"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\n",
- "### Data gathering\n",
- "\n",
- "* [Getting data from Spotify](#getspotify)\n",
- "* [Tag album with artist](#tagalbumwithartist)\n",
- "* [Tag track with artist](#tagtrackwithartist)\n",
- "* [Get full track data](#fulltrackdata)\n",
- "* [Lyrics search](#lyricssearch)\n",
- "\n",
- "^^ Done\n",
- "\n",
- "vv Not done\n",
- "\n",
- "* [Matching datasets](#matchingdatasets)\n",
- "* [Copy the lyrics over](#copylyrics)\n",
- "* [Sentiment analysis](#sentimentanalysis)\n",
- "\n",
- "### Data analysis\n",
+ "## Contents: Data analysis\n",
"* [Analysis](#analysis)\n",
"* [Sentiment](#sentiment)\n",
"* [Gloom index](#gloomindex)\n",
},
{
"cell_type": "code",
- "execution_count": 29,
+ "execution_count": 1,
"metadata": {
- "collapsed": true,
"run_control": {
"read_only": false
}
},
{
"cell_type": "code",
- "execution_count": 3,
- "metadata": {
- "collapsed": true
- },
+ "execution_count": 2,
+ "metadata": {},
"outputs": [],
"source": [
"# Open a connection to the Mongo server\n",
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 4,
"metadata": {},
"outputs": [
{
"['app_name', 'client_id', 'client_secret', 'redirect_uri', 'token']"
]
},
- "execution_count": 5,
+ "execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
- "cell_type": "markdown",
+ "cell_type": "code",
+ "execution_count": 13,
"metadata": {},
+ "outputs": [],
"source": [
- "# Get album and track data from Spotify<a name='getspotify'></a>\n",
- "We'll download the data on artists, albums, and tracks from Spotify.\n",
- "\n",
- "* [Top](#top)"
+ "stones_id = '22bE4uQ6baNwSHPVcDxLCe'\n",
+ "beatles_id = '3WrFJ7ztbogyGnTHbHJFl2'\n",
+ "radiohead_id = '4Z8W4fKeB5YxbusRsdQVPb'"
]
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 10,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'4Z8W4fKeB5YxbusRsdQVPb'"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "def get_artists(artist_name):\n",
- " query = urllib.parse.urlencode({'q': artist_name, 'type': 'artist'})\n",
- " request = 'https://api.spotify.com/v1/search?{}'.format(query)\n",
- " with urllib.request.urlopen(request) as f:\n",
- " response = json.loads(f.read().decode('utf-8'))\n",
- " artists = []\n",
- " for artist in response['artists']['items']:\n",
- " if artist['name'].lower() == artist_name.lower():\n",
- " this_artist = {'name': artist['name'], 'id': artist['id']}\n",
- " if artist['images']:\n",
- " this_artist['image'] = artist['images'][0]['url']\n",
- " artists += [this_artist]\n",
- " return artists"
+ "radiohead_id = albums.find_one({'artist_name': 'Radiohead'})['artist_id']\n",
+ "radiohead_id"
]
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "('22bE4uQ6baNwSHPVcDxLCe',\n",
- " [{'id': '22bE4uQ6baNwSHPVcDxLCe',\n",
- " 'image': 'https://i.scdn.co/image/999fa985ec8beb68af356b1fc1bc3cd5ba3e0a68',\n",
- " 'name': 'The Rolling Stones'}])"
+ "'3WrFJ7ztbogyGnTHbHJFl2'"
]
},
- "execution_count": 8,
+ "execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "artists = get_artists('the rolling stones')\n",
- "stones_id = artists[0]['id']\n",
- "stones_id, artists"
+ "beatles_id = albums.find_one({'artist_name': 'The Beatles'})['artist_id']\n",
+ "beatles_id"
]
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "('3WrFJ7ztbogyGnTHbHJFl2',\n",
- " [{'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'image': 'https://i.scdn.co/image/934c57df9fbdbbaa5e93b55994a4cb9571fd2085',\n",
- " 'name': 'The Beatles'}])"
+ "'22bE4uQ6baNwSHPVcDxLCe'"
]
},
- "execution_count": 9,
+ "execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "artists = get_artists('the beatles')\n",
- "beatles_id = artists[0]['id']\n",
- "beatles_id, artists"
+ "stones_id = albums.find_one({'artist_name': 'The Rolling Stones'})['artist_id']\n",
+ "stones_id"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "Find all the albums for an artist."
+ "# Analysis<a name=\"analysis\"></a>\n",
+ "Finally, we can get to the analysis of the data!\n",
+ "\n",
+ "First, what are the lowest-valence songs, and what's the distribution of valences?\n",
+ "\n",
+ "* [Top](#top)"
]
},
{
"cell_type": "code",
- "execution_count": 10,
- "metadata": {
- "scrolled": true
- },
+ "execution_count": 14,
+ "metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
+ "<style>\n",
+ " .dataframe thead tr:only-child th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: left;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
+ " <th>_id</th>\n",
+ " <th>artist_name</th>\n",
+ " <th>name</th>\n",
+ " <th>valence</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
" <th>0</th>\n",
+ " <td>2l4gWzhTj7Yt1IvMTWnSgF</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Martin Scorsese Intro - Live At The Beacon The...</td>\n",
+ " <td>NaN</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",
+ " </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",
+ " </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",
+ " </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",
+ " </tr>\n",
+ " <tr>\n",
" <th>6</th>\n",
- " <th>7</th>\n",
- " <th>8</th>\n",
- " <th>9</th>\n",
- " <th>...</th>\n",
- " <th>219</th>\n",
- " <th>220</th>\n",
- " <th>221</th>\n",
- " <th>222</th>\n",
- " <th>223</th>\n",
- " <th>224</th>\n",
- " <th>225</th>\n",
- " <th>226</th>\n",
- " <th>227</th>\n",
- " <th>228</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",
" </tr>\n",
- " </thead>\n",
- " <tbody>\n",
" <tr>\n",
- " <th>_id</th>\n",
- " <td>2ucFulEWapRAmTn7l6f5Q7</td>\n",
- " <td>2z1p43SNSbeowzy8WdYHNk</td>\n",
- " <td>3ckvsHnEffhhS5c0Cs6Gv5</td>\n",
- " <td>4edArG2VehvJdwOZfYOxtK</td>\n",
- " <td>150EAeMGWJRubuH8zyx7h8</td>\n",
- " <td>1fVeHYkyMxrjbjRAD9uWsZ</td>\n",
- " <td>0GRplBEB2FWCKutwMmS6nY</td>\n",
- " <td>1eVymk74iroqhsZxm0Vy3g</td>\n",
- " <td>2p5a9gu6NECVSvBtGSU1vm</td>\n",
- " <td>1HyLh5cctOnP186CBi8bhm</td>\n",
- " <td>...</td>\n",
- " <td>43feVCF6QfqIt9LnLs9BAH</td>\n",
- " <td>3NwEPV9MDr1z3KcHiAuz9d</td>\n",
- " <td>2Iccm3cKBQHWt5yk0yX9nh</td>\n",
- " <td>2OLMjGIhCNI6j34ysPscbp</td>\n",
- " <td>01n20rdBC5czKAhxmGREkr</td>\n",
- " <td>5gnrZoSS7nbDYtHp32RFiI</td>\n",
- " <td>5FBxWhG0nbBAF6lWgJFklM</td>\n",
- " <td>6tEwCsVtZ5tI8uHNJSHQ3b</td>\n",
- " <td>50jq8RgbDfmNNd0NiRnl4L</td>\n",
- " <td>4Z1fbYp0HuxLBje4MOZcSD</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>acousticness</th>\n",
- " <td>0.425</td>\n",
- " <td>0.368</td>\n",
- " <td>0.614</td>\n",
- " <td>7.67e-05</td>\n",
- " <td>0.00675</td>\n",
- " <td>0.0131</td>\n",
- " <td>0.00327</td>\n",
- " <td>0.00865</td>\n",
- " <td>0.0836</td>\n",
- " <td>0.00242</td>\n",
- " <td>...</td>\n",
- " <td>0.607</td>\n",
- " <td>0.767</td>\n",
- " <td>0.334</td>\n",
- " <td>0.386</td>\n",
- " <td>0.389</td>\n",
- " <td>0.778</td>\n",
- " <td>0.608</td>\n",
- " <td>0.698</td>\n",
- " <td>0.629</td>\n",
- " <td>0.641</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>album</th>\n",
- " <td>{'name': 'The Beatles (Remastered)', 'type': '...</td>\n",
- " <td>{'name': 'Magical Mystery Tour (Remastered)', ...</td>\n",
- " <td>{'name': 'Beatles For Sale (Remastered)', 'typ...</td>\n",
- " <td>{'name': 'Live At The Hollywood Bowl', 'type':...</td>\n",
- " <td>{'name': 'Live At The Hollywood Bowl', 'type':...</td>\n",
- " <td>{'name': 'Live At The Hollywood Bowl', 'type':...</td>\n",
- " <td>{'name': 'Live At The Hollywood Bowl', 'type':...</td>\n",
- " <td>{'name': 'Live At The Hollywood Bowl', 'type':...</td>\n",
- " <td>{'name': 'Live At The Hollywood Bowl', 'type':...</td>\n",
- " <td>{'name': 'Live At The Hollywood Bowl', 'type':...</td>\n",
- " <td>...</td>\n",
- " <td>{'name': 'Please Please Me (Remastered)', 'typ...</td>\n",
- " <td>{'name': 'Please Please Me (Remastered)', 'typ...</td>\n",
- " <td>{'name': 'Please Please Me (Remastered)', 'typ...</td>\n",
- " <td>{'name': 'Please Please Me (Remastered)', 'typ...</td>\n",
- " <td>{'name': 'Please Please Me (Remastered)', 'typ...</td>\n",
- " <td>{'name': 'Please Please Me (Remastered)', 'typ...</td>\n",
- " <td>{'name': 'Please Please Me (Remastered)', 'typ...</td>\n",
- " <td>{'name': 'Please Please Me (Remastered)', 'typ...</td>\n",
- " <td>{'name': 'Please Please Me (Remastered)', 'typ...</td>\n",
- " <td>{'name': 'Please Please Me (Remastered)', 'typ...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>album_id</th>\n",
- " <td>03Qh833fEdVT30Pfs93ea6</td>\n",
- " <td>6P9yO0ukhOx3dvmhGKeYoC</td>\n",
- " <td>7BgGBZndAvDlKOcwe5rscZ</td>\n",
- " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
- " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
- " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
- " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
- " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
- " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
- " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
- " <td>...</td>\n",
- " <td>7gDXyW16byCQOgK965BRzn</td>\n",
- " <td>7gDXyW16byCQOgK965BRzn</td>\n",
- " <td>7gDXyW16byCQOgK965BRzn</td>\n",
- " <td>7gDXyW16byCQOgK965BRzn</td>\n",
- " <td>7gDXyW16byCQOgK965BRzn</td>\n",
- " <td>7gDXyW16byCQOgK965BRzn</td>\n",
- " <td>7gDXyW16byCQOgK965BRzn</td>\n",
- " <td>7gDXyW16byCQOgK965BRzn</td>\n",
- " <td>7gDXyW16byCQOgK965BRzn</td>\n",
- " <td>7gDXyW16byCQOgK965BRzn</td>\n",
+ " <th>7</th>\n",
+ " <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>True Love Waits</td>\n",
+ " <td>0.0378</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>analysis_url</th>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/2ucF...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/2z1p...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/3ckv...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/4edA...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/150E...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/1fVe...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/0GRp...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/1eVy...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/2p5a...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/1HyL...</td>\n",
- " <td>...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/43fe...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/3NwE...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/2Icc...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/2OLM...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/01n2...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/5gnr...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/5FBx...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/6tEw...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/50jq...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/4Z1f...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>artist_id</th>\n",
- " <td>3WrFJ7ztbogyGnTHbHJFl2</td>\n",
- " <td>3WrFJ7ztbogyGnTHbHJFl2</td>\n",
- " <td>3WrFJ7ztbogyGnTHbHJFl2</td>\n",
- " <td>3WrFJ7ztbogyGnTHbHJFl2</td>\n",
- " <td>3WrFJ7ztbogyGnTHbHJFl2</td>\n",
- " <td>3WrFJ7ztbogyGnTHbHJFl2</td>\n",
- " <td>3WrFJ7ztbogyGnTHbHJFl2</td>\n",
- " <td>3WrFJ7ztbogyGnTHbHJFl2</td>\n",
- " <td>3WrFJ7ztbogyGnTHbHJFl2</td>\n",
- " <td>3WrFJ7ztbogyGnTHbHJFl2</td>\n",
- " <td>...</td>\n",
- " <td>3WrFJ7ztbogyGnTHbHJFl2</td>\n",
- " <td>3WrFJ7ztbogyGnTHbHJFl2</td>\n",
- " <td>3WrFJ7ztbogyGnTHbHJFl2</td>\n",
- " <td>3WrFJ7ztbogyGnTHbHJFl2</td>\n",
- " <td>3WrFJ7ztbogyGnTHbHJFl2</td>\n",
- " <td>3WrFJ7ztbogyGnTHbHJFl2</td>\n",
- " <td>3WrFJ7ztbogyGnTHbHJFl2</td>\n",
- " <td>3WrFJ7ztbogyGnTHbHJFl2</td>\n",
- " <td>3WrFJ7ztbogyGnTHbHJFl2</td>\n",
- " <td>3WrFJ7ztbogyGnTHbHJFl2</td>\n",
+ " <th>8</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>artist_name</th>\n",
- " <td>The Beatles</td>\n",
- " <td>The Beatles</td>\n",
- " <td>The Beatles</td>\n",
- " <td>The Beatles</td>\n",
- " <td>The Beatles</td>\n",
- " <td>The Beatles</td>\n",
- " <td>The Beatles</td>\n",
- " <td>The Beatles</td>\n",
- " <td>The Beatles</td>\n",
- " <td>The Beatles</td>\n",
- " <td>...</td>\n",
- " <td>The Beatles</td>\n",
- " <td>The Beatles</td>\n",
- " <td>The Beatles</td>\n",
- " <td>The Beatles</td>\n",
- " <td>The Beatles</td>\n",
- " <td>The Beatles</td>\n",
- " <td>The Beatles</td>\n",
- " <td>The Beatles</td>\n",
- " <td>The Beatles</td>\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",
" </tr>\n",
" <tr>\n",
- " <th>artists</th>\n",
- " <td>[{'name': 'The Beatles', 'type': 'artist', 'hr...</td>\n",
- " <td>[{'name': 'The Beatles', 'type': 'artist', 'hr...</td>\n",
- " <td>[{'name': 'The Beatles', 'type': 'artist', 'hr...</td>\n",
- " <td>[{'name': 'The Beatles', 'type': 'artist', 'hr...</td>\n",
- " <td>[{'name': 'The Beatles', 'type': 'artist', 'hr...</td>\n",
- " <td>[{'name': 'The Beatles', 'type': 'artist', 'hr...</td>\n",
- " <td>[{'name': 'The Beatles', 'type': 'artist', 'hr...</td>\n",
- " <td>[{'name': 'The Beatles', 'type': 'artist', 'hr...</td>\n",
- " <td>[{'name': 'The Beatles', 'type': 'artist', 'hr...</td>\n",
- " <td>[{'name': 'The Beatles', 'type': 'artist', 'hr...</td>\n",
- " <td>...</td>\n",
- " <td>[{'name': 'The Beatles', 'type': 'artist', 'hr...</td>\n",
- " <td>[{'name': 'The Beatles', 'type': 'artist', 'hr...</td>\n",
- " <td>[{'name': 'The Beatles', 'type': 'artist', 'hr...</td>\n",
- " <td>[{'name': 'The Beatles', 'type': 'artist', 'hr...</td>\n",
- " <td>[{'name': 'The Beatles', 'type': 'artist', 'hr...</td>\n",
- " <td>[{'name': 'The Beatles', 'type': 'artist', 'hr...</td>\n",
- " <td>[{'name': 'The Beatles', 'type': 'artist', 'hr...</td>\n",
- " <td>[{'name': 'The Beatles', 'type': 'artist', 'hr...</td>\n",
- " <td>[{'name': 'The Beatles', 'type': 'artist', 'hr...</td>\n",
- " <td>[{'name': 'The Beatles', 'type': 'artist', 'hr...</td>\n",
+ " <th>10</th>\n",
+ " <td>66Pyms4pYaHEcPHZ7DdMbE</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>TKOL (Altrice Rmx)</td>\n",
+ " <td>0.0383</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>available_markets</th>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
+ " <th>11</th>\n",
+ " <td>3gKuywOm38axM8sJGq6Laq</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>MK 1</td>\n",
+ " <td>0.0391</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>complexity</th>\n",
- " <td>0.0598502</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>0.293946</td>\n",
- " <td>0.316303</td>\n",
- " <td>0.445783</td>\n",
- " <td>0.334303</td>\n",
- " <td>0.493981</td>\n",
- " <td>0.24995</td>\n",
- " <td>0.467134</td>\n",
- " <td>...</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
+ " <th>12</th>\n",
+ " <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>The Tourist</td>\n",
+ " <td>0.0400</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>ctitle</th>\n",
- " <td>wild honey pie</td>\n",
- " <td>flying</td>\n",
- " <td>kansas city heyheyheyhey</td>\n",
- " <td>twist and shout</td>\n",
- " <td>shes a woman</td>\n",
- " <td>dizzy miss lizzy</td>\n",
- " <td>ticket to ride</td>\n",
- " <td>cant buy me love</td>\n",
- " <td>things we said today</td>\n",
- " <td>roll over beethoven</td>\n",
- " <td>...</td>\n",
- " <td>boys</td>\n",
- " <td>ask me why</td>\n",
- " <td>please please me</td>\n",
- " <td>love me do</td>\n",
- " <td>ps i love you</td>\n",
- " <td>baby its you</td>\n",
- " <td>do you want to know a secret</td>\n",
- " <td>a taste of honey</td>\n",
- " <td>theres a place</td>\n",
- " <td>twist and shout</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>danceability</th>\n",
- " <td>0.792</td>\n",
- " <td>0.551</td>\n",
- " <td>0.588</td>\n",
- " <td>0.311</td>\n",
- " <td>0.188</td>\n",
- " <td>0.406</td>\n",
- " <td>0.39</td>\n",
- " <td>0.2</td>\n",
- " <td>0.307</td>\n",
- " <td>0.204</td>\n",
- " <td>...</td>\n",
- " <td>0.402</td>\n",
- " <td>0.605</td>\n",
- " <td>0.527</td>\n",
- " <td>0.52</td>\n",
- " <td>0.635</td>\n",
- " <td>0.608</td>\n",
- " <td>0.673</td>\n",
- " <td>0.42</td>\n",
- " <td>0.455</td>\n",
- " <td>0.482</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>disc_number</th>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>...</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>duration_ms</th>\n",
- " <td>52973</td>\n",
- " <td>135520</td>\n",
- " <td>158147</td>\n",
- " <td>93507</td>\n",
- " <td>192053</td>\n",
- " <td>219733</td>\n",
- " <td>146240</td>\n",
- " <td>134867</td>\n",
- " <td>138733</td>\n",
- " <td>134013</td>\n",
- " <td>...</td>\n",
- " <td>146440</td>\n",
- " <td>146533</td>\n",
- " <td>120853</td>\n",
- " <td>141693</td>\n",
- " <td>124360</td>\n",
- " <td>160520</td>\n",
- " <td>117013</td>\n",
- " <td>123480</td>\n",
- " <td>110493</td>\n",
- " <td>155227</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>energy</th>\n",
- " <td>0.763</td>\n",
- " <td>0.395</td>\n",
- " <td>0.724</td>\n",
- " <td>0.822</td>\n",
- " <td>0.885</td>\n",
- " <td>0.867</td>\n",
- " <td>0.779</td>\n",
- " <td>0.849</td>\n",
- " <td>0.637</td>\n",
- " <td>0.808</td>\n",
- " <td>...</td>\n",
- " <td>0.86</td>\n",
- " <td>0.394</td>\n",
- " <td>0.48</td>\n",
- " <td>0.829</td>\n",
- " <td>0.656</td>\n",
- " <td>0.494</td>\n",
- " <td>0.349</td>\n",
- " <td>0.372</td>\n",
- " <td>0.582</td>\n",
- " <td>0.849</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>explicit</th>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>...</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>external_ids</th>\n",
- " <td>{'isrc': 'GBAYE0601648'}</td>\n",
- " <td>{'isrc': 'GBAYE0601635'}</td>\n",
- " <td>{'isrc': 'GBAYE0601457'}</td>\n",
- " <td>{'isrc': 'GBUM71603960'}</td>\n",
- " <td>{'isrc': 'GBUM71603957'}</td>\n",
- " <td>{'isrc': 'GBUM71603952'}</td>\n",
- " <td>{'isrc': 'GBUM71603959'}</td>\n",
- " <td>{'isrc': 'GBUM71603951'}</td>\n",
- " <td>{'isrc': 'GBUM71603958'}</td>\n",
- " <td>{'isrc': 'GBUM71603955'}</td>\n",
- " <td>...</td>\n",
- " <td>{'isrc': 'GBAYE0601414'}</td>\n",
- " <td>{'isrc': 'GBAYE0601415'}</td>\n",
- " <td>{'isrc': 'GBAYE0601416'}</td>\n",
- " <td>{'isrc': 'GBAYE0601417'}</td>\n",
- " <td>{'isrc': 'GBAYE0601418'}</td>\n",
- " <td>{'isrc': 'GBAYE0601419'}</td>\n",
- " <td>{'isrc': 'GBAYE0601420'}</td>\n",
- " <td>{'isrc': 'GBAYE0601421'}</td>\n",
- " <td>{'isrc': 'GBAYE0601422'}</td>\n",
- " <td>{'isrc': 'GBAYE0601423'}</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>external_urls</th>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/2u...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/2z...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/3c...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/4e...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/15...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/1f...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/0G...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/1e...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/2p...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/1H...</td>\n",
- " <td>...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/43...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/3N...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/2I...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/2O...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/01...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/5g...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/5F...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/6t...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/50...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/4Z...</td>\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",
" </tr>\n",
" <tr>\n",
- " <th>gloom</th>\n",
- " <td>0.418731</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>0.238815</td>\n",
- " <td>0.22727</td>\n",
- " <td>0.154272</td>\n",
- " <td>0.35295</td>\n",
- " <td>0.242494</td>\n",
- " <td>0.307075</td>\n",
- " <td>0.22049</td>\n",
- " <td>...</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
+ " <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",
" </tr>\n",
" <tr>\n",
- " <th>href</th>\n",
- " <td>https://api.spotify.com/v1/tracks/2ucFulEWapRA...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/2z1p43SNSbeo...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/3ckvsHnEffhh...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/4edArG2VehvJ...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/150EAeMGWJRu...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1fVeHYkyMxrj...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/0GRplBEB2FWC...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1eVymk74iroq...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/2p5a9gu6NECV...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1HyLh5cctOnP...</td>\n",
- " <td>...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/43feVCF6QfqI...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/3NwEPV9MDr1z...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/2Iccm3cKBQHW...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/2OLMjGIhCNI6...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/01n20rdBC5cz...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/5gnrZoSS7nbD...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/5FBxWhG0nbBA...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/6tEwCsVtZ5tI...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/50jq8RgbDfmN...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/4Z1fbYp0HuxL...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>id</th>\n",
- " <td>2ucFulEWapRAmTn7l6f5Q7</td>\n",
- " <td>2z1p43SNSbeowzy8WdYHNk</td>\n",
- " <td>3ckvsHnEffhhS5c0Cs6Gv5</td>\n",
- " <td>4edArG2VehvJdwOZfYOxtK</td>\n",
- " <td>150EAeMGWJRubuH8zyx7h8</td>\n",
- " <td>1fVeHYkyMxrjbjRAD9uWsZ</td>\n",
- " <td>0GRplBEB2FWCKutwMmS6nY</td>\n",
- " <td>1eVymk74iroqhsZxm0Vy3g</td>\n",
- " <td>2p5a9gu6NECVSvBtGSU1vm</td>\n",
- " <td>1HyLh5cctOnP186CBi8bhm</td>\n",
- " <td>...</td>\n",
- " <td>43feVCF6QfqIt9LnLs9BAH</td>\n",
- " <td>3NwEPV9MDr1z3KcHiAuz9d</td>\n",
- " <td>2Iccm3cKBQHWt5yk0yX9nh</td>\n",
- " <td>2OLMjGIhCNI6j34ysPscbp</td>\n",
- " <td>01n20rdBC5czKAhxmGREkr</td>\n",
- " <td>5gnrZoSS7nbDYtHp32RFiI</td>\n",
- " <td>5FBxWhG0nbBAF6lWgJFklM</td>\n",
- " <td>6tEwCsVtZ5tI8uHNJSHQ3b</td>\n",
- " <td>50jq8RgbDfmNNd0NiRnl4L</td>\n",
- " <td>4Z1fbYp0HuxLBje4MOZcSD</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>instrumentalness</th>\n",
- " <td>0.627</td>\n",
- " <td>0.88</td>\n",
- " <td>8.92e-05</td>\n",
- " <td>2.04e-06</td>\n",
- " <td>2.42e-05</td>\n",
- " <td>0.000141</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>...</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>6.2e-05</td>\n",
- " <td>0.00127</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>4.22e-06</td>\n",
- " <td>7.74e-06</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>key</th>\n",
- " <td>2</td>\n",
- " <td>0</td>\n",
- " <td>7</td>\n",
- " <td>2</td>\n",
- " <td>9</td>\n",
- " <td>11</td>\n",
- " <td>9</td>\n",
- " <td>5</td>\n",
- " <td>5</td>\n",
- " <td>2</td>\n",
- " <td>...</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>0</td>\n",
- " <td>2</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>1</td>\n",
- " <td>4</td>\n",
- " <td>2</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>liveness</th>\n",
- " <td>0.789</td>\n",
- " <td>0.0932</td>\n",
- " <td>0.877</td>\n",
- " <td>0.508</td>\n",
- " <td>0.85</td>\n",
- " <td>0.496</td>\n",
- " <td>0.366</td>\n",
- " <td>0.894</td>\n",
- " <td>0.756</td>\n",
- " <td>0.634</td>\n",
- " <td>...</td>\n",
- " <td>0.736</td>\n",
- " <td>0.0967</td>\n",
- " <td>0.0702</td>\n",
- " <td>0.227</td>\n",
- " <td>0.0828</td>\n",
- " <td>0.0926</td>\n",
- " <td>0.38</td>\n",
- " <td>0.104</td>\n",
- " <td>0.172</td>\n",
- " <td>0.0414</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>loudness</th>\n",
- " <td>-11.185</td>\n",
- " <td>-14.755</td>\n",
- " <td>-6.63</td>\n",
- " <td>-8.696</td>\n",
- " <td>-8.189</td>\n",
- " <td>-6.879</td>\n",
- " <td>-8.007</td>\n",
- " <td>-7.606</td>\n",
- " <td>-8.35</td>\n",
- " <td>-7.948</td>\n",
- " <td>...</td>\n",
- " <td>-10.31</td>\n",
- " <td>-11.33</td>\n",
- " <td>-9.61</td>\n",
- " <td>-6.228</td>\n",
- " <td>-8.5</td>\n",
- " <td>-12.211</td>\n",
- " <td>-12.414</td>\n",
- " <td>-11.416</td>\n",
- " <td>-10.009</td>\n",
- " <td>-9.198</td>\n",
+ " <th>15</th>\n",
+ " <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>Motion Picture Soundtrack</td>\n",
+ " <td>0.0425</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>lyrical_density</th>\n",
- " <td>0.169898</td>\n",
- " <td>0</td>\n",
- " <td>NaN</td>\n",
- " <td>2.82332</td>\n",
- " <td>0.577965</td>\n",
- " <td>0.796421</td>\n",
- " <td>1.85312</td>\n",
- " <td>1.47553</td>\n",
- " <td>1.29746</td>\n",
- " <td>1.7461</td>\n",
- " <td>...</td>\n",
- " <td>0.901393</td>\n",
- " <td>1.01001</td>\n",
- " <td>2.19275</td>\n",
- " <td>0.783384</td>\n",
- " <td>1.2303</td>\n",
- " <td>1.32694</td>\n",
- " <td>1.1879</td>\n",
- " <td>0.74506</td>\n",
- " <td>0.895984</td>\n",
- " <td>1.70075</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>lyrics</th>\n",
- " <td>honey pie honey pie i love you, honey pie</td>\n",
- " <td></td>\n",
- " <td>NaN</td>\n",
- " <td>well shake it up baby now (shake it up baby) t...</td>\n",
- " <td>my love don't give me presents i know that she...</td>\n",
- " <td>{intro} you make me dizzy, miss lizzy the way ...</td>\n",
- " <td>i think i'm going to be sad i think it's today...</td>\n",
- " <td>can't buy me love, love can't buy me love i'll...</td>\n",
- " <td>you say you will love me if i have to go you'l...</td>\n",
- " <td>i'm gonna write a little letter gonna mail it ...</td>\n",
- " <td>...</td>\n",
- " <td>i been told when a boy kiss a girl take a trip...</td>\n",
- " <td>i love you, because you tell me things i want ...</td>\n",
- " <td>(lennon/mccartney) last night i said these wor...</td>\n",
- " <td>love, love me do you know i love you i'll alwa...</td>\n",
- " <td>as i write this letter send my love to you rem...</td>\n",
- " <td>sha la la la la la la la sha la la la la la la...</td>\n",
- " <td>you'll never know how much i really love you y...</td>\n",
- " <td>a taste of honey! tasting much sweeter than wi...</td>\n",
- " <td>there is a place where i can go when i feel lo...</td>\n",
- " <td>well shake it up baby now (shake it up baby) t...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>mode</th>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>...</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
+ " <th>16</th>\n",
+ " <td>2uYSbsxAMmK1awUl06T7ix</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>MK 2</td>\n",
+ " <td>0.0437</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>name</th>\n",
- " <td>Wild Honey Pie - Remastered 2009</td>\n",
- " <td>Flying - Remastered 2009</td>\n",
- " <td>Kansas City / Hey-Hey-Hey-Hey - Remastered 2009</td>\n",
- " <td>Twist And Shout - Live / Remastered</td>\n",
- " <td>She's A Woman - Live / Remastered</td>\n",
- " <td>Dizzy Miss Lizzy - Live / Remastered</td>\n",
- " <td>Ticket To Ride - Live / Remastered</td>\n",
- " <td>Can't Buy Me Love - Live / Remastered</td>\n",
- " <td>Things We Said Today - Live / Remastered</td>\n",
- " <td>Roll Over Beethoven - Live / Remastered</td>\n",
- " <td>...</td>\n",
- " <td>Boys - Remastered 2009</td>\n",
- " <td>Ask Me Why - Remastered 2009</td>\n",
- " <td>Please Please Me - Remastered 2009</td>\n",
- " <td>Love Me Do - Remastered 2009</td>\n",
- " <td>P.S. I Love You - Remastered 2009</td>\n",
- " <td>Baby It's You - Remastered 2009</td>\n",
- " <td>Do You Want To Know A Secret - Remastered 2009</td>\n",
- " <td>A Taste Of Honey - Remastered 2009</td>\n",
- " <td>There's A Place - Remastered 2009</td>\n",
- " <td>Twist And Shout - Remastered 2009</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>original_lyrics</th>\n",
- " <td>\\n\\nHoney Pie\\nHoney Pie\\nI love you, Honey Pi...</td>\n",
- " <td>\\n\\n[Instrumental]\\n\\n</td>\n",
- " <td>NaN</td>\n",
- " <td>\\n\\n[Verse 1]\\nWell shake it up baby now (shak...</td>\n",
- " <td>\\n\\n[Chorus]\\nMy love don't give me presents\\n...</td>\n",
- " <td>\\n\\n{Intro}\\n\\nYou make me dizzy, Miss Lizzy\\n...</td>\n",
- " <td>\\n\\n[Verse 1]\\nI think I'm going to be sad\\nI ...</td>\n",
- " <td>\\n\\n[Chorus 1]\\nCan't buy me love, love\\nCan't...</td>\n",
- " <td>\\n\\n[Verse 1]\\nYou say you will love me\\nIf I ...</td>\n",
- " <td>\\n\\nI'm gonna write a little letter\\nGonna mai...</td>\n",
- " <td>...</td>\n",
- " <td>\\n\\n[Verse 1]\\nI been told when a boy kiss a g...</td>\n",
- " <td>\\n\\n[Verse 1]\\nI love you, because you tell me...</td>\n",
- " <td>\\n\\n(Lennon/McCartney)\\n\\nLast night I said th...</td>\n",
- " <td>\\n\\nLove, love me do\\nYou know I love you\\nI'l...</td>\n",
- " <td>\\n\\nAs I write this letter\\nSend my love to yo...</td>\n",
- " <td>\\n\\n[Intro-The Beatles]\\nSha la la la la la la...</td>\n",
- " <td>\\n\\n[Intro]\\nYou'll never know how much I real...</td>\n",
- " <td>\\n\\n[Intro]\\nA taste of honey! Tasting much sw...</td>\n",
- " <td>\\n\\n[Verse 1]\\nThere is a place\\nWhere I can g...</td>\n",
- " <td>\\n\\n[Verse 1]\\nWell shake it up baby now (shak...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>popularity</th>\n",
- " <td>43</td>\n",
- " <td>44</td>\n",
- " <td>38</td>\n",
- " <td>48</td>\n",
- " <td>45</td>\n",
- " <td>44</td>\n",
- " <td>44</td>\n",
- " <td>44</td>\n",
- " <td>43</td>\n",
- " <td>43</td>\n",
- " <td>...</td>\n",
- " <td>42</td>\n",
- " <td>41</td>\n",
- " <td>48</td>\n",
- " <td>55</td>\n",
- " <td>43</td>\n",
- " <td>44</td>\n",
- " <td>48</td>\n",
- " <td>40</td>\n",
- " <td>43</td>\n",
- " <td>64</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>preview_url</th>\n",
- " <td>https://p.scdn.co/mp3-preview/ddebab4d5e87d46a...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/15f07b753cb7e50c...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/bd13930c7706bdd4...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/cd82d2f8f92a7222...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/37806a7d82c5d2a8...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/5ee6d20e1808908e...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/558bb39228550744...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/c6b9c820e62868db...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/7b71156485b9e3e1...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/318950f70347c556...</td>\n",
- " <td>...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/c84bcc2dd65c3d9b...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/f42256fa5367c68f...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/c7974d03d8cd26de...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/c0c7944dcb9d2457...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/5ef1f2ba07489648...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/d7eeb1f68c39066d...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/5bd705943290818c...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/dd94439cdf6e7668...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/5260a1d4f12c23ac...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/b7e3bc96b46e4dcc...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>sentiment</th>\n",
- " <td>{'probability': {'neg': 0.39117763475308887, '...</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>{'probability': {'neg': 0.499907535069551, 'po...</td>\n",
- " <td>{'probability': {'neg': 0.562816189132068, 'po...</td>\n",
- " <td>{'probability': {'neg': 0.5881042177939795, 'p...</td>\n",
- " <td>{'probability': {'neg': 0.8254386537391528, 'p...</td>\n",
- " <td>{'probability': {'neg': 0.7383869886092437, 'p...</td>\n",
- " <td>{'probability': {'neg': 0.6327849214077039, 'p...</td>\n",
- " <td>{'probability': {'neg': 0.6434357672385149, 'p...</td>\n",
- " <td>...</td>\n",
- " <td>{'probability': {'neg': 0.5404694485272562, 'p...</td>\n",
- " <td>{'probability': {'neg': 0.7955311744095139, 'p...</td>\n",
- " <td>{'probability': {'neg': 0.8355325499151925, 'p...</td>\n",
- " <td>{'probability': {'neg': 0.4928192237713527, 'p...</td>\n",
- " <td>{'probability': {'neg': 0.34197153246057166, '...</td>\n",
- " <td>{'probability': {'neg': 0.6790138950753165, 'p...</td>\n",
- " <td>{'probability': {'neg': 0.559541282416558, 'po...</td>\n",
- " <td>{'probability': {'neg': 0.3514348372255489, 'p...</td>\n",
- " <td>{'probability': {'neg': 0.6512893203501344, 'p...</td>\n",
- " <td>{'probability': {'neg': 0.499907535069551, 'po...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>speechiness</th>\n",
- " <td>0.0506</td>\n",
- " <td>0.0501</td>\n",
- " <td>0.0335</td>\n",
- " <td>0.0395</td>\n",
- " <td>0.0662</td>\n",
- " <td>0.0461</td>\n",
- " <td>0.0423</td>\n",
- " <td>0.0571</td>\n",
- " <td>0.0392</td>\n",
- " <td>0.0398</td>\n",
- " <td>...</td>\n",
- " <td>0.0504</td>\n",
- " <td>0.0378</td>\n",
- " <td>0.028</td>\n",
- " <td>0.0806</td>\n",
- " <td>0.0291</td>\n",
- " <td>0.0345</td>\n",
- " <td>0.0368</td>\n",
- " <td>0.0327</td>\n",
- " <td>0.0292</td>\n",
- " <td>0.0452</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>tempo</th>\n",
- " <td>89.9</td>\n",
- " <td>92.929</td>\n",
- " <td>131.36</td>\n",
- " <td>126.441</td>\n",
- " <td>175.86</td>\n",
- " <td>129.417</td>\n",
- " <td>121.216</td>\n",
- " <td>173.283</td>\n",
- " <td>146.636</td>\n",
- " <td>179.24</td>\n",
- " <td>...</td>\n",
- " <td>142.445</td>\n",
- " <td>133.942</td>\n",
- " <td>139.388</td>\n",
- " <td>147.997</td>\n",
- " <td>134.435</td>\n",
- " <td>112.421</td>\n",
- " <td>124.451</td>\n",
- " <td>101.408</td>\n",
- " <td>140.928</td>\n",
- " <td>124.631</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>time_signature</th>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>3</td>\n",
- " <td>...</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>3</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>track_href</th>\n",
- " <td>https://api.spotify.com/v1/tracks/2ucFulEWapRA...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/2z1p43SNSbeo...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/3ckvsHnEffhh...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/4edArG2VehvJ...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/150EAeMGWJRu...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1fVeHYkyMxrj...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/0GRplBEB2FWC...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1eVymk74iroq...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/2p5a9gu6NECV...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1HyLh5cctOnP...</td>\n",
- " <td>...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/43feVCF6QfqI...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/3NwEPV9MDr1z...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/2Iccm3cKBQHW...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/2OLMjGIhCNI6...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/01n20rdBC5cz...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/5gnrZoSS7nbD...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/5FBxWhG0nbBA...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/6tEwCsVtZ5tI...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/50jq8RgbDfmN...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/4Z1fbYp0HuxL...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>track_number</th>\n",
- " <td>5</td>\n",
- " <td>3</td>\n",
- " <td>7</td>\n",
- " <td>1</td>\n",
- " <td>2</td>\n",
- " <td>3</td>\n",
- " <td>4</td>\n",
- " <td>5</td>\n",
- " <td>6</td>\n",
- " <td>7</td>\n",
- " <td>...</td>\n",
- " <td>5</td>\n",
- " <td>6</td>\n",
- " <td>7</td>\n",
- " <td>8</td>\n",
- " <td>9</td>\n",
- " <td>10</td>\n",
- " <td>11</td>\n",
- " <td>12</td>\n",
- " <td>13</td>\n",
- " <td>14</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>type</th>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>...</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>uri</th>\n",
- " <td>spotify:track:2ucFulEWapRAmTn7l6f5Q7</td>\n",
- " <td>spotify:track:2z1p43SNSbeowzy8WdYHNk</td>\n",
- " <td>spotify:track:3ckvsHnEffhhS5c0Cs6Gv5</td>\n",
- " <td>spotify:track:4edArG2VehvJdwOZfYOxtK</td>\n",
- " <td>spotify:track:150EAeMGWJRubuH8zyx7h8</td>\n",
- " <td>spotify:track:1fVeHYkyMxrjbjRAD9uWsZ</td>\n",
- " <td>spotify:track:0GRplBEB2FWCKutwMmS6nY</td>\n",
- " <td>spotify:track:1eVymk74iroqhsZxm0Vy3g</td>\n",
- " <td>spotify:track:2p5a9gu6NECVSvBtGSU1vm</td>\n",
- " <td>spotify:track:1HyLh5cctOnP186CBi8bhm</td>\n",
- " <td>...</td>\n",
- " <td>spotify:track:43feVCF6QfqIt9LnLs9BAH</td>\n",
- " <td>spotify:track:3NwEPV9MDr1z3KcHiAuz9d</td>\n",
- " <td>spotify:track:2Iccm3cKBQHWt5yk0yX9nh</td>\n",
- " <td>spotify:track:2OLMjGIhCNI6j34ysPscbp</td>\n",
- " <td>spotify:track:01n20rdBC5czKAhxmGREkr</td>\n",
- " <td>spotify:track:5gnrZoSS7nbDYtHp32RFiI</td>\n",
- " <td>spotify:track:5FBxWhG0nbBAF6lWgJFklM</td>\n",
- " <td>spotify:track:6tEwCsVtZ5tI8uHNJSHQ3b</td>\n",
- " <td>spotify:track:50jq8RgbDfmNNd0NiRnl4L</td>\n",
- " <td>spotify:track:4Z1fbYp0HuxLBje4MOZcSD</td>\n",
+ " <th>17</th>\n",
+ " <td>4gq2bc2770XvbJdEtfUbmw</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>Go Slowly</td>\n",
+ " <td>0.0453</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>valence</th>\n",
- " <td>0.153</td>\n",
- " <td>0.246</td>\n",
- " <td>0.929</td>\n",
- " <td>0.588</td>\n",
- " <td>0.562</td>\n",
- " <td>0.758</td>\n",
- " <td>0.405</td>\n",
- " <td>0.669</td>\n",
- " <td>0.395</td>\n",
- " <td>0.726</td>\n",
- " <td>...</td>\n",
- " <td>0.825</td>\n",
- " <td>0.606</td>\n",
- " <td>0.708</td>\n",
- " <td>0.765</td>\n",
- " <td>0.78</td>\n",
- " <td>0.889</td>\n",
- " <td>0.636</td>\n",
- " <td>0.378</td>\n",
- " <td>0.928</td>\n",
- " <td>0.942</td>\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",
+ " </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",
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>41 rows × 229 columns</p>\n",
"</div>"
],
"text/plain": [
- " 0 \\\n",
- "_id 2ucFulEWapRAmTn7l6f5Q7 \n",
- "acousticness 0.425 \n",
- "album {'name': 'The Beatles (Remastered)', 'type': '... \n",
- "album_id 03Qh833fEdVT30Pfs93ea6 \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/2ucF... \n",
- "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
- "artist_name The Beatles \n",
- "artists [{'name': 'The Beatles', 'type': 'artist', 'hr... \n",
- "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
- "complexity 0.0598502 \n",
- "ctitle wild honey pie \n",
- "danceability 0.792 \n",
- "disc_number 1 \n",
- "duration_ms 52973 \n",
- "energy 0.763 \n",
- "explicit False \n",
- "external_ids {'isrc': 'GBAYE0601648'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/2u... \n",
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+ "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 "
]
},
- "execution_count": 10,
+ "execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "beatles_tracks = pd.DataFrame(list(tracks.find({'artist_id': beatles_id})))\n",
- "beatles_tracks.T"
+ "pd.DataFrame(list(tracks.find({}, \n",
+ " ['artist_name', 'name', 'valence'], \n",
+ " sort=[('valence', pymongo.ASCENDING)], limit=20)))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Just the Beatles songs."
