r8+2M0nBgeuY5nJ1VrJJxoHug9286wSdx80HSyGqBfFhg0uDjiv\nY2PdGI7aE+hjrOK8mL2M0LuYODGwa437sY6ZhSMRx1LShezLzMK+bDXXwXnte41NK/NxtWqd63J4\n2LQyPyji7kod3CzszWi0jXY/NB2aqmyZ3oM1K8trSLmruBjLw40bsp4q8F+6bbhafTRcotEebLqn\nuAPWn6IozeqHy+JBl9aPlBFRmIN0CL+tQstG10Tcx0r6j9r78Jl9IufpDgZ8rXkHnES16hIQ5Wm0\nt5faSt9xa3/2ruLW+v4z8mdvIuaMlF4r5r0xDbT0ueebhb0JabNR+tzzPVbcq7W+Cwf92QNJtxT3\nUO8AdngGNwt7E2607PB0vj+OP5IbfPd/8Wf3RWyi0aeQxyYGJ55tNpt9DndWlYe+qdteypYP1rGZ\nA+Fy904AABAsSURBVNQabcTWmzj7gxFMYEqPFniXxfcZlT97TyDBCL5yBEJxtNQtUyFPtAMIBrU+\ncupPZO8KugQjn6bquHxKDGdfHMvlU2L4NFWHrgN/DZNmD0dn8P5fqzNomDR7eKDdBVTlYUfZumoD\n68RuajU2EFCrsbFO7Gbrqg3hdi2o6NJ89/f3Z+8JmPp/isDlZRO4MPX/NOhrd8udu9NSjK9O6U5L\n24ERgSA12sD5jrWkau3UEkMsdZS4jWwwTA34WmumpvBk7VFs2sZ3WBIleHKciZjYPu1u6BOInvAd\nISMjAw59Q/bW/VhlNGZRT+bpI1Wxih++c+Th1njfibmFh+8ceUwJk0+hoKnNc8uNmTCZSLknPG2e\n9+SsIWfZUmoqyolL6svkuTf7ze7qLPWmdRj6W3GUzkC6EhC6Kgwpq6k3fR/QdXzRLcX9aLyWRKvb\npz0Y3O3ZwD6toFY0VqTWEotZ6+JuzwYaB1QFjmc9dc3C3oRNK3jWU9ehbm1d7QnfIXKXk/H9I2TI\nY9lLEvg+CgYnqB7dPqjV+D5M82fvKURSm+c9OWv4fMmLuByNMZOa8jI+X/IiQEAFPjUmFQs7MJh3\ntLIH/26lW4Zl3rzAg63V15JN12gPBj+563EL7wXdQsdP7no/z+g8oeibE3BO1DJB0Yb4KN9tK/zZ\nexI/GAzU/exuYmb/i7qf3c0PBsPJnxQEcpYtbRb2JlwOOznLlgZ0nXDO7u2W4p43RM9LlwrK4sED\nlMXDS5cK8oYEPgYOUN9qGPfJ7F1hgNH3e/BnjwgC0DKhN3HhJReja5VJpNPquPCSi8PkUWjYsHo1\n/dbq6OtIQIOgryOBfmt1bFi9OuS++Bv558/eWS5Lv4xHz3uUtJg0BIK0mDQePe/RkIx77JZhmbnZ\nLl66RMOGU4+HLwwOye8+dcGdgV9POB1IQ9sDTeF0+Li6ayxMT2NB3mEaWozEi9IIFqZ37DYupMUi\nAWiZ0Jvord0RYzY4MEnvwRwmaSBmQz3MCK0vcUl9qSlvO9wnLqlvwNcK1+zebinu06pS4VML/52q\noSIekqrh52s9TKsKThzLXFtOVUKqd6GOx425NrDf8kDzWLqnCiwU2Z0MMOpZmJ7md1ydL0JeLBLi\niuGeQG/sjpjo8J0a688eTCbPvdkr5g6gMxiZPPfmkPsSLLqluB+66pec/a9FTN59PA5t0+o5dPsv\nGRmE9WZcewNZb75OQ1Jac++UqAoLM276ZRBWaxT4joh5a0JeLBLiimFF96TSYKWvI8GnPfAVIyem\n6dA02Nky4aRbivsjdQMZOf4abtn9KckNVZRFJfDaKZewv24gwcisHjt5GttLd1Dw8ZeY6sEWDQMv\nvzBi/xDCUizSDabXf7i9iGdW51Fc1UD/hCjumzGaK88YEG63eg115xuIXevAJI8fotqEg7rzDawq\nWMXibYspqSshNSaV+WfOD3ooY+zkaSH5DIfjvUE3FffiqgaKBp3F2kFnedlFVYOfZ3SNVQWreK7h\nbWxTj++GTQ1vYy4YFZZY2snQpaXhKm6b89+Ti0VOxofbi1j4/k4anI0ptEVVDSx8fyeAEvgQcf6M\nGWxgNTEb6kl0mKk0WKk730DVSBePbnwU27F+K5Y6C49ufBQgIj9fHWFVwaqwvbduKe79E6Io8iHk\n/RMCn70CsHjbYs6tHMctpbNJdiVSpqvktZSVLN62OCL/+CKtWCQSeGZ1XrOwN9HgdPPM6jwl7iHk\n/Bkzmg9Pm0IxF6+4uFn8mrC5bRH7+eoIi7ctDtt765apkPfNGE2U3rtgKUqv5b4Zo4Oy3pjigcy3\n3Eg/VxIaBP1cScy33MiY4sjMBjHPmkXaE4+j698fhEDXvz9pTzzeY5sztYdiP3d1/uyK0FFSV9Ih\ne3cinO+tW+7cm3ZaoYqf3lp+FSbpnQppkkZuLb8qKOsFAvOsWb1azFsT6rs9RftJjUnFUtf2PCg1\nJkQV1kEknO+tW+7coVHgNzw4nR+fvowND04P6q11kp9ULX92ReQR6rs9RfsJZxVnsAnne+uWO/dQ\no0sw+RwJp0sw+bhaEYmE+m5P0X6aYs/hyCgJNuF8b0LK4DeN98WECRPkli3tHRwXXuq2l/ocCZdw\n9cge3X9boVBEHkKIrVLKCSe7rtuGZUJJzBkpJFw9snl4szbBqIRdoegE1qws9k/PZM/YU9g/PfP/\nt3fuwVZVdRz/fLmQSCgVQj5ApVFzUAFNDLKswQf5T5ijjY7SSxQ1Mx00UyfHYXyk2WijogPjKyt1\n1CmxLKfyATWJglopDhNaORYpItJYoijf/ljr6PFGcO69++69z7m/z8yeux/rwuf+9t6/s9ba+6zF\nunvvrVqpY4lumRYZyFPCBUERDMQ5VKskau5BEJRC2TOoDXQiuQdBUAoDcQ7VKonkHgRBKQzEOVSr\npKXkLumzklZIWinpW5s4vpWkO/LxJZJ2LVo0CIL2ZvSZZ6Ch7319eKAPi9GfbDG5S+oCrgUOB8YD\nx0oa363YCcBa27sBVwKXFS0aBEF7E8NilEsrb8scAKy0/RyApNuBGcDypjIzgAvz+l3ANZLkql6i\nD4KglsSwGOXRSrfMTkDzHGov5H2bLGP7LWAdMLIIwSAIgqDnlPpAVdJJkpZKWrp69f/OXxgEQRAU\nQyvJ/e/A2KbtMXnfJstIGgyMANZ0/4dsz7e9v+39R40a1TvjIAiCYIu0ktwfA3aXNE7S+4BjgIXd\nyiwEGhOKHgU8EP3tQRAE1bHFB6q235J0GnA/0AXcaPtpSXOBpbYXAjcAt0paCbxC+gAIgiAIKqKl\nsWVs3wfc123fBU3r64Gji1ULgiAIektlQ/5KWg38bQvFtgNeLkGnr4RnsYRncbSDI4RnT9jF9hYf\nWlaW3FtB0tJWxi2umvAslvAsjnZwhPDsD2JsmSAIgg4kknsQBEEHUvfkPr9qgRYJz2IJz+JoB0cI\nz8KpdZ97EARB0DvqXnMPgiAIekEk9yAIgg6kFsldkqp2aAVJtYhXJ5DHIKo9krbJP9viGq077RLH\ndvHcHJUlK0l7S5ouaXCdx6GRtI+kOQC2N1bt8/+QdICkS+r+ASRpqqQFwOSqXTaHpP0k3UWaiIY6\nXqOSJkk6UdL2VbtsDknjJX0K6hnHBpL2kvQZqLdnq5Ree5L0QeBi4BPAs8Ahkq63/WzZLi1yMTBd\n0jLbD0nqsv121VINJG0LXEpKljfb3ljXiVIknQicDswDnqhbLAEkjSRNPDMZ+BDwSN5fG1dJQ4Br\ngP2BZ4ApkubbXlKt2Xtp8pwCrJA0hTSo4DJJg+pSWcoVomuAacDzkg4G7rG9tE6ePaWKWt43gTds\nTwJmAXsBtWsCNXUbLAK+D1wEYPvtmtWOzyfdPIfZnge1rnXsDJxv+zrb6+uSLLtxBSmEU0jX50zS\njjq57gOMsP0x28eT7uOqvxK/KfYmeU4ETgE2AGdKGlazhDkC2Mb2nsBxpOHK50gaXjPPHlFKkpJ0\nVB5ZEuBC22fm9cNItaO9Gn2bVZI9T4F3RsMUMB1YALwkaVY+trHKPrlu8bwReAkYnfdfIekYSTtX\n5degOZ6SRpA+yB+VNE3S/ZLOk3RkPl5lPI+W9LW8ebLt0/P6amC5pI9WpPYOOZan5s23gS9IGpHj\nNwU4WNK+uWzV12bDcytgUm71rAHWk+ZhnpXLVul5pKQr8+ZIYKqk99teDdwNrAVOy2VrV/lshX5N\n7pKGS7obOAtYk7sL3sjHDsr7bwGOAC6QNKY/fVr0fFWJIbkG/CRpCsGLgLMl3SlpTBW1403Ec7Dt\nFaSug18ApwIrSCN0nl2jeHbZXgf8C7iVdL6vBVaRzvvEiuM5B3gl38RvNrXMNgI7Av/J5Uu/ybvF\ncm0+538gTUI/D7geuIQ0Wc5cSXvU4Npcm2PYuDavlfQRYCrwE2A/SdtV5Dle0o+BbwOnS9rR9krg\n98AZudgqUoKfJGmHGreEN0vhyb3bDTAWeNH2FNu3NZezvcj2ZNvXAZcDo4Ddi/bpraftDZKGAdsD\n40jNtQ8Do22/IKmrBp6Ni+67wFzb02wvIF24w7N3KWzBs3HsAmAisMr2Qts3kYaSnlETT5zYmNdX\nkGrJpfm14Ng45+eR+tuPsn0rcBXwF+DAOnja3mh7Lela3EDq2lxGmthnEKlmXKpnrlAuAB6xvW92\n+ngudgNwoKRxeR7oF0ktjWFleRZNfzxQHQq8ntcnkKblIzfVRkl6CFhie33jYYXtZySNBv7aDz69\n9VwEPEE6wY8BPyI9cLlb0gTbf6yR52LbtzTFc7nSGxTPl+TYkqftByVdT2pZXJrLjgZur5HnQ+Tr\nM5e5E9hB5T5Q3ZLjYtsPSHqNNDHOIttrJO1Euk7LYrOewGLgQdtflzQ03/PDSN0gWwOvleS5Nan1\ntZz0bOrfSrPK7Q48nMs8CTxOqmgebfspSbsAb5TkWDiF1dwlHSrpV8Dlko7Nux8HVkm6kdQkWwec\nC3xZ6Um6Jc2Q9BtSU+jl/m769sDzbOB44GfABNuzbT9Oqn2+2p+OPfQ8B5iVk8/Gpnj+g3e7Gurg\nea6kWU6TvKyUdJmkR0jPXJ7uT8eeepKuz0bLbAwwtozE3pNzLulk4EHS22ZXSFpMqiE/VydPYHa+\nNtdLmkF6QWEpuaurRM9jbL+cE/tQ228CfyK1yLH9KjAX2EnS1ZKeIs03sa6K7rhCsN3nBdgNWEJq\nvu5Lqj3MIbUMvkc6mUNy2Zmk/taRwMHAo8ARRXgU7Pkl4Gpg27w9CBhUQ8+ZpL7XbUk31bKaxnMm\nqUk8CNgG2JNUi6qj5zxgu7w9Dji8Zo5fzI6DSd1cs4HP1ziWw4E9SP3YR1bk+UPgvHys4ffpvH9U\n0++NIr2m/bkyPPs1Bn0I3jvJjvTpN6/p2Amk2u0HgIOAB4Dj8rEJpIcqZSXKgeLZ1Sae7RLPfvfs\ng+NE4KdtFMs6XJtfzZ6jm/YdQmqZDy7Dr+ylt0H8CqnZf3HTSXwFGJe3Z5P6q+fn7RmkGuU5pH6v\ns/KJUD+f7PAMz1p6toNjB3ouA37Q7ff+CRzUn25VLb0J4nBSreEbpH62PfP+q4DbgN+Rmjr7kN6E\n2D4fn5wDPLWUPyw8w7Omnu3g2MGeP2/yHAKcBOxahmfZS2+DuXP++R3gjrzeRXo49sm8PRa4GRha\n2R8XnuFZU892cOxQz5uAraryLHPp1dsythuv2F0FjJM03eltgnW2f5uPnUx6Ir6hN/9HEYRnsYTn\nwHKEjvR8HXirCsfSKeATczbwcNP2AcA9NDXT6rCEZ3jW1bMdHMOz/ZY+TbPX+NKM0tCoq0gv/P8a\n+LNrNMpjeBZLeBZHOzhCeLYjffoSUw7iMNK3DI8Fnrf9y7oFMTyLJTyLox0cITzbkSKGHziV9IT6\nUOdBwWpKeBZLeBZHOzhCeLYVfeqWgXebQQX59BvhWSzhWRzt4Ajh2W70ObkHQRAE9aNOMwoFQRAE\nBRHJPQiCoAOJ5B4EQdCBRHIPgiDoQCK5B0EQdCCR3IMgCDqQSO5BEAQdyH8B7MBG5DJzlQIAAAAA\nSUVORK5CYII=\n",
