X-Git-Url: https://git.njae.me.uk/?a=blobdiff_plain;f=radiohead-data.ipynb;fp=radiohead-data.ipynb;h=e3325563f06eacf56f42b9a79a21e8f4cb099f5e;hb=f957e34d6d16305be59287c3ca0ffb7a08805ca3;hp=6388a655b56481be2e3bb822e0609e577cda21ef;hpb=42878b0e4c2676f859a0df5633140dcc91b39167;p=battle-of-the-bands.git diff --git a/radiohead-data.ipynb b/radiohead-data.ipynb index 6388a65..e332556 100644 --- a/radiohead-data.ipynb +++ b/radiohead-data.ipynb @@ -38,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 3, "metadata": { "collapsed": true, "run_control": { @@ -75,7 +75,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": { "collapsed": true }, @@ -87,21 +87,29 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 6, "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DB doesn't exist yet.\n" + ] + } + ], "source": [ - "try:\n", - " client.drop_database(songs_db)\n", - "except NameError:\n", - " print(\"DB doesn't exist yet.\")" + "# try:\n", + "# client.drop_database(songs_db)\n", + "# except NameError:\n", + "# print(\"DB doesn't exist yet.\")" ] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 5, "metadata": { "collapsed": false }, @@ -125,7 +133,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": { "collapsed": false }, @@ -136,7 +144,7 @@ "['app_name', 'client_id', 'client_secret', 'redirect_uri', 'token']" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -149,7 +157,7 @@ }, { "cell_type": "code", - "execution_count": 385, + "execution_count": 9, "metadata": { "collapsed": true }, @@ -177,7 +185,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { "collapsed": false }, @@ -200,7 +208,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -214,7 +222,7 @@ " 'name': 'Radiohead'}])" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -227,7 +235,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": { "collapsed": false }, @@ -241,7 +249,7 @@ " 'name': 'The Beatles'}])" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -261,7 +269,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 13, "metadata": { "collapsed": false }, @@ -281,7 +289,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 14, "metadata": { "collapsed": false }, @@ -289,10 +297,10 @@ { "data": { "text/plain": [ - "15" + "48" ] }, - "execution_count": 41, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -304,7 +312,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 15, "metadata": { "collapsed": false }, @@ -312,10 +320,10 @@ { "data": { "text/plain": [ - "28" + "48" ] }, - "execution_count": 42, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -327,7 +335,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 16, "metadata": { "collapsed": false }, @@ -365,12 +373,28 @@ " album\n", " \n", " \n", + " artist_id\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " \n", + " \n", + " artist_name\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " \n", + " \n", " artists\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", + " [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The...\n", + " [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The...\n", + " [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The...\n", + " [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The...\n", + " [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The...\n", " \n", " \n", " available_markets\n", @@ -430,11 +454,11 @@ " \n", " \n", " images\n", - " [{'height': 640, 'url': 'https://i.scdn.co/ima...\n", - " [{'height': 640, 'url': 'https://i.scdn.co/ima...\n", - " [{'height': 640, 'url': 'https://i.scdn.co/ima...\n", - " [{'height': 640, 'url': 'https://i.scdn.co/ima...\n", - " [{'height': 640, 'url': 'https://i.scdn.co/ima...\n", + " [{'url': 'https://i.scdn.co/image/1b1879c1dd16...\n", + " [{'url': 'https://i.scdn.co/image/4e6916b16ce5...\n", + " [{'url': 'https://i.scdn.co/image/809c6f28db64...\n", + " [{'url': 'https://i.scdn.co/image/9cab76ad73ce...\n", + " [{'url': 'https://i.scdn.co/image/411d661890b8...\n", " \n", " \n", " label\n", @@ -454,11 +478,11 @@ " \n", " \n", " popularity\n", - " 63\n", - " 77\n", + " 55\n", + " 69\n", + " 61\n", " 68\n", - " 75\n", - " 58\n", + " 51\n", " \n", " \n", " release_date\n", @@ -478,11 +502,11 @@ " \n", " \n", " tracks\n", - " {'limit': 50, 'previous': None, 'next': None, ...\n", - " {'limit': 50, 'previous': None, 'next': None, ...\n", - " {'limit': 50, 'previous': None, 'next': None, ...\n", - " {'limit': 50, 'previous': None, 'next': None, ...\n", - " {'limit': 50, 'previous': None, 'next': None, ...\n", + " {'offset': 0, 'items': [{'preview_url': 'https...\n", + " {'offset': 0, 'items': [{'preview_url': 'https...\n", + " {'offset': 0, 'items': [{'preview_url': 'https...\n", + " {'offset': 0, 'items': [{'preview_url': 'https...\n", + " {'offset': 0, 'items': [{'preview_url': 'https...\n", " \n", " \n", " type\n", @@ -508,7 +532,9 @@ " 0 \\\n", "_id 5XfJmldgWzrc1AIdbBaVZn \n", "album_type album \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artist_id NaN \n", + "artist_name NaN \n", + "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", "copyrights [{'text': '(C) 2016 Apple Corps Ltd.', 'type':... \n", "external_ids {'upc': '00602557054989'} \n", @@ -516,20 +542,22 @@ "genres [] \n", "href https://api.spotify.com/v1/albums/5XfJmldgWzrc... \n", "id 5XfJmldgWzrc1AIdbBaVZn \n", - "images [{'height': 640, 'url': 'https://i.scdn.co/ima... \n", + "images [{'url': 'https://i.scdn.co/image/1b1879c1dd16... \n", "label Digital Distribution Trinidad and Tobago \n", "name Live At The Hollywood Bowl \n", - "popularity 63 \n", + "popularity 55 \n", "release_date 2016-09-09 \n", "release_date_precision day \n", - "tracks {'limit': 50, 'previous': None, 'next': None, ... \n", + "tracks {'offset': 0, 'items': [{'preview_url': 'https... \n", "type album \n", "uri spotify:album:5XfJmldgWzrc1AIdbBaVZn \n", "\n", " 1 \\\n", "_id 5ju5Ouzan3QwXqQt1Tihbh \n", "album_type album \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artist_id NaN \n", + "artist_name NaN \n", + "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", "copyrights [{'text': '(C) 2015 Apple Corps Ltd.', 'type':... \n", "external_ids {'upc': '00602547673503'} \n", @@ -537,20 +565,22 @@ "genres [] \n", "href https://api.spotify.com/v1/albums/5ju5Ouzan3Qw... \n", "id 5ju5Ouzan3QwXqQt1Tihbh \n", - "images [{'height': 640, 'url': 'https://i.scdn.co/ima... \n", + "images [{'url': 'https://i.scdn.co/image/4e6916b16ce5... \n", "label Digital Distribution Trinidad and Tobago \n", "name 1 (Remastered) \n", - "popularity 77 \n", + "popularity 69 \n", "release_date 2000-11-13 \n", "release_date_precision day \n", - "tracks {'limit': 50, 'previous': None, 'next': None, ... \n", + "tracks {'offset': 0, 'items': [{'preview_url': 'https... \n", "type album \n", "uri spotify:album:5ju5Ouzan3QwXqQt1Tihbh \n", "\n", " 2 \\\n", "_id 2pCqZLeavM2BMovJXsJEIV \n", "album_type album \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artist_id NaN \n", + "artist_name NaN \n", + "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", "copyrights [{'text': '(C) 2015 Apple Corps Ltd', 'type': ... \n", "external_ids {'upc': '00602547670069'} \n", @@ -558,20 +588,22 @@ "genres [] \n", "href https://api.spotify.com/v1/albums/2pCqZLeavM2B... \n", "id 2pCqZLeavM2BMovJXsJEIV \n", - "images [{'height': 640, 'url': 'https://i.scdn.co/ima... \n", + "images [{'url': 'https://i.scdn.co/image/809c6f28db64... \n", "label EMI Catalogue \n", "name Let It Be (Remastered) \n", - "popularity 68 \n", + "popularity 61 \n", "release_date 1970-05-08 \n", "release_date_precision day \n", - "tracks {'limit': 50, 'previous': None, 'next': None, ... \n", + "tracks {'offset': 0, 'items': [{'preview_url': 'https... \n", "type album \n", "uri spotify:album:2pCqZLeavM2BMovJXsJEIV \n", "\n", " 3 \\\n", "_id 2Pqkn9Dq2DFtdfkKAeqgMd \n", "album_type album \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artist_id NaN \n", + "artist_name NaN \n", + "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", "copyrights [{'text': '(C) 2015 Apple Corps Ltd', 'type': ... \n", "external_ids {'upc': '00602547670342'} \n", @@ -579,20 +611,22 @@ "genres [] \n", "href https://api.spotify.com/v1/albums/2Pqkn9Dq2DFt... \n", "id 2Pqkn9Dq2DFtdfkKAeqgMd \n", - "images [{'height': 640, 'url': 'https://i.scdn.co/ima... \n", + "images [{'url': 'https://i.scdn.co/image/9cab76ad73ce... \n", "label EMI Catalogue \n", "name Abbey Road (Remastered) \n", - "popularity 75 \n", + "popularity 68 \n", "release_date 1969-09-26 \n", "release_date_precision day \n", - "tracks {'limit': 50, 'previous': None, 'next': None, ... \n", + "tracks {'offset': 0, 'items': [{'preview_url': 'https... \n", "type album \n", "uri spotify:album:2Pqkn9Dq2DFtdfkKAeqgMd \n", "\n", " 4 \n", "_id 47bcKzmKgmMPHXNVOWpLiu \n", "album_type album \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artist_id NaN \n", + "artist_name NaN \n", + "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", "copyrights [{'text': '(C) 2015 Apple Corps Ltd', 'type': ... \n", "external_ids {'upc': '00602547670328'} \n", @@ -600,18 +634,18 @@ "genres [] \n", "href https://api.spotify.com/v1/albums/47bcKzmKgmMP... \n", "id 47bcKzmKgmMPHXNVOWpLiu \n", - "images [{'height': 640, 'url': 'https://i.scdn.co/ima... \n", + "images [{'url': 'https://i.scdn.co/image/411d661890b8... \n", "label EMI Catalogue \n", "name Yellow Submarine (Remastered) \n", - "popularity 58 \n", + "popularity 51 \n", "release_date 1969-01-17 \n", "release_date_precision day \n", - "tracks {'limit': 50, 'previous': None, 'next': None, ... \n", + "tracks {'offset': 0, 'items': [{'preview_url': 'https... \n", "type album \n", "uri spotify:album:47bcKzmKgmMPHXNVOWpLiu " ] }, - "execution_count": 13, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -632,7 +666,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 17, "metadata": { "collapsed": true }, @@ -646,7 +680,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 18, "metadata": { "collapsed": false, "scrolled": true @@ -834,40 +868,180 @@ " Radiohead\n", " Pablo Honey\n", " \n", + " \n", + " 28\n", + " 4g9Jfls8z2nbQxj5PiXkiy\n", + " The Rolling Stones\n", + " Blue & Lonesome\n", + " \n", + " \n", + " 29\n", + " 4fhWcu56Bbh5wALuTouFVW\n", + " The Rolling Stones\n", + " Havana Moon (Live)\n", + " \n", + " \n", + " 30\n", + " 3PbRKFafwE7Of8e4dTee72\n", + " The Rolling Stones\n", + " Totally Stripped (Live)\n", + " \n", + " \n", + " 31\n", + " 5eTqRwTGKPBUiUuN1rFaXD\n", + " The Rolling Stones\n", + " Live 1965: Music From Charlie Is My Darling (L...\n", + " \n", + " \n", + " 32\n", + " 3CHu7qW160uqPZHW3TMZ1l\n", + " The Rolling Stones\n", + " Shine A Light\n", + " \n", + " \n", + " 33\n", + " 4FTHynKEtuP7eppERNfjyG\n", + " The Rolling Stones\n", + " A Bigger Bang (2009 Re-Mastered)\n", + " \n", + " \n", + " 34\n", + " 50UGtgNA5bq1c0BDjPfmbD\n", + " The Rolling Stones\n", + " Live Licks\n", + " \n", + " \n", + " 35\n", + " 0ZGddnvcVzHVHfE3WW1tV5\n", + " The Rolling Stones\n", + " Bridges To Babylon (2009 Re-Mastered)\n", + " \n", + " \n", + " 36\n", + " 4M8Q1L9PZq0xK5tLUpO3jd\n", + " The Rolling Stones\n", + " Stripped\n", + " \n", + " \n", + " 37\n", + " 62ZT16LY1phGM0O8x5qW1z\n", + " The Rolling Stones\n", + " Voodoo Lounge (2009 Re-Mastered)\n", + " \n", + " \n", + " 38\n", + " 1W1UJulgICjFDyYIMUwRs7\n", + " The Rolling Stones\n", + " Flashpoint\n", + " \n", + " \n", + " 39\n", + " 25mfHGJNQkluvIqedXHSx3\n", + " The Rolling Stones\n", + " Steel Wheels (2009 Re-Mastered)\n", + " \n", + " \n", + " 40\n", + " 1TpcI1LEFVhBvDPSTMPGFG\n", + " The Rolling Stones\n", + " Dirty Work\n", + " \n", + " \n", + " 41\n", + " 1WSfNoPDPzgyKFN6OSYWUx\n", + " The Rolling Stones\n", + " Dirty Work (Remastered 2009)\n", + " \n", + " \n", + " 42\n", + " 064eFGemsrDcMvgRZ0gqtw\n", + " The Rolling Stones\n", + " Undercover (2009 Re-Mastered)\n", + " \n", + " \n", + " 43\n", + " 0hxrNynMDh5QeyALlf1CdS\n", + " The Rolling Stones\n", + " Still Life\n", + " \n", + " \n", + " 44\n", + " 1YvnuYGlblQ5vLnOhaZzpn\n", + " The Rolling Stones\n", + " Tattoo You (2009 Re-Mastered)\n", + " \n", + " \n", + " 45\n", + " 2wZgoXS06wSdu9C0ZJOvlc\n", + " The Rolling Stones\n", + " Emotional Rescue (2009 Re-Mastered)\n", + " \n", + " \n", + " 46\n", + " 54sqbAXxR1jFfyXb1WvrHK\n", + " The Rolling Stones\n", + " Some Girls\n", + " \n", + " \n", + " 47\n", + " 6FjXxl9VLURGuubdXUn2J3\n", + " The Rolling Stones\n", + " Some Girls (Deluxe Version)\n", + " \n", " \n", "\n", "" ], "text/plain": [ - " _id artist_name \\\n", - "0 5XfJmldgWzrc1AIdbBaVZn The Beatles \n", - "1 5ju5Ouzan3QwXqQt1Tihbh The Beatles \n", - "2 2pCqZLeavM2BMovJXsJEIV The Beatles \n", - "3 2Pqkn9Dq2DFtdfkKAeqgMd The Beatles \n", - "4 47bcKzmKgmMPHXNVOWpLiu The Beatles \n", - "5 03Qh833fEdVT30Pfs93ea6 The Beatles \n", - "6 6P9yO0ukhOx3dvmhGKeYoC The Beatles \n", - "7 1PULmKbHeOqlkIwcDMNwD4 The Beatles \n", - "8 0PYyrqs9NXtxPhf0CZkq2L The Beatles \n", - "9 3OdI6e43crvyAHhaqpxSyz The Beatles \n", - "10 19K3IHYeVkUTjcBHGfbCOi The Beatles \n", - "11 7BgGBZndAvDlKOcwe5rscZ The Beatles \n", - "12 71Mwd9tntFQYUk4k2DwA0D The Beatles \n", - "13 1DBkJIEoeHrTX4WCBQGcCi Radiohead \n", - "14 3nkEsxmIX0zRNXGAexaHAn The Beatles \n", - "15 7gDXyW16byCQOgK965BRzn The Beatles \n", - "16 6vuykQgDLUCiZ7YggIpLM9 Radiohead \n", - "17 47xaqCsJcYFWqD1gwujl1T Radiohead \n", - "18 7eyQXxuf2nGj9d2367Gi5f Radiohead \n", - "19 36lJLPoPPOKNFddTAcirnc Radiohead \n", - "20 6Eo5EkmdLvZrONzi046iC2 Radiohead \n", - "21 1oW3v5Har9mvXnGk0x4fHm Radiohead \n", - "22 6svTt5o2lUgIrgYDKVmdnD Radiohead \n", - "23 6V9YnBmFjWmXCBaUVRCVXP Radiohead \n", - "24 19RUXBFyM4PpmrLRdtqWbp Radiohead \n", - "25 7dxKtc08dYeRVHt3p9CZJn Radiohead \n", - "26 500FEaUzn8lN9zWFyZG5C2 Radiohead \n", - "27 6400dnyeDyD2mIFHfkwHXN Radiohead \n", + " _id artist_name \\\n", + "0 5XfJmldgWzrc1AIdbBaVZn The Beatles \n", + "1 5ju5Ouzan3QwXqQt1Tihbh The Beatles \n", + "2 2pCqZLeavM2BMovJXsJEIV The Beatles \n", + "3 2Pqkn9Dq2DFtdfkKAeqgMd The Beatles \n", + "4 47bcKzmKgmMPHXNVOWpLiu The Beatles \n", + "5 03Qh833fEdVT30Pfs93ea6 The Beatles \n", + "6 6P9yO0ukhOx3dvmhGKeYoC The Beatles \n", + "7 1PULmKbHeOqlkIwcDMNwD4 The Beatles \n", + "8 0PYyrqs9NXtxPhf0CZkq2L The Beatles \n", + "9 3OdI6e43crvyAHhaqpxSyz The Beatles \n", + "10 19K3IHYeVkUTjcBHGfbCOi The Beatles \n", + "11 7BgGBZndAvDlKOcwe5rscZ The Beatles \n", + "12 71Mwd9tntFQYUk4k2DwA0D The Beatles \n", + "13 1DBkJIEoeHrTX4WCBQGcCi Radiohead \n", + "14 3nkEsxmIX0zRNXGAexaHAn The Beatles \n", + "15 7gDXyW16byCQOgK965BRzn The Beatles \n", + "16 6vuykQgDLUCiZ7YggIpLM9 Radiohead \n", + "17 47xaqCsJcYFWqD1gwujl1T Radiohead \n", + "18 7eyQXxuf2nGj9d2367Gi5f Radiohead \n", + "19 36lJLPoPPOKNFddTAcirnc Radiohead \n", + "20 6Eo5EkmdLvZrONzi046iC2 Radiohead \n", + "21 1oW3v5Har9mvXnGk0x4fHm Radiohead \n", + "22 6svTt5o2lUgIrgYDKVmdnD Radiohead \n", + "23 6V9YnBmFjWmXCBaUVRCVXP Radiohead \n", + "24 19RUXBFyM4PpmrLRdtqWbp Radiohead \n", + "25 7dxKtc08dYeRVHt3p9CZJn Radiohead \n", + "26 500FEaUzn8lN9zWFyZG5C2 Radiohead \n", + "27 6400dnyeDyD2mIFHfkwHXN Radiohead \n", + "28 4g9Jfls8z2nbQxj5PiXkiy The Rolling Stones \n", + "29 4fhWcu56Bbh5wALuTouFVW The Rolling Stones \n", + "30 3PbRKFafwE7Of8e4dTee72 The Rolling Stones \n", + "31 5eTqRwTGKPBUiUuN1rFaXD The Rolling Stones \n", + "32 3CHu7qW160uqPZHW3TMZ1l The Rolling Stones \n", + "33 4FTHynKEtuP7eppERNfjyG The Rolling Stones \n", + "34 50UGtgNA5bq1c0BDjPfmbD The Rolling Stones \n", + "35 0ZGddnvcVzHVHfE3WW1tV5 The Rolling Stones \n", + "36 4M8Q1L9PZq0xK5tLUpO3jd The Rolling Stones \n", + "37 62ZT16LY1phGM0O8x5qW1z The Rolling Stones \n", + "38 1W1UJulgICjFDyYIMUwRs7 The Rolling Stones \n", + "39 25mfHGJNQkluvIqedXHSx3 The Rolling Stones \n", + "40 1TpcI1LEFVhBvDPSTMPGFG The Rolling Stones \n", + "41 1WSfNoPDPzgyKFN6OSYWUx The Rolling Stones \n", + "42 064eFGemsrDcMvgRZ0gqtw The Rolling Stones \n", + "43 0hxrNynMDh5QeyALlf1CdS The Rolling Stones \n", + "44 1YvnuYGlblQ5vLnOhaZzpn The Rolling Stones \n", + "45 2wZgoXS06wSdu9C0ZJOvlc The Rolling Stones \n", + "46 54sqbAXxR1jFfyXb1WvrHK The Rolling Stones \n", + "47 6FjXxl9VLURGuubdXUn2J3 The Rolling Stones \n", "\n", " name \n", "0 Live At The Hollywood Bowl \n", @@ -897,10 +1071,30 @@ "24 Kid A \n", "25 OK Computer \n", "26 The Bends \n", - "27 Pablo Honey " + "27 Pablo Honey \n", + "28 Blue & Lonesome \n", + "29 Havana Moon (Live) \n", + "30 Totally Stripped (Live) \n", + "31 Live 1965: Music From Charlie Is My Darling (L... \n", + "32 Shine A Light \n", + "33 A Bigger Bang (2009 Re-Mastered) \n", + "34 Live Licks \n", + "35 Bridges To Babylon (2009 Re-Mastered) \n", + "36 Stripped \n", + "37 Voodoo Lounge (2009 Re-Mastered) \n", + "38 Flashpoint \n", + "39 Steel Wheels (2009 Re-Mastered) \n", + "40 Dirty Work \n", + "41 Dirty Work (Remastered 2009) \n", + "42 Undercover (2009 Re-Mastered) \n", + "43 Still Life \n", + "44 Tattoo You (2009 Re-Mastered) \n", + "45 Emotional Rescue (2009 Re-Mastered) \n", + "46 Some Girls \n", + "47 Some Girls (Deluxe Version) " ] }, - "execution_count": 15, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -920,7 +1114,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 19, "metadata": { "collapsed": false }, @@ -945,7 +1139,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 20, "metadata": { "collapsed": false, "scrolled": true @@ -955,18 +1149,22 @@ "name": "stdout", "output_type": "stream", "text": [ - "Rate limited. Pausing for 4\n", - "Rate limited. Pausing for 4\n", - "Rate limited. Pausing for 4\n" + "Rate limited. Pausing for 2\n", + "Rate limited. Pausing for 0\n", + "Rate limited. Pausing for 0\n", + "Rate limited. Pausing for 0\n", + "Rate limited. Pausing for 0\n", + "Rate limited. Pausing for 0\n", + "Rate limited. Pausing for 0\n" ] }, { "data": { "text/plain": [ - "383" + "671" ] }, - "execution_count": 45, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -979,7 +1177,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 21, "metadata": { "collapsed": false }, @@ -1002,35 +1200,35 @@ " \n", " \n", " _id\n", - " 4edArG2VehvJdwOZfYOxtK\n", - " 150EAeMGWJRubuH8zyx7h8\n", - " 1fVeHYkyMxrjbjRAD9uWsZ\n", - " 0GRplBEB2FWCKutwMmS6nY\n", - " 1eVymk74iroqhsZxm0Vy3g\n", + " 0Za26pWVLQpKfXmb9FX10S\n", + " 6295nz7PVXm49Ihqwm39Ew\n", + " 0832Tptls5YicHPGgw7ssP\n", + " 6yq33zsqWCd8cYXQdtAFZ9\n", + " 5pTWpY8l7B1XcQnijEFGFj\n", " \n", " \n", " album\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", + " {'href': 'https://api.spotify.com/v1/albums/54...\n", + " {'href': 'https://api.spotify.com/v1/albums/54...\n", + " {'href': 'https://api.spotify.com/v1/albums/54...\n", + " {'href': 'https://api.spotify.com/v1/albums/54...\n", + " {'href': 'https://api.spotify.com/v1/albums/6F...\n", " \n", " \n", " album_id\n", - " 5XfJmldgWzrc1AIdbBaVZn\n", - " 5XfJmldgWzrc1AIdbBaVZn\n", - " 5XfJmldgWzrc1AIdbBaVZn\n", - " 5XfJmldgWzrc1AIdbBaVZn\n", - " 5XfJmldgWzrc1AIdbBaVZn\n", + " 54sqbAXxR1jFfyXb1WvrHK\n", + " 54sqbAXxR1jFfyXb1WvrHK\n", + " 54sqbAXxR1jFfyXb1WvrHK\n", + " 54sqbAXxR1jFfyXb1WvrHK\n", + " 6FjXxl9VLURGuubdXUn2J3\n", " \n", " \n", " artists\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", + " [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'name': 'The...\n", + " [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'name': 'The...\n", + " [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'name': 'The...\n", + " [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'name': 'The...\n", + " [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'name': 'The...\n", " \n", " \n", " available_markets\n", @@ -1038,7 +1236,7 @@ " [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...\n", " [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...\n", " [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...\n", - " [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...\n", + " [AD, AR, AT, AU, BG, BO, BR, CL, CO, CR, CY, C...\n", " \n", " \n", " disc_number\n", @@ -1050,11 +1248,11 @@ " \n", " \n", " duration_ms\n", - " 93506\n", - " 192053\n", - " 219733\n", - " 146240\n", - " 134866\n", + " 187440\n", + " 204960\n", + " 265173\n", + " 226800\n", + " 288666\n", " \n", " \n", " explicit\n", @@ -1066,67 +1264,67 @@ " \n", " \n", " external_ids\n", - " {'isrc': 'GBUM71603960'}\n", - " {'isrc': 'GBUM71603957'}\n", - " {'isrc': 'GBUM71603952'}\n", - " {'isrc': 'GBUM71603959'}\n", - " {'isrc': 'GBUM71603951'}\n", + " {'isrc': 'GBCJN7800007'}\n", + " {'isrc': 'GBCJN7800008'}\n", + " {'isrc': 'GBCJN7800009'}\n", + " {'isrc': 'GBCJN7800010'}\n", + " {'isrc': 'GBCJN7800001'}\n", " \n", " \n", " external_urls\n", - " {'spotify': 'https://open.spotify.com/track/4e...\n", - " {'spotify': 'https://open.spotify.com/track/15...\n", - " {'spotify': 'https://open.spotify.com/track/1f...\n", - " {'spotify': 'https://open.spotify.com/track/0G...\n", - " {'spotify': 'https://open.spotify.com/track/1e...\n", + " {'spotify': 'https://open.spotify.com/track/0Z...\n", + " {'spotify': 'https://open.spotify.com/track/62...\n", + " {'spotify': 'https://open.spotify.com/track/08...\n", + " {'spotify': 'https://open.spotify.com/track/6y...\n", + " {'spotify': 'https://open.spotify.com/track/5p...\n", " \n", " \n", " href\n", - " https://api.spotify.com/v1/tracks/4edArG2VehvJ...\n", - " https://api.spotify.com/v1/tracks/150EAeMGWJRu...\n", - " https://api.spotify.com/v1/tracks/1fVeHYkyMxrj...\n", - " https://api.spotify.com/v1/tracks/0GRplBEB2FWC...\n", - " https://api.spotify.com/v1/tracks/1eVymk74iroq...\n", + " https://api.spotify.com/v1/tracks/0Za26pWVLQpK...\n", + " https://api.spotify.com/v1/tracks/6295nz7PVXm4...\n", + " https://api.spotify.com/v1/tracks/0832Tptls5Yi...\n", + " https://api.spotify.com/v1/tracks/6yq33zsqWCd8...\n", + " https://api.spotify.com/v1/tracks/5pTWpY8l7B1X...\n", " \n", " \n", " id\n", - " 4edArG2VehvJdwOZfYOxtK\n", - " 150EAeMGWJRubuH8zyx7h8\n", - " 1fVeHYkyMxrjbjRAD9uWsZ\n", - " 0GRplBEB2FWCKutwMmS6nY\n", - " 1eVymk74iroqhsZxm0Vy3g\n", + " 0Za26pWVLQpKfXmb9FX10S\n", + " 6295nz7PVXm49Ihqwm39Ew\n", + " 0832Tptls5YicHPGgw7ssP\n", + " 6yq33zsqWCd8cYXQdtAFZ9\n", + " 5pTWpY8l7B1XcQnijEFGFj\n", " \n", " \n", " name\n", - " Twist And Shout - Live / Remastered\n", - " She's A Woman - Live / Remastered\n", - " Dizzy Miss Lizzy - Live / Remastered\n", - " Ticket To Ride - Live / Remastered\n", - " Can't Buy Me Love - Live / Remastered\n", + " Respectable - Remastered\n", + " Before They Make Me Run - Remastered\n", + " Beast Of Burden - Remastered\n", + " Shattered - Remastered\n", + " Miss You - Remastered\n", " \n", " \n", " popularity\n", - " 47\n", - " 43\n", - " 42\n", - " 43\n", - " 43\n", + " 32\n", + " 27\n", + " 61\n", + " 31\n", + " 50\n", " \n", " \n", " preview_url\n", - " https://p.scdn.co/mp3-preview/cd82d2f8f92a7222...\n", - " https://p.scdn.co/mp3-preview/37806a7d82c5d2a8...\n", - " https://p.scdn.co/mp3-preview/5ee6d20e1808908e...\n", - " https://p.scdn.co/mp3-preview/558bb39228550744...\n", - " https://p.scdn.co/mp3-preview/c6b9c820e62868db...\n", + " https://p.scdn.co/mp3-preview/f5e932d9acc6a359...\n", + " https://p.scdn.co/mp3-preview/ee5832b597975b27...\n", + " https://p.scdn.co/mp3-preview/6707390f6c75c161...\n", + " https://p.scdn.co/mp3-preview/bd736b977c5779dd...\n", + " https://p.scdn.co/mp3-preview/24d78633a528e097...\n", " \n", " \n", " track_number\n", + " 7\n", + " 8\n", + " 9\n", + " 10\n", " 1\n", - " 2\n", - " 3\n", - " 4\n", - " 5\n", " \n", " \n", " type\n", @@ -1138,11 +1336,11 @@ " \n", " \n", " uri\n", - " spotify:track:4edArG2VehvJdwOZfYOxtK\n", - " spotify:track:150EAeMGWJRubuH8zyx7h8\n", - " spotify:track:1fVeHYkyMxrjbjRAD9uWsZ\n", - " spotify:track:0GRplBEB2FWCKutwMmS6nY\n", - " spotify:track:1eVymk74iroqhsZxm0Vy3g\n", + " spotify:track:0Za26pWVLQpKfXmb9FX10S\n", + " spotify:track:6295nz7PVXm49Ihqwm39Ew\n", + " spotify:track:0832Tptls5YicHPGgw7ssP\n", + " spotify:track:6yq33zsqWCd8cYXQdtAFZ9\n", + " spotify:track:5pTWpY8l7B1XcQnijEFGFj\n", " \n", " \n", "\n", @@ -1150,107 +1348,107 @@ ], "text/plain": [ " 0 \\\n", - 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383 rows × 5 columns

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671 rows × 5 columns

\n", "" ], "text/plain": [ - " album_id album_name artist_name \\\n", - "0 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", - "1 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", - "2 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", - "3 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", - "4 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", - "5 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", - "6 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", - "7 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", - "8 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", - "9 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", - "10 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", - "11 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", - "12 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", - "13 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", - "14 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", - "15 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", - "16 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", - "17 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", - "18 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", - "19 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", - "20 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", - "21 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", - "22 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", - "23 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", - "24 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", - "25 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", - "26 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", - "27 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", - "28 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", - "29 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", - ".. ... ... ... \n", - "353 7dxKtc08dYeRVHt3p9CZJn OK Computer Radiohead \n", - "354 7dxKtc08dYeRVHt3p9CZJn OK Computer Radiohead \n", - "355 7dxKtc08dYeRVHt3p9CZJn OK Computer Radiohead \n", - "356 7dxKtc08dYeRVHt3p9CZJn OK Computer Radiohead \n", - "357 7dxKtc08dYeRVHt3p9CZJn OK Computer Radiohead \n", - "358 7dxKtc08dYeRVHt3p9CZJn OK Computer Radiohead \n", - "359 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n", - "360 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n", - "361 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n", - "362 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n", - "363 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n", - "364 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n", - "365 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n", - "366 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n", - "367 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n", - "368 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n", - "369 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n", - "370 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n", - "371 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n", - "372 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n", - "373 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n", - "374 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n", - "375 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n", - "376 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n", - "377 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n", - "378 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n", - "379 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n", - "380 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n", - "381 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n", - "382 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n", + " album_id album_name artist_name \\\n", + "0 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", + "1 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", + "2 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", + "3 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", + "4 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", + "5 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", + "6 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", + "7 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", + "8 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", + "9 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", + "10 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", + "11 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", + "12 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", + "13 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", + "14 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", + "15 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", + "16 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n", + "17 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", + "18 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", + "19 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", + "20 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", + "21 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", + "22 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", + "23 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", + "24 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", + "25 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", + "26 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", + "27 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", + "28 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", + "29 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n", + ".. ... ... ... \n", + "641 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n", + "642 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n", + "643 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n", + "644 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n", + "645 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n", + "646 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n", + "647 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n", + "648 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n", + "649 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n", + "650 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n", + "651 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n", + "652 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n", + "653 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n", + "654 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n", + "655 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n", + "656 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n", + "657 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n", + "658 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n", + "659 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n", + "660 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n", + "661 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n", + "662 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n", + "663 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n", + "664 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n", + "665 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n", + "666 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n", + "667 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n", + "668 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n", + "669 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n", + "670 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n", "\n", " track_id track_name \n", "0 4edArG2VehvJdwOZfYOxtK Twist And Shout - Live / Remastered \n", @@ -1940,41 +2143,41 @@ "28 0vXGSlE4ft3n5JHZMHHSIj Day Tripper - Remastered 2015 \n", "29 0Lckblu9CJUXOeMV0XY3b9 We Can Work It Out - Remastered 2015 \n", ".. ... ... \n", - "353 53aFGAl0Vebwp2bo8wtdWR Fitter Happier \n", - "354 6PBHfI3G8MlQ8qdItoVoxL Electioneering \n", - "355 0R332cdlS9LyE0Ge2PSlVC Climbing Up the Walls \n", - "356 1bSpwPhAxZwlR2enJJsv7U No Surprises \n", - "357 6n7GUf2h8D2Ad2wUy5s7nE Lucky \n", - "358 75YUnz58ajMo2VIIuUFvOV The Tourist \n", - "359 05evePUsIT1cmIURp1hgu6 Planet Telex \n", - "360 3aDUSpF3LexOr1lFKvPV2h The Bends \n", - "361 5jafMI8FLibnjkYTZ33m0c High And Dry \n", - "362 045sp2JToyTaaKyXkGejPy Fake Plastic Trees \n", - "363 0OT4Rhd9cw1yajN9ZxL6qL Bones \n", - "364 4QbQ55kHcRNho6XLaPctT1 (Nice Dream) \n", - "365 4SE81CrzH0qPA8KHqM9Syz Just \n", - "366 4dPKQxaraW6CG1rTBzV6DW My Iron Lung \n", - "367 7wB2VenWR6rchtLwawreIg Bullet Proof ... I Wish I Was \n", - "368 6JzzI3YxHCcjZ7MCQS2YS1 Black Star \n", - "369 4HtPAkZnSyGtNvBnfDc2nw Sulk \n", - "370 5gz38AxRkD6Ywxd4fr2pLj Street Spirit (Fade Out) \n", - "371 1MyqLTRhgyWPw7v107BEuI You \n", - "372 6b2oQwSGFkzsMtQruIWm2p Creep \n", - "373 71wIOoaoVMUwskK5yCXZL4 How Do You? \n", - "374 2zYmvi3w2T8a9Ckrv21bvW Stop Whispering \n", - "375 3ovbSnT5NNhl1gzMcw1NRZ Thinking About You \n", - "376 4NUc1M0CS7b6zvWoyvibju Anyone Can Play Guitar \n", - "377 4nklmaiY4gfQI3SB1sLGsd Ripcord \n", - "378 11qDTSr3Dj4TkPnBcIOqEJ Vegetable \n", - "379 4D6ZExVvYLZxhcAvifX5px Prove Yourself \n", - "380 48IEDejXX5LH8TAC3VIGpc I Can't \n", - "381 2B5P22cfUadACK7jLQegU6 Lurgee \n", - "382 6qttbImnJ5wuA8AtDKEy18 Blow Out \n", + "641 5ZesVHq9Nox8YjOR1kCpbN Just My Imagination (Running Away With Me) - R... \n", + "642 6hLpp90qMxG3TMvMzwJsiQ Some Girls - Remastered \n", + "643 3WqR7lRoHEvG0ExkAqBkPj Lies - Remastered \n", + "644 06PEXSCNl8Xwf2633TdNnx Far Away Eyes - Remastered \n", + "645 0Za26pWVLQpKfXmb9FX10S Respectable - Remastered \n", + "646 6295nz7PVXm49Ihqwm39Ew Before They Make Me Run - Remastered \n", + "647 0832Tptls5YicHPGgw7ssP Beast Of Burden - Remastered \n", + "648 6yq33zsqWCd8cYXQdtAFZ9 Shattered - Remastered \n", + "649 5pTWpY8l7B1XcQnijEFGFj Miss You - Remastered \n", + "650 4E8qFhiuYAWEYYAsYIf4dW When The Whip Comes Down - Remastered \n", + "651 7sDQlyQACyT7mNHFwwEMI7 Just My Imagination (Running Away With Me) - R... \n", + "652 48bJ1sWhJKdB8M43uqi924 Some Girls - Remastered \n", + "653 6362zAWHGgbrQaoeCFZpuO Lies - Remastered \n", + "654 4RlD0KvoqPZy5n9Zi76X9l Far Away Eyes - Remastered \n", + "655 33PXyHrkIHxp6PBVPlQGx7 Respectable - Remastered \n", + "656 7vsPbFinz35mfQO5d6oL0l Before They Make Me Run - Remastered \n", + "657 7pfVe0VrMK5QhTaAYzkuYn Beast Of Burden - Remastered \n", + "658 2giRM7RrP6utWLAb8jnFFk Shattered - Remastered \n", + "659 1V25DJ3ghDJs8m58jbVMbf Claudine \n", + "660 3rNTjyvxae83nJCLMxoVSW So Young \n", + "661 5oAcuuY504M7eDCln5Xq89 Do You Think I Really Care \n", + "662 1ZBnd9Z80QPQ58BaL5OWlP When You're Gone \n", + "663 624njB7Ny3mlA46QokEin9 No Spare Parts \n", + "664 0WpZfMNsNhiEJ8RSLyjElp Don't Be A Stranger \n", + "665 0Baq94uZKy4pPvnc40xjPX We Had It All \n", + "666 4oOU3GgiZblheOI9JUmM1f Tallahassee Lassie \n", + "667 4LW3JaAze7gF8DpPBb2zzl I Love You Too Much \n", + "668 4LSyTg4sm3N99Pcckw9zjf Keep Up Blues \n", + "669 3u06WsJ1KtvEqmmmZqy76J You Win Again \n", + "670 7DgRvvPcJlxks2lNpudsuT Petrol Blues \n", "\n", - "[383 rows x 5 columns]" + "[671 rows x 5 columns]" ] }, - "execution_count": 52, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -2002,7 +2205,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 26, "metadata": { "collapsed": true }, @@ -2022,9 +2225,9 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 1, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ @@ -2032,19 +2235,40 @@ " url = 'https://api.spotify.com/v1/audio-features?ids={ids}'.format(ids=','.join(track_ids))\n", " headers = {'Authorization': auth_type + ' ' + auth_token}\n", " request = urllib.request.Request(url, headers=headers, method='GET')\n", - " with urllib.request.urlopen(request) as f:\n", - " response = json.loads(f.read().decode('utf-8'))\n", - " for track in response['audio_features']:\n", - " tracks.update_one({'_id': track['id']}, {'$set': track})" + " \n", + " for _ in range(10):\n", + " try:\n", + " with urllib.request.urlopen(request) as f:\n", + " response = json.loads(f.read().decode('utf-8'))\n", + " for track in response['audio_features']:\n", + " tracks.update_one({'_id': track['id']}, {'$set': track})\n", + " break\n", + " except urllib.error.HTTPError as e:\n", + " print(\"Rate limited. Pausing for\", e.info()['Retry-After'])\n", + " time.sleep(int(e.info()['Retry-After']) + 0.5)\n", + " continue" ] }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 33, "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Rate limited. Pausing for 2\n", + "Rate limited. Pausing for 0\n", + "Rate limited. Pausing for 2\n", + "Rate limited. Pausing for 0\n", + "Rate limited. Pausing for 2\n", + "Rate limited. Pausing for 2\n" + ] + } + ], "source": [ "a_type, a_token = get_spotify_auth_token()\n", "for a in albums.find({}, []):\n", @@ -2054,7 +2278,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 10, "metadata": { "collapsed": false, "scrolled": true @@ -2079,6 +2303,7 @@ " 8\n", " 9\n", " ...