]
},
{
"cell_type": "code",
- "execution_count": 11,
- "metadata": {
- "scrolled": true
- },
+ "execution_count": 15,
+ "metadata": {},
"outputs": [
{
"data": {
"text/html": [
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+ "<style>\n",
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+ "</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
- " <th>0</th>\n",
- " <th>1</th>\n",
- " <th>2</th>\n",
- " <th>3</th>\n",
- " <th>4</th>\n",
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- " <th>6</th>\n",
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- " <th>271</th>\n",
- " <th>272</th>\n",
- " <th>273</th>\n",
- " <th>274</th>\n",
+ " <th>_id</th>\n",
+ " <th>artist_name</th>\n",
+ " <th>name</th>\n",
+ " <th>valence</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>_id</th>\n",
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- " <td>3Ey71ndsJ2GDMgT0hVJlPs</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>acousticness</th>\n",
- " <td>0.107</td>\n",
- " <td>0.536</td>\n",
- " <td>0.00352</td>\n",
- " <td>0.148</td>\n",
- " <td>0.0328</td>\n",
- " <td>0.000552</td>\n",
- " <td>0.347</td>\n",
- " <td>0.109</td>\n",
- " <td>0.0391</td>\n",
- " <td>0.024</td>\n",
- " <td>...</td>\n",
- " <td>0.181</td>\n",
- " <td>0.0207</td>\n",
- " <td>0.00742</td>\n",
- " <td>0.0184</td>\n",
- " <td>0.002</td>\n",
- " <td>0.000283</td>\n",
- " <td>0.395</td>\n",
- " <td>0.147</td>\n",
- " <td>0.474</td>\n",
- " <td>0.173</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>album</th>\n",
- " <td>{'type': 'album', 'name': 'Some Girls (Deluxe ...</td>\n",
- " <td>{'type': 'album', 'name': 'Totally Stripped (L...</td>\n",
- " <td>{'type': 'album', 'name': 'Totally Stripped (L...</td>\n",
- " <td>{'type': 'album', 'name': 'Totally Stripped (L...</td>\n",
- " <td>{'type': 'album', 'name': 'Totally Stripped (L...</td>\n",
- " <td>{'type': 'album', 'name': 'Totally Stripped (L...</td>\n",
- " <td>{'type': 'album', 'name': 'Totally Stripped (L...</td>\n",
- " <td>{'type': 'album', 'name': 'Live 1965: Music Fr...</td>\n",
- " <td>{'type': 'album', 'name': 'Shine A Light', 'al...</td>\n",
- " <td>{'type': 'album', 'name': 'Shine A Light', 'al...</td>\n",
- " <td>...</td>\n",
- " <td>{'type': 'album', 'name': 'Live 1965: Music Fr...</td>\n",
- " <td>{'type': 'album', 'name': 'Live 1965: Music Fr...</td>\n",
- " <td>{'type': 'album', 'name': 'Live 1965: Music Fr...</td>\n",
- " <td>{'type': 'album', 'name': 'Live 1965: Music Fr...</td>\n",
- " <td>{'type': 'album', 'name': 'Live 1965: Music Fr...</td>\n",
- " <td>{'type': 'album', 'name': 'Live 1965: Music Fr...</td>\n",
- " <td>{'type': 'album', 'name': 'Totally Stripped (L...</td>\n",
- " <td>{'type': 'album', 'name': 'Voodoo Lounge (2009...</td>\n",
- " <td>{'type': 'album', 'name': 'Blue & Lonesome', '...</td>\n",
- " <td>{'type': 'album', 'name': 'Havana Moon (Live)'...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>album_id</th>\n",
- " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
- " <td>3PbRKFafwE7Of8e4dTee72</td>\n",
- " <td>3PbRKFafwE7Of8e4dTee72</td>\n",
- " <td>3PbRKFafwE7Of8e4dTee72</td>\n",
- " <td>3PbRKFafwE7Of8e4dTee72</td>\n",
- " <td>3PbRKFafwE7Of8e4dTee72</td>\n",
- " <td>3PbRKFafwE7Of8e4dTee72</td>\n",
- " <td>5eTqRwTGKPBUiUuN1rFaXD</td>\n",
- " <td>3CHu7qW160uqPZHW3TMZ1l</td>\n",
- " <td>3CHu7qW160uqPZHW3TMZ1l</td>\n",
- " <td>...</td>\n",
- " <td>5eTqRwTGKPBUiUuN1rFaXD</td>\n",
- " <td>5eTqRwTGKPBUiUuN1rFaXD</td>\n",
- " <td>5eTqRwTGKPBUiUuN1rFaXD</td>\n",
- " <td>5eTqRwTGKPBUiUuN1rFaXD</td>\n",
- " <td>5eTqRwTGKPBUiUuN1rFaXD</td>\n",
- " <td>5eTqRwTGKPBUiUuN1rFaXD</td>\n",
- " <td>3PbRKFafwE7Of8e4dTee72</td>\n",
- " <td>62ZT16LY1phGM0O8x5qW1z</td>\n",
- " <td>4g9Jfls8z2nbQxj5PiXkiy</td>\n",
- " <td>4fhWcu56Bbh5wALuTouFVW</td>\n",
+ " <th>112</th>\n",
+ " <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>Blue Jay Way - Remastered 2009</td>\n",
+ " <td>0.0380</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>analysis_url</th>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/3u06...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/1lLK...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/74tl...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/1jge...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/4HKa...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/7Fag...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/0B5C...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/19LY...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/281J...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/56lj...</td>\n",
- " <td>...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/2BxO...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/6L7t...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/2gB5...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/6C0a...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/1NvB...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/31Ku...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/3u0c...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/6gVX...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/2rNB...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/3Ey7...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>artist_id</th>\n",
- " <td>22bE4uQ6baNwSHPVcDxLCe</td>\n",
- " <td>22bE4uQ6baNwSHPVcDxLCe</td>\n",
- " <td>22bE4uQ6baNwSHPVcDxLCe</td>\n",
- " <td>22bE4uQ6baNwSHPVcDxLCe</td>\n",
- " <td>22bE4uQ6baNwSHPVcDxLCe</td>\n",
- " <td>22bE4uQ6baNwSHPVcDxLCe</td>\n",
- " <td>22bE4uQ6baNwSHPVcDxLCe</td>\n",
- " <td>22bE4uQ6baNwSHPVcDxLCe</td>\n",
- " <td>22bE4uQ6baNwSHPVcDxLCe</td>\n",
- " <td>22bE4uQ6baNwSHPVcDxLCe</td>\n",
- " <td>...</td>\n",
- " <td>22bE4uQ6baNwSHPVcDxLCe</td>\n",
- " <td>22bE4uQ6baNwSHPVcDxLCe</td>\n",
- " <td>22bE4uQ6baNwSHPVcDxLCe</td>\n",
- " <td>22bE4uQ6baNwSHPVcDxLCe</td>\n",
- " <td>22bE4uQ6baNwSHPVcDxLCe</td>\n",
- " <td>22bE4uQ6baNwSHPVcDxLCe</td>\n",
- " <td>22bE4uQ6baNwSHPVcDxLCe</td>\n",
- " <td>22bE4uQ6baNwSHPVcDxLCe</td>\n",
- " <td>22bE4uQ6baNwSHPVcDxLCe</td>\n",
- " <td>22bE4uQ6baNwSHPVcDxLCe</td>\n",
+ " <th>146</th>\n",
+ " <td>0agoaPIy92gPZ6zRhqXarE</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>Tomorrow Never Knows - Remastered 2009</td>\n",
+ " <td>0.0556</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>artist_name</th>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>...</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>The Rolling Stones</td>\n",
- " <td>The Rolling Stones</td>\n",
+ " <th>108</th>\n",
+ " <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>Revolution 9 - Remastered 2009</td>\n",
+ " <td>0.0963</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>artists</th>\n",
- " <td>[{'type': 'artist', 'name': 'The Rolling Stone...</td>\n",
- " <td>[{'type': 'artist', 'name': 'The Rolling Stone...</td>\n",
- " <td>[{'type': 'artist', 'name': 'The Rolling Stone...</td>\n",
- " <td>[{'type': 'artist', 'name': 'The Rolling Stone...</td>\n",
- " <td>[{'type': 'artist', 'name': 'The Rolling Stone...</td>\n",
- " <td>[{'type': 'artist', 'name': 'The Rolling Stone...</td>\n",
- " <td>[{'type': 'artist', 'name': 'The Rolling Stone...</td>\n",
- " <td>[{'type': 'artist', 'name': 'The Rolling Stone...</td>\n",
- " <td>[{'type': 'artist', 'name': 'The Rolling Stone...</td>\n",
- " <td>[{'type': 'artist', 'name': 'The Rolling Stone...</td>\n",
- " <td>...</td>\n",
- " <td>[{'type': 'artist', 'name': 'The Rolling Stone...</td>\n",
- " <td>[{'type': 'artist', 'name': 'The Rolling Stone...</td>\n",
- " <td>[{'type': 'artist', 'name': 'The Rolling Stone...</td>\n",
- " <td>[{'type': 'artist', 'name': 'The Rolling Stone...</td>\n",
- " <td>[{'type': 'artist', 'name': 'The Rolling Stone...</td>\n",
- " <td>[{'type': 'artist', 'name': 'The Rolling Stone...</td>\n",
- " <td>[{'type': 'artist', 'name': 'The Rolling Stone...</td>\n",
- " <td>[{'type': 'artist', 'name': 'The Rolling Stone...</td>\n",
- " <td>[{'type': 'artist', 'name': 'The Rolling Stone...</td>\n",
- " <td>[{'type': 'artist', 'name': 'The Rolling Stone...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>available_markets</th>\n",
- " <td>[AD, AR, AT, AU, BG, BO, BR, CL, CO, CR, CY, C...</td>\n",
- " <td>[GB]</td>\n",
- " <td>[GB]</td>\n",
- " <td>[GB]</td>\n",
- " <td>[GB]</td>\n",
- " <td>[GB]</td>\n",
- " <td>[GB]</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[GB]</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
- " <td>[AD, AR, AT, AU, BE, BG, BO, CH, CL, CO, CR, C...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>ctitle</th>\n",
- " <td>you win again</td>\n",
- " <td>faraway eyes</td>\n",
- " <td>honky tonk women</td>\n",
- " <td>not fade away</td>\n",
- " <td>i go wild</td>\n",
- " <td>jumpin jack flash</td>\n",
- " <td>street fighting man</td>\n",
- " <td>everybody needs somebody to love finale</td>\n",
- " <td>jumping jack flash</td>\n",
- " <td>just my imagination</td>\n",
- " <td>...</td>\n",
- " <td>im alright</td>\n",
- " <td>off the hook</td>\n",
- " <td>little red rooster</td>\n",
- " <td>route 66</td>\n",
- " <td>im moving on</td>\n",
- " <td>the last time</td>\n",
- " <td>shine a light</td>\n",
- " <td>the worst</td>\n",
- " <td>all of your love</td>\n",
- " <td>midnight rambler</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>danceability</th>\n",
- " <td>0.216</td>\n",
- " <td>0.395</td>\n",
- " <td>0.367</td>\n",
- " <td>0.282</td>\n",
- " <td>0.427</td>\n",
- " <td>0.318</td>\n",
- " <td>0.42</td>\n",
- " <td>0.243</td>\n",
- " <td>0.303</td>\n",
- " <td>0.412</td>\n",
- " <td>...</td>\n",
- " <td>0.46</td>\n",
- " <td>0.44</td>\n",
- " <td>0.438</td>\n",
- " <td>0.245</td>\n",
- " <td>0.124</td>\n",
- " <td>0.213</td>\n",
- " <td>0.262</td>\n",
- " <td>0.486</td>\n",
- " <td>0.416</td>\n",
- " <td>0.282</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>disc_number</th>\n",
- " <td>2</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>...</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>duration_ms</th>\n",
- " <td>180280</td>\n",
- " <td>305280</td>\n",
- " <td>293773</td>\n",
- " <td>191787</td>\n",
- " <td>409360</td>\n",
- " <td>303627</td>\n",
- " <td>291240</td>\n",
- " <td>246000</td>\n",
- " <td>262933</td>\n",
- " <td>399867</td>\n",
- " <td>...</td>\n",
- " <td>135040</td>\n",
- " <td>147040</td>\n",
- " <td>155600</td>\n",
- " <td>164320</td>\n",
- " <td>148560</td>\n",
- " <td>189600</td>\n",
- " <td>291253</td>\n",
- " <td>144867</td>\n",
- " <td>286680</td>\n",
- " <td>929458</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>energy</th>\n",
- " <td>0.669</td>\n",
- " <td>0.733</td>\n",
- " <td>0.962</td>\n",
- " <td>0.883</td>\n",
- " <td>0.944</td>\n",
- " <td>0.976</td>\n",
- " <td>0.951</td>\n",
- " <td>0.978</td>\n",
- " <td>0.951</td>\n",
- " <td>0.934</td>\n",
- " <td>...</td>\n",
- " <td>0.976</td>\n",
- " <td>0.932</td>\n",
- " <td>0.912</td>\n",
- " <td>0.964</td>\n",
- " <td>0.92</td>\n",
- " <td>0.929</td>\n",
- " <td>0.835</td>\n",
- " <td>0.451</td>\n",
- " <td>0.672</td>\n",
- " <td>0.898</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>explicit</th>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>True</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>...</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " <td>False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>external_ids</th>\n",
- " <td>{'isrc': 'GBUM71109053'}</td>\n",
- " <td>{'isrc': 'GBCBR1500394'}</td>\n",
- " <td>{'isrc': 'GBCBR1500392'}</td>\n",
- " <td>{'isrc': 'GBCBR1500391'}</td>\n",
- " <td>{'isrc': 'GBCBR1500396'}</td>\n",
- " <td>{'isrc': 'GBCBR1500401'}</td>\n",
- " <td>{'isrc': 'GBCBR1500404'}</td>\n",
- " <td>{'isrc': 'USA171210012'}</td>\n",
- " <td>{'isrc': 'GBUM70802505'}</td>\n",
- " <td>{'isrc': 'GBUM70802502'}</td>\n",
- " <td>...</td>\n",
- " <td>{'isrc': 'USA171210005'}</td>\n",
- " <td>{'isrc': 'USA171210006'}</td>\n",
- " <td>{'isrc': 'USA171210008'}</td>\n",
- " <td>{'isrc': 'USA171210009'}</td>\n",
- " <td>{'isrc': 'USA171210010'}</td>\n",
- " <td>{'isrc': 'USA171210011'}</td>\n",
- " <td>{'isrc': 'GBCBR1500395'}</td>\n",
- " <td>{'isrc': 'GBUM70909519'}</td>\n",
- " <td>{'isrc': 'GBUM71604631'}</td>\n",
- " <td>{'isrc': 'GBCBR1600265'}</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>external_urls</th>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/3u...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/1l...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/74...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/1j...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/4H...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/7F...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/0B...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/19...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/28...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/56...</td>\n",
- " <td>...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/2B...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/6L...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/2g...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/6C...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/1N...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/31...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/3u...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/6g...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/2r...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/3E...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>href</th>\n",
- " <td>https://api.spotify.com/v1/tracks/3u06WsJ1KtvE...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1lLK53LFXWvP...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/74tlMxJ8wF0s...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1jgefM2ZP7Rn...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/4HKaTAMIXT88...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/7FagS2T3y5Xw...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/0B5CEdw4WBs9...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/19LYBNYOMwmD...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/281J4XFm5DLf...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/56ljxn1tdisT...</td>\n",
- " <td>...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/2BxO4VLPjzrA...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/6L7tmFIPKy98...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/2gB58ki3GMqy...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/6C0au9ut1avz...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1NvBOki5VmSS...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/31KuT5lcyp6N...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/3u0cZhyEPYIe...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/6gVXeA52q3Fb...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/2rNBqTve7unp...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/3Ey71ndsJ2GD...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>id</th>\n",
- " <td>3u06WsJ1KtvEqmmmZqy76J</td>\n",
- " <td>1lLK53LFXWvPzPYtlJIvt0</td>\n",
- " <td>74tlMxJ8wF0sNp93GBEPdK</td>\n",
- " <td>1jgefM2ZP7RnPVShhy1eUM</td>\n",
- " <td>4HKaTAMIXT88muGU1JN9lI</td>\n",
- " <td>7FagS2T3y5XwDpYvyHfvmc</td>\n",
- " <td>0B5CEdw4WBs91yn444ZP27</td>\n",
- " <td>19LYBNYOMwmDKXvhwq5Ggv</td>\n",
- " <td>281J4XFm5DLfVt1nKNBsPn</td>\n",
- " <td>56ljxn1tdisThe4xcVe4px</td>\n",
- " <td>...</td>\n",
- " <td>2BxO4VLPjzrApKTHZjpz9G</td>\n",
- " <td>6L7tmFIPKy98Js8ytCB1pT</td>\n",
- " <td>2gB58ki3GMqyNsdsPpDECH</td>\n",
- " <td>6C0au9ut1avz4zhryYHudG</td>\n",
- " <td>1NvBOki5VmSSVelycoMo96</td>\n",
- " <td>31KuT5lcyp6NlDBjp3EVTp</td>\n",
- " <td>3u0cZhyEPYIe9qDKPEeS4g</td>\n",
- " <td>6gVXeA52q3FbLANm6gW0Ma</td>\n",
- " <td>2rNBqTve7unpL01DuTyX3P</td>\n",
- " <td>3Ey71ndsJ2GDMgT0hVJlPs</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>instrumentalness</th>\n",
- " <td>0.00432</td>\n",
- " <td>1.57e-06</td>\n",
- " <td>0.000172</td>\n",
- " <td>0.00116</td>\n",
- " <td>1.16e-05</td>\n",
- " <td>0.000973</td>\n",
- " <td>0.0296</td>\n",
- " <td>0.762</td>\n",
- " <td>0.0905</td>\n",
- " <td>0.00914</td>\n",
- " <td>...</td>\n",
- " <td>0.744</td>\n",
- " <td>0.913</td>\n",
- " <td>0.848</td>\n",
- " <td>0.411</td>\n",
- " <td>0.963</td>\n",
- " <td>0.269</td>\n",
- " <td>3.15e-05</td>\n",
- " <td>0.000541</td>\n",
- " <td>0.463</td>\n",
- " <td>0.122</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>key</th>\n",
- " <td>5</td>\n",
- " <td>5</td>\n",
- " <td>0</td>\n",
- " <td>9</td>\n",
- " <td>7</td>\n",
- " <td>4</td>\n",
- " <td>11</td>\n",
- " <td>2</td>\n",
- " <td>11</td>\n",
- " <td>2</td>\n",
- " <td>...</td>\n",
- " <td>1</td>\n",
- " <td>9</td>\n",
- " <td>7</td>\n",
- " <td>2</td>\n",
- " <td>4</td>\n",
- " <td>9</td>\n",
- " <td>0</td>\n",
- " <td>9</td>\n",
- " <td>4</td>\n",
- " <td>9</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>liveness</th>\n",
- " <td>0.443</td>\n",
- " <td>0.965</td>\n",
- " <td>0.962</td>\n",
- " <td>0.969</td>\n",
- " <td>0.983</td>\n",
- " <td>0.97</td>\n",
- " <td>0.952</td>\n",
- " <td>0.763</td>\n",
- " <td>0.985</td>\n",
- " <td>0.918</td>\n",
- " <td>...</td>\n",
- " <td>0.824</td>\n",
- " <td>0.891</td>\n",
- " <td>0.702</td>\n",
- " <td>0.93</td>\n",
- " <td>0.616</td>\n",
- " <td>0.932</td>\n",
- " <td>0.761</td>\n",
- " <td>0.295</td>\n",
- " <td>0.263</td>\n",
- " <td>0.914</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>loudness</th>\n",
- " <td>-4.303</td>\n",
- " <td>-8.658</td>\n",
- " <td>-5.589</td>\n",
- " <td>-7.634</td>\n",
- " <td>-5.342</td>\n",
- " <td>-5.105</td>\n",
- " <td>-6.494</td>\n",
- " <td>-5.918</td>\n",
- " <td>-3.822</td>\n",
- " <td>-3.937</td>\n",
- " <td>...</td>\n",
- " <td>-6.162</td>\n",
- " <td>-5.23</td>\n",
- " <td>-5.511</td>\n",
- " <td>-5.626</td>\n",
- " <td>-4.728</td>\n",
- " <td>-4.779</td>\n",
- " <td>-6.423</td>\n",
- " <td>-10.86</td>\n",
- " <td>-4.932</td>\n",
- " <td>-5.708</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>mode</th>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>...</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
+ " <th>103</th>\n",
+ " <td>27YZJHyTTDIurMqDu1v2ef</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>Long, Long, Long - Remastered 2009</td>\n",
+ " <td>0.1350</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>name</th>\n",
- " <td>You Win Again</td>\n",
- " <td>Faraway Eyes - Live</td>\n",
- " <td>Honky Tonk Women - Live</td>\n",
- " <td>Not Fade Away - Live</td>\n",
- " <td>I Go Wild - Live</td>\n",
- " <td>Jumpin' Jack Flash - Live</td>\n",
- " <td>Street Fighting Man - Live</td>\n",
- " <td>Everybody Needs Somebody To Love (Finale) - Li...</td>\n",
- " <td>Jumping Jack Flash - Live At The Beacon Theatr...</td>\n",
- " <td>Just My Imagination - Live At The Beacon Theat...</td>\n",
- " <td>...</td>\n",
- " <td>I'm Alright - Live In Ireland / 1965</td>\n",
- " <td>Off The Hook - Live In Ireland / 1965</td>\n",
- " <td>Little Red Rooster - Live In Ireland / 1965</td>\n",
- " <td>Route 66 - Live In Ireland / 1965</td>\n",
- " <td>I'm Moving On - Live In Ireland / 1965</td>\n",
- " <td>The Last Time - Live In Ireland / 1965</td>\n",
- " <td>Shine a Light - Live</td>\n",
- " <td>The Worst - 2009 Re-Mastered Digital Version</td>\n",
- " <td>All Of Your Love</td>\n",
- " <td>Midnight Rambler - Live</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>popularity</th>\n",
- " <td>17</td>\n",
- " <td>16</td>\n",
- " <td>19</td>\n",
- " <td>18</td>\n",
- " <td>15</td>\n",
- " <td>15</td>\n",
- " <td>18</td>\n",
- " <td>27</td>\n",
- " <td>37</td>\n",
- " <td>28</td>\n",
- " <td>...</td>\n",
- " <td>26</td>\n",
- " <td>26</td>\n",
- " <td>27</td>\n",
- " <td>28</td>\n",
- " <td>24</td>\n",
- " <td>26</td>\n",
- " <td>17</td>\n",
- " <td>29</td>\n",
- " <td>49</td>\n",
- " <td>34</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>preview_url</th>\n",
- " <td>https://p.scdn.co/mp3-preview/21de20d8795c3d60...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/5afdaabfa28e067f...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/671f51874a70b3f7...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/bba1991141c6e594...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/dc5e2c9ed7a5ae3d...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/17aed72343067677...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/9e13894d09e23cff...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/b051b48d71a46bd5...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/6f8c3efc615a554b...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/707e111a5eef5440...</td>\n",
- " <td>...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/63e454d027fa6809...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/2b9e3ebd8aec9ab2...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/7fd37df80648f4d8...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/bb4461680e5ab01d...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/64c62c7e8f7eb6bf...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/4e412cd1b893a89b...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/feac308c8b6794c2...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/e2a9e826d6585979...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/1d796622e5630f76...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/20b0c963ec9199d1...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>speechiness</th>\n",
- " <td>0.0313</td>\n",
- " <td>0.0411</td>\n",
- " <td>0.11</td>\n",
- " <td>0.0936</td>\n",
- " <td>0.0779</td>\n",
- " <td>0.0806</td>\n",
- " <td>0.0597</td>\n",
- " <td>0.421</td>\n",
- " <td>0.0667</td>\n",
- " <td>0.0728</td>\n",
- " <td>...</td>\n",
- " <td>0.12</td>\n",
- " <td>0.0562</td>\n",
- " <td>0.0757</td>\n",
- " <td>0.152</td>\n",
- " <td>0.103</td>\n",
- " <td>0.059</td>\n",
- " <td>0.0687</td>\n",
- " <td>0.033</td>\n",
- " <td>0.0329</td>\n",
- " <td>0.074</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>tempo</th>\n",
- " <td>84.544</td>\n",
- " <td>106.226</td>\n",
- " <td>114.303</td>\n",
- " <td>99.59</td>\n",
- " <td>112.123</td>\n",
- " <td>141.754</td>\n",
- " <td>127.952</td>\n",
- " <td>181.122</td>\n",
- " <td>140.183</td>\n",
- " <td>113.354</td>\n",
- " <td>...</td>\n",
- " <td>117.236</td>\n",
- " <td>76.844</td>\n",
- " <td>115.7</td>\n",
- " <td>166.196</td>\n",
- " <td>162.889</td>\n",
- " <td>180.024</td>\n",
- " <td>78.569</td>\n",
- " <td>69.393</td>\n",
- " <td>75.354</td>\n",
- " <td>129.742</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>time_signature</th>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>...</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>3</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>track_href</th>\n",
- " <td>https://api.spotify.com/v1/tracks/3u06WsJ1KtvE...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1lLK53LFXWvP...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/74tlMxJ8wF0s...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1jgefM2ZP7Rn...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/4HKaTAMIXT88...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/7FagS2T3y5Xw...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/0B5CEdw4WBs9...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/19LYBNYOMwmD...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/281J4XFm5DLf...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/56ljxn1tdisT...</td>\n",
- " <td>...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/2BxO4VLPjzrA...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/6L7tmFIPKy98...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/2gB58ki3GMqy...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/6C0au9ut1avz...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1NvBOki5VmSS...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/31KuT5lcyp6N...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/3u0cZhyEPYIe...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/6gVXeA52q3Fb...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/2rNBqTve7unp...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/3Ey71ndsJ2GD...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>track_number</th>\n",
- " <td>11</td>\n",
- " <td>4</td>\n",
- " <td>2</td>\n",
- " <td>1</td>\n",
- " <td>6</td>\n",
- " <td>11</td>\n",
- " <td>14</td>\n",
- " <td>13</td>\n",
- " <td>1</td>\n",
- " <td>8</td>\n",
- " <td>...</td>\n",
- " <td>6</td>\n",
- " <td>7</td>\n",
- " <td>9</td>\n",
- " <td>10</td>\n",
- " <td>11</td>\n",
- " <td>12</td>\n",
- " <td>5</td>\n",
- " <td>4</td>\n",
- " <td>4</td>\n",
- " <td>11</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>type</th>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>...</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " <td>audio_features</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>uri</th>\n",
- " <td>spotify:track:3u06WsJ1KtvEqmmmZqy76J</td>\n",
- " <td>spotify:track:1lLK53LFXWvPzPYtlJIvt0</td>\n",
- " <td>spotify:track:74tlMxJ8wF0sNp93GBEPdK</td>\n",
- " <td>spotify:track:1jgefM2ZP7RnPVShhy1eUM</td>\n",
- " <td>spotify:track:4HKaTAMIXT88muGU1JN9lI</td>\n",
- " <td>spotify:track:7FagS2T3y5XwDpYvyHfvmc</td>\n",
- " <td>spotify:track:0B5CEdw4WBs91yn444ZP27</td>\n",
- " <td>spotify:track:19LYBNYOMwmDKXvhwq5Ggv</td>\n",
- " <td>spotify:track:281J4XFm5DLfVt1nKNBsPn</td>\n",
- " <td>spotify:track:56ljxn1tdisThe4xcVe4px</td>\n",
- " <td>...</td>\n",
- " <td>spotify:track:2BxO4VLPjzrApKTHZjpz9G</td>\n",
- " <td>spotify:track:6L7tmFIPKy98Js8ytCB1pT</td>\n",
- " <td>spotify:track:2gB58ki3GMqyNsdsPpDECH</td>\n",
- " <td>spotify:track:6C0au9ut1avz4zhryYHudG</td>\n",
- " <td>spotify:track:1NvBOki5VmSSVelycoMo96</td>\n",
- " <td>spotify:track:31KuT5lcyp6NlDBjp3EVTp</td>\n",
- " <td>spotify:track:3u0cZhyEPYIe9qDKPEeS4g</td>\n",
- " <td>spotify:track:6gVXeA52q3FbLANm6gW0Ma</td>\n",
- " <td>spotify:track:2rNBqTve7unpL01DuTyX3P</td>\n",
- " <td>spotify:track:3Ey71ndsJ2GDMgT0hVJlPs</td>\n",
+ " <th>0</th>\n",
+ " <td>2ucFulEWapRAmTn7l6f5Q7</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>Wild Honey Pie - Remastered 2009</td>\n",
+ " <td>0.1530</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>valence</th>\n",
- " <td>0.524</td>\n",
- " <td>0.482</td>\n",
- " <td>0.426</td>\n",
- " <td>0.672</td>\n",
- " <td>0.432</td>\n",
- " <td>0.362</td>\n",
- " <td>0.433</td>\n",
- " <td>0.185</td>\n",
- " <td>0.413</td>\n",
- " <td>0.436</td>\n",
- " <td>...</td>\n",
- " <td>0.284</td>\n",
- " <td>0.549</td>\n",
- " <td>0.431</td>\n",
- " <td>0.588</td>\n",
- " <td>0.244</td>\n",
- " <td>0.484</td>\n",
- " <td>0.5</td>\n",
- " <td>0.245</td>\n",
- " <td>0.303</td>\n",
- " <td>0.363</td>\n",
+ " <th>132</th>\n",
+ " <td>3ZFBeIyP41HhnALjxWy1pR</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>A Day In The Life - Remastered 2009</td>\n",
+ " <td>0.1620</td>\n",
" </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "<p>35 rows × 275 columns</p>\n",
- "</div>"
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- "href https://api.spotify.com/v1/tracks/74tlMxJ8wF0s... \n",
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- "name Honky Tonk Women - Live \n",
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- "preview_url https://p.scdn.co/mp3-preview/671f51874a70b3f7... \n",
- "speechiness 0.11 \n",
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- "acousticness 0.148 \n",
- "album {'type': 'album', 'name': 'Totally Stripped (L... \n",
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- "artist_name The Rolling Stones \n",
- "artists [{'type': 'artist', 'name': 'The Rolling Stone... \n",
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- "ctitle not fade away \n",
- "danceability 0.282 \n",
- "disc_number 1 \n",
- "duration_ms 191787 \n",
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- "external_ids {'isrc': 'GBCBR1500391'} \n",
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- "href https://api.spotify.com/v1/tracks/1jgefM2ZP7Rn... \n",
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- "name Not Fade Away - Live \n",
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- "preview_url https://p.scdn.co/mp3-preview/bba1991141c6e594... \n",
- "speechiness 0.0936 \n",
- "tempo 99.59 \n",
- "time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/1jgefM2ZP7Rn... \n",
- "track_number 1 \n",
- "type audio_features \n",
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- "disc_number 1 \n",
- "duration_ms 409360 \n",
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- "explicit True \n",
- "external_ids {'isrc': 'GBCBR1500396'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/4H... \n",
- "href https://api.spotify.com/v1/tracks/4HKaTAMIXT88... \n",
- "id 4HKaTAMIXT88muGU1JN9lI \n",
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- "artist_name The Rolling Stones \n",
- "artists [{'type': 'artist', 'name': 'The Rolling Stone... \n",
- "available_markets [GB] \n",
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- "danceability 0.318 \n",
- "disc_number 1 \n",
- "duration_ms 303627 \n",
- "energy 0.976 \n",
- "explicit False \n",
- "external_ids {'isrc': 'GBCBR1500401'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/7F... \n",
- "href https://api.spotify.com/v1/tracks/7FagS2T3y5Xw... \n",
- "id 7FagS2T3y5XwDpYvyHfvmc \n",
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- "mode 1 \n",
- "name Jumpin' Jack Flash - Live \n",
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- "preview_url https://p.scdn.co/mp3-preview/17aed72343067677... \n",
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- "type audio_features \n",
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- "\n",
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- "album {'type': 'album', 'name': 'Totally Stripped (L... \n",
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- "artist_id 22bE4uQ6baNwSHPVcDxLCe \n",
- "artist_name The Rolling Stones \n",
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- "available_markets [GB] \n",
- "ctitle street fighting man \n",
- "danceability 0.42 \n",
- "disc_number 1 \n",
- "duration_ms 291240 \n",
- "energy 0.951 \n",
- "explicit False \n",
- "external_ids {'isrc': 'GBCBR1500404'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/0B... \n",
- "href https://api.spotify.com/v1/tracks/0B5CEdw4WBs9... \n",
- "id 0B5CEdw4WBs91yn444ZP27 \n",
- "instrumentalness 0.0296 \n",
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- "loudness -6.494 \n",
- "mode 1 \n",
- "name Street Fighting Man - Live \n",
- "popularity 18 \n",
- "preview_url https://p.scdn.co/mp3-preview/9e13894d09e23cff... \n",
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- "time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/0B5CEdw4WBs9... \n",
- "track_number 14 \n",
- "type audio_features \n",
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- "\n",
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- "artists [{'type': 'artist', 'name': 'The Rolling Stone... \n",
- "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
- "ctitle everybody needs somebody to love finale \n",
- "danceability 0.243 \n",
- "disc_number 1 \n",
- "duration_ms 246000 \n",
- "energy 0.978 \n",
- "explicit False \n",
- "external_ids {'isrc': 'USA171210012'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/19... \n",
- "href https://api.spotify.com/v1/tracks/19LYBNYOMwmD... \n",
- "id 19LYBNYOMwmDKXvhwq5Ggv \n",
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- "loudness -5.918 \n",
- "mode 1 \n",
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- "preview_url https://p.scdn.co/mp3-preview/b051b48d71a46bd5... \n",
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- "time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/19LYBNYOMwmD... \n",
- "track_number 13 \n",
- "type audio_features \n",
- "uri spotify:track:19LYBNYOMwmDKXvhwq5Ggv \n",
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- "\n",
- " 8 \\\n",
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- "acousticness 0.0391 \n",
- "album {'type': 'album', 'name': 'Shine A Light', 'al... \n",
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- "artist_id 22bE4uQ6baNwSHPVcDxLCe \n",
- "artist_name The Rolling Stones \n",
- "artists [{'type': 'artist', 'name': 'The Rolling Stone... \n",
- "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
- "ctitle jumping jack flash \n",
- "danceability 0.303 \n",
- "disc_number 1 \n",
- "duration_ms 262933 \n",
- "energy 0.951 \n",
- "explicit False \n",
- "external_ids {'isrc': 'GBUM70802505'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/28... \n",
- "href https://api.spotify.com/v1/tracks/281J4XFm5DLf... \n",
- "id 281J4XFm5DLfVt1nKNBsPn \n",
- "instrumentalness 0.0905 \n",
- "key 11 \n",
- "liveness 0.985 \n",
- "loudness -3.822 \n",
- "mode 0 \n",
- "name Jumping Jack Flash - Live At The Beacon Theatr... \n",
- "popularity 37 \n",
- "preview_url https://p.scdn.co/mp3-preview/6f8c3efc615a554b... \n",
- "speechiness 0.0667 \n",
- "tempo 140.183 \n",
- "time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/281J4XFm5DLf... \n",
- "track_number 1 \n",
- "type audio_features \n",
- "uri spotify:track:281J4XFm5DLfVt1nKNBsPn \n",
- "valence 0.413 \n",
- "\n",
- " 9 \\\n",
- "_id 56ljxn1tdisThe4xcVe4px \n",
- "acousticness 0.024 \n",
- "album {'type': 'album', 'name': 'Shine A Light', 'al... \n",
- "album_id 3CHu7qW160uqPZHW3TMZ1l \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/56lj... \n",
- "artist_id 22bE4uQ6baNwSHPVcDxLCe \n",
- "artist_name The Rolling Stones \n",
- "artists [{'type': 'artist', 'name': 'The Rolling Stone... \n",
- "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
- "ctitle just my imagination \n",
- "danceability 0.412 \n",
- "disc_number 1 \n",
- "duration_ms 399867 \n",
- "energy 0.934 \n",
- "explicit False \n",
- "external_ids {'isrc': 'GBUM70802502'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/56... \n",
- "href https://api.spotify.com/v1/tracks/56ljxn1tdisT... \n",
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- "artist_id 22bE4uQ6baNwSHPVcDxLCe \n",
- "artist_name The Rolling Stones \n",
- "artists [{'type': 'artist', 'name': 'The Rolling Stone... \n",
- "available_markets [AD, AR, AT, AU, BE, BG, BO, CH, CL, CO, CR, C... \n",
- "ctitle midnight rambler \n",
- "danceability 0.282 \n",
- "disc_number 1 \n",
- "duration_ms 929458 \n",
- "energy 0.898 \n",
- "explicit False \n",
- "external_ids {'isrc': 'GBCBR1600265'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/3E... \n",
- "href https://api.spotify.com/v1/tracks/3Ey71ndsJ2GD... \n",
- "id 3Ey71ndsJ2GDMgT0hVJlPs \n",
- "instrumentalness 0.122 \n",
- "key 9 \n",
- "liveness 0.914 \n",
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- "mode 1 \n",
- "name Midnight Rambler - Live \n",
- "popularity 34 \n",
- "preview_url https://p.scdn.co/mp3-preview/20b0c963ec9199d1... \n",
- "speechiness 0.074 \n",
- "tempo 129.742 \n",
- "time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/3Ey71ndsJ2GD... \n",
- "track_number 11 \n",
- "type audio_features \n",
- "uri spotify:track:3Ey71ndsJ2GDMgT0hVJlPs \n",
- "valence 0.363 \n",
- "\n",
- "[35 rows x 275 columns]"
- ]
- },
- "execution_count": 11,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "stones_tracks = pd.DataFrame(list(tracks.find({'artist_id': stones_id})))\n",
- "stones_tracks.T"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "How happy are the Beatles and Stones tracks?"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x7f596c370f60>"
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f5970edd668>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "beatles_tracks['valence'].hist()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x7f596c0e7550>"
- ]
- },
- "execution_count": 13,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "stones_tracks['valence'].hist()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "275"
- ]
- },
- "execution_count": 14,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "tracks.find({'artist_id': stones_id, 'valence': {'$exists': True}}).count()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "{'_id': 1497768,\n",
- " 'annotation_count': 1,\n",
- " 'api_path': '/songs/1497768',\n",
- " 'ctitle': 'all together on the wireless machine',\n",
- " 'full_title': 'All Together on the Wireless Machine by\\xa0The\\xa0Beatles',\n",
- " 'header_image_thumbnail_url': 'https://images.genius.com/ad1f59e8a03be4eb521e88015d15d6e8.200x200x1.jpg',\n",
- " 'header_image_url': 'https://images.genius.com/ad1f59e8a03be4eb521e88015d15d6e8.200x200x1.jpg',\n",
- " 'id': 1497768,\n",
- " 'lyrics': 'when i was sitting on my piano one day a magical thought came my way to write a number for the bbc kenny everett mccartney all together on the wireless machine kenny everett mccartney all together on the wireless machine kenny everett mccartney all together on the wireless machine',\n",
- " 'lyrics_owner_id': 1549345,\n",
- " 'original_lyrics': '\\n\\nWhen I was sitting on my piano one day\\nA magical thought came my way\\nTo write a number for the BBC\\nKenny Everett McCartney\\nAll together on the wireless machine\\nKenny Everett McCartney\\nAll together on the wireless machine\\nKenny Everett McCartney\\nAll together on the wireless machine\\n\\n',\n",
- " 'path': '/The-beatles-all-together-on-the-wireless-machine-lyrics',\n",
- " 'primary_artist': {'api_path': '/artists/586',\n",
- " 'header_image_url': 'https://images.genius.com/b82dbb78926a812abfa10886ac84c1a8.1000x523x1.jpg',\n",
- " 'id': 586,\n",
- " 'image_url': 'https://images.genius.com/ad1f59e8a03be4eb521e88015d15d6e8.200x200x1.jpg',\n",
- " 'is_meme_verified': False,\n",
- " 'is_verified': False,\n",
- " 'name': 'The Beatles',\n",
- " 'url': 'https://genius.com/artists/The-beatles'},\n",
- " 'pyongs_count': None,\n",
- " 'song_art_image_thumbnail_url': 'https://images.genius.com/ad1f59e8a03be4eb521e88015d15d6e8.200x200x1.jpg',\n",
- " 'stats': {'hot': False, 'unreviewed_annotations': 0},\n",
- " 'title': 'All Together on the Wireless Machine',\n",
- " 'url': 'https://genius.com/The-beatles-all-together-on-the-wireless-machine-lyrics'}"
- ]
- },
- "execution_count": 15,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "genius_tracks.find_one()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 16,
- "metadata": {
- "scrolled": false
- },
- "outputs": [
- {
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- " <th>1064</th>\n",
- " <th>1065</th>\n",
- " <th>1066</th>\n",
- " <th>1067</th>\n",
- " <th>1068</th>\n",
- " <th>1069</th>\n",
- " <th>1070</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
" <tr>\n",
- " <th>_id</th>\n",
- " <td>1497768</td>\n",
- " <td>210315</td>\n",
- " <td>123533</td>\n",
- " <td>123537</td>\n",
- " <td>117722</td>\n",
- " <td>210284</td>\n",
- " <td>1336394</td>\n",
- " <td>107915</td>\n",
- " <td>1308579</td>\n",
- " <td>123808</td>\n",
- " <td>...</td>\n",
- " <td>310483</td>\n",
- " <td>313269</td>\n",
- " <td>313043</td>\n",
- " <td>2389345</td>\n",
- " <td>1245984</td>\n",
- " <td>311907</td>\n",
- " <td>310293</td>\n",
- " <td>310289</td>\n",
- " <td>106069</td>\n",
- " <td>310543</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>annotation_count</th>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>5</td>\n",
- " <td>4</td>\n",
- " <td>6</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>6</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>...</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>4</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>4</td>\n",
- " <td>1</td>\n",
- " <td>16</td>\n",
- " <td>15</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>api_path</th>\n",
- " <td>/songs/1497768</td>\n",
- " <td>/songs/210315</td>\n",
- " <td>/songs/123533</td>\n",
- " <td>/songs/123537</td>\n",
- " <td>/songs/117722</td>\n",
- " <td>/songs/210284</td>\n",
- " <td>/songs/1336394</td>\n",
- " <td>/songs/107915</td>\n",
- " <td>/songs/1308579</td>\n",
- " <td>/songs/123808</td>\n",
- " <td>...</td>\n",
- " <td>/songs/310483</td>\n",
- " <td>/songs/313269</td>\n",
- " <td>/songs/313043</td>\n",
- " <td>/songs/2389345</td>\n",
- " <td>/songs/1245984</td>\n",
- " <td>/songs/311907</td>\n",
- " <td>/songs/310293</td>\n",
- " <td>/songs/310289</td>\n",
- " <td>/songs/106069</td>\n",
- " <td>/songs/310543</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>ctitle</th>\n",
- " <td>all together on the wireless machine</td>\n",
- " <td>a little rhyme</td>\n",
- " <td>and i love her</td>\n",
- " <td>any time at all</td>\n",
- " <td>a taste of honey</td>\n",
- " <td>beatle greetings</td>\n",
- " <td>can you take me back</td>\n",
- " <td>carry that weight</td>\n",
- " <td>down in eastern australia</td>\n",
- " <td>everybodys trying to be my baby</td>\n",
- " <td>...</td>\n",
- " <td>you cant catch me</td>\n",
- " <td>you dont have to mean it</td>\n",
- " <td>you got me rocking</td>\n",
- " <td>you got the silver</td>\n",
- " <td>dont look back</td>\n",
- " <td>each and every day of the year</td>\n",
- " <td>im a king bee</td>\n",
- " <td>little by little</td>\n",
- " <td>brown sugar</td>\n",
- " <td>citadel</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>full_title</th>\n",
- " <td>All Together on the Wireless Machine by The Be...</td>\n",
- " <td>A Little Rhyme by The Beatles (Ft. John & Rodn...</td>\n",
- " <td>And I Love Her by The Beatles</td>\n",
- " <td>Any Time at All by The Beatles</td>\n",
- " <td>A Taste of Honey by The Beatles</td>\n",
- " <td>Beatle Greetings by The Beatles (Ft. George Ha...</td>\n",
- " <td>Can You Take Me Back by The Beatles</td>\n",
- " <td>Carry That Weight by The Beatles</td>\n",
- " <td>Down in Eastern Australia by The Beatles</td>\n",
- " <td>Everybody's Trying to Be My Baby by The Beatles</td>\n",
- " <td>...</td>\n",
- " <td>You Can't Catch Me by The Rolling Stones</td>\n",
- " <td>You Don't Have To Mean It by The Rolling Stones</td>\n",
- " <td>You Got Me Rocking by The Rolling Stones</td>\n",
- " <td>You Got the Silver by The Rolling Stones (Ft. ...</td>\n",
- " <td>Don't Look Back by The Rolling Stones</td>\n",
- " <td>Each and every day of the year by The Rolling ...</td>\n",
- " <td>I'm A King Bee by The Rolling Stones</td>\n",
- " <td>Little By Little by The Rolling Stones</td>\n",
- " <td>Brown Sugar by The Rolling Stones</td>\n",
- " <td>Citadel by The Rolling Stones</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>header_image_thumbnail_url</th>\n",
- " <td>https://images.genius.com/ad1f59e8a03be4eb521e...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/110537_cda_...</td>\n",
- " <td>https://images.genius.com/68c11c7f5b6b66194d77...</td>\n",
- " <td>https://images.genius.com/68c11c7f5b6b66194d77...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/1360709432_...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/110537_cda_...</td>\n",
- " <td>https://images.genius.com/ad1f59e8a03be4eb521e...</td>\n",
- " <td>https://images.genius.com/560d707ac51a528c952d...</td>\n",
- " <td>https://images.genius.com/ad1f59e8a03be4eb521e...</td>\n",
- " <td>https://images.genius.com/4268a08d2b36372eb6e8...</td>\n",
- " <td>...</td>\n",
- " <td>https://images.genius.com/9c0263f14c39b6df59e5...</td>\n",
- " <td>https://images.genius.com/eb7fd9257058b77179cb...</td>\n",
- " <td>https://images.genius.com/a8ed1f93846da84943a7...</td>\n",
- " <td>https://images.rapgenius.com/ac969979ccb91a0d2...</td>\n",
- " <td>https://images.genius.com/23bbf05f7ee8286a8905...</td>\n",
- " <td>https://images.genius.com/6c322c96140487d56076...</td>\n",
- " <td>https://images.genius.com/076d49bcc219432b68b4...</td>\n",
- " <td>https://images.genius.com/076d49bcc219432b68b4...</td>\n",
- " <td>https://images.genius.com/5b7d4f11893ff2fdeba7...</td>\n",
- " <td>https://images.genius.com/31323212a74c2a8d99eb...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>header_image_url</th>\n",
- " <td>https://images.genius.com/ad1f59e8a03be4eb521e...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/110537_cda_...</td>\n",
- " <td>https://images.genius.com/68c11c7f5b6b66194d77...</td>\n",
- " <td>https://images.genius.com/68c11c7f5b6b66194d77...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/1360709432_...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/110537_cda_...</td>\n",
- " <td>https://images.genius.com/ad1f59e8a03be4eb521e...</td>\n",
- " <td>https://images.genius.com/560d707ac51a528c952d...</td>\n",
- " <td>https://images.genius.com/ad1f59e8a03be4eb521e...</td>\n",
- " <td>https://images.genius.com/4268a08d2b36372eb6e8...</td>\n",
- " <td>...</td>\n",
- " <td>https://images.genius.com/9c0263f14c39b6df59e5...</td>\n",
- " <td>https://images.genius.com/eb7fd9257058b77179cb...</td>\n",
- " <td>https://images.genius.com/a8ed1f93846da84943a7...</td>\n",
- " <td>https://images.rapgenius.com/ac969979ccb91a0d2...</td>\n",
- " <td>https://images.genius.com/23bbf05f7ee8286a8905...</td>\n",
- " <td>https://images.genius.com/6c322c96140487d56076...</td>\n",
- " <td>https://images.genius.com/076d49bcc219432b68b4...</td>\n",
- " <td>https://images.genius.com/076d49bcc219432b68b4...</td>\n",
- " <td>https://images.genius.com/5b7d4f11893ff2fdeba7...</td>\n",
- " <td>https://images.genius.com/31323212a74c2a8d99eb...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>id</th>\n",
- " <td>1497768</td>\n",
- " <td>210315</td>\n",
- " <td>123533</td>\n",
- " <td>123537</td>\n",
- " <td>117722</td>\n",
- " <td>210284</td>\n",
- " <td>1336394</td>\n",
- " <td>107915</td>\n",
- " <td>1308579</td>\n",
- " <td>123808</td>\n",
- " <td>...</td>\n",
- " <td>310483</td>\n",
- " <td>313269</td>\n",
- " <td>313043</td>\n",
- " <td>2389345</td>\n",
- " <td>1245984</td>\n",
- " <td>311907</td>\n",
- " <td>310293</td>\n",
- " <td>310289</td>\n",
- " <td>106069</td>\n",
- " <td>310543</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>lyrics</th>\n",
- " <td>when i was sitting on my piano one day a magic...</td>\n",
- " <td>now, for the final number, john's got a card i...</td>\n",
- " <td>i give her all my love that's all i do and if ...</td>\n",
- " <td>any time at all, any time at all any time at a...</td>\n",
- " <td>a taste of honey! tasting much sweeter than wi...</td>\n",
- " <td>i'm ringo and i play the drums i'm paul and i ...</td>\n",
- " <td>can you take me back where i came from? can yo...</td>\n",
- " <td>boy, you gotta carry that weight carry that we...</td>\n",
- " <td>down in eastern australia i met her she was we...</td>\n",
- " <td>well they took some honey from a tree dressed ...</td>\n",
- " <td>...</td>\n",
- " <td>i bought a brand new air mobile it was custom ...</td>\n",
- " <td>you don't have to mean it you just got to say ...</td>\n",
- " <td>i was a butcher cutting up meat my hands were ...</td>\n",
- " <td>hey babe, what's in your eyes? i saw them flas...</td>\n",
- " <td>if it's love that you're running from there's ...</td>\n",
- " <td>do i miss her kiss at night time arms around m...</td>\n",
- " <td>well i am a king bee buzzing around your hive ...</td>\n",
- " <td>tried to trail you last night, baby, trail you...</td>\n",
- " <td>gold coast slave ship bound for cotton fields ...</td>\n",
- " <td>men are armed shout who goes there we have jou...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>lyrics_owner_id</th>\n",
- " <td>1549345</td>\n",
- " <td>250962</td>\n",
- " <td>46871</td>\n",
- " <td>46871</td>\n",
- " <td>70799</td>\n",
- " <td>250962</td>\n",
- " <td>1549345</td>\n",
- " <td>116340</td>\n",
- " <td>1549345</td>\n",
- " <td>22533</td>\n",
- " <td>...</td>\n",
- " <td>354383</td>\n",
- " <td>354608</td>\n",
- " <td>354382</td>\n",
- " <td>1217557</td>\n",
- " <td>1549345</td>\n",
- " <td>354385</td>\n",
- " <td>354383</td>\n",
- " <td>354383</td>\n",
- " <td>16</td>\n",
- " <td>354608</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>original_lyrics</th>\n",
- " <td>\\n\\nWhen I was sitting on my piano one day\\nA ...</td>\n",
- " <td>\\n\\n[Speech]\\n\\n[Rodney Burke] Now, for the fi...</td>\n",
- " <td>\\n\\n[Verse 1]\\nI give her all my love\\nThat's ...</td>\n",
- " <td>\\n\\n[Chorus]\\nAny time at all, any time at all...</td>\n",
- " <td>\\n\\n[Intro]\\nA taste of honey! Tasting much sw...</td>\n",
- " <td>\\n\\n[Speech]\\n\\n[Ringo] I'm Ringo and I play t...</td>\n",
- " <td>\\n\\nCan you take me back where I came from?\\nC...</td>\n",
- " <td>\\n\\n[Chorus]\\nBoy, you gotta carry that weight...</td>\n",
- " <td>\\n\\nDown in Eastern Australia\\nI met her\\nShe ...</td>\n",
- " <td>\\n\\n[Chorus 1]\\nWell they took some honey from...</td>\n",
- " <td>...</td>\n",
- " <td>\\n\\n[Verse 1]\\nI bought a brand new air mobile...</td>\n",
- " <td>\\n\\n[Verse 1]\\nYou don't have to mean it\\nYou ...</td>\n",
- " <td>\\n\\n[Verse 1]\\nI was a butcher\\nCutting up mea...</td>\n",
- " <td>\\n\\n[Verse 1]\\nHey babe, what's in your eyes?\\...</td>\n",
- " <td>\\n\\nIf it's love that you're running from\\nThe...</td>\n",
- " <td>\\n\\n[Verse 1]\\nDo I miss her kiss at night tim...</td>\n",
- " <td>\\n\\n[Chorus]\\nWell I am a king bee\\nBuzzing ar...</td>\n",
- " <td>\\n\\n[Verse 1]\\nTried to trail you last night, ...</td>\n",
- " <td>\\n\\n[Verse 1]\\nGold coast slave ship bound for...</td>\n",
- " <td>\\n\\n[Verse 1]\\nMen are armed shout who goes th...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>path</th>\n",
- " <td>/The-beatles-all-together-on-the-wireless-mach...</td>\n",
- " <td>/The-beatles-a-little-rhyme-lyrics</td>\n",
- " <td>/The-beatles-and-i-love-her-lyrics</td>\n",
- " <td>/The-beatles-any-time-at-all-lyrics</td>\n",
- " <td>/The-beatles-a-taste-of-honey-lyrics</td>\n",
- " <td>/The-beatles-beatle-greetings-lyrics</td>\n",
- " <td>/The-beatles-can-you-take-me-back-lyrics</td>\n",
- " <td>/The-beatles-carry-that-weight-lyrics</td>\n",
- " <td>/The-beatles-down-in-eastern-australia-lyrics</td>\n",
- " <td>/The-beatles-everybodys-trying-to-be-my-baby-l...</td>\n",
- " <td>...</td>\n",
- " <td>/The-rolling-stones-you-cant-catch-me-lyrics</td>\n",
- " <td>/The-rolling-stones-you-dont-have-to-mean-it-l...</td>\n",
- " <td>/The-rolling-stones-you-got-me-rocking-lyrics</td>\n",
- " <td>/The-rolling-stones-you-got-the-silver-lyrics</td>\n",
- " <td>/The-rolling-stones-dont-look-back-lyrics</td>\n",
- " <td>/The-rolling-stones-each-and-every-day-of-the-...</td>\n",
- " <td>/The-rolling-stones-im-a-king-bee-lyrics</td>\n",
- " <td>/The-rolling-stones-little-by-little-lyrics</td>\n",
- " <td>/The-rolling-stones-brown-sugar-lyrics</td>\n",
- " <td>/The-rolling-stones-citadel-lyrics</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>primary_artist</th>\n",
- " <td>{'name': 'The Beatles', 'header_image_url': 'h...</td>\n",
- " <td>{'name': 'The Beatles', 'header_image_url': 'h...</td>\n",
- " <td>{'name': 'The Beatles', 'header_image_url': 'h...</td>\n",
- " <td>{'name': 'The Beatles', 'header_image_url': 'h...</td>\n",
- " <td>{'name': 'The Beatles', 'header_image_url': 'h...</td>\n",
- " <td>{'name': 'The Beatles', 'header_image_url': 'h...</td>\n",
- " <td>{'name': 'The Beatles', 'header_image_url': 'h...</td>\n",
- " <td>{'name': 'The Beatles', 'header_image_url': 'h...</td>\n",
- " <td>{'name': 'The Beatles', 'header_image_url': 'h...</td>\n",
- " <td>{'name': 'The Beatles', 'header_image_url': 'h...</td>\n",
- " <td>...</td>\n",
- " <td>{'name': 'The Rolling Stones', 'header_image_u...</td>\n",
- " <td>{'name': 'The Rolling Stones', 'header_image_u...</td>\n",
- " <td>{'name': 'The Rolling Stones', 'header_image_u...</td>\n",
- " <td>{'name': 'The Rolling Stones', 'header_image_u...</td>\n",
- " <td>{'name': 'The Rolling Stones', 'header_image_u...</td>\n",
- " <td>{'name': 'The Rolling Stones', 'header_image_u...</td>\n",
- " <td>{'name': 'The Rolling Stones', 'header_image_u...</td>\n",
- " <td>{'name': 'The Rolling Stones', 'header_image_u...</td>\n",
- " <td>{'name': 'The Rolling Stones', 'header_image_u...</td>\n",
- " <td>{'name': 'The Rolling Stones', 'header_image_u...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>pyongs_count</th>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>15</td>\n",
- " <td>2</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>1</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>...</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>7</td>\n",
- " <td>NaN</td>\n",
+ " <th>65</th>\n",