+ "image/png": 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NtiLP/bO92f1JqUpi9O49aOxOcQmvq2P07j3sTx8huy9yEhkXT3V5GSFVFe72+ATZffE0\ny7U1e2fRJWZjbraILKms6BKzgT/69FrNaZe4S5I0DVgEqIE3hRD/aPbz3wC/A+xADfCAEOJHH/uq\n0E3pzPAUuReaNEYjtsKWfbU1Rv/31W7O0KPHGoW90Q+7naFHj8nui5xkzJnHj0u/5tLIKwnTRFFn\nq+Jg9VYumXO97L6oQtU46u0e7b6kylrWIbsvaTMtI0mSGngVuAG4BPi1JEmXNDvsQyHECCHE5cC/\ngP/1uacK3ZaoqalIWve3UlvDU+R6LHaR+MjDSHr3IcySXk/iIw/75XqtEVZX1yF7T6FvxHDGxE8j\nXGtAkiTCtQbGxE+jb8Rw2X2xDIxENJuhKlQSloGRPr1OUnhSh+y+pD0597HACSFEvhCiAVgGuPWv\nFEJUNfk2HAjMYFaFgBA+MpHomYMaI3V1tI7omYNaXUwt9PL4683eVQxZWRj/9iya5GSQJDTJyRj/\n9mxAFjBVYZ5Hu3mz9xSKv8hH7XAXVLVDoviLfNl9MfaPxjrcgEOvRgAOvRrrcAPG/tE+vc78UfPR\nq92DCr1az/xR8316HU+0Jy2TApxp8v1ZYFzzgyRJ+h3wKBACXOsT7xSCho4OT0mODvWY30yODvVw\ntG8wZGV1i2qUkGE3Y9m3FOwNF43qEEKG3Rw4p2RAW23tkN2fLEgz8pjVRn1yeKMtVCWxIM23abrp\nadM5ffo07+a/S62qlnBHOHf2u5PpadN9eh1P+KxaRgjxqhBiAPAE8CdPx0iS9IAkSbskSdpVVub/\nnJNC9+XxqUMI1brnN0O1ah6fOiRAHslH6IiJ5E24knORKhzAuUgVeROuJHTExEC75ldK9FKH7P5k\nVlIsLwzpQ2+dFgnordPywpA+Ph+YnZubS8WWCqadnsasU7OYdnoaFVsqZGm50J7IvQDo0+T73hds\n3lgG/NvTD4QQi4HFAGPGjFFSNz9jXIumgdiWHWi2jj3Bc712YMlQ4YqvdI4dLOiXwSzGBtY5P/Lh\nJWH8x75aQptUzdarnPYrAuDPrKRYn4t5cwLZcqE94r4TGCRJUn+coj4HmNv0AEmSBgkhjl/4djpw\nHAWFNpgxMuVnIebNeb1iCRZVg5vNomrg9YolzHK/tXoUV09M5a0f3yb++DawWUCjo3zQBK6eeE9A\n/JGjFDeQLRfaFHchhE2SpN8D2ThLId8WQhySJOlZYJcQYg3we0mSrgOswHngTn86rdD9OLa9mG2r\n86ipsBARq2PCTQMYPM7/FQHBSHFtcYfsPYWIb9cSf+R7JHEhdLdZiD/yPRHfJsBceSVDrlJcg8Hg\nUcjlmD7Vrpy7EOILIcRgIcQAIcTfL9ieuSDsCCHmCyGGCyEuF0JMFkL4f/uVQrfh2PZiNnxwhJoK\nZ617TYWFDR8c4dj2ni1WncUf5XEriisYs/UQxg37GLP1ECuKK9p+kcwc/HLtRWG/gCQcHPxyrey+\nyFWKG8jpU0r7AYUus211HrYG95vW1uBg2+q8AHnUvfF1edyK4goeO3qGsxYrAjhrsfLY0TPdTuBF\ng7lDdn8iVyluIMf5Ke0HFLqMK2Jvr/3njqsMbtGeRRTXFpMUnsT8UfM7XR73XH4R9Q73+oR6h+C5\n/CK/Lxh2BClEDx6EXArRezjav0Q46qhWhbWwRzpqfX6tQI3zU8S9G1JUvJr8vBcwW4rQ64ykDXgM\nY9JNbb8wQETE6jwKeURsYFq5eqM7tSU2bXBQefBuqkMi0TdUYzI5IK1z5yqweK4T92YPFBGjBlO9\n/QCSuPhBJCSJyFGDZfclzF5LtSoUcC/DjG84J7sv/kJJy3QziopXs3Hja3z//Tg2fX8b338/jo0b\nX6OoeHWgXfPKhJsGoAlxfytpQlRMuGlAgDxqiastsasHjqstce3eUtl9+fCttfz1sI1SXRRCkijV\nRfHXwzY+fKtzuecUnbZD9kARP/RrYkZZEFoNAhBaDTGjLMQP/VpWPzYcKaVEm0DLjfQO8vV9WfrD\nT7L64y+CNnI/vGkDm5a9R/W5ciLj4smYM49hGZMD7VaX2bJ5KceOjsbhcP7XWCwRHDs6Go16Kbfc\n0j2jd1dVTHeulqnKPsXpGiuHzQ7qBYRKMEyvQpV9Svbo/aWDNVh0UW42iyaElw5WdaoQckGakceO\nnnFLzfhjt2VXMYRUED2mgtQx7nYh446XKrOVpz47gIQD0SK2VaHGzjOrDxKl13DT5cFdphuU4n54\n0wbWL34FW4MzCqsuL2P94lcAgl7gjx9PbRR2Fw6HhuPHUwPjUDv5McTO4igLhY56kqPAEGJH/odt\n75wqqWN/vQNXfUS9gP31DiipQ24JLAvx3JyqNCSSa1/4jrSECAYmOv8NSAhnQGIEUXrvUfispFh2\nHylj2fcnsdfbUYeqmTOpf7fKtwOYGmKJ1rVc5DU1yOfnc18coaTKjMDzrlg7KsalxvKfy/cTqddw\n7dBesvnma4JS3Dcte4+B+jNc3ecUUVoLVVYdm8tS2bTsvaAXd4slvEP27kAg50S2l8MNguYNXu0X\n7BNk9iXBfJ7S0JaCFmYzMyTJyInSGjYeK8VqvxjS9orSMSDBJfgXxT8xUsfqfYV8lnMSh9WOBDjq\n7XyWc5Kxhohu8/cH0MX8Dkv1P9CpL64FWOxadDG/k+X6W/PK+WjHae7P6M+q3acpq2vZ8jchTMOb\nd47htje389v39/DePWMZlxbXpesGag9IUIp7SsMhphiPo1U5y+8MIRamGI+zXv65Cz4nIiKEmpqW\nC2ERESEB8KZ9BHJOZHuptztovnh20S4vD1s+5a/au7BoLv6f6mwN/Kl2KXNvd66tWO0OzlTUcaK0\nhryy2gtfa/hsTwHVFlvj6yJ1Gsw2u9sHAXS/vz/AL8ffxV8+0bHmoIPzFgMxOhM3Xqrir9f/2u/X\nrmuw8eSKA6TGhfHo9UMYnmzgiU/3Y2nyd9OpJZ7OGkGkXsuSu8cy+/Vt3PfuLj56YDyXpnRu05Fr\nD4irVNi1BwTwu8AHpbhPTDrdKOwutCoHE5PkH9fla6ZMyWLNms+w2S6+6TQaiSlTAt/N0Btyt+/t\nDHqrCbO2ZTtXvdX/28CbM3dIHhxdwtOG+xBIJJrP87DlU6f9Alq1irSECNISItxeK4SgrNrCidIa\nTpTVkFdaw7vbPC8AFlTW88q3x0nvHU16bwPRYYENEFbtLWB5bkxjIHDeEs3yXDUjBxb4/UPohexj\nnK6o4+MHxhMaom6zt1FseAhL7x3LLf/exry3d7D8wQkMTIxo7RIeaW0PiCLuHohQe9704M0eTLjq\nYXNycjCZTBgMBjIzMwNSJ9teAtG+t6MMP/8x+xPvxMbFmmoNZoaf/xiYKa8zmc8wt+4h/lF9GzPV\nm1gY8x5oQyHz5TZfKkkSiVF6EqP0XDkwHoAPdh/A1hDl4Wg7L6y/ON0pNS6sUegv6xPN8OQowkLk\nk4BAPeHt/uk872w9ye3j+7qlWNrqbWQ0hPLBfeO45bVt3PHWdj75zQR6x7SsjW+NQO4BCUpxlwy9\nwXTGs70HkG+P41PLZRSa60nWh9LfHkf3lXZn+96mOXfofu17Rw/+llhHLdtqbqfGEU+EqpwJEe/T\nP3q7/M6kz3Z+/ehCmsjQBzKfuWjvIJr4L7AVzQTRJDKXGtAbV7L9/rc5WGBi/9lKcs+Y2HWqgjX7\nneMGVRIM7hVJem8D6b2juax3NEOSIgnR+KdCOhBPeGarnT9+up9kQyhP3jCsw69PjQ/nvXvGMmfx\nNu54yxnBJ0S2f/9GIPeABKW4k/kMrH0IrE3eFNpQpz3IWbW3gMc/2Y/1QllbQWU9j3+yH+g+i5PN\nmTEyhdOnT/PG9hKqHRoiVTbuHxPbrfzV6BsYzCYGh21yswes73T6bFiZDaN+Azf+vy6dqm9yCT+x\nkobSqQhbNJKmkpDEbPoml2AI1XLVwHiuuhDlA5RVW8g9W8n+syZyz1byzeFSlu86C0CIWsWw5Cgu\naxR8A2kJEahVXe+5HognvP/37XHyymp5956xROg6J3eXJEfxzt1XcPubO5j39g6WPTAeQ2j79hBM\nuGmAW84d5NsDEpzi7opwcp4F01kw9O5S5NOdWLjmUKOwu7A6BAvXHOpWYtmU3Nxcqg9+y6yQiwvB\n1Qe15PYPbzWdJOdOXMnQx8vTXh8PR/ufVXudC6NLtp7i6x9LutRudv6o+Sw0L8Rs2Ndoc/aqWejx\n+IRIHZnDepE5zFnmJ4Tg7Pl6ci+I/f6zlazcU8B7F3L54SFqLk1xpnLSexu4rHc0vWNCkaSOCb7c\nT3gHC0y8tjGfW0b3ZtLghC6da3S/WF67YzT3vbuTe5fsZOm94wgNaXuYdiD3gASnuINTyHuAmDen\nst7zlnFv9u5AZwYSFBWv5tDhp5CEc53EbCnk0OGnAPwj8JnP4Fj1B1SOi+syDpUeVQCe9lylo67N\nO10tHe1qrxpJkugTG0af2DCmpzur/h0OQX55DfvPOFM6+8+aWLLlFA0Xqotiw0MYkWJojPDT+xhI\njGy9R4ycA1qsdgd//DSX2PAQ/jz9Ep+cc9LgBBbNGcnvP9zDb97fzRvzxrQrhXU8YTcfjLr4fxOf\nMJ/B+H/MXvCKu0K3oTMDCQ4c+xdq4b4ALgkzB479yy/ifqx+Iqer/oOx+qVEqsuptsezw3wHfesn\nyr7Zyh8Li9PTpvt0LqdKJTEwMZKBiZHMGu1cy2qwOThaXO3M35+tJPesiVc2lOF60DQa9G75+xG9\nDS3SFztMNRRZGnAARZYGdphqmOEzry/y+sY8fiyq4vU7RmMI810bhl+MMPLczBE8seIAj3y8j5d/\nPbLVlNW6/HUs3LoQs935Xi+qLWLh1oUAfp+jqoh7NyMmTMv5upZRekwH36CmtWspffElbEVFaIxG\nEh952G/DodV2G3Z1y7eS2m7zcLQTla2kQ/ausm11HjU1GRytyXCzF8hQktacYCgd9USIRsWI3gZG\n9DYA/QBn/fihwir2n6lsTOtkH7r4f5gWH94o+NvKqvh6ZwE4RONmqw/XO8s///sa36VmjpdU83LO\nCaanG5k63Pf/t7+6oi9V9Tb+/sVhIvUanps5wmuKatGeRY3C7sJsN7NozyJF3H9uzJ9o5r/X22lw\nXKx8CFE1MH9iy9103jCtXUvRn59BmJ1vKlthIUV/dqYf/CHwmuLT2I39QNUkB+mwoyn2vu/AZI0i\nWtsysjdZPZX0dZ3u1JY4GEpH20tYiIYrUmO5IvXijltTnZXcAqfY7z9TyQ/5FazaV+j5BA7Bso0n\nfSbudofg8U9zCdep+euNw31yTk/cPzENU72VVzacwBCq5ckbhnoU+EBO3VLEvZsxSPs88y4x8tmJ\nLM6ZY4jTn+fmgWsZpC0CbmzXOUpffKlR2F0Is5nSF1/yi7jHhag5V/QTDQkpCG0IkrWBkLIC4lpZ\ncCrZkcCB8el8qp5LOfHEU84t9g9J3FEEU33uIhGxOqTwjSSmf4YmrAJbXSyluTcjaif5/mJtEAyl\no13BEKYlY1ACGYMuLmKWVJkZ+985Hju62OvbH7i0xTtbTrLvTCWL5lxOfETr5YZdbT74n1MGU2W2\n8vr3+USFavnd5IEtjkkKT6KotuXW+a5M3Woviri3E7nSHGZLEROSC5mQvLuZvf2VCbYiz30YvNm7\nSsaceaxf/AoheQcabZoQHRnzfu/1NbvNo1kv3YRVct6A5STylvRbppj909o4/Rd5fJ5/kEW7H2r8\n0JyR9iW/TOsNXOWXa3rDlVd/ZPk+hIAUHywsFnz3JdaNVtT10dhDK9FO0pJyzQ2+crnL9IrSow5V\n4/Ag5OrQtqtO2sOp8lpeWH+UzKGJ3HhZcqvH+qL5oCRJLMwaTlW9leezjxIVquWO8f3cjpk/ar5b\nzh26NnWrIyji3g7kTHPodUbMlpaPsHpd+3sXaoxGbIUtz6Ex+qf/oetm6EgUtHnCNKxq98jKqtax\necI0v/j4dcFmlh65tTHddc4cy9Ijt6LTfclI5vnlmq0xY2QKz6w+yMxRvVnYxfRBwXdfYl+vReNw\nbo/X1MdgX2+hgC+7lcDfHVvD+z+pW/TUuT2265G7wyF4YkUuWpWKv9/sPQfuYtOy90jWppGeOIkw\nTRR1tio88DnXAAAgAElEQVRyz2/scPNBlUri+Vsvo