\n", + " 219\n", " 220\n", " 221\n", " 222\n", @@ -2088,12 +2313,14 @@ " 226\n", " 227\n", " 228\n", - " 229\n", " \n", " \n", " \n", " \n", " _id\n", + " 2ucFulEWapRAmTn7l6f5Q7\n", + " 2z1p43SNSbeowzy8WdYHNk\n", + " 3ckvsHnEffhhS5c0Cs6Gv5\n", " 4edArG2VehvJdwOZfYOxtK\n", " 150EAeMGWJRubuH8zyx7h8\n", " 1fVeHYkyMxrjbjRAD9uWsZ\n", @@ -2101,9 +2328,6 @@ " 1eVymk74iroqhsZxm0Vy3g\n", " 2p5a9gu6NECVSvBtGSU1vm\n", " 1HyLh5cctOnP186CBi8bhm\n", - " 7fZEWm7TAL2oZDyiYrrgnk\n", - " 21nhooOxso7CCoHPE73w4L\n", - " 1alcPfZWUHh01l4Fnoo5Jt\n", " ...\n", " 43feVCF6QfqIt9LnLs9BAH\n", " 3NwEPV9MDr1z3KcHiAuz9d\n", @@ -2118,6 +2342,9 @@ " \n", " \n", " acousticness\n", + " 0.425\n", + " 0.368\n", + " 0.614\n", " 7.67e-05\n", " 0.00675\n", " 0.0131\n", @@ -2125,9 +2352,6 @@ " 0.00865\n", " 0.0836\n", " 0.00242\n", - " 0.0358\n", - " 0.0439\n", - " 0.02\n", " ...\n", " 0.607\n", " 0.767\n", @@ -2142,33 +2366,33 @@ " \n", " \n", " album\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", + " {'name': 'The Beatles (Remastered)', 'images':...\n", + " {'name': 'Magical Mystery Tour (Remastered)', ...\n", + " {'name': 'Beatles For Sale (Remastered)', 'ima...\n", + " {'name': 'Live At The Hollywood Bowl', 'images...\n", + " {'name': 'Live At The Hollywood Bowl', 'images...\n", + " {'name': 'Live At The Hollywood Bowl', 'images...\n", + " {'name': 'Live At The Hollywood Bowl', 'images...\n", + " {'name': 'Live At The Hollywood Bowl', 'images...\n", + " {'name': 'Live At The Hollywood Bowl', 'images...\n", + " {'name': 'Live At The Hollywood Bowl', 'images...\n", " ...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", + " {'name': 'Please Please Me (Remastered)', 'ima...\n", + " {'name': 'Please Please Me (Remastered)', 'ima...\n", + " {'name': 'Please Please Me (Remastered)', 'ima...\n", + " {'name': 'Please Please Me (Remastered)', 'ima...\n", + " {'name': 'Please Please Me (Remastered)', 'ima...\n", + " {'name': 'Please Please Me (Remastered)', 'ima...\n", + " {'name': 'Please Please Me (Remastered)', 'ima...\n", + " {'name': 'Please Please Me (Remastered)', 'ima...\n", + " {'name': 'Please Please Me (Remastered)', 'ima...\n", + " {'name': 'Please Please Me (Remastered)', 'ima...\n", " \n", " \n", " album_id\n", - " 5XfJmldgWzrc1AIdbBaVZn\n", - " 5XfJmldgWzrc1AIdbBaVZn\n", - " 5XfJmldgWzrc1AIdbBaVZn\n", + " 03Qh833fEdVT30Pfs93ea6\n", + " 6P9yO0ukhOx3dvmhGKeYoC\n", + " 7BgGBZndAvDlKOcwe5rscZ\n", " 5XfJmldgWzrc1AIdbBaVZn\n", " 5XfJmldgWzrc1AIdbBaVZn\n", " 5XfJmldgWzrc1AIdbBaVZn\n", @@ -2190,6 +2414,9 @@ " \n", " \n", " analysis_url\n", + " https://api.spotify.com/v1/audio-analysis/2ucF...\n", + " https://api.spotify.com/v1/audio-analysis/2z1p...\n", + " https://api.spotify.com/v1/audio-analysis/3ckv...\n", " https://api.spotify.com/v1/audio-analysis/4edA...\n", " https://api.spotify.com/v1/audio-analysis/150E...\n", " https://api.spotify.com/v1/audio-analysis/1fVe...\n", @@ -2197,9 +2424,6 @@ " https://api.spotify.com/v1/audio-analysis/1eVy...\n", " https://api.spotify.com/v1/audio-analysis/2p5a...\n", " https://api.spotify.com/v1/audio-analysis/1HyL...\n", - " https://api.spotify.com/v1/audio-analysis/7fZE...\n", - " https://api.spotify.com/v1/audio-analysis/21nh...\n", - " https://api.spotify.com/v1/audio-analysis/1alc...\n", " ...\n", " https://api.spotify.com/v1/audio-analysis/43fe...\n", " https://api.spotify.com/v1/audio-analysis/3NwE...\n", @@ -2262,27 +2486,27 @@ " \n", " \n", " artists\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", + " [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...\n", + " [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...\n", + " [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...\n", + " [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...\n", + " [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...\n", + " [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...\n", + " [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...\n", + " [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...\n", + " [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...\n", + " [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...\n", " ...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", + " [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...\n", + " [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...\n", + " [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...\n", + " [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...\n", + " [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...\n", + " [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...\n", + " [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...\n", + " [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...\n", + " [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...\n", + " [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...\n", " \n", " \n", " available_markets\n", @@ -2309,7 +2533,58 @@ " [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...\n", " \n", " \n", + " complexity\n", + " 0.0598502\n", + " NaN\n", + " NaN\n", + " 0.293946\n", + " 0.316303\n", + " 0.445783\n", + " 0.334303\n", + " 0.493981\n", + " 0.24995\n", + " 0.467134\n", + " ...\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " \n", + " \n", + " ctitle\n", + " wild honey pie\n", + " flying\n", + " kansas city heyheyheyhey\n", + " twist and shout\n", + " shes a woman\n", + " dizzy miss lizzy\n", + " ticket to ride\n", + " cant buy me love\n", + " things we said today\n", + " roll over beethoven\n", + " ...\n", + " boys\n", + " ask me why\n", + " please please me\n", + " love me do\n", + " ps i love you\n", + " baby its you\n", + " do you want to know a secret\n", + " a taste of honey\n", + " theres a place\n", + " twist and shout\n", + " \n", + " \n", " danceability\n", + " 0.792\n", + " 0.551\n", + " 0.588\n", " 0.311\n", " 0.188\n", " 0.406\n", @@ -2317,9 +2592,6 @@ " 0.2\n", " 0.307\n", " 0.204\n", - " 0.226\n", - " 0.293\n", - " 0.436\n", " ...\n", " 0.402\n", " 0.605\n", @@ -2358,6 +2630,9 @@ " \n", " \n", " duration_ms\n", + " 52973\n", + " 135520\n", + " 158147\n", " 93507\n", " 192053\n", " 219733\n", @@ -2365,9 +2640,6 @@ " 134867\n", " 138733\n", " 134013\n", - " 128747\n", - " 193760\n", - " 172600\n", " ...\n", " 146440\n", " 146533\n", @@ -2382,6 +2654,9 @@ " \n", " \n", " energy\n", + " 0.763\n", + " 0.395\n", + " 0.724\n", " 0.822\n", " 0.885\n", " 0.867\n", @@ -2389,9 +2664,6 @@ " 0.849\n", " 0.637\n", " 0.808\n", - " 0.933\n", - " 0.866\n", - " 0.772\n", " ...\n", " 0.86\n", " 0.394\n", @@ -2430,6 +2702,9 @@ " \n", " \n", " external_ids\n", + " {'isrc': 'GBAYE0601648'}\n", + " {'isrc': 'GBAYE0601635'}\n", + " {'isrc': 'GBAYE0601457'}\n", " {'isrc': 'GBUM71603960'}\n", " {'isrc': 'GBUM71603957'}\n", " {'isrc': 'GBUM71603952'}\n", @@ -2437,9 +2712,6 @@ " {'isrc': 'GBUM71603951'}\n", " {'isrc': 'GBUM71603958'}\n", " {'isrc': 'GBUM71603955'}\n", - " {'isrc': 'GBUM71603950'}\n", - " {'isrc': 'GBUM71603948'}\n", - " {'isrc': 'GBUM71603953'}\n", " ...\n", " {'isrc': 'GBAYE0601414'}\n", " {'isrc': 'GBAYE0601415'}\n", @@ -2454,6 +2726,9 @@ " \n", " \n", " external_urls\n", + " {'spotify': 'https://open.spotify.com/track/2u...\n", + " {'spotify': 'https://open.spotify.com/track/2z...\n", + " {'spotify': 'https://open.spotify.com/track/3c...\n", " {'spotify': 'https://open.spotify.com/track/4e...\n", " {'spotify': 'https://open.spotify.com/track/15...\n", " {'spotify': 'https://open.spotify.com/track/1f...\n", @@ -2461,9 +2736,6 @@ " {'spotify': 'https://open.spotify.com/track/1e...\n", " {'spotify': 'https://open.spotify.com/track/2p...\n", " {'spotify': 'https://open.spotify.com/track/1H...\n", - " {'spotify': 'https://open.spotify.com/track/7f...\n", - " {'spotify': 'https://open.spotify.com/track/21...\n", - " {'spotify': 'https://open.spotify.com/track/1a...\n", " ...\n", " {'spotify': 'https://open.spotify.com/track/43...\n", " {'spotify': 'https://open.spotify.com/track/3N...\n", @@ -2477,7 +2749,34 @@ " {'spotify': 'https://open.spotify.com/track/4Z...\n", " \n", " \n", + " gloom\n", + " 0.418731\n", + " NaN\n", + " NaN\n", + " 0.238815\n", + " 0.22727\n", + " 0.154272\n", + " 0.35295\n", + " 0.242494\n", + " 0.307075\n", + " 0.22049\n", + " ...\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " \n", + " \n", " href\n", + " https://api.spotify.com/v1/tracks/2ucFulEWapRA...\n", + " https://api.spotify.com/v1/tracks/2z1p43SNSbeo...\n", + " https://api.spotify.com/v1/tracks/3ckvsHnEffhh...\n", " https://api.spotify.com/v1/tracks/4edArG2VehvJ...\n", " https://api.spotify.com/v1/tracks/150EAeMGWJRu...\n", " https://api.spotify.com/v1/tracks/1fVeHYkyMxrj...\n", @@ -2485,9 +2784,6 @@ " https://api.spotify.com/v1/tracks/1eVymk74iroq...\n", " https://api.spotify.com/v1/tracks/2p5a9gu6NECV...\n", " https://api.spotify.com/v1/tracks/1HyLh5cctOnP...\n", - " https://api.spotify.com/v1/tracks/7fZEWm7TAL2o...\n", - " https://api.spotify.com/v1/tracks/21nhooOxso7C...\n", - " https://api.spotify.com/v1/tracks/1alcPfZWUHh0...\n", " ...\n", " https://api.spotify.com/v1/tracks/43feVCF6QfqI...\n", " https://api.spotify.com/v1/tracks/3NwEPV9MDr1z...\n", @@ -2502,6 +2798,9 @@ " \n", " \n", " id\n", + " 2ucFulEWapRAmTn7l6f5Q7\n", + " 2z1p43SNSbeowzy8WdYHNk\n", + " 3ckvsHnEffhhS5c0Cs6Gv5\n", " 4edArG2VehvJdwOZfYOxtK\n", " 150EAeMGWJRubuH8zyx7h8\n", " 1fVeHYkyMxrjbjRAD9uWsZ\n", @@ -2509,9 +2808,6 @@ " 1eVymk74iroqhsZxm0Vy3g\n", " 2p5a9gu6NECVSvBtGSU1vm\n", " 1HyLh5cctOnP186CBi8bhm\n", - " 7fZEWm7TAL2oZDyiYrrgnk\n", - " 21nhooOxso7CCoHPE73w4L\n", - " 1alcPfZWUHh01l4Fnoo5Jt\n", " ...\n", " 43feVCF6QfqIt9LnLs9BAH\n", " 3NwEPV9MDr1z3KcHiAuz9d\n", @@ -2526,6 +2822,9 @@ " \n", " \n", " instrumentalness\n", + " 0.627\n", + " 0.88\n", + " 8.92e-05\n", " 2.04e-06\n", " 2.42e-05\n", " 0.000141\n", @@ -2533,9 +2832,6 @@ " 0\n", " 0\n", " 0\n", - " 0.00057\n", - " 2.64e-06\n", - " 0\n", " ...\n", " 0\n", " 0\n", @@ -2551,15 +2847,15 @@ " \n", " key\n", " 2\n", + " 0\n", + " 7\n", + " 2\n", " 9\n", " 11\n", " 9\n", " 5\n", " 5\n", " 2\n", - " 9\n", - " 0\n", - " 11\n", " ...\n", " 4\n", " 4\n", @@ -2574,6 +2870,9 @@ " \n", " \n", " liveness\n", + " 0.789\n", + " 0.0932\n", + " 0.877\n", " 0.508\n", " 0.85\n", " 0.496\n", @@ -2581,9 +2880,6 @@ " 0.894\n", " 0.756\n", " 0.634\n", - " 0.844\n", - " 0.927\n", - " 0.828\n", " ...\n", " 0.736\n", " 0.0967\n", @@ -2598,6 +2894,9 @@ " \n", " \n", " loudness\n", + " -11.185\n", + " -14.755\n", + " -6.63\n", " -8.696\n", " -8.189\n", " -6.879\n", @@ -2605,9 +2904,6 @@ " -7.606\n", " -8.35\n", " -7.948\n", - " -6.146\n", - " -7.366\n", - " -7.133\n", " ...\n", " -10.31\n", " -11.33\n", @@ -2621,17 +2917,65 @@ " -9.198\n", " \n", " \n", + " lyrical_density\n", + " 0.169898\n", + " 0\n", + " NaN\n", + " 2.82332\n", + " 0.577965\n", + " 0.796421\n", + " 1.85312\n", + " 1.47553\n", + " 1.29746\n", + " 1.7461\n", + " ...\n", + " 0.901393\n", + " 1.01001\n", + " 2.19275\n", + " 0.783384\n", + " 1.2303\n", + " 1.32694\n", + " 1.1879\n", + " 0.74506\n", + " 0.895984\n", + " 1.70075\n", + " \n", + " \n", + " lyrics\n", + " honey pie honey pie i love you, honey pie\n", + " \n", + " NaN\n", + " well shake it up baby now (shake it up baby) t...\n", + " my love don't give me presents i know that she...\n", + " {intro} you make me dizzy, miss lizzy the way ...\n", + " i think i'm going to be sad i think it's today...\n", + " can't buy me love, love can't buy me love i'll...\n", + " you say you will love me if i have to go you'l...\n", + " i'm gonna write a little letter gonna mail it ...\n", + " ...\n", + " i been told when a boy kiss a girl take a trip...\n", + " i love you, because you tell me things i want ...\n", + " (lennon/mccartney) last night i said these wor...\n", + " love, love me do you know i love you i'll alwa...\n", + " as i write this letter send my love to you rem...\n", + " sha la la la la la la la sha la la la la la la...\n", + " you'll never know how much i really love you y...\n", + " a taste of honey! tasting much sweeter than wi...\n", + " there is a place where i can go when i feel lo...\n", + " well shake it up baby now (shake it up baby) t...\n", + " \n", + " \n", " mode\n", " 1\n", " 1\n", - " 0\n", " 1\n", " 1\n", " 1\n", + " 0\n", + " 1\n", " 1\n", " 1\n", " 1\n", - " 0\n", " ...\n", " 1\n", " 1\n", @@ -2646,6 +2990,9 @@ " \n", " \n", " name\n", + " Wild Honey Pie - Remastered 2009\n", + " Flying - Remastered 2009\n", + " Kansas City / Hey-Hey-Hey-Hey - Remastered 2009\n", " Twist And Shout - Live / Remastered\n", " She's A Woman - Live / Remastered\n", " Dizzy Miss Lizzy - Live / Remastered\n", @@ -2653,9 +3000,6 @@ " Can't Buy Me Love - Live / Remastered\n", " Things We Said Today - Live / Remastered\n", " Roll Over Beethoven - Live / Remastered\n", - " Boys - Live / Remastered\n", - " A Hard Day's Night - Live / Remastered\n", - " Help! - Live / Remastered\n", " ...\n", " Boys - Remastered 2009\n", " Ask Me Why - Remastered 2009\n", @@ -2669,31 +3013,58 @@ " Twist And Shout - Remastered 2009\n", " \n", " \n", + " original_lyrics\n", + " \\n\\nHoney Pie\\nHoney Pie\\nI love you, Honey Pi...\n", + " \\n\\n[Instrumental]\\n\\n\n", + " NaN\n", + " \\n\\n[Verse 1]\\nWell shake it up baby now (shak...\n", + " \\n\\n[Chorus]\\nMy love don't give me presents\\n...\n", + " \\n\\n{Intro}\\n\\nYou make me dizzy, Miss Lizzy\\n...\n", + " \\n\\n[Verse 1]\\nI think I'm going to be sad\\nI ...\n", + " \\n\\n[Chorus 1]\\nCan't buy me love, love\\nCan't...\n", + " \\n\\n[Verse 1]\\nYou say you will love me\\nIf I ...\n", + " \\n\\nI'm gonna write a little letter\\nGonna mai...\n", + " ...\n", + " \\n\\n[Verse 1]\\nI been told when a boy kiss a g...\n", + " \\n\\n[Verse 1]\\nI love you, because you tell me...\n", + " \\n\\n(Lennon/McCartney)\\n\\nLast night I said th...\n", + " \\n\\nLove, love me do\\nYou know I love you\\nI'l...\n", + " \\n\\nAs I write this letter\\nSend my love to yo...\n", + " \\n\\n[Intro-The Beatles]\\nSha la la la la la la...\n", + " \\n\\n[Intro]\\nYou'll never know how much I real...\n", + " \\n\\n[Intro]\\nA taste of honey! Tasting much sw...\n", + " \\n\\n[Verse 1]\\nThere is a place\\nWhere I can g...\n", + " \\n\\n[Verse 1]\\nWell shake it up baby now (shak...\n", + " \n", + " \n", " popularity\n", - " 47\n", " 43\n", - " 42\n", + " 44\n", + " 38\n", + " 48\n", + " 45\n", + " 44\n", + " 44\n", + " 44\n", " 43\n", " 43\n", + " ...\n", " 42\n", " 41\n", - " 42\n", - " 44\n", + " 48\n", + " 55\n", " 43\n", - " ...\n", - " 41\n", + " 44\n", + " 48\n", " 40\n", - " 46\n", - " 53\n", - " 41\n", - " 42\n", - " 47\n", - " 39\n", - " 41\n", - " 63\n", + " 43\n", + " 64\n", " \n", " \n", " preview_url\n", + " https://p.scdn.co/mp3-preview/ddebab4d5e87d46a...\n", + " https://p.scdn.co/mp3-preview/15f07b753cb7e50c...\n", + " https://p.scdn.co/mp3-preview/bd13930c7706bdd4...\n", " https://p.scdn.co/mp3-preview/cd82d2f8f92a7222...\n", " https://p.scdn.co/mp3-preview/37806a7d82c5d2a8...\n", " https://p.scdn.co/mp3-preview/5ee6d20e1808908e...\n", @@ -2701,9 +3072,6 @@ " https://p.scdn.co/mp3-preview/c6b9c820e62868db...\n", " https://p.scdn.co/mp3-preview/7b71156485b9e3e1...\n", " https://p.scdn.co/mp3-preview/318950f70347c556...\n", - " https://p.scdn.co/mp3-preview/d0c2027d928e938a...\n", - " https://p.scdn.co/mp3-preview/88b8add083e60507...\n", - " https://p.scdn.co/mp3-preview/1aff27bfc59a0bc1...\n", " ...\n", " https://p.scdn.co/mp3-preview/c84bcc2dd65c3d9b...\n", " https://p.scdn.co/mp3-preview/f42256fa5367c68f...\n", @@ -2717,7 +3085,34 @@ " https://p.scdn.co/mp3-preview/b7e3bc96b46e4dcc...\n", " \n", " \n", + " sentiment\n", + " {'probability': {'pos': 0.6088223652469111, 'n...\n", + " NaN\n", + " NaN\n", + " {'probability': {'pos': 0.500092464930449, 'ne...\n", + " {'probability': {'pos': 0.437183810867932, 'ne...\n", + " {'probability': {'pos': 0.4118957822060205, 'n...\n", + " {'probability': {'pos': 0.1745613462608472, 'n...\n", + " {'probability': {'pos': 0.2616130113907563, 'n...\n", + " {'probability': {'pos': 0.3672150785922961, 'n...\n", + " {'probability': {'pos': 0.35656423276148513, '...\n", + " ...\n", + " {'probability': {'pos': 0.4595305514727438, 'n...\n", + " {'probability': {'pos': 0.20446882559048601, '...\n", + " {'probability': {'pos': 0.16446745008480748, '...\n", + " {'probability': {'pos': 0.5071807762286473, 'n...\n", + " {'probability': {'pos': 0.6580284675394283, 'n...\n", + " {'probability': {'pos': 0.3209861049246835, 'n...\n", + " {'probability': {'pos': 0.440458717583442, 'ne...\n", + " {'probability': {'pos': 0.6485651627744511, 'n...\n", + " {'probability': {'pos': 0.3487106796498656, 'n...\n", + " {'probability': {'pos': 0.500092464930449, 'ne...\n", + " \n", + " \n", " speechiness\n", + " 0.0506\n", + " 0.0501\n", + " 0.0335\n", " 0.0395\n", " 0.0662\n", " 0.0461\n", @@ -2725,9 +3120,6 @@ " 0.0571\n", " 0.0392\n", " 0.0398\n", - " 0.108\n", - " 0.049\n", - " 0.044\n", " ...\n", " 0.0504\n", " 0.0378\n", @@ -2742,6 +3134,9 @@ " \n", " \n", " tempo\n", + " 89.9\n", + " 92.929\n", + " 131.36\n", " 126.441\n", " 175.86\n", " 129.417\n", @@ -2749,9 +3144,6 @@ " 173.283\n", " 146.636\n", " 179.24\n", - " 160.11\n", - " 134.825\n", - " 96.413\n", " ...\n", " 142.445\n", " 133.942\n", @@ -2772,10 +3164,10 @@ " 4\n", " 4\n", " 4\n", - " 3\n", " 4\n", " 4\n", " 4\n", + " 3\n", " ...\n", " 4\n", " 4\n", @@ -2790,6 +3182,9 @@ " \n", " \n", " track_href\n", + " https://api.spotify.com/v1/tracks/2ucFulEWapRA...\n", + " https://api.spotify.com/v1/tracks/2z1p43SNSbeo...\n", + " https://api.spotify.com/v1/tracks/3ckvsHnEffhh...\n", " https://api.spotify.com/v1/tracks/4edArG2VehvJ...\n", " https://api.spotify.com/v1/tracks/150EAeMGWJRu...\n", " https://api.spotify.com/v1/tracks/1fVeHYkyMxrj...\n", @@ -2797,9 +3192,6 @@ " https://api.spotify.com/v1/tracks/1eVymk74iroq...\n", " https://api.spotify.com/v1/tracks/2p5a9gu6NECV...\n", " https://api.spotify.com/v1/tracks/1HyLh5cctOnP...\n", - " https://api.spotify.com/v1/tracks/7fZEWm7TAL2o...\n", - " https://api.spotify.com/v1/tracks/21nhooOxso7C...\n", - " https://api.spotify.com/v1/tracks/1alcPfZWUHh0...\n", " ...\n", " https://api.spotify.com/v1/tracks/43feVCF6QfqI...\n", " https://api.spotify.com/v1/tracks/3NwEPV9MDr1z...\n", @@ -2814,6 +3206,9 @@ " \n", " \n", " track_number\n", + " 5\n", + " 3\n", + " 7\n", " 1\n", " 2\n", " 3\n", @@ -2821,9 +3216,6 @@ " 5\n", " 6\n", " 7\n", - " 8\n", - " 9\n", - " 10\n", " ...\n", " 5\n", " 6\n", @@ -2862,6 +3254,9 @@ " \n", " \n", " uri\n", + " spotify:track:2ucFulEWapRAmTn7l6f5Q7\n", + " spotify:track:2z1p43SNSbeowzy8WdYHNk\n", + " spotify:track:3ckvsHnEffhhS5c0Cs6Gv5\n", " spotify:track:4edArG2VehvJdwOZfYOxtK\n", " spotify:track:150EAeMGWJRubuH8zyx7h8\n", " spotify:track:1fVeHYkyMxrjbjRAD9uWsZ\n", @@ -2869,9 +3264,6 @@ " spotify:track:1eVymk74iroqhsZxm0Vy3g\n", " spotify:track:2p5a9gu6NECVSvBtGSU1vm\n", " spotify:track:1HyLh5cctOnP186CBi8bhm\n", - " spotify:track:7fZEWm7TAL2oZDyiYrrgnk\n", - " spotify:track:21nhooOxso7CCoHPE73w4L\n", - " spotify:track:1alcPfZWUHh01l4Fnoo5Jt\n", " ...\n", " spotify:track:43feVCF6QfqIt9LnLs9BAH\n", " spotify:track:3NwEPV9MDr1z3KcHiAuz9d\n", @@ -2886,6 +3278,9 @@ " \n", " \n", " valence\n", + " 0.153\n", + " 0.246\n", + " 0.929\n", " 0.588\n", " 0.562\n", " 0.758\n", @@ -2893,9 +3288,6 @@ " 0.669\n", " 0.395\n", " 0.726\n", - " 0.641\n", - " 0.635\n", - " 0.515\n", " ...\n", " 0.825\n", " 0.606\n", @@ -2910,56 +3302,194 @@ " \n", " \n", "\n", - "

34 rows × 230 columns

\n", + "

41 rows × 229 columns

\n", "" ], "text/plain": [ " 0 \\\n", - "_id 4edArG2VehvJdwOZfYOxtK \n", - "acousticness 7.67e-05 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", - "album_id 5XfJmldgWzrc1AIdbBaVZn \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/4edA... \n", + "_id 2ucFulEWapRAmTn7l6f5Q7 \n", + "acousticness 0.425 \n", + "album {'name': 'The Beatles (Remastered)', 'images':... \n", + "album_id 03Qh833fEdVT30Pfs93ea6 \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/2ucF... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "danceability 0.311 \n", + "complexity 0.0598502 \n", + "ctitle wild honey pie \n", + "danceability 0.792 \n", "disc_number 1 \n", - "duration_ms 93507 \n", - "energy 0.822 \n", + "duration_ms 52973 \n", + "energy 0.763 \n", "explicit False \n", - "external_ids {'isrc': 'GBUM71603960'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/4e... \n", - "href https://api.spotify.com/v1/tracks/4edArG2VehvJ... \n", - "id 4edArG2VehvJdwOZfYOxtK \n", - "instrumentalness 2.04e-06 \n", + "external_ids {'isrc': 'GBAYE0601648'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/2u... \n", + "gloom 0.418731 \n", + "href https://api.spotify.com/v1/tracks/2ucFulEWapRA... \n", + "id 2ucFulEWapRAmTn7l6f5Q7 \n", + "instrumentalness 0.627 \n", "key 2 \n", - "liveness 0.508 \n", - "loudness -8.696 \n", + "liveness 0.789 \n", + "loudness -11.185 \n", + "lyrical_density 0.169898 \n", + "lyrics honey pie honey pie i love you, honey pie \n", "mode 1 \n", - "name Twist And Shout - Live / Remastered \n", - "popularity 47 \n", - "preview_url https://p.scdn.co/mp3-preview/cd82d2f8f92a7222... \n", - "speechiness 0.0395 \n", - "tempo 126.441 \n", + "name Wild Honey Pie - Remastered 2009 \n", + "original_lyrics \\n\\nHoney Pie\\nHoney Pie\\nI love you, Honey Pi... \n", + "popularity 43 \n", + "preview_url https://p.scdn.co/mp3-preview/ddebab4d5e87d46a... \n", + "sentiment {'probability': {'pos': 0.6088223652469111, 'n... \n", + "speechiness 0.0506 \n", + "tempo 89.9 \n", "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/4edArG2VehvJ... \n", - "track_number 1 \n", + "track_href https://api.spotify.com/v1/tracks/2ucFulEWapRA... \n", + "track_number 5 \n", "type audio_features \n", - "uri spotify:track:4edArG2VehvJdwOZfYOxtK \n", - "valence 0.588 \n", + "uri spotify:track:2ucFulEWapRAmTn7l6f5Q7 \n", + "valence 0.153 \n", "\n", " 1 \\\n", + "_id 2z1p43SNSbeowzy8WdYHNk \n", + "acousticness 0.368 \n", + "album {'name': 'Magical Mystery Tour (Remastered)', ... \n", + "album_id 6P9yO0ukhOx3dvmhGKeYoC \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/2z1p... \n", + "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", + "artist_name The Beatles \n", + "artists [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "complexity NaN \n", + "ctitle flying \n", + "danceability 0.551 \n", + "disc_number 1 \n", + "duration_ms 135520 \n", + "energy 0.395 \n", + "explicit False \n", + "external_ids {'isrc': 'GBAYE0601635'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/2z... \n", + "gloom NaN \n", + "href https://api.spotify.com/v1/tracks/2z1p43SNSbeo... \n", + "id 2z1p43SNSbeowzy8WdYHNk \n", + "instrumentalness 0.88 \n", + "key 0 \n", + "liveness 0.0932 \n", + "loudness -14.755 \n", + "lyrical_density 0 \n", + "lyrics \n", + "mode 1 \n", + "name Flying - Remastered 2009 \n", + "original_lyrics \\n\\n[Instrumental]\\n\\n \n", + "popularity 44 \n", + "preview_url https://p.scdn.co/mp3-preview/15f07b753cb7e50c... \n", + "sentiment NaN \n", + "speechiness 0.0501 \n", + "tempo 92.929 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/2z1p43SNSbeo... \n", + "track_number 3 \n", + "type audio_features \n", + "uri spotify:track:2z1p43SNSbeowzy8WdYHNk \n", + "valence 0.246 \n", + "\n", + " 2 \\\n", + "_id 3ckvsHnEffhhS5c0Cs6Gv5 \n", + "acousticness 0.614 \n", + "album {'name': 'Beatles For Sale (Remastered)', 'ima... \n", + "album_id 7BgGBZndAvDlKOcwe5rscZ \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/3ckv... \n", + "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", + "artist_name The Beatles \n", + "artists [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "complexity NaN \n", + "ctitle kansas city heyheyheyhey \n", + "danceability 0.588 \n", + "disc_number 1 \n", + "duration_ms 158147 \n", + "energy 0.724 \n", + "explicit False \n", + "external_ids {'isrc': 'GBAYE0601457'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/3c... \n", + "gloom NaN \n", + "href https://api.spotify.com/v1/tracks/3ckvsHnEffhh... \n", + "id 3ckvsHnEffhhS5c0Cs6Gv5 \n", + "instrumentalness 8.92e-05 \n", + "key 7 \n", + "liveness 0.877 \n", + "loudness -6.63 \n", + "lyrical_density NaN \n", + "lyrics NaN \n", + "mode 1 \n", + "name Kansas City / Hey-Hey-Hey-Hey - Remastered 2009 \n", + "original_lyrics NaN \n", + "popularity 38 \n", + "preview_url https://p.scdn.co/mp3-preview/bd13930c7706bdd4... \n", + "sentiment NaN \n", + "speechiness 0.0335 \n", + "tempo 131.36 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/3ckvsHnEffhh... \n", + "track_number 7 \n", + "type audio_features \n", + "uri spotify:track:3ckvsHnEffhhS5c0Cs6Gv5 \n", + "valence 0.929 \n", + "\n", + " 3 \\\n", + "_id 4edArG2VehvJdwOZfYOxtK \n", + "acousticness 7.67e-05 \n", + "album {'name': 'Live At The Hollywood Bowl', 'images... \n", + "album_id 5XfJmldgWzrc1AIdbBaVZn \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/4edA... \n", + "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", + "artist_name The Beatles \n", + "artists [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "complexity 0.293946 \n", + "ctitle twist and shout \n", + "danceability 0.311 \n", + "disc_number 1 \n", + "duration_ms 93507 \n", + "energy 0.822 \n", + "explicit False \n", + "external_ids {'isrc': 'GBUM71603960'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/4e... \n", + "gloom 0.238815 \n", + "href https://api.spotify.com/v1/tracks/4edArG2VehvJ... \n", + "id 4edArG2VehvJdwOZfYOxtK \n", + "instrumentalness 2.04e-06 \n", + "key 2 \n", + "liveness 0.508 \n", + "loudness -8.696 \n", + "lyrical_density 2.82332 \n", + "lyrics well shake it up baby now (shake it up baby) t... \n", + "mode 1 \n", + "name Twist And Shout - Live / Remastered \n", + "original_lyrics \\n\\n[Verse 1]\\nWell shake it up baby now (shak... \n", + "popularity 48 \n", + "preview_url https://p.scdn.co/mp3-preview/cd82d2f8f92a7222... \n", + "sentiment {'probability': {'pos': 0.500092464930449, 'ne... \n", + "speechiness 0.0395 \n", + "tempo 126.441 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/4edArG2VehvJ... \n", + "track_number 1 \n", + "type audio_features \n", + "uri spotify:track:4edArG2VehvJdwOZfYOxtK \n", + "valence 0.588 \n", + "\n", + " 4 \\\n", "_id 150EAeMGWJRubuH8zyx7h8 \n", "acousticness 0.00675 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Live At The Hollywood Bowl', 'images... \n", "album_id 5XfJmldgWzrc1AIdbBaVZn \n", "analysis_url https://api.spotify.com/v1/audio-analysis/150E... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "complexity 0.316303 \n", + "ctitle shes a woman \n", "danceability 0.188 \n", "disc_number 1 \n", "duration_ms 192053 \n", @@ -2967,16 +3497,21 @@ "explicit False \n", "external_ids {'isrc': 'GBUM71603957'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/15... \n", + "gloom 0.22727 \n", "href https://api.spotify.com/v1/tracks/150EAeMGWJRu... \n", "id 150EAeMGWJRubuH8zyx7h8 \n", "instrumentalness 2.42e-05 \n", "key 9 \n", "liveness 0.85 \n", "loudness -8.189 \n", + "lyrical_density 0.577965 \n", + "lyrics my love don't give me presents i know that she... \n", "mode 1 \n", "name She's A Woman - Live / Remastered \n", - "popularity 43 \n", + "original_lyrics \\n\\n[Chorus]\\nMy love don't give me presents\\n... \n", + "popularity 45 \n", "preview_url https://p.scdn.co/mp3-preview/37806a7d82c5d2a8... \n", + "sentiment {'probability': {'pos': 0.437183810867932, 'ne... \n", "speechiness 0.0662 \n", "tempo 175.86 \n", "time_signature 4 \n", @@ -2986,16 +3521,18 @@ "uri spotify:track:150EAeMGWJRubuH8zyx7h8 \n", "valence 0.562 \n", "\n", - " 2 \\\n", + " 5 \\\n", "_id 1fVeHYkyMxrjbjRAD9uWsZ \n", "acousticness 0.0131 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Live At The Hollywood Bowl', 'images... \n", "album_id 5XfJmldgWzrc1AIdbBaVZn \n", "analysis_url https://api.spotify.com/v1/audio-analysis/1fVe... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "complexity 0.445783 \n", + "ctitle dizzy miss lizzy \n", "danceability 0.406 \n", "disc_number 1 \n", "duration_ms 219733 \n", @@ -3003,16 +3540,21 @@ "explicit False \n", "external_ids {'isrc': 'GBUM71603952'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/1f... \n", + "gloom 0.154272 \n", "href https://api.spotify.com/v1/tracks/1fVeHYkyMxrj... \n", "id 1fVeHYkyMxrjbjRAD9uWsZ \n", "instrumentalness 0.000141 \n", "key 11 \n", "liveness 0.496 \n", "loudness -6.879 \n", + "lyrical_density 0.796421 \n", + "lyrics {intro} you make me dizzy, miss lizzy the way ... \n", "mode 0 \n", "name Dizzy Miss Lizzy - Live / Remastered \n", - "popularity 42 \n", + "original_lyrics \\n\\n{Intro}\\n\\nYou make me dizzy, Miss Lizzy\\n... \n", + "popularity 44 \n", "preview_url https://p.scdn.co/mp3-preview/5ee6d20e1808908e... \n", + "sentiment {'probability': {'pos': 0.4118957822060205, 'n... \n", "speechiness 0.0461 \n", "tempo 129.417 \n", "time_signature 4 \n", @@ -3022,16 +3564,18 @@ "uri spotify:track:1fVeHYkyMxrjbjRAD9uWsZ \n", "valence 0.758 \n", "\n", - " 3 \\\n", + " 6 \\\n", "_id 0GRplBEB2FWCKutwMmS6nY \n", "acousticness 0.00327 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Live At The Hollywood Bowl', 'images... \n", "album_id 5XfJmldgWzrc1AIdbBaVZn \n", "analysis_url https://api.spotify.com/v1/audio-analysis/0GRp... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "complexity 0.334303 \n", + "ctitle ticket to ride \n", "danceability 0.39 \n", "disc_number 1 \n", "duration_ms 146240 \n", @@ -3039,16 +3583,21 @@ "explicit False \n", "external_ids {'isrc': 'GBUM71603959'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/0G... \n", + "gloom 0.35295 \n", "href https://api.spotify.com/v1/tracks/0GRplBEB2FWC... \n", "id 0GRplBEB2FWCKutwMmS6nY \n", "instrumentalness 0 \n", "key 9 \n", "liveness 0.366 \n", "loudness -8.007 \n", + "lyrical_density 1.85312 \n", + "lyrics i think i'm going to be sad i think it's today... \n", "mode 1 \n", "name Ticket To Ride - Live / Remastered \n", - "popularity 43 \n", + "original_lyrics \\n\\n[Verse 1]\\nI think I'm going to be sad\\nI ... \n", + "popularity 44 \n", "preview_url https://p.scdn.co/mp3-preview/558bb39228550744... \n", + "sentiment {'probability': {'pos': 0.1745613462608472, 'n... \n", "speechiness 0.0423 \n", "tempo 121.216 \n", "time_signature 4 \n", @@ -3058,16 +3607,18 @@ "uri spotify:track:0GRplBEB2FWCKutwMmS6nY \n", "valence 0.405 \n", "\n", - " 4 \\\n", + " 7 \\\n", "_id 1eVymk74iroqhsZxm0Vy3g \n", "acousticness 0.00865 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Live At The Hollywood Bowl', 'images... \n", "album_id 5XfJmldgWzrc1AIdbBaVZn \n", "analysis_url https://api.spotify.com/v1/audio-analysis/1eVy... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "complexity 0.493981 \n", + "ctitle cant buy me love \n", "danceability 0.2 \n", "disc_number 1 \n", "duration_ms 134867 \n", @@ -3075,16 +3626,21 @@ "explicit False \n", "external_ids {'isrc': 'GBUM71603951'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/1e... \n", + "gloom 0.242494 \n", "href https://api.spotify.com/v1/tracks/1eVymk74iroq... \n", "id 1eVymk74iroqhsZxm0Vy3g \n", "instrumentalness 0 \n", "key 5 \n", "liveness 0.894 \n", "loudness -7.606 \n", + "lyrical_density 1.47553 \n", + "lyrics can't buy me love, love can't buy me love i'll... \n", "mode 1 \n", "name Can't Buy Me Love - Live / Remastered \n", - "popularity 43 \n", + "original_lyrics \\n\\n[Chorus 1]\\nCan't buy me love, love\\nCan't... \n", + "popularity 44 \n", "preview_url https://p.scdn.co/mp3-preview/c6b9c820e62868db... \n", + "sentiment {'probability': {'pos': 0.2616130113907563, 'n... \n", "speechiness 0.0571 \n", "tempo 173.283 \n", "time_signature 4 \n", @@ -3094,16 +3650,18 @@ "uri spotify:track:1eVymk74iroqhsZxm0Vy3g \n", "valence 0.669 \n", "\n", - " 5 \\\n", + " 8 \\\n", "_id 2p5a9gu6NECVSvBtGSU1vm \n", "acousticness 0.0836 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Live At The Hollywood Bowl', 'images... \n", "album_id 5XfJmldgWzrc1AIdbBaVZn \n", "analysis_url https://api.spotify.com/v1/audio-analysis/2p5a... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "complexity 0.24995 \n", + "ctitle things we said today \n", "danceability 0.307 \n", "disc_number 1 \n", "duration_ms 138733 \n", @@ -3111,16 +3669,21 @@ "explicit False \n", "external_ids {'isrc': 'GBUM71603958'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/2p... \n", + "gloom 0.307075 \n", "href https://api.spotify.com/v1/tracks/2p5a9gu6NECV... \n", "id 2p5a9gu6NECVSvBtGSU1vm \n", "instrumentalness 0 \n", "key 5 \n", "liveness 0.756 \n", "loudness -8.35 \n", + "lyrical_density 1.29746 \n", + "lyrics you say you will love me if i have to go you'l... \n", "mode 1 \n", "name Things We Said Today - Live / Remastered \n", - "popularity 42 \n", + "original_lyrics \\n\\n[Verse 1]\\nYou say you will love me\\nIf I ... \n", + "popularity 43 \n", "preview_url https://p.scdn.co/mp3-preview/7b71156485b9e3e1... \n", + "sentiment {'probability': {'pos': 0.3672150785922961, 'n... \n", "speechiness 0.0392 \n", "tempo 146.636 \n", "time_signature 4 \n", @@ -3130,16 +3693,18 @@ "uri spotify:track:2p5a9gu6NECVSvBtGSU1vm \n", "valence 0.395 \n", "\n", - " 6 \\\n", + " 9 \\\n", "_id 1HyLh5cctOnP186CBi8bhm \n", "acousticness 0.00242 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Live At The Hollywood Bowl', 'images... \n", "album_id 5XfJmldgWzrc1AIdbBaVZn \n", "analysis_url https://api.spotify.com/v1/audio-analysis/1HyL... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "complexity 0.467134 \n", + "ctitle roll over beethoven \n", "danceability 0.204 \n", "disc_number 1 \n", "duration_ms 134013 \n", @@ -3147,16 +3712,21 @@ "explicit False \n", "external_ids {'isrc': 'GBUM71603955'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/1H... \n", + "gloom 0.22049 \n", "href https://api.spotify.com/v1/tracks/1HyLh5cctOnP... \n", "id 1HyLh5cctOnP186CBi8bhm \n", "instrumentalness 0 \n", "key 2 \n", "liveness 0.634 \n", "loudness -7.948 \n", + "lyrical_density 1.7461 \n", + "lyrics i'm gonna write a little letter gonna mail it ... \n", "mode 1 \n", "name Roll Over Beethoven - Live / Remastered \n", - "popularity 41 \n", + "original_lyrics \\n\\nI'm gonna write a little letter\\nGonna mai... \n", + "popularity 43 \n", "preview_url https://p.scdn.co/mp3-preview/318950f70347c556... \n", + "sentiment {'probability': {'pos': 0.35656423276148513, '... \n", "speechiness 0.0398 \n", "tempo 179.24 \n", "time_signature 3 \n", @@ -3166,114 +3736,6 @@ "uri spotify:track:1HyLh5cctOnP186CBi8bhm \n", "valence 0.726 \n", "\n", - " 7 \\\n", - "_id 7fZEWm7TAL2oZDyiYrrgnk \n", - "acousticness 0.0358 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", - "album_id 5XfJmldgWzrc1AIdbBaVZn \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/7fZE... \n", - "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", - "artist_name The Beatles \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", - "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "danceability 0.226 \n", - "disc_number 1 \n", - "duration_ms 128747 \n", - "energy 0.933 \n", - "explicit False \n", - "external_ids {'isrc': 'GBUM71603950'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/7f... \n", - "href https://api.spotify.com/v1/tracks/7fZEWm7TAL2o... \n", - "id 7fZEWm7TAL2oZDyiYrrgnk \n", - "instrumentalness 0.00057 \n", - "key 9 \n", - "liveness 0.844 \n", - "loudness -6.146 \n", - "mode 1 \n", - "name Boys - Live / Remastered \n", - "popularity 42 \n", - "preview_url https://p.scdn.co/mp3-preview/d0c2027d928e938a... \n", - "speechiness 0.108 \n", - "tempo 160.11 \n", - "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/7fZEWm7TAL2o... \n", - "track_number 8 \n", - "type audio_features \n", - "uri spotify:track:7fZEWm7TAL2oZDyiYrrgnk \n", - "valence 0.641 \n", - "\n", - " 8 \\\n", - "_id 21nhooOxso7CCoHPE73w4L \n", - "acousticness 0.0439 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", - "album_id 5XfJmldgWzrc1AIdbBaVZn \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/21nh... \n", - "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", - "artist_name The Beatles \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", - "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "danceability 0.293 \n", - "disc_number 1 \n", - "duration_ms 193760 \n", - "energy 0.866 \n", - "explicit False \n", - "external_ids {'isrc': 'GBUM71603948'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/21... \n", - "href https://api.spotify.com/v1/tracks/21nhooOxso7C... \n", - "id 21nhooOxso7CCoHPE73w4L \n", - "instrumentalness 2.64e-06 \n", - "key 0 \n", - "liveness 0.927 \n", - "loudness -7.366 \n", - "mode 1 \n", - "name A Hard Day's Night - Live / Remastered \n", - "popularity 44 \n", - "preview_url https://p.scdn.co/mp3-preview/88b8add083e60507... \n", - "speechiness 0.049 \n", - "tempo 134.825 \n", - "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/21nhooOxso7C... \n", - "track_number 9 \n", - "type audio_features \n", - "uri spotify:track:21nhooOxso7CCoHPE73w4L \n", - "valence 0.635 \n", - "\n", - " 9 \\\n", - "_id 1alcPfZWUHh01l4Fnoo5Jt \n", - "acousticness 0.02 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", - "album_id 5XfJmldgWzrc1AIdbBaVZn \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/1alc... \n", - "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", - "artist_name The Beatles \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", - "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "danceability 0.436 \n", - "disc_number 1 \n", - "duration_ms 172600 \n", - "energy 0.772 \n", - "explicit False \n", - "external_ids {'isrc': 'GBUM71603953'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/1a... \n", - "href https://api.spotify.com/v1/tracks/1alcPfZWUHh0... \n", - "id 1alcPfZWUHh01l4Fnoo5Jt \n", - "instrumentalness 0 \n", - "key 11 \n", - "liveness 0.828 \n", - "loudness -7.133 \n", - "mode 0 \n", - "name Help! - Live / Remastered \n", - "popularity 43 \n", - "preview_url https://p.scdn.co/mp3-preview/1aff27bfc59a0bc1... \n", - "speechiness 0.044 \n", - "tempo 96.413 \n", - "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/1alcPfZWUHh0... \n", - "track_number 10 \n", - "type audio_features \n", - "uri spotify:track:1alcPfZWUHh01l4Fnoo5Jt \n", - "valence 0.515 \n", - "\n", " ... \\\n", "_id ... \n", "acousticness ... \n", @@ -3284,6 +3746,8 @@ "artist_name ... \n", "artists ... \n", "available_markets ... \n", + "complexity ... \n", + "ctitle ... \n", "danceability ... \n", "disc_number ... \n", "duration_ms ... \n", @@ -3291,16 +3755,21 @@ "explicit ... \n", "external_ids ... \n", "external_urls ... \n", + "gloom ... \n", "href ... \n", "id ... \n", "instrumentalness ... \n", "key ... \n", "liveness ... \n", "loudness ... \n", + "lyrical_density ... \n", + "lyrics ... \n", "mode ... \n", "name ... \n", + "original_lyrics ... \n", "popularity ... \n", "preview_url ... \n", + "sentiment ... \n", "speechiness ... \n", "tempo ... \n", "time_signature ... \n", @@ -3310,16 +3779,18 @@ "uri ... \n", "valence ... \n", "\n", - " 220 \\\n", + " 219 \\\n", "_id 43feVCF6QfqIt9LnLs9BAH \n", "acousticness 0.607 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Please Please Me (Remastered)', 'ima... \n", "album_id 7gDXyW16byCQOgK965BRzn \n", "analysis_url https://api.spotify.com/v1/audio-analysis/43fe... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "complexity NaN \n", + "ctitle boys \n", "danceability 0.402 \n", "disc_number 1 \n", "duration_ms 146440 \n", @@ -3327,16 +3798,21 @@ "explicit False \n", "external_ids {'isrc': 'GBAYE0601414'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/43... \n", + "gloom NaN \n", "href https://api.spotify.com/v1/tracks/43feVCF6QfqI... \n", "id 43feVCF6QfqIt9LnLs9BAH \n", "instrumentalness 0 \n", "key 4 \n", "liveness 0.736 \n", "loudness -10.31 \n", + "lyrical_density 0.901393 \n", + "lyrics i been told when a boy kiss a girl take a trip... \n", "mode 1 \n", "name Boys - Remastered 2009 \n", - "popularity 41 \n", + "original_lyrics \\n\\n[Verse 1]\\nI been told when a boy kiss a g... \n", + "popularity 42 \n", "preview_url https://p.scdn.co/mp3-preview/c84bcc2dd65c3d9b... \n", + "sentiment {'probability': {'pos': 0.4595305514727438, 'n... \n", "speechiness 0.0504 \n", "tempo 142.445 \n", "time_signature 4 \n", @@ -3346,16 +3822,18 @@ "uri spotify:track:43feVCF6QfqIt9LnLs9BAH \n", "valence 0.825 \n", "\n", - " 221 \\\n", + " 220 \\\n", "_id 3NwEPV9MDr1z3KcHiAuz9d \n", "acousticness 0.767 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Please Please Me (Remastered)', 'ima... \n", "album_id 7gDXyW16byCQOgK965BRzn \n", "analysis_url https://api.spotify.com/v1/audio-analysis/3NwE... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "complexity NaN \n", + "ctitle ask me why \n", "danceability 0.605 \n", "disc_number 1 \n", "duration_ms 146533 \n", @@ -3363,16 +3841,21 @@ "explicit False \n", "external_ids {'isrc': 'GBAYE0601415'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/3N... \n", + "gloom NaN \n", "href https://api.spotify.com/v1/tracks/3NwEPV9MDr1z... \n", "id 3NwEPV9MDr1z3KcHiAuz9d \n", "instrumentalness 0 \n", "key 4 \n", "liveness 0.0967 \n", "loudness -11.33 \n", + "lyrical_density 1.01001 \n", + "lyrics i love you, because you tell me things i want ... \n", "mode 1 \n", "name Ask Me Why - Remastered 2009 \n", - "popularity 40 \n", + "original_lyrics \\n\\n[Verse 1]\\nI love you, because you tell me... \n", + "popularity 41 \n", "preview_url https://p.scdn.co/mp3-preview/f42256fa5367c68f... \n", + "sentiment {'probability': {'pos': 0.20446882559048601, '... \n", "speechiness 0.0378 \n", "tempo 133.942 \n", "time_signature 4 \n", @@ -3382,16 +3865,18 @@ "uri spotify:track:3NwEPV9MDr1z3KcHiAuz9d \n", "valence 0.606 \n", "\n", - " 222 \\\n", + " 221 \\\n", "_id 2Iccm3cKBQHWt5yk0yX9nh \n", "acousticness 0.334 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Please Please Me (Remastered)', 'ima... \n", "album_id 7gDXyW16byCQOgK965BRzn \n", "analysis_url https://api.spotify.com/v1/audio-analysis/2Icc... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "complexity NaN \n", + "ctitle please please me \n", "danceability 0.527 \n", "disc_number 1 \n", "duration_ms 120853 \n", @@ -3399,16 +3884,21 @@ "explicit False \n", "external_ids {'isrc': 'GBAYE0601416'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/2I... \n", + "gloom NaN \n", "href https://api.spotify.com/v1/tracks/2Iccm3cKBQHW... \n", "id 2Iccm3cKBQHWt5yk0yX9nh \n", "instrumentalness 0 \n", "key 4 \n", "liveness 0.0702 \n", "loudness -9.61 \n", + "lyrical_density 2.19275 \n", + "lyrics (lennon/mccartney) last night i said these wor... \n", "mode 1 \n", "name Please Please Me - Remastered 2009 \n", - "popularity 46 \n", + "original_lyrics \\n\\n(Lennon/McCartney)\\n\\nLast night I said th... \n", + "popularity 48 \n", "preview_url https://p.scdn.co/mp3-preview/c7974d03d8cd26de... \n", + "sentiment {'probability': {'pos': 0.16446745008480748, '... \n", "speechiness 0.028 \n", "tempo 139.388 \n", "time_signature 4 \n", @@ -3418,16 +3908,18 @@ "uri spotify:track:2Iccm3cKBQHWt5yk0yX9nh \n", "valence 0.708 \n", "\n", - " 223 \\\n", + " 222 \\\n", "_id 2OLMjGIhCNI6j34ysPscbp \n", "acousticness 0.386 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Please Please Me (Remastered)', 'ima... \n", "album_id 7gDXyW16byCQOgK965BRzn \n", "analysis_url https://api.spotify.com/v1/audio-analysis/2OLM... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "complexity NaN \n", + "ctitle love me do \n", "danceability 0.52 \n", "disc_number 1 \n", "duration_ms 141693 \n", @@ -3435,16 +3927,21 @@ "explicit False \n", "external_ids {'isrc': 'GBAYE0601417'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/2O... \n", + "gloom NaN \n", "href https://api.spotify.com/v1/tracks/2OLMjGIhCNI6... \n", "id 2OLMjGIhCNI6j34ysPscbp \n", "instrumentalness 6.2e-05 \n", "key 0 \n", "liveness 0.227 \n", "loudness -6.228 \n", + "lyrical_density 0.783384 \n", + "lyrics love, love me do you know i love you i'll alwa... \n", "mode 1 \n", "name Love Me Do - Remastered 2009 \n", - "popularity 53 \n", + "original_lyrics \\n\\nLove, love me do\\nYou know I love you\\nI'l... \n", + "popularity 55 \n", "preview_url https://p.scdn.co/mp3-preview/c0c7944dcb9d2457... \n", + "sentiment {'probability': {'pos': 0.5071807762286473, 'n... \n", "speechiness 0.0806 \n", "tempo 147.997 \n", "time_signature 4 \n", @@ -3454,16 +3951,18 @@ "uri spotify:track:2OLMjGIhCNI6j34ysPscbp \n", "valence 0.765 \n", "\n", - " 224 \\\n", + " 223 \\\n", "_id 01n20rdBC5czKAhxmGREkr \n", "acousticness 0.389 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Please Please Me (Remastered)', 'ima... \n", "album_id 7gDXyW16byCQOgK965BRzn \n", "analysis_url https://api.spotify.com/v1/audio-analysis/01n2... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "complexity NaN \n", + "ctitle ps i love you \n", "danceability 0.635 \n", "disc_number 1 \n", "duration_ms 124360 \n", @@ -3471,16 +3970,21 @@ "explicit False \n", "external_ids {'isrc': 'GBAYE0601418'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/01... \n", + "gloom NaN \n", "href https://api.spotify.com/v1/tracks/01n20rdBC5cz... \n", "id 01n20rdBC5czKAhxmGREkr \n", "instrumentalness 0.00127 \n", "key 2 \n", "liveness 0.0828 \n", "loudness -8.5 \n", + "lyrical_density 1.2303 \n", + "lyrics as i write this letter send my love to you rem... \n", "mode 1 \n", "name P.S. I Love You - Remastered 2009 \n", - "popularity 41 \n", + "original_lyrics \\n\\nAs I write this letter\\nSend my love to yo... \n", + "popularity 43 \n", "preview_url https://p.scdn.co/mp3-preview/5ef1f2ba07489648... \n", + "sentiment {'probability': {'pos': 0.6580284675394283, 'n... \n", "speechiness 0.0291 \n", "tempo 134.435 \n", "time_signature 4 \n", @@ -3490,16 +3994,18 @@ "uri spotify:track:01n20rdBC5czKAhxmGREkr \n", "valence 0.78 \n", "\n", - " 225 \\\n", + " 224 \\\n", "_id 5gnrZoSS7nbDYtHp32RFiI \n", "acousticness 0.778 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Please Please Me (Remastered)', 'ima... \n", "album_id 7gDXyW16byCQOgK965BRzn \n", "analysis_url https://api.spotify.com/v1/audio-analysis/5gnr... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "complexity NaN \n", + "ctitle baby its you \n", "danceability 0.608 \n", "disc_number 1 \n", "duration_ms 160520 \n", @@ -3507,16 +4013,21 @@ "explicit False \n", "external_ids {'isrc': 'GBAYE0601419'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/5g... \n", + "gloom NaN \n", "href https://api.spotify.com/v1/tracks/5gnrZoSS7nbD... \n", "id 5gnrZoSS7nbDYtHp32RFiI \n", "instrumentalness 0 \n", "key 4 \n", "liveness 0.0926 \n", "loudness -12.211 \n", + "lyrical_density 1.32694 \n", + "lyrics sha la la la la la la la sha la la la la la la... \n", "mode 0 \n", "name Baby It's You - Remastered 2009 \n", - "popularity 42 \n", + "original_lyrics \\n\\n[Intro-The Beatles]\\nSha la la la la la la... \n", + "popularity 44 \n", "preview_url https://p.scdn.co/mp3-preview/d7eeb1f68c39066d... \n", + "sentiment {'probability': {'pos': 0.3209861049246835, 'n... \n", "speechiness 0.0345 \n", "tempo 112.421 \n", "time_signature 4 \n", @@ -3526,16 +4037,18 @@ "uri spotify:track:5gnrZoSS7nbDYtHp32RFiI \n", "valence 0.889 \n", "\n", - " 226 \\\n", + " 225 \\\n", "_id 5FBxWhG0nbBAF6lWgJFklM \n", "acousticness 0.608 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Please Please Me (Remastered)', 'ima... \n", "album_id 7gDXyW16byCQOgK965BRzn \n", "analysis_url https://api.spotify.com/v1/audio-analysis/5FBx... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "complexity NaN \n", + "ctitle do you want to know a secret \n", "danceability 0.673 \n", "disc_number 1 \n", "duration_ms 117013 \n", @@ -3543,16 +4056,21 @@ "explicit False \n", "external_ids {'isrc': 'GBAYE0601420'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/5F... \n", + "gloom NaN \n", "href https://api.spotify.com/v1/tracks/5FBxWhG0nbBA... \n", "id 5FBxWhG0nbBAF6lWgJFklM \n", "instrumentalness 0 \n", "key 4 \n", "liveness 0.38 \n", "loudness -12.414 \n", + "lyrical_density 1.1879 \n", + "lyrics you'll never know how much i really love you y... \n", "mode 1 \n", "name Do You Want To Know A Secret - Remastered 2009 \n", - "popularity 47 \n", + "original_lyrics \\n\\n[Intro]\\nYou'll never know how much I real... \n", + "popularity 48 \n", "preview_url https://p.scdn.co/mp3-preview/5bd705943290818c... \n", + "sentiment {'probability': {'pos': 0.440458717583442, 'ne... \n", "speechiness 0.0368 \n", "tempo 124.451 \n", "time_signature 4 \n", @@ -3562,16 +4080,18 @@ "uri spotify:track:5FBxWhG0nbBAF6lWgJFklM \n", "valence 0.636 \n", "\n", - " 227 \\\n", + " 226 \\\n", "_id 6tEwCsVtZ5tI8uHNJSHQ3b \n", "acousticness 0.698 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Please Please Me (Remastered)', 'ima... \n", "album_id 7gDXyW16byCQOgK965BRzn \n", "analysis_url https://api.spotify.com/v1/audio-analysis/6tEw... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "complexity NaN \n", + "ctitle a taste of honey \n", "danceability 0.42 \n", "disc_number 1 \n", "duration_ms 123480 \n", @@ -3579,16 +4099,21 @@ "explicit False \n", "external_ids {'isrc': 'GBAYE0601421'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/6t... \n", + "gloom NaN \n", "href https://api.spotify.com/v1/tracks/6tEwCsVtZ5tI... \n", "id 6tEwCsVtZ5tI8uHNJSHQ3b \n", "instrumentalness 0 \n", "key 1 \n", "liveness 0.104 \n", "loudness -11.416 \n", + "lyrical_density 0.74506 \n", + "lyrics a taste of honey! tasting much sweeter than wi... \n", "mode 0 \n", "name A Taste Of Honey - Remastered 2009 \n", - "popularity 39 \n", + "original_lyrics \\n\\n[Intro]\\nA taste of honey! Tasting much sw... \n", + "popularity 40 \n", "preview_url https://p.scdn.co/mp3-preview/dd94439cdf6e7668... \n", + "sentiment {'probability': {'pos': 0.6485651627744511, 'n... \n", "speechiness 0.0327 \n", "tempo 101.408 \n", "time_signature 3 \n", @@ -3598,16 +4123,18 @@ "uri spotify:track:6tEwCsVtZ5tI8uHNJSHQ3b \n", "valence 0.378 \n", "\n", - " 228 \\\n", + " 227 \\\n", "_id 50jq8RgbDfmNNd0NiRnl4L \n", "acousticness 0.629 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Please Please Me (Remastered)', 'ima... \n", "album_id 7gDXyW16byCQOgK965BRzn \n", "analysis_url https://api.spotify.com/v1/audio-analysis/50jq... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "complexity NaN \n", + "ctitle theres a place \n", "danceability 0.455 \n", "disc_number 1 \n", "duration_ms 110493 \n", @@ -3615,16 +4142,21 @@ "explicit False \n", "external_ids {'isrc': 'GBAYE0601422'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/50... \n", + "gloom NaN \n", "href https://api.spotify.com/v1/tracks/50jq8RgbDfmN... \n", "id 50jq8RgbDfmNNd0NiRnl4L \n", "instrumentalness 4.22e-06 \n", "key 4 \n", "liveness 0.172 \n", "loudness -10.009 \n", + "lyrical_density 0.895984 \n", + "lyrics there is a place where i can go when i feel lo... \n", "mode 1 \n", "name There's A Place - Remastered 2009 \n", - "popularity 41 \n", + "original_lyrics \\n\\n[Verse 1]\\nThere is a place\\nWhere I can g... \n", + "popularity 43 \n", "preview_url https://p.scdn.co/mp3-preview/5260a1d4f12c23ac... \n", + "sentiment {'probability': {'pos': 0.3487106796498656, 'n... \n", "speechiness 0.0292 \n", "tempo 140.928 \n", "time_signature 4 \n", @@ -3634,16 +4166,18 @@ "uri spotify:track:50jq8RgbDfmNNd0NiRnl4L \n", "valence 0.928 \n", "\n", - " 229 \n", + " 228 \n", "_id 4Z1fbYp0HuxLBje4MOZcSD \n", "acousticness 0.641 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Please Please Me (Remastered)', 'ima... \n", "album_id 7gDXyW16byCQOgK965BRzn \n", "analysis_url https://api.spotify.com/v1/audio-analysis/4Z1f... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "complexity NaN \n", + "ctitle twist and shout \n", "danceability 0.482 \n", "disc_number 1 \n", "duration_ms 155227 \n", @@ -3651,16 +4185,21 @@ "explicit False \n", "external_ids {'isrc': 'GBAYE0601423'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/4Z... \n", + "gloom NaN \n", "href https://api.spotify.com/v1/tracks/4Z1fbYp0HuxL... \n", "id 4Z1fbYp0HuxLBje4MOZcSD \n", "instrumentalness 7.74e-06 \n", "key 2 \n", "liveness 0.0414 \n", "loudness -9.198 \n", + "lyrical_density 1.70075 \n", + "lyrics well shake it up baby now (shake it up baby) t... \n", "mode 1 \n", "name Twist And Shout - Remastered 2009 \n", - "popularity 63 \n", + "original_lyrics \\n\\n[Verse 1]\\nWell shake it up baby now (shak... \n", + "popularity 64 \n", "preview_url https://p.scdn.co/mp3-preview/b7e3bc96b46e4dcc... \n", + "sentiment {'probability': {'pos': 0.500092464930449, 'ne... \n", "speechiness 0.0452 \n", "tempo 124.631 \n", "time_signature 4 \n", @@ -3670,10 +4209,10 @@ "uri spotify:track:4Z1fbYp0HuxLBje4MOZcSD \n", "valence 0.942 \n", "\n", - "[34 rows x 230 columns]" + "[41 rows x 229 columns]" ] }, - "execution_count": 55, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -3685,7 +4224,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 11, "metadata": { "collapsed": false, "scrolled": true @@ -3725,16 +4264,16 @@ " \n", " \n", " _id\n", - " 6tLALP9mi7VbNC7s16iBRK\n", - " 3wxmJSQ3Z1HfAuxeHQoZcE\n", - " 4tCwsdqqG4jASHhbsMHCx0\n", " 0eECFDnWy0RdjMmJ8NOeAL\n", - " 1amSa5xo79zINsgrpNlNge\n", - " 4sLGaMl33I6mcsk7u4xHAU\n", - " 4OrGm3fBdhlXuHtRBoLUMW\n", - " 2rA36OZNb3LkvqcNro1ugK\n", - " 3pcCifdPTc2BbqmWpEhtUd\n", - " 1uRxyAup7OYrlh2SHJb80N\n", + " 6Unw1AAcpS1ZgZoRlj2jxA\n", + " 5hfzW7LG97Hxv62HHUKgaj\n", + " 64lecUR19lBSu317AzVZv3\n", + " 1CxhtUbe1o2PeMM3l5Kch6\n", + " 2H7Y8wYixrSlKJoaZ1N2yl\n", + " 3zkFTfcboFcOdno0CHCmTc\n", + " 7KKglMFf5KV0PIDSAOqfnH\n", + " 4raxzmnFq93jfKC8c3xcIv\n", + " 1gaAIZ4vGQ6QvDUgN2Xyus\n", " ...\n", " 71wIOoaoVMUwskK5yCXZL4\n", " 2zYmvi3w2T8a9Ckrv21bvW\n", @@ -3749,16 +4288,16 @@ " \n", " \n", " acousticness\n", - " 0.62\n", - " 0.42\n", - " 0.427\n", " 0.00101\n", - " 0.0895\n", - " 0.841\n", - " 0.885\n", - " 0.0395\n", - " 0.303\n", - " 0.968\n", + " 0.00822\n", + " 0.0589\n", + " 0.0825\n", + " 0.102\n", + " 0.000801\n", + " 0.0955\n", + " 0.0147\n", + " 0.443\n", + " 0.313\n", " ...\n", " 0.000659\n", " 0.000849\n", @@ -3773,40 +4312,40 @@ " \n", " \n", " album\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", + " {'name': 'The King Of Limbs', 'images': [{'wid...\n", + " {'name': 'TKOL RMX 1234567', 'images': [{'widt...\n", + " {'name': 'TKOL RMX 1234567', 'images': [{'widt...\n", + " {'name': 'TKOL RMX 1234567', 'images': [{'widt...\n", + " {'name': 'TKOL RMX 1234567', 'images': [{'widt...\n", + " {'name': 'TKOL RMX 1234567', 'images': [{'widt...\n", + " {'name': 'TKOL RMX 1234567', 'images': [{'widt...\n", + " {'name': 'TKOL RMX 1234567', 'images': [{'widt...\n", + " {'name': 'TKOL RMX 1234567', 'images': [{'widt...\n", + " {'name': 'TKOL RMX 1234567', 'images': [{'widt...\n", " ...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", - " {'artists': [{'href': 'https://api.spotify.com...\n", + " {'name': 'Pablo Honey', 'images': [{'width': 6...\n", + " {'name': 'Pablo Honey', 'images': [{'width': 6...\n", + " {'name': 'Pablo Honey', 'images': [{'width': 6...\n", + " {'name': 'Pablo Honey', 'images': [{'width': 6...\n", + " {'name': 'Pablo Honey', 'images': [{'width': 6...\n", + " {'name': 'Pablo Honey', 'images': [{'width': 6...\n", + " {'name': 'Pablo Honey', 'images': [{'width': 6...\n", + " {'name': 'Pablo Honey', 'images': [{'width': 6...\n", + " {'name': 'Pablo Honey', 'images': [{'width': 6...\n", + " {'name': 'Pablo Honey', 'images': [{'width': 6...\n", " \n", " \n", " album_id\n", " 1DBkJIEoeHrTX4WCBQGcCi\n", - " 1DBkJIEoeHrTX4WCBQGcCi\n", - " 1DBkJIEoeHrTX4WCBQGcCi\n", - " 1DBkJIEoeHrTX4WCBQGcCi\n", - " 1DBkJIEoeHrTX4WCBQGcCi\n", - " 1DBkJIEoeHrTX4WCBQGcCi\n", - " 1DBkJIEoeHrTX4WCBQGcCi\n", - " 1DBkJIEoeHrTX4WCBQGcCi\n", - " 6vuykQgDLUCiZ7YggIpLM9\n", - " 6vuykQgDLUCiZ7YggIpLM9\n", + " 47xaqCsJcYFWqD1gwujl1T\n", + " 47xaqCsJcYFWqD1gwujl1T\n", + " 47xaqCsJcYFWqD1gwujl1T\n", + " 47xaqCsJcYFWqD1gwujl1T\n", + " 47xaqCsJcYFWqD1gwujl1T\n", + " 47xaqCsJcYFWqD1gwujl1T\n", + " 47xaqCsJcYFWqD1gwujl1T\n", + " 47xaqCsJcYFWqD1gwujl1T\n", + " 47xaqCsJcYFWqD1gwujl1T\n", " ...\n", " 6400dnyeDyD2mIFHfkwHXN\n", " 6400dnyeDyD2mIFHfkwHXN\n", @@ -3821,16 +4360,16 @@ " \n", " \n", " analysis_url\n", - " https://api.spotify.com/v1/audio-analysis/6tLA...\n", - " https://api.spotify.com/v1/audio-analysis/3wxm...\n", - " https://api.spotify.com/v1/audio-analysis/4tCw...\n", " https://api.spotify.com/v1/audio-analysis/0eEC...\n", - " https://api.spotify.com/v1/audio-analysis/1amS...\n", - " https://api.spotify.com/v1/audio-analysis/4sLG...\n", - " https://api.spotify.com/v1/audio-analysis/4OrG...\n", - " https://api.spotify.com/v1/audio-analysis/2rA3...\n", - " https://api.spotify.com/v1/audio-analysis/3pcC...\n", - " https://api.spotify.com/v1/audio-analysis/1uRx...\n", + " https://api.spotify.com/v1/audio-analysis/6Unw...\n", + " https://api.spotify.com/v1/audio-analysis/5hfz...\n", + " https://api.spotify.com/v1/audio-analysis/64le...\n", + " https://api.spotify.com/v1/audio-analysis/1Cxh...\n", + " https://api.spotify.com/v1/audio-analysis/2H7Y...\n", + " https://api.spotify.com/v1/audio-analysis/3zkF...\n", + " https://api.spotify.com/v1/audio-analysis/7KKg...\n", + " https://api.spotify.com/v1/audio-analysis/4rax...\n", + " https://api.spotify.com/v1/audio-analysis/1gaA...\n", " ...\n", " https://api.spotify.com/v1/audio-analysis/71wI...\n", " https://api.spotify.com/v1/audio-analysis/2zYm...\n", @@ -3893,27 +4432,27 @@ " \n", " \n", " artists\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", + " [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...\n", + " [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...\n", + " [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...\n", + " [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...\n", + " [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...\n", + " [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...\n", + " [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...\n", + " [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...\n", + " [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...\n", + " [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...\n", " ...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", - " [{'href': 'https://api.spotify.com/v1/artists/...\n", + " [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...\n", + " [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...\n", + " [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...\n", + " [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...\n", + " [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...\n", + " [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...\n", + " [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...\n", + " [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...\n", + " [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...\n", + " [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...\n", " \n", " \n", " available_markets\n", @@ -3940,17 +4479,65 @@ " [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...\n", " \n", " \n", + " complexity\n", + " 0.349377\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " ...\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " \n", + " \n", + " ctitle\n", + " feral\n", + " little by little caribou rmx\n", + " lotus flower jacques greene rmx\n", + " morning mr magpie nathan fake rmx\n", + " bloom harmonic 313 rmx\n", + " bloom mark pritchard rmx\n", + " feral lone rmx\n", + " morning mr magpie pearson sound scavenger rmx\n", + " separator four tet rmx\n", + " give up the ghost thriller houseghost remix\n", + " ...\n", + " how do you\n", + " stop whispering\n", + " thinking about you\n", + " anyone can play guitar\n", + " ripcord\n", + " vegetable\n", + " prove yourself\n", + " i cant\n", + " lurgee\n", + " blow out\n", + " \n", + " \n", " danceability\n", - " 0.518\n", - " 0.648\n", - " 0.619\n", " 0.49\n", - " 0.721\n", - " 0.327\n", - " 0.26\n", - " 0.693\n", - " 0.541\n", - " 0.299\n", + " 0.8\n", + " 0.629\n", + " 0.661\n", + " 0.443\n", + " 0.414\n", + " 0.761\n", + " 0.481\n", + " 0.461\n", + " 0.596\n", " ...\n", " 0.185\n", " 0.212\n", @@ -3989,16 +4576,16 @@ " \n", " \n", " duration_ms\n", - " 313671\n", - " 280719\n", - " 267154\n", " 192743\n", - " 300219\n", - " 287067\n", - " 290067\n", - " 319249\n", - " 220609\n", - " 384439\n", + " 340160\n", + " 429947\n", + " 291987\n", + " 304333\n", + " 367280\n", + " 317507\n", + " 278893\n", + " 423000\n", + " 373760\n", " ...\n", " 132173\n", " 325627\n", @@ -4013,16 +4600,16 @@ " \n", " \n", " energy\n", - " 0.959\n", - " 0.588\n", - " 0.886\n", " 0.777\n", - " 0.676\n", - " 0.128\n", - " 0.264\n", - " 0.776\n", - " 0.847\n", - " 0.263\n", + " 0.586\n", + " 0.592\n", + " 0.707\n", + " 0.665\n", + " 0.712\n", + " 0.877\n", + " 0.336\n", + " 0.455\n", + " 0.894\n", " ...\n", " 0.964\n", " 0.696\n", @@ -4061,16 +4648,16 @@ " \n", " \n", " external_ids\n", - " {'isrc': 'GBU4B1100003'}\n", - " {'isrc': 'GBU4B1100004'}\n", - " {'isrc': 'GBU4B1100005'}\n", " {'isrc': 'GBU4B1100006'}\n", - " {'isrc': 'GBU4B1100007'}\n", - " {'isrc': 'GBU4B1100008'}\n", - " {'isrc': 'GBU4B1100009'}\n", - " {'isrc': 'GBU4B1100010'}\n", - " {'isrc': 'GBBKS1600071'}\n", - " {'isrc': 'GBBKS1600072'}\n", + " {'isrc': 'GBU4B1100013'}\n", + " {'isrc': 'GBU4B1100014'}\n", + " {'isrc': 'GBU4B1100015'}\n", + " {'isrc': 'GBU4B1100016'}\n", + " {'isrc': 'GBU4B1100017'}\n", + " {'isrc': 'GBU4B1100018'}\n", + " {'isrc': 'GBU4B1100020'}\n", + " {'isrc': 'GBU4B1100019'}\n", + " {'isrc': 'GBU4B1100031'}\n", " ...