+ " <td>4cLoL5KPfE1hAwfsO84FX7</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>Because - Remastered 2009</td>\n",
+ " <td>0.1620</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>song_art_image_thumbnail_url</th>\n",
- " <td>https://images.genius.com/ad1f59e8a03be4eb521e...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/110537_cda_...</td>\n",
- " <td>https://images.genius.com/68c11c7f5b6b66194d77...</td>\n",
- " <td>https://images.genius.com/68c11c7f5b6b66194d77...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/1360709432_...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/110537_cda_...</td>\n",
- " <td>https://images.genius.com/ad1f59e8a03be4eb521e...</td>\n",
- " <td>https://images.genius.com/560d707ac51a528c952d...</td>\n",
- " <td>https://images.genius.com/ad1f59e8a03be4eb521e...</td>\n",
- " <td>https://images.genius.com/4268a08d2b36372eb6e8...</td>\n",
- " <td>...</td>\n",
- " <td>https://images.genius.com/9c0263f14c39b6df59e5...</td>\n",
- " <td>https://images.genius.com/eb7fd9257058b77179cb...</td>\n",
- " <td>https://images.genius.com/a8ed1f93846da84943a7...</td>\n",
- " <td>https://images.rapgenius.com/ac969979ccb91a0d2...</td>\n",
- " <td>https://images.genius.com/23bbf05f7ee8286a8905...</td>\n",
- " <td>https://images.genius.com/6c322c96140487d56076...</td>\n",
- " <td>https://images.genius.com/076d49bcc219432b68b4...</td>\n",
- " <td>https://images.genius.com/076d49bcc219432b68b4...</td>\n",
- " <td>https://images.genius.com/5b7d4f11893ff2fdeba7...</td>\n",
- " <td>https://images.genius.com/31323212a74c2a8d99eb...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>stats</th>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'pageviews': 5905, 'unreviewed_...</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'pageviews': 8619, 'unreviewed_...</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>...</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
- " <td>{'hot': False, 'pageviews': 20738, 'unreviewed...</td>\n",
- " <td>{'hot': False, 'unreviewed_annotations': 14}</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>title</th>\n",
- " <td>All Together on the Wireless Machine</td>\n",
- " <td>A Little Rhyme</td>\n",
- " <td>And I Love Her</td>\n",
- " <td>Any Time at All</td>\n",
- " <td>A Taste of Honey</td>\n",
- " <td>Beatle Greetings</td>\n",
- " <td>Can You Take Me Back</td>\n",
- " <td>Carry That Weight</td>\n",
- " <td>Down in Eastern Australia</td>\n",
- " <td>Everybody's Trying to Be My Baby</td>\n",
- " <td>...</td>\n",
- " <td>You Can't Catch Me</td>\n",
- " <td>You Don't Have To Mean It</td>\n",
- " <td>You Got Me Rocking</td>\n",
- " <td>You Got the Silver</td>\n",
- " <td>Don't Look Back</td>\n",
- " <td>Each and every day of the year</td>\n",
- " <td>I'm A King Bee</td>\n",
- " <td>Little By Little</td>\n",
- " <td>Brown Sugar</td>\n",
- " <td>Citadel</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>url</th>\n",
- " <td>https://genius.com/The-beatles-all-together-on...</td>\n",
- " <td>https://genius.com/The-beatles-a-little-rhyme-...</td>\n",
- " <td>https://genius.com/The-beatles-and-i-love-her-...</td>\n",
- " <td>https://genius.com/The-beatles-any-time-at-all...</td>\n",
- " <td>https://genius.com/The-beatles-a-taste-of-hone...</td>\n",
- " <td>https://genius.com/The-beatles-beatle-greeting...</td>\n",
- " <td>https://genius.com/The-beatles-can-you-take-me...</td>\n",
- " <td>https://genius.com/The-beatles-carry-that-weig...</td>\n",
- " <td>https://genius.com/The-beatles-down-in-eastern...</td>\n",
- " <td>https://genius.com/The-beatles-everybodys-tryi...</td>\n",
- " <td>...</td>\n",
- " <td>https://genius.com/The-rolling-stones-you-cant...</td>\n",
- " <td>https://genius.com/The-rolling-stones-you-dont...</td>\n",
- " <td>https://genius.com/The-rolling-stones-you-got-...</td>\n",
- " <td>https://genius.com/The-rolling-stones-you-got-...</td>\n",
- " <td>https://genius.com/The-rolling-stones-dont-loo...</td>\n",
- " <td>https://genius.com/The-rolling-stones-each-and...</td>\n",
- " <td>https://genius.com/The-rolling-stones-im-a-kin...</td>\n",
- " <td>https://genius.com/The-rolling-stones-little-b...</td>\n",
- " <td>https://genius.com/The-rolling-stones-brown-su...</td>\n",
- " <td>https://genius.com/The-rolling-stones-citadel-...</td>\n",
+ " <th>43</th>\n",
+ " <td>7iABnSNZciNepqGtjMQxxd</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>Come Together - Remastered 2015</td>\n",
+ " <td>0.1780</td>\n",
" </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "<p>18 rows × 1071 columns</p>\n",
- "</div>"
- ],
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- "header_image_url https://s3.amazonaws.com/rapgenius/110537_cda_... \n",
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- "title Carry That Weight \n",
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- "\n",
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- "title You Got the Silver \n",
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- "\n",
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- "annotation_count 1 \n",
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- "id 1245984 \n",
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- "song_art_image_thumbnail_url https://images.genius.com/23bbf05f7ee8286a8905... \n",
- "stats {'hot': False, 'unreviewed_annotations': 0} \n",
- "title Don't Look Back \n",
- "url https://genius.com/The-rolling-stones-dont-loo... \n",
- "\n",
- " 1066 \\\n",
- "_id 311907 \n",
- "annotation_count 1 \n",
- "api_path /songs/311907 \n",
- "ctitle each and every day of the year \n",
- "full_title Each and every day of the year by The Rolling ... \n",
- "header_image_thumbnail_url https://images.genius.com/6c322c96140487d56076... \n",
- "header_image_url https://images.genius.com/6c322c96140487d56076... \n",
- "id 311907 \n",
- "lyrics do i miss her kiss at night time arms around m... \n",
- "lyrics_owner_id 354385 \n",
- "original_lyrics \\n\\n[Verse 1]\\nDo I miss her kiss at night tim... \n",
- "path /The-rolling-stones-each-and-every-day-of-the-... \n",
- "primary_artist {'name': 'The Rolling Stones', 'header_image_u... \n",
- "pyongs_count NaN \n",
- "song_art_image_thumbnail_url https://images.genius.com/6c322c96140487d56076... \n",
- "stats {'hot': False, 'unreviewed_annotations': 0} \n",
- "title Each and every day of the year \n",
- "url https://genius.com/The-rolling-stones-each-and... \n",
- "\n",
- " 1067 \\\n",
- "_id 310293 \n",
- "annotation_count 4 \n",
- "api_path /songs/310293 \n",
- "ctitle im a king bee \n",
- "full_title I'm A King Bee by The Rolling Stones \n",
- "header_image_thumbnail_url https://images.genius.com/076d49bcc219432b68b4... \n",
- "header_image_url https://images.genius.com/076d49bcc219432b68b4... \n",
- "id 310293 \n",
- "lyrics well i am a king bee buzzing around your hive ... \n",
- "lyrics_owner_id 354383 \n",
- "original_lyrics \\n\\n[Chorus]\\nWell I am a king bee\\nBuzzing ar... \n",
- "path /The-rolling-stones-im-a-king-bee-lyrics \n",
- "primary_artist {'name': 'The Rolling Stones', 'header_image_u... \n",
- "pyongs_count NaN \n",
- "song_art_image_thumbnail_url https://images.genius.com/076d49bcc219432b68b4... \n",
- "stats {'hot': False, 'unreviewed_annotations': 0} \n",
- "title I'm A King Bee \n",
- "url https://genius.com/The-rolling-stones-im-a-kin... \n",
- "\n",
- " 1068 \\\n",
- "_id 310289 \n",
- "annotation_count 1 \n",
- "api_path /songs/310289 \n",
- "ctitle little by little \n",
- "full_title Little By Little by The Rolling Stones \n",
- "header_image_thumbnail_url https://images.genius.com/076d49bcc219432b68b4... \n",
- "header_image_url https://images.genius.com/076d49bcc219432b68b4... \n",
- "id 310289 \n",
- "lyrics tried to trail you last night, baby, trail you... \n",
- "lyrics_owner_id 354383 \n",
- "original_lyrics \\n\\n[Verse 1]\\nTried to trail you last night, ... \n",
- "path /The-rolling-stones-little-by-little-lyrics \n",
- "primary_artist {'name': 'The Rolling Stones', 'header_image_u... \n",
- "pyongs_count NaN \n",
- "song_art_image_thumbnail_url https://images.genius.com/076d49bcc219432b68b4... \n",
- "stats {'hot': False, 'unreviewed_annotations': 0} \n",
- "title Little By Little \n",
- "url https://genius.com/The-rolling-stones-little-b... \n",
- "\n",
- " 1069 \\\n",
- "_id 106069 \n",
- "annotation_count 16 \n",
- "api_path /songs/106069 \n",
- "ctitle brown sugar \n",
- "full_title Brown Sugar by The Rolling Stones \n",
- "header_image_thumbnail_url https://images.genius.com/5b7d4f11893ff2fdeba7... \n",
- "header_image_url https://images.genius.com/5b7d4f11893ff2fdeba7... \n",
- "id 106069 \n",
- "lyrics gold coast slave ship bound for cotton fields ... \n",
- "lyrics_owner_id 16 \n",
- "original_lyrics \\n\\n[Verse 1]\\nGold coast slave ship bound for... \n",
- "path /The-rolling-stones-brown-sugar-lyrics \n",
- "primary_artist {'name': 'The Rolling Stones', 'header_image_u... \n",
- "pyongs_count 7 \n",
- "song_art_image_thumbnail_url https://images.genius.com/5b7d4f11893ff2fdeba7... \n",
- "stats {'hot': False, 'pageviews': 20738, 'unreviewed... \n",
- "title Brown Sugar \n",
- "url https://genius.com/The-rolling-stones-brown-su... \n",
- "\n",
- " 1070 \n",
- "_id 310543 \n",
- "annotation_count 15 \n",
- "api_path /songs/310543 \n",
- "ctitle citadel \n",
- "full_title Citadel by The Rolling Stones \n",
- "header_image_thumbnail_url https://images.genius.com/31323212a74c2a8d99eb... \n",
- "header_image_url https://images.genius.com/31323212a74c2a8d99eb... \n",
- "id 310543 \n",
- "lyrics men are armed shout who goes there we have jou... \n",
- "lyrics_owner_id 354608 \n",
- "original_lyrics \\n\\n[Verse 1]\\nMen are armed shout who goes th... \n",
- "path /The-rolling-stones-citadel-lyrics \n",
- "primary_artist {'name': 'The Rolling Stones', 'header_image_u... \n",
- "pyongs_count NaN \n",
- "song_art_image_thumbnail_url https://images.genius.com/31323212a74c2a8d99eb... \n",
- "stats {'hot': False, 'unreviewed_annotations': 14} \n",
- "title Citadel \n",
- "url https://genius.com/The-rolling-stones-citadel-... \n",
- "\n",
- "[18 rows x 1071 columns]"
- ]
- },
- "execution_count": 16,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "gsongs = pd.DataFrame(list(genius_tracks.find()))\n",
- "gsongs.T"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 17,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'original_lyrics_text'"
- ]
- },
- "execution_count": 17,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "genius_tracks.create_index([('original_lyrics', pymongo.TEXT)])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 18,
- "metadata": {
- "scrolled": true
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[\"\\n\\nClaudine's back in jail again\\nClaudine's back in jail (again)\\nClaudine's back in jail again\\nClaudine\\n\\nClaudine's back in jail again\\nClaudine's back in jail (again)\\nShe only does it at weekends\\nClaudine\\nOh, Claudine\\n\\nNow only Spider knows for sure\\nBut he ain't talkin' about it any more\\nIs he, Claudine?\\n\\nThere's blood in the chalet\\nAnd blood in the snow\\n(She)Washed her hands of the whole damn show\\nThe best thing you could do, Claudine\\n\\nShot him once right through the head\\nShot him twice right through the chest\\nThe judge says (ruled) it was an accident\\nClaudine\\nAccidents will happen\\n(In the best homes)\\n\\nAnd Claudine's back in jail again\\nClaudine's back in jail again\\nClaudine's back in jail again\\nClaudine\\n\\n(Claudine's back in jail again\\nClaudine's back in jail again\\nClaudine's back in jail again\\n\\nClaudine) (additional chorus)\\nI'll tell you something\\nNow Claudine's back in jail again\\nClaudine's back in jail again\\nClaudine's back in jail again\\nClaudine\\n\\nTell you one more\\n\\nClaudine's back in jail again\\nClaudine's back in jail again\\nClaudine's back in jail again\\nHuh Claudine?\\n\\nOh Claudine...\\n\\nOooo ...\\nWhat about the children, baby?\\nPoor, poor children\\n\\nNow I threaten my wife with a gun\\nI always leave the safety on\\nI recommend it\\nClaudine\\n\\nNow she pistol whipped me once or twice\\nBut she never tried to take my life\\n(What do you think about that)\\nClaudine\\n\\nThe prettiest girl I ever seen\\nI saw you on the movie screen\\nHope you don't try to make a sacrifice of me\\nClaudine\\n(Don't get trigger happy with me)\\nDon't wave a gun at me\\n(Claudine)\\n\\nI said Claudine's back in jail again\\nClaudine's back in jail again\\nClaudine's back in jail again\\nClaudine\\n\\nI said Claudine's back in jail again\\nClaudine's back in jail again\\nShe only does it at weekends\\nClaudine\\n\\nKeith, will you put that weapon down?\\n\\nOh Claudine\\n\\nOh Claudine\\n\\n\",\n",
- " \"\\n\\n[Verse 1]\\nI'm not talking about the kind of clothes she wears\\nLook at that stupid girl\\nI'm not talking about the way she combs her hair\\nLook at that stupid girl\\n\\nThe way she powders her nose\\nHer vanity shows and it shows\\nShe's the worst thing in this world\\nWell, look at that stupid girl\\n\\n[Verse 2]\\nI'm not talking about the way she digs for gold\\nLook at that stupid girl\\nWell, I'm talking about the way she grabs and holds\\nLook at that stupid girl\\n\\nThe way she talks about someone else\\nThat she don't even know herself\\nShe's the sickest thing in this world\\nWell, look at that stupid girl\\n\\n[Chorus]\\nWell, I'm sick and tired and I really have my doubts\\nI've tried and tried, but it never really works out\\n\\n[Verse 3]\\nLike a lady-in-waiting to a virgin queen\\nLook at that stupid girl\\nShe bitches about things that she's never seen\\nLook at that stupid girl\\n\\nIt doesn't matter if she dyes her hair\\nOr the color of the shoes she wears\\nShe's the worst thing in this world\\nWell, look at that stupid girl\\n\\n[Guitar Break]\\n\\n[Verse 4]\\nLike a lady-in-waiting to a virgin queen\\nLook at that stupid girl\\nShe bitches about things that she's never seen\\nLook at that stupid girl\\n\\nAnd she purrs like a pussycat\\nThen she turns around and hisses back\\nShe's the sickest thing in this world\\nLook at that stupid girl\\n\\n\",\n",
- " \"\\n\\n[Verse 1]\\nWent out walking through the wood the other day\\nAnd the world was a carpet laid before me\\nThe buds were bursting and the air smelled sweet and strange\\nAnd it seemed about a hundred years ago\\nMary and I, we would sit upon a gate\\nJust gazing at some dragon in the sky\\nWhat tender days, we had no secrets hid away\\nWell, it seemed about a hundred years ago\\nNow all my friends are wearing worried smiles\\nLiving out a dream of what they was\\nDon't you think it's sometimes wise not to grow up?\\nWend out walking through the wood the other day\\nCan't you see the furrows in my forehead?\\nWhat tender days, we had no secrets hid away\\nNow it seems about a hundred years ago\\nNow if you see me drinking bad red wine\\nDon't worry 'bout this man that you love\\nDon't you think it's sometimes wise not to grow up?\\n\\n[Chorus]\\nYou're going to kiss and say good-bye, yeah, I warn you[x2]\\nYou're going to kiss and say good-bye, oh Lord, I warn you\\n\\n[Verse 2]\\nAnd please excuse me while I hide away\\nCall me lazy bones\\nIsn’t got no time to waste away\\nLazy bones has not got no time to waste away\\nDon't you think it's just about time to hide away? Yeah, yeah!\\n\\n\",\n",
- " \"\\n\\n[Instrument break]\\n\\n[Verse 1]\\nI don't like you\\nBut I love you\\nSeems that I'm always\\nThinking of you\\nOh, oh, oh\\nYou treat me badly\\nI love you madly\\nYou've really got a hold on me\\nYou've really got a hold on me, baby\\n\\n[Verse 2]\\nI don't want you\\nBut I need you\\nDon't want to kiss you\\nBut I need to\\nOh, oh, oh\\nYou do me wrong now\\nMy love is strong now\\nYou've really got a hold on me\\nYou've really got a hold on me, baby\\n\\n[Chorus]\\nI love you and all I want you to do\\nIs just hold me, hold me, hold me, hold me\\nTighter\\nTighter\\n\\n[Verse 3]\\nI want to leave you\\nDon't want to stay here\\nDon't want to spend\\nAnother day here\\nOh, oh, oh, I want to split now\\nI just can quit now\\nYou've really got a hold on me\\nYou've really got a hold on me, baby\\n\\nI love you and all I want you to do\\nIs just hold me, hold me, hold me, hold me\\n\\n[Outro]\\nYou've really got a hold on me\\nYou've really got a hold on me\\n\\n\",\n",
- " \"\\n\\n[Verse 1]\\nThe best things in life are free\\nBut you can keep them for the birds and bees\\nNow give me money\\nThat's what I want\\nThat's what I want, yeah\\nThat's what I want\\n\\nYour loving gives me a thrill\\nBut your loving don't pay my bills\\nNow give me money\\nThat's what I want\\nThat's what I want, yeah\\nThat's what I want\\n\\n[Chorus] [x2]\\nMoney don't get everything it's true\\nWhat it don't get, I can't use\\nNow give me money\\nThat's what I want\\nThat's what I want, yeah\\nThat's what I want, wah\\n\\n[Verse 2]\\nWell now give me money\\nA lot of money\\nWow, yeah, I want to be free\\nOh I want money\\nThat's what I want\\nThat's what I want, well\\nNow give me money\\nA lot of money\\nWow, yeah, you need money\\nNow, give me money\\nThat's what I want, yeah\\nThat's what I want\\n\\n\",\n",
- " '\\n\\n[Intro]\\nI say hey, Mona\\nOh, Mona\\nI say yeah, yeah, yeah, yeah, Mona\\nOh, Mona\\n\\n[Chorus][x2]\\nI tell you Mona what I want to do\\nI will build a house next door to you\\nCan I see you sometimes?\\nWe can blow kisses through the blinds\\nYeah can I out come out on the front\\nAnd listen to my heart go bumped bump\\nI need you baby that is no lie\\nWithout your love I would surely die\\nI say hey, Mona\\nOh, Mona\\nI say yeah, yeah, yeah, yeah, Mona\\nOh, Mona\\nI say hey, hey Mona\\nOh, Mona\\nI say yeah, yeah, yeah, yeah, Mona\\nOh, Mona\\n\\n',\n",
- " \"\\n\\n[Verse 1]\\nNow, if you want to hear some boogie like I am going to play\\nIt is just an old piano and a knockout bass\\nThe drummer's man's a cat, they call Charlie McCoy\\nYou know, remember that rubber legged boy?\\nMama, cooking chicken fried and bacon grease\\nCome on along boys, it is just down the road apiece\\n\\n[Chorus][x2]\\nWell there is a place you really get your kicks\\nIt is open every night about twelve to six\\nNow if you want to hear some boogie you can get your fill\\nAnd shove and sting like an old steam drill\\nCome on along you can lose your lead\\nDown the road, down the road, down the road apiece\\n\\n\",\n",
- " \"\\n\\n[Verse 1]\\nSun turnin' 'round with graceful motion\\nWe're setting off with soft explosion\\nBound for a star with fiery oceans\\nIt's so very lonely, you're a hundred light years from home\\nFreezing red deserts turn to dark\\nEnergy here in every part\\nIt's so very lonely, you're six hundred light years from home\\n\\n[Chorus]\\nIt's so very lonely, you're a thousand light years from home\\nIt's so very lonely, you're a thousand light years from home\\n\\n[Verse 2]\\nBell flight fourteen you now can land\\nSee you on Aldebaran, safe on the green desert sand\\nIt's so very lonely, you're two thousand light years from home\\nIt's so very lonely, you're two thousand light years from home\\n\\n\",\n",
- " '\\n\\n[Intro]\\nWell if you ever plan to motor west\\nJust take my way that is the highway that is the best\\n\\n[Verse]\\nGet your kicks on Route 66\\nWell it winds from Chicago to L.A\\nMore than 2000 miles all the way\\nGet your kicks on Route 66\\n\\n[Chorus][x2]\\nWell goes from St. Louie down to Missouri\\nOklahoma city looks oh so pretty\\nYou will see Amarillo and Gallup, New Mexico\\nFlagstaff, Arizona do not forget Winona\\nKingman, Barstow, San Bernardino\\nWould you get hip to this kindly tip\\nAnd go take that California trip\\nGet your kicks on Route 66\\n\\n',\n",
- " \"\\n\\nWell, they tell me of a pie up in the sky\\nWaiting for me when I die\\nBut between the day you're born and when you die\\nYou know, they never seem to hear even your cry\\n\\nChorus:\\nSo as sure as the sun will shine\\nI'm gonna get my share now what is mine\\nAnd then the harder they come\\nThe harder they fall\\nOne and all\\nThe harder they come\\nThe harder they fall\\nOne and all\\n\\nAnd the oppressors are trying to track me down\\nThey're trying to drive me underground\\nAnd they think that they have got the battle won\\nI say, forgive them Lord, they know not what they've done\\n\\nAnd I keep on fighting for the things I want\\nThough I know that when you're dead you can't\\nBut I'd rather be a free man in my grave\\nThan living as a puppet or a slave\\n\\n\"]"
- ]
- },
- "execution_count": 18,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "[t['original_lyrics'] for t in genius_tracks.find({'$text': {'$search': 'chorus'}}, limit=10)]"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Matching datasets<a name=\"matchingdatasets\"></a>\n",
- "Now it's time to match up the datasets. First, we simplify the titles of the tracks, to sidestep differences in punctuation, capitalisation, and the like.\n",
- "\n",
- "* [Top](#top)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 19,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": [
- "def canonical_name(text):\n",
- " t1 = re.sub(' - .*', '', text) # Strip the \" - Remastered 2015\" suffix\n",
- " t2 = re.sub('[^\\w\\s]', '', t1) # strip all characters except letters, numbers, and whitespace\n",
- " t3 = re.sub('\\s+', ' ', t2) # collapse whitespace\n",
- " return t3.lower() # convert to lowercase and return"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 20,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'a hard days night'"
- ]
- },
- "execution_count": 20,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "canonical_name(\"A Hard Day's Night - Live / Remastered\")"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Add the simplified title to each track in the Spotify and Genius collections."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 21,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": [
- "for t in tracks.find():\n",
- " tracks.update_one({'_id': t['_id']}, {'$set': {'ctitle': canonical_name(t['name'])}})\n",
- "for t in genius_tracks.find():\n",
- " genius_tracks.update_one({'_id': t['_id']}, {'$set': {'ctitle': canonical_name(t['title'])}})"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Now to see what the differences are. Find the tracks that are in both collections, and tracks that are in only one."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 22,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "(489, 559, 57)"
- ]
- },
- "execution_count": 22,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "in_both = set(g['ctitle'] for g in genius_tracks.find({}, ['ctitle']) if tracks.find({'ctitle': g['ctitle']}).count())\n",
- "genius_only = set(g['ctitle'] for g in genius_tracks.find({}, ['ctitle']) if not tracks.find({'ctitle': g['ctitle']}).count())\n",
- "spotify_only = set(s['ctitle'] for s in tracks.find({}, ['ctitle']) if not genius_tracks.find({'ctitle': s['ctitle']}).count())\n",
- "len(in_both), len(genius_only), len(spotify_only)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 23,
- "metadata": {
- "scrolled": true
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "{'2 2 5 live at earls court',\n",
- " 'a punch up at a wedding',\n",
- " 'band introductions',\n",
- " 'bloom blawan rmx',\n",
- " 'bloom harmonic 313 rmx',\n",
- " 'bloom jamie xx rework',\n",
- " 'bloom mark pritchard rmx',\n",
- " 'bloom objekt rmx',\n",
- " 'bullet proof i wish i was',\n",
- " 'charlies intro to little red rooster',\n",
- " 'codex illum sphere',\n",
- " 'dollars cents',\n",
- " 'dollars cents live',\n",
- " 'everybody needs somebody to love finale',\n",
- " 'everything in its right place live in france',\n",
- " 'faraway eyes',\n",
- " 'feral lone rmx',\n",
- " 'fog again live',\n",
- " 'give up the ghost brokenchord rmx',\n",
- " 'give up the ghost thriller houseghost remix',\n",
- " 'good evening mrs magpie modeselektor rmx',\n",
- " 'i might be wrong live',\n",
- " 'i will los angeles version',\n",
- " 'idioteque live in oxford',\n",
- " 'intro take the a train',\n",
- " 'jumping jack flash',\n",
- " 'just my imagination',\n",
- " 'kansas city heyheyheyhey',\n",
- " 'key to the highway',\n",
- " 'like spinning plates live',\n",
- " 'little by little caribou rmx',\n",
- " 'little by little shed',\n",
- " 'little ta',\n",
- " 'lotus flower jacques greene rmx',\n",
- " 'lotus flower sbtrkt rmx',\n",
- " 'march of the meanies',\n",
- " 'martin scorsese intro',\n",
- " 'morning bell live in oxford',\n",
- " 'morning mr magpie nathan fake rmx',\n",
- " 'morning mr magpie pearson sound scavenger rmx',\n",
- " 'outro',\n",
- " 'packt like sardines in a crushed tin box',\n",
- " 'pepperland',\n",
- " 'pepperland laid waste',\n",
- " 'remyxomatosis cristian vogel rmx',\n",
- " 'revolution 1',\n",
- " 'sea of holes',\n",
- " 'sea of monsters',\n",
- " 'sea of time',\n",
- " 'separator anstam rmx',\n",
- " 'separator four tet rmx',\n",
- " 'skttrbrain four tet remix',\n",
- " 'the national anthem live in france',\n",
- " 'tkol altrice rmx',\n",
- " 'true love waits live in oslo',\n",
- " 'untitled',\n",
- " 'when im sixty four'}"
- ]
- },
- "execution_count": 23,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "spotify_only"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 24,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "{'100 years ago',\n",
- " '1822',\n",
- " '19th nervous breakdown',\n",
- " '2000 light years from home',\n",
- " '2000 man',\n",
- " '2120 south michigan avenue',\n",
- " '3',\n",
- " 'a little rhyme',\n",
- " 'a moon shaped pool tracklist album cover',\n",
- " 'a picture of you',\n",
- " 'a punchup at a wedding',\n",
- " 'a reminder',\n",
- " 'a shot of rhythm and blues',\n",
- " 'across the universe wildlife version',\n",
- " 'aint she sweet',\n",
- " 'aint that loving you baby',\n",
- " 'aint too proud to beg',\n",
- " 'all sold out',\n",
- " 'all things must pass',\n",
- " 'all together on the wireless machine',\n",
- " 'andrews blues',\n",
- " 'another beatles christmas record',\n",
- " 'anyway you look at it',\n",
- " 'around and around',\n",
- " 'baby please dont go',\n",
- " 'baby whats wrong',\n",
- " 'backstreet girl',\n",
- " 'bad boy',\n",
- " 'bad to me',\n",
- " 'banana co',\n",
- " 'beatle greetings',\n",
- " 'beatles movie medley',\n",
- " 'beautiful delilah',\n",
- " 'beautiful dreamer',\n",
- " 'bebopalula',\n",
- " 'because i know you love me so',\n",
- " 'being for the benefit of mr kite take 7',\n",
- " 'being for the benefit of mr kite takes 1 2',\n",
- " 'being for the benefit of mr kitei want you shes so heavyhelter skelter',\n",
- " 'besame mucho',\n",
- " 'big boots',\n",
- " 'big ideas',\n",
- " 'bishops robes',\n",
- " 'bitch',\n",
- " 'bitches talkin',\n",
- " 'blackbirdyesterday',\n",
- " 'blood red wine',\n",
- " 'blue moon of kentucky',\n",
- " 'blue suede shoes',\n",
- " 'blue turns to grey',\n",
- " 'bright lights big city',\n",
- " 'bullet proofi wish i was',\n",
- " 'burning bush',\n",
- " 'bye bye johnny',\n",
- " 'can i get a witness',\n",
- " 'can you hear the music',\n",
- " 'can you take me back',\n",
- " 'cant get next to you',\n",
- " 'carol',\n",
- " 'casino boogie',\n",
- " 'ceremony',\n",
- " 'charlie watts introduction of marianne faithfull',\n",
- " 'cherry oh baby',\n",
- " 'child of nature',\n",
- " 'child of the moon',\n",
- " 'christmas time is here again',\n",
- " 'cinnamon girl',\n",
- " 'citadel',\n",
- " 'clarabella',\n",
- " 'climbing up a bloody great hill',\n",
- " 'cocksucker blues',\n",
- " 'coke babies',\n",
- " 'come and get it',\n",
- " 'come on',\n",
- " 'come togetherdear prudence',\n",
- " 'coming down again',\n",
- " 'commonwealth',\n",
- " 'complicated',\n",
- " 'con le mie lacrime',\n",
- " 'confessin the blues',\n",
- " 'congratulations',\n",
- " 'cook cook blues',\n",
- " 'cool calm and collected',\n",
- " 'cops and robbers',\n",
- " 'corinna',\n",
- " 'country honk',\n",
- " 'crackin up',\n",
- " 'crazy mama',\n",
- " 'crinsk dee night',\n",
- " 'criss cross man',\n",
- " 'crushed pearl',\n",
- " 'cry for a shadow',\n",
- " 'cry to me',\n",
- " 'crying waiting hoping',\n",
- " 'cut a hole',\n",
- " 'cuttooth',\n",
- " 'da doo ron ron',\n",
- " 'dance',\n",
- " 'dance little sister',\n",
- " 'dancing in the light',\n",
- " 'dancing with mr d',\n",
- " 'dandelion',\n",
- " 'dear doctor',\n",
- " 'dear wack',\n",
- " 'diddley daddy',\n",
- " 'dollars and cents',\n",
- " 'doncha bother me',\n",
- " 'dont ever change',\n",
- " 'dont let me down',\n",
- " 'dont lie to me',\n",
- " 'dont look back',\n",
- " 'dont stop',\n",
- " 'doo doo doo doo doo heartbreaker',\n",
- " 'doom and gloom',\n",
- " 'down home girl',\n",
- " 'down in eastern australia',\n",
- " 'down in the bottom',\n",
- " 'downtown suzie',\n",
- " 'dream baby',\n",
- " 'drift away',\n",
- " 'drive my carthe wordwhat youre doing',\n",
- " 'each and every day of the year',\n",
- " 'eds scary song',\n",
- " 'egyptian song',\n",
- " 'eleanor rigbyjulia transition',\n",
- " 'empty heart',\n",
- " 'everybody lies through their teeth',\n",
- " 'everyone needs someone to hate',\n",
- " 'everything is turning to gold',\n",
- " 'faithless the wonderboy',\n",
- " 'falling in love again',\n",
- " 'family',\n",
- " 'fancyman blues',\n",
- " 'fanny mae',\n",
- " 'fasttrack',\n",
- " 'final show',\n",
- " 'fingerprint file',\n",
- " 'flight 505',\n",
- " 'fog',\n",
- " 'follow me around',\n",
- " 'following the river',\n",
- " 'fool to cry',\n",
- " 'fortune teller',\n",
- " 'four guys',\n",
- " 'free as a bird',\n",
- " 'from fluff to you',\n",
- " 'from us to you',\n",
- " 'gangsters maul',\n",
- " 'get back aka no pakistanis',\n",
- " 'get off of my cloud',\n",
- " 'give it up',\n",
- " 'give peace a chance',\n",
- " 'glad all over',\n",
- " 'glass onion love remix',\n",
- " 'gnik nus',\n",
- " 'goin home',\n",
- " 'gomper',\n",
- " 'good time women',\n",
- " 'good times',\n",
- " 'good times bad times',\n",
- " 'goodbye',\n",
- " 'goodbye girl',\n",
- " 'gotta get away',\n",
- " 'grown up wrong',\n",
- " 'hallelujah i love her so',\n",
- " 'hand of fate',\n",
- " 'happy song',\n",
- " 'harlem shuffle ny mix',\n",
- " 'harry patch in memory of',\n",
- " 'have a banana',\n",
- " 'have a banana speech',\n",
- " 'have you seen your mother baby standing in the shadow',\n",
- " 'hear me lord harrison',\n",
- " 'heart of stone',\n",
- " 'heavys pizza',\n",
- " 'hello little girl',\n",
- " 'here comes the sunthe inner light transition',\n",
- " 'hey crawdaddy',\n",
- " 'hey negrita',\n",
- " 'hide your love',\n",
- " 'highway child',\n",
- " 'hiheel sneakers',\n",
- " 'hitch hike',\n",
- " 'honest i do',\n",
- " 'hoochie coochie man',\n",
- " 'hot stuff',\n",
- " 'hound dog',\n",
- " 'how can you be sure',\n",
- " 'how do you do it',\n",
- " 'how i made my millions',\n",
- " 'i aint superstitious',\n",
- " 'i am waiting',\n",
- " 'i call your name',\n",
- " 'i cant be satisfied',\n",
- " 'i cant help it',\n",
- " 'i dont know why',\n",
- " 'i dont know why aka dont know why i love you',\n",
- " 'i forgot to remember to forget',\n",
- " 'i froze up',\n",
- " 'i get a kick out of you',\n",
- " 'i got a woman',\n",
- " 'i got the blues',\n",
- " 'i got to find my baby',\n",
- " 'i just dont understand',\n",
- " 'i just want to make love to you',\n",
- " 'i just want to see his face',\n",
- " 'i need you baby mona',\n",
- " 'i promise',\n",
- " 'i think im going mad',\n",
- " 'i want none of this',\n",
- " 'i want to be loved',\n",
- " 'i want to know',\n",
- " 'id much rather be with the boys',\n",
- " 'if i was a dancer dance part 2',\n",
- " 'if you cant rock me',\n",
- " 'if you let me',\n",
- " 'if you love me baby',\n",
- " 'if you need me',\n",
- " 'if you really want to be my friend',\n",
- " 'if youve got trouble',\n",
- " 'ill be on my way',\n",
- " 'ill get you',\n",
- " 'ill wear it proudly',\n",
- " 'ill wind',\n",
- " 'im a king bee',\n",
- " 'im coming up',\n",
- " 'im down',\n",
- " 'im going down',\n",
- " 'im gonna drive',\n",
- " 'im gonna sit right down and cry over you',\n",
- " 'im not signifying',\n",
- " 'im talking about you',\n",
- " 'in another land',\n",
- " 'in spite of all the danger',\n",
- " 'india',\n",
- " 'india rubber',\n",
- " 'inside my head',\n",
- " 'intro',\n",
- " 'intro excerpt from fanfare for the common man',\n",
- " 'it hurts me too',\n",
- " 'it should be you',\n",
- " 'its all over now',\n",
- " 'its for you',\n",
- " 'its not easy',\n",
- " 'ive been loving you too long',\n",
- " 'james bond theme',\n",
- " 'jazz piano song',\n",
- " 'jerusalem',\n",
- " 'jigsaw puzzle',\n",
- " 'jingle bells',\n",
- " 'jiving sister fanny',\n",
- " 'john lennon vs bill oreilly',\n",
- " 'john wesley harding',\n",
- " 'johnny b goode',\n",
- " 'jump on top of me',\n",
- " 'junk',\n",
- " 'just a rumour',\n",
- " 'just a rumour speech',\n",
- " 'kansas city',\n",
- " 'keep strong',\n",
- " 'keep your hands off my baby',\n",
- " 'keith richards introduction of the who',\n",
- " 'keys to your love',\n",
- " 'kid a tracklist album cover',\n",
- " 'killer cars',\n",
- " 'komm gib mir deine hand',\n",
- " 'ladies and gentlemen the rolling stones',\n",
- " 'lady jane',\n",
- " 'ladytron',\n",
- " 'leave my kitten alone',\n",
- " 'lend me your comb',\n",
- " 'let it loose',\n",
- " 'let it rock',\n",
- " 'lets dance',\n",
- " 'lewis mistreated',\n",
- " 'lift',\n",
- " 'like dreamers do',\n",
- " 'linda lu',\n",
- " 'little queenie',\n",
- " 'little t a',\n",
- " 'lonesome tears in my eyes',\n",
- " 'long long while',\n",
- " 'look what youve done',\n",
- " 'looking tired',\n",
- " 'losing my touch',\n",
- " 'love',\n",
- " 'love of the loved',\n",
- " 'love these goon shows',\n",
- " 'lozenge of love',\n",
- " 'lucille',\n",
- " 'lull',\n",
- " 'luxury',\n",
- " 'mailman bring me no more blues',\n",
- " 'mannish boy',\n",
- " 'manowar',\n",
- " 'mantua',\n",
- " 'maquiladora',\n",
- " 'matchbox',\n",
- " 'medley kansas cityhey hey hey hey',\n",
- " 'medley rip it up shake rattle and roll blue suede shoes',\n",
- " 'meet me in the bottom',\n",
- " 'meeting in the aisle',\n",
- " 'melatonin',\n",
- " 'melody',\n",
- " 'memo from turner',\n",
- " 'memory motel',\n",
- " 'memphis',\n",
- " 'memphis tennessee',\n",
- " 'mercy mercy',\n",
- " 'mick jaggers and john lennons introduction of the dirty mac',\n",
- " 'mick jaggers introduction of rock roll circus',\n",
- " 'mick jaggers introduction to jethro tull',\n",
- " 'million dollar question',\n",
- " 'miss amanda jones',\n",
- " 'miss you dr dre remix 2002',\n",
- " 'missing links bootleg',\n",
- " 'molasses',\n",
- " 'mona',\n",
- " 'money',\n",
- " 'moonlight',\n",
- " 'moonlight bay',\n",
- " 'moonlight mile',\n",
- " 'mothers little helper',\n",
- " 'movie medley',\n",
- " 'mr b',\n",
- " 'my bonnie',\n",
- " 'my bonnie english intro',\n",
- " 'my bonnie german intro',\n",
- " 'my girl',\n",
- " 'my obsession',\n",
- " 'no expectations',\n",
- " 'no reply demo',\n",
- " 'nobody does it better',\n",
- " 'nobodys child',\n",
- " 'not guilty',\n",
- " 'nothin shakin',\n",
- " 'nothin shakin but the leaves on the trees',\n",
- " 'nothing from nothing',\n",
- " 'nothing touches me',\n",
- " 'oh baby we got a good thing goin',\n",
- " 'old brown shoe',\n",
- " 'on the beach',\n",
- " 'on with the show',\n",
- " 'one and one is two',\n",
- " 'one more shot',\n",
- " 'one more try',\n",
- " 'ooh my arms',\n",
- " 'ooh my arms speech',\n",
- " 'ooh my soul',\n",
- " 'open pick',\n",
- " 'out of time',\n",
- " 'packt like sardines in a crushd tin box',\n",
- " 'paint it blacker',\n",
- " 'palo alto',\n",
- " 'pantomime everywhere its christmas',\n",
- " 'parachute woman',\n",
- " 'pass the wine sophia loren',\n",
- " 'pay your dues',\n",
- " 'pearly',\n",
- " 'pedro the fisherman',\n",
- " 'permanent daylight',\n",
- " 'petrol gang',\n",
- " 'phillipa chicken',\n",
- " 'play with fire',\n",
- " 'please go home',\n",
- " 'plundered my soul',\n",
- " 'poison ivy',\n",
- " 'polyethylene parts 1 2',\n",
- " 'pop is dead',\n",
- " 'prodigal son',\n",
- " 'punchdrunk lovesick singalong',\n",
- " 'rain',\n",
- " 'rain fall down william remix',\n",
- " 'ready teddy',\n",
- " 'real love',\n",
- " 'reelin and rockin',\n",
- " 'reminiscing',\n",
- " 'revolution',\n",
- " 'revolution i',\n",
- " 'rhinestone cowboy',\n",
- " 'ride on baby',\n",
- " 'riding on a bus',\n",
- " 'rip it up medley',\n",
- " 'road runner',\n",
- " 'ruby baby',\n",
- " 'sad day',\n",
- " 'saints',\n",
- " 'saints when the saints go marching in',\n",
- " 'salt of the earth',\n",
- " 'searchin',\n",
- " 'september in the rain',\n",
- " 'set fire to that lot',\n",
- " 'set fire to that lot speech',\n",
- " 'sgt peppers lonely hearts club band band documentary multimedia',\n",
- " 'sgt peppers lonely hearts club band reprise',\n",
- " 'sha la la la la',\n",
- " 'shake rattle and roll',\n",
- " 'shake your hips',\n",
- " 'she said yeah',\n",
- " 'she smiled sweetly',\n",
- " 'shes a rainbow',\n",
- " 'short and curlies',\n",
- " 'shout',\n",
- " 'sie liebt dich',\n",
- " 'silver train',\n",
- " 'sing a song for you',\n",
- " 'sing this all together',\n",
- " 'sing this all together see what happens',\n",
- " 'sinking ship',\n",
- " 'sister morphine',\n",
- " 'sittin on a fence',\n",
- " 'sleepy city',\n",
- " 'slow down',\n",
- " 'so divine aladdin story',\n",
- " 'so how come no one loves me',\n",
- " 'soldier of love',\n",
- " 'some other guy',\n",
- " 'some things just stick in your mind',\n",
- " 'somebody else',\n",
- " 'someone else',\n",
- " 'something happened to me yesterday',\n",
- " 'something with blue jay way transition',\n",
- " 'somewhere',\n",
- " 'soul survivor',\n",
- " 'sour milk sea',\n",
- " 'spectre',\n",
- " 'staircase',\n",
- " 'stand by me',\n",
- " 'star star',\n",
- " 'stealing my heart',\n",
- " 'step inside love',\n",
- " 'step inside love los paranoias',\n",
- " 'still a fool',\n",
- " 'stoned',\n",
- " 'stop breaking down',\n",
- " 'stranger in my arms',\n",
- " 'strawberry fields forever take 1',\n",
- " 'strawberry fields forever take 7 edit piece',\n",
- " 'stray cat blues',\n",
- " 'stuck out all alone',\n",
- " 'stupid car',\n",
- " 'stupid girl',\n",
- " 'summertime blues',\n",
- " 'supercollider',\n",
- " 'sure to fall',\n",
- " 'sure to fall in love with you',\n",
- " 'surprise surprise',\n",
- " 'susie q',\n",
- " 'suzy parker',\n",
- " 'swanee river',\n",
- " 'sway',\n",
- " 'sweet black angel',\n",
- " 'sweet georgia brown',\n",
- " 'sweet little sixteen',\n",
- " 'sympathy for the devil fatboy slim remix',\n",
- " 'sympathy for the devil the neptunes remix',\n",
- " 'take good care of my baby',\n",
- " 'take it or leave it',\n",
- " 'talk show host',\n",
- " 'talkin about you',\n",
- " 'teddy boy',\n",
- " 'tell me',\n",
- " 'tell me baby how many times',\n",
- " 'tell me why ep',\n",
- " 'tell me youre coming back',\n",
- " 'thank you girl',\n",
- " 'that girl belongs to yesterday',\n",
- " 'that means a lot',\n",
- " 'thatll be the day',\n",
- " 'thats alright mama',\n",
- " 'the amazing sounds of orgy',\n",
- " 'the beatles 1968 christmas record',\n",
- " 'the beatles christmas record',\n",
- " 'the beatles seventh christmas record',\n",
- " 'the beatles third christmas record',\n",
- " 'the butcher',\n",
- " 'the daily mail',\n",
- " 'the fool on the hill demo',\n",
- " 'the fool on the hill take 4',\n",
- " 'the happy rishikesh song',\n",
- " 'the harder they come',\n",
- " 'the hippy hippy shake',\n",
- " 'the honeymoon song',\n",
- " 'the inner light',\n",
- " 'the lantern',\n",
- " 'the new generation',\n",
- " 'the rocky road to dublin',\n",
- " 'the sheik of araby',\n",
- " 'the singer not the song',\n",
- " 'the storm',\n",
- " 'the thief',\n",
- " 'the trickster',\n",
- " 'the under assistant west coast promotion man',\n",
- " 'these are my twisted words',\n",
- " 'think',\n",
- " 'this boy',\n",
- " 'three cool cats',\n",
- " 'through the lonely nights',\n",
- " 'till the next goodbye',\n",
- " 'time waits for no one',\n",
- " 'title 5',\n",
- " 'to be a brilliant light',\n",
- " 'to know her is to love her',\n",
- " 'too much monkey business',\n",
- " 'torn and frayed',\n",
- " 'transatlantic drawl',\n",
- " 'travellin man',\n",
- " 'try a little harder',\n",
- " 'turd on the run',\n",
- " 'under the board walk',\n",
- " 'union city blue',\n",
- " 'untogether',\n",
- " 'upside down',\n",
- " 'ventilator blues',\n",
- " 'wake up in the morning',\n",
- " 'walking the dog',\n",
- " 'walking through the sleepy city',\n",
- " 'watching rainbows',\n",
- " 'we are wasting time',\n",
- " 'we love you',\n",
- " 'we want the stones',\n",
- " 'were wastin time',\n",
- " 'what a shame',\n",
- " 'what goes on girl',\n",
- " 'what is it that you say',\n",
- " 'what is that you say',\n",
- " 'what to do',\n",
- " 'whatd i say',\n",
- " 'whats the new mary jane',\n",
- " 'when im sixtyfour',\n",
- " 'when the saints go marchin in',\n",
- " 'who am i',\n",
- " 'whos been sleeping here',\n",
- " 'whos driving your plane',\n",
- " 'why',\n",
- " 'wicked child',\n",
- " 'winter',\n",
- " 'wish i never met you',\n",
- " 'wish you were here',\n",
- " 'within you without youtomorrow never knows',\n",
- " 'wonderwall',\n",
- " 'words of love ep',\n",
- " 'worrywort',\n",
- " 'ya ya',\n",
- " 'yes i am',\n",
- " 'yes it is',\n",
- " 'yesterdays papers',\n",
- " 'you better move on',\n",
- " 'you can make it if you try',\n",
- " 'you cant catch me',\n",
- " 'you gotta move',\n",
- " 'you know my name',\n",
- " 'you know my name look up the number',\n",
- " 'you know what to do',\n",
- " 'you never wash up after yourself',\n",
- " 'youll be mine',\n",
- " 'young blood',\n",
- " 'youve got a hold on me',\n",
- " 'yove got to hide your love away'}"
- ]
- },
- "execution_count": 24,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "genius_only"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 25,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "['revolution i', 'revolution']"
- ]
- },
- "execution_count": 25,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "[t for t in genius_only if 'revolution' in t]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 26,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "['revolution 1']"
- ]
- },
- "execution_count": 26,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "[t for t in spotify_only if 'revolution' in t]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 31,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[('when im sixty four', 'when im sixtyfour', 1),\n",
- " ('a punch up at a wedding', 'a punchup at a wedding', 1),\n",
- " ('packt like sardines in a crushed tin box',\n",
- " 'packt like sardines in a crushd tin box',\n",
- " 1),\n",
- " ('little ta', 'little t a', 1),\n",
- " ('revolution 1', 'revolution i', 1),\n",
- " ('revolution 1', 'revolution', 2),\n",
- " ('bullet proof i wish i was', 'bullet proofi wish i was', 1),\n",
- " ('outro', 'intro', 2)]"
- ]
- },
- "execution_count": 31,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "[(s, g, editdistance.eval(s, g)) \n",
- " for s in spotify_only \n",
- " for g in genius_only \n",
- " if editdistance.eval(s, g) < 3]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 31,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[('when im sixty four', 'when im sixtyfour', 1),\n",
- " ('a punch up at a wedding', 'a punchup at a wedding', 1),\n",
- " ('packt like sardines in a crushed tin box',\n",
- " 'packt like sardines in a crushd tin box',\n",
- " 1),\n",
- " ('little ta', 'little t a', 1),\n",
- " ('revolution 1', 'revolution i', 1),\n",
- " ('revolution 1', 'revolution', 2),\n",
- " ('bullet proof i wish i was', 'bullet proofi wish i was', 1),\n",
- " ('outro', 'intro', 2)]"
- ]
- },
- "execution_count": 31,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "[(s, g, editdistance.eval(s, g)) \n",
- " for s in spotify_only \n",
- " for g in genius_only \n",
- " if editdistance.eval(s, g) < 3]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 32,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[('key to the highway', 'pedro the fisherman', 10),\n",
- " ('when im sixty four', 'when im sixtyfour', 1),\n",
- " ('sea of time', 'out of time', 3),\n",
- " ('everybody needs somebody to love finale',\n",
- " 'everyone needs someone to hate',\n",
- " 15),\n",
- " ('like spinning plates live', 'step inside love', 16),\n",
- " ('march of the meanies', 'salt of the earth', 9),\n",
- " ('bloom mark pritchard rmx', 'you cant catch me', 15),\n",
- " ('give up the ghost brokenchord rmx', 'love these goon shows', 22),\n",
- " ('lotus flower sbtrkt rmx', 'dont lie to me', 15),\n",
- " ('bloom blawan rmx', 'blood red wine', 10),\n",
- " ('a punch up at a wedding', 'a punchup at a wedding', 1),\n",
- " ('feral lone rmx', 'real love', 7),\n",
- " ('kansas city heyheyheyhey', 'medley kansas cityhey hey hey hey', 11),\n",
- " ('just my imagination', 'stop breaking down', 13),\n",
- " ('martin scorsese intro', 'my bonnie german intro', 14),\n",
- " ('morning mr magpie pearson sound scavenger rmx',\n",
- " 'so how come no one loves me',\n",
- " 31),\n",
- " ('intro take the a train', 'turd on the run', 13),\n",
- " ('i might be wrong live', 'hide your love', 13),\n",
- " ('bloom jamie xx rework', 'blood red wine', 13),\n",
- " ('bloom objekt rmx', 'blood red wine', 10),\n",
- " ('untitled', 'title 5', 4),\n",
- " ('i will los angeles version', 'wish i never met you', 16),\n",
- " ('packt like sardines in a crushed tin box',\n",
- " 'packt like sardines in a crushd tin box',\n",
- " 1),\n",
- " ('pepperland', 'pearly', 6),\n",
- " ('codex illum sphere', 'sour milk sea', 12),\n",
- " ('skttrbrain four tet remix', 'glass onion love remix', 15),\n",
- " ('little ta', 'little t a', 1),\n",
- " ('separator four tet rmx', 'keys to your love', 14),\n",
- " ('remyxomatosis cristian vogel rmx', 'the beatles christmas record', 20),\n",
- " ('everything in its right place live in france',\n",
- " 'everything is turning to gold',\n",
- " 26),\n",
- " ('lotus flower jacques greene rmx', 'little queenie', 21),\n",
- " ('true love waits live in oslo', 'time waits for no one', 16),\n",
- " ('revolution 1', 'revolution i', 1),\n",
- " ('charlies intro to little red rooster', 'try a little harder', 22),\n",
- " ('morning bell live in oxford', 'one and one is two', 18),\n",
- " ('sea of monsters', 'let it loose', 9),\n",
- " ('fog again live', 'goin home', 9),\n",
- " ('dollars cents', 'dollars and cents', 4),\n",
- " ('2 2 5 live at earls court', 'try a little harder', 17),\n",
- " ('good evening mrs magpie modeselektor rmx', 'good times bad times', 27),\n",
- " ('jumping jack flash', 'burning bush', 11),\n",
- " ('give up the ghost thriller houseghost remix',\n",
- " 'yove got to hide your love away',\n",
- " 28),\n",
- " ('faraway eyes', 'fanny mae', 7),\n",
- " ('morning mr magpie nathan fake rmx', 'nothing from nothing', 21),\n",
- " ('sea of holes', 'cut a hole', 6),\n",
- " ('band introductions', 'congratulations', 11),\n",
- " ('bullet proof i wish i was', 'bullet proofi wish i was', 1),\n",
- " ('separator anstam rmx', 'star star', 12),\n",
- " ('bloom harmonic 313 rmx', 'doom and gloom', 14),\n",
- " ('dollars cents live', 'dollars and cents', 9),\n",
- " ('outro', 'intro', 2),\n",
- " ('the national anthem live in france', 'the fool on the hill take 4', 21),\n",
- " ('idioteque live in oxford', 'if you love me baby', 16),\n",
- " ('little by little caribou rmx', 'try a little harder', 15),\n",
- " ('little by little shed', 'little queenie', 12),\n",
- " ('pepperland laid waste', 'hand of fate', 13),\n",
- " ('tkol altrice rmx', 'fool to cry', 10)]"
- ]
- },
- "execution_count": 32,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "matches = []\n",
- "for s in spotify_only:\n",
- " ng = min(genius_only, key=lambda g: editdistance.eval(s, g))\n",
- " matches += [(s, ng, editdistance.eval(s, ng))]\n",
- "matches"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "collapsed": true
- },
- "source": [
- "Manually fix a couple of errors."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 52,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<pymongo.results.UpdateResult at 0x7fa6226370d8>"
- ]
- },
- "execution_count": 52,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "genius_tracks.update_many({'ctitle': 'revolution i'}, \n",
- " {'$set': {'ctitle': 'revolution 1'}})\n",
- "genius_tracks.update_many({'ctitle': 'when im sixtyfour'}, \n",
- " {'$set': {'ctitle': 'when im sixty four'}})\n",
- "genius_tracks.update_many({'ctitle': 'packt like sardines in a crushd tin box'}, \n",
- " {'$set': {'ctitle': 'packt like sardines in a crushed tin box'}})\n",
- "genius_tracks.update_many({'ctitle': 'a punchup at a wedding'}, \n",
- " {'$set': {'ctitle': 'a punch up at a wedding'}})\n",
- "genius_tracks.update_many({'ctitle': 'dollars cents'}, \n",
- " {'$set': {'ctitle': 'dollars and cents'}})\n",
- "genius_tracks.update_many({'ctitle': 'bullet proofi wish i was'}, \n",
- " {'$set': {'ctitle': 'bullet proof i wish i was'}})"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 79,
- "metadata": {},
- "outputs": [
- {
- "data": {
+ " <tr>\n",
+ " <th>58</th>\n",
+ " <td>0MKqeOVdZcUFGJvWpGCKbG</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>Come Together - Remastered 2009</td>\n",
+ " <td>0.1790</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>79</th>\n",
+ " <td>4gUUfLOH38XYU5Q3b2K4Go</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>It's All Too Much - Remastered 2009</td>\n",
+ " <td>0.1920</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
"text/plain": [
- "(306, 293, 41)"
+ " _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",
+ "\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 "
]
},
- "execution_count": 79,
+ "execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "in_both = set(g['ctitle'] for g in genius_tracks.find({}, ['ctitle']) if tracks.find({'ctitle': g['ctitle']}).count())\n",
- "genius_only = set(g['ctitle'] for g in genius_tracks.find({}, ['ctitle']) if not tracks.find({'ctitle': g['ctitle']}).count())\n",
- "spotify_only = set(s['ctitle'] for s in tracks.find({}, ['ctitle']) if not genius_tracks.find({'ctitle': s['ctitle']}).count())\n",
- "len(in_both), len(genius_only), len(spotify_only)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Copy the lyrics over<a name=\"copylyrics\"></a>\n",
- "Now can can connect the tracks, let's copy across the lyrics from the Genius collection into the Spotify collection. We'll calculate the lyrical density at the same time.\n",
- "\n",
- "* [Top](#top)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 80,
- "metadata": {},
- "outputs": [],
- "source": [
- "for t in tracks.find({}, ['ctitle', 'duration_ms']):\n",
- " gts = genius_tracks.find({'ctitle': t['ctitle'], 'lyrics': {'$exists': True}}, ['lyrics', 'original_lyrics'])\n",
- " for gt in gts:\n",
- " tracks.update_one({'_id': t['_id']}, \n",
- " {'$set': {'lyrics': gt['lyrics'], \n",
- " 'original_lyrics': gt['original_lyrics'],\n",
- " 'lyrical_density': 1000 * len(gt['lyrics'].split()) / t['duration_ms']}})"
+ "beatles_df = pd.DataFrame(list(tracks.find({'artist_id': beatles_id}, \n",
+ " ['artist_name', 'name', 'valence'])))\n",
+ "beatles_df.sort_values('valence').head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "## Sentiment analysis<a name=\"sentimentanalysis\"></a>\n",
- "I couldn't find an easily-installable equivalent to the NRC corpus, so I'm using a sentiment analysis API endpoint from [Text Processing](http://text-processing.com/docs/sentiment.html).\n",
- "\n",
- "* [Top](#top)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 81,
- "metadata": {
- "scrolled": true
- },
- "outputs": [],
- "source": [
- "for t in tracks.find({'lyrics': {'$exists': True}}, ['lyrics']):\n",
- " text = t['lyrics']\n",
- " if text:\n",
- " query = urllib.parse.urlencode({'text': text}).encode('ascii')\n",
- " headers = {'Accept': 'application/json',\n",
- " 'User-Agent': 'curl/7.9.8 (i686-pc-linux-gnu) libcurl 7.9.8 (OpenSSL 0.9.6b) (ipv6 enabled)'}\n",
- " request = urllib.request.Request('http://text-processing.com/api/sentiment/', \n",
- " headers=headers, data=query)\n",
- " with urllib.request.urlopen(request) as f:\n",
- " response = json.loads(f.read().decode('utf-8'))\n",
- " tracks.update_one({'_id': t['_id']}, {'$set': {'sentiment': response}})"
+ "And plot the valences.."