8Zi89gq2NdTtzpC0Ir7qr0FspRUgbxpjrQB\nj3H4xwUILuaCJXSkDXis3edIfORhtw8jAEmvJ/GRh33qa1OGZUzu0E1RFe657a03e1f5+HCG2zoG\nQIMjhHcPXMcVl5XSK0pPkkFPTJi2w/Xbgca60doo7C5UDh3WjXVwTWB88sScz/5NrNSLN0bcSKU+\nEoO5mgcOrGHKnhL4wy1dOveHO06z/WQF/5g5giRD22P7YswJXBE/DY3KWagQrjVwRfwN7Dz3VYev\nrVWreGXuKO58e4fHVsG+rmRqL0Ep7nK3mJUzzVH90ziKdt5B3CUrG3PD536cSe/wcRjbmaZzfeDI\nVS3TGVJ0IZz1MAYuRefb5lY/navly4PFnDPHePx5rS2cu5fsbPw+RK0iMUrnFPsoPb2i9PSK0pFk\n0JMY6fwASIrSt2sDS2t8tXwZZnMo27f/wN92fsQVIy5l2uw5nTqXur5lQ7TW7IHCVlTEtaKQq4oO\ncMsv/4vrT+/i2oK92Lr4YVpQWc9zXxzmqoFx/OqK9m1KuyxucqOwu9CotFwW17mW4Xqt2q1V8Lv3\njGV8F1sFd5WgFHe5GxDJmeZw7mQbR+XJce52U8dK9gxZWd1KzJvjz+lBJ0pr+PJAEV8eLObHoiqn\nUZI89hqQdCo+vWc8pVVmii/8K62yUGwyc7ioig1HS6lraJk2iNRrSLoQ7TtFX3fhg+Dih0J8RAga\ndctNLl8tX8YH+0toYACH7b04bY/h2P4zwLJOCbw9tBJNfcsPL3toZYfP5U9c95HOYWPQ+bMciuvf\naO8sQgieWnkAh4B/zExv91NXqMrzfARv9vbQolXw/eMvlI0GhqAUd7nrhOVMc3Snkj1/4poS9Fx+\nEQUWKyk6LQvSjJ2aHiSE4EhxNV8eLObLA0UcL60BYHS/GP40fRjTLk1i3Bd70RwyITX5MBEqCevg\nKEb38xzVu6g2WympslBSZabYZKak2kyJyflBUFJl4URpOaXVFuzN2kaoJIiPcEb9jU8AUXrW7qnh\nOGm4+svXomOrvT+qvXlM68Sma+0kLfb1FlSOi2sYDpUF7aTuNUO16X00/NxJVg3MoCEsguQu3Ecr\n9xSw8VgZC7MuoU9s+zs2aqL1jfN0m9u7QtNWwXe+0/lWwb4gKMVd7jphOdMcgewi1xU6swYyKym2\n06PghBAcKDDx5cFivjpYzMnyWlQSjO0fy+3jhzN1eJJb7tXYP5pCQHO8GslsR+jV2AZFkty/7dRF\npF5LpF7b6k1qdwjO1VooMV34EKgyU3LhX3GVhTMVdew8VUFlnRU8DPazo2aX6NfyxO0g5Zob+OnA\nv7HnGVHpYnFYKmBAESnX/LZT5/MXTe+jSytO8qlqMmWPPsNlnbyPSqvNPPv5j4zpF8O8Cakdem3U\n1FQqVx5HWC829JK0KqKmduw8nmjeKvj+jP68tfmULOuDTQlKcQ9EnbBcaQ5fdZGTc7SXXGsgDodg\n75nKxpRLQWU9apXElQPiuD8jjSnDe3mtbV6QZuQxq4365IuP3b4cIq1WSSRGOlM0I/D+KG622hn6\n5y/xNBWqls6tN5jWrqX+rcUtnixNqb27XWrOdR8l1DWw8NmvOWwcynWdOI8Qgj+vOki91c4/b0lH\n1cGula6h6FXZp7BXWlBH64iamuqzYemp8eEsvXcsN7+6mb99frgxIyjnCMqgFHc5GxDJzeBxSeSc\nOcfiXT9hEgKDJPGbMf06JMzHthdz+pPXuVm/lMheF/qofHIH8KBfBP5fXx3xuAby93WHybos2Xvv\njdzlbXb2tDsEO09V8OWBIr46VExJlYUQtYqrB8Uz/7pBXD+sFzHhbYuiL9NAXUGvVaPDisWDkOvo\nXHO40hdf4qxew9H+fTFrNeitNoYUVaD206a1rtB0v0jq9U+wdafgD5mDOnyeLw4Uk32ohCemDWVA\nQufSHuEjE30m5p4YZowiQh+Cucb9SVyuEYhBKe7Q9hSVYGXV3gJe3n+GegRIYELw8v4zGAdEt/v3\nLV77JpPCXkWrcr6pojRlTAp7lW1r1Qwe9yef+rv7pwoKTZ4nYJXVWBj57HquHBDP1YPiuXpgPP3i\nwpyLXrnLWbXiA563PEYhcSSbz/H4ig+YAViH38IP+ef48mAx6w8VU17TgE6j4pohCdxwqZFrhyUS\npe94Pllft43YwkU01BYTG56EPmk+yNCdrzmJWhsFDRoc0sXFVpVwkBjivRdPa/xUX8WBPgk4VM7z\nmUO0HOiTAGfL6Lhs+o/m+0WGFx/j25DRnFuzlrgb2/8hVFHbwF/WHGREioH7M/r7y12fcK7G81qZ\nHH2Eglbceyq+qAS6nCWNwu5Cq7JwuWMJ4Btxr2uw8Xz2UZZsPYUagd1DmiFaI5hyaRKbj5fz1SFn\nL42U6FCuHhhPyKF9fGy5mwacIl1AAo9b7uHD5T9xLOQbKuushIWomTw0kV9cauSaIQmEd3LYAgS2\nO19zbsz7jJL4GLaEjaWYWJKo4Kr6HfQ6cx64tcPnO5ZyUdhdOFQqjqUkdCrl4S+a7xe59Fw+69Ku\n5IfF7zO9A+L+7NpDVNZZWXrvOI/VSN2JXpKKYtFyCHsvyf9+K+LezfBFJVCkurxD9o6y9UQ5T648\nwOmKOuZN6Ef8B6/zat9rW+w8/M2Jr/nNf/0fQghOnatj84lythwv58uDRVSZW275t6Jhp60/M0Yk\nMu3SJCYNTkCv9c3W9EB252vOJeEneDj6OFrV+402a4iK9fWdi7PrvQicN3ugaL4vZPi5kwDkikiu\nbmd7j2+PlLBqXyEPZQ5imLFrTeZq95b6Lefu4gERwj8x0zTU0l2w+xtF3LsRBwu89z9P6MAnvS3U\niNbcsi7fFmqkK8VxVWYrz31xhI92nCY1LoyPHxjPuLQ4fnzyG9TnzvHu8BsoC40hof48dx76komF\newFnD47+8eH0jw/njvH9sDsEA55ah6dFRYHEi7+6vAteeiaQ3fmac3XCKbQq92hOq3JwdcKpTp0v\nMj6B6vIyj/buRPP9IglmE4l1FRxKGtyu9h5VZitPrTzIkF6R/N5Dk66OULu31K1axl5poXLlcQCf\nCvwN0ZFQCa9joRRBIhIPonPa/Uy7xF2SpGnAIkANvCmE+Eeznz8K3AfYgDLgHiHETz72NaD4u/rk\nwFkTt7+1nUjADDQ0+7lOCKrNViLbkWvW/uKvOD77HSpx8SwOKQTtL/7aaf82HC3lqZUHKKky88DE\nNB65bnDjLs3zUWquLdjLtQV73V5TYfAcdatVEuE0UEvLypbwFr+5bwhkd77mRGk952G92dvC1bjN\n1QQLLjRumyN/z5zW8LRf5NLzp9mTMBCH2ez2Ue+pvcdzXxymtNrM63eM7vIQ76rsU25lkADC6qAq\n+5RPxT1qaipTVx5nivVipO6rksu2aPMvJEmSGngVuAG4BPi1JEnN51btBcYIIdKBT4F/+drRQHJs\nezHfLD3cWH9eU2Hhm6WHObbdN1Hf/jOV3PbmD0ToNCyJjOVJ9PRCQgJ6ITETLYUIbn9rByYPgzw8\noZKab6jp3CjoyroGHl2+j7vf2UmETsOK317JU78Y5rb9/v1JAnOzMMGscdq9cWvYPvS4i5keC7eG\n7fPyiq4xf9R89Gr3DSpydedrjgnP1R3e7G0xLGMyQ7JupW7w5VQPHU3d4MsZknVrh3r9yIEhKwvj\n355Fk5wMkoQmOZmrJqZTGRJBQXh8i+ObpnG2nCjnox1nuD8jjcv6dL2tgr3SgilpK3kZ/8nR6+8i\nL+M/MSVt9bixqSuEj0wkeuYg1NHOQEYdrSN65iC/Vum4aE/kPhY4IYTIB5AkaRlwE/Cj6wAhxIYm\nx/8A3O5LJwPNt58cQ9jchUrYBN9+cqzL0fve0+eZ9/YOosO0fHT/eEyvL+daRx+mqC4+ttkcDVwS\nUc4/CyXmvvkDS+8dR2xr5X85z4Kj2YeAw+q0d2Du7FcHi/jTqkOcr2vgD9cO5PfXDkSnaRmNHxsd\nw+tUMPc7QVwVnIuCD6+ROD7a+87Pp3TLuLxhJ8/bfuWsluEcj2s+5he6PODZdvvYXgLZna8530hX\ncyPfEMLF6pgGNHwjXU1n2mfl5uay+3he4zQsu1rD7uN5JOfmtjqgPBA03y8ilVbzt//9nkNx/eld\n674m5GpLUNdg48mVufSPD+eR630zFLE6bScl/Zcg1M4nRVvoOUqGL0EVpgUyWn9xB/F3yaU32iPu\nKUDTsfFngXFejgW4F/iyK051N2w1No9DBmw1nStdc7H7p/Pc+fYO4iJC+Oj+8SRHh7Jm13ISooaT\nHuPeirQh/xCL/76EB5fu5teLf+D9+8aREOll16rpbMfszSivsfCX1YdYd6CIS4xRLLn7Ci5N8b4x\nZ3pUA+9fqmLL8It/Ja0kuD3Ke4olpL6UGZoSZmi2uv+g3n8dGQPVna85u7T9kazXkckWDFRjIpIc\nrmKXtn+nxL0zA8oDxbr8dW4fsA+NnE+0RnAocRBTT19s4Na0vcfz2Uc5U1HP8gcn+GyBvXzwCoTD\n/f0p1A2UD14BPOqTawQany6oSpJ0OzAG8DjeRpKkB4AHAPr27evLS/uVKsmBQbTMYFVJLUuc2suu\nUxXc+fYOEqP0fHj/OIwGZ+uEepXE6drDnK497P4ClcTkIYm8c9cV3PfuLn61eBsf3jfec3tTQ28w\nnfFsbwUhBGv2F7JwzSFqLXYenzqEByamoW2j6uIyXQXWGBXrTFrO2yVi1ILpBiuX6TzXv3fFx57A\nsHHD2LtFwwExrNFmk2wMG9e5apnODCgPBJ7KUf+6bSF9UxZyRDMSTeF3Lapldp2qYMnWU8yb0I+x\n/X234azB4XlWrzd7MNIecS8AmvbR7H3B5oYkSdcBTwOThBAeE1dCiMXAYoAxY8Z0LgkcAA7GqRhb\nLtA2id+tCA7GdW5RZ8fJCu56ZwdJUXo+emA8vaIuCnSoQ1Cvbhm9hl5oSnXVwHjevWcs9yzZyezX\nt/Hh/ePoHdOsYVLmM+xckc1GkUaNZCVCaJkk5XNFpvf5dcUmM39adYBvDpdyeZ9onr8lnUG92rei\nr9cZGUMhY8LtzeytTMPJfAbWPgTWJiWe2lCnvYdzJOJqtvUt44qCcsJsOuo0FnamxGOPuLpT5zMY\nDB6F3GAIXEdCTyzas4hK3Uhqo2fjUMehsp8jvHI5ovJ7ys0TMaxaR2KTe8FstfPHFbkkG0L547Sh\nPvXFF0NxujvtUaedwCBJkvpLkhQCzAHWND1AkqSRwOvAjUKIUt+72ZIVxRWM2XoI44Z9jNl6iBXF\nFX671uxZQ/g20o5JciAQmCQH30bamT2r471stuWd4863d2A06FnWTNgBxk28DrXD/YlA7XAwbuLF\n7Shj+8ey9N6xnK9r4Fev/8BP52rdjt95Kpls+lGjsoIENSor2fRj56mWYiuE4OOdp7n+xY1sOl7O\nn6YPY8Vvr2y3sINzwIhK5d60TaUKbX3ASPpsvu71Rwod8TiERKEjnq97/bFDawLBytLKSo6kXsfS\nq+bw+qSbWXrVHOf3lZ1r0ZuZmYlW615FpdVqyczM9IW7PuOk6E917L04NPEgSTg08VTH3sv5C+vI\nO0+ddzv+5Zzj5JfV8tzMEUR0YQObJzr1ng0y2hR3IYQN+D2QDRwGlgshDkmS9KwkSa6Jzc8DEcAn\nkiTtkyRpjZfT+YQVxRU8dvQMZy1WBHDWYuWxo2f8JvAzRqZwz9zhrOun4n+izazrp+KeucM73P5g\n64ly7l6yg94xoSx7YIJblOJi9EOP0id9ICE2GwhBiM1Gn/SBjH7IPQ84sm8MH90/nroGG7Nf38aJ\nC21uATbu2YytWcrIJjnYuGezm+1MRR13vLWDJ1Yc4BJjFNkPT+S+jDTvvWC8YEy6iaFD/34hUpfQ\n65IZOvTvGJNu8vqaf396iN8eH8KVDS+TZvmAKxte5rfHh/DvTw916NrBiC3E823nzd4W6enpZGVl\nNUbqBoOBrKysbpdvN8fMAVWzdSKVjobkqYRq1ew8dfH+PVhg4vXv87l1dG8mDvZ9vX5n3rPBhiRE\nYLIjY8aMEbt27erca7ceovBkpcf2rbuu7No8Sn+x+Xg59767k9S4cD64f5zX7oXN85LgLNlbeOVC\nj4uBR4urue