\n", " {'isrc': 'GBAYE9300105'}\n", " {'isrc': 'GBAYE9300106'}\n", @@ -4085,16 +4672,16 @@ " \n", " \n", " external_urls\n", - " {'spotify': 'https://open.spotify.com/track/6t...\n", - " {'spotify': 'https://open.spotify.com/track/3w...\n", - " {'spotify': 'https://open.spotify.com/track/4t...\n", " {'spotify': 'https://open.spotify.com/track/0e...\n", - " {'spotify': 'https://open.spotify.com/track/1a...\n", - " {'spotify': 'https://open.spotify.com/track/4s...\n", - " {'spotify': 'https://open.spotify.com/track/4O...\n", - " {'spotify': 'https://open.spotify.com/track/2r...\n", - " {'spotify': 'https://open.spotify.com/track/3p...\n", - " {'spotify': 'https://open.spotify.com/track/1u...\n", + " {'spotify': 'https://open.spotify.com/track/6U...\n", + " {'spotify': 'https://open.spotify.com/track/5h...\n", + " {'spotify': 'https://open.spotify.com/track/64...\n", + " {'spotify': 'https://open.spotify.com/track/1C...\n", + " {'spotify': 'https://open.spotify.com/track/2H...\n", + " {'spotify': 'https://open.spotify.com/track/3z...\n", + " {'spotify': 'https://open.spotify.com/track/7K...\n", + " {'spotify': 'https://open.spotify.com/track/4r...\n", + " {'spotify': 'https://open.spotify.com/track/1g...\n", " ...\n", " {'spotify': 'https://open.spotify.com/track/71...\n", " {'spotify': 'https://open.spotify.com/track/2z...\n", @@ -4108,17 +4695,41 @@ " {'spotify': 'https://open.spotify.com/track/6q...\n", " \n", " \n", + " gloom\n", + " 0.1245\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " ...\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " \n", + " \n", " href\n", - " https://api.spotify.com/v1/tracks/6tLALP9mi7Vb...\n", - " https://api.spotify.com/v1/tracks/3wxmJSQ3Z1Hf...\n", - " https://api.spotify.com/v1/tracks/4tCwsdqqG4jA...\n", " https://api.spotify.com/v1/tracks/0eECFDnWy0Rd...\n", - " https://api.spotify.com/v1/tracks/1amSa5xo79zI...\n", - " https://api.spotify.com/v1/tracks/4sLGaMl33I6m...\n", - " https://api.spotify.com/v1/tracks/4OrGm3fBdhlX...\n", - " https://api.spotify.com/v1/tracks/2rA36OZNb3Lk...\n", - " https://api.spotify.com/v1/tracks/3pcCifdPTc2B...\n", - " https://api.spotify.com/v1/tracks/1uRxyAup7OYr...\n", + " https://api.spotify.com/v1/tracks/6Unw1AAcpS1Z...\n", + " https://api.spotify.com/v1/tracks/5hfzW7LG97Hx...\n", + " https://api.spotify.com/v1/tracks/64lecUR19lBS...\n", + " https://api.spotify.com/v1/tracks/1CxhtUbe1o2P...\n", + " https://api.spotify.com/v1/tracks/2H7Y8wYixrSl...\n", + " https://api.spotify.com/v1/tracks/3zkFTfcboFcO...\n", + " https://api.spotify.com/v1/tracks/7KKglMFf5KV0...\n", + " https://api.spotify.com/v1/tracks/4raxzmnFq93j...\n", + " https://api.spotify.com/v1/tracks/1gaAIZ4vGQ6Q...\n", " ...\n", " https://api.spotify.com/v1/tracks/71wIOoaoVMUw...\n", " https://api.spotify.com/v1/tracks/2zYmvi3w2T8a...\n", @@ -4133,16 +4744,16 @@ " \n", " \n", " id\n", - " 6tLALP9mi7VbNC7s16iBRK\n", - " 3wxmJSQ3Z1HfAuxeHQoZcE\n", - " 4tCwsdqqG4jASHhbsMHCx0\n", " 0eECFDnWy0RdjMmJ8NOeAL\n", - " 1amSa5xo79zINsgrpNlNge\n", - " 4sLGaMl33I6mcsk7u4xHAU\n", - " 4OrGm3fBdhlXuHtRBoLUMW\n", - " 2rA36OZNb3LkvqcNro1ugK\n", - " 3pcCifdPTc2BbqmWpEhtUd\n", - " 1uRxyAup7OYrlh2SHJb80N\n", + " 6Unw1AAcpS1ZgZoRlj2jxA\n", + " 5hfzW7LG97Hxv62HHUKgaj\n", + " 64lecUR19lBSu317AzVZv3\n", + " 1CxhtUbe1o2PeMM3l5Kch6\n", + " 2H7Y8wYixrSlKJoaZ1N2yl\n", + " 3zkFTfcboFcOdno0CHCmTc\n", + " 7KKglMFf5KV0PIDSAOqfnH\n", + " 4raxzmnFq93jfKC8c3xcIv\n", + " 1gaAIZ4vGQ6QvDUgN2Xyus\n", " ...\n", " 71wIOoaoVMUwskK5yCXZL4\n", " 2zYmvi3w2T8a9Ckrv21bvW\n", @@ -4157,16 +4768,16 @@ " \n", " \n", " instrumentalness\n", - " 0.884\n", - " 0.84\n", - " 0.411\n", " 0.898\n", - " 0.336\n", - " 0.76\n", - " 0.0799\n", - " 0.737\n", - " 0.271\n", - " 0.857\n", + " 0.773\n", + " 0.938\n", + " 0.0772\n", + " 0.937\n", + " 0.936\n", + " 0.00018\n", + " 0.834\n", + " 0.641\n", + " 0.849\n", " ...\n", " 0.879\n", " 0.0165\n", @@ -4181,16 +4792,16 @@ " \n", " \n", " key\n", - " 0\n", - " 5\n", - " 4\n", " 7\n", " 2\n", " 2\n", - " 7\n", - " 3\n", - " 11\n", + " 0\n", " 9\n", + " 0\n", + " 7\n", + " 0\n", + " 10\n", + " 4\n", " ...\n", " 9\n", " 2\n", @@ -4205,17 +4816,17 @@ " \n", " \n", " liveness\n", - " 0.0831\n", - " 0.141\n", - " 0.212\n", " 0.0896\n", - " 0.0826\n", - " 0.13\n", - " 0.191\n", - " 0.0884\n", - " 0.109\n", - " 0.126\n", - " ...\n", + " 0.0846\n", + " 0.0951\n", + " 0.117\n", + " 0.111\n", + " 0.119\n", + " 0.611\n", + " 0.232\n", + " 0.0812\n", + " 0.115\n", + " ...\n", " 0.107\n", " 0.129\n", " 0.0883\n", @@ -4229,16 +4840,16 @@ " \n", " \n", " loudness\n", - " -7.596\n", - " -10.993\n", - " -8.423\n", " -11.521\n", - " -8.78\n", - " -17.536\n", - " -12.279\n", - " -9.804\n", - " -6.52\n", - " -13.207\n", + " -9.633\n", + " -8.405\n", + " -7.023\n", + " -13.055\n", + " -7.97\n", + " -7.806\n", + " -12.43\n", + " -12.403\n", + " -9.477\n", " ...\n", " -8.316\n", " -10.059\n", @@ -4252,17 +4863,65 @@ " -10.739\n", " \n", " \n", + " lyrical_density\n", + " 0.0933886\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " ...\n", + " 0.76415\n", + " 0.39616\n", + " 1.15147\n", + " 0.688705\n", + " 0.479621\n", + " 0.711075\n", + " 0.749795\n", + " 0.56501\n", + " 0.399221\n", + " 0.340346\n", + " \n", + " \n", + " lyrics\n", + " you are not mine and i am not yours and that's...\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " ...\n", + " he's bitter and twisted he knows what he wants...\n", + " and the wise man said i don't want to hear you...\n", + " been thinking about you your records are here ...\n", + " destiny, destiny protect me from the world des...\n", + " soul destroyed with clever toys for little boy...\n", + " i never wanted anything but this i worked hard...\n", + " i can't afford to breathe in this time nowhere...\n", + " please forget the words that i just blurted ou...\n", + " i feel better i feel better now you've gone i ...\n", + " in my mind and nailed into my heels all the ti...\n", + " \n", + " \n", " mode\n", - " 0\n", " 1\n", - " 0\n", " 1\n", " 0\n", + " 1\n", " 0\n", " 1\n", " 1\n", " 1\n", " 0\n", + " 0\n", " ...\n", " 1\n", " 1\n", @@ -4277,16 +4936,16 @@ " \n", " \n", " name\n", - " Bloom\n", - " Morning Mr Magpie\n", - " Little By Little\n", " Feral\n", - " Lotus Flower\n", - " Codex\n", - " Give Up The Ghost\n", - " Separator\n", - " Burn the Witch\n", - " Daydreaming\n", + " Little By Little (Caribou Rmx)\n", + " Lotus Flower (Jacques Greene Rmx)\n", + " Morning Mr Magpie (Nathan Fake Rmx)\n", + " Bloom (Harmonic 313 Rmx)\n", + " Bloom (Mark Pritchard Rmx)\n", + " Feral (Lone RMX)\n", + " Morning Mr Magpie (Pearson Sound Scavenger RMX)\n", + " Separator (Four Tet RMX)\n", + " Give Up The Ghost (Thriller Houseghost Remix)\n", " ...\n", " How Do You?\n", " Stop Whispering\n", @@ -4300,41 +4959,65 @@ " Blow Out\n", " \n", " \n", + " original_lyrics\n", + " \\n\\n[Verse]\\nYou are not mine\\nAnd I am not yo...\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " ...\n", + " \\n\\n[Verse 1]\\nHe's bitter and twisted\\nHe kno...\n", + " \\n\\n[Verse 1]\\nAnd the wise man said I don't w...\n", + " \\n\\n[Verse 1]\\nBeen thinking about you\\nYour r...\n", + " \\n\\n[Verse 1]\\nDestiny, destiny protect me fro...\n", + " \\n\\n[Verse 1]\\nSoul destroyed with clever toys...\n", + " \\n\\n[Verse 1]\\nI never wanted anything but thi...\n", + " \\n\\n[Verse 1]\\nI can't afford to breathe in th...\n", + " \\n\\n[Verse 1]\\nPlease forget the words that I ...\n", + " \\n\\n[Verse 1]\\nI feel better\\nI feel better no...\n", + " \\n\\n[Verse 1]\\nIn my mind\\nAnd nailed into my ...\n", + " \n", + " \n", " popularity\n", - " 47\n", - " 45\n", + " 43\n", " 44\n", - " 42\n", - " 54\n", - " 51\n", - " 45\n", - " 47\n", - " 62\n", - " 60\n", - " ...\n", - " 41\n", " 44\n", - " 45\n", - " 45\n", - " 39\n", + " 40\n", " 39\n", " 38\n", " 38\n", + " 37\n", " 38\n", + " 37\n", + " ...\n", + " 43\n", + " 45\n", + " 46\n", + " 46\n", + " 40\n", + " 40\n", + " 40\n", " 39\n", + " 40\n", + " 41\n", " \n", " \n", " preview_url\n", - " https://p.scdn.co/mp3-preview/1f06ac997e3f6e9b...\n", - " https://p.scdn.co/mp3-preview/88e1ea3713ddc68f...\n", - " https://p.scdn.co/mp3-preview/9677d537851e5091...\n", " https://p.scdn.co/mp3-preview/9dc0af2fa010c41d...\n", - " https://p.scdn.co/mp3-preview/dead2fbe5cece1a2...\n", - " https://p.scdn.co/mp3-preview/1022e7001ecff7cf...\n", - " https://p.scdn.co/mp3-preview/16fb53b598cb153e...\n", - " https://p.scdn.co/mp3-preview/32f41947c08dae34...\n", - " https://p.scdn.co/mp3-preview/c5b0b198ee3f0459...\n", - " https://p.scdn.co/mp3-preview/fbf970f6ee1e7d84...\n", + " https://p.scdn.co/mp3-preview/0e4982f830936c3c...\n", + " https://p.scdn.co/mp3-preview/fb82884344aaffd3...\n", + " https://p.scdn.co/mp3-preview/e8aa276e76b8e753...\n", + " https://p.scdn.co/mp3-preview/686816b702063d96...\n", + " https://p.scdn.co/mp3-preview/7e51561e95c5a3aa...\n", + " https://p.scdn.co/mp3-preview/3d4ad1a19809193c...\n", + " https://p.scdn.co/mp3-preview/c62871a98cd382a0...\n", + " https://p.scdn.co/mp3-preview/d7e13aaa8cf0f949...\n", + " https://p.scdn.co/mp3-preview/19cf8afa026a7449...\n", " ...\n", " https://p.scdn.co/mp3-preview/b99a13688f7d39b0...\n", " https://p.scdn.co/mp3-preview/397951413134fe02...\n", @@ -4348,17 +5031,41 @@ " https://p.scdn.co/mp3-preview/69a5564e6733d6d2...\n", " \n", " \n", + " sentiment\n", + " {'probability': {'pos': 0.5347839139034816, 'n...\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " ...\n", + " {'probability': {'pos': 0.7154238539707657, 'n...\n", + " {'probability': {'pos': 0.14401774438176765, '...\n", + " {'probability': {'pos': 0.20834015470559455, '...\n", + " {'probability': {'pos': 0.37346493338226217, '...\n", + " {'probability': {'pos': 0.34086279665703845, '...\n", + " {'probability': {'pos': 0.11670905100312225, '...\n", + " {'probability': {'pos': 0.1849939345419322, 'n...\n", + " {'probability': {'pos': 0.15026967254930432, '...\n", + " {'probability': {'pos': 0.262975963283913, 'ne...\n", + " {'probability': {'pos': 0.3796885990250341, 'n...\n", + " \n", + " \n", " speechiness\n", - " 0.157\n", - " 0.052\n", - " 0.0376\n", " 0.0974\n", - " 0.0321\n", - " 0.0301\n", - " 0.0299\n", - " 0.056\n", - " 0.0297\n", - " 0.0323\n", + " 0.0601\n", + " 0.0327\n", + " 0.232\n", + " 0.0536\n", + " 0.0325\n", + " 0.174\n", + " 0.0674\n", + " 0.0716\n", + " 0.102\n", " ...\n", " 0.084\n", " 0.0472\n", @@ -4373,16 +5080,16 @@ " \n", " \n", " tempo\n", - " 149.722\n", - " 70.124\n", - " 115.625\n", " 135.991\n", - " 127.997\n", - " 58.993\n", - " 79.652\n", - " 113.808\n", - " 148.937\n", - " 137.848\n", + " 115.62\n", + " 127.982\n", + " 139.976\n", + " 150.023\n", + " 75.007\n", + " 134.938\n", + " 132.035\n", + " 113.752\n", + " 119.968\n", " ...\n", " 147.362\n", " 122.37\n", @@ -4404,9 +5111,9 @@ " 4\n", " 4\n", " 4\n", + " 3\n", " 4\n", " 4\n", - " 3\n", " ...\n", " 4\n", " 4\n", @@ -4421,16 +5128,16 @@ " \n", " \n", " track_href\n", - " https://api.spotify.com/v1/tracks/6tLALP9mi7Vb...\n", - " https://api.spotify.com/v1/tracks/3wxmJSQ3Z1Hf...\n", - " https://api.spotify.com/v1/tracks/4tCwsdqqG4jA...\n", " https://api.spotify.com/v1/tracks/0eECFDnWy0Rd...\n", - " https://api.spotify.com/v1/tracks/1amSa5xo79zI...\n", - " https://api.spotify.com/v1/tracks/4sLGaMl33I6m...\n", - " https://api.spotify.com/v1/tracks/4OrGm3fBdhlX...\n", - " https://api.spotify.com/v1/tracks/2rA36OZNb3Lk...\n", - " https://api.spotify.com/v1/tracks/3pcCifdPTc2B...\n", - " https://api.spotify.com/v1/tracks/1uRxyAup7OYr...\n", + " https://api.spotify.com/v1/tracks/6Unw1AAcpS1Z...\n", + " https://api.spotify.com/v1/tracks/5hfzW7LG97Hx...\n", + " https://api.spotify.com/v1/tracks/64lecUR19lBS...\n", + " https://api.spotify.com/v1/tracks/1CxhtUbe1o2P...\n", + " https://api.spotify.com/v1/tracks/2H7Y8wYixrSl...\n", + " https://api.spotify.com/v1/tracks/3zkFTfcboFcO...\n", + " https://api.spotify.com/v1/tracks/7KKglMFf5KV0...\n", + " https://api.spotify.com/v1/tracks/4raxzmnFq93j...\n", + " https://api.spotify.com/v1/tracks/1gaAIZ4vGQ6Q...\n", " ...\n", " https://api.spotify.com/v1/tracks/71wIOoaoVMUw...\n", " https://api.spotify.com/v1/tracks/2zYmvi3w2T8a...\n", @@ -4445,6 +5152,7 @@ " \n", " \n", " track_number\n", + " 4\n", " 1\n", " 2\n", " 3\n", @@ -4453,8 +5161,7 @@ " 6\n", " 7\n", " 8\n", - " 1\n", - " 2\n", + " 9\n", " ...\n", " 3\n", " 4\n", @@ -4493,16 +5200,16 @@ " \n", " \n", " uri\n", - " spotify:track:6tLALP9mi7VbNC7s16iBRK\n", - " spotify:track:3wxmJSQ3Z1HfAuxeHQoZcE\n", - " spotify:track:4tCwsdqqG4jASHhbsMHCx0\n", " spotify:track:0eECFDnWy0RdjMmJ8NOeAL\n", - " spotify:track:1amSa5xo79zINsgrpNlNge\n", - " spotify:track:4sLGaMl33I6mcsk7u4xHAU\n", - " spotify:track:4OrGm3fBdhlXuHtRBoLUMW\n", - " spotify:track:2rA36OZNb3LkvqcNro1ugK\n", - " spotify:track:3pcCifdPTc2BbqmWpEhtUd\n", - " spotify:track:1uRxyAup7OYrlh2SHJb80N\n", + " spotify:track:6Unw1AAcpS1ZgZoRlj2jxA\n", + " spotify:track:5hfzW7LG97Hxv62HHUKgaj\n", + " spotify:track:64lecUR19lBSu317AzVZv3\n", + " spotify:track:1CxhtUbe1o2PeMM3l5Kch6\n", + " spotify:track:2H7Y8wYixrSlKJoaZ1N2yl\n", + " spotify:track:3zkFTfcboFcOdno0CHCmTc\n", + " spotify:track:7KKglMFf5KV0PIDSAOqfnH\n", + " spotify:track:4raxzmnFq93jfKC8c3xcIv\n", + " spotify:track:1gaAIZ4vGQ6QvDUgN2Xyus\n", " ...\n", " spotify:track:71wIOoaoVMUwskK5yCXZL4\n", " spotify:track:2zYmvi3w2T8a9Ckrv21bvW\n", @@ -4517,16 +5224,16 @@ " \n", " \n", " valence\n", - " 0.325\n", - " 0.407\n", - " 0.602\n", " 0.751\n", - " 0.603\n", - " 0.0629\n", - " 0.157\n", - " 0.666\n", - " 0.625\n", - " 0.115\n", + " 0.131\n", + " 0.171\n", + " 0.837\n", + " 0.172\n", + " 0.287\n", + " 0.208\n", + " 0.0894\n", + " 0.309\n", + " 0.145\n", " ...\n", " 0.264\n", " 0.279\n", @@ -4541,369 +5248,439 @@ " \n", " \n", "\n", - "

34 rows × 146 columns

\n", + "

41 rows × 146 columns

\n", "" ], "text/plain": [ " 0 \\\n", - "_id 6tLALP9mi7VbNC7s16iBRK \n", - "acousticness 0.62 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "_id 0eECFDnWy0RdjMmJ8NOeAL \n", + "acousticness 0.00101 \n", + "album {'name': 'The King Of Limbs', 'images': [{'wid... \n", "album_id 1DBkJIEoeHrTX4WCBQGcCi \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/6tLA... \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/0eEC... \n", "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", "artist_name Radiohead \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", - "danceability 0.518 \n", + "complexity 0.349377 \n", + "ctitle feral \n", + "danceability 0.49 \n", "disc_number 1 \n", - "duration_ms 313671 \n", - "energy 0.959 \n", + "duration_ms 192743 \n", + "energy 0.777 \n", "explicit False \n", - "external_ids {'isrc': 'GBU4B1100003'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/6t... \n", - "href https://api.spotify.com/v1/tracks/6tLALP9mi7Vb... \n", - "id 6tLALP9mi7VbNC7s16iBRK \n", - "instrumentalness 0.884 \n", - "key 0 \n", - "liveness 0.0831 \n", - "loudness -7.596 \n", - "mode 0 \n", - "name Bloom \n", - "popularity 47 \n", - "preview_url https://p.scdn.co/mp3-preview/1f06ac997e3f6e9b... \n", - "speechiness 0.157 \n", - "tempo 149.722 \n", + "external_ids {'isrc': 'GBU4B1100006'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/0e... \n", + "gloom 0.1245 \n", + "href https://api.spotify.com/v1/tracks/0eECFDnWy0Rd... \n", + "id 0eECFDnWy0RdjMmJ8NOeAL \n", + "instrumentalness 0.898 \n", + "key 7 \n", + "liveness 0.0896 \n", + "loudness -11.521 \n", + "lyrical_density 0.0933886 \n", + "lyrics you are not mine and i am not yours and that's... \n", + "mode 1 \n", + "name Feral \n", + "original_lyrics \\n\\n[Verse]\\nYou are not mine\\nAnd I am not yo... \n", + "popularity 43 \n", + "preview_url https://p.scdn.co/mp3-preview/9dc0af2fa010c41d... \n", + "sentiment {'probability': {'pos': 0.5347839139034816, 'n... \n", + "speechiness 0.0974 \n", + "tempo 135.991 \n", "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/6tLALP9mi7Vb... \n", - "track_number 1 \n", + "track_href https://api.spotify.com/v1/tracks/0eECFDnWy0Rd... \n", + "track_number 4 \n", "type audio_features \n", - "uri spotify:track:6tLALP9mi7VbNC7s16iBRK \n", - "valence 0.325 \n", + "uri spotify:track:0eECFDnWy0RdjMmJ8NOeAL \n", + "valence 0.751 \n", "\n", " 1 \\\n", - "_id 3wxmJSQ3Z1HfAuxeHQoZcE \n", - "acousticness 0.42 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", - "album_id 1DBkJIEoeHrTX4WCBQGcCi \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/3wxm... \n", + "_id 6Unw1AAcpS1ZgZoRlj2jxA \n", + "acousticness 0.00822 \n", + "album {'name': 'TKOL RMX 1234567', 'images': [{'widt... \n", + "album_id 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four tet rmx \n", + "danceability 0.461 \n", "disc_number 1 \n", - "duration_ms 220609 \n", - "energy 0.847 \n", + "duration_ms 423000 \n", + "energy 0.455 \n", "explicit False \n", - "external_ids {'isrc': 'GBBKS1600071'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/3p... \n", - "href https://api.spotify.com/v1/tracks/3pcCifdPTc2B... \n", - "id 3pcCifdPTc2BbqmWpEhtUd \n", - "instrumentalness 0.271 \n", - "key 11 \n", - "liveness 0.109 \n", - "loudness -6.52 \n", - "mode 1 \n", - "name Burn the Witch \n", - "popularity 62 \n", - "preview_url https://p.scdn.co/mp3-preview/c5b0b198ee3f0459... \n", - "speechiness 0.0297 \n", - "tempo 148.937 \n", + "external_ids {'isrc': 'GBU4B1100019'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/4r... \n", + "gloom NaN \n", + "href https://api.spotify.com/v1/tracks/4raxzmnFq93j... \n", + "id 4raxzmnFq93jfKC8c3xcIv \n", + "instrumentalness 0.641 \n", + "key 10 \n", + "liveness 0.0812 \n", + "loudness -12.403 \n", + "lyrical_density NaN \n", + "lyrics NaN \n", + "mode 0 \n", + "name Separator (Four Tet RMX) \n", + "original_lyrics NaN \n", + "popularity 38 \n", + "preview_url https://p.scdn.co/mp3-preview/d7e13aaa8cf0f949... \n", + "sentiment NaN \n", + "speechiness 0.0716 \n", + "tempo 113.752 \n", "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/3pcCifdPTc2B... \n", - "track_number 1 \n", + "track_href https://api.spotify.com/v1/tracks/4raxzmnFq93j... \n", + "track_number 8 \n", "type audio_features \n", - "uri spotify:track:3pcCifdPTc2BbqmWpEhtUd \n", - "valence 0.625 \n", + "uri spotify:track:4raxzmnFq93jfKC8c3xcIv \n", + "valence 0.309 \n", "\n", " 9 \\\n", - "_id 1uRxyAup7OYrlh2SHJb80N \n", - "acousticness 0.968 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", - "album_id 6vuykQgDLUCiZ7YggIpLM9 \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/1uRx... \n", + "_id 1gaAIZ4vGQ6QvDUgN2Xyus \n", + "acousticness 0.313 \n", + "album {'name': 'TKOL RMX 1234567', 'images': [{'widt... \n", + "album_id 47xaqCsJcYFWqD1gwujl1T \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/1gaA... \n", "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", "artist_name Radiohead \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", - "danceability 0.299 \n", + "complexity NaN \n", + "ctitle give up the ghost thriller houseghost remix \n", + "danceability 0.596 \n", "disc_number 1 \n", - "duration_ms 384439 \n", - "energy 0.263 \n", + "duration_ms 373760 \n", + "energy 0.894 \n", "explicit False \n", - "external_ids {'isrc': 'GBBKS1600072'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/1u... \n", - "href https://api.spotify.com/v1/tracks/1uRxyAup7OYr... \n", - "id 1uRxyAup7OYrlh2SHJb80N \n", - "instrumentalness 0.857 \n", - "key 9 \n", - "liveness 0.126 \n", - "loudness -13.207 \n", + "external_ids {'isrc': 'GBU4B1100031'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/1g... \n", + "gloom NaN \n", + "href https://api.spotify.com/v1/tracks/1gaAIZ4vGQ6Q... \n", + "id 1gaAIZ4vGQ6QvDUgN2Xyus \n", + "instrumentalness 0.849 \n", + "key 4 \n", + "liveness 0.115 \n", + "loudness -9.477 \n", + "lyrical_density NaN \n", + "lyrics NaN \n", "mode 0 \n", - "name Daydreaming \n", - "popularity 60 \n", - "preview_url https://p.scdn.co/mp3-preview/fbf970f6ee1e7d84... \n", - "speechiness 0.0323 \n", - "tempo 137.848 \n", - "time_signature 3 \n", - "track_href https://api.spotify.com/v1/tracks/1uRxyAup7OYr... \n", - "track_number 2 \n", + "name Give Up The Ghost (Thriller Houseghost Remix) \n", + "original_lyrics NaN \n", + "popularity 37 \n", + "preview_url https://p.scdn.co/mp3-preview/19cf8afa026a7449... \n", + "sentiment NaN \n", + "speechiness 0.102 \n", + "tempo 119.968 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/1gaAIZ4vGQ6Q... \n", + "track_number 9 \n", "type audio_features \n", - "uri spotify:track:1uRxyAup7OYrlh2SHJb80N \n", - "valence 0.115 \n", + "uri spotify:track:1gaAIZ4vGQ6QvDUgN2Xyus \n", + "valence 0.145 \n", "\n", " ... \\\n", "_id ... \n", @@ -4915,6 +5692,8 @@ "artist_name ... \n", "artists ... \n", "available_markets ... \n", + "complexity ... \n", + "ctitle ... \n", "danceability ... \n", "disc_number ... \n", "duration_ms ... \n", @@ -4922,16 +5701,21 @@ "explicit ... \n", "external_ids ... \n", "external_urls ... \n", + "gloom ... \n", "href ... \n", "id ... \n", "instrumentalness ... \n", "key ... \n", "liveness ... \n", "loudness ... \n", + "lyrical_density ... \n", + "lyrics ... \n", "mode ... \n", "name ... \n", + "original_lyrics ... \n", "popularity ... \n", "preview_url ... \n", + "sentiment ... \n", "speechiness ... \n", "tempo ... \n", "time_signature ... \n", @@ -4944,13 +5728,15 @@ " 136 \\\n", "_id 71wIOoaoVMUwskK5yCXZL4 \n", "acousticness 0.000659 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Pablo Honey', 'images': [{'width': 6... \n", "album_id 6400dnyeDyD2mIFHfkwHXN \n", "analysis_url https://api.spotify.com/v1/audio-analysis/71wI... \n", "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", "artist_name Radiohead \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "complexity NaN \n", + "ctitle how do you \n", "danceability 0.185 \n", "disc_number 1 \n", "duration_ms 132173 \n", @@ -4958,16 +5744,21 @@ "explicit False \n", "external_ids {'isrc': 'GBAYE9300105'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/71... \n", + "gloom NaN \n", "href https://api.spotify.com/v1/tracks/71wIOoaoVMUw... \n", "id 71wIOoaoVMUwskK5yCXZL4 \n", "instrumentalness 0.879 \n", "key 9 \n", "liveness 0.107 \n", "loudness -8.316 \n", + "lyrical_density 0.76415 \n", + "lyrics he's bitter and twisted he knows what he wants... \n", "mode 1 \n", "name How Do You? \n", - "popularity 41 \n", + "original_lyrics \\n\\n[Verse 1]\\nHe's bitter and twisted\\nHe kno... \n", + "popularity 43 \n", "preview_url https://p.scdn.co/mp3-preview/b99a13688f7d39b0... \n", + "sentiment {'probability': {'pos': 0.7154238539707657, 'n... \n", "speechiness 0.084 \n", "tempo 147.362 \n", "time_signature 4 \n", @@ -4980,13 +5771,15 @@ " 137 \\\n", "_id 2zYmvi3w2T8a9Ckrv21bvW \n", "acousticness 0.000849 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Pablo Honey', 'images': [{'width': 6... \n", "album_id 6400dnyeDyD2mIFHfkwHXN \n", "analysis_url https://api.spotify.com/v1/audio-analysis/2zYm... \n", "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", "artist_name Radiohead \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "complexity NaN \n", + "ctitle stop whispering \n", "danceability 0.212 \n", "disc_number 1 \n", "duration_ms 325627 \n", @@ -4994,16 +5787,21 @@ "explicit False \n", "external_ids {'isrc': 'GBAYE9300106'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/2z... \n", + "gloom NaN \n", "href https://api.spotify.com/v1/tracks/2zYmvi3w2T8a... \n", "id 2zYmvi3w2T8a9Ckrv21bvW \n", "instrumentalness 0.0165 \n", "key 2 \n", "liveness 0.129 \n", "loudness -10.059 \n", + "lyrical_density 0.39616 \n", + "lyrics and the wise man said i don't want to hear you... \n", "mode 1 \n", "name Stop Whispering \n", - "popularity 44 \n", + "original_lyrics \\n\\n[Verse 1]\\nAnd the wise man said I don't w... \n", + "popularity 45 \n", "preview_url https://p.scdn.co/mp3-preview/397951413134fe02... \n", + "sentiment {'probability': {'pos': 0.14401774438176765, '... \n", "speechiness 0.0472 \n", "tempo 122.37 \n", "time_signature 4 \n", @@ -5016,13 +5814,15 @@ " 138 \\\n", "_id 3ovbSnT5NNhl1gzMcw1NRZ \n", "acousticness 0.704 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Pablo Honey', 'images': [{'width': 6... \n", "album_id 6400dnyeDyD2mIFHfkwHXN \n", "analysis_url https://api.spotify.com/v1/audio-analysis/3ovb... \n", "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", "artist_name Radiohead \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "complexity NaN \n", + "ctitle thinking about you \n", "danceability 0.364 \n", "disc_number 1 \n", "duration_ms 161533 \n", @@ -5030,16 +5830,21 @@ "explicit False \n", "external_ids {'isrc': 'GBAYE9200114'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/3o... \n", + "gloom NaN \n", "href https://api.spotify.com/v1/tracks/3ovbSnT5NNhl... \n", "id 3ovbSnT5NNhl1gzMcw1NRZ \n", "instrumentalness 7.71e-06 \n", "key 7 \n", "liveness 0.0883 \n", "loudness -14.134 \n", + "lyrical_density 1.15147 \n", + "lyrics been thinking about you your records are here ... \n", "mode 1 \n", "name Thinking About You \n", - "popularity 45 \n", + "original_lyrics \\n\\n[Verse 1]\\nBeen thinking about you\\nYour r... \n", + "popularity 46 \n", "preview_url https://p.scdn.co/mp3-preview/ec90a4cef1ff0cbf... \n", + "sentiment {'probability': {'pos': 0.20834015470559455, '... \n", "speechiness 0.0331 \n", "tempo 103.44 \n", "time_signature 4 \n", @@ -5052,13 +5857,15 @@ " 139 \\\n", "_id 4NUc1M0CS7b6zvWoyvibju \n", "acousticness 0.000101 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Pablo Honey', 'images': [{'width': 6... \n", "album_id 6400dnyeDyD2mIFHfkwHXN \n", "analysis_url https://api.spotify.com/v1/audio-analysis/4NUc... \n", "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", "artist_name Radiohead \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "complexity NaN \n", + "ctitle anyone can play guitar \n", "danceability 0.294 \n", "disc_number 1 \n", "duration_ms 217800 \n", @@ -5066,16 +5873,21 @@ "explicit False \n", "external_ids {'isrc': 'GBAYE9300107'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/4N... \n", + "gloom NaN \n", "href https://api.spotify.com/v1/tracks/4NUc1M0CS7b6... \n", "id 4NUc1M0CS7b6zvWoyvibju \n", "instrumentalness 0.000756 \n", "key 4 \n", "liveness 0.333 \n", "loudness -10.772 \n", + "lyrical_density 0.688705 \n", + "lyrics destiny, destiny protect me from the world des... \n", "mode 0 \n", "name Anyone Can Play Guitar \n", - "popularity 45 \n", + "original_lyrics \\n\\n[Verse 1]\\nDestiny, destiny protect me fro... \n", + "popularity 46 \n", "preview_url https://p.scdn.co/mp3-preview/76e430500d399da2... \n", + "sentiment {'probability': {'pos': 0.37346493338226217, '... \n", "speechiness 0.0547 \n", "tempo 150.845 \n", "time_signature 4 \n", @@ -5088,13 +5900,15 @@ " 140 \\\n", "_id 4nklmaiY4gfQI3SB1sLGsd \n", "acousticness 1.93e-05 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Pablo Honey', 'images': [{'width': 6... \n", "album_id 6400dnyeDyD2mIFHfkwHXN \n", "analysis_url https://api.spotify.com/v1/audio-analysis/4nkl... \n", "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", "artist_name Radiohead \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "complexity NaN \n", + "ctitle ripcord \n", "danceability 0.256 \n", "disc_number 1 \n", "duration_ms 189733 \n", @@ -5102,16 +5916,21 @@ "explicit False \n", "external_ids {'isrc': 'GBAYE9300108'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/4n... \n", + "gloom NaN \n", "href https://api.spotify.com/v1/tracks/4nklmaiY4gfQ... \n", "id 4nklmaiY4gfQI3SB1sLGsd \n", "instrumentalness 0.366 \n", "key 2 \n", "liveness 0.322 \n", "loudness -10.436 \n", + "lyrical_density 0.479621 \n", + "lyrics soul destroyed with clever toys for little boy... \n", "mode 1 \n", "name Ripcord \n", - "popularity 39 \n", + "original_lyrics \\n\\n[Verse 1]\\nSoul destroyed with clever toys... \n", + "popularity 40 \n", "preview_url https://p.scdn.co/mp3-preview/a519caf188516bc5... \n", + "sentiment {'probability': {'pos': 0.34086279665703845, '... \n", "speechiness 0.0548 \n", "tempo 137.949 \n", "time_signature 4 \n", @@ -5124,13 +5943,15 @@ " 141 \\\n", "_id 11qDTSr3Dj4TkPnBcIOqEJ \n", "acousticness 0.00281 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Pablo Honey', 'images': [{'width': 6... \n", "album_id 6400dnyeDyD2mIFHfkwHXN \n", "analysis_url https://api.spotify.com/v1/audio-analysis/11qD... \n", "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", "artist_name Radiohead \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "complexity NaN \n", + "ctitle vegetable \n", "danceability 0.384 \n", "disc_number 1 \n", "duration_ms 192667 \n", @@ -5138,16 +5959,21 @@ "explicit False \n", "external_ids {'isrc': 'GBAYE9300109'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/11... \n", + "gloom NaN \n", "href https://api.spotify.com/v1/tracks/11qDTSr3Dj4T... \n", "id 11qDTSr3Dj4TkPnBcIOqEJ \n", "instrumentalness 0.569 \n", "key 6 \n", "liveness 0.187 \n", "loudness -8.868 \n", + "lyrical_density 0.711075 \n", + "lyrics i never wanted anything but this i worked hard... \n", "mode 1 \n", "name Vegetable \n", - "popularity 39 \n", + "original_lyrics \\n\\n[Verse 1]\\nI never wanted anything but thi... \n", + "popularity 40 \n", "preview_url https://p.scdn.co/mp3-preview/22dd1bf01746cb6d... \n", + "sentiment {'probability': {'pos': 0.11670905100312225, '... \n", "speechiness 0.0339 \n", "tempo 105.852 \n", "time_signature 4 \n", @@ -5160,13 +5986,15 @@ " 142 \\\n", "_id 4D6ZExVvYLZxhcAvifX5px \n", "acousticness 0.000849 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Pablo Honey', 'images': [{'width': 6... \n", "album_id 6400dnyeDyD2mIFHfkwHXN \n", "analysis_url https://api.spotify.com/v1/audio-analysis/4D6Z... \n", "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", "artist_name Radiohead \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "complexity NaN \n", + "ctitle prove yourself \n", "danceability 0.25 \n", "disc_number 1 \n", "duration_ms 145373 \n", @@ -5174,16 +6002,21 @@ "explicit False \n", "external_ids {'isrc': 'GBAYE9200115'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/4D... \n", + "gloom NaN \n", "href https://api.spotify.com/v1/tracks/4D6ZExVvYLZx... \n", "id 4D6ZExVvYLZxhcAvifX5px \n", "instrumentalness 0.0848 \n", "key 0 \n", "liveness 0.175 \n", "loudness -10.915 \n", + "lyrical_density 0.749795 \n", + "lyrics i can't afford to breathe in this time nowhere... \n", "mode 1 \n", "name Prove Yourself \n", - "popularity 38 \n", + "original_lyrics \\n\\n[Verse 1]\\nI can't afford to breathe in th... \n", + "popularity 40 \n", "preview_url https://p.scdn.co/mp3-preview/6d62fc6cd2849212... \n", + "sentiment {'probability': {'pos': 0.1849939345419322, 'n... \n", "speechiness 0.0611 \n", "tempo 114.098 \n", "time_signature 4 \n", @@ -5196,13 +6029,15 @@ " 143 \\\n", "_id 48IEDejXX5LH8TAC3VIGpc \n", "acousticness 0.00968 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Pablo Honey', 'images': [{'width': 6... \n", "album_id 6400dnyeDyD2mIFHfkwHXN \n", "analysis_url https://api.spotify.com/v1/audio-analysis/48IE... \n", "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", "artist_name Radiohead \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "complexity NaN \n", + "ctitle i cant \n", "danceability 0.284 \n", "disc_number 1 \n", "duration_ms 253093 \n", @@ -5210,16 +6045,21 @@ "explicit False \n", "external_ids {'isrc': 'GBAYE9300110'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/48... \n", + "gloom NaN \n", "href https://api.spotify.com/v1/tracks/48IEDejXX5LH... \n", "id 48IEDejXX5LH8TAC3VIGpc \n", "instrumentalness 0.3 \n", "key 7 \n", "liveness 0.118 \n", "loudness -10.256 \n", + "lyrical_density 0.56501 \n", + "lyrics please forget the words that i just blurted ou... \n", "mode 1 \n", "name I Can't \n", - "popularity 38 \n", + "original_lyrics \\n\\n[Verse 1]\\nPlease forget the words that I ... \n", + "popularity 39 \n", "preview_url https://p.scdn.co/mp3-preview/516d9e9499a86318... \n", + "sentiment {'probability': {'pos': 0.15026967254930432, '... \n", "speechiness 0.0595 \n", "tempo 106.108 \n", "time_signature 4 \n", @@ -5232,13 +6072,15 @@ " 144 \\\n", "_id 2B5P22cfUadACK7jLQegU6 \n", "acousticness 0.000135 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Pablo Honey', 'images': [{'width': 6... \n", "album_id 6400dnyeDyD2mIFHfkwHXN \n", "analysis_url https://api.spotify.com/v1/audio-analysis/2B5P... \n", "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", "artist_name Radiohead \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "complexity NaN \n", + "ctitle lurgee \n", "danceability 0.42 \n", "disc_number 1 \n", "duration_ms 187867 \n", @@ -5246,16 +6088,21 @@ "explicit False \n", "external_ids {'isrc': 'GBAYE9200116'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/2B... \n", + "gloom NaN \n", "href https://api.spotify.com/v1/tracks/2B5P22cfUadA... \n", "id 2B5P22cfUadACK7jLQegU6 \n", "instrumentalness 0.399 \n", "key 0 \n", "liveness 0.111 \n", "loudness -12.298 \n", + "lyrical_density 0.399221 \n", + "lyrics i feel better i feel better now you've gone i ... \n", "mode 1 \n", "name Lurgee \n", - "popularity 38 \n", + "original_lyrics \\n\\n[Verse 1]\\nI feel better\\nI feel better no... \n", + "popularity 40 \n", "preview_url https://p.scdn.co/mp3-preview/ae0de4e9b90a15a7... \n", + "sentiment {'probability': {'pos': 0.262975963283913, 'ne... \n", "speechiness 0.0268 \n", "tempo 101.9 \n", "time_signature 4 \n", @@ -5268,13 +6115,15 @@ " 145 \n", "_id 6qttbImnJ5wuA8AtDKEy18 \n", "acousticness 0.000465 \n", - "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album {'name': 'Pablo Honey', 'images': [{'width': 6... \n", "album_id 6400dnyeDyD2mIFHfkwHXN \n", "analysis_url https://api.spotify.com/v1/audio-analysis/6qtt... \n", "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", "artist_name Radiohead \n", - "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "artists [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "complexity NaN \n", + "ctitle blow out \n", "danceability 0.284 \n", "disc_number 1 \n", "duration_ms 282067 \n", @@ -5282,16 +6131,21 @@ "explicit False \n", "external_ids {'isrc': 'GBAYE9300111'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/6q... \n", + "gloom NaN \n", "href https://api.spotify.com/v1/tracks/6qttbImnJ5wu... \n", "id 6qttbImnJ5wuA8AtDKEy18 \n", "instrumentalness 0.382 \n", "key 11 \n", "liveness 0.24 \n", "loudness -10.739 \n", + "lyrical_density 0.340346 \n", + "lyrics in my mind and nailed into my heels all the ti... \n", "mode 0 \n", "name Blow Out \n", - "popularity 39 \n", + "original_lyrics \\n\\n[Verse 1]\\nIn my mind\\nAnd nailed into my ... \n", + "popularity 41 \n", "preview_url https://p.scdn.co/mp3-preview/69a5564e6733d6d2... \n", + "sentiment {'probability': {'pos': 0.3796885990250341, 'n... \n", "speechiness 0.0506 \n", "tempo 141.539 \n", "time_signature 4 \n", @@ -5301,10 +6155,10 @@ "uri spotify:track:6qttbImnJ5wuA8AtDKEy18 \n", "valence 0.287 \n", "\n", - "[34 rows x 146 columns]" + "[41 rows x 146 columns]" ] }, - "execution_count": 56, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -5323,7 +6177,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 12, "metadata": { "collapsed": false }, @@ -5331,18 +6185,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 59, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -5355,7 +6209,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 13, "metadata": { "collapsed": false }, @@ -5363,10 +6217,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 60, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, @@ -5374,7 +6228,7 @@ "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -5401,7 +6255,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 38, "metadata": { "collapsed": false }, @@ -5424,7 +6278,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 39, "metadata": { "collapsed": false }, @@ -5435,7 +6289,7 @@ "586" ] }, - "execution_count": 62, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -5448,7 +6302,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 40, "metadata": { "collapsed": false }, @@ -5459,7 +6313,7 @@ "604" ] }, - "execution_count": 63, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -5479,7 +6333,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 41, "metadata": { "collapsed": false }, @@ -5508,7 +6362,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 42, "metadata": { "collapsed": false }, @@ -5516,10 +6370,10 @@ { "data": { "text/plain": [ - "402" + "1071" ] }, - "execution_count": 65, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -5531,7 +6385,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 43, "metadata": { "collapsed": false }, @@ -5539,10 +6393,10 @@ { "data": { "text/plain": [ - "611" + "1071" ] }, - "execution_count": 66, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -5554,7 +6408,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 44, "metadata": { "collapsed": false }, @@ -5562,15 +6416,15 @@ { "data": { "text/plain": [ - "{'_id': 210353,\n", + "{'_id': 1497768,\n", " 'annotation_count': 1,\n", - " 'api_path': '/songs/210353',\n", - " 'full_title': '1822! by\\xa0The\\xa0Beatles',\n", - " 'header_image_thumbnail_url': 'https://s3.amazonaws.com/rapgenius/Live%20at%20the%20BBC%20disc%202%20BBC.png',\n", - " 'header_image_url': 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15 rows × 611 columns