]
},
{
"cell_type": "code",
- "execution_count": 82,
+ "execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "dict_keys(['sentiment', 'mode', 'instrumentalness', 'href', 'energy', 'album', 'track_href', 'popularity', 'disc_number', 'liveness', 'available_markets', 'name', 'track_number', 'loudness', 'danceability', 'lyrics', 'uri', 'speechiness', 'type', 'explicit', 'external_urls', 'external_ids', 'artist_id', 'id', 'analysis_url', 'album_id', 'valence', '_id', 'lyrical_density', 'acousticness', 'ctitle', 'duration_ms', 'preview_url', 'artists', 'tempo', 'time_signature', 'artist_name', 'key', 'original_lyrics'])"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7fa7b9fcc400>"
]
},
- "execution_count": 82,
+ "execution_count": 16,
"metadata": {},
"output_type": "execute_result"
- }
- ],
- "source": [
- "tracks.find_one({'sentiment': {'$exists': True}}).keys()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 83,
- "metadata": {},
- "outputs": [
+ },
{
"data": {
+ "image/png": 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80/zsHHXNw+7BcfPOUewsl5avg6B36OkFYA9w86hrHkEP1gNfpncGzDPAT4665g568Hng\nIPAdeu/KNgEfBz5+zOvgrqZHe5a7LXilqCQV4ZWiklSEgS5JRRjoklSEgS5JRRjoklSEgS5JRRjo\nklSEgS5JRfwffCMceoPPhboAAAAASUVORK5CYII=\n",
"text/plain": [
- "{'_id': '2ucFulEWapRAmTn7l6f5Q7',\n",
- " 'acousticness': 0.425,\n",
- " 'album': {'album_type': 'album',\n",
- " 'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/album/03Qh833fEdVT30Pfs93ea6'},\n",
- " 'href': 'https://api.spotify.com/v1/albums/03Qh833fEdVT30Pfs93ea6',\n",
- " 'id': '03Qh833fEdVT30Pfs93ea6',\n",
- " 'images': [{'height': 640,\n",
- " 'url': 'https://i.scdn.co/image/d6028aea974c75961cb9cdc2263f5d8a8a6582bd',\n",
- " 'width': 640},\n",
- " {'height': 300,\n",
- " 'url': 'https://i.scdn.co/image/adebae7bf6a4a441bc6a5a17ca840f77df6ed3b9',\n",
- " 'width': 300},\n",
- " {'height': 64,\n",
- " 'url': 'https://i.scdn.co/image/3b0ddfadf13b9f3e74da93fcb21e4183a4d9fcc8',\n",
- " 'width': 64}],\n",
- " 'name': 'The Beatles (Remastered)',\n",
- " 'type': 'album',\n",
- " 'uri': 'spotify:album:03Qh833fEdVT30Pfs93ea6'},\n",
- " 'album_id': '03Qh833fEdVT30Pfs93ea6',\n",
- " 'analysis_url': 'https://api.spotify.com/v1/audio-analysis/2ucFulEWapRAmTn7l6f5Q7',\n",
- " 'artist_id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'artist_name': 'The Beatles',\n",
- " 'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'ctitle': 'wild honey pie',\n",
- " 'danceability': 0.792,\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 52973,\n",
- " 'energy': 0.763,\n",
- " 'explicit': False,\n",
- " 'external_ids': {'isrc': 'GBAYE0601648'},\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/2ucFulEWapRAmTn7l6f5Q7'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/2ucFulEWapRAmTn7l6f5Q7',\n",
- " 'id': '2ucFulEWapRAmTn7l6f5Q7',\n",
- " 'instrumentalness': 0.627,\n",
- " 'key': 2,\n",
- " 'liveness': 0.789,\n",
- " 'loudness': -11.185,\n",
- " 'lyrical_density': 0.16989787250108546,\n",
- " 'lyrics': 'honey pie honey pie i love you, honey pie',\n",
- " 'mode': 1,\n",
- " 'name': 'Wild Honey Pie - Remastered 2009',\n",
- " 'original_lyrics': '\\n\\nHoney Pie\\nHoney Pie\\nI love you, Honey Pie\\n\\n',\n",
- " 'popularity': 41,\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/ddebab4d5e87d46a499ce557405cfadf0330bd9c?cid=null',\n",
- " 'sentiment': {'label': 'pos',\n",
- " 'probability': {'neg': 0.39117763475308887,\n",
- " 'neutral': 0.18873615212514983,\n",
- " 'pos': 0.6088223652469111}},\n",
- " 'speechiness': 0.0506,\n",
- " 'tempo': 89.9,\n",
- " 'time_signature': 4,\n",
- " 'track_href': 'https://api.spotify.com/v1/tracks/2ucFulEWapRAmTn7l6f5Q7',\n",
- " 'track_number': 5,\n",
- " 'type': 'audio_features',\n",
- " 'uri': 'spotify:track:2ucFulEWapRAmTn7l6f5Q7',\n",
- " 'valence': 0.153}"
+ "<matplotlib.figure.Figure at 0x7fa7b9fe0860>"
]
},
- "execution_count": 83,
"metadata": {},
- "output_type": "execute_result"
+ "output_type": "display_data"
}
],
"source": [
- "tracks.find_one({'sentiment': {'$exists': True}})"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Analysis<a name=\"analysis\"></a>\n",
- "Finally, we can get to the analysis of the data!\n",
- "\n",
- "First, what are the lowest-valence songs, and what's the distribution of valences?\n",
- "\n",
- "* [Top](#top)"
+ "beatles_df['valence'].hist()"
]
},
{
"cell_type": "code",
- "execution_count": 84,
+ "execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
+ "<style>\n",
+ " .dataframe thead tr:only-child th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: left;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>0</th>\n",
- " <td>1AVrv7FD10FoKW38oBiKRg</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Bloom (Blawan Rmx)</td>\n",
- " <td>0.0325</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1</th>\n",
- " <td>4rkGGQEqxHIXVJ4oXjOHgF</td>\n",
- " <td>George Martin</td>\n",
- " <td>Sea Of Holes - Remastered 2009</td>\n",
- " <td>0.0352</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2</th>\n",
- " <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
- " <td>Radiohead</td>\n",
- " <td>True Love Waits</td>\n",
- " <td>0.0378</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3</th>\n",
- " <td>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
- " <td>Radiohead</td>\n",
- " <td>We Suck Young Blood</td>\n",
- " <td>0.0378</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4</th>\n",
- " <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Blue Jay Way - Remastered 2009</td>\n",
- " <td>0.0380</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>5</th>\n",
- " <td>66Pyms4pYaHEcPHZ7DdMbE</td>\n",
- " <td>Radiohead</td>\n",
- " <td>TKOL (Altrice Rmx)</td>\n",
- " <td>0.0383</td>\n",
- " </tr>\n",
- " <tr>\n",
" <th>6</th>\n",
- " <td>3gKuywOm38axM8sJGq6Laq</td>\n",
- " <td>Radiohead</td>\n",
- " <td>MK 1</td>\n",
- " <td>0.0391</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>7</th>\n",
- " <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
- " <td>Radiohead</td>\n",
- " <td>The Tourist</td>\n",
- " <td>0.0400</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>8</th>\n",
- " <td>0tKuiKb2mazZYdA6fPP7kI</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Good Evening Mrs Magpie (Modeselektor RMX)</td>\n",
- " <td>0.0413</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>9</th>\n",
- " <td>2PbwmAMaxIBIWis8XLViat</td>\n",
- " <td>George Martin</td>\n",
- " <td>Sea Of Monsters - Remastered 2009</td>\n",
- " <td>0.0422</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>10</th>\n",
- " <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Motion Picture Soundtrack</td>\n",
- " <td>0.0425</td>\n",
+ " <td>2Ax0tajnMzn8bB0jkmGNCK</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Band Introductions - Live At The Beacon Theatr...</td>\n",
+ " <td>0.0351</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>11</th>\n",
- " <td>2uYSbsxAMmK1awUl06T7ix</td>\n",
- " <td>Radiohead</td>\n",
- " <td>MK 2</td>\n",
- " <td>0.0437</td>\n",
+ " <th>12</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",
" </tr>\n",
" <tr>\n",
- " <th>12</th>\n",
- " <td>4gq2bc2770XvbJdEtfUbmw</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Go Slowly</td>\n",
- " <td>0.0453</td>\n",
+ " <th>129</th>\n",
+ " <td>1dTX9ivyAhFJLR1f2pk9Kv</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Out Of Tears - 2009 Re-Mastered Digital Version</td>\n",
+ " <td>0.1280</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>13</th>\n",
- " <td>5olWalQH1oVza5D6xJg4oX</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Sail To The Moon</td>\n",
- " <td>0.0458</td>\n",
+ " <th>138</th>\n",
+ " <td>6j3En9AD8FEAQQhhtkKBR9</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Continental Drift - Live - 2009 Re-Mastered Di...</td>\n",
+ " <td>0.1290</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>14</th>\n",
- " <td>49JPfRfsAfjWYRN6lbC3my</td>\n",
- " <td>George Martin</td>\n",
- " <td>Pepperland Laid Waste - Remastered 2009</td>\n",
- " <td>0.0459</td>\n",
+ " <th>273</th>\n",
+ " <td>388ll2SEjDO9LZIXXyKtjh</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Little Rain</td>\n",
+ " <td>0.1370</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>15</th>\n",
- " <td>3uxhyRdWVXp7GQvERQl6fA</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Videotape</td>\n",
- " <td>0.0468</td>\n",
+ " <th>109</th>\n",
+ " <td>1qEGxs60ntxuenj27BnRkF</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>How Can I Stop - 2009 Digital Remaster</td>\n",
+ " <td>0.1690</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>16</th>\n",
- " <td>29yXMFKIrY1fFY4DYBVZCu</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Life In a Glasshouse</td>\n",
- " <td>0.0516</td>\n",
+ " <th>106</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",
" </tr>\n",
" <tr>\n",
- " <th>17</th>\n",
- " <td>3cual6JOG286qZJmCxKRAT</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Tinker Tailor Soldier Sailor Rich Man Poor Man...</td>\n",
- " <td>0.0517</td>\n",
+ " <th>234</th>\n",
+ " <td>7G6Z0sDe39MFjTaA0XfCtw</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>I Can't Quit You Baby</td>\n",
+ " <td>0.1790</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>18</th>\n",
- " <td>6f6pEjgfTtuRROmJ4a7Gf3</td>\n",
- " <td>Radiohead</td>\n",
- " <td>The Numbers</td>\n",
- " <td>0.0545</td>\n",
+ " <th>100</th>\n",
+ " <td>7tWJEqPI5Jpie3NhtbWks6</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Already Over Me - 2009 Digital Remaster</td>\n",
+ " <td>0.1790</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>19</th>\n",
- " <td>0agoaPIy92gPZ6zRhqXarE</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Tomorrow Never Knows - Remastered 2009</td>\n",
- " <td>0.0556</td>\n",
+ " <th>83</th>\n",
+ " <td>07U5DnoRtB0DSlonXx2jym</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",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name \\\n",
- "0 1AVrv7FD10FoKW38oBiKRg Radiohead \n",
- "1 4rkGGQEqxHIXVJ4oXjOHgF George Martin \n",
- "2 01ZpFhrMMqKPVCwyqXneVp Radiohead \n",
- "3 53RYTfkLiyZuUZHwJC3Wmm Radiohead \n",
- "4 0ttMfoND7IQqFSMVOPkELC The Beatles \n",
- "5 66Pyms4pYaHEcPHZ7DdMbE Radiohead \n",
- "6 3gKuywOm38axM8sJGq6Laq Radiohead \n",
- "7 75YUnz58ajMo2VIIuUFvOV Radiohead \n",
- "8 0tKuiKb2mazZYdA6fPP7kI Radiohead \n",
- "9 2PbwmAMaxIBIWis8XLViat George Martin \n",
- "10 0COiZ7ncho2yi4HotbzgPv Radiohead \n",
- "11 2uYSbsxAMmK1awUl06T7ix Radiohead \n",
- "12 4gq2bc2770XvbJdEtfUbmw Radiohead \n",
- "13 5olWalQH1oVza5D6xJg4oX Radiohead \n",
- "14 49JPfRfsAfjWYRN6lbC3my George Martin \n",
- "15 3uxhyRdWVXp7GQvERQl6fA Radiohead \n",
- "16 29yXMFKIrY1fFY4DYBVZCu Radiohead \n",
- "17 3cual6JOG286qZJmCxKRAT Radiohead \n",
- "18 6f6pEjgfTtuRROmJ4a7Gf3 Radiohead \n",
- "19 0agoaPIy92gPZ6zRhqXarE The Beatles \n",
+ " _id artist_name \\\n",
+ "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",
"\n",
- " name valence \n",
- "0 Bloom (Blawan Rmx) 0.0325 \n",
- "1 Sea Of Holes - Remastered 2009 0.0352 \n",
- "2 True Love Waits 0.0378 \n",
- "3 We Suck Young Blood 0.0378 \n",
- "4 Blue Jay Way - Remastered 2009 0.0380 \n",
- "5 TKOL (Altrice Rmx) 0.0383 \n",
- "6 MK 1 0.0391 \n",
- "7 The Tourist 0.0400 \n",
- "8 Good Evening Mrs Magpie (Modeselektor RMX) 0.0413 \n",
- "9 Sea Of Monsters - Remastered 2009 0.0422 \n",
- "10 Motion Picture Soundtrack 0.0425 \n",
- "11 MK 2 0.0437 \n",
- "12 Go Slowly 0.0453 \n",
- "13 Sail To The Moon 0.0458 \n",
- "14 Pepperland Laid Waste - Remastered 2009 0.0459 \n",
- "15 Videotape 0.0468 \n",
- "16 Life In a Glasshouse 0.0516 \n",
- "17 Tinker Tailor Soldier Sailor Rich Man Poor Man... 0.0517 \n",
- "18 The Numbers 0.0545 \n",
- "19 Tomorrow Never Knows - Remastered 2009 0.0556 "
+ " name 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 "
]
},
- "execution_count": 84,
+ "execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "pd.DataFrame(list(tracks.find({}, \n",
- " ['artist_name', 'name', 'valence'], \n",
- " sort=[('valence', pymongo.ASCENDING)], limit=20)))"
+ "stones_df = pd.DataFrame(list(tracks.find({'artist_id': stones_id}, \n",
+ " ['artist_name', 'name', 'valence'])))\n",
+ "stones_df.sort_values('valence').head(10)"
]
},
{
- "cell_type": "markdown",
+ "cell_type": "code",
+ "execution_count": 20,
"metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7fa7b8608b38>"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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MfHje8+Cepj+HFvNa8EpRSSrCK0UlqQgDXZKKMNAlqQgDXZKKMNAlqQgDXZKKMNAlqQgD\nXZKK+F/iiQTb7ExEKwAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7fa7b867a0f0>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "Just the Beatles songs."
+ "stones_df['valence'].hist()"
]
},
{
"cell_type": "code",
- "execution_count": 85,
+ "execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
+ "<style>\n",
+ " .dataframe thead tr:only-child th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: left;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>113</th>\n",
- " <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Blue Jay Way - Remastered 2009</td>\n",
- " <td>0.0380</td>\n",
+ " <th>14</th>\n",
+ " <td>1AVrv7FD10FoKW38oBiKRg</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>Bloom (Blawan Rmx)</td>\n",
+ " <td>0.0325</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>147</th>\n",
- " <td>0agoaPIy92gPZ6zRhqXarE</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Tomorrow Never Knows - Remastered 2009</td>\n",
- " <td>0.0556</td>\n",
+ " <th>84</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>109</th>\n",
- " <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Revolution 9 - Remastered 2009</td>\n",
- " <td>0.0963</td>\n",
+ " <th>58</th>\n",
+ " <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>True Love Waits</td>\n",
+ " <td>0.0378</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>104</th>\n",
- " <td>27YZJHyTTDIurMqDu1v2ef</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Long, Long, Long - Remastered 2009</td>\n",
- " <td>0.1350</td>\n",
+ " <th>13</th>\n",
+ " <td>66Pyms4pYaHEcPHZ7DdMbE</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>TKOL (Altrice Rmx)</td>\n",
+ " <td>0.0383</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>0</th>\n",
- " <td>2ucFulEWapRAmTn7l6f5Q7</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Wild Honey Pie - Remastered 2009</td>\n",
- " <td>0.1530</td>\n",
+ " <th>20</th>\n",
+ " <td>3gKuywOm38axM8sJGq6Laq</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>MK 1</td>\n",
+ " <td>0.0391</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>66</th>\n",
- " <td>4cLoL5KPfE1hAwfsO84FX7</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Because - Remastered 2009</td>\n",
- " <td>0.1620</td>\n",
+ " <th>121</th>\n",
+ " <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>The Tourist</td>\n",
+ " <td>0.0400</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>133</th>\n",
- " <td>3ZFBeIyP41HhnALjxWy1pR</td>\n",
- " <td>The Beatles</td>\n",
- " <td>A Day In The Life - Remastered 2009</td>\n",
- " <td>0.1620</td>\n",
+ " <th>15</th>\n",
+ " <td>0tKuiKb2mazZYdA6fPP7kI</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>Good Evening Mrs Magpie (Modeselektor RMX)</td>\n",
+ " <td>0.0413</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>44</th>\n",
- " <td>7iABnSNZciNepqGtjMQxxd</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Come Together - Remastered 2015</td>\n",
- " <td>0.1780</td>\n",
+ " <th>109</th>\n",
+ " <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>Motion Picture Soundtrack</td>\n",
+ " <td>0.0425</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>59</th>\n",
- " <td>0MKqeOVdZcUFGJvWpGCKbG</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Come Together - Remastered 2009</td>\n",
- " <td>0.1790</td>\n",
+ " <th>21</th>\n",
+ " <td>2uYSbsxAMmK1awUl06T7ix</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>MK 2</td>\n",
+ " <td>0.0437</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>110</th>\n",
- " <td>2tf8ljpWPmXNIFgRVhEuJg</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Good Night - Remastered 2009</td>\n",
- " <td>0.1920</td>\n",
+ " <th>70</th>\n",
+ " <td>4gq2bc2770XvbJdEtfUbmw</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>Go Slowly</td>\n",
+ " <td>0.0453</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name \\\n",
- "113 0ttMfoND7IQqFSMVOPkELC The Beatles \n",
- "147 0agoaPIy92gPZ6zRhqXarE The Beatles \n",
- "109 6ZrPbHp9kRmQj1tGLvna8U The Beatles \n",
- "104 27YZJHyTTDIurMqDu1v2ef The Beatles \n",
- "0 2ucFulEWapRAmTn7l6f5Q7 The Beatles \n",
- "66 4cLoL5KPfE1hAwfsO84FX7 The Beatles \n",
- "133 3ZFBeIyP41HhnALjxWy1pR The Beatles \n",
- "44 7iABnSNZciNepqGtjMQxxd The Beatles \n",
- "59 0MKqeOVdZcUFGJvWpGCKbG The Beatles \n",
- "110 2tf8ljpWPmXNIFgRVhEuJg The Beatles \n",
+ " _id artist_name \\\n",
+ "14 1AVrv7FD10FoKW38oBiKRg Radiohead \n",
+ "84 53RYTfkLiyZuUZHwJC3Wmm Radiohead \n",
+ "58 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",
"\n",
- " name valence \n",
- "113 Blue Jay Way - Remastered 2009 0.0380 \n",
- "147 Tomorrow Never Knows - Remastered 2009 0.0556 \n",
- "109 Revolution 9 - Remastered 2009 0.0963 \n",
- "104 Long, Long, Long - Remastered 2009 0.1350 \n",
- "0 Wild Honey Pie - Remastered 2009 0.1530 \n",
- "66 Because - Remastered 2009 0.1620 \n",
- "133 A Day In The Life - Remastered 2009 0.1620 \n",
- "44 Come Together - Remastered 2015 0.1780 \n",
- "59 Come Together - Remastered 2009 0.1790 \n",
- "110 Good Night - Remastered 2009 0.1920 "
+ " name valence \n",
+ "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 "
]
},
- "execution_count": 85,
+ "execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "beatles_df = pd.DataFrame(list(tracks.find({'artist_id': beatles_id}, \n",
+ "radiohead_df = pd.DataFrame(list(tracks.find({'artist_id': radiohead_id}, \n",
" ['artist_name', 'name', 'valence'])))\n",
- "beatles_df.sort_values('valence').head(10)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "And plot the valences.."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 86,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x7f622af36c88>"
- ]
- },
- "execution_count": 86,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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- "text/plain": [
- "<matplotlib.figure.Figure at 0x7f622ac41668>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "beatles_df['valence'].hist()"
+ "radiohead_df.sort_values('valence').head(10)"
]
},
{
"cell_type": "code",
- "execution_count": 88,
+ "execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x7f622af5d588>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7fa7b9f1d7f0>"
]
},
- "execution_count": 88,
+ "execution_count": 18,
"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 0x7f622ac41748>"
+ "<matplotlib.figure.Figure at 0x7fa7b9eb7470>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 89,
+ "execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x7f622af4d8d0>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7fa7b85a9438>"
]
},
- "execution_count": 89,
+ "execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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+ "image/png": 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6zLwHOH2eVa4F/ir77gUuiojppq/fRqA3uUXAs+tk5tPAU8ALW6itLRu9TcIh+v9Kl6K2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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622adf0908>"
+ "<matplotlib.figure.Figure at 0x7fa7b869a390>"
]
},
"metadata": {},
],
"source": [
"beatles_df['valence'].hist(alpha=0.5, color='blue')\n",
- "radiohead_df['valence'].hist(alpha=0.5, color='red')"
+ "stones_df['valence'].hist(alpha=0.5, color='red')\n",
+ "radiohead_df['valence'].hist(alpha=0.5, color='green')"
]
},
{
},
{
"cell_type": "code",
- "execution_count": 90,
+ "execution_count": 22,
"metadata": {
"scrolled": true
},
"data": {
"text/html": [
"<div>\n",
+ "<style>\n",
+ " .dataframe thead tr:only-child th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: left;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>88</th>\n",
+ " <th>87</th>\n",
" <td>3VgxeWOGdUYvtX1j8C9VyV</td>\n",
" <td>The Beatles</td>\n",
" <td>I'm So Tired - Remastered 2009</td>\n",
" <td>0.6300</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>62</th>\n",
+ " <th>61</th>\n",
" <td>6gLmFcRwyQCQT23Df2Re9G</td>\n",
" <td>The Beatles</td>\n",
" <td>I Want You (She's So Heavy) - Remastered 2009</td>\n",
" <td>0.4160</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>107</th>\n",
+ " <th>106</th>\n",
" <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
" <td>The Beatles</td>\n",
" <td>Revolution 9 - Remastered 2009</td>\n",
" <td>0.0963</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>186</th>\n",
+ " <th>185</th>\n",
" <td>3EbGioQyKyf4dycuiPOg3k</td>\n",
" <td>The Beatles</td>\n",
" <td>Everybody's Trying To Be My Baby - Remastered ...</td>\n",
" <td>0.6390</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>53</th>\n",
+ " <th>52</th>\n",
" <td>4311wT21Et0q3vepFwXjTu</td>\n",
" <td>The Beatles</td>\n",
" <td>One After 909 - Remastered 2009</td>\n",
" <td>0.9040</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>148</th>\n",
+ " <th>147</th>\n",
" <td>3QbhVaulXxTyuAxHY3Pa5N</td>\n",
" <td>The Beatles</td>\n",
" <td>You Won't See Me - Remastered 2009</td>\n",
" <td>0.4620</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>195</th>\n",
+ " <th>194</th>\n",
" <td>3Aqo28W4LLAolYpN3duVJl</td>\n",
" <td>The Beatles</td>\n",
" <td>I'll Cry Instead - Remastered 2009</td>\n",
" <td>0.9610</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>92</th>\n",
+ " <th>91</th>\n",
" <td>3OSi8ehmSWLTD5KatlzX8r</td>\n",
" <td>The Beatles</td>\n",
" <td>Don't Pass Me By - Remastered 2009</td>\n",
" <td>0.9480</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>134</th>\n",
+ " <th>133</th>\n",
" <td>3wAOX1N5M0ta3QNsokmhJV</td>\n",
" <td>The Beatles</td>\n",
" <td>I'm Only Sleeping - Remastered 2009</td>\n",
],
"text/plain": [
" _id artist_name \\\n",
- "88 3VgxeWOGdUYvtX1j8C9VyV The Beatles \n",
- "62 6gLmFcRwyQCQT23Df2Re9G The Beatles \n",
- "107 6ZrPbHp9kRmQj1tGLvna8U The Beatles \n",
- "186 3EbGioQyKyf4dycuiPOg3k The Beatles \n",
+ "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",
- "53 4311wT21Et0q3vepFwXjTu The Beatles \n",
- "148 3QbhVaulXxTyuAxHY3Pa5N The Beatles \n",
- "195 3Aqo28W4LLAolYpN3duVJl The Beatles \n",
- "92 3OSi8ehmSWLTD5KatlzX8r The Beatles \n",
- "134 3wAOX1N5M0ta3QNsokmhJV The Beatles \n",
+ "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",
"\n",
" name neg neutral \\\n",
- "88 I'm So Tired - Remastered 2009 0.892489 0.146302 \n",
- "62 I Want You (She's So Heavy) - Remastered 2009 0.882642 0.091819 \n",
- "107 Revolution 9 - Remastered 2009 0.873285 0.172322 \n",
- "186 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.914332 \n",
+ "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",
- "53 One After 909 - Remastered 2009 0.865737 0.158470 \n",
- "148 You Won't See Me - Remastered 2009 0.864585 0.247226 \n",
- "195 I'll Cry Instead - Remastered 2009 0.863772 0.160516 \n",
- "92 Don't Pass Me By - Remastered 2009 0.857831 0.120676 \n",
- "134 I'm Only Sleeping - Remastered 2009 0.857651 0.269800 \n",
+ "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",
"\n",
" pos valence \n",
- "88 0.107511 0.6300 \n",
- "62 0.117358 0.4160 \n",
- "107 0.126715 0.0963 \n",
- "186 0.133015 0.9370 \n",
+ "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",
- "53 0.134263 0.9040 \n",
- "148 0.135415 0.4620 \n",
- "195 0.136228 0.9610 \n",
- "92 0.142169 0.9480 \n",
- "134 0.142349 0.7000 "
+ "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 "
]
},
- "execution_count": 90,
+ "execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 91,
+ "execution_count": 23,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
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+ " <td>The Rolling Stones</td>\n",
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+ " <td>0.904388</td>\n",
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+ " <td>0.148691</td>\n",
+ " <td>0.116464</td>\n",
+ " <td>0.548</td>\n",
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+ " <tr>\n",
+ " <th>26</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",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>124</th>\n",
+ " <td>3Bz8qzOdHrXlo9ySAqHy97</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Baby Break It Down - 2009 Re-Mastered Digital ...</td>\n",
+ " <td>0.866306</td>\n",
+ " <td>0.218643</td>\n",
+ " <td>0.133694</td>\n",
+ " <td>0.767</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>239</th>\n",
+ " <td>61IKhUU0ZJ9Ba4GpjlDPju</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Everybody Needs Somebody To Love - Live In Ire...</td>\n",
+ " <td>0.861867</td>\n",
+ " <td>0.113604</td>\n",
+ " <td>0.138133</td>\n",
+ " <td>0.361</td>\n",
+ " </tr>\n",
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+ " <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",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>134</th>\n",
+ " <td>5uDR4WhcUD331UouwbR0A2</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",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>67</th>\n",
+ " <td>55XOZpymv9A70smv1fL5zr</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",
+ " </tr>\n",
+ " </tbody>\n",
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+ "</div>"
+ ],
+ "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",
+ "\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",
+ "\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 "
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pipeline = [\n",
+ " {'$match': {'lyrics': {'$exists': True}, 'sentiment': {'$exists': True}, 'valence': {'$exists': True},\n",
+ " 'artist_id': stones_id}},\n",
+ " {'$project': {'artist_name': '$artist_name',\n",
+ " 'name': '$name',\n",
+ " 'valence': '$valence',\n",
+ " 'neg': '$sentiment.probability.neg',\n",
+ " 'neutral': '$sentiment.probability.neutral',\n",
+ " 'pos': '$sentiment.probability.pos'}}\n",
+ "]\n",
+ "stones_df = pd.DataFrame(list(tracks.aggregate(pipeline)))\n",
+ "stones_df.sort_values('neg', ascending=False).head(10)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
"metadata": {
"scrolled": true
},
"data": {
"text/html": [
"<div>\n",
+ "<style>\n",
+ " .dataframe thead tr:only-child th {\n",
+ " text-align: right;\n",
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"46 0.164459 0.726 "
]
},
- "execution_count": 91,
+ "execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
"cell_type": "markdown",
"metadata": {},
"source": [
- "Plot the valence/negativity scatter plot, using blue for The Beatles and red for Radiohead.\n",
+ "Plot the valence/negativity scatter plot, using blue for The Beatles, red for The Rolling Stones, and green for Radiohead.\n",
"\n",
"If valence and negativity are correlated, I'd expect to see a trend from high negativity/low valence to low negativity/high valence."
]
},
{
"cell_type": "code",
- "execution_count": 92,
+ "execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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dBgXRLQX9/qVbEFFZBmFMRYRug7RlZhilZQT5ludzm5L89Ulb3JW0d687th7d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\nhpnrgQ90ZqkdV9VbReRNwPcB56jqKRH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+ "image/png": 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CIodGUanE269h5iWVHoEAbl3/ZEulN+dEo6EXNjlGbA3eoltpcBlzzOOwgmAe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\ngg==\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622ac3f978>"
+ "<matplotlib.figure.Figure at 0x7fa7b847a588>"
]
},
"metadata": {},
],
"source": [
"plt.scatter(beatles_df['valence'], beatles_df['neg'], color='blue')\n",
- "plt.scatter(radiohead_df['valence'], radiohead_df['neg'], color='red')\n",
+ "plt.scatter(stones_df['valence'], stones_df['neg'], color='red')\n",
+ "plt.scatter(radiohead_df['valence'], radiohead_df['neg'], color='green')\n",
"plt.xlabel('Valence')\n",
"plt.ylabel('Sentiment negativity')\n",
"plt.show()"
},
{
"cell_type": "code",
- "execution_count": 93,
+ "execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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QlvG5HfghLr4wWa5mKnXDLIiSSSadhydzFHQqE/o0i/PMisNHLNZXd03M7+oj\nqWe0T+id30jmDb53DI/qXCJ4LYlEwsUyqjkEq8gtXaWhbiuUVCr1Plf1nsRw2B6DcEjFELGL6UHg\nyIzPRwIPeu/vKffCJQtqCqIsNmzIft58XUjelOn0Wte58Yr29sLn7yUxPyO7qyujk6hS71GxW7qK\nHU8zdBhBlHufq3pPWkEL15ioFcQQ8HPgBmAL8DPg3bj1Iq4t98IlC2oKoiz81pt+G6M625Ydg0g/\niDt25B+fa4HkBrGfoldPZUK7urzyHrrQaaQmK+s9qta3W8dTkFgN3ptZC9eBShRE0XkQqrpZRL4F\nnIZzWX9EVdNzGa4s27dlRE4qRV7xPnCxgv+QNZx2xD0cPgTvuu4kzh90ztVHHinc5jQDdJDteO5g\nlie6B7jhi24Fu+z88X42b+5nsMwFvdJu6cxZt2m3dEn+4EZIvK8H3iSGx58coLOzv/L7XA36++3/\nExeKaRCcUngHcLX3+RhcuYyaWA4ZclRTqbYEW7cWtgb8RopBiw51dakuWbJggWSuJXFR22iW5VDN\nkWisRrbNRoZPaS6R0Hd25MeS7D43PkScxfR54AwgPYfwGeCfqqynjAoIKgfwxBPB5/iW0sBZALlW\nR2cnLFoEF13kEpPS2Upr2MYyZvha9yDPPuuOrXYiSinZJFNTcOON7tUoQk5ml+zbxxdliKXdqdbO\n2jGyKaZB8FaPIyMgDdxXrkYqd8MsCF+uvdYFlZcsyXetB1kDuaurvbNjNG+kuGNHfrC6uzs/Kyq9\nP31+qBF/2sc8ORna11zMLT08nH3N4eHS7mPLEZDZ9dvxiZZ3/2eVy28CiDhIfRcupTWtKPqpYfZS\nhhzVvWtNwNBQfmed2xnndpx+WUizHfm+hKDM0A0bshVHRnx7noLx4PSXaS3S1VVx0LjgWtwFaOlY\naBV8d814/5pxoBG1grgI+DquqN7HcWmvvuUwotxMQWQT1CkmEq78UZpk0sUirrtO9d3vdllIT+Zk\nIc0uzp8TUKj/SCbdNcbHFz7ndhS+nUfQ1G5wWqfMniZoLe4tW4LPiUlFh/pSQWZXM96/cgcacSdS\nBeHa5wTgL4Fhcort1WozBZFNUKeYdvmMjuY/xCMjqkd35VsQc93d+uCOZJ5ZHab/KKmj8DNLMrdM\nzVYCQQ/2TTepXn21c5dlYoHvDMowA5r1/pUz0GgEaqEg2oAX4zKYjgGOKfeCZQtqCiKLoE4x84HN\njRd0dbnfldS4AAAeIElEQVSYxTs7RnU/HfPzIGYXdWbNhs40qzMtkNyRlF9HkTkXIo9CFkQFCkI1\n3zVw9NHZn88+e+HYRq6rFAe3TiPfv0KYBVGGggDWAbtx1VZ/DPwE+HG5FyxbUFMQeeR2ipnb4sVu\ny93f1aW65dqkHu4Kng2d+VAU8skGGQRZs6lzSZscuSd1dFTc66WDizfd5H9P0pZEo46A4+LWadT7\nFwaLQZSuIB7BrSpXU4XgI0cVb1nzMDnpRve51kKuBdFHUk9lQvtI6qu7JvRwj/9s6EyzutiIqpBB\nULDDSCZdtLury2mxtE+sSlx9tb9MV1+9cEyu+2zDhnh3cHHrlJt5YrplMZWmIL4HtJd7gWptpiAK\n4/fAjo66Pjg3rfUv2kf0UAgLIoxPNn2N3GNCuRwi8pcElQvxi0Vs2BCvJSuCiKNbJw7uLqM4USuI\nzcAO4MPA+9NbuRcsW1BTEEXxe2Dv/IZ/cb1ffGxENZHQQ0t6dd+ihG8MIqxPNnNNiChGt4EdUYEe\n6uyzs+XJjEFknl7JqLyWHWTcLAijcahEQYSZSf0ocDtuydCejM2IGf39sHJl9uzXnt9MM0v21OZZ\nOnj0+Sfz4bfPcPqz21g6N8NWBjnrLJichOuvd8f5zaoeHnb7M1m+HG64IZra+WNjsGwZrF3rXsfG\nin3hGB+HHTvg6qvd6/h4ftuVzPoucvmqY+sTGPVAnIKJPyKijSJrnNg9leKIFcs4goUqbM+R4OWd\nM/ziYH7v8uCOFC/vnM4qaDc1BRMTcNpp+cohE9/F68tZ0T7j1GXLsgv1JRLw6N0p+k7x+WJmpqRr\nBLVfrJlyz6sGFdzOpsPuRThEBFWVcs4NY0EYDcw1n89eIe45ElzKZl/lcCFjHPva/GHx8uVw8cWF\nlQP4WDAVDrODRvjJiYAvSiz4VO6ovJ4Ln/lZia1IrS24VsUsiCZmagpWrHDv+0gxwDTTDLCb/N6l\njxQzZFsaFQ2LqzDMjtqCyLxOKSPReloQht3/UonUghCRVWH2GfFjYqLw921tC+8HmEaqOSyuwjA7\naITft7yfpzdu5nBXgrmeyh3ypY7KLR5QX2K0dHXTU9SCEJFdqnpysX1RYxZE6aQtiAsZYzNDHKST\nTg5yecdm/q19kM2b4cQTnSI547gUL19bxWFZFYd5mSN8gE2b4BOfgBe1p3jxwWmu+OwA51/W739C\nhL22+cDrg1kQpVGJBVEorfQM4APAY2SktwLrsXLfDcNVQ/5prkd3JfNz/qs9+6nK7Y2O+pcbz0r3\njMt0YyNSmnmiXrWhgjTXQAtCRM4EVgOXAyMZXz0DfENVHy5LI5WJWRBlsnMnh1+7lrZn98zv2kMv\na9jG/YmVbtRFzhA9xLA49Oi5SsNsv1Fjmt5e2LYNVg7Y0LKVMAsuHJVYEIFrUqvq94Hvi8gWVZ0p\nWzojUoo+JAMDtB3OX0N6mgE6OuDpTWP0f2J+AWnnTB8c9Glogew1p4uc4q0vnErB9M7yH2a/tanT\nzM56uq1qC1gbjYAtXV0DipkYwMuBLwC3AXekt3JNlnI3zMWUR2hvyuioziUW1pBOz5pe2p3UuRKn\n55Yzo7caXp+guk9Z7dl04/Jp8LoZDS5+pBBxqY37gPcApwGnpLdyL1i2oKYgsiin1PZ3Nkzo0u7k\nvN/2OxtKL/BTak2gavbZmX7n7u6AAnsN6pyuawfX4HGbBhc/cqJWEHeX23g1N1MQ2ZRValtzOqIy\neu9k0lke6cqwxU6pdpG5UB1pgw0n69rBNbjV1eDi14RKFESYmdTfEJG/EJEXicjz0lu1XFxGeQwM\nOP9/LgcOuPhAKuV/XlbOfxkJ/f3bxvjZ3DK2sZYZlvHOjrGCp/jJOR8zKINQcxYaaLpxKuX+X/v2\nwZ497rXQ/6/qNPikggYXP/aEmQfxc5/dqqrHRiNSoBxaTNZWY2wM3vUupxQymc/qWRmyobDpID6p\nRJpIIEWyhNJB7Y4OpxxCxMFbhp07XbmIPQtJZqX//yqhASYVFPp5NoD4dSfSmdSq+ns+W02Vg+HP\n4CDccw90dWXvL3mEHnbE7TNckxDDtcE1KX7xtZ1svznFzIwph0yqbWGVTMynhReruRRz8RufYj4o\n4Ajgb4AveJ9fBpxXrk+r3I0mjkFU6jIPistW3RVfrxSmJicWcfUYxm1K+bnFUPzYQMRB6q3AB4Gf\nep8TwL3lXrBsQZtUQVSr/8x9QKrZL2e1XUpvZhHE0FgHl08cV9FrRCpREGFiED9S1VNF5B5VPcnb\nd5+qvqrq5kxhObSYrI1GVP7TglVQn50uabaa76S4NflOYV8/cd0d7EYjY/GF6hD1ehAHRSQBqHex\nlwIHCp9ihCGqDAy/di/UMY46qbQC+oEZNmTHLAL9xHV3sBuNjMUX6k8YC2ItLgaxAjebehVwiapu\nj1y6bDnMgiiz3XLXeghjABT9GyyFyagQq7lUGVFnMd0OnA9cAowBp5aiHETkXBF5QEQeEpEPFTju\nLSIyJyI1LSNeT6IaIeW2e0LXNO2JbJNirr24qVLUAEilSH1rJy9qz07az7KCBgedtti2DUthMsqh\ngaa1NB2hVpQTkVcCA2QU91PVW0Octwh4CDgL+CWwE7hQVR/IOW4J8E2gAxhW1V0+bTWdBZEmqhFS\nut3fW5K/AttzJPjOyEz2Ogo+BBoA3hdz7Z3sf+Ygl7KZrbjO3/zERljMOoieSiyIMC6mLwKvBO4H\n5rzdqqqXhhDsdOBjqvo67/NV3rmfyjluI3A7cCXwgVZTEFGR+fB13TpG++VDzNJBB7Ncyma+nhjM\n68j9Hti8fT5+pedI8AdLZvj14f6m8yI1cydWz7+tpKrARtlEsmBQegMmy02RAt6MN3/C+/wO4Lqc\nY04Ebvbefw84OaCt0vO7WpjcNNcNG1SP7cmuoZSbMuh3jm/apU/+4eGeXr1/y0TTpWk28zSOev5t\nlgFdO4h4HsRmYEVZjcNbfBTEZzM+i6cUjtEFBeFbKdYURDaF8ub9Hr7u7sIPZFA57e5un46jRZ7u\nZv4z6/232RyH2lGJgghcMCiDG4Efisivcemt4l3wlSHOfRw4JuPz0bhYRJoe4PeB7SIiwAuBfxeR\nN6iPm2n9+vXz71evXs3q1atDiNB8FDPN/dbN6eyEK690azlnxhPSboWgBXn273fXWrMmwwWRjoLn\nBieazP/SzOsP1ftvswzo6Ni+fTvbt2+vSlthYhCP4Nai/gkLMQg0xCpzItIGPIgLUv8KmAAGVXUq\n4PjvAe9X1Xt8vtNisrYCYVJjCx0D/j7nUEt65s5ta2bnPM09USsOf5tlQNeGqCfKpVT166r6c1Wd\nSW9hGlfVw8Awbv7E/cCXVXVKRK4RkfP8TsFZKC1LKuXmHwSVe/abBPfCNpdumj6pUPpsUMpg5jm5\nZI7spqbgxhvda7PnHzbzRK1q/W3Ffq+FsAzoBqCYDwr4PDAKDOLmQ5wPnF+uT6vcjRaIQYQJGub6\nji9kVPeS0MM9+SeVU98nmXTB6e5u1SVL3AJEIyPuu+HhbJ/x8HCFf3AF1LJ2UTPXSarkb2vmAH4z\nQcS1mG7w1yvF01yrSbO7mEox+dOm+QvbUvz02dJnSIdh0yZ43/uctXLoEPzt37oYRi6Tk7B8eYgG\nq+iOsvTI+hMHF5URjkjTXOOy0eQWRDlrPd+/ZcJZDlVOBfHLcOnszP6c3rZsCdFgFYea9c6+MRyW\nhdQ4EEUWk4h8UFU/LSLX4xXqy1Es7y1LIxm+lJrV0d8P/a8fgPdUPxUkKAvKb4nT004r0lhmxb90\ng3lpUZXJ1iyZRY2EZSG1BoWC1OlMox8Bd/tsRhUpK2gY4qRygoh+D//hw65fz2R42N+9lHXNKpes\ntY4pHmT+9BYvbq4AvpFBMRMDuCDMvqg3mtzFlKasoGHASZV4doLWBZqcdG6lycnC56WvectI9X1C\nsViBzdDRUZfMsHhxwIRKIxYQcZB6l6qeXGxf1DR7kLraVCOIWGpcOeiav944Ru8VlSW858rS5FMw\nIqNa982C1I1DJUHqQjGI1wGvB14iItdlfNULHCrnYkbt8PPVt7eX5qtPz5uo5JodHfDgyYOsnFlT\nds8UlLVkHVFpVDP7y2JBrUGgBSEir8IV0vtb4OqMr54BvqeqT0YvXpY8rWFBVGmIFzQzemQELrus\nIglLumalo0obqVaHat/HqP8vU1MwMeGSIEKlURuBRDKTWlXvU9UbgeNU9caM7dZaK4eWIXDtztLp\n74eNG/P3X3FFebNew16z2jOPo1qWtdWo9n2Mcpb5unWwYgVccol7Xbeu8jaN8ggTg1gFrAeW4VxS\n6WJ9x0YuXbYczW1BRDAk27kTzjoLnnlmYV9gXaUqUs34gFkQ1SHK5W2rGQuamnJKIZfQEzKNPKKu\nxbQZ+Efg1cBK4FTv1agmEQyVBwbcLOhMapESWs0STc1cD6mWRLm8bTXLcU1MlLbfiJYwFsRdqvqH\nNZKnkBxmQZRBs1TMjHpZ1lbJhor732sWRPWJesnRTwJtwK249SAAUJ/1GqKk6RUERNabx71TqBdW\n0ymerFsHn/vcwufhYbj++vrJ0+hErSC+57NbVfW15VywXFpCQYD15jXCYhvxxrKYqkck8yDSqOof\nl9OwUSalTj6oBB9l1Cr6yfL4483y5aYY4kDRILWIvEBENovIt73PK0RkqNh5RszxUmrnzlrL4aXL\neHrTWDWzbGOP1XQyjOKEcTF9G7gB+KiqvkpE2oF7VPUVtRAwQ47WcDHVAh//ynMkeFnHDL+cXRg+\nN7vLpVkC+I1Cq1incSPqNNc+Vf0K3nrUqnoIOFzOxYyYMD3NXHt2Su0sHbx4djprX16WbSXrS8YQ\nW/KydrSSddpMhFEQe0Xk+XhrQojI6cCeSKUyomVgAM3xr3QwyzQDWfuyXC4hn/BG0yFNvqx2LMhc\nEmTPHvc6NAS7pxrsx9KChFEQ7we+DrxURH4AfAmwye8NwtQU3Hije52nv5+9n93McyTYQy/PkeBS\nNrOno99/IlXQE57zYNso0fDDbw7ohTrGUSfZjyXuFI1BAHhxh+NxZTYeVNXZqAXzkcFiECVSLJ/8\n1k0pNr5vml90DPDrw/1s3uwWesvzE+/c6R7kPRmGY07NDksbNYLI/W30kWKGaNZSN/KJJAYhIitF\n5IUwH3c4Bfg48A8i8ryyJDVqxtRUtnIA9znTkjj/sn5ufWwlW+/on/fB+7pcQqT8WFE9I4jcMh8n\ndE3TnrAfSyNQyMW0CTgIICKvAT6Jcy/tAb4QvWhGJYStaRPKBx+ikI+ljRqFyEwI+Oo9A3RiP5ZG\noNB6EPep6qu89/8EpFR1vff5XlU9sWZSYi6mUomkpk2RPEVLGzVCYz+WmhFJqQ0R+SlwoqoeEpEH\ngD9X1f9If6eqf1C2xGVgCqJ06lHTxnLdjdDYj6UmRKUgPopbcnQ3cAxwsqqqiBwH3Kiqq8oVuBxM\nQZSH1bQxjNYmsmJ93pyHFwG3qepeb9/LgSVWzdWoCBs9GkZNiLSaa1wwBdFElFBn2/SIYVSGKQij\nYmrWEZcwYcLWazCMyom6FpPRhGTOsK7pDOiQEyZCTt42DCNCiq4HYTQfudlNbW1w+PDCoH5oyM2o\njsSSCDlhwtZrMIz6YxZEi+E3w/pwTm3eSCe1hph0BzbxzjDigCmIFiNohnUmkXfEIepsh9QjhmFE\niAWpW4ygGdbd3c6lE7dJrZbFZFSDH/wAbrsNzj4bVtV0Blf9sSwmoyT8ZlhffbV1xEZzcvbZcPvt\n2Z/Hx+snT60xBWGUTEvOsDZzpOX4wQ/g1a/O379jR+tYErFOcxWRc0XkARF5SEQ+5PP9FSJyv4jc\nKyK3i8jSqGUynFK4+OIWUg62mlFLctttpe03sonUghCRRcBDwFnAL4GdwIWq+kDGMWcCd6nqfhG5\nHFitqhf6tGUWhFEetppRy2IWRLwtiNOAh1V1xluF7svAGzMPUNXvq+p+7+OdwEsilsloNWw1o5Zl\n1SoXc8ikFQPV5RL1RLmXAI9lfH4cpzSCGAK+HalERuthkypamvHx1s5iqoSoFYSfWePrJxKRd+CW\nNT0zqLH169fPv1+9ejWrV6+uTDqjNUhPqshdoMbcSy3DqlWtoxi2b9/O9u3bq9JW1DGI04H1qnqu\n9/kqQFX1UznHrQE+C7xGVX8T0JbFIIzKsCwmowWJbZqriLQBD+KC1L8CJoBBVZ3KOOYk4GbgHFX9\n7wJtmYIwDMMokdgGqVX1MDAM3AbcD3xZVadE5BoROc877NPAYuBmEblHRL4WpUyGYRhGOGyinGEY\nRhMTWwvCMBqVVAp27rT1J4zWxhSEYeRgk64Nw2EuJqMimi0xyCZdG82GuZiMqhLWvdKMI22bdG0Y\nC5gFYWQxNubmk3V2usnHQWtDNOtIu1n/LqN1MQvCqAqplFMO+/bBnj3udWjI35Jo1pG2rWRnGAtE\nXWrDaCDSnX7m6Dnd6ed2kM1c3mhwENasaa7YimGUg1kQxjyldPrNPtLu74eVK5vn7zGMcrAYhJFF\nOgaRWdOu0PrUzZbFZBjNRmxrMVUTUxC1wzp9w2geTEEYhhFrWnIN9JhgWUyGYcSWdetgxQq45BL3\num5dvSUywmIWhGEYkTE15ZRCLpOTZknUCrMgDMOIJRMTpe034oUpCMMwIuO0gBXog/Yb8cIUhGEY\nkbF8OQwPZ+8bHjb3UqNgMQjDMCLHspjqh6W5GoZhGL5YkNowDMOoOqYgDMOoCrZMa/NhCsIwjIpp\nxsWjDItBGIZRIbbIUryxGIRhGHWjWRePMkxBGIZRIc28eFSrYwrCMIyKaPbFo1oZi0EYhlEVbB2R\neGIT5QzDMAxfLEhtGIZhVB1TEIZhGIYvpiAMwzAMX0xBGIZhGL6YgjAMwzB8MQVhGIZh+GIKwjAM\nw/DFFIRhGIbhS+QKQkTOFZEHROQhEfmQz/edIvJlEXlYRH4oIsdELZNhGIZRnEgVhIgsAj4HnAP8\nPjAoIifkHDYE/FZVXwZ8Bvh0lDLVi+3bt9dbhIow+etHI8sOJn8jE7UFcRrwsKrOqOos8GXgjTnH\nvBG40Xv/b8BZEctUFxr9R2by149Glh1M/kYmagXxEuCxjM+Pe/t8j1HVw8BTIvK8iOUyDMMwihC1\ngvArEJVbcS/3GPE5xjAMw6gxkVZzFZHTgfWqeq73+SpAVfVTGcd82zvmLhFpA36lqr/r05YpDcMw\njDIot5pre7UFyWEncJyILAN+BVwIDOYc8w3gYuAu4ALgDr+Gyv0DDcMwjPKIVEGo6mERGQZuw7mz\nNqvqlIhcA+xU1f8HbAb+VUQeBn6DUyKGYRhGnWmYBYMMwzCM2hLbmdQicpSI3CYiD4rIuIgc6XPM\nq0Tkv0TkJyJyr4i8tR6y5sjUsBMDQ8h+hYjc793r20VkaT3kDKKY/BnHvUVE5kTk5FrKV4ww8ovI\nW73/wU9E5KZay1iIEL+fpSJyh4js8n5Dr6uHnH6IyGYReUJEflzgmOu85/ZeETmxlvIVo5j8IvJ2\nEbnPk32HiLwiVMOqGssN+BTwQe/9h4BP+hxzHPBS7/2LgF8CvXWUeRHwCLAM6ADuBU7IOeY9wOe9\n928Dvlzve12C7GcC3d77y+Mie1j5veOWAN8H/gs4ud5yl3j/jwPuTv/Ggb56y12i/JuAy7z3y4Gf\n11vuDNleDZwI/Djg+9cB3/Te/yFwZ71lLlH+04EjvffnhpU/thYE2RPobgT+JPcAVX1EVf/be/8r\nIAnUc7n0Rp4YWFR2Vf2+qu73Pt5J/pyWehLm3gNswA0+DtRSuBCEkf/PgH9S1acBVHV3jWUsRBj5\n54Be7/3vAL+ooXwFUdUdwJMFDnkj8CXv2LuAI0XkBbWQLQzF5FfVO1V1j/cx9LMbZwXxu6r6BICq\n/poiHb+InAZ0pBVGnWjkiYFhZM9kCPh2pBKVRlH5PbfA0ar6rVoKFpIw9//lwPGei+C/ROScmklX\nnDDyXwO8U0QeA/4fsK5GslWD3L/vF8RrgFQK7ybksxt1mmtBROR2IFMLpyfJ/U2J7bwIp93fWT3p\nyqKRJwaGkd0dKPIO4BScyykuFJRfRATYiEupLnROvQhz/9txbqbXAMcA/ykiv5+2KOpMGPkHgRtU\ndaM3R+omXI22RiD08xFnROSPgXfhXFJFqauCUNW1Qd95AZcXqOoTIvJCnPvI77ge3GjkI6q6MyJR\nw/I47sFNczQuLpLJY8BS4JfexMBeVS1k2taKMLIjImuADwOv8VwJcaGY/D24zmi7pyxeCPy7iLxB\nVXfVTsxAwtz/x4EfquocMC0iDwIvw8Ul6k0Y+YdwhTtR1TtFpFtE+mLmKgvicdxzm8b3+YgzIvJK\n4AvAuWH7nDi7mL4OXOK9vxj499wDRKQD+Bpwo6reWjvRApmfGCginbg5HV/POSY9MRAKTAysA0Vl\nF5GTgBHgDar6mzrIWIiC8qvq06r6u6p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EVpWr5H6IuZ77SeRVlvPV+wl1/2RbwA5+1q/Pv9b168sWvKnHNbYM9bqYCgrSVEqtNZj8\nl3jJQEofHTAfCisWZgioWBX04HUINLvyGtDrdfJPB/qAO4HTC7b5KvBG7//nYmwKUuq47SwUEpcn\n7GUt34fKVjSxBU29bcT6dix7y1Hsldt+yYD29a1U3BRRHRhQ7enJ3/SXDJQUCsuUfjGq6lsCdrpk\nIKWHyC+DeIi4XjJgP2jQ/Utcnih9/kKB4BMMpZocskJjdxFUArBOHWq11Vr9v9cm7M9VVjDcTyIy\nwdbKNF0omDawEfgp8HNgwlv3AeCV3v/rgds8gfFj4PfKHbOdhUJqT0rjk2XKZcZiJUt2Bi0Z47qU\ne65tnVrJUVKIF6OajvLbYyk9LPadHh1IWNvw6IC9Ddb7l51ZlaLU9QYQ4YC4vWnRG+NvVlCnfz+J\nQKHRDRK/JYRCFEvDhUKddQg5lUV2ZuATCKlhs872Xbnllwzk1DCaSOglAynrpoGjpBAvRqX9QSql\nOi8ldqpi1FlVjeMqhELEA+L2pUWnUP7fK2jgk0Fyr/G3xzpJNxgOJxQCqKhTifAFyPTkzwZSw2bW\nUHIWEbBkQI/Qm7fOP132L9ZREhhdU5nrqrSjTCTK6G8bNeqsQii06IDYSlWCsqYTtl6HGmam0JI/\nXgNxQsFCxeqHgJ7hfhI1vQuplOpVPWO67DtmYovd8JzYYu/Mlm0PPfmzjXVbYsbo7NskFisxSjr5\n5PzjvCOW19FU2lGKlHlBGzXq7GCbQtUqtQ4jlVLt69PggU8r/ngNJqxQaLZLakOp2KUxILhnkIWa\nPPEmJuDi5Sk+wRhLxFCCg8Tm+yGxpbiesy1SoTAZ3oNrMxxz/htyKSnicdi1C86ZsgT4rFsHDz2U\nf5zjMnnxABv/Ol2RZ+PgIFzGZFGajkWJr9RLaIQP5113wfqCYPr16836ACptWiSphUIcNIrI7HYk\nmYTjjjP/X0cyL0J/byyi56pD6aoiOz3be1BLPLAgLG+15IcoUTzn6cwB1dXfsNaM2TJk0l0EcOwR\nYXq3cs5sgkHmrdJ8aIu96trTDvTy3R3rGGSBh2KDzI1OGsHgx5drKOg4if4EkyfNBdbCKSTr0n7B\noqkvPcgCe2WQhYu985cqrNNGRFKwK+RBZXtw1SXd2l7vdq24WkylcUV2LFQcxRoi4rKaTAHWQNKZ\nSWQpOPHdY33KxAgkmA+IZw6ebfxv/1KugM4pmXlesNPUZQ6iVB76wiwCEDyYzY62v5tI8gwxacW/\nfe3cikBoxSRtVRBJaqGQB42JPbIraH0n48oh1IeuEgoVR7H6dAhBtRAqfuA2bOD+eWEZs3yNDaYd\nP09y8cnTJDJrsCY3Ah7o9/Lm2b5ctSo4f3zB+tUsMjQd3GMFHadHevJyDoXp1wOTTgZ0eulPX1rX\ndNaNIJLUQiEPGpQqJWh9J+PKIdSHrhIKQeknwqTSvS61zOnxuTyBEI/Dxo0V6JI3bICZmVzHLsDv\nMcM3+zYwPQ1Ts7cx98FDJEJ27sCKwvuaa+z54wMqsp2cKeh0Tj45929QhbeM5tsYLv10msVF2ESa\n+xkiQw93LQ7xg0tDdOSWTi89DKMv2V/XdNaNIJIRasiDJvoT1s2C1ncCNlNLVhO5uLiSFqNl0oy0\nG2Gs0a20NDN4rdATb2ysQg+Vcq6RXtDa2CtQthZ4Im0160u6VI6MhI51eCCWKG5fgPdRbHvMnpZj\nSyIwerSsp4fFlSnQA6tcxHKTicRTKeRBu837yHZb+vpUV60qvlXdGItQCpxLavRU7MteTiiU6xwL\n3VNjseJzjIxo1mV1GfTHrLd22t8eC/+CBOZs2kr1PuGWt1sKBeG2CnIbFR67wZ1BJKcMedCGxyk0\nisLrHxmx5gOzLZsIjqTvVsIKha7yPqo3FXs7BFUTA3Og3l7IZOjZSmERNrO7wvJ234qCOg5Bp9rE\nivfPAoPsHbN4H5Xg2K0n8njPfkub4dovwoWzxV+FcvlIp0l/+lImnr+fhX5js8hQvE+i39SXCEUk\nrkCOhmP7HQtQ4BOMcYmlNtf9DDGExZuvGnfBDsF5HzWAinXJIyOl13vlucoajHt6SgqEQvz1lJ/O\nXJFAyOpok5Jmb+8QKj3s7R0iKWmGhuDxxwIOLHDZywO8XEIo1NNnwOjLH8vFVdgEQsXprFu1ypij\nMmy/YwECXIy9As8gLVpYqA1wQqEGKvZ2uPnmYsEwMmLWQ66q2+Q3pMjQ27cEh1ZBz1YTR5Aee2nJ\ntgXJn8n1+Va674yneeMbTeGRaUY5JTOPeK6r04zykvk0xH8VeJ69x2eqdvmw1rLGuFOGdgQopFWr\njDkqI+TvFcPuZbVXnH9qtTihUANVBeTefHO++jMrELJMTZG8c5np16VIHDAqo4HDZqq8f7UZUc8f\nvxzsleMN+2/+Rg//+6Qhzh4eN4FxW3tY+64TSRz7Z3k+pC/YOcqfLKWthUeyJT5tVday9BxKkFyc\nZm8sYSrCVeDyEVT6clmXq6+p65zVO4OQv1eGlZlqVmWaSMCnt2xk6G2yMogaxvmnhqSrhUJ6Nl2z\nT3ygH36NJIeTzO0wNoQ1R+Fob/731lQGBYEDN582z52v3GkipUU5sHo/o79/NC9lRrbjD5puD7IA\nM5OwZKnmtrSKzE2TfJ4kp2bmWBNfJj05F/omRFES0zmrdwiW37HQfKfAVV59cTDjnEQCJnen+eiJ\nu5jvVzOIWgujFwjpf9zs7Eoh6FqhkJ5N163eb2QMmHrLpSKM8yjQw06MwOKq/E0W+8x6P1kDtPUc\nDMJskmO+djUcHjBvosLqw8fwua8ssTx7IUfp5UrGK1bdR1ESs3VrYjoqwvsd98ZWAke/zkguV9gS\nMauReWEhIB9UrzLxxI0NvID2paxQEJFLROTJjWhMI2mLRGJXXFE6UtkbUWcNxcvz+UIiUJgUrF9g\nkMuY5AnyZwNP0MdlTBKPw2e2JNF/2IduU/SXYzz6kSe4aFYRTH3nv2AnVzJekereGkw4O0TyjAtN\nhy5iAv4qJarpm6OxJJN8c9ccx8WNg8R53MwqluhBWcWS1euopwfmD9gfwiB1pSOfMDOFpwI/FJEv\niMh5IqX8KtuHoAekpR6cZNJEKv94oDhSWfqY/MohVHr47YuGeMl8umi0HybthT+XU2GyQEU5ccA3\n0B4fN26zO3cWpdrIeoKccEKFlzicZG7LnLEh/PuzSF5/d/4GMzPVCYY6UA/1oqM2kkn46dCGXFqY\nZYSbCH4eMhkCbWB6YLB+GWw7mLJCQVX/BjgN+AzwRuBnIvIhEXlmxG2LlEj02WEplRK58Dsgecs+\npl+XYuDYgdxmxx4+Avv3IyiDOk+Ki0gwz7Kvu7alq+g70suWmYG8XE7XS5K/Y4IncTRv2ydxlI89\ncTHJzb1m1L5zp/fW2QnyBAlDejbN0PBMvmEwy4wlT0fEtIV6sRvYsIF1d+enhnm5lxoGVlJaxPye\n0TOTcKTArnQkDjOT7Zx3sWGEsil40XD/6y1LwJOBfxWRf4iwbZESiT47DKWyyJXJMPfY0krAwP64\nqXmQ7Tx7jO8PPSjLCAokZ2F6t/FeytoC1hxd4iT2s0wP/85GriPJCSdAQgJmSIcOWQVBeth03v5O\nPEOMXwV7rwbfkmwH7MUrzK/Nv7Zm0BbqxTai6noTlgGBAC87MoMqLC2ZVyUvTnI2Cbun4UDCPFAH\nEubzrFEjurCV0pSNaBaRS4E3APuATwNfVtWjItID/ExVGzpjqGdEc3o2zcTMBAsHFxjsH2RyZLJy\nF8hKjxtQo4GEl8As4LuhLTB/sPi7xAGY21G8i2JenmzBnEWfuSB+xAiL18+aiNC/kimWBwPaZWH8\nFXDVi/KjruNH4DW7R/jmIzdXHDA6tGOo/LU1OPK+4tobNRDVc9gq1BRkXi4LgEfQa1XqsN1WYyFs\nRHMYobAduFpVi265iDxXVX9SfTMrp5XSXNjIjnr9o8z4qvhKEFap3BgQ+J1sDfidFHS7dTVCiYI5\nXoe7RIxnJZaYmyyfVgCMkLnojwLScBxMcO2ZcxXbdQM74GxaD3+AX4MIFFSVpNwIQdnnpQMoNQ4q\nO4AoIxSy2VHn582m/tcnHodjj4X9lgwt3Zjtop5pLp5RKBBE5FqARguEdiBI7XDpDd58tVRwVcB3\nh04YhOWAYioBo519DHD18Crmy3ggxcgYF36bK6flhZwYsQsEAO1fCC0Q/EbcHrE/hoMHCRYIkdS/\nXKFi9WKV7ekGNVVNQeYlUsP4ta1gBII/gG162jjwubCVyggjFE73fxCRGHBmNM1pf4K8l/YfXTD9\nRKngKst3S31xLnlkEiSgmEoPRZ33YeJcMPxaLj5fAyrymA43axe46F7Pu+YM8l05L764+PoChAxA\nojec61GhEddWECa+Ks7km1LBAiHiqm0V1d6ooT118YKLWEDWSk1B5iVSw9jSI2UD2LKeyGHDVlr8\nFjaUQKEgIu8VkUeBM0TkEW95FPgl8JWGtbDNCPReOji4Ytw69tiV9QM+n0/LE/z246b57NEkHExY\nD5tYm4Brry2qDnfnyBc42rdk3Sd+BDbeY2wNC2sJ9q7xcjERWwkYWntwjfWYojAZUsNTc86jBiW9\ny3OXLZVyo4b21OwF1wZlTWsOMg9IDRN2BlIubKUNbmFDCWNT+DtVfW+D2lOWVrMpFBoJN562kZ3f\n3QV9vk7iSBx2T/P6WUjHK7O45UwQw2k4fzTvuIW6Z/+EQbaKXc2jkPqiUQNZbQ0BOvOcXng4Tfz8\nC/MM16Jw8X/B1NfCWe9qNuK2WoX2GtpTs02hJoV948jq/hcWzAxhcrL2mMJ6XXqb3MKaqdmmICLP\n8f79FxF5YeFSt5a2MTZf9l137mL1vZut7nAfjlU+osxNsQvc7GKHikfTAythDJwaELiWOAjJc8ZY\nWGvXK+WpLXxz6jv2D7GJNMwmmdw9kEvWlzhgaipMfZXQScxqHh23WtK7GtpTVYlYP22SFTaKIPN6\npblqk1vYOIKq7wDT3t9bLMs3wlTwiWJpqcprlyeslcIG/jZhraS4jNjLRElwZbHCAmVXMparPqWx\nmP5kZCxXnGpgQLWnx2x3+fCAxi/Lb1f8MlNmM3XmKo1t6yld+tJSGe0Qcd1EylqCs5KqVjWXkIyk\n/qXlHGFLqTWiPUFUXP6vs6hHxbtuuYW4cpzRE1SmUraJ/WGt8unLHuvjjBlh4FuWIa8sYV+fEQ6v\nJ6VXD68qqtecGqZIWPjbnRUMqXMHrG09SkzPHh7T+JYBla3o4BbMthW+jTWXkIyy5GY1nXwTSoBW\n3VZHHt1yC8MKhTA2hT3AdcAXVPXn0c1ZwtFKNoWKfdkrjeIpVMQ+8ADp05eZGDFeQIMHTSqL189C\nkhTXYY6RSMDcszZYo0GD4hYKyQa4JQtKbaaH4S3nw2P+YLgO86tvOyVzFAr7LqOaW9huQYf1jFM4\nH8gAXxCRH4rIO0WCyhp1FxX7shd6F61eDY8/DhdeaBLNjY+vbGtxiUifvszo+RSlg/j8MFzDm4zO\nH5ietwsEKO1S6seWYhvMuscKSis00q++IUnqIlYy1/0aXFbYmqn0FnZybqyyM4W8jUVOA94HJFU1\noDhvtLTSTAFqGC2Mj6MF2UYVkGztZctotVx08hwJns4cy0hQeELomUK2QYXR0j1bA6KZI0j/UEjD\non8jnCl0QwRzN9CoiPd6Us+ZAiKSEJF3A9cDzwHeXWP7OobQvuwFZK6atqafzlzlFSK3jErL1UcY\nZKHIG8NPehgeWdWDxRvUii1aulxthyhpWPRvhNXbAq/hc5td5FQ1NCnqrC1S71dJmCI7PwC+BMSA\nP1HVF6nqRyNvWYfTY4nizVtvcWcsVx/hodgg09P2IOZsYrxfr15e2UDJS8ddSMbydNjScZfLLlsv\ndUnYF7HmfiLC6m2B17A64yKnKqURUWcBD1NTU+9HTJiZwhtU9YWq+neqel/kLeoS/AXHC9enZ9MM\nveVQUW2BD8xIcYd8xHTUAHOjk0xMwGM8qei4EyP5mVIBEFjTt4ZEf0C0tEUIZdNxh/Wrr6fuNcyL\nmNdPPC/N/KuHuPBnPZw4WaEwikhPH3gN/nvtcjuHI+rI9hJCp2mp9xtAqeC1C71//0BE3l64NKh9\nbU2pEfJ+3QeaAAAgAElEQVQnGbUWIv/z4XNNJ7q0v6i2wEWzyod2r2XQFziWTYF9J+vZuRNunR/i\nGB4vOnapOs/WB9wnbApJzsLc2+ZZ/vbvllWZ1VPlE+ZFzPUT2QjwtfMgyv6l1jAEhr7XXRs5VQFR\nR52VEDo1Bx22MKVmCqu9v8dZFnsCHEeOciPku8am+ARjRYXI/+1V9xZ3op4nkAB/Mfson9oxQmY7\n3L/DCISvM8KHuYxpRhlinh7MttliOyQSDK6yq4kG+wcLHnBIHBSrO2oRIUplBqt8Kkh+7xHmRcz1\nByMT+alGaI3so0XXcChmv9fNis5uJwLu0ZzWqexmGaFTrT2x1QkTp/BSVb2t3LpG0WreR0GE8U4Y\nHzeq6kzGlBMcHYWrnlqmtgDk8uz4nWTuZ4ghis+X9WhKj720yOsFjE3hiuNeS/LDN644aW/cCDd6\nn7NFl21J6XMnCX6GAu/DQWHuzGvr7j6Zuydbe8xNK6AuXlLr1sFDD618PvlkePDB6o5VUwWaAmwP\n1FRxcfuOwXLvDhPnLUxzHcmqb2OOdotXKUM9vY+uDLnO1ojzROQeEblXRN4TsM1rReRuEblLRD4f\n5ritQin1UNAIef7gfG67qamVcoJLS+ZzKZ1zrgSmd77541fON4j9fAKwcyfJnbcxff50kWF5/2P7\nGX1wJ+njfXrTXbuMp83yMuzbZ5YqmRyZJL6Ub/qOH4HJmzUSvXnOcSigeHvNhsBCgQDm87p11R2v\nXkbt8fH8GtqZjPnsj33pNHz3zp8hOBvEWbN5IUIvtFYmcKYgImcDLwG2AJf7vjoeeLWq/mbJA5u6\nCz8FXg7sBX4IbFLVu33bnAZ8AfhdVf21iDxFVX9Z6ritMlMo528eNEIu3C6PDRtI/3LGWj5z849g\n1wvy18tSHP2KSbYXNFPIEYvB0lK40pdQPBoKWRbRRvoMKYrCTs4SWVbTdBou/XSa/S8pnVW2Kmq4\nD5HS22utpZ393TudyBLndlC0eD1mCn0Y20Ev+faER4DXhGjDi4B7VfU+VT2CiXG4oGCbtwCfUNVf\nA5QTCK1EOQOqzaBo2y7HBhOFnPPuKTAm3/gbxd5D2rvIupHNZOjhBPaVDj/IZGDDhmAdv88QnR6G\noVfP07NNGHpXL+md4yUrYJUj+UiCuR1G/TW3w6c/j0hvnkzCvluSpF7XmYZAKzaBUGp9hxFZ4twu\njBYPFAqq+k1V3Q68WFW3+5Z/UtWfhTj2OuAB3+e93jo/zwaeLSK3icj3ReS8iq+gSZTzmc8aFEPv\n70tLkZwlvxPdo4Gprh/qz9CDcjyHEXwqpgJ31uw5Bh8/xnqcrEtkNp4hl0pjTcaol/742YEVsMrS\npGl4pxoCrcQCEgwErW8G4+NmRiNSnNalRjpR09OsanBhbAqLIvIREblRRL6RXep0/l7gNOBcYBPw\nKREpSsIgIqMicruI3P7www/X6dS1EcZnPjmcDIwBCKvbVryC5AfK+7cXdeg+d9Ysk//xeLFL5NEV\nl0hbPMPiKpi4bzqwAlZZIgwGazSH1p5sn5GdfHKjm5LP6Ghl6xtNxDaPDnrEgOZWgwsjFNLA/ws8\nHdgOzGHsA+V4EDjV9/kUb52fvcANqnpUVe/H2CBOKzyQqk6r6lmqetZJJ50U4tTREzZ4pR5BLptI\nw8ykqeDmP06Bf7u1Qy9IbJechenrF0lk1qyoVdaNkXwkgSLB8QyrM7VFJnfANDydhqceeZAFjGDI\nLofW1uB9VC98pVMB8zebR6sVmA6YNXvr6zEq7oBHLEeDKs5aCSMUBlT1M8BRT6X0JuB3Q+z3Q+A0\nEXm6iPQBrwNuKNjmy5hZAiJyIkad1BZR02GDV0Jtl06zHJDCToBPMcrZ3Aa6krdIlo3x2e/fXi43\nUq5NszD3wUMs/+Jio1YZmyI9Ocea+DInH7SrG054oqdjs0KGJfuiDvEgPWhueV5/kwVCFps7W6tQ\nwubRyFFxQ7Ls1oFmVoMLE6fwfVV9sYjcBHwMeAj4V1V9ZtmDi2wEdmDyJl2tqpMi8gFMsYcbRESA\njwLnYdJzT6rq9aWO2SreR3UlyB/aIz0Mf3YBHO3NX79qCa75yopgKJdFtQjPMyWdhs2bzXt79vA4\nPz5/Z369hKNwbN9q9uvh4mO3cFbIeue7b7XS0G1FCe+ooVOWGhIO0E4ZaqMIkahnnMLfikg/8A7g\nncCngbeFaYSq3qiqz1bVZ6rqpLfu/ap6g/e/qurbVXW9qg6XEwgdSxnxPzFSLBDArPOrhqzJ6gLS\nVaSHYeiSDLK9h4vuGCKz3oyYvjc7xfN3j7HuQAxRWHcgxvS6MX6li8UHoXWzQkaR777VSkNHRhQW\nzhI2j0aNihuWZbcONNNwXlYoqOq/q+pBVf0fVf2/qnpmtlN31IkyvUqpwjj+77LurNncSOsOxJj+\nxmpr9bSsQRoU7Z83eYKGVwTDgzuW0O1K75eWSI5NtV1WyCg6gE70cCkiKl1OCZvH4KCxm93PEBl6\nuJ8hNpGuu7Btp3TXzTSch0md/THL8kERKYw56B5qGUnZ9p2cZKkvuBDCKQeDA6YK02knZ2Hec2fd\nuyPDn/zgKIWhS9aMqX2LJl+QD3+HN/mD1fZZyA9WUytV384SO0bRAXSah4uVKi2coX7DAJtHamOa\nT+XydilDzPMpRkltrK++v90GNs0ynIdRHz0JeD7wM285A+NJ9GYRsWmqO5tyI6lSb0fQvkDv1dPs\nX2PC9R9mgIcZyIXunzJzMT1LxfqjVUvBmUyz9OkRfs0Aj7A65y0TOPPoX+kwY7H8Di95/d3WoLrk\n9XcHHCwcVQ9My+wYVQfQSR4uVqrQ5dQ6uTjnxglWky+IVrPIOTfWV63Tyemu64qqllyA7wMx3+de\n4HsY4/Hd5fav93LmmWdqU0kk/J76K0sioZpKqcbj+evjcbO+3L6qOjBg/xpULx8e0IF3oWw1y8C7\n0NQwqqtXq8ZiqqDLATtnkPxVWxLKNoqXLYmiJqdSpnlBx9acaaj+t7OWHVN7UhqfjOddX3wyrqk9\nqZra2/FU8YNU/RtmEbEfQKT26ykgtSelicsTKttEE5cnuup5wDj4lO/zy24A9wD9vs/9wD3e/z8K\nc5J6Lk0XCqUe4HJvR5mHv1S/m6H8i3M/9vPfTyJ/1XBKuSy/w+SyuDKcysk21XwZF5VQqLo/CLFj\nN3cAVVNuYKPF95XhVG19es1SxRGGegqFNwP3A9cAn8XEEfw5pt7CR8KcpJ5L04VCqQe4XEdV5uEv\n1e8Gdfi5F2dsTJeQos77EHHdhOWlHU6ZmcFWMX+HU0Uvsb+5X2PELhhGRiK7ndHs6ChLdnqYHegU\nCITCGZj8TdwqGEL/FCEEkaN26iYUzLF4GiaZ3QXAyWH2iWppulAo9QCX6KhSKdVLBlJ6iOCHfxMp\nvZ+EZhC9n0ReZ34lY5oaRhNbUNlq/qaGUR0bM0vBOZdBD7Imd4wrGdOjxHQZ9CgxvZKxsi9xoYzL\nCoaccKhRIJS7nUGMjakmpfS9rDslOsqWOF6DSFyesKoe5W2J2n6KNr0f9STqW1DPmYIAFwLv9z4P\nAi8Kc/AolqYLBdXgXy+gh5tcv9K5+zv+Rwfy9y3s5Pyj/MuHBzR+Wf6LGL8MTZ07kLMpFC5HieUE\nQuEofxnyBINI8UMYdjDuVycMfHhABz48UJHKppKXwS///Pdy35oyO9ZCvUeybTwylm1it0dtk27v\n02uiEY9EPYXCTuATwE+8z08Gfhjm4FEsLSEUSlHQw31mxK5vLepcA3rgrD1gcIvtRTQzhqATLIMm\nEqpHKS00RMygv/ClDvOg2tQJ/qXvg3111eUHyD+NxSr+acK/cPVWVbWx6itoppC4PFHV8dwEwdCI\nRyKsUAjjkvpbqvoXwOOet9KvMbUWHDYKfBZHb01aA3PAuO5lvVZ13u7yl62o9kCpvEYB6ZEFmJsX\nerHnnYmRIZGAiy+GU7+V5tb5IZa0h1vnh7j5z0wby/nl24LE/BzJHOHSr14a+H2lVFs2oCa3yXqH\n3DYzsU2N1NOts5mZQFuNVnokwgiFo14VNaNLEjkJcJleQvLajD0wxy8YRkdhb4/df34Bs/7YgwPW\n7489OMDHM6OlC+wEIMDcxnF6v5Dm40fz2/jxo6P84NJ0ab/8dJqFAyWqvXnsf6xEfecKKVUeQMQs\nGzYUf1dT1sl657do43wZYRNBhqGZmUBbjVZ6JMIIhY8BXwKeIiKTwHeAD0Xaqg7i77AH5nyIlSd/\ncRH+enmSw+SPwA4T5zLMCGzxntdS1POrWX8JU3yCMZaIVS4cdu7kb/e/1drGt++fCB61ecO8wojq\nqAlTHmBmplgw1DQSq3d+i4jyZTSqKEu9ihe10ui42bRUCpUwOibgOcBfAH8JPDfMPlEtLW9TKGA5\nIL6gKKCMYO8jES0bcJZdSsYTlLA9BLUx0NjlKUFTwxQZwAuXgXdRF0+lLGNjwbYF/2JpbvU62xb3\nPmpH23Ubm1YioVW8j8qmzgbw1EdPxUQzZ4VJU+R526XODsiBO0eCpzOX+zwwAI895ptOD6dNLqL+\nBTg4CP3zWEsuKLB95TdcRgIqMwSj2A+dbaM1Xa8vj3R62ORTms/aPXwHy0vvHbZ8ZwVIiYv1P9pZ\n/bVfXSFitkkk2roeOxBNquWosf0m8XgH5pNqEeqWOltELgF+Afwn8O/Af3h/HWGwzAv9aiEwX19x\nha841XDaZC1dO28SDa2dD+zoTznYk2fEfpRji7ZRShuBpKenKCGfv43W6bxP2ZmtKa3bIfXNgbz8\nSP56D/461I3Gn8wOVgQCdIaBsx1VMV2RYLANCWNTuBT4DVU9XVXPUFP34IyoG9YxWJ78H41Nc+IA\nuc78F8cOkcQYdRMJzAyhL1/Hr2I6Wj/xI/D3M8t5BuJjegWONYJBvSXrmLNMsVkCgLe+ld6rp9kb\nS+SS8L2Faa7DvJ1WY1eAEjT551cw52VpndtBUdpuP2F04OUqZY2MFO8TtD5rNE8k8mcRUJ2Bs1mF\n1W20kqGyEjo+wWA7Uk6/BNwC9IbRRTViaTebgpUSCuBUSk3qCZt+fqslormEUvYzI8UBcUeIaYYe\n87mnxyTU85SY3x5LVaaXDlKChlD0VxsDYUtqNzKSf5xy5ot65F9rNR1+q7XH0XpQx+C1z2A8jt4L\nvD27hDl4FEtHCIUSFraxMQ00Kp+6Jb838xuIi1Jg7CmddiOoF/n2WCrQ2BU6wVxhL23prcMYGesd\nKFXJuRtxjHrjAsEcpQgrFMLUaN4aMMPYXrfpSgW0naHZRkCxX0XoYXnFpuBXIR2Jc/buzXx+9kYG\nWWCBQVZziJPYn6uk5i+cE18VZ/r6Rbv6RsToFSqwTFZc33bDhnwbQoGROUy9457tPahF4SUIy1ur\nD5Wph4HT1WvuDtJpo1ZcWDCvTDs7JIQ1NIfyPmolOkIoBLiKzJNgKOuRVOh9NDMJs/lP4yZMYNzp\nWxa90pr5JA7FmPtHS6hvImGe8gp6taEdQ8wfLG5zoj/B3JY5y0WWJoy3TL3P6afWl70dvX0cldFp\n3lF18z5yRECAkfa9Po8kZpOwYw62L5u/s8VP4XUkeQvTgZXUFtZkgiNiKrRM1ru8ZZhgnY3HTCJL\n0VTKqtXA2VLBRo5I6NaIaycUmkGAL94XYl7PNJyGLUOwtcf8HV5xaxExqgswKR/WjiUZXJuwnmaw\nPxHs81dhrxZY3vKAmmP39sL4eK23INc5p9Ow651J9CvTcCABKsjBBJufvKKuKueZFCXOnbLzaUc3\n33oQxqbwUlW9rdy6RtER6qMAxsdh53fs9gR2T8NsklWr4Jpr8jufivX9uR3D61Cs5zji1Wn22y3G\nxnIF2SvF35yeHnuSu6x6puprdjhC0mkqwrrZFETkv1X1heXWNYpOFgoAx71/iEMxy5N4IGHUSHgR\nuLvTTMxMsHBwgcH+QTaetpEbf3Zj7vPkyGTJzrEanXp61nfOA8rkjCUOIRaDpaXKLhq7/tZG1uQR\npb3B4YDutSkECgURORt4CbAFuNz31fHAq1X1N+vR0EppN6FQaecb5HGDirEvAAynib+u+lFyXR72\nsPklQhI0KiskO0qLyjPJ0SaU8W6rF93ofVTKptAHrMHkOzrOtzwCvKYejex0qskXH6S75+DK+tjv\nF9cwWDy6yMRMOAtYPQxoyz0BOaxL5bYuQRg9rd/kEWjjCLp/9aSVQpmbTTPuRaFAAHtq3DrQjRHX\ngUJBVb/pxSK8WFW3+5Z/UtWfNbCNbUs1na+tiAlH4sYlFdMxZtaU8QQq86LWakBLp+FTFNdwUAiX\n29pCkDNULGY35Naz2EtFNLAyTKvLnvTOcYbuuIieN84zdKmSPr5BSaSCcmg1ILdWq/8mdaFcdBvw\nbGAa+DrwjewSJjIuiqWdIpqD0in4g4pt5NU8/tuEDpybyotSLRnpGyLfQa3RuNn9r2RMjxLTZUxp\nz8+uHqv6XlWTpiF0hHU9aVAoc6unrUjtSWn8b/LTscQv81KvRB3WHSKNShS0+m9SDuoY0XwncBVw\nByu51VDVO6IRU6VpJ5tCOT15tUarkp4350+UdZkY35nmqp9NoMevBMbFf54M3ZaoonnbQn/boFDm\nVvd8CTT0H4C5KyIO666zPSssrf6blKOewWtLqrpTVf9LVe/ILnVoY8djCwXwU20gTMmSiGV0Q+nZ\nNLt+PYr2+9JyXzDK5n9Mh+6Ao8rI2Rb62walI211H/nAYMZ+ok/NWklq3BCEVQm1+m9SL8IIhd0i\nMi4iTxORE7JL5C3rAApz+Nuo9oEKLIlYptOamCk2UmvvIjc+EV46dXU0b4MuvtVTYQca+h+R6B+E\nm2+2C4CZmYqDKCsxEbX6b1IvwgiFzcC7gO9iVEh3AO2hv2kB/Dn8bVT1QI2Pm4ffFklcptOqNV1F\nejbNxNyJPPYuYXCLcPnwiVwykG5b3+2KaVAoc0sJ3tNPN9eaXU4/3W7oXxImT7u4MQ/CzTebXnxs\nLH99JgM7d4YWDJU4g7TUbxIlYQwPrbQ0ytAcRUneICNV4LlsX4yN2Q1sY2P5JwtofC3pqFN7Uhrf\n3ldsXDxzVftY29qIlkiFvX69/Xlbv745hv5Cgop1x2Khdq+0tkZL/CZVQh0NzXFMDYVBVR0VkdMw\nldiaUpKzEYbmqCIZbYZUsJ/rps1pztll+eLxx+1GvIBI4nQalt46TvLwNDEypIeFt746xmLPyrZZ\nIzV7kiUNvSWNi19qE2ubozKaYdRdtw4eemjl88knw4MP2retsX3tbjyuhHqmufhnjMroDar6PE9I\nfFdVn1+fplZGI4RCIx+UoHN97IwT+ejv7mehHwYPYk8pUUjBb5lOw6E3jDO6vDOvxnN6GCZetYaF\n2OFcSgz2JMsKwsAoYoXlD7hCAh1Jo4VCoUDIEiQYenvtSbJCplvptFQWpainULhdVc8SkR+p6gu8\ndXdqB6e5aGQBFeu5htPEz78wv2iOLfmcH8tLMDQE98730kv5l6am+gZuptC5lBIKYJ6j0dGqkyBW\ndD7bSzk+bmwIhVSQmLEtXKHrQD1dUo+IyLF4Aasi8kzgiRrb19I00svAesyRiTyBAKaq2sQIsHq1\n/UCWSOKFBYjZBAIUja7CuNtNjkwSl/yGxY/A5LdXdaC1zQHA+vWlv6/QsFt3pqaMAMimV4nFKs7U\n2xau0A0kjFDYCnwNOFVE0sAM8O5IW9VkGullYI1l6C/hA/7JT4Z+CQYHIUPpHEXZmgT6flO74Q3D\nGzhKL8sIR+nlmvjKy54cTjL96qtJ9A4gamYI098dIPm2a9yb1KncdVd5wQBG39IspqbMrFfV/K3X\nrKVbCWONBgaAPwD+EDgxzD7efucB9wD3Au8psd0fY2YiZ5U7Zrt6H1VyroG/tXsIrd4yUFE7UinV\nq3rGdLnAtWLZ81ZK7UlpfDJuT1VQsK3Doap2V516ppg4+WT7sU8+OfQh2tlDKEoI6X0UtvLaOiCG\nyZz6MhH5o3I7iEgM+ATwCmA9sElEioYcInIccCnwg5BtaQjNnFK+9oTiMpQciXN45gqr/3RQRGYy\nCWs+N8XnVo+xRAzFZDcVb2ZhC2TLqak8BJo7CmwBuiIJGoS70KAsuFVmxy3iwQeNUdlPKe+jAhqY\nr7BzKSc1gKsxwWq7gGu85eoQ+50N3OT7/F7gvZbtdmBmIbfSQjOFRhEUv8BwStmSULaK+TucsvpP\n15KkS7aJdUYiWyMaBbYh7Z4ELTQhL/QnI/aZ509GWmM22aB8hW0JIWcKYYTC3WEOZNnvNcCnfZ8v\nAj5esM0LgX/z/u8ooRB2Chv0EAfF5BQ+3EH7Z7ct1XkFBrJtsTSmS+maTibkhSYSxdlxr2SsZe5H\npcFo3URYoRBGffQ9m9qnVkSkB/gn4B0hth0VkdtF5PaHH3643k2pO5VMYYO8fjKZcMbuUrmTyk2d\nrakKjpiYiDyqrJHQCXRLErSwF7qwAJcwxSqW6EFZxRKXMNUy96Nb8hNFSRih8DmMYLhHRPaIyKyI\n7Amx34PAqb7Pp3jrshwHPA+4VUTmgBcDN4hIkR+tqk6r6lmqetZJJ50U4tTNpZJ8KkEPazalTrkU\nO+Ue9lKZWK3ZVh8bIXl39e59nUbXdDIhL7TV70fX5CeKknJTCYzn0CuBpwOJ7BJiv17gPm+/PuBO\n4PQS299Kh6iPiqawPvtAYY6YWnXWtv2Dps5jYytqqVjMORWFwdkUUtVsVtFp6+0p5LyP7FBHm8L3\nwhwoYN+NwE+BnwMT3roPAK+0bNuyQqHShyxPPTucUi4rcPucjBcJhloe4uz+pWwLYfLotRqt8nK3\nSjsiJ+SF1ut+dI3AbRHCCoUwaS6mgLXAbnyRzKr6xVpmKNXS6Mpr1eRGydtnyxCstaSG6E8wt2Uu\n8rYCDAzAr35lXrtCQqaIyT/PbJqJmQkWDi7kcifl6jnUiW7KSdOtdFMyulagnrmPrrGsVlV9U7WN\nq4VGC4VqH9xsPpX5N/aYjHEFCMLy1vonkEun4dJLYf/+8PuUeQTyj1+qFGgdBYPrMDqfRuYYc9RR\nKLQajRYKtT64gUnkIpgp5M45VLo2tJ9KZwqNuh7XYXQ+TvA3lpoT4onIu72/V4rIxwqXeja2lanV\n28Lq9rkqbtJV+6hn1Gwl7oGVepvWWrktLK3u5eKoHZunkAhs3Nic9jgMpVxSf+L9vZ2VMpz+pSuo\n1cXN6vZZoGqpd2h+UMe5Zk1lySRtgiqwNm/A+mpxroWdTzIJmzfnZ8tWhV27XFqKplLOEg38SZh1\njVrawfuoUuodNVuTV4fnt+qPVvUfY2zKkkSvwJuqXnSN108X0zUR4y0AdXRJ/e8w6xq1tEOcQqUE\nheZDg/2/LX6ry5AnGBIJrXttXtf5ty5R/zYuLUXjqFkoYLKbXgn8AviYb/ks8F9hDh7F0olCoVSM\nQUP9tgMSLh0lFtnL2nG+6h0k4Rrx27iZQuMIKxRK2RQewtgTHifflnAD8Pt11WG1ONlCND3bexja\nMUR6tr4KT2uhHY9SaSrqjq3WLfnV2+pt6K0kJUjL02F5mxvx2zTadjQ+bso6i5i/zSoY19KUkxrA\nqjDSpVFLo2cK1kI0EejQU6ng2ULDptJlZgpRjOA7Sn3QYcPeRv02jZpctWNUfz2hjhHNLwW2YXIe\n9WLqrqiqPiNacWWn4cFrDYwzaLrftqUIugJTjPGRxFQkBc2bfs31pMOCKzrqt8HMDGyT4Wqi+tuR\nmuMUfHwGk+L6HOD/AGd5f7uCRvnlQwu4YVqKoMvYGH+hU5FVn2v6NdeTDguu6KjfhkDtaOD6biWM\nUDioql9V1V+q6v7sEnnLWoRG+eWD6XTDpMuOlAYXQW/GNUdWXrPDetGWeB7rSNSVRDuFMOqjv8fU\nZ/4i+Qnx/jvaptlpeEK8BuX6cTSGyBPtZZNeLSyYGUIUOjdHVVi0o0D3lAypZ0K8WyyrVVV/t9rG\n1UKjhQI0JiuoozF0mp7cURnj42YAkMmYGcLoaHcIBHAJ8TqSIOHkBqfh6TBbsMMRmroZmkXkqSLy\nGRH5qvd5vYi8uR6NdIQnq8aaPziPoswfnOfC60dZc3aaN72pY1zjI6fDbMEOR90JY2j+LHATcLL3\n+afAlqga5LAzMTORZ9cAoG+Rwy+e4MiR/NVtG/zVADrMFtzVROYw0OWEEQonquoXgGUAVV0CnBNX\ngwl0ge0PcJktWB11VHa70GkeNd1KhwWPtxRhhMJhERnAxDEhIi8GDkbaKkcRgS6wBwNcZn2rbaqn\n0d2jgYKh00dgyaQxKi8vE1n8hSNarCk4nplm84/dwKdWwgiFt2PyHT1TRG4DPgdcEmmrupByOVls\nxXo4EoeZYr1HoTrEpnpaPLrIxEyxjsmNwBztQFEhqeE0nD9KZk24gY8jmLJCwYtH+B3gJcBbgdNV\ndU/UDesmsv7T2cjKTMZ89guGbLGegd4EqMCBBOyehtkkq1bBwECwOqSSqOyOSlDn6FiKHANGJqAv\n3MDHUZpS5Tj/j4j8P5CzI5wJTAIfFZETGtS+rmB6Otz65HCSfRNzpE5bJvGlOeR/kiQScM01sG9f\nsDqkkqjsoFKelZT4dDiipshhIMi2FkE6mk6n1Ezhk8ARABF5GfD3GNXRQSCgG3NUQ6U5WSrViYet\nEw3OZdPRHhQ6DMQONy4dTadTSijEVPVX3v9/Ckyr6r+p6vuAZ0XftO4h6pwsYepEZ3Eum452wT84\n2vWG8AMfR2l6S3wXE5FeT3U0AoyG3M9RIaOj9pwso6PF66olOZwMlZojO+twEdKOdiL7bLt0NLUT\nmOZCRCaAjcA+YBB4oaqqiDwL2KWqL21cM1fo1DQX3ZyTxeFwRE/NaS5UdRJ4Byai+RxdkR49OJfU\nutPgjNWR4ALkHI72p6RLqqp+X1W/pKqHfet+2qy02Y7WpdIAOej8IDmHox0JE7zmcJSlkgA5cEFy\nDulQoucAAAyASURBVEer4oRCG9NKI+1Ky5a6IDmHozVxQqFNKEyDsWFDa420Ky1b6oLkHI7WxAmF\nNsCWBmNmprVG2pUEyIELknM4WhUnFNqAoDQYNpo10q4kQA5ckJzD0aq4ILQ2ICjdhY1mjrTDBsiB\nC5JzOFoVN1NoA8Kmu2i3kbara+DoRDZsMLa/7LJhQ7NbVBlOKLQBQekuRkZcBTGHo5XYsMHY+/zM\nzLSXYHBCoQ2YmoKxsZUZQyxmPt98sxtpl8JFWDsaTaFAKLe+FYlUKIjIeSJyj4jcKyLvsXz/dhG5\nW0T2iMiMiCSibE870wlpMBpJNRHWDocjQqEgIjHgE8ArgPXAJhFZX7DZj4CzVPUM4F+Bf4iqPY7u\notIIa4fDYYhypvAi4F5VvU9VjwDXAxf4N1DVW1Q1++Z+HzglwvY4uohKI6wdjnowMlLZ+lYkSqGw\nDnjA93mvty6INwNfjbA9ji6i0ghrh6Me3HxzsQAYGTHr24WWMDSLyIXAWcBHAr4fFZHbReT2hx9+\nuLGNc7QlgRHWx2xsnYRRjo7k5puN7S+7tJNAgGiFwoPAqb7Pp3jr8hCRDcAE8EpVfcJ2IFWdVtWz\nVPWsk046KZLGOjoLa4T1kzeTfOeu1kkY5XC0IIGV12o+sEgv8FNMKc8HgR8Cr1fVu3zbvABjYD5P\nVX8W5ridWnnN0QCGhowgKCSRMD69DkcHU3PltVrxajv/JXAT8BPgC6p6l4h8QERe6W32EWAN8C8i\n8mMRuSGq9jgcLjWrw1GeSHMfqeqNwI0F697v+7+N4vwcbc/goH2m4FKzOhw5WsLQ7HA0hBCpWVup\ncJHD0QycUHB0D8mkSRAVkDDKlQh1OJxQ6Hq6bmRcIjWrKxHqcDih0FFU2sG7kXE+zg7tcDih0DFU\n08G7kXE+rkSow+GEQsdQTQfvRsb5uBKhDocTCh1DNR28GxnnU8YO7XB0BU4otCMW40E1HbwbGRfj\nSoQ6uh0nFNqNAONBamO64g7ejYwdDkchkeU+ioquz31UIn9PenKOiQmjMhocNALBdfAOhwPC5z5y\nQqHd6OkxM4RCRIzOw+FwOCw0PSGeIyKcddjhYHwcenvNWKi313x21AcnFNoNZx12dDnj47BzJ2Qy\n5nMmYz47wVAfnFBoN5x12NHlTE9Xtt5RGZGmznZERDLphICja8nOEMKud1SGmyk4HI62IharbL2j\nMpxQcDgcbcXoaGXrHZXh1EcOh6OtmJoyf6enjcooFjMCIbveURtOKDgcjrZjasoJgahw6iOHw+Fw\n5HBCweFwtBRdVw2wxXDqI4fD0TJk8z1ma4Nki0WB88JuFG6m4HA4WgZXDbD5OKHgcDhaBlcNsPk4\noeBwOFoGl++x+Tih4HA4WgaX77H5OKHgcDhaBpfvsfk47yOHw9FSuHyPzcXNFBwOh8ORwwkFh8Ph\ncORwQsHhcDgcOZxQcDgcDkcOJxQcDofDkcMJBYfD4XDkcELB4XA4HDmcUHA4HA5HDlHVZrehIkTk\nYWC+Doc6EdhXh+O0C910vd10reCut9Op1/UmVPWkchu1nVCoFyJyu6qe1ex2NIpuut5uulZw19vp\nNPp6nfrI4XA4HDmcUHA4HA5Hjm4WCtPNbkCD6abr7aZrBXe9nU5Dr7drbQoOh8PhKKabZwoOh8Ph\nKKCjhYKInCci94jIvSLyHsv3x4jIP3vf/0BEhhrfyvoR4nrfLiJ3i8geEZkRkUQz2lkvyl2vb7s/\nFhEVkbb2WAlzvSLyWu83vktEPt/oNtaTEM/zoIjcIiI/8p7pjc1oZz0QkatF5Jci8j8B34uIfMy7\nF3tE5IWRNUZVO3IBYsDPgWcAfcCdwPqCbcaBq7z/Xwf8c7PbHfH1/l8g7v0/1unX6213HPAt4PvA\nWc1ud8S/72nAj4Ane5+f0ux2R3y908CY9/96YK7Z7a7hel8GvBD4n4DvNwJfBQR4MfCDqNrSyTOF\nFwH3qup9qnoEuB64oGCbC4Bd3v//CoyIiDSwjfWk7PWq6i2quuh9/D5wSoPbWE/C/L4AHwQ+DDze\nyMZFQJjrfQvwCVX9NYCq/rLBbawnYa5XgeO9//uBhxrYvrqiqt8CflVikwuAz6nh+8BaEXlaFG3p\nZKGwDnjA93mvt866jaouAQeBgYa0rv6EuV4/b8aMPNqVstfrTbFPVdX/aGTDIiLM7/ts4NkicpuI\nfF9EzmtY6+pPmOvdBlwoInuBG4FLGtO0plDp+101rkZzFyIiFwJnAb/T7LZEhYj0AP8EvLHJTWkk\nvRgV0rmYWeC3RGRYVQ80tVXRsQn4rKp+VETOBq4Vkeep6nKzG9bOdPJM4UHgVN/nU7x11m1EpBcz\nBd3fkNbVnzDXi4hsACaAV6rqEw1qWxSUu97jgOcBt4rIHEYPe0MbG5vD/L57gRtU9aiq3g/8FCMk\n2pEw1/tm4AsAqvo94EmYPEGdSKj3ux50slD4IXCaiDxdRPowhuQbCra5Adjs/f8a4BvqWXXakLLX\nKyIvAD6JEQjtrG+GMterqgdV9URVHVLVIYwN5ZWqentzmlszYZ7nL2NmCYjIiRh10n2NbGQdCXO9\nC8AIgIg8FyMUHm5oKxvHDcAbPC+kFwMHVfX/i+JEHas+UtUlEflL4CaMJ8PVqnqXiHwAuF1VbwA+\ng5ly3osx8ryueS2ujZDX+xFgDfAvnj19QVVf2bRG10DI6+0YQl7vTcDvicjdQAZ4l6q25cw35PW+\nA/iUiLwNY3R+Y7sO6kTkOoxAP9GzkWwFVgGo6lUYm8lG4F5gEfizyNrSpvfQ4XA4HBHQyeojh8Ph\ncFSIEwoOh8PhyOGEgsPhcDhyOKHgcDgcjhxOKDgcDocjhxMKjqYjIhNeVs89IvJjEfmtKo/zfH+m\nTBF5ZansqfVARM4VkZdEeQ7vPK8SkfVV7PdGEfm49//FIvIG3/qT691OR/vTsXEKjvbAS0/wh8AL\nVfUJL+iqr8rDPR+TvuNGAM+XPep4hXOBQ8B3Iz7Pq4B/B+4u/EJEer3cXSXx/N2zvBH4H9o4iZwj\nGtxMwdFsngbsy6bcUNV9qvoQgIicKSLfFJE7ROSmbFZIEblVRD4sIv8lIj8Vkd/2ol4/APypN9v4\n04JR8mdFZKeXKO4+b4R/tYj8REQ+m22MiPyeiHxPRP5bRP5FRNZ46+dEZLu3flZEniOm/sbFwNu8\nc/62/8JEZJt3jlu9c/6V77sLvfb/WEQ+KSIxb/0h3zav8dr9EuCVwEe87Z/pHXOHiNwOXCoi54up\nCfIjEblZRJ5aeKO99rxTRF6DEZ5p73h/ICJf9m33chH5UtW/qKOtcULB0Wy+Dpzqde5TIvI7ACKy\nCrgSeI2qnglcDUz69utV1RcBW4CtXnrl92NqRDxfVf/Zcq4nA2cDb8PMIC4HTgeGPdXTicDfABtU\n9YXA7cDbffvv89bvBN6pqnPAVcDl3jm/bTnnc4Dfx6SC3ioiq7yUDH8KvFRVn4+JPk4G3SBV/a7X\n3nd55/m591Wfqp6lqh8FvgO8WFVfgEkz/e4Sx/tX79qS3vlvBJ4jIid5m/wZ5n47uhCnPnI0FVU9\nJCJnAr+NKQL0z54d4HZMQrv/9FJyxAB/rpcven/vAIZCnm63qqqIzAK/UNVZABG5yzvGKZhiLbd5\n5+wDvhdwzj8Kec7/8GZBT4jIL4GnYvL1nAn80DvPsUA1uaj8gu8UzL17mtfu+8MexLsn12LSUF+D\nEZxvqKI9jg7ACQVH01HVDHArJqPpLCZJ4R3AXap6dsBu2QyvGcI/x9l9ln3/Zz/3esf6T1XdFME5\n/fsJsEtV32vZ3p935klljn3Y9/+VwD+p6g0ici6m1kAlXAPsxhQj+pcwNgpHZ+LUR46mIiK/ISL+\n9M7PB+aBe4CTPEM0ntrl9DKHexSTMrtavg+8VESe5Z1ztYg8O4JzzgCvEZGneOc5QVbqZf9CRJ4r\nph7Eqys4Tz8rqZQ3l9jOejzPjvMQRn12TaircHQkTig4ms0aYJeYYvN7MOqbbZ6N4DXAh0XkTuDH\nQDnXz1uA9VlDc6UNUdWHMV4513lt+R7GJlCK3cCrbYbmEue5G9P5ft07z39iDO4A78F4GX2XfHXZ\n9cC7PEPyMy2H3YbJfnsHsC9EMz4LXOW1+1hvXRp4QFV/EuY6HJ2Jy5LqcDgA8Dy1fqSqn2l2WxzN\nwwkFh8OBN8M4DLy8zSvyOWrECQWHw+Fw5HA2BYfD4XDkcELB4XA4HDmcUHA4HA5HDicUHA6Hw5HD\nCQWHw+Fw5HBCweFwOBw5/n/eX2ZI2EXIegAAAABJRU5ErkJggg==\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622ac00198>"
+ "<matplotlib.figure.Figure at 0x7fa7b8374550>"
]
},
"metadata": {},
],
"source": [
"plt.scatter(beatles_df['neutral'], beatles_df['neg'], color='blue')\n",
- "plt.scatter(radiohead_df['neutral'], radiohead_df['neg'], color='red')\n",
+ "plt.scatter(stones_df['neutral'], stones_df['neg'], color='red')\n",
+ "plt.scatter(radiohead_df['neutral'], radiohead_df['neg'], color='green')\n",
"plt.xlabel('Sentiment neutrality')\n",
"plt.ylabel('Sentiment negativity')\n",
"plt.show()"
},
{
"cell_type": "code",
- "execution_count": 95,
+ "execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0x7f622ae7f978>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7fa7b81b1ba8>"
]
},
- "execution_count": 95,
+ "execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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+ "image/png": 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"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622b052438>"
+ "<matplotlib.figure.Figure at 0x7fa7b8187438>"
]
},
"metadata": {},
],
"source": [
"beatles_df['neutral'].hist(alpha=0.5, color='blue')\n",
- "radiohead_df['neutral'].hist(alpha=0.5, color='red')"
+ "stones_df['neutral'].hist(alpha=0.5, color='red')\n",
+ "radiohead_df['neutral'].hist(alpha=0.5, color='green')"
]
},
{
},
{
"cell_type": "code",
- "execution_count": 97,
+ "execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
+ "<style>\n",
+ " .dataframe thead tr:only-child th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: left;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>279</th>\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",
+ " <td>7DgRvvPcJlxks2lNpudsuT</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.989127</td>\n",
+ " <td>2.886214</td>\n",
+ " <td>Petrol Blues</td>\n",
+ " <td>0.877526</td>\n",
+ " <td>0.4320</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>282</th>\n",
" <td>66cuLvkHsW7dNkfNk6gQP9</td>\n",
" <td>Radiohead</td>\n",
" <td>1.505262</td>\n",
" <td>0.3630</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>5</th>\n",
+ " <th>354</th>\n",
+ " <td>624njB7Ny3mlA46QokEin9</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.494305</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",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>231</th>\n",
+ " <td>2Iccm3cKBQHWt5yk0yX9nh</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.479822</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>8</th>\n",
" <td>0GRplBEB2FWCKutwMmS6nY</td>\n",
" <td>The Beatles</td>\n",
" <td>1.475037</td>\n",
" <td>0.4050</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>252</th>\n",
+ " <th>505</th>\n",
+ " <td>6ncZ7LP1NY4IOp2zQLPOPX</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",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>466</th>\n",
+ " <td>6j3En9AD8FEAQQhhtkKBR9</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.405004</td>\n",
+ " <td>3.749956</td>\n",
+ " <td>Continental Drift - Live - 2009 Re-Mastered Di...</td>\n",
+ " <td>0.408216</td>\n",
+ " <td>0.1290</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>255</th>\n",
" <td>5SdmtFbNOD7Qej6jFCHkOM</td>\n",
" <td>Radiohead</td>\n",
" <td>1.398920</td>\n",
" <td>0.2240</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>89</th>\n",
+ " <th>495</th>\n",
+ " <td>5KOVxb4tOeZsqf4e8zWxb7</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.398919</td>\n",
+ " <td>1.704903</td>\n",
+ " <td>Fight</td>\n",
+ " <td>0.841745</td>\n",
+ " <td>0.4790</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>92</th>\n",
" <td>3VgxeWOGdUYvtX1j8C9VyV</td>\n",
" <td>The Beatles</td>\n",
" <td>1.393697</td>\n",
" <td>0.6300</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>108</th>\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",
+ " <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",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>111</th>\n",
" <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
" <td>The Beatles</td>\n",
" <td>1.270327</td>\n",
" <td>0.0963</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>74</th>\n",
+ " <th>77</th>\n",
" <td>5H9q6ctIlamkqukdTrNt3k</td>\n",
" <td>The Beatles</td>\n",
" <td>1.261539</td>\n",
" <td>0.4900</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>311</th>\n",
+ " <th>314</th>\n",
" <td>3aDUSpF3LexOr1lFKvPV2h</td>\n",
" <td>Radiohead</td>\n",
" <td>1.239768</td>\n",
" <td>0.3150</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>24</th>\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",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>27</th>\n",
" <td>0mNQUZEATk2uItMUtiLWK5</td>\n",
" <td>The Beatles</td>\n",
" <td>1.213645</td>\n",
" <td>0.833309</td>\n",
" <td>0.7520</td>\n",
" </tr>\n",
- " <tr>\n",
- " <th>112</th>\n",
- " <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.212148</td>\n",
- " <td>0.799772</td>\n",
- " <td>Blue Jay Way - Remastered 2009</td>\n",
- " <td>0.812490</td>\n",
- " <td>0.0380</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>161</th>\n",
- " <td>5ou2BiQ9FxIYkxsYvYHpAT</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.210378</td>\n",
- " <td>1.648037</td>\n",
- " <td>Help! - Remastered 2009</td>\n",
- " <td>0.823915</td>\n",
- " <td>0.7610</td>\n",
- " </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name gloom lyrical_density \\\n",
- "279 66cuLvkHsW7dNkfNk6gQP9 Radiohead 1.505262 1.991725 \n",
- "5 0GRplBEB2FWCKutwMmS6nY The Beatles 1.475037 1.853118 \n",
- "252 5SdmtFbNOD7Qej6jFCHkOM Radiohead 1.398920 1.411166 \n",
- "89 3VgxeWOGdUYvtX1j8C9VyV The Beatles 1.393697 1.708599 \n",
- "108 6ZrPbHp9kRmQj1tGLvna8U The Beatles 1.270327 0.874479 \n",
- "74 5H9q6ctIlamkqukdTrNt3k The Beatles 1.261539 2.616693 \n",
- "311 3aDUSpF3LexOr1lFKvPV2h Radiohead 1.239768 1.100731 \n",
- "24 0mNQUZEATk2uItMUtiLWK5 The Beatles 1.213645 1.615224 \n",
- "112 0ttMfoND7IQqFSMVOPkELC The Beatles 1.212148 0.799772 \n",
- "161 5ou2BiQ9FxIYkxsYvYHpAT The Beatles 1.210378 1.648037 \n",
+ " _id artist_name gloom lyrical_density \\\n",
+ "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",
"\n",
- " name neg valence \n",
- "279 A Wolf At the Door 0.793363 0.3630 \n",
- "5 Ticket To Ride - Live / Remastered 0.825439 0.4050 \n",
- "252 Faust Arp 0.838532 0.2240 \n",
- "89 I'm So Tired - Remastered 2009 0.892489 0.6300 \n",
- "108 Revolution 9 - Remastered 2009 0.873285 0.0963 \n",
- "74 Her Majesty - Remastered 2009 0.556608 0.4900 \n",
- "311 The Bends 0.854244 0.3150 \n",
- "24 A Hard Day's Night - Remastered 2015 0.833309 0.7520 \n",
- "112 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n",
- "161 Help! - Remastered 2009 0.823915 0.7610 "
+ " name neg valence \n",
+ "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 "
]
},
- "execution_count": 97,
+ "execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
" {'$add': ['$lyrical_density', 1]}]}]}, \n",
" 2]}}}]\n",
"results = pd.DataFrame(list(tracks.aggregate(pipeline)))\n",
- "results.sort_values('gloom', ascending=False).head(10)"
+ "results.sort_values('gloom', ascending=False).head(20)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "Interestingly, the gloomiest songs seem pretty evenly spread between Radiohead and The Beatles."