3NHwD44L7xDEmKZOFfFnI8MYXtacOp0YUSYalnXP4hBpUWsPCvC3E4BEt/+Il/fnUE\nCXjyF8O4bWzfDnfW6wrpT6yjysPlogTk/jPwi57+pPdXu7HpWi4Maix2zk4bHQCP5CFpw150NVsJ\nN32Cyn4OhzqOWsOtWCKuJDPPwvlaK1/Mz6DB5uDGVzZTUdvA149MwhDWvfrSBxpJknYLIca0dVz3\n2p/cTopOVqI9ZEJldnY0UZntaA+ZKDrZvSbPuPj+WBn3vruT/vHhfNiKsEPr2+Q9MSQpkmUPTECt\nkpizeBsHC0ycTuzP91FDadhehW59IQ3bq/g+aiinE/uTX1bDnMU/8Jc1hxjdL4bsRyZyx/h+sgo7\nQFUH7T2JWbrzYG+2GG93OO09mCTLDiLPv43afg4JUNvPEXn+bZIsOxjTL5bDxVVUma28tjGPI8XV\n/NeMSxVh7wJB2X5Ad7wKR7OpN5JDoDve/aRhw9FSHly6m4EJEbx/Xxv16XRum/zAxAiWPziBuW9s\nZ+4bP1Cb1BfV4erGqUOS2Y74sYrvElLYsmgTOo2Kf92Szq2jewdsGHSEcFDjoaVChIcmSz2N2SF/\nxVoxjg1h0zgvxRIjKphc/xWzY7dDZ1t9taN9cqCJMH2CSbiXH0qigQjTJ1gNkxAC0heuB2Bkn2im\nDJd/93BPIijF3WG246kvicNsZ8fJCp+WTLlYUVzR4V7gOYdL+O37exicFMH7944jOqztZkGd3Sbf\nLy6cjx8cz21vbsd0qq7FX0cS4Ci1kDGsF3+/+dIWC7ld5fCmDWxa9h7V58qJjIsnY868VndIJkfv\nIN80HlsTRzXCaYfu1YPc15gthcwK/4xZfOY0SEA4mDu7OTJ3uXvlkemM83voVgJfZfZca1FeYuTt\ngyfdbIeLq1i1t6BHtPXu6L3hK4IyLZOC5+6GKgSzX9/GLf/eSs7hEny1nrCiuIJHD592W8B99PDp\nVhdwv/6xhN+8v5uhxkg+uHd8u4QdLmyTl9wfRfWStl3b5HvHhPHxAxO8/lwAb8wb7RdhX7/4FWfz\nKiGoLi9j/eJXOLxpg9fXZI5YTp+obUQ4HCAgwuGgT9Q2Mkcs96lv3RNvt10nb8ecZ91LSsH5fY7v\nd/p2BW8Biq38F5ib9XkxWx08n31UDrf8SmfuDV8RlOL+eNQ3hDbrSxKKhX9EfspfbxxOkcnMve/u\nYtpLm1i1twBb8/xmB3n2yFmaB1WWC3ZPZB8q5j8+2M0lyQaW3juuQ3nD6TW1LCw/h9FqQxICo9XG\nwvJzTK+pbfvFQJJBj4Tn31fC4Zc0zKZl77k1rQKwNVjYtOw9r6+5OjaRaenLiU1/kshLniA2/Umm\npS/n6lj/bdP+cMWL/Nfd03nhV9P5r7un8+GKF/12rVbxlnrqbEqqizuS5cJbfx9bg+fWvXIMtPA3\nnbk3fEVQpmVm/PJGWPEuz1tuvtiXRPcZM7Jug/RU5o7ry9r9hfz7uzwe/ngfL6w/yoMT07h1TJ9O\nbV8ucdjBgyiWOOwtbF8eKOIPH+1lRG8D794ztuMTg3KeZXpVJdOrKlvY2/+I7ePIsA2qz3l+kvJm\nB2edcYP1acaEX7yB/Vln/OGKFzmz4mtC7c6/QWgdnFnxNR8Cc2c94pdrekNjjsMWes6jvVMEyW7f\n6WnT4fQPLMr/jGIVJDlgfr9p/PdZeQfey0ln7g1fEZSRO+mzmTHrNrb0eoGT+jvY0usFZsy6rVH8\ntGoVM0f1JvvhibwxbwwJkTr+vPoQV//zW17dcAJTfcdmVUZ5Ob65/fPcQn7/0V4u6xPNe50RdgDT\nWVYkZDJm3McYJ25gzLiPWZGQ2aEoLMXLTeHN3lUi41p29GvNDvLXGed//g0au/vbXWNXkf/5N365\nXmuUlY3xVCxDWVmb1W2eyXzGubu3Kd1xt2/ucqZveYP1p8+Qe+oM60+fYfqWN3h82HlCmwVd/h54\nLxeduTd8RVBG7oBTyNuIZFUqiesv6cV1wxLZfrKCf3+Xx/PZR3ntuzxuG9+Pe65OJTGy7fzz2JMH\niI4t44mf3ibFUkqBLpF/9ruHyooEnE0zYc3+Qh75eB+j+kbzzt1jO72jbkW/W3msz73UX3h8PatP\n4rEhf4SwOGa18xyPTx3CgpUH3Mb1+fNm6Ww/8aiiCaRt+p+Lk3DCUsFPBRL6uo7Z/ckx81ZuP1bN\nmdQwzDoVeouDPqfqeF+1te0Xe8J1H3TzahlvawMz8v8CM7N75MD7QPbaD15x7wCSJDE+LY7xaXEc\nLDDx2sY8Fn+fx9tbTnLr6N48MDGNfnHhXl9/c9l6flme0zidvo+lhP859gKfi0zgXlbtLeDR5fu4\nIjWWt++6okuzPp9Le4B6h3vEX6/W81zaA+0Wd9dNIdfNMixjMkV5JvZ/vRyHrQqVJooRmbNbrQiQ\naxKOC3OYMxXjyS43d5WdJtlup2+pey72LvXpzp+0HcFOwGllbSAQA+/9PYAHaLwHAlEtE7TifuDV\nV7G+swR9TQ3miAi0d9/FiN/9rs3XXZpi4JW5ozhVXsvr3+fzya6zfLTjNL9MT+Y3kwZwSXLLxZ1M\nNjcKuwsdVjLZzIrdZ3n80/2M6x/HW3eNISyka3/SAofnVI43uzeG1BzjzjNLG99QQ2rm4eze7HuO\nbS/m+J5oQiLva7Qd36Oi97BirzeLXJNwXKT98jrOrPjaLTVjUztI++X1Pr9WWyTZ7RQlhJDfP7wx\nck87WUtSmX+mUHUbDL0pCilp8XsbG3rJ7sqx7cVs+OAItgbne7CmwsKGD44A+EXgAzE4JSjF/cCr\nr8L//ZtQuzPtEFpTg+3//s0BaJfAA6TGh/PczBE8fN0g3t58kvd/+Ik1+wuZPCSB314z0K1W3kAN\nh00JbCpNpdqmI1JjISPxFAfCL+GJT/dz1YB43pg3xm06UWdJ0Wk5a2mZ40/RtV/cXeVXrkdBV/kV\n4Jc32bbVeY03iQtbg4Ntq/O83ijeJt74ehKOi7mzHuFDnLl3fZ0zYk/75fWyL6YCnOkdz/F+AulC\n90+zXs2hwZE06CT6ye6NfBRdlcUR08c4mvzeRwZHgiELuXsxduY9G2wEpbhb31nSKOwuNHY79e8s\ngXaKu4teUXoW/GIY/3HNQJb+cIq3t5xi9uvbGNMvht9eM4BrhyZysD6Nb4uSsAmneFfb9Pxv9Y18\nEzKZqwc7hd1XQwQWpBl57OgZ6pvswA1VSSxIa//bv7XyK3+Iu2v8YHvt4Bw35knIXePI/MHcWY9A\nAMS8OcfSwlDhniOS1BLH0sJ6tLjnWzc3CrsLh1oi37pZdnHvzHs22AhKcdfX1HTI3h4MYVp+f+0g\n7r06jeW7zrD4+3zufXcXQ3pFMqR2KvVhFn6IGUe1JgKdw4JFrWdAw1nemPcLnwk70LjrtaO7YZsi\nd/lVRKzO400REetdqKOmpnL+kyPgaHKzq4Qsg4MDjSTqPG2wdtp7MGZLy53XLvtT3x1l2caT2Ovt\nqEPVzJnUn/++xn/VMp15zwYbQVkKWR/uefHTm70jhIaoufPKVL57/Br+d/ZlCARrIjP4OiGTam0k\nSBIWtR5JOOhvOupTYfcVkXHx5Blr+OSasyy54Sc+ueYsecYav5VfTbhpAJpm7Wo1ISom3DTA62ts\nZ7dj3vsejrpzCCFw1J3DvPc9bGe3+8XH7sR5u+eNZN7sPQVbvecAZcmZu/lwfR6OemcjQEe9nQ/X\n5/HUd/7bodqZ92ywEZTi/tWkeGxqd1G1qdV8Ncl34uWqlf9q/kTCHOYWm5iEpGJH3HifXc+FT3rV\nTx/G1vQKasPsIEFtmJ2t6RUwfVjbr+0Eg8clMfm2oY1RT0Ssjsm3DW01d1n64ktYT26hdv0CalY/\nSO36BVhPbqH0xZf84mN3YrM5gWbpXhocTntPpmTfDITVPVkgrBo25Y+CZo0AcQiWbXTvN+NLOvOe\n7SxyDhZqSlCmZT6+rBBt9RCu3f0TYXW11IWF8+3ofnx82XGe9vG1VCqJepXnWvhqVdefFJrzXH6R\nW74doN4heC6/qN2pmU/rvsGudj+HXS34tO4bHuCPPvO1KYPHJXXoxrAVeX5E92bvSUy59E+s3LuA\nKZF1xKgF5+0S66vDmDHyT4F2za/EHNZhOKqmNsuGPRbUFRC+Vo1IdngcQG+vb7kD3JdE9tvOwOkv\nYLYUodcZiez3GODbTXSuYM11T7uCNaBDqdbOEJTiPrpqMiHaG9g+9mIzrhBVA6OrvvTL9XpFCoqr\nW779ekX6ftBJgYdKmdbsnuhM2+Cu0tGumRqjEVthyxmWGmPPmWHpjelp09lWE8qjpRJWKRqtqpI7\nBwmmp10baNf8ysDjq8EkiNjRtImeQDVbQjS0vJfUof5LeRYVr+bIkadxOJybqsyWQo4ccYaGvtwl\n7YtgrbMEZVpm3JksYlP2MGD6Ewy59X4GTH+C2JQ9jDvjn1axMweuIUTlXoMcompg5kDfTxP0VvLY\nkVJIb9332mob3FlWFFfw/ca3+WzjzRRsvIbPNt7M9xvfbvXxM/GRh5H07k9Ekl5P4iMP+8XH7sSK\n4go+OB+HVR0DkoRVHcMH5+Nke1wPGKYyj+YbirdD82ExKok5k/r7zZX8vBcahd2Fw1FPft4LPr2O\nL4K1zhKU4h5m2IHxiqVowyuQJNCGV2C8Yilhhh1+ud7ohG+Zd8lHxOkrAEGcvoJ5l3zE6IRvfX6t\nBWlGQpu90TtaCumt+1572gZ3hj2bl/Dc0X/Rx1KCCkEfSwnPHf0XezYv8foaQ1YWxr89iyY5GSQJ\nTWxLTAIAABMbSURBVHIyxr89iyGrZ/dyh9ajuZ6MFOo5Un1o5zfMnTIAVagaAahC1cydMsCv1TKt\nVe74El8Ea50lKNMyvS5fhUrjHkmrNA30unwV8JTPr6fXGZmQvJsJybub2ZN9fi1flEK6Zq0u2rOI\n4tpiksKTmD9qvscZrL7gN8dfI8zhXlYW5rDwm+OvAY96fhFOgf85iHlzAhnNBRL9mFup3/oO2Jvc\nu+oQ9GNu5Q9DjzBdezH/7ewO6j9x1+uMmC0t04J6nW/Tgr7Yt9JZglLcNaGeH1+92btK2oDH3PJz\n4N/2tLOSYrucj5ueNt1vYt6cFIvnCTve7IEiNzeXnJwcTCYTBoOBzMxM0tPTZffDF7uQg5GE/5hL\nqcWO5cBKRH0FUmgsuhEz4d44WfLfTZHrnp6VFAunt/PceQ0F2jhSrOdYEGNjVtJlPr2OJ4JS3OX6\n1HXheoPl57lHFv564wUb9RHJhNcUeLYHwB9P5ObmsnbtWqxWp6iaTCbWrl0LILvAP6oK5yn7ecxN\ndmvq7YJH/VB91Z0IH5lI4iN3UJWdcbET6NRU9tXN8pr/9tc9Jts9nbucWV8/xKym3TC1oaB/2e+N\n3oJS3OWOpMH5ZlDE3DPhUxay77OX2SDGYiISA9VMlnZw+ZSHAu1aIzk5OY3C7sJqtZKTkyO7uE/+\nrpSn9XZeHayjRC/Ryyz43TELk82lMD5VVl/kpiBvK9vO2qixRRNRU8KEvELMsfLkv5sjyz3d2ghE\nRdxbYky6iZzCfbxxeAUVNgexGhX3D5vFZEV8A0IuQ1mnuh6r3ZlXNBHFOtX1qBiK/EkPz5hMpg7Z\n/Ym90sINwA3FNnc7Ns8v6CEc+3QVG3J02ISz82qNLZYNORaGzIzGrj7f4nh/PYnLSgBHIAZltcy6\n/HUs+vFzKmwCkKiwCRb9+Dnr8tcF2rWfJTk5OY3C7sJqF+Tk5ATIo5YYDIYO2f2Jt+Zo/mya1h3Y\n9p0Nm3D/HW1CR+nuKahU7pOk/P0kLhveRh3KMAIxKMV90Z5FmO1mN5vZbmbRnkUB8ujnTXeKir2R\nmZmJVuu+YKnVasnMzJTdl6ipqeSFlLAsZAtv6nJYFrKFvJCSHt80rcYW7dFedupaWUcuykoARyAG\nZVqmyMtOS292Bf9iMBg8CnkgomJvuPLq3aFaJk9dzCbtEWx2ZxqmRjKzSX2EGPVg0vH9oJLuQoSm\nkhpbyyqwCE0lxqRbeoaYNyeAIxCDUtwlWzRC0zJHJ3mJDBT8S2ZmplslCgQuKm6N9PT0gIh5c3Jy\nchqF3YXNbgvI4q6cTLhGw4Yci1tqRiNZmHBNUMpQ+wnQCMSgTMvUl0xBNBs7Jxxa6kumBMijnzfp\n6elkZWU1RuoGg4GsrKweLVRdIRjSWP5g8C0zmJxpIUJTATiI0FQwOdPC4FtmBNq1HklQfmQmqq6k\npAh0CdlI2kqENRpL2VR6qa4MtGs/W7pLVBwMBEMay18MvmUGg28JtBc/D4JS3B+fOoQFKxuozRvZ\naAvVqnl8pv+2Kyso+IpgSWMpBDdBKe4zRqYA8Hz2UQor60mODuXxqUMa7QoK3ZnutLir0HNpl7hL\nkjQNWASogTeFEP9o9vOJwEtAOjBHCPGprx1tzuSzexi+/iVsRUVojEYShz8MirgrBAlKGkvB37Qp\n7pIkqYFXgeuBs8BOSZLWCCF+bHLYaeAuQJZdB6a1ayn68zMIs7PW3VZYSNGfnXWjP8cugwrtY9Xe\nAuVpT+FnQ3si97HACSFEPoAkSctwzqJqFHchxKkLP3N4OoGvKX3xpUZhb/TBbKb0xZf8Ju7dpaOg\nQudYtbeABSsPUG91jm4rqKxnwcoDAIrAK/RI2lMKmQKcafL92Qu2gCH3/M3c3FxWrV7VWOFgMplY\ntXoVubm5frmegu95Pvtoo7C7qLfaeT77aIA8Uvi5YFq7luPXZnJ42CUcvzYT04VupP5G1jp3SZIe\nkCRplyRJu8rKPI/cag/e5mz6a/7m59mf47C7P5Q47A4+z/7cL9fzBUXFq9myJYOcbweyZUsGRcWr\nA+1SQCmsrO+QXUHBF7hSyLbCQhCiMYUsh8C3R9wLgD5Nvu99wdZhhBCLhRBjhBBjEhISOnMKQP75\nm5ZaS4fsgcY1/NfZ8140Dj/4OQt8cnRoh+wKCr6gtRSyv2lPzn0nMEiSpP44RX0OMNevXrWBK69e\n+mKTaplHHvZbvr1OXUe4veUghTp1nV+u11Xy815A94OFyDVa1BVgj4XqGy3ka/03/OD/t3fnQVKU\nZxzHv7/d5ZDbcAgKKlQ0nosQNBiDiaCQFGU0lFpYHonxwCuulhqvCkWoqNGYiigehRXPRI1n1GDU\nRFFJjAfgreUZ47WrnAuCCCxP/njf0V3O2d2Z7p72+VRN7XRPU/vjnZ5n3/ft7umsC9dGvNxiamaL\nDtWcPc6vjXDls6a+nh7brqDv0GV06NLE6hXVzH+xO0s/KP/9cjdb3M1sjaRTgYcJp0Jeb2avSpoK\nzDGz+yXtCdwLbAkcKOnXZrZrOYMnef/NjwZ8xJCPhlBjXzXXGq3howFtGsCUnWY30PPWaqpWhTv9\n1CyCnrdW00gD7JNyuJT4tREuDb1qO7LVDh9TVRO+Ertj1yYG7NVI1ZZblv13F3Weu5k9CDy4zrrJ\nzZ4/R5iuyaUjRh/BjIdmsOPCHenS1IUV1St4s/ebnDD6hLSjbVCPBzpStarlMYKqVaLHAx3h3JRC\nZcDBw7bxYu4StdXQpVStanmvg6oaY6uhS8v+uyvyCtWkjR8yHn4Yvke+YXkD/bv2p254XWI3oG6t\n6kUbPiN1Y+udc+VRtWpRq9aXkhf3Io0fMj6zxXxdNQO2DkfnN7DeOZegngOh8YMNry8zL+5FWv78\npyx9+L0Wd23vOiybN1bod8bpLa7ghfKeTeRcsV6fPYvZt9/MsoUL6N67D6MmHs3Oo/ZLO1b5jJkM\nD5zW8ibZfiem7Fj+/KcsuectbHWY1mha8gVL7nkLIJMFPumziZwrxuuzZ/HIjOmsWRVOIV62YD6P\nzJgOkN8Cn+KdmGRmm9+qDEaMGGFz5sxJ5Xe3Vv1vn6VpyfrntFf36sSAc/dKIZFzlWfGKcewbMH6\nFy9279OXE666IYVElUnSXDMbsbntKvJOTEnbUGHf1Hrn3PqWLVzQqvWufby4F0OtXO+cW0/33n1a\ntd61jxf3Ymxs5iqdGS3nKtKoiUdT07FTi3U1HTsxauLRKSXKNz+gWoTqXp02OufunCtO4aDpBs+W\neemOVA465pkX9yL0GLd9i7NlANShih7jtk8vlHMVaOdR+61/ZsxLd7Q8XbDxg7AMXuDbwadlitB1\nWD96Tdjhy556da9O9JqwQyZPg3Su4jw6teV54BCWH52aTp6c8J57kboO6+fF3LlyaPywdetdUbzn\n7pxL18YuxU/gEv088+LunEvXmMnhkvzmErpEP8+8uDvn0lV7GBx4BfQcBCj8PPAKP5jaTj7n7pxL\nX+1hXsxLzHvuzjmXQ17cnXMuh7y4O+dcDnlxd84lZua7Mxl711hqb6pl7F1jmfnuzLQj5ZYfUHXO\nJWLmuzOZ8tQUVjaFO4TVL69nylNTACrmFpaVxHvuzrlETJs37cvCXrCyaSXT5k1LKVG+eXF3ziWi\nYXlDq9a79vHi7pxLRP+u/Vu13rWPF3fnXCLqhtfRubpzi3WdqztTN7wupUT55gdUnXOJKBw0nTZv\nGg3LG+jftT91w+v8YGqZeHF3ziVm/JDxXswT4tMyzjmXQ17cnXMuh7y4O+dcDnlxd865HPLi7pxz\nOeTF3Tnnckhmls4vluYD/9vMZn2ABQnEaS/PWVqes3QqISN4ztbYzsz6bm6j1Ip7MSTNMbMRaefY\nHM9ZWp6zdCohI3jOcvBpGeecyyEv7s45l0NZL+4z0g5QJM9ZWp6zdCohI3jOksv0nLtzzrm2yXrP\n3TnnXBt4cXfOuRzKRHGXpLQzFENSJtorDyRVxNdNS+oef1bEPpp1ldKOlZJzU1IrVpJ2kzROUo1l\neOJf0u6SzgQws7Vp59kYSXtJuijrf4Ak7S3pOmDPtLNsiqThku4CjgXI4j4qaQ9Jx0vK9H3qJO0i\naRRksx0LJO0q6QeQ7ZzFSrz3JGlL4ELgu8A7wP6SrjWzd5LOUqQLgXGS5prZ45Kqzawp7VAFknoA\nFxOK5Y1mtlaSsrhzSjoeOA24Gng+a20JIKk3MIXQnt8Ano7rM5NVUgdgOjACeB0YKWmGmT2TbrKW\nmuUcCbwhaSTwmJnNlVSVlc5S7BBNB0YD70saA9xnZnOylLO10ujl/RL4wsz2AI4DdgUyNwRqNm3w\nJDAN+A2AmTVlrHd8AeHDM9bMroZM9zq2BS4ws2vMbGVWiuU6LiM04UjC/nkUYUWWsu4O9DSzb5vZ\nkYTPcdqXxG/IboScQ4GTgNXAGZK6ZKxg9gS6m9lOwBHAQuBMSd0ylrNVEilSkg6RdGpcnGJmZ8Tn\nYwm9o10Lc5tpijlPAjCzNXHebRxwHfCppOPia2vTnJNbpz2vBz4F+sX1l0maKGnbtPIVNG9PST0J\nf8iflTRa0sOSzpc0Ib6eZnseKumUuHiimZ0Wn88HXpP0rZSifSm25clxsQk4TFLP2H4jgTGShsVt\n0943Czk7AXvEUc9CYCWwC+GPZto5J0j6Q1zsDewtqauZzQfuBhYDp8ZtM9f5LEZZi7ukbpLuBs4C\nFsbpgi/ia/vG9TcBBwOTJQ0sZ54icy5R0CH2gF8APiD03M+WdKekgWn0jjfQnjVm9gZh6uDvwMnA\nG8ChMWtW2rPazBqBpcAthPf7KqCe8L4PTbk9zwQWxQ/xqmYjs7XA1sCKuH3iH/J12nJxfM9fBC4h\nTG9dC1wEDAKmStoxA/vm4tiGhX3zKklDgL2Be4HhkvqklHMXSbcCvwJOk7S1mb0N/Ac4PW5WTyjw\ne0gakOGR8CaVvLiv8wEYBHxiZiPN7Lbm25nZk2a2p5ldA1wK9AV2KHWetuY0s9WSugD9gcGE4dpW\nQD8z+1BSdQZyFna63wFTzWy0mV1H2HG7xdyJ2EzOwmuTgaFAvZndb2Y3AA8CB2UkJxasjc/fIPSS\nE8tXRMbCe34+Yb79EDO7Bbgc+C+wTxZymtlaM1tM2BdXE6Y25wL3E+rO4qRzxg7ldcDTZjYsZvpO\n3OyPwD6SBpvZGuATwkijS1I5S60cB1Q7A5/H57XAQIA4VOsr6XHgGTNbWThYYWavS+oHvFeGPG3N\n+STwPOENfg74M+GAy92Sas3spQzlnG1mNzVrz9cUzqB4P6GMReU0s1mSriWMLC6O2/YDbs9QzseJ\n+2fc5k5ggJI9oLq5jLPN7DFJnwETgSfNbKGkbQj7aVI2mROYDcwys19I6hw/810I0yBbAJ8llHML\nwujrNcKxqeWSOhI6k0/EbV4A5hE6moea2SuStgO+SChjyZWs5y7pAEn/AC6VdHhcPQ+ol3Q9YUjW\nCJwH/EzhSLpJOkjSo4Sh0IJyD31bkfNs4Ejgb0CtmU0ys3mE3ueScmZsZc5zgONi8VnbrD0/5qup\nhizkPE/ScWY2GXhb0iWSniYcc3m1nBlbm5OwfxZGZgOBQUkU9ta855JOBGYRzja7TNJsQg/53Szl\nBCbFfXOlpIMIJyjMIU51JZhzopktiIW9s5mtAl4mjMgxsyXAVGAbSVdKeoVwv4nGNKbjSsLM2v0A\nvgk8Qxi+DiP0Hs4kjAx+T3gzO8RtjyLMt/YGxgDPAgeXIkeJc/4UuBLoEZergKoM5jyKMPfag/Ch\nmpvR9jyKMCSuAroDOxF6UVnMeTXQJy4PBn6UsYxHx4w1hGmuScBPMtyW3YAdCfPYE1LK+Sfg/Pha\nId/34/q+zf5dX8Jp2j9OImdZ26AdjfdlsSP89bu62WvHEnq3vYB9gceAI+JrtYSDKkkVyq9LzuoK\nyVkp7Vn2nO3IOBT4awW1ZRb2zZ/HnP2ardufMDKvSSJf0o+2NuIxhGH/hc3exEXA4Lg8iTBfPSMu\nH0ToUZ5DmPc6K74RKvOb7Tk9ZyZzVkLGHOacC9y8zr9rAPYtZ7a0Hm1pxG6EXkMdYZ5tp7j+cuA2\n4N+Eoc7uhDMh+sfX94wNvHci/zHP6TkzmrMSMuY458xmOTsAJwDbJ5Ez6UdbG3Pb+PO3wF/i82rC\nwbHvxeVBwI1A59T+c57Tc2Y0ZyVkzGnOG4BOaeVM8tGms2XMrHCK3eXAYEnjLJxN0Ghm/4qvnUg4\nIr66Lb+jFDxnaXnOr1dGyGXOz4E1aWRMXAn+Yk4Cnmi2vBdwH82GaVl4eE7PmdWclZDRc1beo123\n2StcNKPw1aj1hBP+/wm8ZRn6lkfPWVqes3QqISN4zkrUrouYYiN2IVxleDjwvpk9lLVG9Jyl5TlL\npxIyguesRKX4+oGTCUeoD7D4pWAZ5TlLy3OWTiVkBM9ZUdo1LQNfDYNKlKdsPGdpec7SqYSM4Dkr\nTbuLu3POuezJ0h2FnHPOlYgXd+ecyyEv7s45l0Ne3J1zLoe8uDvnXA55cXfOuRzy4u6cczn0fy12\nu7opnGvHAAAAAElFTkSuQmCC\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fa7a9763668>"
+ "<matplotlib.figure.Figure at 0x7fb7545c8860>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 69,
+ "execution_count": 299,
"metadata": {},
"outputs": [
{
" <th>name</th>\n",
" <th>release_date</th>\n",
" <th>gloom</th>\n",
- " <th>complexity</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\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>0.138254</td>\n",
- " <td>0.478235</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>0.175582</td>\n",
- " <td>0.460035</td>\n",
+ " <td>0.227614</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>Emotional Rescue (2009 Re-Mastered)</td>\n",
" <td>1980-06-20</td>\n",
- " <td>0.191257</td>\n",
- " <td>0.453852</td>\n",
+ " <td>0.236002</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>Tattoo You (2009 Re-Mastered)</td>\n",
" <td>1981-08-24</td>\n",
- " <td>0.166152</td>\n",