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311907 \n", + "lyrics do i miss her kiss at night time arms around m... \n", + "lyrics_owner_id 354385 \n", + "original_lyrics \\n\\n[Verse 1]\\nDo I miss her kiss at night tim... \n", + "path /The-rolling-stones-each-and-every-day-of-the-... \n", + "primary_artist {'image_url': 'https://images.genius.com/23bbf... \n", + "pyongs_count NaN \n", + "song_art_image_thumbnail_url https://images.genius.com/6c322c96140487d56076... \n", + "stats {'unreviewed_annotations': 0, 'hot': False} \n", + "title Each and every day of the year \n", + "url https://genius.com/The-rolling-stones-each-and... \n", "\n", - " 609 \\\n", - "_id 114477 \n", + " 1068 \\\n", + "_id 310293 \n", "annotation_count 4 \n", - "api_path /songs/114477 \n", - "full_title You and Whose Army? by Radiohead \n", - "header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/1359924238_... \n", - "header_image_url https://s3.amazonaws.com/rapgenius/1359924238_... \n", - "id 114477 \n", - "lyrics_owner_id 116340 \n", - "path /Radiohead-you-and-whose-army-lyrics \n", - "primary_artist {'is_meme_verified': False, 'header_image_url'... \n", - "pyongs_count 4 \n", - "song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/1359924238_... \n", - "stats {'hot': False, 'unreviewed_annotations': 0, 'p... \n", - "title You and Whose Army? \n", - "url https://genius.com/Radiohead-you-and-whose-arm... \n", + "api_path /songs/310293 \n", + "ctitle im a king bee \n", + "full_title I'm A King Bee by The Rolling Stones \n", + "header_image_thumbnail_url https://images.genius.com/076d49bcc219432b68b4... \n", + "header_image_url https://images.genius.com/076d49bcc219432b68b4... \n", + "id 310293 \n", + "lyrics well i am a king bee buzzing around your hive ... \n", + "lyrics_owner_id 354383 \n", + "original_lyrics \\n\\n[Chorus]\\nWell I am a king bee\\nBuzzing ar... \n", + "path /The-rolling-stones-im-a-king-bee-lyrics \n", + "primary_artist {'image_url': 'https://images.genius.com/23bbf... \n", + "pyongs_count NaN \n", + "song_art_image_thumbnail_url https://images.genius.com/076d49bcc219432b68b4... \n", + "stats {'unreviewed_annotations': 0, 'hot': False} \n", + "title I'm A King Bee \n", + "url https://genius.com/The-rolling-stones-im-a-kin... \n", + "\n", + " 1069 \\\n", + "_id 310289 \n", + "annotation_count 1 \n", + "api_path /songs/310289 \n", + "ctitle little by little \n", + "full_title Little By Little by The Rolling Stones \n", + "header_image_thumbnail_url https://images.genius.com/076d49bcc219432b68b4... \n", + "header_image_url https://images.genius.com/076d49bcc219432b68b4... \n", + "id 310289 \n", + "lyrics tried to trail you last night, baby, trail you... \n", + "lyrics_owner_id 354383 \n", + "original_lyrics \\n\\n[Verse 1]\\nTried to trail you last night, ... \n", + "path /The-rolling-stones-little-by-little-lyrics \n", + "primary_artist {'image_url': 'https://images.genius.com/23bbf... \n", + "pyongs_count NaN \n", + "song_art_image_thumbnail_url https://images.genius.com/076d49bcc219432b68b4... \n", + "stats {'unreviewed_annotations': 0, 'hot': False} \n", + "title Little By Little \n", + "url https://genius.com/The-rolling-stones-little-b... \n", "\n", - " 610 \n", - "_id 642622 \n", - "annotation_count 1 \n", - "api_path /songs/642622 \n", - "full_title You Never Wash Up After Yourself by Radiohead \n", - "header_image_thumbnail_url https://images.rapgenius.com/0d14d86aec456da16... \n", - "header_image_url https://images.rapgenius.com/0d14d86aec456da16... \n", - "id 642622 \n", - "lyrics_owner_id 1158811 \n", - "path /Radiohead-you-never-wash-up-after-yourself-ly... \n", - "primary_artist {'is_meme_verified': False, 'header_image_url'... \n", - "pyongs_count NaN \n", - "song_art_image_thumbnail_url https://images.rapgenius.com/0d14d86aec456da16... \n", - "stats {'hot': False, 'unreviewed_annotations': 0} \n", - "title You Never Wash Up After Yourself \n", - "url https://genius.com/Radiohead-you-never-wash-up... \n", + " 1070 \n", + "_id 106069 \n", + "annotation_count 16 \n", + "api_path /songs/106069 \n", + "ctitle brown sugar \n", + "full_title Brown Sugar by The Rolling Stones \n", + "header_image_thumbnail_url https://images.genius.com/5b7d4f11893ff2fdeba7... \n", + "header_image_url https://images.genius.com/5b7d4f11893ff2fdeba7... \n", + "id 106069 \n", + "lyrics gold coast slave ship bound for cotton fields ... \n", + "lyrics_owner_id 16 \n", + "original_lyrics \\n\\n[Verse 1]\\nGold coast slave ship bound for... \n", + "path /The-rolling-stones-brown-sugar-lyrics \n", + "primary_artist {'image_url': 'https://images.genius.com/23bbf... \n", + "pyongs_count 7 \n", + "song_art_image_thumbnail_url https://images.genius.com/5b7d4f11893ff2fdeba7... \n", + "stats {'unreviewed_annotations': 0, 'hot': False, 'p... \n", + "title Brown Sugar \n", + "url https://genius.com/The-rolling-stones-brown-su... \n", "\n", - "[15 rows x 611 columns]" + "[18 rows x 1071 columns]" ] }, - "execution_count": 68, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -6382,7 +7371,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 46, "metadata": { "collapsed": false }, @@ -6404,7 +7393,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 47, "metadata": { "collapsed": false }, @@ -6416,7 +7405,7 @@ " \"\\n\\n[Chorus 1]]\\nOh ain't she sweet\\nWell see her walking down that street\\nYes I ask you very confidentially\\nAin't she sweet?\\n\\n[Chorus 2]\\nOh ain't she nice\\nWell look her over once or twice\\nYes I ask you very confidentially\\nAin't she nice?\\n\\n[Chorus 3]\\nJust cast an eye\\nIn her direction\\nOh me oh my\\nAin't that perfection?\\n\\n[Chorus 4]\\nOh I repeat\\nWell don't you think that's kind of neat?\\nYes I ask you very confidentially\\nAin't she sweet?\\n\\n[Chorus 1]\\n\\n[Chorus 2]\\n\\n[Chorus 3]\\n\\n[Chorus 4]\\n\\n[Chorus 1]\\nOh ain't she sweet\\nWell see her walking down that street\\nWell I ask you very confidentially\\nAin't she sweet?\\nWell I ask you very confidentially\\nAin't she sweet?\\n\\n\")" ] }, - "execution_count": 70, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -6428,7 +7417,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 48, "metadata": { "collapsed": false }, @@ -6442,7 +7431,7 @@ " 'title': 'All Together on the Wireless Machine'}" ] }, - "execution_count": 71, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } @@ -6467,7 +7456,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 49, "metadata": { "collapsed": true }, @@ -6482,7 +7471,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 50, "metadata": { "collapsed": false }, @@ -6493,7 +7482,7 @@ "'a hard days night'" ] }, - "execution_count": 73, + "execution_count": 50, "metadata": {}, "output_type": "execute_result" } @@ -6511,7 +7500,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 51, "metadata": { "collapsed": true }, @@ -6532,7 +7521,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 52, "metadata": { "collapsed": false }, @@ -6540,10 +7529,10 @@ { "data": { "text/plain": [ - "(301, 298, 46)" + "(489, 559, 57)" ] }, - "execution_count": 75, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -6557,7 +7546,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 53, "metadata": { "collapsed": false, "scrolled": true @@ -6568,16 +7557,20 @@ "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", @@ -6586,16 +7579,23 @@ " '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", @@ -6614,7 +7614,7 @@ " 'when im sixty four'}" ] }, - "execution_count": 76, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -6625,7 +7625,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 54, "metadata": { "collapsed": false }, @@ -6633,7 +7633,13 @@ { "data": { "text/plain": [ - "{'1822',\n", + "{'100 years ago',\n", + " '1822',\n", + " '19th nervous breakdown',\n", + " '2000 light years from home',\n", + " '2000 man',\n", + " '2120 south michigan avenue',\n", + " '3',\n", " 'a little rhyme',\n", " 'a moon shaped pool tracklist album cover',\n", " 'a picture of you',\n", @@ -6642,14 +7648,24 @@ " '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", @@ -6660,179 +7676,352 @@ " '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", @@ -6841,40 +8030,76 @@ " '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", @@ -6888,33 +8113,64 @@ " '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", @@ -6923,6 +8179,11 @@ " '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", @@ -6933,7 +8194,7 @@ " 'yove got to hide your love away'}" ] }, - "execution_count": 77, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } @@ -6953,7 +8214,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 55, "metadata": { "collapsed": false }, @@ -6961,10 +8222,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 78, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" } @@ -6986,7 +8247,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 56, "metadata": { "collapsed": false }, @@ -6994,10 +8255,10 @@ { "data": { "text/plain": [ - "(306, 293, 41)" + "(494, 554, 52)" ] }, - "execution_count": 79, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" } @@ -7021,7 +8282,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 57, "metadata": { "collapsed": false }, @@ -7048,7 +8309,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 58, "metadata": { "collapsed": false, "scrolled": true @@ -7070,7 +8331,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 59, "metadata": { "collapsed": false }, @@ -7078,10 +8339,10 @@ { "data": { "text/plain": [ - "dict_keys(['sentiment', 'mode', 'instrumentalness', 'href', 'energy', 'album', 'track_href', 'popularity', 'disc_number', 'liveness', 'available_markets', 'name', 'track_number', 'loudness', 'danceability', 'lyrics', 'uri', 'speechiness', 'type', 'explicit', 'external_urls', 'external_ids', 'artist_id', 'id', 'analysis_url', 'album_id', 'valence', '_id', 'lyrical_density', 'acousticness', 'ctitle', 'duration_ms', 'preview_url', 'artists', 'tempo', 'time_signature', 'artist_name', 'key', 'original_lyrics'])" + "dict_keys(['sentiment', 'preview_url', 'external_ids', 'duration_ms', 'disc_number', 'track_number', 'album_id', 'href', 'album', 'original_lyrics', 'explicit', 'artist_name', 'lyrics', 'lyrical_density', 'name', 'artist_id', 'type', 'artists', 'external_urls', 'available_markets', 'id', '_id', 'uri', 'popularity', 'ctitle'])" ] }, - "execution_count": 82, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" } @@ -7092,7 +8353,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 60, "metadata": { "collapsed": false }, @@ -7100,31 +8361,27 @@ { "data": { "text/plain": [ - "{'_id': '2ucFulEWapRAmTn7l6f5Q7',\n", - " 'acousticness': 0.425,\n", + "{'_id': '3u06WsJ1KtvEqmmmZqy76J',\n", " 'album': {'album_type': 'album',\n", - " 'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n", - " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n", - " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n", - " 'name': 'The Beatles',\n", + " 'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/22bE4uQ6baNwSHPVcDxLCe'},\n", + " 'href': 'https://api.spotify.com/v1/artists/22bE4uQ6baNwSHPVcDxLCe',\n", + " 'id': '22bE4uQ6baNwSHPVcDxLCe',\n", + " 'name': 'The Rolling Stones',\n", " 'type': 'artist',\n", - " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n", + " 'uri': 'spotify:artist:22bE4uQ6baNwSHPVcDxLCe'}],\n", " 'available_markets': ['AD',\n", " 'AR',\n", " 'AT',\n", " 'AU',\n", - " 'BE',\n", " 'BG',\n", " 'BO',\n", " 'BR',\n", - " 'CH',\n", " 'CL',\n", " 'CO',\n", " 'CR',\n", " 'CY',\n", " 'CZ',\n", " 'DE',\n", - " 'DK',\n", " 'DO',\n", " 'EC',\n", " 'EE',\n", @@ -7140,7 +8397,6 @@ " 'ID',\n", " 'IE',\n", " 'IS',\n", - " 'IT',\n", " 'JP',\n", " 'LI',\n", " 'LT',\n", @@ -7164,49 +8420,44 @@ " 'SK',\n", " 'SV',\n", " 'TR',\n", - " 'TW',\n", - " 'UY'],\n", - " 'external_urls': {'spotify': 'https://open.spotify.com/album/03Qh833fEdVT30Pfs93ea6'},\n", - " 'href': 'https://api.spotify.com/v1/albums/03Qh833fEdVT30Pfs93ea6',\n", - " 'id': '03Qh833fEdVT30Pfs93ea6',\n", + " 'TW'],\n", + " 'external_urls': {'spotify': 'https://open.spotify.com/album/6FjXxl9VLURGuubdXUn2J3'},\n", + " 'href': 'https://api.spotify.com/v1/albums/6FjXxl9VLURGuubdXUn2J3',\n", + " 'id': '6FjXxl9VLURGuubdXUn2J3',\n", " 'images': [{'height': 640,\n", - " 'url': 'https://i.scdn.co/image/d6028aea974c75961cb9cdc2263f5d8a8a6582bd',\n", + " 'url': 'https://i.scdn.co/image/adcf79a6adae4e1a44d0e34860cc103e28ee4372',\n", " 'width': 640},\n", " {'height': 300,\n", - " 'url': 'https://i.scdn.co/image/adebae7bf6a4a441bc6a5a17ca840f77df6ed3b9',\n", + " 'url': 'https://i.scdn.co/image/e15ffec01bd7c4e902d2b0c94ba270f45ca63d00',\n", " 'width': 300},\n", " {'height': 64,\n", - " 'url': 'https://i.scdn.co/image/3b0ddfadf13b9f3e74da93fcb21e4183a4d9fcc8',\n", + " 'url': 'https://i.scdn.co/image/be6aeb6d09c0ceca229dcfa236deda3bbd6e9015',\n", " 'width': 64}],\n", - " 'name': 'The Beatles (Remastered)',\n", + " 'name': 'Some Girls (Deluxe Version)',\n", " 'type': 'album',\n", - " 'uri': 'spotify:album:03Qh833fEdVT30Pfs93ea6'},\n", - " 'album_id': '03Qh833fEdVT30Pfs93ea6',\n", - " 'analysis_url': 'https://api.spotify.com/v1/audio-analysis/2ucFulEWapRAmTn7l6f5Q7',\n", - " 'artist_id': '3WrFJ7ztbogyGnTHbHJFl2',\n", - " 'artist_name': 'The Beatles',\n", - " 'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n", - " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n", - " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n", - " 'name': 'The Beatles',\n", + " 'uri': 'spotify:album:6FjXxl9VLURGuubdXUn2J3'},\n", + " 'album_id': '6FjXxl9VLURGuubdXUn2J3',\n", + " 'artist_id': '22bE4uQ6baNwSHPVcDxLCe',\n", + " 'artist_name': 'The Rolling Stones',\n", + " 'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/22bE4uQ6baNwSHPVcDxLCe'},\n", + " 'href': 'https://api.spotify.com/v1/artists/22bE4uQ6baNwSHPVcDxLCe',\n", + " 'id': '22bE4uQ6baNwSHPVcDxLCe',\n", + " 'name': 'The Rolling Stones',\n", " 'type': 'artist',\n", - " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n", + " 'uri': 'spotify:artist:22bE4uQ6baNwSHPVcDxLCe'}],\n", " 'available_markets': ['AD',\n", " 'AR',\n", " 'AT',\n", " 'AU',\n", - " 'BE',\n", " 'BG',\n", " 'BO',\n", " 'BR',\n", - " 'CH',\n", " 'CL',\n", " 'CO',\n", " 'CR',\n", " 'CY',\n", " 'CZ',\n", " 'DE',\n", - " 'DK',\n", " 'DO',\n", " 'EC',\n", " 'EE',\n", @@ -7222,7 +8473,6 @@ " 'ID',\n", " 'IE',\n", " 'IS',\n", - " 'IT',\n", " 'JP',\n", " 'LI',\n", " 'LT',\n", @@ -7246,44 +8496,31 @@ " 'SK',\n", " 'SV',\n", " 'TR',\n", - " 'TW',\n", - " 'UY'],\n", - " 'ctitle': 'wild honey pie',\n", - " 'danceability': 0.792,\n", - " 'disc_number': 1,\n", - " 'duration_ms': 52973,\n", - " 'energy': 0.763,\n", + " 'TW'],\n", + " 'ctitle': 'you win again',\n", + " 'disc_number': 2,\n", + " 'duration_ms': 180280,\n", " 'explicit': False,\n", - " 'external_ids': {'isrc': 'GBAYE0601648'},\n", - " 'external_urls': {'spotify': 'https://open.spotify.com/track/2ucFulEWapRAmTn7l6f5Q7'},\n", - " 'href': 'https://api.spotify.com/v1/tracks/2ucFulEWapRAmTn7l6f5Q7',\n", - " 'id': '2ucFulEWapRAmTn7l6f5Q7',\n", - " 'instrumentalness': 0.627,\n", - " 'key': 2,\n", - " 'liveness': 0.789,\n", - " 'loudness': -11.185,\n", - " 'lyrical_density': 0.16989787250108546,\n", - " 'lyrics': 'honey pie honey pie i love you, honey pie',\n", - " 'mode': 1,\n", - " 'name': 'Wild Honey Pie - Remastered 2009',\n", - " 'original_lyrics': '\\n\\nHoney Pie\\nHoney Pie\\nI love you, Honey Pie\\n\\n',\n", - " 'popularity': 41,\n", - " 'preview_url': 'https://p.scdn.co/mp3-preview/ddebab4d5e87d46a499ce557405cfadf0330bd9c?cid=null',\n", - " 'sentiment': {'label': 'pos',\n", - " 'probability': {'neg': 0.39117763475308887,\n", - " 'neutral': 0.18873615212514983,\n", - " 'pos': 0.6088223652469111}},\n", - " 'speechiness': 0.0506,\n", - " 'tempo': 89.9,\n", - " 'time_signature': 4,\n", - " 'track_href': 'https://api.spotify.com/v1/tracks/2ucFulEWapRAmTn7l6f5Q7',\n", - " 'track_number': 5,\n", - " 'type': 'audio_features',\n", - " 'uri': 'spotify:track:2ucFulEWapRAmTn7l6f5Q7',\n", - " 'valence': 0.153}" + " 'external_ids': {'isrc': 'GBUM71109053'},\n", + " 'external_urls': {'spotify': 'https://open.spotify.com/track/3u06WsJ1KtvEqmmmZqy76J'},\n", + " 'href': 'https://api.spotify.com/v1/tracks/3u06WsJ1KtvEqmmmZqy76J',\n", + " 'id': '3u06WsJ1KtvEqmmmZqy76J',\n", + " 'lyrical_density': 0.4603949412025738,\n", + " 'lyrics': \"the news is out all over town that you've been seen out runnin' around i know that i should leave but then i just can't go you win again this heart of mine could never see what everybody knows but me just trusting in you was my great sin what can i do? you win again yes, this heart of mine could never see what everybody knows but me just trusting you was my great sin what can i do? you win again\",\n", + " 'name': 'You Win Again',\n", + " 'original_lyrics': \"\\n\\nThe news is out all over town\\nThat you've been seen out runnin' around\\nI know that I should leave but then\\nI just can't go\\nYou win again\\nThis heart of mine could never see\\nWhat everybody knows but me\\nJust trusting in you was my great sin\\nWhat can I do?\\nYou win again\\nYes, this heart of mine could never see\\nWhat everybody knows but me\\nJust trusting you was my great sin\\nWhat can I do?\\nYou win again\\n\\n\",\n", + " 'popularity': 17,\n", + " 'preview_url': 'https://p.scdn.co/mp3-preview/21de20d8795c3d60a6814064c73e763357fd2fb8?cid=null',\n", + " 'sentiment': {'label': 'neg',\n", + " 'probability': {'neg': 0.6893093993296692,\n", + " 'neutral': 0.178805966723781,\n", + " 'pos': 0.31069060067033083}},\n", + " 'track_number': 11,\n", + " 'type': 'track',\n", + " 'uri': 'spotify:track:3u06WsJ1KtvEqmmmZqy76J'}" ] }, - "execution_count": 83, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" } @@ -7306,7 +8543,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 61, "metadata": { "collapsed": false }, @@ -7322,201 +8559,180 @@ " _id\n", " artist_name\n", " name\n", - " valence\n", " \n", " \n", " \n", " \n", " 0\n", - " 1AVrv7FD10FoKW38oBiKRg\n", - " Radiohead\n", - " Bloom (Blawan Rmx)\n", - " 0.0325\n", + " 0B5CEdw4WBs91yn444ZP27\n", + " The Rolling Stones\n", + " Street Fighting Man - Live\n", " \n", " \n", " 1\n", - " 4rkGGQEqxHIXVJ4oXjOHgF\n", - " George Martin\n", - " Sea Of Holes - Remastered 2009\n", - " 0.0352\n", + " 7FagS2T3y5XwDpYvyHfvmc\n", + " The Rolling Stones\n", + " Jumpin' Jack Flash - Live\n", " \n", " \n", " 2\n", - " 01ZpFhrMMqKPVCwyqXneVp\n", - " Radiohead\n", - " True Love Waits\n", - " 0.0378\n", + " 4HKaTAMIXT88muGU1JN9lI\n", + " The Rolling Stones\n", + " I Go Wild - Live\n", " \n", " \n", " 3\n", - " 53RYTfkLiyZuUZHwJC3Wmm\n", - " Radiohead\n", - " We Suck Young Blood\n", - " 0.0378\n", + " 1jgefM2ZP7RnPVShhy1eUM\n", + " The Rolling Stones\n", + " Not Fade Away - Live\n", " \n", " \n", " 4\n", - " 0ttMfoND7IQqFSMVOPkELC\n", - " The Beatles\n", - " Blue Jay Way - Remastered 2009\n", - " 0.0380\n", + " 74tlMxJ8wF0sNp93GBEPdK\n", + " The Rolling Stones\n", + " Honky Tonk Women - Live\n", " \n", " \n", " 5\n", - " 66Pyms4pYaHEcPHZ7DdMbE\n", - " Radiohead\n", - " TKOL (Altrice Rmx)\n", - " 0.0383\n", + " 3u06WsJ1KtvEqmmmZqy76J\n", + " The Rolling Stones\n", + " You Win Again\n", " \n", " \n", " 6\n", - " 3gKuywOm38axM8sJGq6Laq\n", - " Radiohead\n", - " MK 1\n", - " 0.0391\n", + " 7jZX0QSP4YClL1smfBt1yl\n", + " George Martin\n", + " Sea Of Time - Remastered 2009\n", " \n", " \n", " 7\n", - " 75YUnz58ajMo2VIIuUFvOV\n", - " Radiohead\n", - " The Tourist\n", - " 0.0400\n", + " 4rkGGQEqxHIXVJ4oXjOHgF\n", + " George Martin\n", + " Sea Of Holes - Remastered 2009\n", " \n", " \n", " 8\n", - " 0tKuiKb2mazZYdA6fPP7kI\n", - " Radiohead\n", - " Good Evening Mrs Magpie (Modeselektor RMX)\n", - " 0.0413\n", + " 2PbwmAMaxIBIWis8XLViat\n", + " George Martin\n", + " Sea Of Monsters - Remastered 2009\n", " \n", " \n", " 9\n", - " 2PbwmAMaxIBIWis8XLViat\n", + " 7M0HjPZ5KZMik1FYHOU6sR\n", " George Martin\n", - " Sea Of Monsters - Remastered 2009\n", - " 0.0422\n", + " March Of The Meanies - Remastered 2009\n", " \n", " \n", " 10\n", - " 0COiZ7ncho2yi4HotbzgPv\n", - " Radiohead\n", - " Motion Picture Soundtrack\n", - " 0.0425\n", + " 49JPfRfsAfjWYRN6lbC3my\n", + " George Martin\n", + " Pepperland Laid Waste - Remastered 2009\n", " \n", " \n", " 11\n", - " 2uYSbsxAMmK1awUl06T7ix\n", - " Radiohead\n", - " MK 2\n", - " 0.0437\n", + " 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\n", + "67 71Ij3VBYQWMrng61Ae4tBu The Beatles \n", + "1 2z1p43SNSbeowzy8WdYHNk The Beatles \n", + "72 1llzkEveIzvSXmqqyh7AiB The Beatles \n", "\n", - " name valence \n", - "113 Blue Jay Way - Remastered 2009 0.0380 \n", - "147 Tomorrow Never Knows - Remastered 2009 0.0556 \n", - "109 Revolution 9 - Remastered 2009 0.0963 \n", - "104 Long, Long, Long - Remastered 2009 0.1350 \n", - "0 Wild Honey Pie - Remastered 2009 0.1530 \n", - "66 Because - Remastered 2009 0.1620 \n", - "133 A Day In The Life - Remastered 2009 0.1620 \n", - "44 Come Together - Remastered 2015 0.1780 \n", - "59 Come Together - Remastered 2009 0.1790 \n", - "110 Good Night - Remastered 2009 0.1920 " + " name valence \n", + "0 Wild Honey Pie - Remastered 2009 0.153 \n", + "66 Because - Remastered 2009 0.162 \n", + "44 Come Together - Remastered 2015 0.178 \n", + "59 Come Together - Remastered 2009 0.179 \n", + "68 Sun King - Remastered 2009 0.197 \n", + "74 The End - Remastered 2009 0.207 \n", + "41 Get Back - Remastered 2015 0.212 \n", + "67 You Never Give Me Your Money - Remastered 2009 0.226 \n", + "1 Flying - Remastered 2009 0.246 \n", + "72 Golden Slumbers - Remastered 2009 0.250 " ] }, - "execution_count": 85, + "execution_count": 62, "metadata": {}, "output_type": "execute_result" } @@ -7676,7 +8892,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 63, "metadata": { "collapsed": false }, @@ -7684,18 +8900,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 86, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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483pcCifdPTc2BbqmWpEhtUdRadioheadBurn the Witch0.6250
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" + ], "text/plain": [ - "" + " _id artist_name name \\\n", + "20 3gKuywOm38axM8sJGq6Laq Radiohead MK 1 \n", + "39 4DPQvbgSM0IdX4O3HOACwL Radiohead Treefingers \n", + "37 2mvmuCtmmrERnm03ULdDye Radiohead Dollars & Cents \n", + "1 6Unw1AAcpS1ZgZoRlj2jxA Radiohead Little By Little (Caribou Rmx) \n", + "122 05evePUsIT1cmIURp1hgu6 Radiohead Planet Telex \n", + "29 3bk7mfQWZ0acgp0hXzYQKS Radiohead The National Anthem (Live in France) \n", + "134 1MyqLTRhgyWPw7v107BEuI Radiohead You \n", + "22 3Y0ZPYdFsJ1ynQxpWZLNDj Radiohead 2 + 2 = 5 (Live at Earls Court) \n", + "78 37kUGdEJJ7NaMl5LFW4EA4 Radiohead 2 + 2 = 5 \n", + "48 3pcCifdPTc2BbqmWpEhtUd Radiohead Burn the Witch \n", + "\n", + " valence \n", + "20 0.0391 \n", + "39 0.0585 \n", + "37 0.0943 \n", + "1 0.1310 \n", + "122 0.2720 \n", + "29 0.2870 \n", + "134 0.3050 \n", + "22 0.3430 \n", + "78 0.3650 \n", + "48 0.6250 " ] }, - "execution_count": 88, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "radiohead_df = pd.DataFrame(list(tracks.find({'artist_id': radiohead_id}, \n", + " ['artist_name', 'name', 'valence'])))\n", + "radiohead_df.sort_values('valence').head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -7747,7 +9096,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 67, "metadata": { "collapsed": false }, @@ -7755,18 +9104,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 89, + "execution_count": 67, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -7790,7 +9139,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 68, "metadata": { "collapsed": false, "scrolled": true @@ -7815,16 +9164,6 @@ " \n", " \n", " \n", - " 88\n", - " 3VgxeWOGdUYvtX1j8C9VyV\n", - " The Beatles\n", - " I'm So Tired - Remastered 2009\n", - " 0.892489\n", - " 0.146302\n", - " 0.107511\n", - " 0.6300\n", - " \n", - " \n", " 62\n", " 6gLmFcRwyQCQT23Df2Re9G\n", " The Beatles\n", @@ -7832,27 +9171,7 @@ " 0.882642\n", " 0.091819\n", " 0.117358\n", - " 0.4160\n", - " \n", - " \n", - " 107\n", - " 6ZrPbHp9kRmQj1tGLvna8U\n", - " The Beatles\n", - " Revolution 9 - Remastered 2009\n", - " 0.873285\n", - " 0.172322\n", - " 0.126715\n", - " 0.0963\n", - " \n", - " \n", - " 186\n", - " 3EbGioQyKyf4dycuiPOg3k\n", - " The Beatles\n", - " Everybody's Trying To Be My Baby - Remastered ...