+ "Interestingly, the gloomiest songs seem pretty evenly spread between artists."
]
},
{
"cell_type": "code",
- "execution_count": 471,
+ "execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
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" <tr>\n",
- " <th>61</th>\n",
+ " <th>51</th>\n",
" <td>66cuLvkHsW7dNkfNk6gQP9</td>\n",
" <td>Radiohead</td>\n",
" <td>1.505262</td>\n",
" <td>0.3630</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>43</th>\n",
+ " <th>24</th>\n",
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" <td>1.398920</td>\n",
" <td>0.2240</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>9</th>\n",
+ " <th>83</th>\n",
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" <td>1.239768</td>\n",
" <td>0.3150</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>34</th>\n",
+ " <th>13</th>\n",
" <td>0eZN5WsQfmNFICHuw59Zfz</td>\n",
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" <td>1.150902</td>\n",
" <td>0.0629</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>20</th>\n",
+ " <th>98</th>\n",
" <td>3ovbSnT5NNhl1gzMcw1NRZ</td>\n",
" <td>Radiohead</td>\n",
" <td>1.142115</td>\n",
" <td>0.4190</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>11</th>\n",
+ " <th>85</th>\n",
" <td>045sp2JToyTaaKyXkGejPy</td>\n",
" <td>Radiohead</td>\n",
" <td>1.090813</td>\n",
" <td>0.1270</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>24</th>\n",
+ " <th>84</th>\n",
+ " <td>5jafMI8FLibnjkYTZ33m0c</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>1.082242</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>0.2780</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>13</th>\n",
+ " <th>88</th>\n",
" <td>4SE81CrzH0qPA8KHqM9Syz</td>\n",
" <td>Radiohead</td>\n",
" <td>1.064914</td>\n",
" <td>0.3720</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>4</th>\n",
+ " <th>74</th>\n",
" <td>4aOAzvRdOsZSwZIgwcdeL0</td>\n",
" <td>Radiohead</td>\n",
" <td>1.063868</td>\n",
" <td>0.825887</td>\n",
" <td>0.1310</td>\n",
" </tr>\n",
- " <tr>\n",
- " <th>23</th>\n",
- " <td>11qDTSr3Dj4TkPnBcIOqEJ</td>\n",
- " <td>Radiohead</td>\n",
- " <td>1.056187</td>\n",
- " <td>0.711071</td>\n",
- " <td>Vegetable</td>\n",
- " <td>0.883291</td>\n",
- " <td>0.3990</td>\n",
- " </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name gloom lyrical_density \\\n",
- "61 66cuLvkHsW7dNkfNk6gQP9 Radiohead 1.505262 1.991725 \n",
- "43 5SdmtFbNOD7Qej6jFCHkOM Radiohead 1.398920 1.411166 \n",
- "9 3aDUSpF3LexOr1lFKvPV2h Radiohead 1.239768 1.100731 \n",
- "34 0eZN5WsQfmNFICHuw59Zfz Radiohead 1.150902 0.705463 \n",
- "20 3ovbSnT5NNhl1gzMcw1NRZ Radiohead 1.142115 1.151468 \n",
- "11 045sp2JToyTaaKyXkGejPy Radiohead 1.090813 0.581341 \n",
- "24 4D6ZExVvYLZxhcAvifX5px Radiohead 1.074047 0.749795 \n",
- "13 4SE81CrzH0qPA8KHqM9Syz Radiohead 1.064914 0.856048 \n",
- "4 4aOAzvRdOsZSwZIgwcdeL0 Radiohead 1.063868 0.524102 \n",
- "23 11qDTSr3Dj4TkPnBcIOqEJ Radiohead 1.056187 0.711071 \n",
+ " _id artist_name gloom lyrical_density \\\n",
+ "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",
"\n",
- " name neg valence \n",
- "61 A Wolf At the Door 0.793363 0.3630 \n",
- "43 Faust Arp 0.838532 0.2240 \n",
- "9 The Bends 0.854244 0.3150 \n",
- "34 Glass Eyes 0.800195 0.0629 \n",
- "20 Thinking About You 0.791660 0.4190 \n",
- "11 Fake Plastic Trees 0.827542 0.1270 \n",
- "24 Prove Yourself 0.815006 0.2780 \n",
- "13 Just 0.809154 0.3720 \n",
- "4 Let Down 0.825887 0.1310 \n",
- "23 Vegetable 0.883291 0.3990 "
+ " name neg valence \n",
+ "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 "
]
},
- "execution_count": 471,
+ "execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
"9 | 15.80 | Tinker Tailor Soldier ...\n",
"10| 16.03 | Videotape\n",
"\n",
- "...which has only one song in common, \"Let Down\". I'm not convinced by this analysis.\n",
+ "...which has only two songs in common, \"High and Dry\" and \"Let Down\". I'm not convinced by this analysis.\n",
"\n",
"What does the same analysis say for The Beatles?"
]
},
{
"cell_type": "code",
- "execution_count": 98,
+ "execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
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+ " <th>219</th>\n",
+ " <td>2Iccm3cKBQHWt5yk0yX9nh</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.479822</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>0.4050</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>88</th>\n",
+ " <th>87</th>\n",
" <td>3VgxeWOGdUYvtX1j8C9VyV</td>\n",
" <td>The Beatles</td>\n",
" <td>1.393697</td>\n",
" <td>0.6300</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>107</th>\n",
+ " <th>106</th>\n",
" <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
" <td>The Beatles</td>\n",
" <td>1.270327</td>\n",
" <td>0.0963</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>73</th>\n",
+ " <th>72</th>\n",
" <td>5H9q6ctIlamkqukdTrNt3k</td>\n",
" <td>The Beatles</td>\n",
" <td>1.261539</td>\n",
" <td>0.7520</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>111</th>\n",
+ " <th>110</th>\n",
" <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
" <td>The Beatles</td>\n",
" <td>1.212148</td>\n",
" <td>0.0380</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>160</th>\n",
+ " <th>159</th>\n",
" <td>5ou2BiQ9FxIYkxsYvYHpAT</td>\n",
" <td>The Beatles</td>\n",
" <td>1.210378</td>\n",
" <td>0.5150</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>220</th>\n",
- " <td>2Iccm3cKBQHWt5yk0yX9nh</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.200158</td>\n",
- " <td>1.530785</td>\n",
- " <td>Please Please Me - Remastered 2009</td>\n",
- " <td>0.833068</td>\n",
- " <td>0.7080</td>\n",
- " </tr>\n",
- " <tr>\n",
" <th>27</th>\n",
" <td>1dfuJYDSIc41cw5RPsaCF1</td>\n",
" <td>The Beatles</td>\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",
- "88 3VgxeWOGdUYvtX1j8C9VyV The Beatles 1.393697 1.708599 \n",
- "107 6ZrPbHp9kRmQj1tGLvna8U The Beatles 1.270327 0.874479 \n",
- "73 5H9q6ctIlamkqukdTrNt3k The Beatles 1.261539 2.616693 \n",
+ "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",
- "111 0ttMfoND7IQqFSMVOPkELC The Beatles 1.212148 0.799772 \n",
- "160 5ou2BiQ9FxIYkxsYvYHpAT The Beatles 1.210378 1.648037 \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",
- "220 2Iccm3cKBQHWt5yk0yX9nh The Beatles 1.200158 1.530785 \n",
"27 1dfuJYDSIc41cw5RPsaCF1 The Beatles 1.187438 1.651824 \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",
- "88 I'm So Tired - Remastered 2009 0.892489 0.6300 \n",
- "107 Revolution 9 - Remastered 2009 0.873285 0.0963 \n",
- "73 Her Majesty - Remastered 2009 0.556608 0.4900 \n",
+ "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",
- "111 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n",
- "160 Help! - Remastered 2009 0.823915 0.7610 \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",
- "220 Please Please Me - Remastered 2009 0.833068 0.7080 \n",
"27 Help! - Remastered 2015 0.823915 0.8100 "
]
},
- "execution_count": 98,
+ "execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
"results.sort_values('gloom', ascending=False).head(10)"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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+ " <th>gloom</th>\n",
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+ " <td>The Rolling Stones</td>\n",
+ " <td>5.285310</td>\n",
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+ " <td>Everybody Needs Somebody To Love - Live In Ire...</td>\n",
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+ " <th>26</th>\n",
+ " <td>7DgRvvPcJlxks2lNpudsuT</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.989127</td>\n",
+ " <td>2.886214</td>\n",
+ " <td>Petrol Blues</td>\n",
+ " <td>0.877526</td>\n",
+ " <td>0.432</td>\n",
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+ " <tr>\n",
+ " <th>20</th>\n",
+ " <td>624njB7Ny3mlA46QokEin9</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.494305</td>\n",
+ " <td>1.966968</td>\n",
+ " <td>No Spare Parts</td>\n",
+ " <td>0.854950</td>\n",
+ " <td>0.548</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>187</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>0.625</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>166</th>\n",
+ " <td>6ncZ7LP1NY4IOp2zQLPOPX</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",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>127</th>\n",
+ " <td>6j3En9AD8FEAQQhhtkKBR9</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.405004</td>\n",
+ " <td>3.749956</td>\n",
+ " <td>Continental Drift - Live - 2009 Re-Mastered Di...</td>\n",
+ " <td>0.408216</td>\n",
+ " <td>0.129</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>156</th>\n",
+ " <td>5KOVxb4tOeZsqf4e8zWxb7</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.398919</td>\n",
+ " <td>1.704903</td>\n",
+ " <td>Fight</td>\n",
+ " <td>0.841745</td>\n",
+ " <td>0.479</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>248</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>0.484</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>67</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>0.190</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>35</th>\n",
+ " <td>3jhHx1k3hweq3lunTHp79w</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",
+ " </tr>\n",
+ " </tbody>\n",
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+ "</div>"
+ ],
+ "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",
+ "\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 "
+ ]
+ },
+ "execution_count": 33,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pipeline = [\n",
+ " {'$match': {'lyrics': {'$exists': True}, 'sentiment': {'$exists': True}, 'valence': {'$exists': True},\n",
+ " 'artist_id': stones_id}},\n",
+ " {'$project': {'artist_name': '$artist_name',\n",
+ " 'name': '$name',\n",
+ " 'valence': '$valence',\n",
+ " 'neg': '$sentiment.probability.neg',\n",
+ " 'lyrical_density': '$lyrical_density',\n",
+ " 'gloom': {'$divide': [{'$add': [{'$subtract': [1, '$valence']},\n",
+ " {'$multiply': ['$sentiment.probability.neg', \n",
+ " {'$add': ['$lyrical_density', 1]}]}]}, \n",
+ " 2]}}}]\n",
+ "results = pd.DataFrame(list(tracks.aggregate(pipeline)))\n",
+ "results.sort_values('gloom', ascending=False).head(10)"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 99,
+ "execution_count": 34,
"metadata": {
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},
"data": {
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- " <tr>\n",
- " <th>246</th>\n",
+ " <th>249</th>\n",
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" <tr>\n",
- " <th>268</th>\n",
- " <td>5olWalQH1oVza5D6xJg4oX</td>\n",
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- " <td>0.045189</td>\n",
- " <td>0.469228</td>\n",
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- " <th>272</th>\n",
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" <td>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
" <td>Radiohead</td>\n",
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" <td>0.535358</td>\n",
" <td>0.0378</td>\n",
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- " <td>0.466795</td>\n",
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" <tr>\n",
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- " <td>0.019385</td>\n",
- " <td>0.465650</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",
" </tr>\n",
" <tr>\n",
- " <th>112</th>\n",
+ " <th>115</th>\n",
" <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
" <td>The Beatles</td>\n",
" <td>0.799772</td>\n",
" <td>Blue Jay Way - Remastered 2009</td>\n",
" <td>0.812490</td>\n",
" <td>0.0380</td>\n",
- " <td>0.258755</td>\n",
- " <td>0.461657</td>\n",
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+ " <td>0.475937</td>\n",
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+ " <tr>\n",
+ " <th>271</th>\n",
+ " <td>5olWalQH1oVza5D6xJg4oX</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>0.216752</td>\n",
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+ " <td>0.605798</td>\n",
+ " <td>0.0458</td>\n",
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+ " <td>0.475040</td>\n",
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- " <th>297</th>\n",
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" <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
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" <td>0.349157</td>\n",
" <td>Motion Picture Soundtrack</td>\n",
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" <td>0.0425</td>\n",
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+ " <td>0.474082</td>\n",
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- " <th>256</th>\n",
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" <td>0.382643</td>\n",
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" <td>0.652962</td>\n",
" <td>0.0468</td>\n",
- " <td>0.105957</td>\n",
- " <td>0.460694</td>\n",
+ " <td>0.027733</td>\n",
+ " <td>0.472437</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>248</th>\n",
+ " <td>3cual6JOG286qZJmCxKRAT</td>\n",
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" </tr>\n",
" <tr>\n",
- " <th>318</th>\n",
- " <td>7wB2VenWR6rchtLwawreIg</td>\n",
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- " <td>0.359311</td>\n",
- " <td>Bullet Proof ... I Wish I Was</td>\n",
- " <td>0.804636</td>\n",
- " <td>0.0781</td>\n",
- " <td>0.097410</td>\n",
- " <td>0.455239</td>\n",
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"text/plain": [
" _id artist_name lyrical_density \\\n",
- "258 4gq2bc2770XvbJdEtfUbmw Radiohead 0.201546 \n",
- "309 75YUnz58ajMo2VIIuUFvOV Radiohead 0.248061 \n",
- "246 01ZpFhrMMqKPVCwyqXneVp Radiohead 0.218723 \n",
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+ "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",
"\n",
- " name neg valence scaled_ld gloom \n",
- "258 Go Slowly 0.723774 0.0453 0.039619 0.472775 \n",
- "309 The Tourist 0.667864 0.0400 0.056658 0.471724 \n",
- "246 True Love Waits 0.532206 0.0378 0.045911 0.471229 \n",
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- "205 Codex 0.637942 0.0629 0.019385 0.465650 \n",
- "112 Blue Jay Way - Remastered 2009 0.812490 0.0380 0.258755 0.461657 \n",
- "297 Motion Picture Soundtrack 0.576808 0.0425 0.093690 0.460916 \n",
- "256 Videotape 0.652962 0.0468 0.105957 0.460694 \n",
- "318 Bullet Proof ... I Wish I Was 0.804636 0.0781 0.097410 0.455239 "
+ " scaled_ld gloom \n",
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+ "261 0.010370 0.476153 \n",
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+ "259 0.027733 0.472437 \n",
+ "248 0.022933 0.468750 \n",
+ "208 0.005074 0.467791 "
]
},
- "execution_count": 99,
+ "execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 100,
+ "execution_count": 35,
"metadata": {},
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"text/plain": [
" _id artist_name lyrical_density \\\n",
- "258 4gq2bc2770XvbJdEtfUbmw Radiohead 0.201546 \n",
- "309 75YUnz58ajMo2VIIuUFvOV Radiohead 0.248061 \n",
- "246 01ZpFhrMMqKPVCwyqXneVp Radiohead 0.218723 \n",
- "268 5olWalQH1oVza5D6xJg4oX Radiohead 0.216752 \n",
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+ "271 5olWalQH1oVza5D6xJg4oX Radiohead 0.216752 \n",
+ "300 0COiZ7ncho2yi4HotbzgPv Radiohead 0.349157 \n",
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+ "248 3cual6JOG286qZJmCxKRAT Radiohead 0.332577 \n",
+ "208 4sLGaMl33I6mcsk7u4xHAU Radiohead 0.146307 \n",
+ "292 5AiNZnMDCWwujIENPj9PV9 Radiohead 0.489208 \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",
- " name neg valence scaled_ld gloom \n",
- "258 Go Slowly 0.723774 0.0453 0.039619 0.472775 \n",
- "309 The Tourist 0.667864 0.0400 0.056658 0.471724 \n",
- "246 True Love Waits 0.532206 0.0378 0.045911 0.471229 \n",
- "268 Sail To The Moon 0.605798 0.0458 0.045189 0.469228 \n",
- "272 We Suck Young Blood 0.535358 0.0378 0.067027 0.466795 \n",
- "205 Codex 0.637942 0.0629 0.019385 0.465650 \n",
- "297 Motion Picture Soundtrack 0.576808 0.0425 0.093690 0.460916 \n",
- "256 Videotape 0.652962 0.0468 0.105957 0.460694 \n",
- "318 Bullet Proof ... I Wish I Was 0.804636 0.0781 0.097410 0.455239 \n",
- "289 Everything In Its Right Place 0.716829 0.0585 0.144992 0.454462 "
+ " 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 "
]
},
- "execution_count": 100,
+ "execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
"cell_type": "markdown",
"metadata": {},
"source": [
- "This still isn't the same as the original list, though there are now two songs in common!\n",
- "\n",
+ "This still isn't the same as the original list, though there are now three songs in common (\"True Love Waits\", \"Motion Picture Soundtrack\", and \"Tinker Tailor…\") and the lists agree on the gloomiest song!\n",
"\n",
" | gloom_index | track_name\n",
"--|-------------|--------------------------\n",
},
{
"cell_type": "code",
- "execution_count": 101,
+ "execution_count": 37,
"metadata": {},
"outputs": [
{
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+ " <td>0.182</td>\n",
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+ " _id artist_name lyrical_density \\\n",
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+ "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",
+ "\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 "
+ ]
+ },
+ "execution_count": 37,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "results[results['artist_name'] == 'The Rolling Stones'].sort_values('gloom', ascending=False).head(10)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "metadata": {},
+ "outputs": [
+ {
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- " <th>0</th>\n",
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+ " <td>0.1350</td>\n",
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+ " <td>0.427009</td>\n",
+ " </tr>\n",
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" <td>0.391178</td>\n",
" <td>0.1530</td>\n",
- " <td>0.028026</td>\n",
- " <td>0.417113</td>\n",
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- " <th>132</th>\n",
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" <td>0.628310</td>\n",
" <td>A Day In The Life - Remastered 2009</td>\n",
" <td>0.781296</td>\n",
" <td>0.1620</td>\n",
- " <td>0.195947</td>\n",
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- " <td>0.123084</td>\n",
- " <td>0.411522</td>\n",
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" <td>0.325955</td>\n",
" <td>Because - Remastered 2009</td>\n",
" <td>0.466254</td>\n",
" <td>0.1620</td>\n",
- " <td>0.085191</td>\n",
- " <td>0.403165</td>\n",
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+ " <td>0.414855</td>\n",
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+ " <th>46</th>\n",
+ " <td>7iABnSNZciNepqGtjMQxxd</td>\n",
+ " <td>The Beatles</td>\n",
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+ " <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>66</th>\n",
- " <td>71Ij3VBYQWMrng61Ae4tBu</td>\n",
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" <td>The Beatles</td>\n",
- " <td>0.592658</td>\n",
- " <td>You Never Give Me Your Money - Remastered 2009</td>\n",
- " <td>0.753448</td>\n",
- " <td>0.2260</td>\n",
- " <td>0.182887</td>\n",
- " <td>0.385121</td>\n",
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+ " <td>0.562552</td>\n",
+ " <td>0.1790</td>\n",
+ " <td>0.067395</td>\n",
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- " <th>67</th>\n",
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" <td>3jPXnX4SskFgAcC4YBKOwN</td>\n",
" <td>The Beatles</td>\n",
" <td>0.273472</td>\n",
" <td>Sun King - Remastered 2009</td>\n",
" <td>0.300809</td>\n",
" <td>0.1970</td>\n",
- " <td>0.065966</td>\n",
- " <td>0.384936</td>\n",
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- " <th>43</th>\n",
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- " <td>0.1780</td>\n",
- " <td>0.258903</td>\n",
- " <td>0.377414</td>\n",
+ " <td>0.017266</td>\n",
+ " <td>0.397165</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
],
"text/plain": [
" _id artist_name lyrical_density \\\n",
- "112 0ttMfoND7IQqFSMVOPkELC The Beatles 0.799772 \n",
- "108 6ZrPbHp9kRmQj1tGLvna8U The Beatles 0.874479 \n",
- "0 2ucFulEWapRAmTn7l6f5Q7 The Beatles 0.169898 \n",
- "132 3ZFBeIyP41HhnALjxWy1pR The Beatles 0.628310 \n",
- "146 0agoaPIy92gPZ6zRhqXarE The Beatles 0.634931 \n",
- "103 27YZJHyTTDIurMqDu1v2ef The Beatles 0.429399 \n",
- "65 4cLoL5KPfE1hAwfsO84FX7 The Beatles 0.325955 \n",
- "66 71Ij3VBYQWMrng61Ae4tBu The Beatles 0.592658 \n",
- "67 3jPXnX4SskFgAcC4YBKOwN The Beatles 0.273472 \n",
- "43 7iABnSNZciNepqGtjMQxxd The Beatles 0.800176 \n",
+ "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",
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"\n",
- " name neg valence \\\n",
- "112 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n",
- "108 Revolution 9 - Remastered 2009 0.873285 0.0963 \n",
- "0 Wild Honey Pie - Remastered 2009 0.391178 0.1530 \n",
- "132 A Day In The Life - Remastered 2009 0.781296 0.1620 \n",
- "146 Tomorrow Never Knows - Remastered 2009 0.343599 0.0556 \n",
- "103 Long, Long, Long - Remastered 2009 0.524122 0.1350 \n",
- "65 Because - Remastered 2009 0.466254 0.1620 \n",
- "66 You Never Give Me Your Money - Remastered 2009 0.753448 0.2260 \n",
- "67 Sun King - Remastered 2009 0.300809 0.1970 \n",
- "43 Come Together - Remastered 2015 0.562552 0.1780 \n",
+ " name neg valence 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",
"\n",
- " scaled_ld gloom \n",
- "112 0.258755 0.461657 \n",
- "108 0.286121 0.447499 \n",
- "0 0.028026 0.417113 \n",
- "132 0.195947 0.413445 \n",
- "146 0.198372 0.412609 \n",
- "103 0.123084 0.411522 \n",
- "65 0.085191 0.403165 \n",
- "66 0.182887 0.385121 \n",
- "67 0.065966 0.384936 \n",
- "43 0.258903 0.377414 "
+ " 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 "
]
},
- "execution_count": 101,
+ "execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
},
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"cell_type": "code",
- "execution_count": 102,
+ "execution_count": 38,
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" <td>0.845</td>\n",
- " <td>0.562401</td>\n",
- " <td>0.259783</td>\n",
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"text/plain": [
" _id artist_name lyrical_density \\\n",
- "29 63uskN0xLezVg4281wzeQn The Beatles 1.005426 \n",
- "125 1Ipl1kvks5s6GKn6oqgzeY The Beatles 1.064324 \n",
- "34 0TRkjwb4uY3CHb5zhr9bBd The Beatles 1.628703 \n",
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+ "128 1Ipl1kvks5s6GKn6oqgzeY The Beatles 1.064324 \n",
+ "37 0TRkjwb4uY3CHb5zhr9bBd The Beatles 1.628703 \n",
"\n",
" name neg valence scaled_ld \\\n",
- "29 Yesterday - Remastered 2015 0.852156 0.348 0.334088 \n",
- "125 She's Leaving Home - Remastered 2009 0.764553 0.377 0.355663 \n",
- "34 Eleanor Rigby - Remastered 2015 0.803232 0.845 0.562401 \n",
+ "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",
"\n",
" gloom \n",
- "29 0.359435 \n",
- "125 0.336673 \n",
- "34 0.259783 "
+ "32 0.334751 \n",
+ "128 0.318089 \n",
+ "37 0.125210 "
]
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- "execution_count": 102,
+ "execution_count": 38,
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- "execution_count": 103,
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- " <td>0.961</td>\n",
- " <td>0.136198</td>\n",
- " <td>0.069540</td>\n",
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- " <td>0.916</td>\n",
- " <td>0.197149</td>\n",
- " <td>0.070560</td>\n",
+ " <td>0.145294</td>\n",
+ " <td>0.016566</td>\n",
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- " <td>7cPPyMrSAQY7A686Cn9eUP</td>\n",
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- " <td>All My Loving - Remastered 2009</td>\n",
- " <td>0.235023</td>\n",
- " <td>0.891</td>\n",
- " <td>0.292411</td>\n",
- " <td>0.072925</td>\n",
+ " <th>518</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>0.784292</td>\n",
+ " <td>0.965</td>\n",
+ " <td>0.021040</td>\n",
+ " <td>0.025383</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>187</th>\n",
- " <td>3EbGioQyKyf4dycuiPOg3k</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.438356</td>\n",
- " <td>Everybody's Trying To Be My Baby - Remastered ...</td>\n",
- " <td>0.866985</td>\n",
- " <td>0.937</td>\n",
- " <td>0.126365</td>\n",
- " <td>0.082298</td>\n",
+ " <th>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",
" </tr>\n",
" <tr>\n",
- " <th>56</th>\n",
- " <td>0cJ053ljI4BuP5P8tJnK5j</td>\n",
+ " <th>223</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>0.293083</td>\n",
- " <td>0.083988</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",
" </tr>\n",
" <tr>\n",
- " <th>216</th>\n",
+ " <th>219</th>\n",
" <td>6xJSJpO6HJwHhu7UaIc8qR</td>\n",
" <td>The Beatles</td>\n",
" <td>0.585885</td>\n",
" <td>Hold Me Tight - Remastered 2009</td>\n",
" <td>0.804870</td>\n",
" <td>0.963</td>\n",
- " <td>0.180406</td>\n",
- " <td>0.087764</td>\n",
+ " <td>0.047219</td>\n",
+ " <td>0.036629</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>48</th>\n",
- " <td>72Ob0wrObCXgvGYhFs8vip</td>\n",
+ " <th>81</th>\n",
+ " <td>3TEbDhNDU4NDXq0h86nGZ7</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.938049</td>\n",
- " <td>Across The Universe - Remastered 2009</td>\n",
- " <td>0.295525</td>\n",
- " <td>0.862</td>\n",
- " <td>0.309408</td>\n",
- " <td>0.093370</td>\n",
+ " <td>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",
" </tr>\n",
" <tr>\n",
- " <th>141</th>\n",
+ " <th>59</th>\n",
+ " <td>0cJ053ljI4BuP5P8tJnK5j</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",
+ " </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>0.288041</td>\n",
- " <td>0.096049</td>\n",
+ " <td>0.075391</td>\n",
+ " <td>0.037690</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>23</th>\n",
+ " <td>2Q2Gu7Bv8iLenuygtBgDUw</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",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>533</th>\n",
+ " <td>6ml6iL8HUdQKgtMaehAZc8</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.215580</td>\n",
+ " <td>Start Me Up - 2009 Re-Mastered Digital Version</td>\n",
+ " <td>0.524795</td>\n",
+ " <td>0.971</td>\n",
+ " <td>0.107593</td>\n",
+ " <td>0.041172</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name lyrical_density \\\n",
- "84 3fuEJBCK3kWnJHFTODR4cb The Beatles 1.608806 \n",
- "78 3TEbDhNDU4NDXq0h86nGZ7 The Beatles 1.008850 \n",
- "220 5VsIn7QQqcacePIb0vO0ow The Beatles 0.465201 \n",
- "97 4KIXWIzNcKzorNDgvMQwmD The Beatles 0.631592 \n",
- "210 7cPPyMrSAQY7A686Cn9eUP The Beatles 0.891649 \n",
- "187 3EbGioQyKyf4dycuiPOg3k The Beatles 0.438356 \n",
- "56 0cJ053ljI4BuP5P8tJnK5j The Beatles 0.893485 \n",
- "216 6xJSJpO6HJwHhu7UaIc8qR The Beatles 0.585885 \n",
- "48 72Ob0wrObCXgvGYhFs8vip The Beatles 0.938049 \n",
- "141 6RdvhWyzCULNTHcMbAXwXK The Beatles 0.879719 \n",
+ " _id artist_name lyrical_density \\\n",
+ "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",
"\n",
" name neg valence \\\n",
- "84 Ob-La-Di, Ob-La-Da - Remastered 2009 0.080969 0.975 \n",
- "78 Hey Bulldog - Remastered 2009 0.239198 0.942 \n",
- "220 Not A Second Time - Remastered 2009 0.773805 0.961 \n",
- "97 Birthday - Remastered 2009 0.373731 0.916 \n",
- "210 All My Loving - Remastered 2009 0.235023 0.891 \n",
- "187 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.937 \n",
- "56 For You Blue - Remastered 2009 0.471827 0.958 \n",
- "216 Hold Me Tight - Remastered 2009 0.804870 0.963 \n",
- "48 Across The Universe - Remastered 2009 0.295525 0.862 \n",
- "141 And Your Bird Can Sing - Remastered 2009 0.582875 0.966 \n",
+ "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",
"\n",
" scaled_ld gloom \n",
- "84 0.555112 0.028035 \n",
- "78 0.335342 0.059382 \n",
- "220 0.136198 0.069540 \n",
- "97 0.197149 0.070560 \n",
- "210 0.292411 0.072925 \n",
- "187 0.126365 0.082298 \n",
- "56 0.293083 0.083988 \n",
- "216 0.180406 0.087764 \n",
- "48 0.309408 0.093370 \n",
- "141 0.288041 0.096049 "
+ "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 "
]
},
- "execution_count": 103,
+ "execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 104,
+ "execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
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" <tr>\n",
- " <th>1</th>\n",
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+ " <td>6dsq7Nt5mIFzvm5kIYNORy</td>\n",
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- " <th>247</th>\n",
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- " <tr>\n",
- " <th>274</th>\n",
+ " <th>277</th>\n",
" <td>77SPrxY5gn6VPrKPGrfLnM</td>\n",
" <td>Radiohead</td>\n",
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" <td>0.835541</td>\n",
" <td>0.726</td>\n",
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- " <td>0.172527</td>\n",
+ " <td>0.033118</td>\n",
+ " <td>0.146299</td>\n",
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" <tr>\n",
- " <th>269</th>\n",
+ " <th>272</th>\n",
" <td>6CVdTDYoDbwYj4xn8u5Gha</td>\n",
" <td>Radiohead</td>\n",
" <td>0.452573</td>\n",
" <td>Backdrifts</td>\n",
" <td>0.821532</td>\n",
" <td>0.724</td>\n",
- " <td>0.131573</td>\n",
- " <td>0.173889</td>\n",
+ " <td>0.034438</td>\n",
+ " <td>0.147393</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>255</th>\n",
- " <td>15ea10YpJIl3mJq75yzqsD</td>\n",
+ " <th>307</th>\n",
+ " <td>53aFGAl0Vebwp2bo8wtdWR</td>\n",
" <td>Radiohead</td>\n",
- " <td>0.952216</td>\n",
- " <td>Jigsaw Falling Into Place</td>\n",
- " <td>0.757225</td>\n",
- " <td>0.818</td>\n",
- " <td>0.314597</td>\n",
- " <td>0.181482</td>\n",
+ " <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",
" </tr>\n",
" <tr>\n",
- " <th>263</th>\n",
+ " <th>266</th>\n",
" <td>6P67UTTr5qN7XYSSlj0n6X</td>\n",
" <td>Radiohead</td>\n",
" <td>0.503609</td>\n",
" <td>Paperbag Writer</td>\n",
" <td>0.754680</td>\n",
" <td>0.704</td>\n",
- " <td>0.150268</td>\n",
- " <td>0.182462</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>298</th>\n",
- " <td>3OsUjkcv1C1v5udFhgRSFg</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.329999</td>\n",
- " <td>Airbag</td>\n",
- " <td>0.642348</td>\n",
- " <td>0.642</td>\n",
- " <td>0.086673</td>\n",
- " <td>0.191323</td>\n",
+ " <td>0.039331</td>\n",
+ " <td>0.157020</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>304</th>\n",
- " <td>53aFGAl0Vebwp2bo8wtdWR</td>\n",
+ " <th>251</th>\n",
+ " <td>4m0Vgr48VFaMYw0Sp1ozJu</td>\n",
" <td>Radiohead</td>\n",
- " <td>2.019892</td>\n",
- " <td>Fitter Happier</td>\n",
- " <td>0.446841</td>\n",
- " <td>0.728</td>\n",
- " <td>0.705697</td>\n",
- " <td>0.197693</td>\n",
+ " <td>0.870846</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",
" </tr>\n",
" <tr>\n",
- " <th>264</th>\n",
+ " <th>267</th>\n",
" <td>3STByesnbcQatiGHgwi1Tv</td>\n",
" <td>Radiohead</td>\n",
" <td>0.622541</td>\n",
" <td>I Am a Wicked Child</td>\n",
" <td>0.763706</td>\n",
" <td>0.688</td>\n",
- " <td>0.193834</td>\n",
- " <td>0.199778</td>\n",
+ " <td>0.050734</td>\n",
+ " <td>0.167458</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>236</th>\n",
- " <td>3pcCifdPTc2BbqmWpEhtUd</td>\n",
+ " <th>210</th>\n",
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" <td>Radiohead</td>\n",
- " <td>0.439692</td>\n",
- " <td>Burn the Witch</td>\n",
- " <td>0.582602</td>\n",
- " <td>0.625</td>\n",
- " <td>0.126854</td>\n",
- " <td>0.200668</td>\n",
+ " <td>0.836338</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",
" </tr>\n",
" </tbody>\n",
"</table>\n",
],
"text/plain": [
" _id artist_name lyrical_density \\\n",
- "1 0eECFDnWy0RdjMmJ8NOeAL Radiohead 0.093389 \n",
- "247 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 \n",
- "274 77SPrxY5gn6VPrKPGrfLnM Radiohead 0.438813 \n",
- "269 6CVdTDYoDbwYj4xn8u5Gha Radiohead 0.452573 \n",
- "255 15ea10YpJIl3mJq75yzqsD Radiohead 0.952216 \n",
- "263 6P67UTTr5qN7XYSSlj0n6X Radiohead 0.503609 \n",
- "298 3OsUjkcv1C1v5udFhgRSFg Radiohead 0.329999 \n",
- "304 53aFGAl0Vebwp2bo8wtdWR Radiohead 2.019892 \n",
- "264 3STByesnbcQatiGHgwi1Tv Radiohead 0.622541 \n",
- "236 3pcCifdPTc2BbqmWpEhtUd Radiohead 0.439692 \n",
+ "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",
"\n",
" name neg valence scaled_ld gloom \n",
- "1 Feral 0.465216 0.751 0.000000 0.124500 \n",
- "247 15 Step 0.835488 0.848 0.212783 0.148717 \n",
- "274 There, There 0.835541 0.726 0.126532 0.172527 \n",
- "269 Backdrifts 0.821532 0.724 0.131573 0.173889 \n",
- "255 Jigsaw Falling Into Place 0.757225 0.818 0.314597 0.181482 \n",
- "263 Paperbag Writer 0.754680 0.704 0.150268 0.182462 \n",
- "298 Airbag 0.642348 0.642 0.086673 0.191323 \n",
- "304 Fitter Happier 0.446841 0.728 0.705697 0.197693 \n",
- "264 I Am a Wicked Child 0.763706 0.688 0.193834 0.199778 \n",
- "236 Burn the Witch 0.582602 0.625 0.126854 0.200668 "
+ "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 "
]
},
- "execution_count": 104,
+ "execution_count": 40,
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}
},
{
"cell_type": "code",
- "execution_count": 105,
+ "execution_count": 42,
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"outputs": [
{
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hodBVE8VjaTfS6FzVyXvctIftyOHnz/08tPz5BDGbmPKuDGzkiK7Gih27kFjd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\ngiPpvgVBEAQlYmISBEEQlIiCEARBEJSIghAEQRC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+ "image/png": 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hDGNjbrhwBefd05nko6MDDA+7jxtBnW41pdnMpGakSO4pCw2z2w2uWBR75uew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\nx0do3k2V42XSTSXTaEZzvxjbFCVT+AHwCeAPcpJ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"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622ab50c50>"
+ "<matplotlib.figure.Figure at 0x7fa7b8180908>"
]
},
"metadata": {},
],
"source": [
"plt.scatter(beatles_df['valence'], beatles_df['neg'], color='blue')\n",
- "plt.scatter(radiohead_df['valence'], radiohead_df['neg'], color='red')\n",
+ "plt.scatter(stones_df['valence'], stones_df['neg'], color='red')\n",
+ "plt.scatter(radiohead_df['valence'], radiohead_df['neg'], color='green')\n",
"plt.xlabel('Valence')\n",
"plt.ylabel('Sentiment negativity')\n",
"\n",
},
{
"cell_type": "code",
- "execution_count": 106,
+ "execution_count": 43,
"metadata": {
"scrolled": true
},
"data": {
"text/html": [
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" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>23</th>\n",
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" <td>7pQAq14Z73YUFMtxCyt0bG</td>\n",
" <td>The Beatles</td>\n",
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" <td>Can't Buy Me Love - Remastered 2015</td>\n",
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" <td>0.957</td>\n",
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- " <td>0.202768</td>\n",
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" <td>Help! - Remastered 2015</td>\n",
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" <td>0.803232</td>\n",
" <td>0.845</td>\n",
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- " <th>54</th>\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",
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- " <th>68</th>\n",
+ " <th>71</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>0.700631</td>\n",
" <td>0.967</td>\n",
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" <td>The Beatles</td>\n",
" <td>0.733338</td>\n",
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" <td>0.857831</td>\n",
" <td>0.948</td>\n",
- " <td>0.234420</td>\n",
- " <td>0.120451</td>\n",
+ " <td>0.061357</td>\n",
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- " <th>94</th>\n",
+ " <th>97</th>\n",
" <td>4zExFATo8xg8qFfR4H1ZAn</td>\n",
" <td>The Beatles</td>\n",
" <td>1.364176</td>\n",
" <td>Why Don't We Do It In The Road? - Remastered 2009</td>\n",
" <td>0.793242</td>\n",
" <td>0.951</td>\n",
- " <td>0.465502</td>\n",
- " <td>0.197723</td>\n",
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" <td>0.821</td>\n",
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- " <th>168</th>\n",
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" <td>67tvBtAhsfHBFpuqJ13ZUq</td>\n",
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- " <td>0.304396</td>\n",
- " <td>0.128762</td>\n",
+ " <td>0.080310</td>\n",
+ " <td>0.055227</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>170</th>\n",
+ " <th>173</th>\n",
" <td>1k9tpndMDRwLkNt67Dlg02</td>\n",
" <td>The Beatles</td>\n",
" <td>1.408837</td>\n",
" <td>You Like Me Too Much - Remastered 2009</td>\n",
" <td>0.773406</td>\n",
" <td>0.900</td>\n",
- " <td>0.481862</td>\n",
- " <td>0.212244</td>\n",
+ " <td>0.126122</td>\n",
+ " <td>0.092466</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>172</th>\n",
+ " <th>175</th>\n",
" <td>67VdmhC89bZ6yK2XRys0lA</td>\n",
" <td>The Beatles</td>\n",
" <td>1.087652</td>\n",
" <td>I've Just Seen A Face - Remastered 2009</td>\n",
- " <td>0.805204</td>\n",
+ " <td>0.805082</td>\n",
" <td>0.917</td>\n",
- " <td>0.364208</td>\n",
- " <td>0.173016</td>\n",
+ " <td>0.095327</td>\n",
+ " <td>0.075917</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>175</th>\n",
+ " <th>178</th>\n",
" <td>009oOX7tpCPLzRL9AFiBS8</td>\n",
" <td>The Beatles</td>\n",
" <td>1.242035</td>\n",
" <td>No Reply - Remastered 2009</td>\n",
" <td>0.781942</td>\n",
" <td>0.873</td>\n",
- " <td>0.420761</td>\n",
- " <td>0.201287</td>\n",
+ " <td>0.110129</td>\n",
+ " <td>0.099564</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>176</th>\n",
+ " <th>179</th>\n",
" <td>5zs8tSd7ZvwBgr4NUmF5zM</td>\n",
" <td>The Beatles</td>\n",
" <td>0.959827</td>\n",
" <td>I'm A Loser - Remastered 2009</td>\n",
" <td>0.812114</td>\n",
" <td>0.843</td>\n",
- " <td>0.317385</td>\n",
- " <td>0.182462</td>\n",
+ " <td>0.083072</td>\n",
+ " <td>0.105711</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>177</th>\n",
+ " <th>180</th>\n",
" <td>3mKtIanz0poYgLnRxZrfBO</td>\n",
" <td>The Beatles</td>\n",
" <td>1.501767</td>\n",
" <td>Baby's In Black - Remastered 2009</td>\n",
" <td>0.820088</td>\n",
" <td>0.862</td>\n",
- " <td>0.515903</td>\n",
- " <td>0.244945</td>\n",
+ " <td>0.135032</td>\n",
+ " <td>0.115052</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>185</th>\n",