- " <td>0.447257</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>0.205935</td>\n",
- " <td>0.338044</td>\n",
+ " <td>0.196667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>Undercover (2009 Re-Mastered)</td>\n",
" <td>1983-11-07</td>\n",
- " <td>0.165463</td>\n",
- " <td>0.492789</td>\n",
+ " <td>0.214526</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>Dirty Work (Remastered 2009)</td>\n",
" <td>1986-03-24</td>\n",
- " <td>0.220036</td>\n",
- " <td>0.403297</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>0.220996</td>\n",
- " <td>0.403350</td>\n",
+ " <td>0.253013</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>Steel Wheels (2009 Re-Mastered)</td>\n",
" <td>1989-08-29</td>\n",
- " <td>0.148364</td>\n",
- " <td>0.456991</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>0.246173</td>\n",
- " <td>0.325013</td>\n",
+ " <td>0.179906</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>Voodoo Lounge (Remastered 2009)</td>\n",
" <td>1994-07-11</td>\n",
- " <td>0.237997</td>\n",
- " <td>0.335114</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>0.223247</td>\n",
- " <td>0.333761</td>\n",
+ " <td>0.250556</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>Bridges To Babylon (Remastered)</td>\n",
" <td>1997-09-29</td>\n",
- " <td>0.252596</td>\n",
- " <td>0.346564</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>0.301727</td>\n",
- " <td>0.267284</td>\n",
+ " <td>0.275984</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>A Bigger Bang (2009 Re-Mastered)</td>\n",
" <td>2005-09-05</td>\n",
- " <td>0.213057</td>\n",
- " <td>0.421502</td>\n",
+ " <td>0.252222</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>32</th>\n",
- " <td>3CHu7qW160uqPZHW3TMZ1l</td>\n",
+ " <th>61</th>\n",
+ " <td>2gCp8kyDcL93s4kVP4VMTC</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>Shine A Light</td>\n",
- " <td>2008-01-01</td>\n",
- " <td>0.263193</td>\n",
- " <td>0.295026</td>\n",
+ " <td>Some Girls: Live In Texas '78</td>\n",
+ " <td>2011-11-21</td>\n",
+ " <td>0.239891</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>30</th>\n",
- " <td>3PbRKFafwE7Of8e4dTee72</td>\n",
+ " <th>58</th>\n",
+ " <td>3wkyUMDuH56iNaSxKvukax</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>Totally Stripped (Live)</td>\n",
- " <td>2016-06-17</td>\n",
- " <td>0.267510</td>\n",
- " <td>0.279471</td>\n",
+ " <td>Totally Stripped - Paris (Live)</td>\n",
+ " <td>2016-05-20</td>\n",
+ " <td>0.292715</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>29</th>\n",
- " <td>4fhWcu56Bbh5wALuTouFVW</td>\n",
+ " <th>57</th>\n",
+ " <td>2b3y5k1DchDACjH5KMlgQv</td>\n",
" <td>The Rolling Stones</td>\n",
- " <td>Havana Moon (Live)</td>\n",
- " <td>2016-11-11</td>\n",
- " <td>0.266685</td>\n",
- " <td>0.304093</td>\n",
+ " <td>Totally Stripped - Amsterdam (Live)</td>\n",
+ " <td>2016-06-03</td>\n",
+ " <td>0.299021</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>56</th>\n",
+ " <td>5D7RtaChuvF0Av1xXT3acu</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Totally Stripped - Brixton (Live)</td>\n",
+ " <td>2016-06-06</td>\n",
+ " <td>0.281734</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>55</th>\n",
+ " <td>0aWIIpfY32rT1i3yO9LROl</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Totally Stripped (Live)</td>\n",
+ " <td>2016-06-17</td>\n",
+ " <td>0.273384</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>The Rolling Stones</td>\n",
" <td>Blue & Lonesome</td>\n",
" <td>2016-12-02</td>\n",
- " <td>0.253218</td>\n",
- " <td>0.349722</td>\n",
+ " <td>0.272961</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>54</th>\n",
+ " <td>34d9ClCaKRoQ8pMeJ9Gfvt</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Ladies & Gentlemen (Live)</td>\n",
+ " <td>2017-06-07</td>\n",
+ " <td>0.277306</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>53</th>\n",
+ " <td>6iCIB08bkoitQOL5y2uEsM</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Sticky Fingers Live At The Fonda Theatre</td>\n",
+ " <td>2017-09-29</td>\n",
+ " <td>0.293745</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>52</th>\n",
+ " <td>7Hk1X2BCADxuR9saTIKfOW</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>On Air (Deluxe)</td>\n",
+ " <td>2017-12-01</td>\n",
+ " <td>0.200974</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
],
"text/plain": [
" _id artist_name \\\n",
- "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",
"37 62ZT16LY1phGM0O8x5qW1z The Rolling Stones \n",
- "36 4M8Q1L9PZq0xK5tLUpO3jd The Rolling Stones \n",
"35 0ZGddnvcVzHVHfE3WW1tV5 The Rolling Stones \n",
- "34 50UGtgNA5bq1c0BDjPfmbD The Rolling Stones \n",
"33 4FTHynKEtuP7eppERNfjyG The Rolling Stones \n",
- "32 3CHu7qW160uqPZHW3TMZ1l The Rolling Stones \n",
- "30 3PbRKFafwE7Of8e4dTee72 The Rolling Stones \n",
- "29 4fhWcu56Bbh5wALuTouFVW The Rolling Stones \n",
+ "61 2gCp8kyDcL93s4kVP4VMTC The Rolling Stones \n",
+ "58 3wkyUMDuH56iNaSxKvukax The Rolling Stones \n",
+ "57 2b3y5k1DchDACjH5KMlgQv The Rolling Stones \n",
+ "56 5D7RtaChuvF0Av1xXT3acu The Rolling Stones \n",
+ "55 0aWIIpfY32rT1i3yO9LROl The Rolling Stones \n",
"28 4g9Jfls8z2nbQxj5PiXkiy The Rolling Stones \n",
+ "54 34d9ClCaKRoQ8pMeJ9Gfvt The Rolling Stones \n",
+ "53 6iCIB08bkoitQOL5y2uEsM The Rolling Stones \n",
+ "52 7Hk1X2BCADxuR9saTIKfOW The Rolling Stones \n",
"\n",
- " name release_date gloom complexity \n",
- "46 Some Girls 1978-06-09 0.138254 0.478235 \n",
- "47 Some Girls (Deluxe Version) 1978-06-09 0.175582 0.460035 \n",
- "45 Emotional Rescue (2009 Re-Mastered) 1980-06-20 0.191257 0.453852 \n",
- "44 Tattoo You (2009 Re-Mastered) 1981-08-24 0.166152 0.447257 \n",
- "43 Still Life 1982-06-01 0.205935 0.338044 \n",
- "42 Undercover (2009 Re-Mastered) 1983-11-07 0.165463 0.492789 \n",
- "41 Dirty Work (Remastered 2009) 1986-03-24 0.220036 0.403297 \n",
- "40 Dirty Work 1986-03-24 0.220996 0.403350 \n",
- "39 Steel Wheels (2009 Re-Mastered) 1989-08-29 0.148364 0.456991 \n",
- "38 Flashpoint 1991-04-02 0.246173 0.325013 \n",
- "37 Voodoo Lounge (2009 Re-Mastered) 1994-07-11 0.237997 0.335114 \n",
- "36 Stripped 1995-01-13 0.223247 0.333761 \n",
- "35 Bridges To Babylon (2009 Re-Mastered) 1997-09-29 0.252596 0.346564 \n",
- "34 Live Licks 2004-11-01 0.301727 0.267284 \n",
- "33 A Bigger Bang (2009 Re-Mastered) 2005-09-05 0.213057 0.421502 \n",