\n", - " 0.866985\n", - " 0.914332\n", - " 0.133015\n", - " 0.9370\n", + " 0.416\n", " \n", " \n", " 16\n", @@ -7862,7 +9181,7 @@ " 0.866985\n", " 0.914332\n", " 0.133015\n", - " 0.6390\n", + " 0.639\n", " \n", " \n", " 53\n", @@ -7872,91 +9191,121 @@ " 0.865737\n", " 0.158470\n", " 0.134263\n", - " 0.9040\n", + " 0.904\n", + " \n", + " \n", + " 28\n", + " 63uskN0xLezVg4281wzeQn\n", + " The Beatles\n", + " Yesterday - Remastered 2015\n", + " 0.852156\n", + " 0.132796\n", + " 0.147844\n", + " 0.348\n", " \n", " \n", - " 148\n", - " 3QbhVaulXxTyuAxHY3Pa5N\n", + " 60\n", + " 59CLXQLZKxRPzMW8S8Gt9N\n", " The Beatles\n", - " You Won't See Me - Remastered 2009\n", - " 0.864585\n", - " 0.247226\n", - " 0.135415\n", - " 0.4620\n", + " Oh! Darling - Remastered 2009\n", + " 0.834624\n", + " 0.237372\n", + " 0.165376\n", + " 0.518\n", " \n", " \n", - " 195\n", - " 3Aqo28W4LLAolYpN3duVJl\n", + " 78\n", + " 69d54YOS8TOQiUYjX57XeA\n", " The Beatles\n", - " I'll Cry Instead - Remastered 2009\n", - " 0.863772\n", - " 0.160516\n", - " 0.136228\n", - " 0.9610\n", + " A Hard Day's Night - Remastered 2009\n", + " 0.833309\n", + " 0.188705\n", + " 0.166691\n", + " 0.802\n", " \n", " \n", - " 92\n", - " 3OSi8ehmSWLTD5KatlzX8r\n", + " 9\n", + " 21nhooOxso7CCoHPE73w4L\n", " The Beatles\n", - " Don't Pass Me By - Remastered 2009\n", - " 0.857831\n", - " 0.120676\n", - " 0.142169\n", - " 0.9480\n", + " A Hard Day's Night - Live / Remastered\n", + " 0.833309\n", + " 0.188705\n", + " 0.166691\n", + " 0.635\n", " \n", " \n", - " 134\n", - " 3wAOX1N5M0ta3QNsokmhJV\n", + " 23\n", + " 0mNQUZEATk2uItMUtiLWK5\n", " The Beatles\n", - " I'm Only Sleeping - Remastered 2009\n", - " 0.857651\n", - " 0.269800\n", - " 0.142349\n", - " 0.7000\n", + " A Hard Day's Night - Remastered 2015\n", + " 0.833309\n", + " 0.188705\n", + " 0.166691\n", + " 0.752\n", + " \n", + " \n", + " 36\n", + " 0wFW5NQJdNDJPcZyfYSExx\n", + " The Beatles\n", + " Hello, Goodbye - Remastered 2015\n", + " 0.827139\n", + " 0.163825\n", + " 0.172861\n", + " 0.654\n", + " \n", + " \n", + " 4\n", + " 0GRplBEB2FWCKutwMmS6nY\n", + " The Beatles\n", + " Ticket To Ride - Live / Remastered\n", + " 0.825439\n", + " 0.124786\n", + " 0.174561\n", + " 0.405\n", " \n", " \n", "\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", - "16 79QDgDoBbS7pCrOjIH7ByA The Beatles \n", - "53 4311wT21Et0q3vepFwXjTu The Beatles \n", - "148 3QbhVaulXxTyuAxHY3Pa5N The Beatles \n", - "195 3Aqo28W4LLAolYpN3duVJl The Beatles \n", - "92 3OSi8ehmSWLTD5KatlzX8r The Beatles \n", - "134 3wAOX1N5M0ta3QNsokmhJV The Beatles \n", + " _id artist_name \\\n", + "62 6gLmFcRwyQCQT23Df2Re9G The Beatles \n", + "16 79QDgDoBbS7pCrOjIH7ByA The Beatles \n", + "53 4311wT21Et0q3vepFwXjTu The Beatles \n", + "28 63uskN0xLezVg4281wzeQn The Beatles \n", + "60 59CLXQLZKxRPzMW8S8Gt9N The Beatles \n", + "78 69d54YOS8TOQiUYjX57XeA The Beatles \n", + "9 21nhooOxso7CCoHPE73w4L The Beatles \n", + "23 0mNQUZEATk2uItMUtiLWK5 The Beatles \n", + "36 0wFW5NQJdNDJPcZyfYSExx The Beatles \n", + "4 0GRplBEB2FWCKutwMmS6nY The Beatles \n", "\n", - " name neg neutral \\\n", - "88 I'm So Tired - Remastered 2009 0.892489 0.146302 \n", - "62 I Want You (She's So Heavy) - Remastered 2009 0.882642 0.091819 \n", - "107 Revolution 9 - Remastered 2009 0.873285 0.172322 \n", - "186 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.914332 \n", - "16 Everybody’s Trying To Be My Baby - Live / Bonu... 0.866985 0.914332 \n", - "53 One After 909 - Remastered 2009 0.865737 0.158470 \n", - "148 You Won't See Me - Remastered 2009 0.864585 0.247226 \n", - "195 I'll Cry Instead - Remastered 2009 0.863772 0.160516 \n", - "92 Don't Pass Me By - Remastered 2009 0.857831 0.120676 \n", - "134 I'm Only Sleeping - Remastered 2009 0.857651 0.269800 \n", + " name neg neutral \\\n", + "62 I Want You (She's So Heavy) - Remastered 2009 0.882642 0.091819 \n", + "16 Everybody’s Trying To Be My Baby - Live / Bonu... 0.866985 0.914332 \n", + "53 One After 909 - Remastered 2009 0.865737 0.158470 \n", + "28 Yesterday - Remastered 2015 0.852156 0.132796 \n", + "60 Oh! Darling - Remastered 2009 0.834624 0.237372 \n", + "78 A Hard Day's Night - Remastered 2009 0.833309 0.188705 \n", + "9 A Hard Day's Night - Live / Remastered 0.833309 0.188705 \n", + "23 A Hard Day's Night - Remastered 2015 0.833309 0.188705 \n", + "36 Hello, Goodbye - Remastered 2015 0.827139 0.163825 \n", + "4 Ticket To Ride - Live / Remastered 0.825439 0.124786 \n", "\n", - " pos valence \n", - "88 0.107511 0.6300 \n", - "62 0.117358 0.4160 \n", - "107 0.126715 0.0963 \n", - "186 0.133015 0.9370 \n", - "16 0.133015 0.6390 \n", - "53 0.134263 0.9040 \n", - "148 0.135415 0.4620 \n", - "195 0.136228 0.9610 \n", - "92 0.142169 0.9480 \n", - "134 0.142349 0.7000 " + " pos valence \n", + "62 0.117358 0.416 \n", + "16 0.133015 0.639 \n", + "53 0.134263 0.904 \n", + "28 0.147844 0.348 \n", + "60 0.165376 0.518 \n", + "78 0.166691 0.802 \n", + "9 0.166691 0.635 \n", + "23 0.166691 0.752 \n", + "36 0.172861 0.654 \n", + "4 0.174561 0.405 " ] }, - "execution_count": 90, + "execution_count": 68, "metadata": {}, "output_type": "execute_result" } @@ -7978,7 +9327,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 69, "metadata": { "collapsed": false, "scrolled": true @@ -8003,136 +9352,100 @@ " \n", " \n", " \n", - " 101\n", - " 11qDTSr3Dj4TkPnBcIOqEJ\n", - " Radiohead\n", - " Vegetable\n", - " 0.883291\n", - " 0.170371\n", - " 0.116709\n", - " 0.399\n", - " \n", - " \n", - " 49\n", - " 38WL6GlG9NHFiQS6JxV84r\n", - " Radiohead\n", - " Myxomatosis\n", - " 0.864921\n", - " 0.261355\n", - " 0.135079\n", - " 0.560\n", - " \n", - " \n", - " 97\n", - " 2zYmvi3w2T8a9Ckrv21bvW\n", - " Radiohead\n", - " Stop Whispering\n", - " 0.855982\n", - " 0.188600\n", - " 0.144018\n", - " 0.279\n", - " \n", - " \n", - " 34\n", - " 1w8QCSDH4QobcQeT4uMKLm\n", + " 2\n", + " 6dsq7Nt5mIFzvm5kIYNORy\n", " Radiohead\n", - " 4 Minute Warning\n", - " 0.854820\n", - " 0.516574\n", - " 0.145180\n", - " 0.219\n", + " 15 Step\n", + " 0.835488\n", + " 0.160928\n", + " 0.164512\n", + " 0.848\n", " \n", " \n", - " 83\n", - " 3aDUSpF3LexOr1lFKvPV2h\n", + " 6\n", + " 1MyqLTRhgyWPw7v107BEuI\n", " Radiohead\n", - " The Bends\n", - " 0.854244\n", - " 0.533823\n", - " 0.145756\n", - " 0.315\n", + " You\n", + " 0.688683\n", + " 0.340676\n", + " 0.311317\n", + " 0.305\n", " \n", " \n", - " 103\n", - " 48IEDejXX5LH8TAC3VIGpc\n", + " 5\n", + " 05evePUsIT1cmIURp1hgu6\n", " Radiohead\n", - " I Can't\n", - " 0.849730\n", - " 0.265375\n", - " 0.150270\n", - " 0.269\n", + " Planet Telex\n", + " 0.646349\n", + " 0.233964\n", + " 0.353651\n", + " 0.272\n", " \n", " \n", - " 75\n", - " 3SVAN3BRByDmHOhKyIDxfC\n", + " 4\n", + " 3OsUjkcv1C1v5udFhgRSFg\n", " Radiohead\n", - " Karma Police\n", - " 0.846129\n", - " 0.100438\n", - " 0.153871\n", - " 0.311\n", + " Airbag\n", + " 0.642348\n", + " 0.919411\n", + " 0.357652\n", + " 0.642\n", " \n", " \n", - " 89\n", - " 4dPKQxaraW6CG1rTBzV6DW\n", + " 3\n", + " 37kUGdEJJ7NaMl5LFW4EA4\n", " Radiohead\n", - " My Iron Lung\n", - " 0.845080\n", - " 0.190863\n", - " 0.154920\n", - " 0.643\n", + " 2 + 2 = 5\n", + " 0.637656\n", + " 0.374924\n", + " 0.362344\n", + " 0.365\n", " \n", " \n", - " 24\n", - " 5SdmtFbNOD7Qej6jFCHkOM\n", + " 1\n", + " 3pcCifdPTc2BbqmWpEhtUd\n", " Radiohead\n", - " Faust Arp\n", - " 0.838532\n", - " 0.167778\n", - " 0.161468\n", - " 0.224\n", + " Burn the Witch\n", + " 0.582602\n", + " 0.265249\n", + " 0.417398\n", + " 0.625\n", " \n", " \n", - " 46\n", - " 77SPrxY5gn6VPrKPGrfLnM\n", + " 0\n", + " 0eECFDnWy0RdjMmJ8NOeAL\n", " Radiohead\n", - " There, There\n", - " 0.835541\n", - " 0.135951\n", - " 0.164459\n", - " 0.726\n", + " Feral\n", + " 0.465216\n", + " 0.167266\n", + " 0.534784\n", + " 0.751\n", " \n", " \n", "\n", "" ], "text/plain": [ - " _id artist_name name neg neutral \\\n", - "101 11qDTSr3Dj4TkPnBcIOqEJ Radiohead Vegetable 0.883291 0.170371 \n", - "49 38WL6GlG9NHFiQS6JxV84r Radiohead Myxomatosis 0.864921 0.261355 \n", - "97 2zYmvi3w2T8a9Ckrv21bvW Radiohead Stop Whispering 0.855982 0.188600 \n", - "34 1w8QCSDH4QobcQeT4uMKLm Radiohead 4 Minute Warning 0.854820 0.516574 \n", - "83 3aDUSpF3LexOr1lFKvPV2h Radiohead The Bends 0.854244 0.533823 \n", - "103 48IEDejXX5LH8TAC3VIGpc Radiohead I Can't 0.849730 0.265375 \n", - "75 3SVAN3BRByDmHOhKyIDxfC Radiohead Karma Police 0.846129 0.100438 \n", - "89 4dPKQxaraW6CG1rTBzV6DW Radiohead My Iron Lung 0.845080 0.190863 \n", - "24 5SdmtFbNOD7Qej6jFCHkOM Radiohead Faust Arp 0.838532 0.167778 \n", - "46 77SPrxY5gn6VPrKPGrfLnM Radiohead There, There 0.835541 0.135951 \n", + " _id artist_name name neg neutral \\\n", + "2 6dsq7Nt5mIFzvm5kIYNORy Radiohead 15 Step 0.835488 0.160928 \n", + "6 1MyqLTRhgyWPw7v107BEuI Radiohead You 0.688683 0.340676 \n", + "5 05evePUsIT1cmIURp1hgu6 Radiohead Planet Telex 0.646349 0.233964 \n", + "4 3OsUjkcv1C1v5udFhgRSFg Radiohead Airbag 0.642348 0.919411 \n", + "3 37kUGdEJJ7NaMl5LFW4EA4 Radiohead 2 + 2 = 5 0.637656 0.374924 \n", + "1 3pcCifdPTc2BbqmWpEhtUd Radiohead Burn the Witch 0.582602 0.265249 \n", + "0 0eECFDnWy0RdjMmJ8NOeAL Radiohead Feral 0.465216 0.167266 \n", "\n", - " pos valence \n", - "101 0.116709 0.399 \n", - "49 0.135079 0.560 \n", - "97 0.144018 0.279 \n", - "34 0.145180 0.219 \n", - "83 0.145756 0.315 \n", - "103 0.150270 0.269 \n", - "75 0.153871 0.311 \n", - "89 0.154920 0.643 \n", - "24 0.161468 0.224 \n", - "46 0.164459 0.726 " + " pos valence \n", + "2 0.164512 0.848 \n", + "6 0.311317 0.305 \n", + "5 0.353651 0.272 \n", + "4 0.357652 0.642 \n", + "3 0.362344 0.365 \n", + "1 0.417398 0.625 \n", + "0 0.534784 0.751 " ] }, - "execution_count": 91, + "execution_count": 69, "metadata": {}, "output_type": "execute_result" } @@ -8163,16 +9476,16 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 70, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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dBgXRLQX9/qVbEFFZBmFMRYRug7RlZhilZQT5ludzm5L89Ulb3JW0d687th7d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\nhpnrgQ90ZqkdV9VbReRNwPcB56jqKRH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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -8196,16 +9509,16 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 71, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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QlvG5HfghLr4wWa5mKnXDLIiSSSadhydzFHQqE/o0i/PMisNHLNZXd03M7+oj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\nF5GTgBHgDar6mzrIWIiC8qvq06r6u6p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LeC9wRJrBSWPivsDFTj21/Ad+bAyWLw+3TTt5A1ePrHuTdMsFo5b3udPfk8HBUGJYtSrc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\nYDczmwU8AZwADJb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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -8229,7 +9542,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 72, "metadata": { "collapsed": false }, @@ -8237,18 +9550,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 95, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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- " 1.270327\n", - " 0.874479\n", - " Revolution 9 - Remastered 2009\n", - " 0.873285\n", - " 0.0963\n", + " 95\n", + " 6j3En9AD8FEAQQhhtkKBR9\n", + " The Rolling Stones\n", + " 1.405004\n", + " 3.749956\n", + " Continental Drift - Live - 2009 Re-Mastered Di...\n", + " 0.408216\n", + " 0.129\n", " \n", " \n", " 74\n", @@ -8353,17 +9636,7 @@ " 2.616693\n", " Her Majesty - Remastered 2009\n", " 0.556608\n", - " 0.4900\n", - " \n", - " \n", - " 311\n", - " 3aDUSpF3LexOr1lFKvPV2h\n", - " Radiohead\n", - " 1.239768\n", - " 1.100731\n", - " The Bends\n", - " 0.854244\n", - " 0.3150\n", + " 0.490\n", " \n", " \n", " 24\n", @@ -8373,59 +9646,99 @@ " 1.615224\n", " A Hard Day's Night - Remastered 2015\n", " 0.833309\n", - " 0.7520\n", + " 0.752\n", " \n", " \n", - " 112\n", - " 0ttMfoND7IQqFSMVOPkELC\n", - " The Beatles\n", - " 1.212148\n", - " 0.799772\n", - " Blue Jay Way - Remastered 2009\n", - " 0.812490\n", - " 0.0380\n", - " \n", - " \n", - " 161\n", + " 78\n", " 5ou2BiQ9FxIYkxsYvYHpAT\n", " The Beatles\n", " 1.210378\n", " 1.648037\n", " Help! - Remastered 2009\n", " 0.823915\n", - " 0.7610\n", + " 0.761\n", + " \n", + " \n", + " 11\n", + " 1alcPfZWUHh01l4Fnoo5Jt\n", + " The Beatles\n", + " 1.203416\n", + " 1.332561\n", + " Help! - Live / Remastered\n", + " 0.823915\n", + " 0.515\n", + " \n", + " \n", + " 28\n", + " 1dfuJYDSIc41cw5RPsaCF1\n", + " The Beatles\n", + " 1.187438\n", + " 1.651824\n", + " Help! - Remastered 2015\n", + " 0.823915\n", + " 0.810\n", + " \n", + " \n", + " 79\n", + " 69d54YOS8TOQiUYjX57XeA\n", + " The Beatles\n", + " 1.183059\n", + " 1.601816\n", + " A Hard Day's Night - Remastered 2009\n", + " 0.833309\n", + " 0.802\n", + " \n", + " \n", + " 29\n", + " 63uskN0xLezVg4281wzeQn\n", + " The Beatles\n", + " 1.180468\n", + " 1.005426\n", + " Yesterday - Remastered 2015\n", + " 0.852156\n", + " 0.348\n", + " \n", + " \n", + " 53\n", + " 03v6sgKUUFliGse1h04ecC\n", + " The Beatles\n", + " 1.163491\n", + " 1.061776\n", + " I've Got A Feeling - Remastered 2009\n", + " 0.817733\n", + " 0.359\n", " \n", " \n", "\n", "" ], "text/plain": [ - " _id artist_name gloom lyrical_density \\\n", - "279 66cuLvkHsW7dNkfNk6gQP9 Radiohead 1.505262 1.991725 \n", - "5 0GRplBEB2FWCKutwMmS6nY The Beatles 1.475037 1.853118 \n", - "252 5SdmtFbNOD7Qej6jFCHkOM Radiohead 1.398920 1.411166 \n", - "89 3VgxeWOGdUYvtX1j8C9VyV The Beatles 1.393697 1.708599 \n", - "108 6ZrPbHp9kRmQj1tGLvna8U The Beatles 1.270327 0.874479 \n", - "74 5H9q6ctIlamkqukdTrNt3k The Beatles 1.261539 2.616693 \n", - "311 3aDUSpF3LexOr1lFKvPV2h Radiohead 1.239768 1.100731 \n", - "24 0mNQUZEATk2uItMUtiLWK5 The Beatles 1.213645 1.615224 \n", - "112 0ttMfoND7IQqFSMVOPkELC The Beatles 1.212148 0.799772 \n", - "161 5ou2BiQ9FxIYkxsYvYHpAT The Beatles 1.210378 1.648037 \n", + " _id artist_name gloom lyrical_density \\\n", + "5 0GRplBEB2FWCKutwMmS6nY The Beatles 1.475037 1.853118 \n", + "95 6j3En9AD8FEAQQhhtkKBR9 The Rolling Stones 1.405004 3.749956 \n", + "74 5H9q6ctIlamkqukdTrNt3k The Beatles 1.261539 2.616693 \n", + "24 0mNQUZEATk2uItMUtiLWK5 The Beatles 1.213645 1.615224 \n", + "78 5ou2BiQ9FxIYkxsYvYHpAT The Beatles 1.210378 1.648037 \n", + "11 1alcPfZWUHh01l4Fnoo5Jt The Beatles 1.203416 1.332561 \n", + "28 1dfuJYDSIc41cw5RPsaCF1 The Beatles 1.187438 1.651824 \n", + "79 69d54YOS8TOQiUYjX57XeA The Beatles 1.183059 1.601816 \n", + "29 63uskN0xLezVg4281wzeQn The Beatles 1.180468 1.005426 \n", + "53 03v6sgKUUFliGse1h04ecC The Beatles 1.163491 1.061776 \n", "\n", - " name neg valence \n", - "279 A Wolf At the Door 0.793363 0.3630 \n", - "5 Ticket To Ride - Live / Remastered 0.825439 0.4050 \n", - "252 Faust Arp 0.838532 0.2240 \n", - "89 I'm So Tired - Remastered 2009 0.892489 0.6300 \n", - "108 Revolution 9 - Remastered 2009 0.873285 0.0963 \n", - "74 Her Majesty - Remastered 2009 0.556608 0.4900 \n", - "311 The Bends 0.854244 0.3150 \n", - "24 A Hard Day's Night - Remastered 2015 0.833309 0.7520 \n", - "112 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n", - "161 Help! - Remastered 2009 0.823915 0.7610 " + " name neg valence \n", + "5 Ticket To Ride - Live / Remastered 0.825439 0.405 \n", + "95 Continental Drift - Live - 2009 Re-Mastered Di... 0.408216 0.129 \n", + "74 Her Majesty - Remastered 2009 0.556608 0.490 \n", + "24 A Hard Day's Night - Remastered 2015 0.833309 0.752 \n", + "78 Help! - Remastered 2009 0.823915 0.761 \n", + "11 Help! - Live / Remastered 0.823915 0.515 \n", + "28 Help! - Remastered 2015 0.823915 0.810 \n", + "79 A Hard Day's Night - Remastered 2009 0.833309 0.802 \n", + "29 Yesterday - Remastered 2015 0.852156 0.348 \n", + "53 I've Got A Feeling - Remastered 2009 0.817733 0.359 " ] }, - "execution_count": 97, + "execution_count": 73, "metadata": {}, "output_type": "execute_result" } @@ -8455,7 +9768,7 @@ }, { "cell_type": "code", - "execution_count": 471, + "execution_count": 74, "metadata": { "collapsed": false }, @@ -8479,136 +9792,100 @@ " \n", " \n", " \n", - " 61\n", - " 66cuLvkHsW7dNkfNk6gQP9\n", - " Radiohead\n", - " 1.505262\n", - " 1.991725\n", - " A Wolf At the Door\n", - " 0.793363\n", - " 0.3630\n", - " \n", - " \n", - " 43\n", - " 5SdmtFbNOD7Qej6jFCHkOM\n", - " Radiohead\n", - " 1.398920\n", - " 1.411166\n", - " Faust Arp\n", - " 0.838532\n", - " 0.2240\n", - " \n", - " \n", - " 9\n", - " 3aDUSpF3LexOr1lFKvPV2h\n", - " Radiohead\n", - " 1.239768\n", - " 1.100731\n", - " The Bends\n", - " 0.854244\n", - " 0.3150\n", - " \n", - " \n", - " 34\n", - " 0eZN5WsQfmNFICHuw59Zfz\n", + " 3\n", + " 37kUGdEJJ7NaMl5LFW4EA4\n", " Radiohead\n", - " 1.150902\n", - " 0.705463\n", - " Glass Eyes\n", - " 0.800195\n", - " 0.0629\n", + " 0.981767\n", + " 1.083467\n", + " 2 + 2 = 5\n", + " 0.637656\n", + " 0.365\n", " \n", " \n", - " 20\n", - " 3ovbSnT5NNhl1gzMcw1NRZ\n", + " 6\n", + " 1MyqLTRhgyWPw7v107BEuI\n", " Radiohead\n", - " 1.142115\n", - " 1.151468\n", - " Thinking About You\n", - " 0.791660\n", - " 0.4190\n", + " 0.833758\n", + " 0.412140\n", + " You\n", + " 0.688683\n", + " 0.305\n", " \n", " \n", - " 11\n", - " 045sp2JToyTaaKyXkGejPy\n", + " 5\n", + " 05evePUsIT1cmIURp1hgu6\n", " Radiohead\n", - " 1.090813\n", - " 0.581341\n", - " Fake Plastic Trees\n", - " 0.827542\n", - " 0.1270\n", + " 0.828065\n", + " 0.435957\n", + " Planet Telex\n", + " 0.646349\n", + " 0.272\n", " \n", " \n", - " 24\n", - " 4D6ZExVvYLZxhcAvifX5px\n", + " 2\n", + " 6dsq7Nt5mIFzvm5kIYNORy\n", " Radiohead\n", - " 1.074047\n", - " 0.749795\n", - " Prove Yourself\n", - " 0.815006\n", - " 0.2780\n", + " 0.775417\n", + " 0.674272\n", + " 15 Step\n", + " 0.835488\n", + " 0.848\n", " \n", " \n", - " 13\n", - " 4SE81CrzH0qPA8KHqM9Syz\n", + " 1\n", + " 3pcCifdPTc2BbqmWpEhtUd\n", " Radiohead\n", - " 1.064914\n", - " 0.856048\n", - " Just\n", - " 0.809154\n", - " 0.3720\n", + " 0.606884\n", + " 0.439692\n", + " Burn the Witch\n", + " 0.582602\n", + " 0.625\n", " \n", " \n", " 4\n", - " 4aOAzvRdOsZSwZIgwcdeL0\n", + " 3OsUjkcv1C1v5udFhgRSFg\n", " Radiohead\n", - " 1.063868\n", - " 0.524102\n", - " Let Down\n", - " 0.825887\n", - " 0.1310\n", + " 0.606161\n", + " 0.329999\n", + " Airbag\n", + " 0.642348\n", + " 0.642\n", " \n", " \n", - " 23\n", - " 11qDTSr3Dj4TkPnBcIOqEJ\n", + " 0\n", + " 0eECFDnWy0RdjMmJ8NOeAL\n", " Radiohead\n", - " 1.056187\n", - " 0.711071\n", - " Vegetable\n", - " 0.883291\n", - " 0.3990\n", + " 0.378831\n", + " 0.093389\n", + " Feral\n", + " 0.465216\n", + " 0.751\n", " \n", " \n", "\n", "" ], "text/plain": [ - " _id artist_name gloom lyrical_density \\\n", - "61 66cuLvkHsW7dNkfNk6gQP9 Radiohead 1.505262 1.991725 \n", - "43 5SdmtFbNOD7Qej6jFCHkOM Radiohead 1.398920 1.411166 \n", - "9 3aDUSpF3LexOr1lFKvPV2h Radiohead 1.239768 1.100731 \n", - "34 0eZN5WsQfmNFICHuw59Zfz Radiohead 1.150902 0.705463 \n", - "20 3ovbSnT5NNhl1gzMcw1NRZ Radiohead 1.142115 1.151468 \n", - "11 045sp2JToyTaaKyXkGejPy Radiohead 1.090813 0.581341 \n", - "24 4D6ZExVvYLZxhcAvifX5px Radiohead 1.074047 0.749795 \n", - "13 4SE81CrzH0qPA8KHqM9Syz Radiohead 1.064914 0.856048 \n", - "4 4aOAzvRdOsZSwZIgwcdeL0 Radiohead 1.063868 0.524102 \n", - "23 11qDTSr3Dj4TkPnBcIOqEJ Radiohead 1.056187 0.711071 \n", + " _id artist_name gloom lyrical_density \\\n", + "3 37kUGdEJJ7NaMl5LFW4EA4 Radiohead 0.981767 1.083467 \n", + "6 1MyqLTRhgyWPw7v107BEuI Radiohead 0.833758 0.412140 \n", + "5 05evePUsIT1cmIURp1hgu6 Radiohead 0.828065 0.435957 \n", + "2 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.775417 0.674272 \n", + "1 3pcCifdPTc2BbqmWpEhtUd Radiohead 0.606884 0.439692 \n", + "4 3OsUjkcv1C1v5udFhgRSFg Radiohead 0.606161 0.329999 \n", + "0 0eECFDnWy0RdjMmJ8NOeAL Radiohead 0.378831 0.093389 \n", "\n", - " name neg valence \n", - "61 A Wolf At the Door 0.793363 0.3630 \n", - "43 Faust Arp 0.838532 0.2240 \n", - "9 The Bends 0.854244 0.3150 \n", - "34 Glass Eyes 0.800195 0.0629 \n", - "20 Thinking About You 0.791660 0.4190 \n", - "11 Fake Plastic Trees 0.827542 0.1270 \n", - "24 Prove Yourself 0.815006 0.2780 \n", - "13 Just 0.809154 0.3720 \n", - "4 Let Down 0.825887 0.1310 \n", - "23 Vegetable 0.883291 0.3990 " + " name neg valence \n", + "3 2 + 2 = 5 0.637656 0.365 \n", + "6 You 0.688683 0.305 \n", + "5 Planet Telex 0.646349 0.272 \n", + "2 15 Step 0.835488 0.848 \n", + "1 Burn the Witch 0.582602 0.625 \n", + "4 Airbag 0.642348 0.642 \n", + "0 Feral 0.465216 0.751 " ] }, - "execution_count": 471, + "execution_count": 74, "metadata": {}, "output_type": "execute_result" } @@ -8656,7 +9933,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 75, "metadata": { "collapsed": false }, @@ -8687,27 +9964,7 @@ " 1.853118\n", " Ticket To Ride - Live / Remastered\n", " 0.825439\n", - " 0.4050\n", - " \n", - " \n", - " 88\n", - " 3VgxeWOGdUYvtX1j8C9VyV\n", - " The Beatles\n", - " 1.393697\n", - " 1.708599\n", - " I'm So Tired - Remastered 2009\n", - " 0.892489\n", - " 0.6300\n", - " \n", - " \n", - " 107\n", - " 6ZrPbHp9kRmQj1tGLvna8U\n", - " The Beatles\n", - " 1.270327\n", - " 0.874479\n", - " Revolution 9 - Remastered 2009\n", - " 0.873285\n", - " 0.0963\n", + " 0.405\n", " \n", " \n", " 73\n", @@ -8717,7 +9974,7 @@ " 2.616693\n", " Her Majesty - Remastered 2009\n", " 0.556608\n", - " 0.4900\n", + " 0.490\n", " \n", " \n", " 23\n", @@ -8727,27 +9984,17 @@ " 1.615224\n", " A Hard Day's Night - Remastered 2015\n", " 0.833309\n", - " 0.7520\n", + " 0.752\n", " \n", " \n", - " 111\n", - " 0ttMfoND7IQqFSMVOPkELC\n", - " The Beatles\n", - " 1.212148\n", - " 0.799772\n", - " Blue Jay Way - Remastered 2009\n", - " 0.812490\n", - " 0.0380\n", - " \n", - " \n", - " 160\n", + " 77\n", " 5ou2BiQ9FxIYkxsYvYHpAT\n", " The Beatles\n", " 1.210378\n", " 1.648037\n", " Help! - Remastered 2009\n", " 0.823915\n", - " 0.7610\n", + " 0.761\n", " \n", " \n", " 10\n", @@ -8757,17 +10004,7 @@ " 1.332561\n", " Help! - Live / Remastered\n", " 0.823915\n", - " 0.5150\n", - " \n", - " \n", - " 220\n", - " 2Iccm3cKBQHWt5yk0yX9nh\n", - " The Beatles\n", - " 1.200158\n", - " 1.530785\n", - " Please Please Me - Remastered 2009\n", - " 0.833068\n", - " 0.7080\n", + " 0.515\n", " \n", " \n", " 27\n", @@ -8777,39 +10014,79 @@ " 1.651824\n", " Help! - Remastered 2015\n", " 0.823915\n", - " 0.8100\n", + " 0.810\n", + " \n", + " \n", + " 78\n", + " 69d54YOS8TOQiUYjX57XeA\n", + " The Beatles\n", + " 1.183059\n", + " 1.601816\n", + " A Hard Day's Night - Remastered 2009\n", + " 0.833309\n", + " 0.802\n", + " \n", + " \n", + " 28\n", + " 63uskN0xLezVg4281wzeQn\n", + " The Beatles\n", + " 1.180468\n", + " 1.005426\n", + " Yesterday - Remastered 2015\n", + " 0.852156\n", + " 0.348\n", + " \n", + " \n", + " 52\n", + " 03v6sgKUUFliGse1h04ecC\n", + " The Beatles\n", + " 1.163491\n", + " 1.061776\n", + " I've Got A Feeling - Remastered 2009\n", + " 0.817733\n", + " 0.359\n", + " \n", + " \n", + " 1\n", + " 4edArG2VehvJdwOZfYOxtK\n", + " The Beatles\n", + " 1.161653\n", + " 2.823318\n", + " Twist And Shout - Live / Remastered\n", + " 0.499908\n", + " 0.588\n", " \n", " \n", "\n", "" ], "text/plain": [ - " _id artist_name gloom lyrical_density \\\n", - "4 0GRplBEB2FWCKutwMmS6nY The Beatles 1.475037 1.853118 \n", - "88 3VgxeWOGdUYvtX1j8C9VyV The Beatles 1.393697 1.708599 \n", - "107 6ZrPbHp9kRmQj1tGLvna8U The Beatles 1.270327 0.874479 \n", - "73 5H9q6ctIlamkqukdTrNt3k The Beatles 1.261539 2.616693 \n", - "23 0mNQUZEATk2uItMUtiLWK5 The Beatles 1.213645 1.615224 \n", - "111 0ttMfoND7IQqFSMVOPkELC The Beatles 1.212148 0.799772 \n", - "160 5ou2BiQ9FxIYkxsYvYHpAT The Beatles 1.210378 1.648037 \n", - "10 1alcPfZWUHh01l4Fnoo5Jt The Beatles 1.203416 1.332561 \n", - "220 2Iccm3cKBQHWt5yk0yX9nh The Beatles 1.200158 1.530785 \n", - "27 1dfuJYDSIc41cw5RPsaCF1 The Beatles 1.187438 1.651824 \n", + " _id artist_name gloom lyrical_density \\\n", + "4 0GRplBEB2FWCKutwMmS6nY The Beatles 1.475037 1.853118 \n", + "73 5H9q6ctIlamkqukdTrNt3k The Beatles 1.261539 2.616693 \n", + "23 0mNQUZEATk2uItMUtiLWK5 The Beatles 1.213645 1.615224 \n", + "77 5ou2BiQ9FxIYkxsYvYHpAT The Beatles 1.210378 1.648037 \n", + "10 1alcPfZWUHh01l4Fnoo5Jt The Beatles 1.203416 1.332561 \n", + "27 1dfuJYDSIc41cw5RPsaCF1 The Beatles 1.187438 1.651824 \n", + "78 69d54YOS8TOQiUYjX57XeA The Beatles 1.183059 1.601816 \n", + "28 63uskN0xLezVg4281wzeQn The Beatles 1.180468 1.005426 \n", + "52 03v6sgKUUFliGse1h04ecC The Beatles 1.163491 1.061776 \n", + "1 4edArG2VehvJdwOZfYOxtK The Beatles 1.161653 2.823318 \n", "\n", - " name neg valence \n", - "4 Ticket To Ride - Live / Remastered 0.825439 0.4050 \n", - "88 I'm So Tired - Remastered 2009 0.892489 0.6300 \n", - "107 Revolution 9 - Remastered 2009 0.873285 0.0963 \n", - "73 Her Majesty - Remastered 2009 0.556608 0.4900 \n", - "23 A Hard Day's Night - Remastered 2015 0.833309 0.7520 \n", - "111 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n", - "160 Help! - Remastered 2009 0.823915 0.7610 \n", - "10 Help! - Live / Remastered 0.823915 0.5150 \n", - "220 Please Please Me - Remastered 2009 0.833068 0.7080 \n", - "27 Help! - Remastered 2015 0.823915 0.8100 " + " name neg valence \n", + "4 Ticket To Ride - Live / Remastered 0.825439 0.405 \n", + "73 Her Majesty - Remastered 2009 0.556608 0.490 \n", + "23 A Hard Day's Night - Remastered 2015 0.833309 0.752 \n", + "77 Help! - Remastered 2009 0.823915 0.761 \n", + "10 Help! - Live / Remastered 0.823915 0.515 \n", + "27 Help! - Remastered 2015 0.823915 0.810 \n", + "78 A Hard Day's Night - Remastered 2009 0.833309 0.802 \n", + "28 Yesterday - Remastered 2015 0.852156 0.348 \n", + "52 I've Got A Feeling - Remastered 2009 0.817733 0.359 \n", + "1 Twist And Shout - Live / Remastered 0.499908 0.588 " ] }, - "execution_count": 98, + "execution_count": 75, "metadata": {}, "output_type": "execute_result" } @@ -8845,7 +10122,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 76, "metadata": { "collapsed": false, "scrolled": true @@ -8871,146 +10148,158 @@ " \n", " \n", " \n", - " 258\n", - " 4gq2bc2770XvbJdEtfUbmw\n", - " Radiohead\n", - " 0.201546\n", - " Go Slowly\n", - " 0.723774\n", - " 0.0453\n", - " 0.039619\n", - " 0.472775\n", + " 0\n", + " 2ucFulEWapRAmTn7l6f5Q7\n", + " The Beatles\n", + " 0.169898\n", + " Wild Honey Pie - Remastered 2009\n", + " 0.391178\n", + " 0.153\n", + " 0.020924\n", + " 0.418731\n", " \n", " \n", - " 309\n", - " 75YUnz58ajMo2VIIuUFvOV\n", - " Radiohead\n", - " 0.248061\n", - " The Tourist\n", - " 0.667864\n", - " 0.0400\n", - " 0.056658\n", - " 0.471724\n", + " 65\n", + " 4cLoL5KPfE1hAwfsO84FX7\n", + " The Beatles\n", + " 0.325955\n", + " Because - Remastered 2009\n", + " 0.466254\n", + " 0.162\n", + " 0.063602\n", + " 0.407178\n", " \n", " \n", - " 246\n", - " 01ZpFhrMMqKPVCwyqXneVp\n", - " Radiohead\n", - " 0.218723\n", - " True Love Waits\n", - " 0.532206\n", - " 0.0378\n", - " 0.045911\n", - " 0.471229\n", + " 67\n", + " 3jPXnX4SskFgAcC4YBKOwN\n", + " The Beatles\n", + " 0.273472\n", + " Sun King - Remastered 2009\n", + " 0.300809\n", + " 0.197\n", + " 0.049249\n", + " 0.389134\n", " \n", " \n", - " 268\n", - " 5olWalQH1oVza5D6xJg4oX\n", - " Radiohead\n", - " 0.216752\n", - " Sail To The Moon\n", - " 0.605798\n", - " 0.0458\n", - " 0.045189\n", - " 0.469228\n", + " 91\n", + " 20eJRZyvdYZ5Bx7nHs570i\n", + " The Rolling Stones\n", + " 0.711824\n", + " Neighbours - Live Licks Tour - 2009 Re-Mastere...\n", + " 0.728527\n", + " 0.212\n", + " 0.169130\n", + " 0.388971\n", " \n", " \n", - " 272\n", - " 53RYTfkLiyZuUZHwJC3Wmm\n", - " Radiohead\n", - " 0.276367\n", - " We Suck Young Blood\n", - " 0.535358\n", - " 0.0378\n", - " 0.067027\n", - " 0.466795\n", + " 43\n", + " 7iABnSNZciNepqGtjMQxxd\n", + " The Beatles\n", + " 0.800176\n", + " Come Together - Remastered 2015\n", + " 0.562552\n", + " 0.178\n", + " 0.193293\n", + " 0.385925\n", " \n", " \n", - " 205\n", - " 4sLGaMl33I6mcsk7u4xHAU\n", - " Radiohead\n", - " 0.146307\n", - " Codex\n", - " 0.637942\n", - " 0.0629\n", - " 0.019385\n", - " 0.465650\n", + " 58\n", + " 0MKqeOVdZcUFGJvWpGCKbG\n", + " The Beatles\n", + " 0.796316\n", + " Come Together - Remastered 2009\n", + " 0.562552\n", + " 0.179\n", + " 0.192237\n", + " 0.385658\n", " \n", " \n", - " 112\n", - " 0ttMfoND7IQqFSMVOPkELC\n", + " 66\n", + " 71Ij3VBYQWMrng61Ae4tBu\n", " The Beatles\n", - " 0.799772\n", - " Blue Jay Way - Remastered 2009\n", - " 0.812490\n", - " 0.0380\n", - " 0.258755\n", - " 0.461657\n", + " 0.592658\n", + " You Never Give Me Your Money - Remastered 2009\n", + " 0.753448\n", + " 0.226\n", + " 0.136541\n", + " 0.385597\n", " \n", " \n", - " 297\n", - " 0COiZ7ncho2yi4HotbzgPv\n", - " Radiohead\n", - " 0.349157\n", - " Motion Picture Soundtrack\n", - " 0.576808\n", - " 0.0425\n", - " 0.093690\n", - " 0.460916\n", + " 73\n", + " 0SAqxgrtLO0GzXBeilxHQs\n", + " The Beatles\n", + " 0.543735\n", + " The End - Remastered 2009\n", + " 0.478610\n", + " 0.207\n", + " 0.123161\n", + " 0.377140\n", " \n", " \n", - " 256\n", - " 3uxhyRdWVXp7GQvERQl6fA\n", + " 86\n", + " 05evePUsIT1cmIURp1hgu6\n", " Radiohead\n", - " 0.382643\n", - " Videotape\n", - " 0.652962\n", - " 0.0468\n", - " 0.105957\n", - " 0.460694\n", + " 0.435957\n", + " Planet Telex\n", + " 0.646349\n", + " 0.272\n", + " 0.093686\n", + " 0.360175\n", " \n", " \n", - " 318\n", - " 7wB2VenWR6rchtLwawreIg\n", - " Radiohead\n", - " 0.359311\n", - " Bullet Proof ... I Wish I Was\n", - " 0.804636\n", - " 0.0781\n", - " 0.097410\n", - " 0.455239\n", + " 40\n", + " 4ajbplh2IXiJkXjQiq5aqq\n", + " The Beatles\n", + " 1.168048\n", + " Get Back - Remastered 2015\n", + " 0.538810\n", + " 0.212\n", + " 0.293898\n", + " 0.357382\n", " \n", " \n", "\n", "" ], "text/plain": [ - " _id artist_name lyrical_density \\\n", - "258 4gq2bc2770XvbJdEtfUbmw Radiohead 0.201546 \n", - "309 75YUnz58ajMo2VIIuUFvOV Radiohead 0.248061 \n", - "246 01ZpFhrMMqKPVCwyqXneVp Radiohead 0.218723 \n", - "268 5olWalQH1oVza5D6xJg4oX Radiohead 0.216752 \n", - "272 53RYTfkLiyZuUZHwJC3Wmm Radiohead 0.276367 \n", - "205 4sLGaMl33I6mcsk7u4xHAU Radiohead 0.146307 \n", - "112 0ttMfoND7IQqFSMVOPkELC The Beatles 0.799772 \n", - "297 0COiZ7ncho2yi4HotbzgPv Radiohead 0.349157 \n", - "256 3uxhyRdWVXp7GQvERQl6fA Radiohead 0.382643 \n", - "318 7wB2VenWR6rchtLwawreIg Radiohead 0.359311 \n", + " _id artist_name lyrical_density \\\n", + "0 2ucFulEWapRAmTn7l6f5Q7 The Beatles 0.169898 \n", + "65 4cLoL5KPfE1hAwfsO84FX7 The Beatles 0.325955 \n", + "67 3jPXnX4SskFgAcC4YBKOwN The Beatles 0.273472 \n", + "91 20eJRZyvdYZ5Bx7nHs570i The Rolling Stones 0.711824 \n", + "43 7iABnSNZciNepqGtjMQxxd The Beatles 0.800176 \n", + "58 0MKqeOVdZcUFGJvWpGCKbG The Beatles 0.796316 \n", + "66 71Ij3VBYQWMrng61Ae4tBu The Beatles 0.592658 \n", + "73 0SAqxgrtLO0GzXBeilxHQs The Beatles 0.543735 \n", + "86 05evePUsIT1cmIURp1hgu6 Radiohead 0.435957 \n", + "40 4ajbplh2IXiJkXjQiq5aqq The Beatles 1.168048 \n", "\n", - " name neg valence scaled_ld gloom \n", - "258 Go Slowly 0.723774 0.0453 0.039619 0.472775 \n", - "309 The Tourist 0.667864 0.0400 0.056658 0.471724 \n", - "246 True Love Waits 0.532206 0.0378 0.045911 0.471229 \n", - "268 Sail To The Moon 0.605798 0.0458 0.045189 0.469228 \n", - "272 We Suck Young Blood 0.535358 0.0378 0.067027 0.466795 \n", - "205 Codex 0.637942 0.0629 0.019385 0.465650 \n", - "112 Blue Jay Way - Remastered 2009 0.812490 0.0380 0.258755 0.461657 \n", - "297 Motion Picture Soundtrack 0.576808 0.0425 0.093690 0.460916 \n", - "256 Videotape 0.652962 0.0468 0.105957 0.460694 \n", - "318 Bullet Proof ... I Wish I Was 0.804636 0.0781 0.097410 0.455239 " + " name neg valence \\\n", + "0 Wild Honey Pie - Remastered 2009 0.391178 0.153 \n", + "65 Because - Remastered 2009 0.466254 0.162 \n", + "67 Sun King - Remastered 2009 0.300809 0.197 \n", + "91 Neighbours - Live Licks Tour - 2009 Re-Mastere... 0.728527 0.212 \n", + "43 Come Together - Remastered 2015 0.562552 0.178 \n", + "58 Come Together - Remastered 2009 0.562552 0.179 \n", + "66 You Never Give Me Your Money - Remastered 2009 0.753448 0.226 \n", + "73 The End - Remastered 2009 0.478610 0.207 \n", + "86 Planet Telex 0.646349 0.272 \n", + "40 Get Back - Remastered 2015 0.538810 0.212 \n", + "\n", + " scaled_ld gloom \n", + "0 0.020924 0.418731 \n", + "65 0.063602 0.407178 \n", + "67 0.049249 0.389134 \n", + "91 0.169130 0.388971 \n", + "43 0.193293 0.385925 \n", + "58 0.192237 0.385658 \n", + "66 0.136541 0.385597 \n", + "73 0.123161 0.377140 \n", + "86 0.093686 0.360175 \n", + "40 0.293898 0.357382 " ] }, - "execution_count": 99, + "execution_count": 76, "metadata": {}, "output_type": "execute_result" } @@ -9047,7 +10336,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 77, "metadata": { "collapsed": false }, @@ -9072,146 +10361,107 @@ " \n", " \n", " \n", - " 258\n", - " 4gq2bc2770XvbJdEtfUbmw\n", - " Radiohead\n", - " 0.201546\n", - " Go Slowly\n", - " 0.723774\n", - " 0.0453\n", - " 0.039619\n", - " 0.472775\n", - " \n", - " \n", - " 309\n", - " 75YUnz58ajMo2VIIuUFvOV\n", - " Radiohead\n", - " 0.248061\n", - " The Tourist\n", - " 0.667864\n", - " 0.0400\n", - " 0.056658\n", - " 0.471724\n", - " \n", - " \n", - " 246\n", - " 01ZpFhrMMqKPVCwyqXneVp\n", - " Radiohead\n", - " 0.218723\n", - " True Love Waits\n", - " 0.532206\n", - " 0.0378\n", - " 0.045911\n", - " 0.471229\n", - " \n", - " \n", - " 268\n", - " 5olWalQH1oVza5D6xJg4oX\n", + " 86\n", + " 05evePUsIT1cmIURp1hgu6\n", " Radiohead\n", - " 0.216752\n", - " Sail To The Moon\n", - " 0.605798\n", - " 0.0458\n", - " 0.045189\n", - " 0.469228\n", + " 0.435957\n", + " Planet Telex\n", + " 0.646349\n", + " 0.272\n", + " 0.093686\n", + " 0.360175\n", " \n", " \n", - " 272\n", - " 53RYTfkLiyZuUZHwJC3Wmm\n", + " 87\n", + " 1MyqLTRhgyWPw7v107BEuI\n", " Radiohead\n", - " 0.276367\n", - " We Suck Young Blood\n", - " 0.535358\n", - " 0.0378\n", - " 0.067027\n", - " 0.466795\n", + " 0.412140\n", + " You\n", + " 0.688683\n", + " 0.305\n", + " 0.087172\n", + " 0.347225\n", " \n", " \n", - " 205\n", - " 4sLGaMl33I6mcsk7u4xHAU\n", + " 84\n", + " 37kUGdEJJ7NaMl5LFW4EA4\n", " Radiohead\n", - " 0.146307\n", - " Codex\n", - " 0.637942\n", - " 0.0629\n", - " 0.019385\n", - " 0.465650\n", + " 1.083467\n", + " 2 + 2 = 5\n", + " 0.637656\n", + " 0.365\n", + " 0.270767\n", + " 0.317860\n", " \n", " \n", - " 297\n", - " 0COiZ7ncho2yi4HotbzgPv\n", + " 82\n", + " 3pcCifdPTc2BbqmWpEhtUd\n", " Radiohead\n", - " 0.349157\n", - " Motion Picture Soundtrack\n", - " 0.576808\n", - " 0.0425\n", - " 0.093690\n", - " 0.460916\n", + " 0.439692\n", + " Burn the Witch\n", + " 0.582602\n", + " 0.625\n", + " 0.094707\n", + " 0.197331\n", " \n", " \n", - " 256\n", - " 3uxhyRdWVXp7GQvERQl6fA\n", + " 85\n", + " 3OsUjkcv1C1v5udFhgRSFg\n", " Radiohead\n", - " 0.382643\n", - " Videotape\n", - " 0.652962\n", - " 0.0468\n", - " 0.105957\n", - " 0.460694\n", + " 0.329999\n", + " Airbag\n", + " 0.642348\n", + " 0.642\n", + " 0.064708\n", + " 0.188200\n", " \n", " \n", - " 318\n", - " 7wB2VenWR6rchtLwawreIg\n", + " 83\n", + " 6dsq7Nt5mIFzvm5kIYNORy\n", " Radiohead\n", - " 0.359311\n", - " Bullet Proof ... I Wish I Was\n", - " 0.804636\n", - " 0.0781\n", - " 0.097410\n", - " 0.455239\n", + " 0.674272\n", + " 15 Step\n", + " 0.835488\n", + " 0.848\n", + " 0.158860\n", + " 0.130290\n", " \n", " \n", - " 289\n", - " 5AiNZnMDCWwujIENPj9PV9\n", + " 1\n", + " 0eECFDnWy0RdjMmJ8NOeAL\n", " Radiohead\n", - " 0.489208\n", - " Everything In Its Right Place\n", - " 0.716829\n", - " 0.0585\n", - " 0.144992\n", - " 0.454462\n", + " 0.093389\n", + " Feral\n", + " 0.465216\n", + " 0.751\n", + " 0.000000\n", + " 0.124500\n", " \n", " \n", "\n", "" ], "text/plain": [ - " _id artist_name lyrical_density \\\n", - "258 4gq2bc2770XvbJdEtfUbmw Radiohead 0.201546 \n", - "309 75YUnz58ajMo2VIIuUFvOV Radiohead 0.248061 \n", - "246 01ZpFhrMMqKPVCwyqXneVp Radiohead 0.218723 \n", - "268 5olWalQH1oVza5D6xJg4oX Radiohead 0.216752 \n", - "272 53RYTfkLiyZuUZHwJC3Wmm Radiohead 0.276367 \n", - "205 4sLGaMl33I6mcsk7u4xHAU Radiohead 0.146307 \n", - "297 0COiZ7ncho2yi4HotbzgPv Radiohead 0.349157 \n", - "256 3uxhyRdWVXp7GQvERQl6fA Radiohead 0.382643 \n", - "318 7wB2VenWR6rchtLwawreIg Radiohead 0.359311 \n", - "289 5AiNZnMDCWwujIENPj9PV9 Radiohead 0.489208 \n", + " _id artist_name lyrical_density name \\\n", + "86 05evePUsIT1cmIURp1hgu6 Radiohead 0.435957 Planet Telex \n", + "87 1MyqLTRhgyWPw7v107BEuI Radiohead 0.412140 You \n", + "84 37kUGdEJJ7NaMl5LFW4EA4 Radiohead 1.083467 2 + 2 = 5 \n", + "82 3pcCifdPTc2BbqmWpEhtUd Radiohead 0.439692 Burn the Witch \n", + "85 3OsUjkcv1C1v5udFhgRSFg Radiohead 0.329999 Airbag \n", + "83 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 15 Step \n", + "1 0eECFDnWy0RdjMmJ8NOeAL Radiohead 0.093389 Feral \n", "\n", - " name neg valence scaled_ld gloom \n", - "258 Go Slowly 0.723774 0.0453 0.039619 0.472775 \n", - "309 The Tourist 0.667864 0.0400 0.056658 0.471724 \n", - "246 True Love Waits 0.532206 0.0378 0.045911 0.471229 \n", - "268 Sail To The Moon 0.605798 0.0458 0.045189 0.469228 \n", - "272 We Suck Young Blood 0.535358 0.0378 0.067027 0.466795 \n", - "205 Codex 0.637942 0.0629 0.019385 0.465650 \n", - "297 Motion Picture Soundtrack 0.576808 0.0425 0.093690 