+ " <th>188</th>\n",
" <td>33BGv6xzxHh5E7v3r1hJLL</td>\n",
" <td>The Beatles</td>\n",
" <td>1.314197</td>\n",
" <td>I Don't Want To Spoil The Party - Remastered 2009</td>\n",
" <td>0.817801</td>\n",
" <td>0.896</td>\n",
- " <td>0.447194</td>\n",
- " <td>0.211604</td>\n",
+ " <td>0.117048</td>\n",
+ " <td>0.093774</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>186</th>\n",
+ " <th>189</th>\n",
" <td>2YHzfuuDFXzoELxJnqM4at</td>\n",
" <td>The Beatles</td>\n",
" <td>0.626500</td>\n",
" <td>What You're Doing - Remastered 2009</td>\n",
" <td>0.751989</td>\n",
" <td>0.831</td>\n",
- " <td>0.195284</td>\n",
- " <td>0.141424</td>\n",
+ " <td>0.051113</td>\n",
+ " <td>0.099399</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>187</th>\n",
+ " <th>190</th>\n",
" <td>3EbGioQyKyf4dycuiPOg3k</td>\n",
" <td>The Beatles</td>\n",
" <td>0.438356</td>\n",
" <td>Everybody's Trying To Be My Baby - Remastered ...</td>\n",
" <td>0.866985</td>\n",
" <td>0.937</td>\n",
- " <td>0.126365</td>\n",
- " <td>0.082298</td>\n",
+ " <td>0.033075</td>\n",
+ " <td>0.044796</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>188</th>\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>0.552552</td>\n",
- " <td>0.274521</td>\n",
+ " <td>0.144624</td>\n",
+ " <td>0.144940</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>193</th>\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>0.295972</td>\n",
- " <td>0.189498</td>\n",
+ " <td>0.077467</td>\n",
+ " <td>0.116412</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>194</th>\n",
+ " <th>197</th>\n",
" <td>7KmRz1oKEwgj9qpfn72OfO</td>\n",
" <td>The Beatles</td>\n",
" <td>1.509096</td>\n",
" <td>Can't Buy Me Love - Remastered 2009</td>\n",
" <td>0.738387</td>\n",
" <td>0.854</td>\n",
- " <td>0.518588</td>\n",
- " <td>0.226602</td>\n",
+ " <td>0.135734</td>\n",
+ " <td>0.113204</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>196</th>\n",
+ " <th>199</th>\n",
" <td>3Aqo28W4LLAolYpN3duVJl</td>\n",
" <td>The Beatles</td>\n",
" <td>1.349222</td>\n",
" <td>I'll Cry Instead - Remastered 2009</td>\n",
" <td>0.863772</td>\n",
" <td>0.961</td>\n",
- " <td>0.460024</td>\n",
- " <td>0.209207</td>\n",
+ " <td>0.120406</td>\n",
+ " <td>0.069154</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>199</th>\n",
+ " <th>202</th>\n",
" <td>4dyALlslhDEzwSEr7GteXa</td>\n",
" <td>The Beatles</td>\n",
" <td>1.246021</td>\n",
" <td>You Can't Do That - Remastered 2009</td>\n",
" <td>0.727456</td>\n",
" <td>0.962</td>\n",
- " <td>0.422221</td>\n",
- " <td>0.164551</td>\n",
+ " <td>0.110511</td>\n",
+ " <td>0.057096</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>208</th>\n",
+ " <th>211</th>\n",
" <td>5tNjuWwp6FxuWCrKQAMBTj</td>\n",
" <td>The Beatles</td>\n",
" <td>0.959614</td>\n",
" <td>It Won't Be Long - Remastered 2009</td>\n",
" <td>0.783388</td>\n",
" <td>0.868</td>\n",
- " <td>0.317307</td>\n",
- " <td>0.169345</td>\n",
+ " <td>0.083051</td>\n",
+ " <td>0.093049</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>209</th>\n",
+ " <th>212</th>\n",
" <td>1JPTCjLHEtqofOFmHsfiAH</td>\n",
" <td>The Beatles</td>\n",
" <td>1.036117</td>\n",
" <td>All I've Got To Do - Remastered 2009</td>\n",
" <td>0.721191</td>\n",
" <td>0.876</td>\n",
- " <td>0.345331</td>\n",
- " <td>0.165114</td>\n",
+ " <td>0.090386</td>\n",
+ " <td>0.088989</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>211</th>\n",
+ " <th>214</th>\n",
" <td>0lLeGCsQlAbEjQBPQQxQ1b</td>\n",
" <td>The Beatles</td>\n",
" <td>0.998293</td>\n",
" <td>Don't Bother Me - Remastered 2009</td>\n",
" <td>0.824879</td>\n",
" <td>0.921</td>\n",
- " <td>0.331476</td>\n",
- " <td>0.163120</td>\n",
+ " <td>0.086760</td>\n",
+ " <td>0.071856</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>212</th>\n",
+ " <th>215</th>\n",
" <td>55nE9EppLFdb0I1HBg2O2m</td>\n",
" <td>The Beatles</td>\n",
" <td>0.695489</td>\n",
" <td>Little Child - Remastered 2009</td>\n",
" <td>0.848886</td>\n",
" <td>0.878</td>\n",
- " <td>0.220555</td>\n",
- " <td>0.141159</td>\n",
+ " <td>0.057728</td>\n",
+ " <td>0.081981</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>214</th>\n",
+ " <th>217</th>\n",
" <td>5IIBY9M2GxHcVja6DA6wsF</td>\n",
" <td>The Beatles</td>\n",
" <td>1.362221</td>\n",
" <td>Please Mister Postman - Remastered 2009</td>\n",
" <td>0.815201</td>\n",
" <td>0.962</td>\n",
- " <td>0.464786</td>\n",
- " <td>0.199616</td>\n",
+ " <td>0.121652</td>\n",
+ " <td>0.066274</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>216</th>\n",
+ " <th>219</th>\n",
" <td>6xJSJpO6HJwHhu7UaIc8qR</td>\n",
" <td>The Beatles</td>\n",
" <td>0.585885</td>\n",
" <td>Hold Me Tight - Remastered 2009</td>\n",
" <td>0.804870</td>\n",
" <td>0.963</td>\n",
- " <td>0.180406</td>\n",
- " <td>0.087764</td>\n",
+ " <td>0.047219</td>\n",
+ " <td>0.036629</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>219</th>\n",
+ " <th>222</th>\n",
" <td>3Ltllbv2lbpjP6NgPMNiFg</td>\n",
" <td>The Beatles</td>\n",
" <td>1.101133</td>\n",
" <td>Devil In Her Heart - Remastered 2009</td>\n",
" <td>0.779220</td>\n",
" <td>0.964</td>\n",
- " <td>0.369147</td>\n",
- " <td>0.155179</td>\n",
+ " <td>0.096620</td>\n",
+ " <td>0.053905</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>220</th>\n",
+ " <th>223</th>\n",
" <td>5VsIn7QQqcacePIb0vO0ow</td>\n",
" <td>The Beatles</td>\n",
" <td>0.465201</td>\n",
" <td>Not A Second Time - Remastered 2009</td>\n",
" <td>0.773805</td>\n",
" <td>0.961</td>\n",
- " <td>0.136198</td>\n",
- " <td>0.069540</td>\n",
+ " <td>0.035648</td>\n",
+ " <td>0.032597</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>223</th>\n",
+ " <th>226</th>\n",
" <td>33OXG0RTtw0ycGza22tnF6</td>\n",
" <td>The Beatles</td>\n",
" <td>1.022599</td>\n",
" <td>Misery - Remastered 2009</td>\n",
" <td>0.814230</td>\n",
" <td>0.902</td>\n",
- " <td>0.340379</td>\n",
- " <td>0.170895</td>\n",
+ " <td>0.089090</td>\n",
+ " <td>0.080905</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>247</th>\n",
+ " <th>250</th>\n",
" <td>6dsq7Nt5mIFzvm5kIYNORy</td>\n",
" <td>Radiohead</td>\n",
" <td>0.674272</td>\n",
" <td>15 Step</td>\n",
" <td>0.835488</td>\n",
" <td>0.848</td>\n",
- " <td>0.212783</td>\n",
- " <td>0.148717</td>\n",
+ " <td>0.055694</td>\n",
+ " <td>0.095033</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>255</th>\n",
+ " <th>258</th>\n",
" <td>15ea10YpJIl3mJq75yzqsD</td>\n",
" <td>Radiohead</td>\n",
" <td>0.952216</td>\n",
" <td>Jigsaw Falling Into Place</td>\n",
" <td>0.757225</td>\n",
" <td>0.818</td>\n",
- " <td>0.314597</td>\n",
- " <td>0.181482</td>\n",
+ " <td>0.082342</td>\n",
+ " <td>0.114683</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",
+ " <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",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>348</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",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>352</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",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>358</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",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>392</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>0.885088</td>\n",
+ " <td>0.852</td>\n",
+ " <td>0.118502</td>\n",
+ " <td>0.117673</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>430</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>0.781341</td>\n",
+ " <td>0.894</td>\n",
+ " <td>0.101133</td>\n",
+ " <td>0.087150</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>465</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>0.840309</td>\n",
+ " <td>0.823</td>\n",
+ " <td>0.057020</td>\n",
+ " <td>0.107411</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>489</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>0.832957</td>\n",
+ " <td>0.876</td>\n",
+ " <td>0.075057</td>\n",
+ " <td>0.088606</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",
+ " <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",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>516</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>0.845910</td>\n",
+ " <td>0.813</td>\n",
+ " <td>0.088761</td>\n",
+ " <td>0.122743</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>518</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>0.784292</td>\n",
+ " <td>0.965</td>\n",
+ " <td>0.021040</td>\n",
+ " <td>0.025383</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>550</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>0.821926</td>\n",
+ " <td>0.844</td>\n",
+ " <td>0.117744</td>\n",
+ " <td>0.117205</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>552</th>\n",
+ " <td>5LcD4BvRlJOn8inQGT2RUY</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",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>603</th>\n",
+ " <td>6enjRsW81z7K8zk7XIGIiz</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",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name lyrical_density \\\n",
- "23 7pQAq14Z73YUFMtxCyt0bG The Beatles 1.516618 \n",
- "28 1dfuJYDSIc41cw5RPsaCF1 The Beatles 1.651824 \n",
- "34 0TRkjwb4uY3CHb5zhr9bBd The Beatles 1.628703 \n",
- "46 57n1teNb2tkcfiYagPmUWr The Beatles 0.885556 \n",
- "54 4311wT21Et0q3vepFwXjTu The Beatles 0.718556 \n",
- "68 67jL5ZAf8hNsRZrfBHNuBT The Beatles 1.277562 \n",
- "93 3OSi8ehmSWLTD5KatlzX8r The Beatles 0.733338 \n",
- "94 4zExFATo8xg8qFfR4H1ZAn The Beatles 1.364176 \n",
- "134 77f3aNeabAbOaSB32Sd5QE The Beatles 1.620131 \n",
- "168 67tvBtAhsfHBFpuqJ13ZUq The Beatles 0.924368 \n",
- "170 1k9tpndMDRwLkNt67Dlg02 The Beatles 1.408837 \n",
- "172 67VdmhC89bZ6yK2XRys0lA The Beatles 1.087652 \n",
- "175 009oOX7tpCPLzRL9AFiBS8 The Beatles 1.242035 \n",
- "176 5zs8tSd7ZvwBgr4NUmF5zM The Beatles 0.959827 \n",
- "177 3mKtIanz0poYgLnRxZrfBO The Beatles 1.501767 \n",
- "185 33BGv6xzxHh5E7v3r1hJLL The Beatles 1.314197 \n",
- "186 2YHzfuuDFXzoELxJnqM4at The Beatles 0.626500 \n",
- "187 3EbGioQyKyf4dycuiPOg3k The Beatles 0.438356 \n",
- "188 69d54YOS8TOQiUYjX57XeA The Beatles 1.601816 \n",
- "193 4G5YzDD1nCUPwt5y1LQovF The Beatles 0.901370 \n",
- "194 7KmRz1oKEwgj9qpfn72OfO The Beatles 1.509096 \n",
- "196 3Aqo28W4LLAolYpN3duVJl The Beatles 1.349222 \n",
- "199 4dyALlslhDEzwSEr7GteXa The Beatles 1.246021 \n",
- "208 5tNjuWwp6FxuWCrKQAMBTj The Beatles 0.959614 \n",
- "209 1JPTCjLHEtqofOFmHsfiAH The Beatles 1.036117 \n",
- "211 0lLeGCsQlAbEjQBPQQxQ1b The Beatles 0.998293 \n",
- "212 55nE9EppLFdb0I1HBg2O2m The Beatles 0.695489 \n",
- "214 5IIBY9M2GxHcVja6DA6wsF The Beatles 1.362221 \n",
- "216 6xJSJpO6HJwHhu7UaIc8qR The Beatles 0.585885 \n",
- "219 3Ltllbv2lbpjP6NgPMNiFg The Beatles 1.101133 \n",
- "220 5VsIn7QQqcacePIb0vO0ow The Beatles 0.465201 \n",
- "223 33OXG0RTtw0ycGza22tnF6 The Beatles 1.022599 \n",
- "247 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 \n",
- "255 15ea10YpJIl3mJq75yzqsD Radiohead 0.952216 \n",
+ " _id artist_name lyrical_density \\\n",
+ "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",
"\n",
" name neg valence \\\n",
- "23 Can't Buy Me Love - Remastered 2015 0.738387 0.957 \n",
- "28 Help! - Remastered 2015 0.823915 0.810 \n",
- "34 Eleanor Rigby - Remastered 2015 0.803232 0.845 \n",
- "46 Two Of Us - Remastered 2009 0.711080 0.923 \n",
- "54 One After 909 - Remastered 2009 0.865737 0.904 \n",
- "68 Mean Mr Mustard - Remastered 2009 0.700631 0.967 \n",
- "93 Don't Pass Me By - Remastered 2009 0.857831 0.948 \n",
- "94 Why Don't We Do It In The Road? - Remastered 2009 0.793242 0.951 \n",
- "134 Eleanor Rigby - Remastered 2009 0.803232 0.821 \n",
- "168 Act Naturally - Remastered 2009 0.722619 0.946 \n",
- "170 You Like Me Too Much - Remastered 2009 0.773406 0.900 \n",
- "172 I've Just Seen A Face - Remastered 2009 0.805204 0.917 \n",
- "175 No Reply - Remastered 2009 0.781942 0.873 \n",
- "176 I'm A Loser - Remastered 2009 0.812114 0.843 \n",
- "177 Baby's In Black - Remastered 2009 0.820088 0.862 \n",
- "185 I Don't Want To Spoil The Party - Remastered 2009 0.817801 0.896 \n",
- "186 What You're Doing - Remastered 2009 0.751989 0.831 \n",
- "187 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.937 \n",
- "188 A Hard Day's Night - Remastered 2009 0.833309 0.802 \n",
- "193 Tell Me Why - Remastered 2009 0.849970 0.819 \n",
- "194 Can't Buy Me Love - Remastered 2009 0.738387 0.854 \n",
- "196 I'll Cry Instead - Remastered 2009 0.863772 0.961 \n",
- "199 You Can't Do That - Remastered 2009 0.727456 0.962 \n",
- "208 It Won't Be Long - Remastered 2009 0.783388 0.868 \n",
- "209 All I've Got To Do - Remastered 2009 0.721191 0.876 \n",
- "211 Don't Bother Me - Remastered 2009 0.824879 0.921 \n",
- "212 Little Child - Remastered 2009 0.848886 0.878 \n",
- "214 Please Mister Postman - Remastered 2009 0.815201 0.962 \n",
- "216 Hold Me Tight - Remastered 2009 0.804870 0.963 \n",
- "219 Devil In Her Heart - Remastered 2009 0.779220 0.964 \n",
- "220 Not A Second Time - Remastered 2009 0.773805 0.961 \n",
- "223 Misery - Remastered 2009 0.814230 0.902 \n",
- "247 15 Step 0.835488 0.848 \n",
- "255 Jigsaw Falling Into Place 0.757225 0.818 \n",
+ "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",
"\n",
" scaled_ld gloom \n",
- "23 0.521343 0.202768 \n",
- "28 0.570870 0.275942 \n",
- "34 0.562401 0.259783 \n",
- "46 0.290179 0.130498 \n",
- "54 0.229005 0.136137 \n",
- "68 0.433774 0.161301 \n",
- "93 0.234420 0.120451 \n",
- "94 0.465502 0.197723 \n",
- "134 0.559261 0.264054 \n",
- "168 0.304396 0.128762 \n",
- "170 0.481862 0.212244 \n",
- "172 0.364208 0.173016 \n",
- "175 0.420761 0.201287 \n",
- "176 0.317385 0.182462 \n",
- "177 0.515903 0.244945 \n",
- "185 0.447194 0.211604 \n",
- "186 0.195284 0.141424 \n",
- "187 0.126365 0.082298 \n",
- "188 0.552552 0.274521 \n",
- "193 0.295972 0.189498 \n",
- "194 0.518588 0.226602 \n",
- "196 0.460024 0.209207 \n",
- "199 0.422221 0.164551 \n",
- "208 0.317307 0.169345 \n",
- "209 0.345331 0.165114 \n",
- "211 0.331476 0.163120 \n",
- "212 0.220555 0.141159 \n",
- "214 0.464786 0.199616 \n",
- "216 0.180406 0.087764 \n",
- "219 0.369147 0.155179 \n",
- "220 0.136198 0.069540 \n",
- "223 0.340379 0.170895 \n",
- "247 0.212783 0.148717 \n",
- "255 0.314597 0.181482 "
+ "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 "
]
},
- "execution_count": 106,
+ "execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 107,
+ "execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
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" <td>3Aqo28W4LLAolYpN3duVJl</td>\n",
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" <td>0.962</td>\n",
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- " <th>211</th>\n",
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+ " <td>0.071856</td>\n",
" <td>0.759713</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>94</th>\n",
+ " <th>518</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>0.784292</td>\n",
+ " <td>0.965</td>\n",
+ " <td>0.021040</td>\n",
+ " <td>0.025383</td>\n",
+ " <td>0.756841</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>97</th>\n",
" <td>4zExFATo8xg8qFfR4H1ZAn</td>\n",
" <td>The Beatles</td>\n",
" <td>1.364176</td>\n",
" <td>Why Don't We Do It In The Road? - Remastered 2009</td>\n",
" <td>0.793242</td>\n",
" <td>0.951</td>\n",
- " <td>0.465502</td>\n",
- " <td>0.197723</td>\n",
+ " <td>0.121840</td>\n",
+ " <td>0.069839</td>\n",
" <td>0.754373</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>219</th>\n",
- " <td>3Ltllbv2lbpjP6NgPMNiFg</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.101133</td>\n",
- " <td>Devil In Her Heart - Remastered 2009</td>\n",
- " <td>0.779220</td>\n",
- " <td>0.964</td>\n",
- " <td>0.369147</td>\n",
- " <td>0.155179</td>\n",
- " <td>0.751168</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>212</th>\n",
- " <td>55nE9EppLFdb0I1HBg2O2m</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.695489</td>\n",
- " <td>Little Child - Remastered 2009</td>\n",
- " <td>0.848886</td>\n",
- " <td>0.878</td>\n",
- " <td>0.220555</td>\n",
- " <td>0.141159</td>\n",
- " <td>0.745322</td>\n",
+ " <th>392</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>0.885088</td>\n",
+ " <td>0.852</td>\n",
+ " <td>0.118502</td>\n",
+ " <td>0.117673</td>\n",
+ " <td>0.754095</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name lyrical_density \\\n",
- "196 3Aqo28W4LLAolYpN3duVJl The Beatles 1.349222 \n",
- "93 3OSi8ehmSWLTD5KatlzX8r The Beatles 0.733338 \n",
- "187 3EbGioQyKyf4dycuiPOg3k The Beatles 0.438356 \n",
- "214 5IIBY9M2GxHcVja6DA6wsF The Beatles 1.362221 \n",
- "54 4311wT21Et0q3vepFwXjTu The Beatles 0.718556 \n",
- "216 6xJSJpO6HJwHhu7UaIc8qR The Beatles 0.585885 \n",
- "211 0lLeGCsQlAbEjQBPQQxQ1b The Beatles 0.998293 \n",
- "94 4zExFATo8xg8qFfR4H1ZAn The Beatles 1.364176 \n",
- "219 3Ltllbv2lbpjP6NgPMNiFg The Beatles 1.101133 \n",
- "212 55nE9EppLFdb0I1HBg2O2m The Beatles 0.695489 \n",
+ " _id artist_name lyrical_density \\\n",
+ "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",
"\n",
" name neg valence \\\n",
- "196 I'll Cry Instead - Remastered 2009 0.863772 0.961 \n",
- "93 Don't Pass Me By - Remastered 2009 0.857831 0.948 \n",
- "187 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.937 \n",
- "214 Please Mister Postman - Remastered 2009 0.815201 0.962 \n",
- "54 One After 909 - Remastered 2009 0.865737 0.904 \n",
- "216 Hold Me Tight - Remastered 2009 0.804870 0.963 \n",
- "211 Don't Bother Me - Remastered 2009 0.824879 0.921 \n",
- "94 Why Don't We Do It In The Road? - Remastered 2009 0.793242 0.951 \n",
- "219 Devil In Her Heart - Remastered 2009 0.779220 0.964 \n",
- "212 Little Child - Remastered 2009 0.848886 0.878 \n",
+ "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",
"\n",
" scaled_ld gloom complexity \n",
- "196 0.460024 0.209207 0.830085 \n",
- "93 0.234420 0.120451 0.813223 \n",
- "187 0.126365 0.082298 0.812365 \n",
- "214 0.464786 0.199616 0.784223 \n",
- "54 0.229005 0.136137 0.782626 \n",
- "216 0.180406 0.087764 0.775090 \n",
- "211 0.331476 0.163120 0.759713 \n",
- "94 0.465502 0.197723 0.754373 \n",
- "219 0.369147 0.155179 0.751168 \n",
- "212 0.220555 0.141159 0.745322 "
+ "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 "
]
},
- "execution_count": 107,
+ "execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 108,
+ "execution_count": 45,
"metadata": {},
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{
"data": {
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- " <th>243</th>\n",
+ " <th>246</th>\n",
" <td>6f6pEjgfTtuRROmJ4a7Gf3</td>\n",
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- " <th>146</th>\n",
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" <td>0.634931</td>\n",
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- " <td>0.198372</td>\n",
- " <td>0.412609</td>\n",
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- " <th>246</th>\n",
+ " <th>249</th>\n",
" <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
" <td>Radiohead</td>\n",
" <td>0.218723</td>\n",
" <td>True Love Waits</td>\n",
" <td>0.532206</td>\n",
" <td>0.0378</td>\n",
- " <td>0.045911</td>\n",
- " <td>0.471229</td>\n",
+ " <td>0.012017</td>\n",
+ " <td>0.478516</td>\n",
" <td>0.020117</td>\n",
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" <tr>\n",
- " <th>272</th>\n",
+ " <th>275</th>\n",
" <td>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
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" <td>0.276367</td>\n",
" <td>We Suck Young Blood</td>\n",
" <td>0.535358</td>\n",
" <td>0.0378</td>\n",
- " <td>0.067027</td>\n",
- " <td>0.466795</td>\n",
+ " <td>0.017543</td>\n",
+ " <td>0.477356</td>\n",
" <td>0.020237</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>297</th>\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>0.093690</td>\n",
- " <td>0.460916</td>\n",
+ " <td>0.024522</td>\n",
+ " <td>0.474082</td>\n",
" <td>0.024514</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>245</th>\n",
+ " <th>248</th>\n",
" <td>3cual6JOG286qZJmCxKRAT</td>\n",
" <td>Radiohead</td>\n",
" <td>0.332577</td>\n",
" <td>Tinker Tailor Soldier Sailor Rich Man Poor Man...</td>\n",
" <td>0.477322</td>\n",
" <td>0.0517</td>\n",
- " <td>0.087617</td>\n",
- " <td>0.453517</td>\n",
+ " <td>0.022933</td>\n",
+ " <td>0.468750</td>\n",
" <td>0.024678</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>309</th>\n",
+ " <th>312</th>\n",
" <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
" <td>Radiohead</td>\n",
" <td>0.248061</td>\n",
" <td>The Tourist</td>\n",
" <td>0.667864</td>\n",
" <td>0.0400</td>\n",
- " <td>0.056658</td>\n",
- " <td>0.471724</td>\n",
+ " <td>0.014830</td>\n",
+ " <td>0.477834</td>\n",
" <td>0.026715</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>268</th>\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>0.045189</td>\n",
- " <td>0.469228</td>\n",
+ " <td>0.011828</td>\n",
+ " <td>0.475040</td>\n",
" <td>0.027746</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>256</th>\n",
+ " <th>259</th>\n",
" <td>3uxhyRdWVXp7GQvERQl6fA</td>\n",
" <td>Radiohead</td>\n",
" <td>0.382643</td>\n",
" <td>Videotape</td>\n",
" <td>0.652962</td>\n",
" <td>0.0468</td>\n",
- " <td>0.105957</td>\n",
- " <td>0.460694</td>\n",
+ " <td>0.027733</td>\n",
+ " <td>0.472437</td>\n",
" <td>0.030559</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>112</th>\n",
+ " <th>115</th>\n",
" <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
" <td>The Beatles</td>\n",
" <td>0.799772</td>\n",
" <td>Blue Jay Way - Remastered 2009</td>\n",
" <td>0.812490</td>\n",
" <td>0.0380</td>\n",
- " <td>0.258755</td>\n",
- " <td>0.461657</td>\n",
+ " <td>0.067726</td>\n",
+ " <td>0.475937</td>\n",
" <td>0.030875</td>\n",
" </tr>\n",
" </tbody>\n",
],
"text/plain": [
" _id artist_name lyrical_density \\\n",
- "243 6f6pEjgfTtuRROmJ4a7Gf3 Radiohead 0.393192 \n",
- "146 0agoaPIy92gPZ6zRhqXarE The Beatles 0.634931 \n",
- "246 01ZpFhrMMqKPVCwyqXneVp Radiohead 0.218723 \n",
- "272 53RYTfkLiyZuUZHwJC3Wmm Radiohead 0.276367 \n",
- "297 0COiZ7ncho2yi4HotbzgPv Radiohead 0.349157 \n",
- "245 3cual6JOG286qZJmCxKRAT Radiohead 0.332577 \n",
- "309 75YUnz58ajMo2VIIuUFvOV Radiohead 0.248061 \n",
- "268 5olWalQH1oVza5D6xJg4oX Radiohead 0.216752 \n",
- "256 3uxhyRdWVXp7GQvERQl6fA Radiohead 0.382643 \n",
- "112 0ttMfoND7IQqFSMVOPkELC The Beatles 0.799772 \n",
+ "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",
"\n",
" name neg valence \\\n",
- "243 The Numbers 0.292008 0.0545 \n",
- "146 Tomorrow Never Knows - Remastered 2009 0.343599 0.0556 \n",
- "246 True Love Waits 0.532206 0.0378 \n",
- "272 We Suck Young Blood 0.535358 0.0378 \n",
- "297 Motion Picture Soundtrack 0.576808 0.0425 \n",
- "245 Tinker Tailor Soldier Sailor Rich Man Poor Man... 0.477322 0.0517 \n",
- "309 The Tourist 0.667864 0.0400 \n",
- "268 Sail To The Moon 0.605798 0.0458 \n",
- "256 Videotape 0.652962 0.0468 \n",
- "112 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n",
+ "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",
"\n",
" scaled_ld gloom complexity \n",
- "243 0.109821 0.436866 0.015914 \n",
- "146 0.198372 0.412609 0.019104 \n",
- "246 0.045911 0.471229 0.020117 \n",
- "272 0.067027 0.466795 0.020237 \n",
- "297 0.093690 0.460916 0.024514 \n",
- "245 0.087617 0.453517 0.024678 \n",
- "309 0.056658 0.471724 0.026715 \n",
- "268 0.045189 0.469228 0.027746 \n",
- "256 0.105957 0.460694 0.030559 \n",
- "112 0.258755 0.461657 0.030875 "
+ "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 "
]
},
- "execution_count": 108,
+ "execution_count": 45,
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}
},
{
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- "execution_count": 109,
+ "execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
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- "<matplotlib.axes._subplots.AxesSubplot at 0x7f622ab505f8>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7fa7b06bf828>"
]
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+ "execution_count": 46,
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{
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+ "image/png": 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MvhIRjw47U81cPxARxyLizur/wUtHkWtdmTnyH5ZPot4PvADYCXwR2LtqzFuAP62mrwRu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\nmy+VShH+ynIAAAAASUVORK5CYII=\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622af03908>"
+ "<matplotlib.figure.Figure at 0x7fa7b803e630>"
]
},
"metadata": {},
],
"source": [
"results[results['artist_name'] == 'The Beatles']['complexity'].hist(alpha=0.5, color='blue')\n",
- "results[results['artist_name'] == 'Radiohead']['complexity'].hist(alpha=0.5, color='red')"
+ "results[results['artist_name'] == 'The Rolling Stones']['complexity'].hist(alpha=0.5, color='red')\n",
+ "results[results['artist_name'] == 'Radiohead']['complexity'].hist(alpha=0.5, color='green')"
]
},
{
"cell_type": "code",
- "execution_count": 110,
+ "execution_count": 47,
"metadata": {
"scrolled": true
},
},
{
"cell_type": "code",
- "execution_count": 111,
+ "execution_count": 48,
"metadata": {
"scrolled": true
},
"data": {
"text/plain": [
"defaultdict(int,\n",
- " {'03Qh833fEdVT30Pfs93ea6': 0.24623580565335343,\n",
- " '0PYyrqs9NXtxPhf0CZkq2L': 0.23500175198141857,\n",
- " '19K3IHYeVkUTjcBHGfbCOi': 0.22062175593822878,\n",
- " '19RUXBFyM4PpmrLRdtqWbp': 0.3431302979758603,\n",
- " '1DBkJIEoeHrTX4WCBQGcCi': 0.28205809775367074,\n",
- " '1PULmKbHeOqlkIwcDMNwD4': 0.2284613266716491,\n",
- " '1oW3v5Har9mvXnGk0x4fHm': 0.31375539654482865,\n",
- " '2Pqkn9Dq2DFtdfkKAeqgMd': 0.2884934384506727,\n",
- " '2pCqZLeavM2BMovJXsJEIV': 0.2186076399504195,\n",
- " '36lJLPoPPOKNFddTAcirnc': 0.3821905201779125,\n",
- " '3OdI6e43crvyAHhaqpxSyz': 0.2121785350158011,\n",
- " '3nkEsxmIX0zRNXGAexaHAn': 0.15291310732486194,\n",
- " '47bcKzmKgmMPHXNVOWpLiu': 0.17887638062333686,\n",
- " '500FEaUzn8lN9zWFyZG5C2': 0.3411762104912795,\n",
- " '5XfJmldgWzrc1AIdbBaVZn': 0.2506029443837317,\n",
- " '5ju5Ouzan3QwXqQt1Tihbh': 0.22464122677656365,\n",
- " '6400dnyeDyD2mIFHfkwHXN': 0.34531516064731943,\n",
- " '6Eo5EkmdLvZrONzi046iC2': 0.25747581401566805,\n",
- " '6P9yO0ukhOx3dvmhGKeYoC': 0.2684584850649835,\n",
- " '6V9YnBmFjWmXCBaUVRCVXP': 0.37361679839282097,\n",
- " '6vuykQgDLUCiZ7YggIpLM9': 0.3823911679811044,\n",
- " '71Mwd9tntFQYUk4k2DwA0D': 0.21540669157651762,\n",
- " '7BgGBZndAvDlKOcwe5rscZ': 0.1751092911259364,\n",
- " '7dxKtc08dYeRVHt3p9CZJn': 0.35290227411012665,\n",
- " '7eyQXxuf2nGj9d2367Gi5f': 0.3242377357445757,\n",
- " '7gDXyW16byCQOgK965BRzn': 0.1772079427962885})"
+ " {'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})"
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+ " <td>1980-06-20</td>\n",
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+ " <td>1982-06-01</td>\n",
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+ " <td>1983-11-07</td>\n",
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+ " <td>1986-03-24</td>\n",
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+ " <td>The Rolling Stones</td>\n",
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+ " <th>36</th>\n",
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" </tr>\n",
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" <tr>\n",
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" <tr>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>34</th>\n",
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+ " <td>Live Licks</td>\n",
+ " <td>2004-11-01</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>33</th>\n",
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+ " <td>A Bigger Bang (2009 Re-Mastered)</td>\n",
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" <tr>\n",
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- " <td>0.382191</td>\n",
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" <tr>\n",
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" <td>2007-12-28</td>\n",
- " <td>0.324238</td>\n",
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+ " </tr>\n",
+ " <tr>\n",
+ " <th>32</th>\n",
+ " <td>3CHu7qW160uqPZHW3TMZ1l</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Shine A Light</td>\n",
+ " <td>2008-01-01</td>\n",
+ " <td>0.263193</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Radiohead</td>\n",
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" <td>2011-02-18</td>\n",
- " <td>0.282058</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
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+ " <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",
+ " </tr>\n",
+ " <tr>\n",
" <th>16</th>\n",
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" <td>Radiohead</td>\n",
" <td>A Moon Shaped Pool</td>\n",
" <td>2016-05-08</td>\n",
- " <td>0.382391</td>\n",
+ " <td>0.394186</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>30</th>\n",
+ " <td>3PbRKFafwE7Of8e4dTee72</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Totally Stripped (Live)</td>\n",
+ " <td>2016-06-17</td>\n",
+ " <td>0.267510</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>The Beatles</td>\n",
" <td>Live At The Hollywood Bowl</td>\n",
" <td>2016-09-09</td>\n",
- " <td>0.250603</td>\n",
+ " <td>0.212743</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29</th>\n",
+ " <td>4fhWcu56Bbh5wALuTouFVW</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Havana Moon (Live)</td>\n",
+ " <td>2016-11-11</td>\n",
+ " <td>0.266685</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28</th>\n",
+ " <td>4g9Jfls8z2nbQxj5PiXkiy</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Blue & Lonesome</td>\n",
+ " <td>2016-12-02</td>\n",
+ " <td>0.253218</td>\n",
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"\n",
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- "8 Revolver (Remastered) 1966-08-05 0.235002 \n",
- "7 Sgt. Pepper's Lonely Hearts Club Band (Remaste... 1967-06-01 0.228461 \n",
- "6 Magical Mystery Tour (Remastered) 1967-11-27 0.268458 \n",
- "5 The Beatles (Remastered) 1968-11-22 0.246236 \n",
- "4 Yellow Submarine (Remastered) 1969-01-17 0.178876 \n",
- "3 Abbey Road (Remastered) 1969-09-26 0.288493 \n",
- "2 Let It Be (Remastered) 1970-05-08 0.218608 \n",
- "27 Pablo Honey 1993-02-22 0.345315 \n",
- "26 The Bends 1995-03-28 0.341176 \n",
- "25 OK Computer 1997-05-28 0.352902 \n",
- "24 Kid A 2000-10-01 0.343130 \n",
- "1 1 (Remastered) 2000-11-13 0.224641 \n",
+ "15 Please Please Me (Remastered) 1963-03-22 0.124247 \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",
"22 I Might Be Wrong 2001-01-01 0.000000 \n",
- "23 Amnesiac 2001-03-12 0.373617 \n",
- "21 Hail To the Thief 2003-01-01 0.313755 \n",
- "20 Com Lag: 2+2=5 2004-03-24 0.257476 \n",
- "19 In Rainbows Disk 2 2007-01-01 0.382191 \n",
- "18 In Rainbows 2007-12-28 0.324238 \n",
- "13 The King Of Limbs 2011-02-18 0.282058 \n",
+ "23 Amnesiac 2001-03-12 0.379351 \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",
"17 TKOL RMX 1234567 2011-10-10 0.000000 \n",
- "16 A Moon Shaped Pool 2016-05-08 0.382391 \n",
- "0 Live At The Hollywood Bowl 2016-09-09 0.250603 "
+ "31 Live 1965: Music From Charlie Is My Darling (L... 2012-11-06 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 "
]
},
- "execution_count": 112,
+ "execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 113,
+ "execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
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+ "image/png": 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"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622aa361d0>"
+ "<matplotlib.figure.Figure at 0x7fa7b0698320>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 114,
+ "execution_count": 67,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
+ "<style>\n",
+ " .dataframe thead tr:only-child th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: left;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <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>0.177208</td>\n",
+ " <td>0.124247</td>\n",
+ " <td>0.473380</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>The Beatles</td>\n",
" <td>With The Beatles (Remastered)</td>\n",
" <td>1963-11-22</td>\n",
- " <td>0.152913</td>\n",
+ " <td>0.087488</td>\n",
+ " <td>0.578515</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>The Beatles</td>\n",
" <td>A Hard Day's Night (Remastered)</td>\n",
" <td>1964-07-10</td>\n",
- " <td>0.215407</td>\n",
+ " <td>0.144607</td>\n",
+ " <td>0.549059</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>The Beatles</td>\n",
" <td>Beatles For Sale (Remastered)</td>\n",
" <td>1964-12-04</td>\n",
- " <td>0.175109</td>\n",
+ " <td>0.118608</td>\n",
+ " <td>0.508739</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>The Beatles</td>\n",
" <td>Help! (Remastered)</td>\n",
" <td>1965-08-06</td>\n",
- " <td>0.220622</td>\n",
+ " <td>0.159317</td>\n",
+ " <td>0.494990</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>The Beatles</td>\n",
" <td>Rubber Soul (Remastered)</td>\n",
" <td>1965-12-03</td>\n",
- " <td>0.212179</td>\n",
+ " <td>0.161066</td>\n",
+ " <td>0.449000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>The Beatles</td>\n",
" <td>Revolver (Remastered)</td>\n",
" <td>1966-08-05</td>\n",
- " <td>0.235002</td>\n",
+ " <td>0.200471</td>\n",
+ " <td>0.395546</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>The Beatles</td>\n",
" <td>Sgt. Pepper's Lonely Hearts Club Band (Remaste...</td>\n",
" <td>1967-06-01</td>\n",
- " <td>0.228461</td>\n",
+ " <td>0.199073</td>\n",
+ " <td>0.331375</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>The Beatles</td>\n",
" <td>Magical Mystery Tour (Remastered)</td>\n",
" <td>1967-11-27</td>\n",
- " <td>0.268458</td>\n",
+ " <td>0.259741</td>\n",
+ " <td>0.275272</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>The Beatles</td>\n",
" <td>The Beatles (Remastered)</td>\n",
" <td>1968-11-22</td>\n",
- " <td>0.246236</td>\n",
+ " <td>0.227897</td>\n",
+ " <td>0.303138</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>The Beatles</td>\n",
" <td>Yellow Submarine (Remastered)</td>\n",
" <td>1969-01-17</td>\n",
- " <td>0.178876</td>\n",
+ " <td>0.169001</td>\n",
+ " <td>0.295368</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>The Beatles</td>\n",
" <td>Abbey Road (Remastered)</td>\n",
" <td>1969-09-26</td>\n",
- " <td>0.288493</td>\n",
+ " <td>0.276860</td>\n",
+ " <td>0.280154</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>The Beatles</td>\n",
" <td>Let It Be (Remastered)</td>\n",
" <td>1970-05-08</td>\n",
- " <td>0.218608</td>\n",
+ " <td>0.199395</td>\n",
+ " <td>0.354664</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\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 0.177208 \n",
- "14 With The Beatles (Remastered) 1963-11-22 0.152913 \n",
- "12 A Hard Day's Night (Remastered) 1964-07-10 0.215407 \n",
- "11 Beatles For Sale (Remastered) 1964-12-04 0.175109 \n",
- "10 Help! (Remastered) 1965-08-06 0.220622 \n",
- "9 Rubber Soul (Remastered) 1965-12-03 0.212179 \n",
- "8 Revolver (Remastered) 1966-08-05 0.235002 \n",
- "7 Sgt. Pepper's Lonely Hearts Club Band (Remaste... 1967-06-01 0.228461 \n",
- "6 Magical Mystery Tour (Remastered) 1967-11-27 0.268458 \n",
- "5 The Beatles (Remastered) 1968-11-22 0.246236 \n",
- "4 Yellow Submarine (Remastered) 1969-01-17 0.178876 \n",
- "3 Abbey Road (Remastered) 1969-09-26 0.288493 \n",
- "2 Let It Be (Remastered) 1970-05-08 0.218608 "
+ " 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 "
]
},
- "execution_count": 114,
+ "execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "beatles_df = albums_df[albums_df['release_date'] < datetime(1971, 1, 1)]\n",
+ "beatles_df = albums_df[ (albums_df['artist_name'] == 'The Beatles') \n",
+ " & (albums_df['gloom'] > 0) \n",
+ " & (albums_df['release_date'] < datetime(1971, 1, 1))]\n",
"beatles_df"
]
},
{
"cell_type": "code",
- "execution_count": 115,
+ "execution_count": 68,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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k4A7n/Z+AY90TUVEURUlHNkp8KPB20uf1zrqU24jIDuADY8werkio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\noB8AAAAASUVORK5CYII=\n",
+ "image/png": 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aHO6TPymIhP+/SCeIS+rbIXtvpG57KZanv6PwwRwsT39H3fbSoK21J2cNWW+/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\nIfawZ9EecR8AHG7xuBA4JzjutI9DXzY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"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622ae50128>"
+ "<matplotlib.figure.Figure at 0x7fa7a9763668>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 116,
+ "execution_count": 69,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ " .dataframe thead tr:only-child th {\n",
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+ " <th>artist_name</th>\n",
+ " <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",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>45</th>\n",
+ " <td>2wZgoXS06wSdu9C0ZJOvlc</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Emotional Rescue (2009 Re-Mastered)</td>\n",
+ " <td>1980-06-20</td>\n",
+ " <td>0.191257</td>\n",
+ " <td>0.453852</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>44</th>\n",
+ " <td>1YvnuYGlblQ5vLnOhaZzpn</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Tattoo You (2009 Re-Mastered)</td>\n",
+ " <td>1981-08-24</td>\n",
+ " <td>0.166152</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",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>42</th>\n",
+ " <td>064eFGemsrDcMvgRZ0gqtw</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Undercover (2009 Re-Mastered)</td>\n",
+ " <td>1983-11-07</td>\n",
+ " <td>0.165463</td>\n",
+ " <td>0.492789</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>41</th>\n",
+ " <td>1WSfNoPDPzgyKFN6OSYWUx</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Dirty Work (Remastered 2009)</td>\n",
+ " <td>1986-03-24</td>\n",
+ " <td>0.220036</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",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>39</th>\n",
+ " <td>25mfHGJNQkluvIqedXHSx3</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Steel Wheels (2009 Re-Mastered)</td>\n",
+ " <td>1989-08-29</td>\n",