- "32 Shine A Light 2008-01-01 0.263193 0.295026 \n",
- "30 Totally Stripped (Live) 2016-06-17 0.267510 0.279471 \n",
- "29 Havana Moon (Live) 2016-11-11 0.266685 0.304093 \n",
- "28 Blue & Lonesome 2016-12-02 0.253218 0.349722 "
+ " name release_date gloom \n",
+ "47 Some Girls (Deluxe Version) 1978-06-09 0.227614 \n",
+ "45 Emotional Rescue (2009 Re-Mastered) 1980-06-20 0.236002 \n",
+ "44 Tattoo You (2009 Re-Mastered) 1981-08-24 0.196667 \n",
+ "42 Undercover (2009 Re-Mastered) 1983-11-07 0.214526 \n",
+ "41 Dirty Work (Remastered 2009) 1986-03-24 0.253013 \n",
+ "39 Steel Wheels (2009 Re-Mastered) 1989-08-29 0.179906 \n",
+ "37 Voodoo Lounge (Remastered 2009) 1994-07-11 0.250556 \n",
+ "35 Bridges To Babylon (Remastered) 1997-09-29 0.275984 \n",
+ "33 A Bigger Bang (2009 Re-Mastered) 2005-09-05 0.252222 \n",
+ "61 Some Girls: Live In Texas '78 2011-11-21 0.239891 \n",
+ "58 Totally Stripped - Paris (Live) 2016-05-20 0.292715 \n",
+ "57 Totally Stripped - Amsterdam (Live) 2016-06-03 0.299021 \n",
+ "56 Totally Stripped - Brixton (Live) 2016-06-06 0.281734 \n",
+ "55 Totally Stripped (Live) 2016-06-17 0.273384 \n",
+ "28 Blue & Lonesome 2016-12-02 0.272961 \n",
+ "54 Ladies & Gentlemen (Live) 2017-06-07 0.277306 \n",
+ "53 Sticky Fingers Live At The Fonda Theatre 2017-09-29 0.293745 \n",
+ "52 On Air (Deluxe) 2017-12-01 0.200974 "
]
},
- "execution_count": 69,
+ "execution_count": 299,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 70,
+ "execution_count": 300,
"metadata": {},
"outputs": [
{
"data": {
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W6Slhl45w+dUV76fyvF8DanMwp5e0fJYA9Go9y6dElnT+0deVPsIOIAl486tT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\nqJz8YMYgfrro0k5fo7R0MqM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gNdxNNYBnxZ52w+iYVM+My5X7b9d9hV3yj08LUtVOtj98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\nWlXXisgDqrpTRGpU9WUReR7oKyKvhW1EvbbTgT+q6lrc/5q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+ "image/png": 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Mnj/oO7L7i8H338en/34eh8q5jnboBnHVgRwMVgsAcRXnMD3xGJ8C6SFJqBpFu2s4QgLT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\nyyxqbKY1ondFa5eyqDE5taPSbqS/+ag1HPb+Xew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"text/plain": [
- "<matplotlib.figure.Figure at 0x7fa7b0521a20>"
+ "<matplotlib.figure.Figure at 0x7fb754364e80>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 71,
+ "execution_count": 301,
"metadata": {},
"outputs": [
{
" <th>name</th>\n",
" <th>release_date</th>\n",
" <th>gloom</th>\n",
- " <th>complexity</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <td>Radiohead</td>\n",
" <td>Pablo Honey</td>\n",
" <td>1993-02-22</td>\n",
- " <td>0.343022</td>\n",
- " <td>0.225363</td>\n",
+ " <td>0.342392</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>0.335254</td>\n",
- " <td>0.237786</td>\n",
+ " <td>0.340483</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>0.355863</td>\n",
- " <td>0.161464</td>\n",
+ " <td>0.350469</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>0.342542</td>\n",
- " <td>0.196824</td>\n",
+ " <td>0.341239</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Radiohead</td>\n",
" <td>Amnesiac</td>\n",
" <td>2001-03-12</td>\n",
- " <td>0.379351</td>\n",
- " <td>0.156189</td>\n",
+ " <td>0.372214</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>0.305087</td>\n",
- " <td>0.298984</td>\n",
+ " <td>0.312446</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>0.243590</td>\n",
- " <td>0.377657</td>\n",
+ " <td>0.262193</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>0.379263</td>\n",
- " <td>0.170416</td>\n",
+ " <td>0.380068</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>0.308895</td>\n",
- " <td>0.291347</td>\n",
+ " <td>0.323648</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>0.277719</td>\n",
- " <td>0.238094</td>\n",
+ " <td>0.280447</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>0.394186</td>\n",
- " <td>0.120568</td>\n",
+ " <td>0.381159</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\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 complexity \n",
- "27 0.343022 0.225363 \n",
- "26 0.335254 0.237786 \n",
- "25 0.355863 0.161464 \n",
- "24 0.342542 0.196824 \n",
- "23 0.379351 0.156189 \n",
- "21 0.305087 0.298984 \n",
- "20 0.243590 0.377657 \n",
- "19 0.379263 0.170416 \n",
- "18 0.308895 0.291347 \n",
- "13 0.277719 0.238094 \n",
- "16 0.394186 0.120568 "
+ " gloom \n",
+ "27 0.342392 \n",
+ "26 0.340483 \n",
+ "25 0.350469 \n",
+ "24 0.341239 \n",
+ "23 0.372214 \n",
+ "21 0.312446 \n",
+ "20 0.262193 \n",
+ "19 0.380068 \n",
+ "18 0.323648 \n",
+ "13 0.280447 \n",
+ "16 0.381159 "
]
},
- "execution_count": 71,
+ "execution_count": 301,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 72,
+ "execution_count": 302,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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v7BY8IuXCsWtXhb4+eVU1qNRYqlNjm9hdIT4mkoGd4hnYqWlK2LlqM0dKzjW4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\nD4IgqCOi0w+CIKgj/gX/K6UI5i+N5AAAAABJRU5ErkJggg==\n",
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QjGSG9kyme6eEZu3zwFFq9+kbh7tUXlRKUV5joaTCRElFretjuYldRyv5bNex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\nHUwkdIjl45lX+E2Mj1eaGP/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Y2VbgW/xFAu8/3WRm/Wn/TPxD+Xzan0jl7gK2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\nRUSlHwRB0EX8CZ+u3PGsOtMkAAAAAElFTkSuQmCC\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fa7a97c5358>"
+ "<matplotlib.figure.Figure at 0x7fb74ff13b00>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 60,
+ "execution_count": 303,
"metadata": {
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},
"data": {
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"defaultdict(int,\n",
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- " '7gDXyW16byCQOgK965BRzn': 0.47337973265904904})"
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+ " '71Mwd9tntFQYUk4k2DwA0D': 0.547707291264662,\n",
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+ " '7dxKtc08dYeRVHt3p9CZJn': 0.16206422141004223,\n",
+ " '7eyQXxuf2nGj9d2367Gi5f': 0.29308877785402876,\n",
+ " '7gDXyW16byCQOgK965BRzn': 0.46972837836417425})"
]
},
- "execution_count": 60,