0.460916 \n", - "256 Videotape 0.652962 0.0468 0.105957 0.460694 \n", - "318 Bullet Proof ... I Wish I Was 0.804636 0.0781 0.097410 0.455239 \n", - "289 Everything In Its Right Place 0.716829 0.0585 0.144992 0.454462 " + " neg valence scaled_ld gloom \n", + "86 0.646349 0.272 0.093686 0.360175 \n", + "87 0.688683 0.305 0.087172 0.347225 \n", + "84 0.637656 0.365 0.270767 0.317860 \n", + "82 0.582602 0.625 0.094707 0.197331 \n", + "85 0.642348 0.642 0.064708 0.188200 \n", + "83 0.835488 0.848 0.158860 0.130290 \n", + "1 0.465216 0.751 0.000000 0.124500 " ] }, - "execution_count": 100, + "execution_count": 77, "metadata": {}, "output_type": "execute_result" } @@ -9243,7 +10493,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 78, "metadata": { "collapsed": false }, @@ -9268,81 +10518,59 @@ " \n", " \n", " \n", - " 112\n", - " 0ttMfoND7IQqFSMVOPkELC\n", - " The Beatles\n", - " 0.799772\n", - " Blue Jay Way - Remastered 2009\n", - " 0.812490\n", - " 0.0380\n", - " 0.258755\n", - " 0.461657\n", - " \n", - " \n", - " 108\n", - " 6ZrPbHp9kRmQj1tGLvna8U\n", - " The Beatles\n", - " 0.874479\n", - " Revolution 9 - Remastered 2009\n", - " 0.873285\n", - " 0.0963\n", - " 0.286121\n", - " 0.447499\n", - " \n", - " \n", " 0\n", " 2ucFulEWapRAmTn7l6f5Q7\n", " The Beatles\n", " 0.169898\n", " Wild Honey Pie - Remastered 2009\n", " 0.391178\n", - " 0.1530\n", - " 0.028026\n", - " 0.417113\n", + " 0.153\n", + " 0.020924\n", + " 0.418731\n", " \n", " \n", - " 132\n", - " 3ZFBeIyP41HhnALjxWy1pR\n", + " 65\n", + " 4cLoL5KPfE1hAwfsO84FX7\n", " The Beatles\n", - " 0.628310\n", - " A Day In The Life - Remastered 2009\n", - " 0.781296\n", - " 0.1620\n", - " 0.195947\n", - " 0.413445\n", + " 0.325955\n", + " Because - Remastered 2009\n", + " 0.466254\n", + " 0.162\n", + " 0.063602\n", + " 0.407178\n", " \n", " \n", - " 146\n", - " 0agoaPIy92gPZ6zRhqXarE\n", + " 67\n", + " 3jPXnX4SskFgAcC4YBKOwN\n", " The Beatles\n", - " 0.634931\n", - " Tomorrow Never Knows - Remastered 2009\n", - " 0.343599\n", - " 0.0556\n", - " 0.198372\n", - " 0.412609\n", + " 0.273472\n", + " Sun King - Remastered 2009\n", + " 0.300809\n", + " 0.197\n", + " 0.049249\n", + " 0.389134\n", " \n", " \n", - " 103\n", - " 27YZJHyTTDIurMqDu1v2ef\n", + " 43\n", + " 7iABnSNZciNepqGtjMQxxd\n", " The Beatles\n", - " 0.429399\n", - " Long, Long, Long - Remastered 2009\n", - " 0.524122\n", - " 0.1350\n", - " 0.123084\n", - " 0.411522\n", + " 0.800176\n", + " Come Together - Remastered 2015\n", + " 0.562552\n", + " 0.178\n", + " 0.193293\n", + " 0.385925\n", " \n", " \n", - " 65\n", - " 4cLoL5KPfE1hAwfsO84FX7\n", + " 58\n", + " 0MKqeOVdZcUFGJvWpGCKbG\n", " The Beatles\n", - " 0.325955\n", - " Because - Remastered 2009\n", - " 0.466254\n", - " 0.1620\n", - " 0.085191\n", - " 0.403165\n", + " 0.796316\n", + " Come Together - Remastered 2009\n", + " 0.562552\n", + " 0.179\n", + " 0.192237\n", + " 0.385658\n", " \n", " \n", " 66\n", @@ -9351,75 +10579,97 @@ " 0.592658\n", " You Never Give Me Your Money - Remastered 2009\n", " 0.753448\n", - " 0.2260\n", - " 0.182887\n", - " 0.385121\n", + " 0.226\n", + " 0.136541\n", + " 0.385597\n", " \n", " \n", - " 67\n", - " 3jPXnX4SskFgAcC4YBKOwN\n", + " 73\n", + " 0SAqxgrtLO0GzXBeilxHQs\n", " The Beatles\n", - " 0.273472\n", - " Sun King - Remastered 2009\n", - " 0.300809\n", - " 0.1970\n", - " 0.065966\n", - " 0.384936\n", + " 0.543735\n", + " The End - Remastered 2009\n", + " 0.478610\n", + " 0.207\n", + " 0.123161\n", + " 0.377140\n", " \n", " \n", - " 43\n", - " 7iABnSNZciNepqGtjMQxxd\n", + " 40\n", + " 4ajbplh2IXiJkXjQiq5aqq\n", " The Beatles\n", - " 0.800176\n", - " Come Together - Remastered 2015\n", - " 0.562552\n", - " 0.1780\n", - " 0.258903\n", - " 0.377414\n", + " 1.168048\n", + " Get Back - Remastered 2015\n", + " 0.538810\n", + " 0.212\n", + " 0.293898\n", + " 0.357382\n", + " \n", + " \n", + " 5\n", + " 0GRplBEB2FWCKutwMmS6nY\n", + " The Beatles\n", + " 1.853118\n", + " Ticket To Ride - Live / Remastered\n", + " 0.825439\n", + " 0.405\n", + " 0.481252\n", + " 0.352950\n", + " \n", + " \n", + " 29\n", + " 63uskN0xLezVg4281wzeQn\n", + " The Beatles\n", + " 1.005426\n", + " Yesterday - Remastered 2015\n", + " 0.852156\n", + " 0.348\n", + " 0.249425\n", + " 0.350962\n", " \n", " \n", "\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", + " _id artist_name lyrical_density \\\n", + "0 2ucFulEWapRAmTn7l6f5Q7 The Beatles 0.169898 \n", + "65 4cLoL5KPfE1hAwfsO84FX7 The Beatles 0.325955 \n", + "67 3jPXnX4SskFgAcC4YBKOwN The Beatles 0.273472 \n", + "43 7iABnSNZciNepqGtjMQxxd The Beatles 0.800176 \n", + "58 0MKqeOVdZcUFGJvWpGCKbG The Beatles 0.796316 \n", + "66 71Ij3VBYQWMrng61Ae4tBu The Beatles 0.592658 \n", + "73 0SAqxgrtLO0GzXBeilxHQs The Beatles 0.543735 \n", + "40 4ajbplh2IXiJkXjQiq5aqq The Beatles 1.168048 \n", + "5 0GRplBEB2FWCKutwMmS6nY The Beatles 1.853118 \n", + "29 63uskN0xLezVg4281wzeQn The Beatles 1.005426 \n", "\n", - " name neg valence \\\n", - "112 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n", - "108 Revolution 9 - Remastered 2009 0.873285 0.0963 \n", - "0 Wild Honey Pie - Remastered 2009 0.391178 0.1530 \n", - "132 A Day In The Life - Remastered 2009 0.781296 0.1620 \n", - "146 Tomorrow Never Knows - Remastered 2009 0.343599 0.0556 \n", - "103 Long, Long, Long - Remastered 2009 0.524122 0.1350 \n", - "65 Because - Remastered 2009 0.466254 0.1620 \n", - "66 You Never Give Me Your Money - Remastered 2009 0.753448 0.2260 \n", - "67 Sun King - Remastered 2009 0.300809 0.1970 \n", - "43 Come Together - Remastered 2015 0.562552 0.1780 \n", + " name neg valence \\\n", + "0 Wild Honey Pie - Remastered 2009 0.391178 0.153 \n", + "65 Because - Remastered 2009 0.466254 0.162 \n", + "67 Sun King - Remastered 2009 0.300809 0.197 \n", + "43 Come Together - Remastered 2015 0.562552 0.178 \n", + "58 Come Together - Remastered 2009 0.562552 0.179 \n", + "66 You Never Give Me Your Money - Remastered 2009 0.753448 0.226 \n", + "73 The End - Remastered 2009 0.478610 0.207 \n", + "40 Get Back - Remastered 2015 0.538810 0.212 \n", + "5 Ticket To Ride - Live / Remastered 0.825439 0.405 \n", + "29 Yesterday - Remastered 2015 0.852156 0.348 \n", "\n", - " scaled_ld gloom \n", - "112 0.258755 0.461657 \n", - "108 0.286121 0.447499 \n", - "0 0.028026 0.417113 \n", - "132 0.195947 0.413445 \n", - "146 0.198372 0.412609 \n", - "103 0.123084 0.411522 \n", - "65 0.085191 0.403165 \n", - "66 0.182887 0.385121 \n", - "67 0.065966 0.384936 \n", - "43 0.258903 0.377414 " + " scaled_ld gloom \n", + "0 0.020924 0.418731 \n", + "65 0.063602 0.407178 \n", + "67 0.049249 0.389134 \n", + "43 0.193293 0.385925 \n", + "58 0.192237 0.385658 \n", + "66 0.136541 0.385597 \n", + "73 0.123161 0.377140 \n", + "40 0.293898 0.357382 \n", + "5 0.481252 0.352950 \n", + "29 0.249425 0.350962 " ] }, - "execution_count": 101, + "execution_count": 78, "metadata": {}, "output_type": "execute_result" } @@ -9437,7 +10687,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 79, "metadata": { "collapsed": false }, @@ -9469,19 +10719,8 @@ " Yesterday - Remastered 2015\n", " 0.852156\n", " 0.348\n", - " 0.334088\n", - " 0.359435\n", - " \n", - " \n", - " 125\n", - " 1Ipl1kvks5s6GKn6oqgzeY\n", - " The Beatles\n", - " 1.064324\n", - " She's Leaving Home - Remastered 2009\n", - " 0.764553\n", - " 0.377\n", - " 0.355663\n", - " 0.336673\n", + " 0.249425\n", + " 0.350962\n", " \n", " \n", " 34\n", @@ -9491,31 +10730,24 @@ " Eleanor Rigby - Remastered 2015\n", " 0.803232\n", " 0.845\n", - " 0.562401\n", - " 0.259783\n", + " 0.419879\n", + " 0.213589\n", " \n", " \n", "\n", "" ], "text/plain": [ - " _id artist_name lyrical_density \\\n", - "29 63uskN0xLezVg4281wzeQn The Beatles 1.005426 \n", - "125 1Ipl1kvks5s6GKn6oqgzeY The Beatles 1.064324 \n", - "34 0TRkjwb4uY3CHb5zhr9bBd The Beatles 1.628703 \n", - "\n", - " name neg valence scaled_ld \\\n", - "29 Yesterday - Remastered 2015 0.852156 0.348 0.334088 \n", - "125 She's Leaving Home - Remastered 2009 0.764553 0.377 0.355663 \n", - "34 Eleanor Rigby - Remastered 2015 0.803232 0.845 0.562401 \n", + " _id artist_name lyrical_density \\\n", + "29 63uskN0xLezVg4281wzeQn The Beatles 1.005426 \n", + "34 0TRkjwb4uY3CHb5zhr9bBd The Beatles 1.628703 \n", "\n", - " gloom \n", - "29 0.359435 \n", - "125 0.336673 \n", - "34 0.259783 " + " name neg valence scaled_ld gloom \n", + "29 Yesterday - Remastered 2015 0.852156 0.348 0.249425 0.350962 \n", + "34 Eleanor Rigby - Remastered 2015 0.803232 0.845 0.419879 0.213589 " ] }, - "execution_count": 102, + "execution_count": 79, "metadata": {}, "output_type": "execute_result" } @@ -9539,7 +10771,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 80, "metadata": { "collapsed": false }, @@ -9564,158 +10796,158 @@ " \n", " \n", " \n", - " 84\n", - " 3fuEJBCK3kWnJHFTODR4cb\n", + " 56\n", + " 0cJ053ljI4BuP5P8tJnK5j\n", " The Beatles\n", - " 1.608806\n", - " Ob-La-Di, Ob-La-Da - Remastered 2009\n", - " 0.080969\n", - " 0.975\n", - " 0.555112\n", - " 0.028035\n", + " 0.893485\n", + " For You Blue - Remastered 2009\n", + " 0.471827\n", + " 0.958\n", + " 0.218811\n", + " 0.068025\n", " \n", " \n", - " 78\n", - " 3TEbDhNDU4NDXq0h86nGZ7\n", - " The Beatles\n", - " 1.008850\n", - " Hey Bulldog - Remastered 2009\n", - " 0.239198\n", - " 0.942\n", - " 0.335342\n", - " 0.059382\n", + " 101\n", + " 4Q75gU2hFVL4oxqFpTiT3c\n", + " The Rolling Stones\n", + " 0.501468\n", + " Dance (pt 1) - 2009 Re-Mastered Digital Version\n", + " 0.697406\n", + " 0.905\n", + " 0.111602\n", + " 0.081115\n", " \n", " \n", - " 220\n", - " 5VsIn7QQqcacePIb0vO0ow\n", + " 20\n", + " 2Q2Gu7Bv8iLenuygtBgDUw\n", " The Beatles\n", - " 0.465201\n", - " Not A Second Time - Remastered 2009\n", - " 0.773805\n", - " 0.961\n", - " 0.136198\n", - " 0.069540\n", + " 1.058884\n", + " From Me To You - Mono / Remastered 2015\n", + " 0.529415\n", + " 0.968\n", + " 0.264044\n", + " 0.081670\n", " \n", " \n", - " 97\n", - " 4KIXWIzNcKzorNDgvMQwmD\n", + " 48\n", + " 72Ob0wrObCXgvGYhFs8vip\n", " The Beatles\n", - " 0.631592\n", - " Birthday - Remastered 2009\n", - " 0.373731\n", - " 0.916\n", - " 0.197149\n", - " 0.070560\n", + " 0.938049\n", + " Across The Universe - Remastered 2009\n", + " 0.295525\n", + " 0.862\n", + " 0.230998\n", + " 0.087194\n", " \n", " \n", - " 210\n", - " 7cPPyMrSAQY7A686Cn9eUP\n", + " 25\n", + " 0Gm34HBxrXlaAf1jdJMjx2\n", " The Beatles\n", - " 0.891649\n", - " All My Loving - Remastered 2009\n", - " 0.235023\n", - " 0.891\n", - " 0.292411\n", - " 0.072925\n", + " 1.184094\n", + " I Feel Fine - Remastered 2015\n", + " 0.398252\n", + " 0.918\n", + " 0.298287\n", + " 0.088167\n", " \n", " \n", - " 187\n", - " 3EbGioQyKyf4dycuiPOg3k\n", - " The Beatles\n", - " 0.438356\n", - " Everybody's Trying To Be My Baby - Remastered ...\n", - " 0.866985\n", - " 0.937\n", - " 0.126365\n", - " 0.082298\n", + " 100\n", + " 6ml6iL8HUdQKgtMaehAZc8\n", + " The Rolling Stones\n", + " 1.215580\n", + " Start Me Up - 2009 Re-Mastered Digital Version\n", + " 0.524795\n", + " 0.971\n", + " 0.306898\n", + " 0.090579\n", " \n", " \n", - " 56\n", - " 0cJ053ljI4BuP5P8tJnK5j\n", + " 81\n", + " 63nTBScSLXWwyeizXi9Rmi\n", " The Beatles\n", - " 0.893485\n", - " For You Blue - Remastered 2009\n", - " 0.471827\n", - " 0.958\n", - " 0.293083\n", - " 0.083988\n", + " 1.103784\n", + " I Saw Her Standing There - Remastered 2009\n", + " 0.583951\n", + " 0.971\n", + " 0.276324\n", + " 0.091173\n", " \n", " \n", - " 216\n", - " 6xJSJpO6HJwHhu7UaIc8qR\n", - " The Beatles\n", - " 0.585885\n", - " Hold Me Tight - Remastered 2009\n", - " 0.804870\n", - " 0.963\n", - " 0.180406\n", - " 0.087764\n", + " 88\n", + " 0Za26pWVLQpKfXmb9FX10S\n", + " The Rolling Stones\n", + " 1.013658\n", + " Respectable - Remastered\n", + " 0.475156\n", + " 0.899\n", + " 0.251676\n", + " 0.097583\n", " \n", " \n", - " 48\n", - " 72Ob0wrObCXgvGYhFs8vip\n", + " 46\n", + " 57n1teNb2tkcfiYagPmUWr\n", " The Beatles\n", - " 0.938049\n", - " Across The Universe - Remastered 2009\n", - " 0.295525\n", - " 0.862\n", - " 0.309408\n", - " 0.093370\n", + " 0.885556\n", + " Two Of Us - Remastered 2009\n", + " 0.711080\n", + " 0.923\n", + " 0.216642\n", + " 0.107184\n", " \n", " \n", - " 141\n", - " 6RdvhWyzCULNTHcMbAXwXK\n", + " 54\n", + " 4311wT21Et0q3vepFwXjTu\n", " The Beatles\n", - " 0.879719\n", - " And Your Bird Can Sing - Remastered 2009\n", - " 0.582875\n", - " 0.966\n", - " 0.288041\n", - " 0.096049\n", + " 0.718556\n", + " One After 909 - Remastered 2009\n", + " 0.865737\n", + " 0.904\n", + " 0.170971\n", + " 0.113801\n", " \n", " \n", "\n", "" ], "text/plain": [ - " _id artist_name lyrical_density \\\n", - "84 3fuEJBCK3kWnJHFTODR4cb The Beatles 1.608806 \n", - "78 3TEbDhNDU4NDXq0h86nGZ7 The Beatles 1.008850 \n", - "220 5VsIn7QQqcacePIb0vO0ow The Beatles 0.465201 \n", - "97 4KIXWIzNcKzorNDgvMQwmD The Beatles 0.631592 \n", - "210 7cPPyMrSAQY7A686Cn9eUP The Beatles 0.891649 \n", - "187 3EbGioQyKyf4dycuiPOg3k The Beatles 0.438356 \n", - "56 0cJ053ljI4BuP5P8tJnK5j The Beatles 0.893485 \n", - "216 6xJSJpO6HJwHhu7UaIc8qR The Beatles 0.585885 \n", - "48 72Ob0wrObCXgvGYhFs8vip The Beatles 0.938049 \n", - "141 6RdvhWyzCULNTHcMbAXwXK The Beatles 0.879719 \n", + " _id artist_name lyrical_density \\\n", + "56 0cJ053ljI4BuP5P8tJnK5j The Beatles 0.893485 \n", + "101 4Q75gU2hFVL4oxqFpTiT3c The Rolling Stones 0.501468 \n", + "20 2Q2Gu7Bv8iLenuygtBgDUw The Beatles 1.058884 \n", + "48 72Ob0wrObCXgvGYhFs8vip The Beatles 0.938049 \n", + "25 0Gm34HBxrXlaAf1jdJMjx2 The Beatles 1.184094 \n", + "100 6ml6iL8HUdQKgtMaehAZc8 The Rolling Stones 1.215580 \n", + "81 63nTBScSLXWwyeizXi9Rmi The Beatles 1.103784 \n", + "88 0Za26pWVLQpKfXmb9FX10S The Rolling Stones 1.013658 \n", + "46 57n1teNb2tkcfiYagPmUWr The Beatles 0.885556 \n", + "54 4311wT21Et0q3vepFwXjTu The Beatles 0.718556 \n", "\n", - " name neg valence \\\n", - "84 Ob-La-Di, Ob-La-Da - Remastered 2009 0.080969 0.975 \n", - "78 Hey Bulldog - Remastered 2009 0.239198 0.942 \n", - "220 Not A Second Time - Remastered 2009 0.773805 0.961 \n", - "97 Birthday - Remastered 2009 0.373731 0.916 \n", - "210 All My Loving - Remastered 2009 0.235023 0.891 \n", - "187 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.937 \n", - "56 For You Blue - Remastered 2009 0.471827 0.958 \n", - "216 Hold Me Tight - Remastered 2009 0.804870 0.963 \n", - "48 Across The Universe - Remastered 2009 0.295525 0.862 \n", - "141 And Your Bird Can Sing - Remastered 2009 0.582875 0.966 \n", + " name neg valence \\\n", + 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\n", + "20 0.264044 0.081670 \n", + "48 0.230998 0.087194 \n", + "25 0.298287 0.088167 \n", + "100 0.306898 0.090579 \n", + "81 0.276324 0.091173 \n", + "88 0.251676 0.097583 \n", + "46 0.216642 0.107184 \n", + "54 0.170971 0.113801 " ] }, - "execution_count": 103, + "execution_count": 80, "metadata": {}, "output_type": "execute_result" } @@ -9735,7 +10967,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 81, "metadata": { "collapsed": false }, @@ -9771,135 +11003,96 @@ " 0.124500\n", " \n", " \n", - " 247\n", + " 83\n", " 6dsq7Nt5mIFzvm5kIYNORy\n", " Radiohead\n", " 0.674272\n", " 15 Step\n", " 0.835488\n", " 0.848\n", - " 0.212783\n", - " 0.148717\n", - " \n", - " \n", - " 274\n", - " 77SPrxY5gn6VPrKPGrfLnM\n", - " Radiohead\n", - " 0.438813\n", - " There, There\n", - " 0.835541\n", - " 0.726\n", - " 0.126532\n", - " 0.172527\n", - " \n", - " \n", - " 269\n", - " 6CVdTDYoDbwYj4xn8u5Gha\n", - " Radiohead\n", - " 0.452573\n", - " Backdrifts\n", - " 0.821532\n", - " 0.724\n", - " 0.131573\n", - " 0.173889\n", - " \n", - " \n", - " 255\n", - " 15ea10YpJIl3mJq75yzqsD\n", - " Radiohead\n", - " 0.952216\n", - " Jigsaw Falling Into Place\n", - " 0.757225\n", - " 0.818\n", - " 0.314597\n", - " 0.181482\n", - " \n", - " \n", - " 263\n", - " 6P67UTTr5qN7XYSSlj0n6X\n", - " Radiohead\n", - " 0.503609\n", - " Paperbag Writer\n", - " 0.754680\n", - " 0.704\n", - " 0.150268\n", - " 0.182462\n", + " 0.158860\n", + " 0.130290\n", " \n", " \n", - " 298\n", + " 85\n", " 3OsUjkcv1C1v5udFhgRSFg\n", " Radiohead\n", " 0.329999\n", " Airbag\n", " 0.642348\n", " 0.642\n", - " 0.086673\n", - " 0.191323\n", + " 0.064708\n", + " 0.188200\n", " \n", " \n", - " 304\n", - " 53aFGAl0Vebwp2bo8wtdWR\n", + " 82\n", + " 3pcCifdPTc2BbqmWpEhtUd\n", " Radiohead\n", - " 2.019892\n", - " Fitter Happier\n", - " 0.446841\n", - " 0.728\n", - " 0.705697\n", - " 0.197693\n", + " 0.439692\n", + " Burn the Witch\n", + " 0.582602\n", + " 0.625\n", + " 0.094707\n", + " 0.197331\n", " \n", " \n", - " 264\n", - " 3STByesnbcQatiGHgwi1Tv\n", + " 84\n", + " 37kUGdEJJ7NaMl5LFW4EA4\n", " Radiohead\n", - " 0.622541\n", - " I Am a Wicked Child\n", - " 0.763706\n", - " 0.688\n", - " 0.193834\n", - " 0.199778\n", + " 1.083467\n", + " 2 + 2 = 5\n", + " 0.637656\n", + " 0.365\n", + " 0.270767\n", + " 0.317860\n", " \n", " \n", - " 236\n", - " 3pcCifdPTc2BbqmWpEhtUd\n", + " 87\n", + " 1MyqLTRhgyWPw7v107BEuI\n", " Radiohead\n", - " 0.439692\n", - " Burn the Witch\n", - " 0.582602\n", - " 0.625\n", - " 0.126854\n", - " 0.200668\n", + " 0.412140\n", + " You\n", + " 0.688683\n", + " 0.305\n", + " 0.087172\n", + " 0.347225\n", + " \n", + " \n", + " 86\n", + " 05evePUsIT1cmIURp1hgu6\n", + " Radiohead\n", + " 0.435957\n", + " Planet Telex\n", + " 0.646349\n", + " 0.272\n", + " 0.093686\n", + " 0.360175\n", " \n", " \n", "\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", + " _id artist_name lyrical_density name \\\n", + "1 0eECFDnWy0RdjMmJ8NOeAL Radiohead 0.093389 Feral \n", + "83 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 15 Step \n", + "85 3OsUjkcv1C1v5udFhgRSFg Radiohead 0.329999 Airbag \n", + "82 3pcCifdPTc2BbqmWpEhtUd Radiohead 0.439692 Burn the Witch \n", + "84 37kUGdEJJ7NaMl5LFW4EA4 Radiohead 1.083467 2 + 2 = 5 \n", + "87 1MyqLTRhgyWPw7v107BEuI Radiohead 0.412140 You \n", + "86 05evePUsIT1cmIURp1hgu6 Radiohead 0.435957 Planet Telex \n", "\n", - " name neg valence scaled_ld gloom \n", - "1 Feral 0.465216 0.751 0.000000 0.124500 \n", - "247 15 Step 0.835488 0.848 0.212783 0.148717 \n", - "274 There, There 0.835541 0.726 0.126532 0.172527 \n", - "269 Backdrifts 0.821532 0.724 0.131573 0.173889 \n", - "255 Jigsaw Falling Into Place 0.757225 0.818 0.314597 0.181482 \n", - "263 Paperbag Writer 0.754680 0.704 0.150268 0.182462 \n", - "298 Airbag 0.642348 0.642 0.086673 0.191323 \n", - "304 Fitter Happier 0.446841 0.728 0.705697 0.197693 \n", - "264 I Am a Wicked Child 0.763706 0.688 0.193834 0.199778 \n", - "236 Burn the Witch 0.582602 0.625 0.126854 0.200668 " + " neg valence scaled_ld gloom \n", + "1 0.465216 0.751 0.000000 0.124500 \n", + "83 0.835488 0.848 0.158860 0.130290 \n", + "85 0.642348 0.642 0.064708 0.188200 \n", + "82 0.582602 0.625 0.094707 0.197331 \n", + "84 0.637656 0.365 0.270767 0.317860 \n", + "87 0.688683 0.305 0.087172 0.347225 \n", + "86 0.646349 0.272 0.093686 0.360175 " ] }, - "execution_count": 104, + "execution_count": 81, "metadata": {}, "output_type": "execute_result" } @@ -9922,16 +11115,16 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 82, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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hodBVE8VjaTfS6FzVyXvctIftyOHnz/08tPz5BDGbmPKuDGzkiK7Gih27kFjd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\ngiPpvgVBEAQlYmISBEEQlIiCEARBEJSIghAEQRC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0.804870\n", - " 0.963\n", - " 0.180406\n", - " 0.087764\n", - " \n", - " \n", - " 219\n", - " 3Ltllbv2lbpjP6NgPMNiFg\n", - " The Beatles\n", - " 1.101133\n", - " Devil In Her Heart - Remastered 2009\n", - " 0.779220\n", - " 0.964\n", - " 0.369147\n", - " 0.155179\n", - " \n", - " \n", - " 220\n", - " 5VsIn7QQqcacePIb0vO0ow\n", - " The Beatles\n", - " 0.465201\n", - " Not A Second Time - Remastered 2009\n", - " 0.773805\n", - " 0.961\n", - " 0.136198\n", - " 0.069540\n", - " \n", - " \n", - " 223\n", - " 33OXG0RTtw0ycGza22tnF6\n", - " The Beatles\n", - " 1.022599\n", - " Misery - Remastered 2009\n", - " 0.814230\n", - " 0.902\n", - " 0.340379\n", - " 0.170895\n", + " 0.959614\n", + " It Won't Be Long - Remastered 2009\n", + " 0.783388\n", + " 0.868\n", + " 0.236896\n", + " 0.143155\n", " \n", " \n", - " 247\n", + " 83\n", " 6dsq7Nt5mIFzvm5kIYNORy\n", " Radiohead\n", " 0.674272\n", " 15 Step\n", " 0.835488\n", " 0.848\n", - " 0.212783\n", - " 0.148717\n", + " 0.158860\n", + " 0.130290\n", " \n", " \n", - " 255\n", - " 15ea10YpJIl3mJq75yzqsD\n", - " Radiohead\n", - " 0.952216\n", - " Jigsaw Falling Into Place\n", - " 0.757225\n", - " 0.818\n", - " 0.314597\n", - " 0.181482\n", + " 89\n", + " 5pTWpY8l7B1XcQnijEFGFj\n", + " The Rolling Stones\n", + " 1.015010\n", + " Miss You - Remastered\n", + " 0.759348\n", + " 0.825\n", + " 0.252046\n", + " 0.161141\n", " \n", " \n", "\n", "" ], "text/plain": [ - " _id artist_name lyrical_density \\\n", - "23 7pQAq14Z73YUFMtxCyt0bG The Beatles 1.516618 \n", - "28 1dfuJYDSIc41cw5RPsaCF1 The Beatles 1.651824 \n", - "34 0TRkjwb4uY3CHb5zhr9bBd The Beatles 1.628703 \n", - "46 57n1teNb2tkcfiYagPmUWr The Beatles 0.885556 \n", - "54 4311wT21Et0q3vepFwXjTu The Beatles 0.718556 \n", - "68 67jL5ZAf8hNsRZrfBHNuBT The Beatles 1.277562 \n", - "93 3OSi8ehmSWLTD5KatlzX8r The Beatles 0.733338 \n", - "94 4zExFATo8xg8qFfR4H1ZAn The Beatles 1.364176 \n", - "134 77f3aNeabAbOaSB32Sd5QE The Beatles 1.620131 \n", - "168 67tvBtAhsfHBFpuqJ13ZUq The Beatles 0.924368 \n", - "170 1k9tpndMDRwLkNt67Dlg02 The Beatles 1.408837 \n", - "172 67VdmhC89bZ6yK2XRys0lA The Beatles 1.087652 \n", - "175 009oOX7tpCPLzRL9AFiBS8 The Beatles 1.242035 \n", - "176 5zs8tSd7ZvwBgr4NUmF5zM The Beatles 0.959827 \n", - "177 3mKtIanz0poYgLnRxZrfBO The Beatles 1.501767 \n", - "185 33BGv6xzxHh5E7v3r1hJLL The Beatles 1.314197 \n", - "186 2YHzfuuDFXzoELxJnqM4at The Beatles 0.626500 \n", - "187 3EbGioQyKyf4dycuiPOg3k The Beatles 0.438356 \n", - "188 69d54YOS8TOQiUYjX57XeA The Beatles 1.601816 \n", - "193 4G5YzDD1nCUPwt5y1LQovF The Beatles 0.901370 \n", - "194 7KmRz1oKEwgj9qpfn72OfO The Beatles 1.509096 \n", - "196 3Aqo28W4LLAolYpN3duVJl The Beatles 1.349222 \n", - "199 4dyALlslhDEzwSEr7GteXa The Beatles 1.246021 \n", - "208 5tNjuWwp6FxuWCrKQAMBTj The Beatles 0.959614 \n", - "209 1JPTCjLHEtqofOFmHsfiAH The Beatles 1.036117 \n", - "211 0lLeGCsQlAbEjQBPQQxQ1b The Beatles 0.998293 \n", - "212 55nE9EppLFdb0I1HBg2O2m The Beatles 0.695489 \n", - "214 5IIBY9M2GxHcVja6DA6wsF The Beatles 1.362221 \n", - "216 6xJSJpO6HJwHhu7UaIc8qR The Beatles 0.585885 \n", - "219 3Ltllbv2lbpjP6NgPMNiFg The Beatles 1.101133 \n", - "220 5VsIn7QQqcacePIb0vO0ow The Beatles 0.465201 \n", - "223 33OXG0RTtw0ycGza22tnF6 The Beatles 1.022599 \n", - "247 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 \n", - "255 15ea10YpJIl3mJq75yzqsD Radiohead 0.952216 \n", + " _id artist_name lyrical_density \\\n", + "23 7pQAq14Z73YUFMtxCyt0bG The Beatles 1.516618 \n", + "28 1dfuJYDSIc41cw5RPsaCF1 The Beatles 1.651824 \n", + "34 0TRkjwb4uY3CHb5zhr9bBd The Beatles 1.628703 \n", + "46 57n1teNb2tkcfiYagPmUWr The Beatles 0.885556 \n", + "54 4311wT21Et0q3vepFwXjTu The Beatles 0.718556 \n", + "68 67jL5ZAf8hNsRZrfBHNuBT The Beatles 1.277562 \n", + "79 69d54YOS8TOQiUYjX57XeA The Beatles 1.601816 \n", + "80 5tNjuWwp6FxuWCrKQAMBTj The Beatles 0.959614 \n", + "83 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 \n", + "89 5pTWpY8l7B1XcQnijEFGFj The Rolling Stones 1.015010 \n", "\n", - " name neg valence \\\n", - "23 Can't Buy Me Love - Remastered 2015 0.738387 0.957 \n", - "28 Help! - Remastered 2015 0.823915 0.810 \n", - "34 Eleanor Rigby - Remastered 2015 0.803232 0.845 \n", - "46 Two Of Us - Remastered 2009 0.711080 0.923 \n", - "54 One After 909 - Remastered 2009 0.865737 0.904 \n", - "68 Mean Mr Mustard - Remastered 2009 0.700631 0.967 \n", - "93 Don't Pass Me By - Remastered 2009 0.857831 0.948 \n", - "94 Why Don't We Do It In The Road? - Remastered 2009 0.793242 0.951 \n", - "134 Eleanor Rigby - Remastered 2009 0.803232 0.821 \n", - "168 Act Naturally - Remastered 2009 0.722619 0.946 \n", - "170 You Like Me Too Much - Remastered 2009 0.773406 0.900 \n", - "172 I've Just Seen A Face - Remastered 2009 0.805204 0.917 \n", - "175 No Reply - Remastered 2009 0.781942 0.873 \n", - "176 I'm A Loser - Remastered 2009 0.812114 0.843 \n", - "177 Baby's In Black - Remastered 2009 0.820088 0.862 \n", - "185 I Don't Want To Spoil The Party - Remastered 2009 0.817801 0.896 \n", - "186 What You're Doing - Remastered 2009 0.751989 0.831 \n", - "187 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.937 \n", - "188 A Hard Day's Night - Remastered 2009 0.833309 0.802 \n", - "193 Tell Me Why - Remastered 2009 0.849970 0.819 \n", - "194 Can't Buy Me Love - Remastered 2009 0.738387 0.854 \n", - "196 I'll Cry Instead - Remastered 2009 0.863772 0.961 \n", - "199 You Can't Do That - Remastered 2009 0.727456 0.962 \n", - "208 It Won't Be Long - Remastered 2009 0.783388 0.868 \n", - "209 All I've Got To Do - Remastered 2009 0.721191 0.876 \n", - "211 Don't Bother Me - Remastered 2009 0.824879 0.921 \n", - "212 Little Child - Remastered 2009 0.848886 0.878 \n", - "214 Please Mister Postman - Remastered 2009 0.815201 0.962 \n", - "216 Hold Me Tight - Remastered 2009 0.804870 0.963 \n", - "219 Devil In Her Heart - Remastered 2009 0.779220 0.964 \n", - "220 Not A Second Time - Remastered 2009 0.773805 0.961 \n", - "223 Misery - Remastered 2009 0.814230 0.902 \n", - "247 15 Step 0.835488 0.848 \n", - "255 Jigsaw Falling Into Place 0.757225 0.818 \n", + " name neg valence scaled_ld \\\n", + "23 Can't Buy Me Love - Remastered 2015 0.738387 0.957 0.389226 \n", + "28 Help! - Remastered 2015 0.823915 0.810 0.426202 \n", + "34 Eleanor Rigby - Remastered 2015 0.803232 0.845 0.419879 \n", + "46 Two Of Us - Remastered 2009 0.711080 0.923 0.216642 \n", + "54 One After 909 - Remastered 2009 0.865737 0.904 0.170971 \n", + "68 Mean Mr Mustard - Remastered 2009 0.700631 0.967 0.323848 \n", + "79 A Hard Day's Night - Remastered 2009 0.833309 0.802 0.412526 \n", + "80 It Won't Be Long - Remastered 2009 0.783388 0.868 0.236896 \n", + "83 15 Step 0.835488 0.848 0.158860 \n", + "89 Miss You - Remastered 0.759348 0.825 0.252046 \n", "\n", - " scaled_ld gloom \n", - "23 0.521343 0.202768 \n", - "28 0.570870 0.275942 \n", - "34 0.562401 0.259783 \n", - "46 0.290179 0.130498 \n", - "54 0.229005 0.136137 \n", - "68 0.433774 0.161301 \n", - "93 0.234420 0.120451 \n", - "94 0.465502 0.197723 \n", - "134 0.559261 0.264054 \n", - "168 0.304396 0.128762 \n", - "170 0.481862 0.212244 \n", - "172 0.364208 0.173016 \n", - "175 0.420761 0.201287 \n", - "176 0.317385 0.182462 \n", - "177 0.515903 0.244945 \n", - "185 0.447194 0.211604 \n", - "186 0.195284 0.141424 \n", - "187 0.126365 0.082298 \n", - "188 0.552552 0.274521 \n", - "193 0.295972 0.189498 \n", - "194 0.518588 0.226602 \n", - "196 0.460024 0.209207 \n", - "199 0.422221 0.164551 \n", - "208 0.317307 0.169345 \n", - "209 0.345331 0.165114 \n", - "211 0.331476 0.163120 \n", - "212 0.220555 0.141159 \n", - "214 0.464786 0.199616 \n", - "216 0.180406 0.087764 \n", - "219 0.369147 0.155179 \n", - "220 0.136198 0.069540 \n", - "223 0.340379 0.170895 \n", - "247 0.212783 0.148717 \n", - "255 0.314597 0.181482 " + " gloom \n", + "23 0.156831 \n", + "28 0.230088 \n", + "34 0.213589 \n", + "46 0.107184 \n", + "54 0.113801 \n", + "68 0.124606 \n", + "79 0.230041 \n", + "80 0.143155 \n", + "83 0.130290 \n", + "89 0.161141 " ] }, - "execution_count": 106, + "execution_count": 83, "metadata": {}, "output_type": "execute_result" } @@ -10486,7 +11343,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 84, "metadata": { "collapsed": false }, @@ -10512,168 +11369,168 @@ " \n", " \n", " \n", - " 196\n", - " 3Aqo28W4LLAolYpN3duVJl\n", + " 54\n", + " 4311wT21Et0q3vepFwXjTu\n", " The Beatles\n", - " 1.349222\n", - " I'll Cry Instead - Remastered 2009\n", - " 0.863772\n", - " 0.961\n", - " 0.460024\n", - " 0.209207\n", - " 0.830085\n", + " 0.718556\n", + " One After 909 - Remastered 2009\n", + " 0.865737\n", + " 0.904\n", + " 0.170971\n", + " 0.113801\n", + " 0.782626\n", " \n", " \n", - " 93\n", - " 3OSi8ehmSWLTD5KatlzX8r\n", - " The Beatles\n", - " 0.733338\n", - " Don't Pass Me By - Remastered 2009\n", - " 0.857831\n", - " 0.948\n", - " 0.234420\n", - " 0.120451\n", - " 0.813223\n", + " 83\n", + " 6dsq7Nt5mIFzvm5kIYNORy\n", + " Radiohead\n", + " 0.674272\n", + " 15 Step\n", + 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" The Beatles\n", - " 0.695489\n", - " Little Child - Remastered 2009\n", - " 0.848886\n", - " 0.878\n", - " 0.220555\n", - " 0.141159\n", - " 0.745322\n", + " 1.425416\n", + " Ticket To Ride - Remastered 2015\n", + " 0.825439\n", + " 0.793\n", + " 0.364283\n", + " 0.216143\n", + " 0.654573\n", " \n", " \n", "\n", "" ], "text/plain": [ - " _id artist_name lyrical_density \\\n", - "196 3Aqo28W4LLAolYpN3duVJl The Beatles 1.349222 \n", - "93 3OSi8ehmSWLTD5KatlzX8r The Beatles 0.733338 \n", - "187 3EbGioQyKyf4dycuiPOg3k The Beatles 0.438356 \n", - "214 5IIBY9M2GxHcVja6DA6wsF The Beatles 1.362221 \n", - "54 4311wT21Et0q3vepFwXjTu The Beatles 0.718556 \n", - "216 6xJSJpO6HJwHhu7UaIc8qR The Beatles 0.585885 \n", - "211 0lLeGCsQlAbEjQBPQQxQ1b The Beatles 0.998293 \n", - "94 4zExFATo8xg8qFfR4H1ZAn The Beatles 1.364176 \n", - "219 3Ltllbv2lbpjP6NgPMNiFg The Beatles 1.101133 \n", - "212 55nE9EppLFdb0I1HBg2O2m The Beatles 0.695489 \n", + " _id artist_name lyrical_density \\\n", + "54 4311wT21Et0q3vepFwXjTu The Beatles 0.718556 \n", + "83 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 \n", + "23 7pQAq14Z73YUFMtxCyt0bG The Beatles 1.516618 \n", + "80 5tNjuWwp6FxuWCrKQAMBTj The Beatles 0.959614 \n", + "34 0TRkjwb4uY3CHb5zhr9bBd The Beatles 1.628703 \n", + "68 67jL5ZAf8hNsRZrfBHNuBT The Beatles 1.277562 \n", + "79 69d54YOS8TOQiUYjX57XeA The Beatles 1.601816 \n", + "28 1dfuJYDSIc41cw5RPsaCF1 The Beatles 1.651824 \n", + "46 57n1teNb2tkcfiYagPmUWr The Beatles 0.885556 \n", + "27 6pkjW5srxjzRSKKMrl7et8 The Beatles 1.425416 \n", "\n", - " name neg valence \\\n", - "196 I'll Cry Instead - Remastered 2009 0.863772 0.961 \n", - "93 Don't Pass Me By - Remastered 2009 0.857831 0.948 \n", - "187 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.937 \n", - "214 Please Mister Postman - Remastered 2009 0.815201 0.962 \n", - "54 One After 909 - Remastered 2009 0.865737 0.904 \n", - "216 Hold Me Tight - Remastered 2009 0.804870 0.963 \n", - "211 Don't Bother Me - Remastered 2009 0.824879 0.921 \n", - "94 Why Don't We Do It In The Road? - Remastered 2009 0.793242 0.951 \n", - "219 Devil In Her Heart - Remastered 2009 0.779220 0.964 \n", - "212 Little Child - Remastered 2009 0.848886 0.878 \n", + " name neg valence scaled_ld \\\n", + "54 One After 909 - Remastered 2009 0.865737 0.904 0.170971 \n", + "83 15 Step 0.835488 0.848 0.158860 \n", + "23 Can't Buy Me Love - Remastered 2015 0.738387 0.957 0.389226 \n", + "80 It Won't Be Long - Remastered 2009 0.783388 0.868 0.236896 \n", + "34 Eleanor Rigby - Remastered 2015 0.803232 0.845 0.419879 \n", + "68 Mean Mr Mustard - Remastered 2009 0.700631 0.967 0.323848 \n", + "79 A Hard Day's Night - Remastered 2009 0.833309 0.802 0.412526 \n", + "28 Help! - Remastered 2015 0.823915 0.810 0.426202 \n", + "46 Two Of Us - Remastered 2009 0.711080 0.923 0.216642 \n", + "27 Ticket To Ride - Remastered 2015 0.825439 0.793 0.364283 \n", "\n", - " scaled_ld gloom complexity \n", - "196 0.460024 0.209207 0.830085 \n", - "93 0.234420 0.120451 0.813223 \n", - "187 0.126365 0.082298 0.812365 \n", - "214 0.464786 0.199616 0.784223 \n", - "54 0.229005 0.136137 0.782626 \n", - "216 0.180406 0.087764 0.775090 \n", - "211 0.331476 0.163120 0.759713 \n", - "94 0.465502 0.197723 0.754373 \n", - "219 0.369147 0.155179 0.751168 \n", - "212 0.220555 0.141159 0.745322 " + " gloom complexity \n", + "54 0.113801 0.782626 \n", + "83 0.130290 0.708494 \n", + "23 0.156831 0.706636 \n", + "80 0.143155 0.679980 \n", + "34 0.213589 0.678731 \n", + "68 0.124606 0.677510 \n", + "79 0.230041 0.668314 \n", + "28 0.230088 0.667371 \n", + "46 0.107184 0.656327 \n", + "27 0.216143 0.654573 " ] }, - "execution_count": 107, + "execution_count": 84, "metadata": {}, "output_type": "execute_result" } @@ -10694,7 +11551,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 85, "metadata": { "collapsed": false }, @@ -10720,168 +11577,168 @@ " \n", " \n", " \n", - " 243\n", - " 6f6pEjgfTtuRROmJ4a7Gf3\n", - " Radiohead\n", - " 0.393192\n", - " The Numbers\n", - " 0.292008\n", - " 0.0545\n", - " 0.109821\n", - " 0.436866\n", - " 0.015914\n", + " 51\n", + " 5V1AHQugSTASVez5ffJtFo\n", + " The Beatles\n", + " 0.999889\n", + " Let It Be - Remastered 2009\n", + " 0.119858\n", + " 0.418\n", + " 0.247910\n", + " 0.233715\n", + " 0.050101\n", + " \n", + " \n", + " 95\n", + " 6j3En9AD8FEAQQhhtkKBR9\n", + " The Rolling Stones\n", + " 3.749956\n", + " Continental Drift - Live - 2009 Re-Mastered Di...