+ " <td>0.148364</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",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>37</th>\n",
+ " <td>62ZT16LY1phGM0O8x5qW1z</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Voodoo Lounge (2009 Re-Mastered)</td>\n",
+ " <td>1994-07-11</td>\n",
+ " <td>0.237997</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",
+ " </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",
+ " <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",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>33</th>\n",
+ " <td>4FTHynKEtuP7eppERNfjyG</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>A Bigger Bang (2009 Re-Mastered)</td>\n",
+ " <td>2005-09-05</td>\n",
+ " <td>0.213057</td>\n",
+ " <td>0.421502</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>32</th>\n",
+ " <td>3CHu7qW160uqPZHW3TMZ1l</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Shine A Light</td>\n",
+ " <td>2008-01-01</td>\n",
+ " <td>0.263193</td>\n",
+ " <td>0.295026</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>30</th>\n",
+ " <td>3PbRKFafwE7Of8e4dTee72</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Totally Stripped (Live)</td>\n",
+ " <td>2016-06-17</td>\n",
+ " <td>0.267510</td>\n",
+ " <td>0.279471</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29</th>\n",
+ " <td>4fhWcu56Bbh5wALuTouFVW</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Havana Moon (Live)</td>\n",
+ " <td>2016-11-11</td>\n",
+ " <td>0.266685</td>\n",
+ " <td>0.304093</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28</th>\n",
+ " <td>4g9Jfls8z2nbQxj5PiXkiy</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Blue & Lonesome</td>\n",
+ " <td>2016-12-02</td>\n",
+ " <td>0.253218</td>\n",
+ " <td>0.349722</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "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",
+ "28 4g9Jfls8z2nbQxj5PiXkiy 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 "
+ ]
+ },
+ "execution_count": 69,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "stones_df = albums_df[(albums_df['artist_name'] == 'The Rolling Stones') & (albums_df['gloom'] > 0)]\n",
+ "stones_df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 70,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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W6Slhl45w+dUV76fyvF8DanMwp5e0fJYA9Go9y6dElnT+0deVPsIOIAl486tT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\nqJz8YMYgfrro0k5fo7R0MqM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gNdxNNYBnxZ52w+iYVM+My5X7b9d9hV3yj08LUtVOtj98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\nyP8DLcncvv6rRrgAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7fa7b0521a20>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots()\n",
+ "ax.plot_date(stones_df['release_date'].values, stones_df['gloom'].values, linestyle='-')\n",
+ "\n",
+ "for a in stones_df.itertuples():\n",
+ " for t in tracks.find({'album.id': a[1], 'gloom': {'$exists': True}}):\n",
+ " ax.scatter(a.release_date, t['gloom'])\n",
+ "\n",
+ "fig.autofmt_xdate()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 71,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
+ "<style>\n",
+ " .dataframe thead tr:only-child th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: left;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <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>0.345315</td>\n",
+ " <td>0.343022</td>\n",
+ " <td>0.225363</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Radiohead</td>\n",
" <td>The Bends</td>\n",
" <td>1995-03-28</td>\n",
- " <td>0.341176</td>\n",
+ " <td>0.335254</td>\n",
+ " <td>0.237786</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Radiohead</td>\n",
" <td>OK Computer</td>\n",
" <td>1997-05-28</td>\n",
- " <td>0.352902</td>\n",
+ " <td>0.355863</td>\n",
+ " <td>0.161464</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Radiohead</td>\n",
" <td>Kid A</td>\n",
" <td>2000-10-01</td>\n",
- " <td>0.343130</td>\n",
+ " <td>0.342542</td>\n",
+ " <td>0.196824</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>0.373617</td>\n",
+ " <td>0.379351</td>\n",
+ " <td>0.156189</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Radiohead</td>\n",
" <td>Hail To the Thief</td>\n",
" <td>2003-01-01</td>\n",
- " <td>0.313755</td>\n",
+ " <td>0.305087</td>\n",
+ " <td>0.298984</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Radiohead</td>\n",
" <td>Com Lag: 2+2=5</td>\n",
" <td>2004-03-24</td>\n",
- " <td>0.257476</td>\n",
+ " <td>0.243590</td>\n",
+ " <td>0.377657</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Radiohead</td>\n",
" <td>In Rainbows Disk 2</td>\n",
" <td>2007-01-01</td>\n",
- " <td>0.382191</td>\n",
+ " <td>0.379263</td>\n",
+ " <td>0.170416</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Radiohead</td>\n",
" <td>In Rainbows</td>\n",
" <td>2007-12-28</td>\n",
- " <td>0.324238</td>\n",
+ " <td>0.308895</td>\n",
+ " <td>0.291347</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Radiohead</td>\n",
" <td>The King Of Limbs</td>\n",
" <td>2011-02-18</td>\n",
- " <td>0.282058</td>\n",
+ " <td>0.277719</td>\n",
+ " <td>0.238094</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Radiohead</td>\n",
" <td>A Moon Shaped Pool</td>\n",
" <td>2016-05-08</td>\n",
- " <td>0.382391</td>\n",
+ " <td>0.394186</td>\n",
+ " <td>0.120568</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 \n",
- "27 0.345315 \n",
- "26 0.341176 \n",
- "25 0.352902 \n",
- "24 0.343130 \n",
- "23 0.373617 \n",
- "21 0.313755 \n",
- "20 0.257476 \n",
- "19 0.382191 \n",
- "18 0.324238 \n",
- "13 0.282058 \n",
- "16 0.382391 "
+ " 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 "
]
},
- "execution_count": 116,
+ "execution_count": 71,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 117,
+ "execution_count": 72,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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UKbJ5c3Bz9KnC5Zc7V0DbCa/DxKc+5QZWvfmmyyt/5JHwgx+4KeTykcWLnbvp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\n",
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v7BY8IuXCsWtXhb4+eVU1qNRYqlNjm9hdIT4mkoGd4hnYqWlK2LlqM0dKzjW4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\nD4IgqCOi0w+CIKgj/gX/K6UI5i+N5AAAAABJRU5ErkJggg==\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622aa361d0>"
+ "<matplotlib.figure.Figure at 0x7fa7a97c5358>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 118,
+ "execution_count": 60,
"metadata": {
"scrolled": true
},
"text/plain": [
"defaultdict(int,\n",
" {'03Qh833fEdVT30Pfs93ea6': 0.3031378075765009,\n",
+ " '064eFGemsrDcMvgRZ0gqtw': 0.4927887195864442,\n",
" '0PYyrqs9NXtxPhf0CZkq2L': 0.3955461017790891,\n",
- " '19K3IHYeVkUTjcBHGfbCOi': 0.49267873060230916,\n",
+ " '0ZGddnvcVzHVHfE3WW1tV5': 0.34656364986794674,\n",
+ " '0hxrNynMDh5QeyALlf1CdS': 0.33804423586511734,\n",
+ " '19K3IHYeVkUTjcBHGfbCOi': 0.49499034315437085,\n",
" '19RUXBFyM4PpmrLRdtqWbp': 0.19682403824100217,\n",
- " '1DBkJIEoeHrTX4WCBQGcCi': 0.23682091199666255,\n",
+ " '1DBkJIEoeHrTX4WCBQGcCi': 0.23809377712764113,\n",
" '1PULmKbHeOqlkIwcDMNwD4': 0.33137519763673373,\n",
- " '1oW3v5Har9mvXnGk0x4fHm': 0.29898400325001767,\n",
- " '2Pqkn9Dq2DFtdfkKAeqgMd': 0.28015413095314634,\n",
- " '2pCqZLeavM2BMovJXsJEIV': 0.354664325706374,\n",
- " '36lJLPoPPOKNFddTAcirnc': 0.1704162869852709,\n",
- " '3OdI6e43crvyAHhaqpxSyz': 0.44772169900647624,\n",
- " '3nkEsxmIX0zRNXGAexaHAn': 0.5849736696540723,\n",
+ " '1TpcI1LEFVhBvDPSTMPGFG': 0.4033497517243232,\n",
+ " '1W1UJulgICjFDyYIMUwRs7': 0.32501333748703876,\n",
+ " '1WSfNoPDPzgyKFN6OSYWUx': 0.40329664833674617,\n",
+ " '1YvnuYGlblQ5vLnOhaZzpn': 0.4472573341595843,\n",
+ " '1oW3v5Har9mvXnGk0x4fHm': 0.2989840032500176,\n",
+ " '25mfHGJNQkluvIqedXHSx3': 0.4569913175605233,\n",
+ " '2Pqkn9Dq2DFtdfkKAeqgMd': 0.2801541309531463,\n",
+ " '2pCqZLeavM2BMovJXsJEIV': 0.35466432570637396,\n",
+ " '2wZgoXS06wSdu9C0ZJOvlc': 0.45385224306524574,\n",
+ " '36lJLPoPPOKNFddTAcirnc': 0.17041628698527087,\n",
+ " '3CHu7qW160uqPZHW3TMZ1l': 0.29502628281213805,\n",
+ " '3OdI6e43crvyAHhaqpxSyz': 0.4489997841207022,\n",
+ " '3PbRKFafwE7Of8e4dTee72': 0.27947118787735015,\n",
+ " '3nkEsxmIX0zRNXGAexaHAn': 0.5785153169905912,\n",
" '47bcKzmKgmMPHXNVOWpLiu': 0.2953681657492741,\n",
- " '500FEaUzn8lN9zWFyZG5C2': 0.23613033343466053,\n",
- " '5XfJmldgWzrc1AIdbBaVZn': 0.3884655768099993,\n",
- " '5ju5Ouzan3QwXqQt1Tihbh': 0.4001232105218359,\n",
+ " '4FTHynKEtuP7eppERNfjyG': 0.42150245727472413,\n",
+ " '4M8Q1L9PZq0xK5tLUpO3jd': 0.3337611334323935,\n",
+ " '4fhWcu56Bbh5wALuTouFVW': 0.3040933682776084,\n",
+ " '4g9Jfls8z2nbQxj5PiXkiy': 0.3497223579429885,\n",
+ " '500FEaUzn8lN9zWFyZG5C2': 0.23778582621001088,\n",
+ " '50UGtgNA5bq1c0BDjPfmbD': 0.2672839745523669,\n",
+ " '54sqbAXxR1jFfyXb1WvrHK': 0.4782354317749566,\n",
+ " '5XfJmldgWzrc1AIdbBaVZn': 0.38734347383045703,\n",
+ " '5eTqRwTGKPBUiUuN1rFaXD': nan,\n",
+ " '5ju5Ouzan3QwXqQt1Tihbh': 0.4001232105218358,\n",
+ " '62ZT16LY1phGM0O8x5qW1z': 0.3351140318072124,\n",
" '6400dnyeDyD2mIFHfkwHXN': 0.22536295726702718,\n",
" '6Eo5EkmdLvZrONzi046iC2': 0.3776567485151355,\n",
+ " '6FjXxl9VLURGuubdXUn2J3': 0.46003460092527115,\n",
" '6P9yO0ukhOx3dvmhGKeYoC': 0.2752720160835255,\n",
" '6V9YnBmFjWmXCBaUVRCVXP': 0.1561887159181926,\n",
- " '6vuykQgDLUCiZ7YggIpLM9': 0.12056755508379578,\n",
- " '71Mwd9tntFQYUk4k2DwA0D': 0.5490106468656754,\n",
- " '7BgGBZndAvDlKOcwe5rscZ': 0.5087387310808495,\n",
- " '7dxKtc08dYeRVHt3p9CZJn': 0.16146444373155444,\n",
- " '7eyQXxuf2nGj9d2367Gi5f': 0.2913466657800584,\n",
- " '7gDXyW16byCQOgK965BRzn': 0.4732550728695838})"
+ " '6vuykQgDLUCiZ7YggIpLM9': 0.12056755508379581,\n",
+ " '71Mwd9tntFQYUk4k2DwA0D': 0.5490593320170525,\n",
+ " '7BgGBZndAvDlKOcwe5rscZ': 0.5087387310808494,\n",
+ " '7dxKtc08dYeRVHt3p9CZJn': 0.1614644437315544,\n",
+ " '7eyQXxuf2nGj9d2367Gi5f': 0.29134666578005836,\n",
+ " '7gDXyW16byCQOgK965BRzn': 0.47337973265904904})"
]
},
- "execution_count": 118,
+ "execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 119,
+ "execution_count": 76,
"metadata": {
"scrolled": true
},
"data": {
"text/html": [
"<div>\n",
+ "<style>\n",
+ " .dataframe thead tr:only-child th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: left;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <td>The Beatles</td>\n",
" <td>Please Please Me (Remastered)</td>\n",
" <td>1963-03-22</td>\n",
- " <td>0.177208</td>\n",
- " <td>0.473255</td>\n",
+ " <td>0.124247</td>\n",
+ " <td>0.473380</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>The Beatles</td>\n",
" <td>With The Beatles (Remastered)</td>\n",
" <td>1963-11-22</td>\n",
- " <td>0.152913</td>\n",
- " <td>0.584974</td>\n",
+ " <td>0.087488</td>\n",
+ " <td>0.578515</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>The Beatles</td>\n",
" <td>A Hard Day's Night (Remastered)</td>\n",
" <td>1964-07-10</td>\n",
- " <td>0.215407</td>\n",
- " <td>0.549011</td>\n",
+ " <td>0.144607</td>\n",
+ " <td>0.549059</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>The Beatles</td>\n",
" <td>Beatles For Sale (Remastered)</td>\n",
" <td>1964-12-04</td>\n",
- " <td>0.175109</td>\n",
+ " <td>0.118608</td>\n",
" <td>0.508739</td>\n",
" </tr>\n",
" <tr>\n",
" <td>The Beatles</td>\n",
" <td>Help! (Remastered)</td>\n",
" <td>1965-08-06</td>\n",
- " <td>0.220622</td>\n",
- " <td>0.492679</td>\n",
+ " <td>0.159317</td>\n",
+ " <td>0.494990</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"10 19K3IHYeVkUTjcBHGfbCOi The Beatles Help! (Remastered) \n",
"\n",
" release_date gloom complexity \n",
- "15 1963-03-22 0.177208 0.473255 \n",
- "14 1963-11-22 0.152913 0.584974 \n",
- "12 1964-07-10 0.215407 0.549011 \n",
- "11 1964-12-04 0.175109 0.508739 \n",
- "10 1965-08-06 0.220622 0.492679 "
+ "15 1963-03-22 0.124247 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 "
]
},
- "execution_count": 119,
+ "execution_count": 76,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"albums_df['complexity'] = albums_df['_id'].apply(lambda i: album_complexities[i])\n",
- "beatles_df = albums_df[albums_df['release_date'] < datetime(1971, 1, 1)]\n",
+ "# beatles_df = albums_df[albums_df['release_date'] < datetime(1971, 1, 1)]\n",
+ "beatles_df = albums_df[(albums_df['artist_name'] == 'The Beatles') \n",
+ " & (albums_df['gloom'] > 0)\n",
+ " & (albums_df['release_date'] < datetime(1971, 1, 1))]\n",
+ "stones_df = albums_df[(albums_df['artist_name'] == 'The Rolling Stones') & (albums_df['gloom'] > 0)]\n",
"radiohead_df = albums_df[(albums_df['artist_name'] == 'Radiohead') & (albums_df['gloom'] > 0)]\n",
"albums_df.head()"
]
},
{
"cell_type": "code",
- "execution_count": 120,
+ "execution_count": 77,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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TTbBiheN2ueQSEOn5fty4sdxzz9K8zj16NFx4obMBdHTA00/DE0/Az38On/0sJBLwvvfB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\n0gWkfWoAAAAASUVORK5CYII=\n",
+ "image/png": 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HFEWPumPBXYlQbDhQ8sctZceZBH5caWLxcffXHWcSOG/S93juK1P5xa2FfFzR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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622a814d30>"
+ "<matplotlib.figure.Figure at 0x7fa7a950a048>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 121,
+ "execution_count": 78,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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wLho9uGAsP3/tAFZHp6tBpxbnVZ/y2KhOYXfjVAuOjYoj0gMsV+Sk88Dh0x6u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\n424wGAwZiDHuBoPBkIH8Pzq5ZZaqGlW0AAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7fa7b0410550>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots()\n",
+ "ax.plot_date(stones_df['release_date'].values, stones_df['complexity'].values, linestyle='-')\n",
+ "\n",
+ "fig.autofmt_xdate()\n",
+ "\n",
+ "for a in stones_df.itertuples():\n",
+ " for t in tracks.find({'album.id': a[1], 'complexity': {'$exists': True}}):\n",
+ " ax.scatter(a.release_date, t['complexity'])\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 79,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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+ "image/png": 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E+vV/gINvzSP6YzshxVAbD2UzTaTc/kCbXq/gZCVPfLKDsX3immxIvWd9Pqvf\n3oWt2nhvyoqrWP22UYLXXwT+/64cwjf7irh/6RY+u2cSMRFtXwz/9+ZcTlbZmH1BivscdDMRYSGk\nDelO2pDuVNtGMPC3nzo97uipjpecZzk3ASiiICsG26kQQjvV0i31pMPuWQJS3J+7+VY+rxyJVBqd\neFQlfG4aj9xsZhFGHZJ8qyHSR0sMoTaE2xDyo9YKTlbaGrxmiEnoHmOmR2wkqT1jmTY8gh6WSBZm\n7qW4vPosHyyRYSilAips4G46bTAR+04oOLJ7Qosh9p1QOg01QRtuoB77aDsVNbU8fX1qk/nV3368\n/7Sw12GrtvPtx/v9RtyjzKH85caR3PDKOh7P2MEzN7StS5RSisXrDjIi2cKoXrFu9tIzhIeaSG6i\n9pMILPxyL7ee35sEP9yz4BHSHsNy6m4sKQVnbGGRkPZY0+e4iYAU9y/sI5FGk2qxw+cVIznvD19S\nVFZ11qbS+KhwesRG0LtLJyb070KSJYKk2EiSYyNIskTSLcbstPmxJTLsrDo2JoGSihp+9tZGFlw7\nwmt1RfyNgueePy3sp6mqaVN4bOXWPD7bns9D0wbTv2t0k8eVFVe1yu4rxvSJ4xeX9Oel1fu5fGh3\npgxr/R+eb7OPs7egjGeuTw2oSYSz2k/hISb6d43iuS/38NLqfcwc2YMfT+zL0B7uydn3W+pSPzMf\nB2sOWHoawu6FlNCAFHe7Y8beGKXg0kHd6BEbSVJsBMmxkYaIWyKJDG9b5kJdXL1+tswDlw+kpLKG\npz7dxZTn/8uTVw/nqtQe7RhRYGLLc75w2pS9KU6UV/PYx9sYkWzh55P6NntsdLzZqZBHx/vfTHBu\n2kD+s7uQeR9uZXSfuFbPVhevO0RcpzDSzw2sz5az70xdhtn+wjLeXHuQZZtyeH9TDuf3i+cnE/uS\nNqR787nzgUzqjT7J7w/IPPe+81eiKs/2WyKEA/OvbK9rLrO/sIz7lm5hy5ESrkpN4omZw4mLCm/5\nxCDBXTm89773AxlbjrJ8zoUtzuQax9yhrr7+YL8Jy9Rnz7GTXPXCN1w0oCuvzh7j8gw8t6SCSU9/\nxZ0X9efhKwZ72EvvYz1Vw3sbD/PWukPkllTQO74Tt1+Qwo1je7ZrjaIj4Gqee0CucFwwuAbVyHNl\nMuzepH/XaD64awIPTh3Equ35THn+v3y165hXffAl7ijNsHpXAf/enMsvL+nv0i36wPGJTL518OmZ\nenS82W/akSciAAAgAElEQVSFHWBg9xh+M3UQX+48xvubXO8W9c76QwDc6uFiZL7C0imMOy/qz9cP\nXsLLt46me2czT3yygwkLvmL+8u0cLCr3tYsBj0szdxGZBizE6MT0mlLqqUbP3wf8DLABhcBPlFKH\nmnvN9szcJz71FVWRRzl+Iu50tkyXuBOYK3qw9uFL2/Sa7WXH0VLuW/oDu/JPcuPYnjx61dAOMQNp\nz2ayk5U1THnuv0SbQ/nk7gsxh3q+D6ovsNsVN7/6HduPlvLp3ElNpnjWUVlTywVPfcWYPnG8OrvF\nCVrQkJVTwhtrD/JJ1lFsdkXa4O78ZGIKE/p3Cag1B0/jtpm7iIQALwFXAEOBm0VkaKPDNgNjlVKp\nwDLgT6132XWOllRQlBeHqpctU5QX59P0xKE9OvPxnIn88pL+LNuUw7Tn17Buv2+aKHuT1T1Hc8eU\nR7hy5jPcMeURVvcc7fK5Cz7dxbHSSv50fWrQCjsYxcX+fKORMXP/+w2LizkrKrVyax7F5dXc3kQ6\naLCS2jOW524aydqHLuXXk8/h+8MnuOW19VyxcA1LNxyhstF+E03zuBKWGQfsU0plK6WqgSVAg73l\nSqnVSqm6zrzfAT3d62ZDmmqn54k2e63BHBrCb6YNZtkvLiA81MQtr65n/vLtVFQH54eybvdubkkF\nijO7dz/anNviuev2F/HO+sP89MK+jOod53lnfUzPuE78Ln0o/ztQzD++yQbO7LS2HT0KSp3eaf36\nyh/o1zWKiee0bwNUoNKtcwT3TRnEuocv5U/XG01YfvNBFhOf+oo/f76bgtLKFl5BA66JezJQvwpQ\njsPWFD8FnO9icBMPTh1EZKO6HZ5qswe0unzp6N5xrLx7EndckMKb6w4y/a9r+P7wCc/45kOeWbW7\nyd27zXGq2sbDH2wlpUsn7rvcQ++ZH3L9mJ5MGdqdZ1ftYVd+qdOd1rsiurKtTLh9QkqHD0VEhIVw\n49hefDp3Eu/8fDyj+8Tx4up9THz6K+597weyckp87aJf49ZUSBH5ETAWuLiJ5+8E7gTo3bvtC0XN\npVq5nTaWL40MD2H+jGFMGdqdB5dlcf3L6/jFJf2ZmzbQKK4UgNhq7ewtKCMrp4SsHKvTjSrQ8u7d\nP3++h8PFp1hy5/ltTlENRESEBdeOYOrz/+Xe97bw1LECOiWPwzzsGiQyHlVRzIpTuUTaKrl2dNOf\n5RXZK1j4/ULyy/NJjEpk7ui5TO833Ysj8S4iwgX9E7igfwKHjpfz5rqDvL8xh39vzmVsnzh+cmFf\npgzt7nSfSkemxQVVEZkAzFdKTXU8ngeglFrQ6LjLgBeAi5VSBWe9UCMCpuSvG8qXllbW8ETGDt7f\nlMPgxBj+cuNIv9+8YbcrsovK2ZpbwpYjVrbmWtl+1EpljZGCGGMOparW7rREQ3JsZJML298fPsF1\nL6/jlnG9+UMbW8UFOl/sOMbPF2/k5hMH+GXMYCTUyPw5gZ1rVRlXWg+z8JVfOD13RfYK5q+bT2Xt\nmRl/REgE8y+YH9QC35iTlTW8vzGHN9cd5HDxKZJjI5k9oQ+zzuuNpVNwJzK4rYeqiIQCe4A0IBfY\nANyilNpe75hRGAup05RSe11xsN3inrXUO7u+5scCzn5HAvNbd1v45Y5jPPzhVqwV1dxz2UD+30X9\n/GK2oZTiSHEFWbnGjDwrp4RtuaWUVRklGiLDQhjWozOpPWNJ7WkhtaeFlC5RLN9y9KydiOZQE09f\nl+r0LqrKVsv0v37DqSobq+69qM3ZROWbCyhddZDakipCYs10nppC1KhubRu8j/jNsi0s25jDi3Qi\n1XED/U+q+DtVvB0WycQnnP9xnLJsCnnlZ28SS4pK4vPrP/eoz/5IrV2RufMYb6w9yLfZx4kMC+G6\nMcnccUFfzunW9E7nQMZt9dyVUjYRmQOswkiFfF0ptV1EHgc2KqWWA88A0cD7jjjhYaXUjHaNoDm8\n2enF0rOJmXvr14wvG9qdL/rE8duPt/HMqt18seMYf77x3Ga327sbpRT5pZWnRTwrx5iVl5wy9giE\nh5gY0qMz14xKZkRPC+f2jKV/1yinf4Qah8cUMLxH5ybDYy9k7mNfQRlv/vi8dgl7yYd7UY47iNqS\nKko+NOYTgSTwj141lDUbc3mSCt4kmnDg31QzhhD61DT9u8kvz2+V3Vd4qkNXY0JMwpRhiUwZlsiO\no6W8sfYASzfm8K/vDnPJoK78ZGJfJg1I6JDrFwG5Q9WbnV42fzmPwWtfJrLe76lChF0Tf8GoyxY0\nc2bzZGw5yqMfb6OyppaHpg3m9gkpZ4plufGupKisiq051jNinmul8KSxfT/EJAzsHsO5PS2nhXxg\n95g2rwk8s2oXL63ez0e/msjIRoWuth+1MuPFtcwc2YO/3DiyTa8PkPfU/6gtObv8QEismaSHx7X5\ndX3Bp09+wy/KrEQCdasUNxDGfbGxTY4lEGbunuzQ5QpFZVW8s/4w//zuEIUnqzinWzQ/npjCtaN6\nBsUaT1B3YlLWHOe1ZZqwt4eHSjYxqkscc09YSaytJT8khIVxFjaXbKI9X6X0c3swvm88D32Qxe8z\ndvD59mM8c0MqPY980ua7EuupGrbmWo3wiiNOXrfoKWLsqJ00IIHUZAupvWIZmtTZbd2CAH5xyTm8\nt+EIT36yg/fvmnB6tlRTa+c3y7KI6xTOY1c13iLROpwJe3N2f6Z0eDwh31mpv/y8nBrGDo7mpibO\nmTt6rtOY+9zRcz3qa2vwVIcuV0mINnN32gD+38X9WJGVx+trD/DIv7fxp892c/O43sye0MfnadPe\nICDFvZauhHL2mq1hdy/55fmsjIlmZUzD0Im44Ta4W+cIXr/jPJZuPMLjGTuY9vwaHjOvJOzUKJ6t\nrdeizPYeV2c+3kDcy6tsbMs1BHxLjpWtOSUcPH7q9PMpXToxuk8cd1yQQmpPC8OSLUSbPft2R5tD\nuX+KURHw0235XDnCaNqx6L/ZbD9aysu3jia2U/tq74TEmpucuQcaf92VT+MdEFUO+004/yNYt2jq\nz9kynujQ1RbMoSFcO7on14xKZuOhE7z+zQEW/Xc/r67JZtrwRH4ysS+je8cGbcgmIMXdWn0bcWEv\nYpIzX3K7MmOtuQ13b/tIjEp0ehucGOWeWiYiwk3n9eaC/gk8uGwLv8m+ARO12DFm1Ll05WHbzzlY\nlEHcuoOnwyv7CstOlzVOjo1kRLKFG8b24tyesYxItvgsY+DGsb14a91BFny6k0sHdyPnxCkWfrmX\nK0ckcsWItndoqqPz1JQGMXcACTPReWpKu1/b2zSVMtpSKun0ftP9Sswb44kOXe1BRDgvJZ7zUuLJ\nOXGKxd8e4t3/HWZFVh7n9orlJxNTuHJEktf703qagIy55z31P8JLP8MSupgQKaJWJWC1zaa68zS3\nx129mXpmtytGPbIMq2q69khCtLlBjHx4ssWv2q8BfLO3iB/9Yz2dI0IprbQhAr+fMazJ7kqtJRiy\nZcCokeRsr0BzqaSBgK9j7q5QXmXjg+9zeHPtQbKLyune2czsCSncPK438X5e2TWoY+7G7C2NiurJ\np20SZiLWA7M3b94Gm0xCqWoqFqj4dl4aiZ0j/Oo28oP8YhZk55FbVUOyOYx5/ZIIKavCJFDq6Hal\nFCxYuYvOEWFu2WgWNapbQIp5Y5w1tfDoTmsvUSfg3siWaStR5lBmT0jhR+P78PWeQl5fe4BnVu3m\nr5l7uWZUMj+e2JdBiTG+drNdBOTMHYJn9taYQJrNfZBfzAO7j1BRrxBWpEmI/aaAEyfPbk3oj2Pw\nNR9tzvXOTmtNi+w5dpI31h7k35tzqKyxc+E5Cfx4YgqTB3Vrsu2jK2RlZZGZmYnVasVisZCWlkZq\namqbX89tm5g8RcDsUMX9b05z1BXjajybW3DtCL/70o9dt52cxm32gIhVzguHCXDgKf+NFWs0YHQG\ne3fDYRavO0R+aSV9E6K444IUrhvTs9VJCVlZWWRkZFBTc+Z7EhYWRnp6eps1JKibdXiTujfHarUC\nYLVaycjIICsryyPXu3pUMvPH9CZRTAiQKCbmj+ntd8IOkOtE2AFUhPP0yo6QfuYNPtqcy8SnvqLv\nwyuY+NRXLlXh1LhOXFQ4v7zkHNY8NJm/3jyK2E5h/G75dib8MZMnP9nBkeJTLb+Ig8zMzAbCDlBT\nU0NmpuudytpKQMbcvUlzb44nZu/lmwu4cNMJJipH6qUC2XSC8j4Ffhd2SjaHOZ25xwyNo3briaCL\nJfsDje/s6sosA345AQhkwkJMzDi3BzPO7cH3h0/wxtqDvLnuIK+vPcCUoYn8eGIK4/rGN7sGVjcp\ndNXuTvTMvQW8/eaUrjrYIM0PQNXYKV110CPXaw/z+iUR2SgWGWkSfn/RAM4bZEVCrYBCQq2cN8iq\nxccNtLXMsqZ9jO4dxws3j2LNQ5O56+L+fHfgODct+o6rXviGDzblUGVz3rPBYrG0yu5OtLi3gLff\nHFuJ80YETdl9yXWJ8Tw7qBc9zWEI0NMcxrODerFtxwq+r3ma6AELiBkyj+gBC/i+5ml+/9U/fe1y\nwNPW3HiNe0iyRPKbaYP59uE0/njNCKptdu5/fwsTn1rN81/uOV3ao460tDTCwhruOQkLCyMtLc3j\nvuqwTAukpaU5XRDx1JtTYS+nk+nsQmIVdv9sGHxdYjzXJcY3sP1+xatIaMNwjZhq+ODAq/yO27zp\nXtDRIzbSaTaVv61nOEuRbfw5CWQiw0O4ZXxvbh7Xi2/2FfH6Nwd4/su9/G31ftLP7cGPJ6YwPNlC\namoq/zlQzqvrj3HSHkqMycbPR3X3WEJGfbS4t0Ddm+CtbJktx1dzXpdphJrO/LW32WvYcnw1A7nC\nI9d0N/aQE05r/NhDgq8blbcJhNz4D/KL+WTxuzzz0RK6FRdREJ/A4qtnweybg0rgwdj9OmlAVyYN\n6Mr+wjLeWneQZZty+OD7HMb3jWdoj84s2VhChd34Pp+0h/HyRiu9e+d6PEypxd0FUlNTvfKXFuBE\nRCEbij4lNe5iOoV25pStlKwTX3MiMnCabXeqjaQi9OzZZada/5pdBiJe7ULWRv7z9nvc/a9FRFQb\nex0Si4u4+1+LeD3ExHX3O29CEgz07xrN4zOHc/+UQSzdcIQ31x1k/YHis46rWyPx9Hum89z9jJ1r\nVvP5ohexVZ+J3YWGm5ly5xyGTJrczJn+w4cLh7Cgs4lK05klnQi7nXmldq6du9OHnmm8weoLJpFY\nfPZkJD8+gcnr1vjAI99gq7VzziPO20m3Z89HUJcf8DY716xmzZLFnDxeREyXBCbNmu0xoR0yaTKn\nar+j8OQ/Ce1Uhe2Uma4xtwWMsANceyIPc3UkC+NiyQ8NIdFWy9wTJUwv14t+7sDf49ndi4+3yh6s\nhIaYiIsJd7pbOzbG8/VrXBJ3EZkGLMToxPSaUuqpRs9fBDwPpAKzlFLL3O2or2g8kz5ZVMjni14E\n8Ijg5uV/TGbZ23xiFU4URxIXorhK3qZH/lC/qs3RLJaeTLceYXp5o80ell6+8SeIaFzyIaeqhgd2\nG41r/EXga7p3I/zYMaf2jkbNgM6oH44j9Up0KJNQM8DzPZRbTIUUkRDgJeAKYChws4g0LjZ9GLgD\neMfdDvqaNUsWNwiRANiqq1izZLFHrvfu5j/wv91juPJ/v+f/fbuQK//3e/63ewzvbv6DR67nEdIe\ng7BG8fWwSMOuaRcLsvMa1PIBqLArFmR7t1Z6c6Q8cD92c8NKpXazmZQH7veRR77jeFczNcMs2CNC\nUIA9IoSaYRaOd/V8JVdXZu7jgH1KqWwAEVkCzAR21B2glDroeM7u7AUCmZPHnS9kNmVvL9/vHMzF\ne2dhwnjzY6rjuXjvLNbLuwRIssyZpiLeaGDewWiq5ENTdl9gSU8HoOC557Hl5RGalES3e+85be9I\nJJvDyOkRRXWPqAb2nmbP91twRdyTgfoNS3OA8Z5xx/+I6ZLAyaJCp3ZPMGZv+mlhr8OEmTF7A+yL\nkXqjFnMP0FTJh2QviEVrsKSnd0gxb8y8fklOK6fO6+f5xiVe3aEqIneKyEYR2VhYeLZg+iOTZs0m\nNLyh2IaGm5k0a7ZHrhdudx43bcreEbFmZLD30jR2DhnK3kvTsGZk+Nolr9FUyQdviIWm9TS1i9sb\n6yOuzNxzgforYT0dtlajlFoELAIjFbItr+Ft6hZNvZUtY64qpiri7GaB5qqz82U7ItaMDPIefQxV\naZRjsB09St6jRiw/IGeKWUtbFb6qEwV/zpbRNMTZLm5v4Iq4bwAGiEhfDFGfBdziUa/8jCGTJnst\nFXHAif+yo9uV2EPO3C2YaqsYcOK/wA1e8aE1eLPWPRhx3Dphr0NVVlLw3PMui7vfNMjIWsqeJUv4\ntuS3lNkTiC4oYkLhEgZCiwKvxVzTEi2GZZRSNmAOsArYCSxVSm0XkcdFZAaAiJwnIjkY6vN3Ednu\nSafB6G06ZdkUUt9KZcqyKazIXuHpS3qFkT+bwuDs9zFXHgelMFceZ3D2+4z82RRfu3YW3q51D2DL\nc54V0pS9MXUlc3NLKlCcKZnri5roez5cwerin1Fm7waYKLN3Y3Xxz9jzYXB8ljW+xaU8d6XUSmBl\nI9tj9X7egBGu8QqNm1bnlecxf918AL/uCu8KlvR0RgM9AyDTwNu17gFCk5KwHT3q1O4KzZXM9fbs\n/duCK7AR0cBmI4JvC64wZu+aoMBXLUEDsuTvwu8Xnhb2OiprK1n4/UIfeeReDvXpwyfpV/HeTTfy\nSfpVHOrTx9cuOcUXjQi63XsPEtFQECUigm733uPS+f5UMrfM3rVV9tNkLYXnhsP8WOP/rKUe8E7j\nDso3F1Dy4V5qS4y9MrUlVZR8uJfyzQUev3ZAlh/IL3d+C96Uvb1kvrCY8DdfIb78BMVRcVTfcRdp\nv/ZMtkzjnot1oQ7Aa8XLXMVisTgVcovF4rFYvCU9HQ5/R8EbH2IrU4RGC91+fKXLdzb+VDI3OtpO\nWdnZLQmjo5vZLpK1FDLuhhrHGKxHjMegU0/9kOaa73h69h6QM/fEWueJNk3Z20PmC4uJf+VZEspP\nYAISyk8Q/8qzZL7gmR2qvuy52FqaakQwYMAAz8Xis5ZiKfkHA646ypBZeQy46iiWkn+4PHt9cOog\nIsMaCqqvSuZOuGEEoaENP7OhoYoJN4xo+qTMx88Iex01FYZd43fUzdhdtbuTgBT3uceLibA3/GsY\nYbcz97j70wXD33yFiNqGYhtRW0P4m6+4/Vrg256LrSU1NZX09PTTXaksFgvp6ens3bvXc3+g2ilu\nV49KZsG1I0iOjUSA5NhIFlw7wifZMgPHJzL5tmFExxuZUdHxZibfNoyB4xObPsmag/VgJHuXd2Pn\nkiT2Lu+G9WCkkUqp8TtCYp2XGWjK7k4CMiwzPTQeio6fXXUw9Oz88PYSX+68wURT9vbSXKjDH3FW\n6/7DDz90eqxb/kA1JWKtELerRyX7Tf3zgeMTmxfzRlgLepC3oRZVa8zLbKdCydtggU7x+OcnpGPT\neWoKS9/fxiv2SgpQdEO4yxTBjV64UwzImTtpjzG9WvF5zlGyDh7h85yjTK9WHilMVRwV1yp7e/Fl\nz0V34dG+s5YmkrKasgcZBVmdTwt7HarWREGW56sMalrPF9TwtFRxDIUCjqF4Wqr4As/XAgrImbs3\nC1NV33EXla882yA0UxkSRvUdd7n9WuD9tn7txVma14X9z2Pj4dfo3e97zOZyqqqiOJw9mrG9f9b+\nC6Y91nBBETpUxUnb8dJW2X3FiuwVLPx+Ifnl+SRGJTJ39NyAT1NuC8+s2k1lbcMQcmWt3Supt4Ep\n7uC1wlRpv55NJngtWwa829avPdSledVlA9SleUUnfcfAQd9BiPEHMSKinIGDviP6QCpwYfsu2sEr\nTrY3z98bBPM+lNbiy9TbwBV3L5L269ngQTEPVJpK8yros/S0sJ8mpIaC5CUM4b72XziIKk62dobb\n7d57GtTWgdbl+XuD5vahdDRx92XqrRZ3TZtpKp3LFnGcyP+ZiFkeQkgx1MbDyRm1VJyni5/Vpy0z\nXEt6OtUFYVRsq0HCLahqK5HDw7CkT/OW2y2SX57fKnsw8+DUQTz8wWYqbWcqeUaEKq+k3mpx90O8\n2bO1PYTEmjl47BQ7K+1UKIgUGBJhImpdDDHvV2KqNj7QocVgeSeEEIkGN6wL+2o7t7tpywy3fHMB\n1QdjMJmNOyYxx1J90ET55gK/+R0kRiWS52RDYWKU61lBwcL4pI38tMsm7HsvJMoeQrmpFtOAbxif\nVIvRKsNzBGa2TBBT17P1ZFEhKHW6Z+vONat97dpZFPaLZUuFIewAFQq2VNiJWRF+WtjrMFULlpXt\nbyhRvrmApe9v4+qSIiZRytUlRSx9f5tXtnO7m7bMcJvb8egvzB09l4iQhiUiIkIimDt6ro888h0b\nv1iFeVsXQk+8QdWJ5wg98QbmbV3Y+MUqj19bi7uf4e2ere1h8w+F1Day1QJSctLp8aqg/Xnu7y/f\nxVP2igapZU/ZK3h/+a52v7a3aWom29wM15c7Hl1ler/pzL9gPklRSQhCUlQS8y+Y3+Hi7QCHvulD\nTdlqsDu+E/aT1JSt5tA3nq8XpcMyfoa3e7a2h7Ji54JSaY4jsursTV7uyOh4uaKMxletctjvaPer\ne5e5o+c2iLlDyzPckFizUyH3xo7H1jC93/QOKeaNqSr9AbA1stocds+iZ+5+RlO9WT3Vs7U91G2b\nb0zuiOvaVbmxOQpwXj+oKbs/05YZbuepKUhYw6+thJnoPDXFw95q2oTd+V1sk3Y3omfufsakWbP5\nfNGLDUIznuzZ2h4mzOzP6rd3Yas+EwMODTcx6Ne30r1gIAUeqEmf2CmcvFPVTu2BSGtnuHWLpsGw\noNwRqDaHEl7VeOZu2D2NS1cQkWnAQiAEeE0p9VSj583AYmAMcBy4SSl10L2udgy83bO1PdTVRPn2\n4/2UFVcRHW9mwsz+Dnu6RxqMPJQ+lIeXZTXY9RcRYuKh9KFuv5a/EjWqmxbzAOG7wflM3JpASL01\n8FqTYfc0LYq7iIQALwGXAznABhFZrpTaUe+wnwInlFLniMgs4GngJk843BHwZs/W9tLawlftpW7L\ntl/0QNVoWqBiYGe+oZAxu+OIqgyhPKKWTYNOUDnQ82XeXJm5jwP2KaWyAURkCTATqC/uM4H5jp+X\nAS+KiCilAi8QqvF7/Kmqo0bTHHNHz2V+5XyWJZ/p0RsREsF8L6SFuiLuycCReo9zgPFNHaOUsomI\nFegCNEjxEJE7gTsBevfu3UaXNRqNJjCoW0/xRRE1ry6oKqUWAYsAxo4dq2f1Go0m6PFVWqgrqZC5\nQK96j3s6bE6PEZFQwIKxsKrRaDQaH+CKuG8ABohIXxEJB2YByxsdsxy43fHz9cBXOt6u0Wg0vqPF\nsIwjhj4HWIWRCvm6Umq7iDwObFRKLQf+AfxTRPYBxRh/ADQajUbjI1yKuSulVgIrG9keq/dzJXCD\ne13TaDQaTVvR5Qc0Go0mCNHirtFoNEGI+GrdU0QKgUPteIkEGuXRBzjBNJ5gGgsE13iCaSwQXONx\ndSx9lFJdWzrIZ+LeXkRko1JqrK/9cBfBNJ5gGgsE13iCaSwQXONx91h0WEaj0WiCEC3uGo1GE4QE\nsrgv8rUDbiaYxhNMY4HgGk8wjQWCazxuHUvAxtw1Go1G0zSBPHPXaDQaTRNocddoNJogJCDEXUTE\n1z64AxGJcfwfLOMJiM+PK4hIguP/oHhvIDjG4ugEFzSIyEQR6e+Na/ntl1NEhovIVBEJDfQKkyIy\nWkSWYbQjJJDH4xjLLQBKKXtLx/s7IjJKRFYC90LAvzcTROSvInIHBPxYxorIP4HHvCWGnsTxvfkc\n+AqjJLrH8TtxF5E4Efkb8C+Mrk0LAvXNFZEuIvIC8DcgFUehtkCcjYjBE0AmcL+ITHTY/e4z5Aoi\nYhKRt4A3gHeUUo/42qf2ICLXAy9ilOhOE5EnRWS4j91qNY735UXg7xiftSRgvoh08q1nbUNEwkTk\n7xiZMH/FqK57ieM5j353/PGL+QBQpZQaCfwMGAYE6u3lMxgTqPMxxnIbhqHWp161AccscAdG4/OX\ncLRLDNTZu8PvOGCHUupfACLSNYBDGcOAD5VS/wQexGiFeYOIxPrWrdbheF++AtKUUm8CfwIUYPOl\nX+3ADHwNTFJKfQJ8AAxxRCQ8+t3xC3F3NAKp+8v8B6XUvY6fpwDxwLC6eLW/4xhLpOPhHKXU3Y6f\nC4EdIjLIR661GhG5UUTuE5ELHKb3gC+A7wCziNzsOC4g7kTqjedCh+l2YIqIPCgiqzFmVotEpMW6\nHb6m3lgmOEzFQISIWJRS+cAxoA8wockX8RNE5HwRGVj3WCn1oVKqREQuBzZizN7/KCJDfOZkK2g0\nnnKl1DtKqQrH41Cg1tEnI3hn7iKSIiKfAq9hNPsYpJQ65XjuEoxZ/FvA1Rixt54+c7YFGo3lX/XH\n4sAO9ADqxue3M0QRCRGRx4CHHKa/i8i1Sim7YwZ/AMgAbhKROH+/E3EynpdF5Eal1AlgIUa8fT4w\nB4gBbnW0i/Q7nIzlVRGZCvwP6Aa8JiJLMRrrnAS6O87zu8+biMSKyAqMCcONIhLlsNf5egK4RSl1\nOVAO3C4i3X3jbcs4G49SSjlCmnVa+zVwjeN7E1wz90YfsgeA9UqpNGA18ERdnFAp9R+l1HlKqZcx\nbs26AgO87W9zuDCWYXVPKqV2A7XATO962XocYj0IuF8p9Rfgd8CcupmTYxayDqN37rUA/rwu0sR4\nfiUiA5VSTwBDlVJfK6WOA+8CVyul/DIM4GQs84H7MYR8HrAM+EwpdTOwHrjCcZ4/Lq5GYcSgf+34\n+SI446tSaqOjURDAp8AoHJMjP6XJ8Sil7A6BP+g45mJPO+OLmXsEnG6kDUYcF6XUi8A44Ja6v851\n4vSgGsgAAAUaSURBVKmU2okxKznobWdboKWx3Coi3eod/z7QTURC/O3LJiKzReTiejHaY0CcIzb4\nIY54e10IRil1AFgCPC4ipRjj9RtcGM9WjM+aSSlVUu/U/sB6fwo1tTCWZcBeYJZSqlgp9Z5S6nXH\ncYOAj3zhc1PUG0tnpVQuxkLjUqASGC8iPZo4dQyQh5/F3l0dj4iIY6ZudpxaWWf3lG9eE3cRuVxE\nvgCecdwS2zDihKNE5FwRORfYBvTGWOgCCBWRGSKSifHGFvnD7WUrxxJf79RkoJe/hDEct4tJjnjz\n7cCtwEsiEo1RV3oEEO04/AXgGow/sjhm8a8C24ELlVLvetv/xrRxPHUTiTQRWQ9cCrzq6/eolWP5\nKzBTRJIc56aJyHaMme433ve+IU2M5WURSVBKVTrCl19ifO8vrXdeZ8d3bQMwDfhjvdi1z2jLeBzh\nmRClVDmG7p5fZ/eYo0opj/8DzsG4RZyJ8YF7F/glRnzzUeATjA/hWOAd4FeO8y7DiCVe7Q0/PTSW\nOfXO7Qtc4esxOHwJcfw/EPhXnQ14GXgdiAU+w7i17OR4/j1gruPnJOAqX4/DDeOZ4/h5BnCNr8fh\npvemfwCM5QWM7J76x94LPImRBx7hsF0GzPT1ONwwnk717OHe8NVji0Z1CwjKuBUZD2xSSn3seO5L\n4M/A+0qpJ0Skn1Iq2/HcOhy3LECmUsrnt/vtGMta6t1+KSOUccAXY6jDEW54AggRY/NOZ4y1AJRS\ntSIyB+Mu6c8Yf5xmYQj5exi3xN85js3D+EPmU9wwng2OY5d73/uGuPG92Q/s9/oA6uHCWOYCR0Xk\nYqXU147TXsUQwy+B3iIySin1pQ/cP4t2jucLoI9jPEeVUtXe8NkjYRkR+TGQg/HLACO+OUtE+joe\nh2J8+J5zPD7gOO9O4CfAZvCPRaB2juWn+NdYLgY2Ydwu7sMYUw0wWUTGwekFu98DzyilFgOfA7NF\nZDPGWLf6wndnBNN4OuBY7BiLwfPrnTod4y74B2CEUuqo97xuGjeMZwu+GI8HbluiMRZx5gLfA4Md\n9ucxQhhrMXafjgBWAN0dz9+DMYs6z9e3XsE4Fodfk4Db6j3+G/AL4A6MuxEw/uAnYmRd9HLYEoF+\nvvY/mMfTgceyFEhx2GYCF/na/2AZj6d+Gb0d/z8FvOf4OQRjcfFCx+NewJuA2fG4kyd80WNpMJZO\nGKv1dXHDW4EFjp9/AH7t+Hks8K6v/e1I49Fj8d9/gToej4RllFKHHT8+D/QVkanKuKW0KqXqVu/v\nwshZtTnO8cv81SAbyymlVJU6kwlyOcbOWYAfY2yL/gTjruR7X/jYGoJpPB19LP6QBdcUgToej+7C\nU0rli8g/gP8DVilj4WEc8AgQBvxE+UlaYEsE01gci0MKIw2wbiHxJMbYhgMHlJGzGxAE03g66liU\nY+rrzwTaeDzaZk+MDSJ2Mcrd5gFVGCvhe5Wxoh8wBNlYBAjHKJXwb4xF7OMYt5elvvStLQTTePRY\n/JdAG4+nZ+52MQqCdcMoc/m4UuozT17TUwTZWJSIjMKIHfYF3lBK/cPHbrWZYBqPHov/Emjj8XiD\nbBF5AOgJPKSUqvLoxTxMkI2lJ0YJ4r8E+lgguMajx+K/BNJ4vCHuJhWgNb8bE0xj0Wg0wY3HxV2j\n0Wg03scvmnVoNBqNxr1ocddoNJogRIu7RqPRBCFa3DUajSYI0eKu0Wg0QYgWd41GowlCtLhrNBpN\nEPL/Ad0qDOEQmiH7AAAAAElFTkSuQmCC\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622ad7a048>"
+ "<matplotlib.figure.Figure at 0x7fa7b03eb550>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 122,
+ "execution_count": 88,
"metadata": {},
"outputs": [],
"source": [
" {'$group': {'_id': '$album.id', 'avg_valence': {'$avg': '$valence'}}}]\n",
"album_valences = collections.defaultdict(int, {a['_id']: a['avg_valence'] for a in tracks.aggregate(pipeline)})\n",
"albums_df['valence'] = albums_df['_id'].apply(lambda i: album_valences[i])\n",
- "beatles_df = albums_df[albums_df['release_date'] < datetime(1971, 1, 1)]\n",
- "radiohead_df = albums_df[(albums_df['artist_name'] == 'Radiohead') & (albums_df['gloom'] > 0)]"
+ "# beatles_df = albums_df[albums_df['release_date'] < datetime(1971, 1, 1)]\n",
+ "beatles_df = albums_df[(albums_df['artist_name'] == 'The Beatles') \n",
+ " & (albums_df['valence'] > 0)\n",
+ " & (albums_df['release_date'] < datetime(1971, 1, 1))]\n",
+ "stones_df = albums_df[(albums_df['artist_name'] == 'The Rolling Stones') \n",
+ " & (albums_df['valence'] > 0)]\n",
+ "radiohead_df = albums_df[(albums_df['artist_name'] == 'Radiohead') \n",
+ " & (albums_df['valence'] > 0)]"
]
},
{
"cell_type": "code",
- "execution_count": 123,
+ "execution_count": 85,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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G+P6/3aNGbYScecYe5v9sEbXf72fq2YM584ylgPrXnCpCXlGUC4CHkSuDAiHE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\nzeztGOC7mNmHwLOEnjqx53El0EfSzZKeA9YBW8uVrmsTZla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+ "image/png": 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Bsz1jbc2pBWaKSL2IVAFfo5V9HCJSISL9RKRfYWFhujLTeTtjT6ZZuxWkmqST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\nLuY64ROjAAAAAElFTkSuQmCC\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622a722198>"
+ "<matplotlib.figure.Figure at 0x7fa7b017e048>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 124,
+ "execution_count": 90,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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B6e7njFhIebF99tZNJu7gBW+aNL0waIbhNrEQmMnTgahmGqXjdf36/9wI9Q93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\nUHtVcuzCiaamBuYu9VB1VQPuyX6qrmpg7lJPwnx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7/8xsNPL987FPX0VMR1UrH8LM//UM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\nCaj/AnB7c6wCHH69AAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7fa7b8187f60>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots()\n",
+ "ax.plot_date(stones_df['release_date'].values, stones_df['complexity'].values, linestyle='-', color='blue')\n",
+ "ax.plot_date(stones_df['release_date'].values, stones_df['valence'].values, linestyle='-', color='orange')\n",
+ "\n",
+ "fig.autofmt_xdate()\n",
+ "\n",
+ "for a in stones_df.itertuples():\n",
+ " for t in tracks.find({'album.id': a[1], 'complexity': {'$exists': True}}):\n",
+ " ax.scatter(a.release_date, t['complexity'], color='blue')\n",
+ " ax.scatter(a.release_date, t['valence'], color='orange')\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 91,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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Qjw4aG8/QoRm89lpA1rzwYOhQWLAAxozRvQePB1hsIpz9np6BmdoPjrw9sJm7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\nTz0Fa9fC0qV6EtasWdCnD5x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CdK2oh92uZQ2Kn8lg0QOjKH4mg6tOK7DsmmwrNhvMnu3p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\nfrcaSEf/Y8INX/V5Dl2fa1z1cfIvoJtSKjbcbji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DBQugrg4mTNDfe+l7nJ5j+fbRFoejSETKz7v1E9hZHaCSCZVJqqpKhzIOtd4x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\nSy6B3B0vccbZDQH3w8XHP87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XVkCxta4XACvvHLrXwmjiaA9rN/WP+Zyx/j9OCrwVyh48\nnArOKgVjuPKkEEaV6bOYSYZqZuNG+MtftN574kT4/nu45x5Yvx4efhhGjIj/OQvyrC9MqPJ4kpLC\n3Vb39iSTUnb1O9fiHjOHynsH0ezJ5K/nXQ/AQf2+pnP2Lobm/zfQ0eaUB2M+Zaz/j3+Y4rg7WLUD\n92gPlTOLaC7PoHJmEe7R4ZWxmZkwcXSgae7E0Z69czSOwBXiYrgKGDQIOndOnHAXgcWL9URoYSHc\nfDMcfjj8+99ar37lldCrl50VCGEjGao8jqSkcE9k7yuUxYcdliCQYnb1QQ9xXnftwdQlZze53TYH\n2P527bSTG87+a8ynLL1yEa6cusBq5NRRemX0E7ZWDjZJoR2e1uceY+2heu4xDjL0P6yURgl8QBtF\nW/RkZmp7cbuF+65d8MQTeiJ0zBgtzH/3Oy3QX3kFTj9dW6/YjQoRCTVUeTxJSeGeyN7XvffqBNX+\n5OTYZ5roHm398Ebq0SWD/9adjvjdo316bAJg9fdD9gp6f/K6boz5nMGqoMK8SsqmXIq76IKYj51w\n2uFpfdckaw/VuyY5x9zHs9jNpbPKAoLtXTqrbG+wvWHD7BPuVVXwpz/piIyTJ+uwuw8/rFUv99wD\nBxxgz3mdSOsU9SlCm7PGx3AeCEwZVlpq47nD2dU7zNyt27ZXUL1bln0CvXZ3d0vhvramgKJYT7qz\nCveYKtxj5gSVx3rgJNAOM9v8XtbrQpUng5ISqKpy8+S7gffrOxX6uRk+XJsIbt8OPXvGfj4ReOcd\nuP9+WLBAl02YAFdcAePGJTexTl19V7p1rrMut/ncKdlzTzQJHcanUEjb/kECxV+g93RtC1hXV++i\nZG4cdEsqhHI5VLmDqRVr3XSocoA6rNeFKk8GkSa9fZOqX30V23lqa1smQseP1zFe/vhHqKiAf/0L\nTjjBARnTMq3juYcsjyNGuDuM9jzwyWL91sA65XZrca38ct2hrYblC76I/a0ozdYmUaHKncyMuaXU\n1QfqpuvqXcwI8xJszz6JJtKkd6wWM998oydC8/Nh6lQ9QfvEEzoi4x13OMv4wJW1pU3l8cQId4eR\nCg+vj1tfCqxrVmYTvbvqm/ab7w5k0JU6KfCgKyuZs9hNXevRaZup3mptEhWq3Mk88JK1bvqBl0K/\nBNuzT6KJZPBQVNR2i5nmZj0RetppcOCB8NBD8POfa0uYZcvgoov0MZ3G2hrrN02o8rgSjTG8HZ+Y\nk3WkKQHJGJ52ZjIGH1Z17d55e0jv4Xg42kwcbe3xN3G0k1w0o6M9Dkkp4cQkkYOzHXGEyMknRz7O\n1q0id98tMniwbme/fiJ/+YvIxo121Dr+2HG/ks4equlMqjy8IqHr6vO0tMNFHqxffnaEnrCb9oQS\nSInwA1FwwQUi+fmh13/xhchll7W0dcwYkWee0d6lqYQd92tchTtwKvA1sBr4k8X6TsCz3vVLgKJI\nxzTC3ZpUenit6ur79OihY6TEO6xuKoVEjob2hB92SsjiWDj3XH3d/NuwZ4/I88+LjBun13XuLDJ5\nso7/kqqE6vw4QrgDmcC3wP5ADvA5MCxom6nAI97f5wPPRjquEe6hSaWH11dX34Nq90upPfFYDM6i\nvFykU6fAa5idrfOP+kapd94pUlOT7JrGjh2dkXgK91HA637L1wPXB23zOjDK+zsLqAFUuOMa4Z5e\nJFKdlEovP0NrQt0rnTuLzJunk3qkC+Xl+sUV/CKL5Z6NVrhHYy2TD6zzW672llluIyKNwHaglYO+\nUqpYKbVMKbVs06ZNUZzakCokMuCZY8IHGNpFqHuivl47HzkqTk6MuN3aTNPfm/6JJxJzzybUFFJE\nykRkpIiM7NOnTyJPbbCZlAp4ZkgqHe1eSVZnJBrhvh4Y6Lc8wFtmuY1SKgvoCYRLFmZIM5wUStfg\nbMy9khiiEe5LgQOUUoOUUjnoCdMFQdssAC70/v4V8LZXN2ToIDgtlK7BuZh7JTGoaGSwUup0YCba\ncuZxESlVSt2CVuwvUEp1Bp4GjgC2AOeLyJpwxxw5cqQsW7Ys5gYYDAZDR0IptVxEImZ1jSoqpIi8\nArwSVHaT3+/dwDltraTBYDAY7MHEljEYDIY0xAh3g8FgSEOMcDcYDIY0JKoJVVtOrNQmIJYU4Hlo\nT9h0IZ3ak05tgfRqTzq1BdKrPdG2pVBEIjoKJU24x4pSalk0M8apQjq1J53aAunVnnRqC6RXe+Ld\nFqOWMRgMhjTECHeDwWBIQ1JZuJcluwJxJp3ak05tgfRqTzq1BdKrPXFtS8rq3A0Gg8EQmlTuuRsM\nBoMhBEa4GwwGQxqSEsJdKaWSXYd4oJTq7v1Ol/akxP0TDUqpPO93WlwbSI+2KKXSKHUHKKXGKKUG\nJ+Jcjn04lVIjlFKnKKWyUj18sFLqSKXU88AloFPjJrlK7cbblkkAItKc7PrEilLqCKXUK8BVkPLX\nZjjhO2kAAAg+SURBVJRS6j6l1EWQ8m0ZqZR6GrgpUcLQTrzPzULgbXS+C9txnHBXSvVWSj0ElAPF\nwB2penGVUrlKqfuBh4BD8UbhTMXeiNLcCrwFXKOUGuMtd9w9FA1KqQyl1FPAE8BsESlJdp1iQSn1\nK+ABdP6F8Uqp25RSI5JcrTbjvS4PAP9A32v9gJuVUq7wezoTpVS2UuofaEuY+9D5psd519n67Djx\nwfwDUC8ihwNTgOFAqg4v/4buQB2Lbsuv0QVNSa1VO/D2AlcB5wEPol+8Kdt799a7N7BKRMoBlFJ9\nUliVMRz4l4g8DVwLHAOco5TqldxqtQ3vdXkbGC8iTwJ3AQI0JrNeMdAJeA/4PxF5GXgBGOrVSNj6\n7DhCuHuzPPnezKUicpX398nAPsBwn77a6Xjb0sW7OE1Efu/9vQlYpZQ6KElVazNKqXOVUlcrpUZ7\ni54F3gA+AjoppSZ6t0uJkYhfe8Z6iy4ETlZKXauUegfdsypTSjk+wa9fW0Z5i7YAnZVSPUXkO+B7\noBAYFfIgDkEpdaxS6kDfsoj8S0S2KaVOApahe++3K6WGJq2SbSCoPXUiMltEdnmXs4AmEWlM6567\nUqpIKfUqMAt4Wil1kIjs9K4bh+7FPwWcida9DUhaZSMQ1JZy/7Z4aQb6A772ObaHqJTKVErdBFzn\nLfqHUupsEWn29uArgJeA85RSvZ0+ErFoz8NKqXNFZCtwL1rffjMwDegOuL25gB2HRVseVUqdAnwM\n9AVmKaXmorOm7QD29e7nuPtNKdVLKfVvdIfhXKVUV2+5r65bgUkichJQB1yolNo3ObWNjFV7RES8\nKk2frH0POMv73KRXzz3oJvsDsERExgPvALf69IQi8q6IHCUiD6OHZn2AAxJd33BE0ZbhvpUi8jXQ\nBExIbC3bjldYHwRcIyJ3A38Gpvl6Tt5eyGJ0YvSzAZw8LxKiPb9TSh0oIrcCw0TkPRHZDMwBzhQR\nR6oBLNpyM3ANWpBfDzwPvCYiE4ElwGne/Zw4udoVrYO+wvv7OGipq4gs82aBA3gVncZzp8VxnELI\n9ohIs1fAV3q3Od7uyiSj594ZwK9ntApARB4AjgYm+d7OPuEpIl+heyWVia5sBCK1xa2U6uu3/XNA\nX6VUptMeNqXUb5RSx/vpaL8Hent1g//Cq2/3qWBEpAJ4BrhFKfUjur2OIYr2fIm+1zJEZJvfroOB\nJU5SNUVoy/PAN+i8xVtE5FkRedy73UHAvGTUORR+bekhIuvRE41zgd3AMUqp/iF2/QmwEYfp3qNt\nj1JKeXvqnby77vaV21W3hAl3pdRJSqk3gL95h8SNaD3hEUqpw5RShwErgAL0RBdAllLqDKXUW+gL\nW+OE4WUb27KP3675wECnqDG8w8V+Xn3zhYAbeFAp1Q0dV/oQoJt38/uBs9AvWby9+EeBlcBYEZmT\n6PoH0872+DoS45VSS4CfAo8m+xq1sS33AROUUv28+45XSq1E93QXJb72gYRoy8NKqTwR2e1VX76J\nfu5/6rdfD++zthQ4FbjdT3edNNrTHq96JlNE6tBy91hfuW0VFRHbP8AQ9BBxAvqGmwNMRes3bwRe\nRt+EI4HZwO+8+52I1iWemYh62tSWaX77DgJOS3YbvHXJ9H4fCJT7yoCHgceBXsBr6KGly7v+WWC6\n93c/4OfJbkcc2jPN+/sM4KxktyNO12ZwCrTlfrR1j/+2VwG3oe3AO3vLTgQmJLsdcWiPy688JxF1\ntW3SyDeBIHoocgywXETme9e9CfwdeE5EblVK7S8ia7zrFuMdsgBviUjSh/sxtOUD/IZfolUZFclo\ngw+vuuFWIFNp550e6LkARKRJKTUNPUr6O/rldD5akD+LHhJ/5N12I/pFllTi0J6l3m0XJL72gcTx\n2nwLfJvwBvgRRVumAxuUUseLyHve3R5FC8M3gQKl1BEi8mYSqt+KGNvzBlDobc8GEWlIRJ1tUcso\npS4GqtF/Bmj95vlKqUHe5Sz0zXePd7nCu18xMBn4FJwxCRRjWy7BWW05HliOHi6uRrdpD3CCUupo\n2Dth9xfgbyLyT2Ah8Bul1Kfotn6ZjLpbkU7t6YBtaUZPBt/st+vP0KPgz4BDRGRD4modmji053OS\n0R4bhi3d0JM404FPgIO95TPRKowP0N6nhwD/Bvb1rr8S3Ys6KtlDr3Rsi7de/wf82m/5IeBy4CL0\naAT0C38/tNXFQG/ZfsD+ya5/OrenA7dlLlDkLZsAHJfs+qdLe+z6Mwq8338FnvX+zkRPLo71Lg8E\nngQ6eZdddtTFtCWgLS70bL1Pb+gG7vD+/gy4wvt7JDAn2fXtSO0xbXHuJ1XbY4taRkTWen/OBAYp\npU4RPaTcLiK+2fvfom1WG737ONJ+Nc3aslNE6qXFEuQktOcswMVot+iX0aOST5JRx7aQTu3p6G1x\nghVcKFK1PbZ64YnId0qpx4AZwOuiJx6OBkqAbGCyOMQsMBLp1Bbv5JCgzQB9E4k70G0bAVSIttlN\nCdKpPR21LeLt+jqZVGuPrWn2lHYQaVY63O1GoB49E/6N6Bn9lCHN2qKAHHSohBfRk9ib0cPLH5NZ\nt/aQTu0xbXEuqdYeu3vuzUoHBOuLDnN5i4i8Zuc57SLN2iJKqSPQusNBwBMi8liSq9Vu0qk9pi3O\nJdXaY3uCbKXUH4ABwHUiUm/ryWwmzdoyAB2C+O5UbwukV3tMW5xLKrUnEcI9Q1I05ncw6dQWg8GQ\n3tgu3A0Gg8GQeByRrMNgMBgM8cUId4PBYEhDjHA3GAyGNMQId4PBYEhDjHA3GAyGNMQId4PBYEhD\njHA3GAyGNOT/A51MZQRgn/yQAAAAAElFTkSuQmCC\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f622a6696a0>"
+ "<matplotlib.figure.Figure at 0x7fa7b02f7940>"
]
},
"metadata": {},
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.5.2+"
+ "version": "3.5.3"
}
},
"nbformat": 4,
projects / battle-of-the-bands.git / blobdiff