+ "execution_count": 303,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 76,
+ "execution_count": 304,
"metadata": {
"scrolled": true
},
" <td>The Beatles</td>\n",
" <td>Please Please Me (Remastered)</td>\n",
" <td>1963-03-22</td>\n",
- " <td>0.124247</td>\n",
- " <td>0.473380</td>\n",
+ " <td>0.184434</td>\n",
+ " <td>0.469728</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>0.087488</td>\n",
- " <td>0.578515</td>\n",
+ " <td>0.151891</td>\n",
+ " <td>0.579543</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>0.144607</td>\n",
- " <td>0.549059</td>\n",
+ " <td>0.216281</td>\n",
+ " <td>0.547707</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>0.118608</td>\n",
- " <td>0.508739</td>\n",
+ " <td>0.176134</td>\n",
+ " <td>0.509486</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>0.159317</td>\n",
- " <td>0.494990</td>\n",
+ " <td>0.221467</td>\n",
+ " <td>0.496318</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 0.124247 0.473380 \n",
- "14 1963-11-22 0.087488 0.578515 \n",
- "12 1964-07-10 0.144607 0.549059 \n",
- "11 1964-12-04 0.118608 0.508739 \n",
- "10 1965-08-06 0.159317 0.494990 "
+ "15 1963-03-22 0.184434 0.469728 \n",
+ "14 1963-11-22 0.151891 0.579543 \n",
+ "12 1964-07-10 0.216281 0.547707 \n",
+ "11 1964-12-04 0.176134 0.509486 \n",
+ "10 1965-08-06 0.221467 0.496318 "
]
},
- "execution_count": 76,
+ "execution_count": 304,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 77,
+ "execution_count": 305,
"metadata": {},
"outputs": [
{
"data": {
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HFEWPumPBXYlQbDhQ8sctZceZBH5caWLxcffXHWcSOG/S93juK1P5xa2FfFzR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\naLw4hRDfBO4FfgPsirbXEkAIkQGU4H4904EPO+x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+ "image/png": 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1w7IrzgziUtzf1U3DoR/YMsDlhFGpcd6bJMZS9oKh6vCj6NO3kzr5YdKn30vq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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fa7a950a048>"
+ "<matplotlib.figure.Figure at 0x7fb74ff8a6a0>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 78,
+ "execution_count": 306,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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wLho9uGAsP3/tAFZHp6tBpxbnVZ/y2KhOYXfjVAuOjYoj0gMsV+Sk88Dh0x6u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\n424wGAwZiDHuBoPBkIH8Pzq5ZZaqGlW0AAAAAElFTkSuQmCC\n",
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ylzabNhzyX+n1KT3R3bQmBf/SVTxTWb0rBAPutRiaiBqXr6dIA+lf1zP4VClh4Vaam2o5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\nSUVORK5CYII=\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fa7b0410550>"
+ "<matplotlib.figure.Figure at 0x7fb754116be0>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 79,
+ "execution_count": 307,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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E+vV/gINvzSP6YzshxVAbD2UzTaTc/kCbXq/gZCVPfLKDsX3immxIvWd9Pqvf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\nEPL/Ad0qDOEQmiH7AAAAAElFTkSuQmCC\n",
+ "image/png": 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efLLnJE+9t5uxqR0Z0rV9q15v5/EzfHG4kF9dMzhoYvxd9OoYx0+u6MdPrujH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\nE4ZocddoNJow5P8BqYKHQtahC5oAAAAASUVORK5CYII=\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fa7b03eb550>"
+ "<matplotlib.figure.Figure at 0x7fb754399240>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 88,
+ "execution_count": 308,
"metadata": {},
"outputs": [],
"source": [
},
{
"cell_type": "code",
- "execution_count": 85,
+ "execution_count": 309,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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Bsz1jbc2pBWaKSL2IVAFfo5V9HCJSISL9RKRfYWFhujLTeTtjT6ZZuxWkmqST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\nMEwp9YCIfOu0LElSDhynlPpARGYrpYIi0phpoZp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AP+d1cQOeyWqZDGvn6GptB54Jp03OzKikNesPnA683OTzbcBtzbZ5AhjZ5PNr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\nYII=\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fa7b017e048>"
+ "<matplotlib.figure.Figure at 0x7fb75411e9b0>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 90,
+ "execution_count": 310,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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B6e7njFhIebF99tZNJu7gBW+aNL0waIbhNrEQmMnTgahmGqXjdf36/9wI9Q93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\nUHtVcuzCiaamBuYu9VB1VQPuyX6qrmpg7lJPwnx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+ "image/png": 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YyQPDcPzL8MJJ8NIpcPgDEP5e+8t5j3sUl5qnmbqF7Z/DJ89qZf7pM7D9Mz2+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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fa7b8187f60>"
+ "<matplotlib.figure.Figure at 0x7fb7541ef780>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 91,
+ "execution_count": 311,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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DBQugrg4mTNDfe+l7nJ5j+fbRFoejSETKz7v1E9hZHaCSCZVJqqpKhzIOtd4x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\nSy6B3B0vccbZDQH3w8XHP87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FEuQktOcswMVot+iX0aOST5JRx7aQTu3p6G1x\nghVcKFK1PbZ64YnId0qpx4AZwOuiJx6OBkqAbGCyOMQsMBLp1Bbv5JCgzQB9E4k70G0bAVSIttlN\nCdKpPR21LeLt+jqZVGuPrWn2lHYQaVY63O1GoB49E/6N6Bn9lCHN2qKAHHSohBfRk9ib0cPLH5NZ\nt/aQTu0xbXEuqdYeu3vuzUoHBOuLDnN5i4i8Zuc57SLN2iJKqSPQusNBwBMi8liSq9Vu0qk9pi3O\nJdXaY3uCbKXUH4ABwHUiUm/ryWwmzdoyAB2C+O5UbwukV3tMW5xLKrUnEcI9Q1I05ncw6dQWg8GQ\n3tgu3A0Gg8GQeByRrMNgMBgM8cUId4PBYEhDjHA3GAyGNMQId4PBYEhDjHA3GAyGNMQId4PBYEhD\njHA3GAyGNOT/A51MZQRgn/yQAAAAAElFTkSuQmCC\n",
+ "image/png": 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BCk1UVVaTSs/fCep3Q/fDHK6YNWkJPywC2z5uEuYb34L6neDrALkjdEe370nQYwj4bGY6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\nMBgMGYgR7gaDwZCB/D8PvJzqOIdxeQAAAABJRU5ErkJggg==\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fa7b02f7940>"
+ "<matplotlib.figure.Figure at 0x7fb74fcc7940>"
]
},
"metadata": {},
{
"cell_type": "code",
"execution_count": null,
- "metadata": {
- "collapsed": true
- },
+ "metadata": {},
"outputs": [],
"source": []
}
projects / battle-of-the-bands.git / blobdiff