\n", + " 0.408216\n", + " 0.129\n", + " 1.000000\n", + " 0.204108\n", + " 0.052660\n", " \n", " \n", - " 146\n", - " 0agoaPIy92gPZ6zRhqXarE\n", + " 44\n", + " 22QadBPe0QCuqraFVAr1m3\n", " The Beatles\n", - " 0.634931\n", - " Tomorrow Never Knows - Remastered 2009\n", - " 0.343599\n", - " 0.0556\n", - " 0.198372\n", - " 0.412609\n", - " 0.019104\n", + " 1.054504\n", + " Let It Be - Remastered 2015\n", + " 0.119858\n", + " 0.490\n", + " 0.262846\n", + " 0.203726\n", + " 0.058730\n", " \n", " \n", - " 246\n", - " 01ZpFhrMMqKPVCwyqXneVp\n", - " Radiohead\n", - " 0.218723\n", - " True Love Waits\n", - " 0.532206\n", - " 0.0378\n", - " 0.045911\n", - " 0.471229\n", - " 0.020117\n", + " 67\n", + " 3jPXnX4SskFgAcC4YBKOwN\n", + " The Beatles\n", + " 0.273472\n", + " Sun King - Remastered 2009\n", + " 0.300809\n", + " 0.197\n", + " 0.049249\n", + " 0.389134\n", + " 0.059259\n", " \n", " \n", - " 272\n", - " 53RYTfkLiyZuUZHwJC3Wmm\n", - " Radiohead\n", - " 0.276367\n", - " We Suck Young Blood\n", - " 0.535358\n", - " 0.0378\n", - " 0.067027\n", - " 0.466795\n", - " 0.020237\n", + " 0\n", + " 2ucFulEWapRAmTn7l6f5Q7\n", + " The Beatles\n", + " 0.169898\n", + " Wild Honey Pie - Remastered 2009\n", + " 0.391178\n", + " 0.153\n", + " 0.020924\n", + " 0.418731\n", + " 0.059850\n", " \n", " \n", - " 297\n", - " 0COiZ7ncho2yi4HotbzgPv\n", - " Radiohead\n", - " 0.349157\n", - " Motion Picture Soundtrack\n", - " 0.576808\n", - " 0.0425\n", - " 0.093690\n", - " 0.460916\n", - " 0.024514\n", + " 65\n", + " 4cLoL5KPfE1hAwfsO84FX7\n", + " The Beatles\n", + " 0.325955\n", + " Because - Remastered 2009\n", + " 0.466254\n", + " 0.162\n", + " 0.063602\n", + " 0.407178\n", + " 0.075533\n", " \n", " \n", - " 245\n", - " 3cual6JOG286qZJmCxKRAT\n", - " Radiohead\n", - " 0.332577\n", - " Tinker Tailor Soldier Sailor Rich Man Poor Man...\n", - " 0.477322\n", - " 0.0517\n", - " 0.087617\n", - " 0.453517\n", - " 0.024678\n", + " 94\n", + " 1FMQd25wsXU14lg323zyNa\n", + " The Rolling Stones\n", + " 0.856393\n", + " Love Is Strong - 2009 Re-Mastered Digital Version\n", + " 0.185872\n", + " 0.500\n", + " 0.208667\n", + " 0.217226\n", + " 0.092936\n", " \n", " \n", - " 309\n", - " 75YUnz58ajMo2VIIuUFvOV\n", - " Radiohead\n", - " 0.248061\n", - " The Tourist\n", - " 0.667864\n", - " 0.0400\n", - " 0.056658\n", - " 0.471724\n", - " 0.026715\n", + " 73\n", + " 0SAqxgrtLO0GzXBeilxHQs\n", + " The Beatles\n", + " 0.543735\n", + " The End - Remastered 2009\n", + " 0.478610\n", + " 0.207\n", + " 0.123161\n", + " 0.377140\n", + " 0.099072\n", " \n", " \n", - " 268\n", - " 5olWalQH1oVza5D6xJg4oX\n", - " Radiohead\n", - " 0.216752\n", - " Sail To The Moon\n", - " 0.605798\n", - " 0.0458\n", - " 0.045189\n", - " 0.469228\n", - " 0.027746\n", + " 43\n", + " 7iABnSNZciNepqGtjMQxxd\n", + " The Beatles\n", + " 0.800176\n", + " Come Together - Remastered 2015\n", + " 0.562552\n", + " 0.178\n", + " 0.193293\n", + " 0.385925\n", + " 0.100134\n", " \n", " \n", - " 256\n", - " 3uxhyRdWVXp7GQvERQl6fA\n", - " Radiohead\n", - " 0.382643\n", - " Videotape\n", - " 0.652962\n", - " 0.0468\n", - " 0.105957\n", - " 0.460694\n", - " 0.030559\n", - " \n", - " \n", - " 112\n", - " 0ttMfoND7IQqFSMVOPkELC\n", - " The Beatles\n", - " 0.799772\n", - " Blue Jay Way - Remastered 2009\n", - " 0.812490\n", - " 0.0380\n", - " 0.258755\n", - " 0.461657\n", - " 0.030875\n", + " 58\n", + " 0MKqeOVdZcUFGJvWpGCKbG\n", + " The Beatles\n", + " 0.796316\n", + " Come Together - Remastered 2009\n", + " 0.562552\n", + " 0.179\n", + " 0.192237\n", + " 0.385658\n", + " 0.100697\n", " \n", " \n", "\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", + " _id artist_name lyrical_density \\\n", + "51 5V1AHQugSTASVez5ffJtFo The Beatles 0.999889 \n", + "95 6j3En9AD8FEAQQhhtkKBR9 The Rolling Stones 3.749956 \n", + "44 22QadBPe0QCuqraFVAr1m3 The Beatles 1.054504 \n", + "67 3jPXnX4SskFgAcC4YBKOwN The Beatles 0.273472 \n", + "0 2ucFulEWapRAmTn7l6f5Q7 The Beatles 0.169898 \n", + "65 4cLoL5KPfE1hAwfsO84FX7 The Beatles 0.325955 \n", + "94 1FMQd25wsXU14lg323zyNa The Rolling Stones 0.856393 \n", + "73 0SAqxgrtLO0GzXBeilxHQs The Beatles 0.543735 \n", + "43 7iABnSNZciNepqGtjMQxxd The Beatles 0.800176 \n", + "58 0MKqeOVdZcUFGJvWpGCKbG The Beatles 0.796316 \n", "\n", - " name neg valence \\\n", - "243 The Numbers 0.292008 0.0545 \n", - "146 Tomorrow Never Knows - Remastered 2009 0.343599 0.0556 \n", - "246 True Love Waits 0.532206 0.0378 \n", - "272 We Suck Young Blood 0.535358 0.0378 \n", - "297 Motion Picture Soundtrack 0.576808 0.0425 \n", - "245 Tinker Tailor Soldier Sailor Rich Man Poor Man... 0.477322 0.0517 \n", - "309 The Tourist 0.667864 0.0400 \n", - "268 Sail To The Moon 0.605798 0.0458 \n", - "256 Videotape 0.652962 0.0468 \n", - "112 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n", + " name neg valence \\\n", + "51 Let It Be - Remastered 2009 0.119858 0.418 \n", + "95 Continental Drift - Live - 2009 Re-Mastered Di... 0.408216 0.129 \n", + "44 Let It Be - Remastered 2015 0.119858 0.490 \n", + "67 Sun King - Remastered 2009 0.300809 0.197 \n", + "0 Wild Honey Pie - Remastered 2009 0.391178 0.153 \n", + "65 Because - Remastered 2009 0.466254 0.162 \n", + "94 Love Is Strong - 2009 Re-Mastered Digital Version 0.185872 0.500 \n", + "73 The End - Remastered 2009 0.478610 0.207 \n", + "43 Come Together - Remastered 2015 0.562552 0.178 \n", + "58 Come Together - Remastered 2009 0.562552 0.179 \n", "\n", - " scaled_ld gloom complexity \n", - "243 0.109821 0.436866 0.015914 \n", - "146 0.198372 0.412609 0.019104 \n", - "246 0.045911 0.471229 0.020117 \n", - "272 0.067027 0.466795 0.020237 \n", - "297 0.093690 0.460916 0.024514 \n", - "245 0.087617 0.453517 0.024678 \n", - "309 0.056658 0.471724 0.026715 \n", - "268 0.045189 0.469228 0.027746 \n", - "256 0.105957 0.460694 0.030559 \n", - "112 0.258755 0.461657 0.030875 " + " scaled_ld gloom complexity \n", + "51 0.247910 0.233715 0.050101 \n", + "95 1.000000 0.204108 0.052660 \n", + "44 0.262846 0.203726 0.058730 \n", + "67 0.049249 0.389134 0.059259 \n", + "0 0.020924 0.418731 0.059850 \n", + "65 0.063602 0.407178 0.075533 \n", + "94 0.208667 0.217226 0.092936 \n", + "73 0.123161 0.377140 0.099072 \n", + "43 0.193293 0.385925 0.100134 \n", + "58 0.192237 0.385658 0.100697 " ] }, - "execution_count": 108, + "execution_count": 85, "metadata": {}, "output_type": "execute_result" } @@ -10899,7 +11756,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 86, "metadata": { "collapsed": false }, @@ -10907,18 +11764,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 109, + "execution_count": 86, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -10932,7 +11789,7 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 87, "metadata": { "collapsed": false, "scrolled": true @@ -10958,7 +11815,7 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 88, "metadata": { "collapsed": false, "scrolled": true @@ -10968,35 +11825,44 @@ "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': 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"scrolled": true @@ -11039,7 +11905,7 @@ " The Beatles\n", " Please Please Me (Remastered)\n", " 1963-03-22\n", - " 0.177208\n", + " 0.091173\n", " \n", " \n", " 14\n", @@ -11047,7 +11913,7 @@ " The Beatles\n", " With The Beatles (Remastered)\n", " 1963-11-22\n", - " 0.152913\n", + " 0.143155\n", " \n", " \n", " 12\n", @@ -11055,7 +11921,7 @@ " The Beatles\n", " A Hard Day's Night (Remastered)\n", " 1964-07-10\n", - " 0.215407\n", + " 0.230041\n", " \n", " \n", " 11\n", @@ -11063,7 +11929,7 @@ " The Beatles\n", " Beatles For Sale (Remastered)\n", " 1964-12-04\n", - " 0.175109\n", + " 0.000000\n", " \n", " \n", " 10\n", @@ -11071,7 +11937,7 @@ " The Beatles\n", " Help! (Remastered)\n", " 1965-08-06\n", - " 0.220622\n", + " 0.243843\n", " \n", " \n", " 9\n", @@ -11079,7 +11945,7 @@ " The Beatles\n", " Rubber Soul (Remastered)\n", " 1965-12-03\n", - " 0.212179\n", + " 0.159889\n", " \n", " \n", " 8\n", @@ -11087,7 +11953,7 @@ " The Beatles\n", " Revolver (Remastered)\n", " 1966-08-05\n", - " 0.235002\n", + " 0.145541\n", " \n", " \n", " 7\n", @@ -11095,7 +11961,7 @@ " The Beatles\n", " Sgt. Pepper's Lonely Hearts Club Band (Remaste...\n", " 1967-06-01\n", - " 0.228461\n", + " 0.190612\n", " \n", " \n", " 6\n", @@ -11103,7 +11969,7 @@ " The Beatles\n", " Magical Mystery Tour (Remastered)\n", " 1967-11-27\n", - " 0.268458\n", + " 0.000000\n", " \n", " \n", " 5\n", @@ -11111,7 +11977,7 @@ " The Beatles\n", " The Beatles (Remastered)\n", " 1968-11-22\n", - " 0.246236\n", + " 0.418731\n", " \n", " \n", " 4\n", @@ -11119,7 +11985,7 @@ " The Beatles\n", " Yellow Submarine (Remastered)\n", " 1969-01-17\n", - " 0.178876\n", + " 0.000000\n", " \n", " \n", " 3\n", @@ -11127,7 +11993,7 @@ " The Beatles\n", " Abbey Road (Remastered)\n", " 1969-09-26\n", - " 0.288493\n", + " 0.284500\n", " \n", " \n", " 2\n", @@ -11135,7 +12001,87 @@ " The Beatles\n", " Let It Be (Remastered)\n", " 1970-05-08\n", - " 0.218608\n", + " 0.212013\n", + " \n", + " \n", + " 46\n", + " 54sqbAXxR1jFfyXb1WvrHK\n", + " The Rolling Stones\n", + " Some Girls\n", + " 1978-06-09\n", + " 0.097583\n", + " \n", + " \n", + " 47\n", + " 6FjXxl9VLURGuubdXUn2J3\n", + " The Rolling Stones\n", + " Some Girls (Deluxe Version)\n", + " 1978-06-09\n", + " 0.161141\n", + " \n", + " \n", + " 45\n", + " 2wZgoXS06wSdu9C0ZJOvlc\n", + " The Rolling Stones\n", + " Emotional Rescue (2009 Re-Mastered)\n", + " 1980-06-20\n", + " 0.081115\n", + " \n", + " \n", + " 44\n", + " 1YvnuYGlblQ5vLnOhaZzpn\n", + " The Rolling Stones\n", + " Tattoo You (2009 Re-Mastered)\n", + " 1981-08-24\n", + " 0.090579\n", + " \n", + " \n", + " 43\n", + " 0hxrNynMDh5QeyALlf1CdS\n", + " The Rolling Stones\n", + " Still Life\n", + " 1982-06-01\n", + " 0.000000\n", + " \n", + " \n", + " 42\n", + " 064eFGemsrDcMvgRZ0gqtw\n", + " The Rolling Stones\n", + " Undercover (2009 Re-Mastered)\n", + " 1983-11-07\n", + " 0.317983\n", + " \n", + " \n", + " 41\n", + " 1WSfNoPDPzgyKFN6OSYWUx\n", + " The Rolling Stones\n", + " Dirty Work (Remastered 2009)\n", + " 1986-03-24\n", + " 0.234265\n", + " \n", + " \n", + " 40\n", + " 1TpcI1LEFVhBvDPSTMPGFG\n", + " The Rolling Stones\n", + " Dirty Work\n", + " 1986-03-24\n", + " 0.226456\n", + " \n", + " \n", + " 39\n", + " 25mfHGJNQkluvIqedXHSx3\n", + " The Rolling Stones\n", + " Steel Wheels (2009 Re-Mastered)\n", + " 1989-08-29\n", + " 0.257028\n", + " \n", + " \n", + " 38\n", + " 1W1UJulgICjFDyYIMUwRs7\n", + " The Rolling Stones\n", + " Flashpoint\n", + " 1991-04-02\n", + " 0.204108\n", " \n", " \n", " 27\n", @@ -11143,7 +12089,23 @@ " Radiohead\n", " Pablo Honey\n", " 1993-02-22\n", - " 0.345315\n", + " 0.347225\n", + " \n", + " \n", + " 37\n", + " 62ZT16LY1phGM0O8x5qW1z\n", + " The Rolling Stones\n", + " Voodoo Lounge (2009 Re-Mastered)\n", + " 1994-07-11\n", + " 0.217226\n", + " \n", + " \n", + " 36\n", + " 4M8Q1L9PZq0xK5tLUpO3jd\n", + " The Rolling Stones\n", + " Stripped\n", + " 1995-01-13\n", + " 0.174626\n", " \n", " \n", " 26\n", @@ -11151,7 +12113,7 @@ " Radiohead\n", " The Bends\n", " 1995-03-28\n", - " 0.341176\n", + " 0.360175\n", " \n", " \n", " 25\n", @@ -11159,7 +12121,15 @@ " Radiohead\n", " OK Computer\n", " 1997-05-28\n", - " 0.352902\n", + " 0.188200\n", + " \n", + " \n", + " 35\n", + " 0ZGddnvcVzHVHfE3WW1tV5\n", + " The Rolling Stones\n", + " Bridges To Babylon (2009 Re-Mastered)\n", + " 1997-09-29\n", + " 0.267385\n", " \n", " \n", " 24\n", @@ -11167,7 +12137,7 @@ " Radiohead\n", " Kid A\n", " 2000-10-01\n", - " 0.343130\n", + " 0.000000\n", " \n", " \n", " 1\n", @@ -11175,7 +12145,7 @@ " The Beatles\n", " 1 (Remastered)\n", " 2000-11-13\n", - " 0.224641\n", + " 0.208415\n", " \n", " \n", " 22\n", @@ -11191,7 +12161,7 @@ " Radiohead\n", " Amnesiac\n", " 2001-03-12\n", - " 0.373617\n", + " 0.000000\n", " \n", " \n", " 21\n", @@ -11199,7 +12169,7 @@ " Radiohead\n", " Hail To the Thief\n", " 2003-01-01\n", - " 0.313755\n", + " 0.317860\n", " \n", " \n", " 20\n", @@ -11207,7 +12177,23 @@ " Radiohead\n", " Com Lag: 2+2=5\n", " 2004-03-24\n", - " 0.257476\n", + " 0.000000\n", + " \n", + " \n", + " 34\n", + " 50UGtgNA5bq1c0BDjPfmbD\n", + " The Rolling Stones\n", + " Live Licks\n", + " 2004-11-01\n", + " 0.388971\n", + " \n", + " \n", + " 33\n", + " 4FTHynKEtuP7eppERNfjyG\n", + " The Rolling Stones\n", + " A Bigger Bang (2009 Re-Mastered)\n", + " 2005-09-05\n", + " 0.255399\n", " \n", " \n", " 19\n", @@ -11215,7 +12201,7 @@ " Radiohead\n", " In Rainbows Disk 2\n", " 2007-01-01\n", - " 0.382191\n", + " 0.000000\n", " \n", " \n", " 18\n", @@ -11223,7 +12209,15 @@ " Radiohead\n", " In Rainbows\n", " 2007-12-28\n", - " 0.324238\n", + " 0.130290\n", + " \n", + " \n", + " 32\n", + " 3CHu7qW160uqPZHW3TMZ1l\n", + " The Rolling Stones\n", + " Shine A Light\n", + " 2008-01-01\n", + " 0.000000\n", " \n", " \n", " 13\n", @@ -11231,7 +12225,7 @@ " Radiohead\n", " The King Of Limbs\n", " 2011-02-18\n", - " 0.282058\n", + " 0.124500\n", " \n", " \n", " 17\n", @@ -11242,12 +12236,28 @@ " 0.000000\n", " \n", " \n", + " 31\n", + " 5eTqRwTGKPBUiUuN1rFaXD\n", + " The Rolling Stones\n", + " Live 1965: Music From Charlie Is My Darling (L...\n", + " 2012-11-06\n", + " 0.000000\n", + " \n", + " \n", " 16\n", " 6vuykQgDLUCiZ7YggIpLM9\n", " Radiohead\n", " A Moon Shaped Pool\n", " 2016-05-08\n", - " 0.382391\n", + " 0.197331\n", + " \n", + " \n", + " 30\n", + " 3PbRKFafwE7Of8e4dTee72\n", + " The Rolling Stones\n", + " Totally Stripped (Live)\n", + " 2016-06-17\n", + " 0.000000\n", " \n", " \n", " 0\n", @@ -11255,75 +12265,131 @@ " The Beatles\n", " Live At The Hollywood Bowl\n", " 2016-09-09\n", - " 0.250603\n", + " 0.237112\n", + " \n", + " \n", + " 29\n", + " 4fhWcu56Bbh5wALuTouFVW\n", + " The Rolling Stones\n", + " Havana Moon (Live)\n", + " 2016-11-11\n", + " 0.357162\n", + " \n", + " \n", + " 28\n", + " 4g9Jfls8z2nbQxj5PiXkiy\n", + " The Rolling Stones\n", + " Blue & Lonesome\n", + " 2016-12-02\n", + " 0.124368\n", " \n", " \n", "\n", "" ], "text/plain": [ - " _id artist_name \\\n", - "15 7gDXyW16byCQOgK965BRzn The Beatles \n", - "14 3nkEsxmIX0zRNXGAexaHAn The Beatles \n", - "12 71Mwd9tntFQYUk4k2DwA0D The Beatles \n", - "11 7BgGBZndAvDlKOcwe5rscZ The Beatles \n", - "10 19K3IHYeVkUTjcBHGfbCOi The Beatles \n", - "9 3OdI6e43crvyAHhaqpxSyz The Beatles \n", - "8 0PYyrqs9NXtxPhf0CZkq2L The Beatles \n", - "7 1PULmKbHeOqlkIwcDMNwD4 The Beatles \n", - "6 6P9yO0ukhOx3dvmhGKeYoC The Beatles \n", - "5 03Qh833fEdVT30Pfs93ea6 The Beatles \n", - "4 47bcKzmKgmMPHXNVOWpLiu The Beatles \n", - "3 2Pqkn9Dq2DFtdfkKAeqgMd The Beatles \n", - "2 2pCqZLeavM2BMovJXsJEIV The Beatles \n", - "27 6400dnyeDyD2mIFHfkwHXN Radiohead \n", - "26 500FEaUzn8lN9zWFyZG5C2 Radiohead \n", - "25 7dxKtc08dYeRVHt3p9CZJn Radiohead \n", - "24 19RUXBFyM4PpmrLRdtqWbp Radiohead \n", - "1 5ju5Ouzan3QwXqQt1Tihbh The Beatles \n", - "22 6svTt5o2lUgIrgYDKVmdnD Radiohead \n", - "23 6V9YnBmFjWmXCBaUVRCVXP Radiohead \n", - "21 1oW3v5Har9mvXnGk0x4fHm Radiohead \n", - "20 6Eo5EkmdLvZrONzi046iC2 Radiohead \n", - 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"15 Please Please Me (Remastered) 1963-03-22 0.177208 \n", - "14 With The Beatles (Remastered) 1963-11-22 0.152913 \n", - "12 A Hard Day's Night (Remastered) 1964-07-10 0.215407 \n", - "11 Beatles For Sale (Remastered) 1964-12-04 0.175109 \n", - "10 Help! (Remastered) 1965-08-06 0.220622 \n", - "9 Rubber Soul (Remastered) 1965-12-03 0.212179 \n", - "8 Revolver (Remastered) 1966-08-05 0.235002 \n", - "7 Sgt. Pepper's Lonely Hearts Club Band (Remaste... 1967-06-01 0.228461 \n", - "6 Magical Mystery Tour (Remastered) 1967-11-27 0.268458 \n", - "5 The Beatles (Remastered) 1968-11-22 0.246236 \n", - "4 Yellow Submarine (Remastered) 1969-01-17 0.178876 \n", - "3 Abbey Road (Remastered) 1969-09-26 0.288493 \n", - "2 Let It Be (Remastered) 1970-05-08 0.218608 \n", - "27 Pablo Honey 1993-02-22 0.345315 \n", - "26 The Bends 1995-03-28 0.341176 \n", - "25 OK Computer 1997-05-28 0.352902 \n", - "24 Kid A 2000-10-01 0.343130 \n", - "1 1 (Remastered) 2000-11-13 0.224641 \n", + "15 Please Please Me (Remastered) 1963-03-22 0.091173 \n", + "14 With The Beatles (Remastered) 1963-11-22 0.143155 \n", + "12 A Hard Day's Night (Remastered) 1964-07-10 0.230041 \n", + "11 Beatles For Sale (Remastered) 1964-12-04 0.000000 \n", + "10 Help! (Remastered) 1965-08-06 0.243843 \n", + "9 Rubber Soul (Remastered) 1965-12-03 0.159889 \n", + "8 Revolver (Remastered) 1966-08-05 0.145541 \n", + "7 Sgt. Pepper's Lonely Hearts Club Band (Remaste... 1967-06-01 0.190612 \n", + "6 Magical Mystery Tour (Remastered) 1967-11-27 0.000000 \n", + "5 The Beatles (Remastered) 1968-11-22 0.418731 \n", + "4 Yellow Submarine (Remastered) 1969-01-17 0.000000 \n", + "3 Abbey Road (Remastered) 1969-09-26 0.284500 \n", + "2 Let It Be (Remastered) 1970-05-08 0.212013 \n", + "46 Some Girls 1978-06-09 0.097583 \n", + "47 Some Girls (Deluxe Version) 1978-06-09 0.161141 \n", + "45 Emotional Rescue (2009 Re-Mastered) 1980-06-20 0.081115 \n", + "44 Tattoo You (2009 Re-Mastered) 1981-08-24 0.090579 \n", + "43 Still Life 1982-06-01 0.000000 \n", + "42 Undercover (2009 Re-Mastered) 1983-11-07 0.317983 \n", + "41 Dirty Work (Remastered 2009) 1986-03-24 0.234265 \n", + "40 Dirty Work 1986-03-24 0.226456 \n", + "39 Steel Wheels (2009 Re-Mastered) 1989-08-29 0.257028 \n", + "38 Flashpoint 1991-04-02 0.204108 \n", + "27 Pablo Honey 1993-02-22 0.347225 \n", + "37 Voodoo Lounge (2009 Re-Mastered) 1994-07-11 0.217226 \n", + "36 Stripped 1995-01-13 0.174626 \n", + "26 The Bends 1995-03-28 0.360175 \n", + "25 OK Computer 1997-05-28 0.188200 \n", + "35 Bridges To Babylon (2009 Re-Mastered) 1997-09-29 0.267385 \n", + "24 Kid A 2000-10-01 0.000000 \n", + "1 1 (Remastered) 2000-11-13 0.208415 \n", "22 I Might Be Wrong 2001-01-01 0.000000 \n", - "23 Amnesiac 2001-03-12 0.373617 \n", - "21 Hail To the Thief 2003-01-01 0.313755 \n", - "20 Com Lag: 2+2=5 2004-03-24 0.257476 \n", - "19 In Rainbows Disk 2 2007-01-01 0.382191 \n", - "18 In Rainbows 2007-12-28 0.324238 \n", - "13 The King Of Limbs 2011-02-18 0.282058 \n", + "23 Amnesiac 2001-03-12 0.000000 \n", + "21 Hail To the Thief 2003-01-01 0.317860 \n", + "20 Com Lag: 2+2=5 2004-03-24 0.000000 \n", + "34 Live Licks 2004-11-01 0.388971 \n", + "33 A Bigger Bang (2009 Re-Mastered) 2005-09-05 0.255399 \n", + "19 In Rainbows Disk 2 2007-01-01 0.000000 \n", + "18 In Rainbows 2007-12-28 0.130290 \n", + "32 Shine A Light 2008-01-01 0.000000 \n", + "13 The King Of Limbs 2011-02-18 0.124500 \n", "17 TKOL RMX 1234567 2011-10-10 0.000000 \n", - "16 A Moon Shaped Pool 2016-05-08 0.382391 \n", - "0 Live At The Hollywood Bowl 2016-09-09 0.250603 " + "31 Live 1965: Music From Charlie Is My Darling (L... 2012-11-06 0.000000 \n", + "16 A Moon Shaped Pool 2016-05-08 0.197331 \n", + "30 Totally Stripped (Live) 2016-06-17 0.000000 \n", + "0 Live At The Hollywood Bowl 2016-09-09 0.237112 \n", + "29 Havana Moon (Live) 2016-11-11 0.357162 \n", + "28 Blue & Lonesome 2016-12-02 0.124368 " ] }, - "execution_count": 112, + "execution_count": 89, "metadata": {}, "output_type": "execute_result" } @@ -11345,16 +12411,16 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 90, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -11378,7 +12444,7 @@ }, { "cell_type": "code", - "execution_count": 114, + "execution_count": 91, "metadata": { "collapsed": false }, @@ -11405,7 +12471,7 @@ " The Beatles\n", " Please Please Me (Remastered)\n", " 1963-03-22\n", - " 0.177208\n", + " 0.091173\n", " \n", " \n", " 14\n", @@ -11413,7 +12479,7 @@ " The Beatles\n", " With The Beatles (Remastered)\n", " 1963-11-22\n", - " 0.152913\n", + " 0.143155\n", " \n", " \n", " 12\n", @@ -11421,7 +12487,7 @@ " The Beatles\n", " A Hard Day's Night (Remastered)\n", " 1964-07-10\n", - " 0.215407\n", + " 0.230041\n", " \n", " \n", " 11\n", @@ -11429,7 +12495,7 @@ " The Beatles\n", " Beatles For Sale (Remastered)\n", " 1964-12-04\n", - " 0.175109\n", + " 0.000000\n", " \n", " \n", " 10\n", @@ -11437,7 +12503,7 @@ " The Beatles\n", " Help! (Remastered)\n", " 1965-08-06\n", - " 0.220622\n", + " 0.243843\n", " \n", " \n", " 9\n", @@ -11445,7 +12511,7 @@ " The Beatles\n", " Rubber Soul (Remastered)\n", " 1965-12-03\n", - " 0.212179\n", + " 0.159889\n", " \n", " \n", " 8\n", @@ -11453,7 +12519,7 @@ " The Beatles\n", " Revolver (Remastered)\n", " 1966-08-05\n", - " 0.235002\n", + " 0.145541\n", " \n", " \n", " 7\n", @@ -11461,7 +12527,7 @@ " The Beatles\n", " Sgt. Pepper's Lonely Hearts Club Band (Remaste...\n", " 1967-06-01\n", - " 0.228461\n", + " 0.190612\n", " \n", " \n", " 6\n", @@ -11469,7 +12535,7 @@ " The Beatles\n", " Magical Mystery Tour (Remastered)\n", " 1967-11-27\n", - " 0.268458\n", + " 0.000000\n", " \n", " \n", " 5\n", @@ -11477,7 +12543,7 @@ " The Beatles\n", " The Beatles (Remastered)\n", " 1968-11-22\n", - " 0.246236\n", + " 0.418731\n", " \n", " \n", " 4\n", @@ -11485,7 +12551,7 @@ " The Beatles\n", " Yellow Submarine (Remastered)\n", " 1969-01-17\n", - " 0.178876\n", + " 0.000000\n", " \n", " \n", " 3\n", @@ -11493,7 +12559,7 @@ " The Beatles\n", " Abbey Road (Remastered)\n", " 1969-09-26\n", - " 0.288493\n", + " 0.284500\n", " \n", " \n", " 2\n", @@ -11501,7 +12567,7 @@ " The Beatles\n", " Let It Be (Remastered)\n", " 1970-05-08\n", - " 0.218608\n", + " 0.212013\n", " \n", " \n", "\n", @@ -11524,22 +12590,22 @@ "2 2pCqZLeavM2BMovJXsJEIV The Beatles \n", "\n", " name release_date gloom \n", - "15 Please Please Me (Remastered) 1963-03-22 0.177208 \n", - "14 With The Beatles (Remastered) 1963-11-22 0.152913 \n", - "12 A Hard Day's Night (Remastered) 1964-07-10 0.215407 \n", - "11 Beatles For Sale (Remastered) 1964-12-04 0.175109 \n", - "10 Help! (Remastered) 1965-08-06 0.220622 \n", - "9 Rubber Soul (Remastered) 1965-12-03 0.212179 \n", - "8 Revolver (Remastered) 1966-08-05 0.235002 \n", - "7 Sgt. Pepper's Lonely Hearts Club Band (Remaste... 1967-06-01 0.228461 \n", - "6 Magical Mystery Tour (Remastered) 1967-11-27 0.268458 \n", - "5 The Beatles (Remastered) 1968-11-22 0.246236 \n", - "4 Yellow Submarine (Remastered) 1969-01-17 0.178876 \n", - "3 Abbey Road (Remastered) 1969-09-26 0.288493 \n", - "2 Let It Be (Remastered) 1970-05-08 0.218608 " + "15 Please Please Me (Remastered) 1963-03-22 0.091173 \n", + "14 With The Beatles (Remastered) 1963-11-22 0.143155 \n", + "12 A Hard Day's Night (Remastered) 1964-07-10 0.230041 \n", + "11 Beatles For Sale (Remastered) 1964-12-04 0.000000 \n", + "10 Help! (Remastered) 1965-08-06 0.243843 \n", + "9 Rubber Soul (Remastered) 1965-12-03 0.159889 \n", + "8 Revolver (Remastered) 1966-08-05 0.145541 \n", + "7 Sgt. Pepper's Lonely Hearts Club Band (Remaste... 1967-06-01 0.190612 \n", + "6 Magical Mystery Tour (Remastered) 1967-11-27 0.000000 \n", + "5 The Beatles (Remastered) 1968-11-22 0.418731 \n", + "4 Yellow Submarine (Remastered) 1969-01-17 0.000000 \n", + "3 Abbey Road (Remastered) 1969-09-26 0.284500 \n", + "2 Let It Be (Remastered) 1970-05-08 0.212013 " ] }, - "execution_count": 114, + "execution_count": 91, "metadata": {}, "output_type": "execute_result" } @@ -11551,16 +12617,16 @@ }, { "cell_type": "code", - "execution_count": 115, + "execution_count": 92, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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k4A7n/Z+AY90TUVEURUlHNkp8KPB20uf1zrqU24jIDuADY8werkio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\noB8AAAAASUVORK5CYII=\n", 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -11582,7 +12648,7 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 93, "metadata": { "collapsed": false }, @@ -11609,7 +12675,7 @@ " Radiohead\n", " Pablo Honey\n", " 1993-02-22\n", - " 0.345315\n", + " 0.347225\n", " \n", " \n", " 26\n", @@ -11617,7 +12683,7 @@ " Radiohead\n", " The Bends\n", " 1995-03-28\n", - " 0.341176\n", + " 0.360175\n", " \n", " \n", " 25\n", @@ -11625,23 +12691,7 @@ " Radiohead\n", " OK Computer\n", " 1997-05-28\n", - " 0.352902\n", - " \n", - " \n", - " 24\n", - " 19RUXBFyM4PpmrLRdtqWbp\n", - " Radiohead\n", - " Kid A\n", - " 2000-10-01\n", - " 0.343130\n", - " \n", - " \n", - " 23\n", - " 6V9YnBmFjWmXCBaUVRCVXP\n", - " Radiohead\n", - " Amnesiac\n", - " 2001-03-12\n", - " 0.373617\n", + " 0.188200\n", " \n", " \n", " 21\n", @@ -11649,23 +12699,7 @@ " Radiohead\n", " Hail To the Thief\n", " 2003-01-01\n", - " 0.313755\n", - " \n", - " \n", - " 20\n", - " 6Eo5EkmdLvZrONzi046iC2\n", - " Radiohead\n", - " Com Lag: 2+2=5\n", - " 2004-03-24\n", - " 0.257476\n", - " \n", - " \n", - " 19\n", - " 36lJLPoPPOKNFddTAcirnc\n", - " Radiohead\n", - " In Rainbows Disk 2\n", - " 2007-01-01\n", - " 0.382191\n", + " 0.317860\n", " \n", " \n", " 18\n", @@ -11673,7 +12707,7 @@ " Radiohead\n", " In Rainbows\n", " 2007-12-28\n", - " 0.324238\n", + " 0.130290\n", " \n", " \n", " 13\n", @@ -11681,7 +12715,7 @@ " Radiohead\n", " The King Of Limbs\n", " 2011-02-18\n", - " 0.282058\n", + " 0.124500\n", " \n", " \n", " 16\n", @@ -11689,7 +12723,7 @@ " Radiohead\n", " A Moon Shaped Pool\n", " 2016-05-08\n", - " 0.382391\n", + " 0.197331\n", " \n", " \n", "\n", @@ -11700,30 +12734,22 @@ "27 6400dnyeDyD2mIFHfkwHXN Radiohead Pablo Honey 1993-02-22 \n", "26 500FEaUzn8lN9zWFyZG5C2 Radiohead The Bends 1995-03-28 \n", "25 7dxKtc08dYeRVHt3p9CZJn Radiohead OK Computer 1997-05-28 \n", - "24 19RUXBFyM4PpmrLRdtqWbp Radiohead Kid A 2000-10-01 \n", - "23 6V9YnBmFjWmXCBaUVRCVXP Radiohead Amnesiac 2001-03-12 \n", "21 1oW3v5Har9mvXnGk0x4fHm Radiohead Hail To the Thief 2003-01-01 \n", - "20 6Eo5EkmdLvZrONzi046iC2 Radiohead Com Lag: 2+2=5 2004-03-24 \n", - "19 36lJLPoPPOKNFddTAcirnc Radiohead In Rainbows Disk 2 2007-01-01 \n", "18 7eyQXxuf2nGj9d2367Gi5f Radiohead In Rainbows 2007-12-28 \n", "13 1DBkJIEoeHrTX4WCBQGcCi Radiohead The King Of Limbs 2011-02-18 \n", "16 6vuykQgDLUCiZ7YggIpLM9 Radiohead A Moon Shaped Pool 2016-05-08 \n", "\n", " gloom \n", - "27 0.345315 \n", - "26 0.341176 \n", - "25 0.352902 \n", - "24 0.343130 \n", - "23 0.373617 \n", - "21 0.313755 \n", - "20 0.257476 \n", - "19 0.382191 \n", - "18 0.324238 \n", - "13 0.282058 \n", - "16 0.382391 " + "27 0.347225 \n", + "26 0.360175 \n", + "25 0.188200 \n", + "21 0.317860 \n", + "18 0.130290 \n", + "13 0.124500 \n", + "16 0.197331 " ] }, - "execution_count": 116, + "execution_count": 93, "metadata": {}, "output_type": "execute_result" } @@ -11735,16 +12761,16 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 94, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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UKbJ5c3Bz9KnC5Zc7V0DbCa/DxKc+5QZWvfmmyyt/5JHwgx+4KeTykcWLnbvp\n2GPh6ae7hn+9s+S9ch87dixu/u74EarrvO3+EKQCy6cRqkHLOnBgN9y0ivFsY8CA4B7rhx928wME\nFfqYKf37ww03uKked+6EkSPd6N8tW3ItWWrs3u36Ec45B/7wB5g9u+v41ztNMpNeW7tNJgErgTeB\nqxLs/x5Oqy4D/g6MjNt3DbAKWAGcnOT8GTVNKisv8Vwzh/rucw8yfWk+jVDNRd6dRGmGi4qCG535\nySeqhxwSbOhjtlmzRvWb33QDw268UXXbtlxLlJxNm1THjVM98UTV9etzLU04IBOfO866fwsoBgqA\nV+KVt3dM77jlU4HHveXPeAp/H6DEO48kuEbGlVy+fLnOnTvXV1970Mo2n0aoVldXayx2iEJ/hdEK\n/bVnzxLfZY1PMzxp0kzdf/9a/egjXy+5hxtvVJ08OZhr+c2KFapf+5rqwQer3nGH6vbtuZaoNU8/\nrTpggOr06fmTPC4IMlXuxzYra2/96kTWe9z+qcBfEx0LPA4ck6BMEP+HjAla2eaT5R6Wju3zzlO9\n9lr/r9Oc9fHNN/2/VpAsWeImsCgpUf3DH3KvSHftUp050310nrRpE/aiPeWeinNyIM6p3cw6b1sr\nROQiEXkLuBG4JEnZ9YnK5gtBpwMIS0a9VNi6dSux2HDiO7ZjsWFs3bo1UDl++lP4zW/cpN1+Mn06\nXHABHHqov9cJmtGj4bHH4I9/hN//3sXGP/AANOUgm8GmTXDyyS59wJIlMH588DLkNcm0vrZY1WcC\nv4tbPxf4VTvHnw3M9ZbvAM6J23cPcHqCMkF85LJCLtIBhGV4fXuEqZXxox+pnnuuf+dftsyFPn7w\ngX/XCANNTS52fPRo93vsseDms212w1x3nT9TFEYF2rHcU+lnXgcMiVsfhEugnoyFwG/jysZnTk5a\ndubMmXuWy8rKKCsrS0G04Jk69SzGjz8p0HQAgcyUniHNrYyKinIKCorZubMuZ62M//xPOOwwePll\nl2gsm6jCZZe50Md+/bJ77rAhAhMnOuv5oYfgiivg+uvd7/jj/bnm7t0uAuZ3v4P//m+z1ttSVVVF\nVVVVagcn0/raYlV3p6VDtRDXoTqqzTHD45ZPBaq1dYdqITAUHztUgyQfLOlcEZb/zd13u8Et2bY0\nH3xQ9Ygjcu+LzgW7dqnOm+f88ZMmqb78cnbPv3Gjanm5+23YkN1zRxUyHaGKC4V8AxfSeLW3bRZw\nird8K/AibX9RAAAYGklEQVQvYCnwdLzyx4VCvoWPoZBBEtaZ3I3W7NrllPBDD2XvnM2hj089lb1z\n5iPbt6v++tfObXLmmarZ6DN/8knXaTpjhrlhOkN7yj0yicOCoKGhgeLikTQ2LsZ1HL5KLFZOXd3K\n0LtNuiJPPAHf/z68/joUZmHQ6s9+Bi+8AH/5S+bnigIffwy//jXcfDN85SswYwYMHdq5czQPSrr7\nbteJO26cP7JGlfYSh+X9CNUgqa2tpbCwhPiIkIKCYmpra3MnlJF0xPDJJ7tolt/8JvNrvPuuU+63\n3JL5uaLCvvvCD38Iq1ZBcTGMGQOVlbAxwRTGie7Rxo3Op/7887B0qSn2bGPKvRPYzEjho6OUBzff\n7MIjN2/O7DpRDX3MBn37ug7mFSugZ0+X+viqq+D9993+RPfoySfhqKOgvNy1sA46KLd1iCLmlukk\nCxYspKLiolYRIVGZ1i/fSNVNduGFzsr8xS/Su84rr8CkSbByZfQjZLLBunUuf/wDD8C3v72NX/7y\nMHbsOBPoC2yhW7deHHDAj5k/vzvl5bmWNr+JfD73oAlLREhXp2XEcL2Xz6Y+4YjhTZvcaNJ0cpk3\nNblcJr/5TXZk7kqsWqV6wgnLFC5rlf8Hvq9/+MOjuRYvEhDllL+5oKioiDFjxlgnao4pKSnh449X\nAYcBFwKH0di4ai832YEHuhjtq6/u/DUeecS5F7797SwI3MUYPhyKihYCP6ElNXMv4CYeffT53AnW\nRTDlbuQ1It2AKmAJUIVI94THXXYZ1NTAc8+lfu7t2+HKK+HWWy2tbLqEIed+V8WUu5FVgsx1X1tb\nSyw2jPjopZ49D0kYvRSLuZGVV1yRep6U225znYMWxZE+Yci531Wx/7CRNYKerKOz0UtTp7q/993X\n8bnffRduuslCHzNl9uwLGDZsBi0KfhvDhs1g9uwLciZTV8GiZYyskKsBXp2NXnr+eZg2zUW+xGLJ\nz/vd77qp6X7+cx+E7mKsWVPH9Olz2bChiQEDujF79gUMHVqca7EiQXvRMqbcjaxQU1PDhAkXsmXL\nkj3b+vQZzVNP3cWYMWN8vXZDQ0OnErlNmeISil1zTeL9Fvpo5As2QtXwnXwa4HXTTc4ir6/fe596\nE17PnGmK3chvTLkbWSFXE4uk4+cfPhzOO8/lQmnLI4/Ae+9Z6KOR/5hbxsgqyVwknXWdpHqtdP38\nmzfDyJGweDEcfrjbtn07fOYz8NvfwoQJWRHRMHzF3DJGYCQa4OVXFE0midz694drr3WJr5q57Tan\n6E2xG1HALHfDV/yMosn03Dt2wIgRdQwbNpdPPmni5Ze78dhjFzBunEVyGPmBWe5GzvAzTXKmfv71\n6+v45JPbeeaZK3nxxVns2HEl3/ve7axZU5exbIaRa1Ky3EVkEm62pW7AHFW9qc3+y4FvAzuBBuBb\nqrrW27cb+CcgQJ2qnpbg/Ga5R4S2vvUg4t/T9eefe+4s/vSnK2k9PH4b06bdwr33JuhtNYyQkZHl\nLi55xx3AROBwYKqIjGxz2FLgKFU9EngQuDlu3zZVHa2qpYkUuxEdEvnWcxVFkwrr1zeRKO/Jhg0p\n5icwjBCTiltmLLBKVetUdSdwHzA5/gBVfVZVP/FWXwIGxu1OnGvYiBQNDQ1UVFxEY+NitmxZQmPj\nYioqLqKhoYGpU8+irm4lTz11F3V1K7Oa/z6TzlrLe2JEmVSe4oHA2rj1dbRW3m2pAB6PW+8hItUi\n8qKITE5WyMhvOvKt+5Emub0PSipY3hMjyqSSyDSR5Z3QQS4i5wJHASfGbR6iqptEZCjwjIi8qqpr\nOi9q+/gRR22kTusRqs637vcI1eYPSmPj3h+UVJ6BoUOLefLJi5k+/Za4vCcXW94TIxKkotzXAUPi\n1gcBG9oeJCLjgWuAEzz3DQCqusn7u0ZEqoBSYC/lPnPmzD3LZWVllJWVpSI/0JI8qrDQKRib+i54\nmn3rFRXlrZJ4+fmhzcYHZejQYus8NfKGqqoqqqqqUjq2w2gZcbMfvAGMAzYC1cBUVV0Rd0wpcD8w\nUVXfjtveD/hYVXeIyP7AC8BkVV3Z5hppR8vkKhuhkZigW1A2p63RlWkvWqZDy11Vd4tIJfAELaGQ\nK0RkFlCjqo8CP8OFHdwvIvEhj6OAu7xwyG7ADW0Ve6Zk2jQ3sktRUVGg//epU89i/PiTzCVnGG3I\n+xGqZrkbhtFVifQI1TDHURuGYeSKvLfcmwnS12uROYaf2PNlpEqkLfdm/IijTkTQ84QaXQt7voxs\nERnLPQjMv98xZnWmjz1fRmfpEpZ7EPiZ4TAKmNWZGfZ8GdnElHsnyKd5QoMm01QAhj1fRnYx5d4J\nLDInOWZ1Zk6Un6+GhgZqamrsYx8g5nNPA/Mr7435i7NH1J4vSw/iH+353E25G1nDUgEYbbGPvr9k\nlH7AMFKlvVQAUbNGjdSw9CC5w3zuRlZJNN7Aomi6LtZJnDvMLWP4ijXLDXPX+Ye5ZYycYc1ywzJ3\n5gZT7mlg/uPUycUMTV2RsD+TQaeCNszn3mnMf9w5ohy7HRaan8ny8u/YM2nswXzuncD8x+njp2UZ\ndqvVTxoaGhg06FB27Pg7zc9kYeEJrFu3KlT/i658j/wk49wyIjJJRFaKyJsiclWC/ZeLyOsi8oqI\nPCkig+P2ne+Ve0NEzku/GrnHRmGmj19ZO7t6S2rZsmXs2FFE/DO5Y8f+LFu2LJditaKr36Ocoart\n/nAfgLeAYqAAeAUY2eaYE4Ge3vKFwH3e8n7A20BfoF/zcoJraD5QX1+vsVh/hX8qqMI/NRbrr/X1\n9bkWrUti90N10aJFCvu2+h/Avrpo0aJci6aqdo/8xtOdCXV3Kpb7WGCVqtap6k7gPmBymw/Es6r6\nibf6EjDQW54IPKGqW1T1Q9w8rJM6+f0JDeY/DhfZaknlc96T0tJSCgq6AWXAaKCMgoJulJaW5lYw\nD3cvBhJ/j2BAl2/tBvHMpaLcBwJr49bX0aK8E1EBPJ6k7PoOyoaeqVPPoq5uJU89dRd1dSsDidfN\nZ+XjJ9kYIJPvLoOioiLmzbuHnj2VXr220bOnMm/ePaExOHr37k1j41vE36PGxrfp3bt3LsXKKYE9\nc8lMem1xmZwJ/C5u/VzgV0mOPRd4ESjw1q8E/itu/4+AyxOU87nxkr/Mn3+fxmL9tW/f0RqL9df5\n8+/LtUihovn/06dPaaf/P1FyGdTX12t1dXXoZK+urtZYbKhCf4VShf7as2eJVldX51q0nJDtZ452\n3DKpxLmvA4bErQ8CNrQ9SETGA9cAJ6hz3zSXLWtTdnGii8ycOXPPcllZGWVlZYkO61LE50h3g4Be\npaKinPHjTwqNZZZrMhkgE6UBVmGNI3etqC3Ag0AvYBsiU7rsOIdMn7mqqiqqqqpSu1gyra8tVnV3\nWjpUC3EdqqPaHFPqHTOszfb4DtXm5X4JrpHWVyvqVFdXa9++o70vvPv16VPaZa2ebBMlyz3MZNK6\nihpBWu4dKndXnknAG8Aq4Gpv2yzgFG/5SWAjsBRYBjwSV/YCr9ybwHlJzp/efyri1NfXa2Fh31YP\nQmFhX1M+WcQUTzCE1W2UC7L5zLWn3G0QU4hpaGhg4MBD2LmzACgBaiko2Mn69atD2QTPV2yAjRE0\n2XrmLHFYnlJbW8u++45gy5a/AbVACbHYxLz0CYeZsPqrjegSxDNnuWVCTEuo30ZgDLDRkm4ZhpES\nptxDjA2aCoYojCOIQh2M7GI+9zzAfML+EYXJm6NQByM9bIJsw0hAFLJ8RqEORvpknBXSMKJIFLJ8\nRqEOhj+YcjfynnT9zVGYvDkKdTD8wZS7kdcsWLCQIUNGUF7+DYYMGdGpJExR6LCOQh0MfzCfu5G3\nuEFew9i5cx9gKLAmrUFeUeiwjkIdjM5jg5iMSLJs2TJ27twNPE/L5NtfYNmyZZx88skpnycKg5ii\nUAcju5hbxshzBtB6IoiDcyiLYYQHU+5G3lJaWkphYQPxnYmFhe+FZhYiw8glptyNvKWoqIi5c+8i\nFiunV6/PE4uVM3fuXeaeMAysQ9WIANaZaHRVbISqYRhGBLERqoZhGF0MU+6GYRgRJCXlLiKTRGSl\niLwpIlcl2H+8iCwRkZ0ickabfbtFZKmILBORR7IluGEYhpGcDgcxiUg34A5gHLABqBGRv6jqyrjD\n6oDzgSsTnGKbqo7OhrCGYRhGaqRiuY8FVqlqnaruBO4DJscfoKrvqOq/gES9ogmd/YZhZA+brMNo\nSyrKfSCwNm59nbctVXqISLWIvCgikzs+3DCMzrBgwUKKi0cyYcKFFBeP7FTyNCO6pJJbJpHl3Zm4\nxSGquklEhgLPiMirqrqm7UEzZ87cs1xWVkZZWVknLmEYXZOGhgYqKi6isXExjY0uv05FRTnjx59k\nMf8RpKqqiqqqqpSOTUW5rwOGxK0PwvneU0JVN3l/14hIFVAKtKvcDcNIjebJOpxih/jJOky5R4+2\nhu+sWbOSHpuKW6YGGC4ixSJSCJwN/E87x++x9EWkn1cGEdkf+CKwPIVrGoaRAjZZh5GMDpW7qu4G\nKoEngNeB+1R1hYjMEpFTAETkaBFZC5wJ/FZEXvOKjwJeFpFlwNPADW2ibAzDyACbrMNIhqUfMIwI\nYPl1uiaWW8YwDCOCWG4ZwzCMLoYpd8MwjAhiyt0wDCOCmHI3DMOIIKbcDcPwHct9Ezym3A3D8BXL\nfZMbLBTSMAzfaGhooLh4JI2NiwGX+yYWK6eubqXF42cBC4U0DCMnNOe+cYod4nPfGP5iyt0wDN+w\n3De5w5S7YRi+Yblvcof53A3D8B3LfeMPllvGMAwjgliHqmEYRhfDlLthGEYEMeVuGIYRQVJS7iIy\nSURWisibInJVgv3Hi8gSEdkpIme02Xe+V+4NETkvW4LHk+qEsflClOoTpbqA1SfsRKk+mdalQ+Uu\nIt2AO4CJwOHAVBEZ2eawOuB84E9tyu4HXAeMAY4BZohI34wkTkCUbihEqz5RqgtYfcJOlOrju3IH\nxgKrVLVOVXcC9wGT4w9Q1XdU9V9A25CXicATqrpFVT/EzcM6KSOJDcMwjA5JRbkPBNbGra/ztqVC\n27LrO1HWMAzDSJMO49xF5EzgZFX9rrd+LjBGVS9NcOwfgP9V1Ye89SuBQlW93lv/EbBNVX/ZppwF\nuRuGYaRBsjj3fVIouw4YErc+CNiQ4nXXAWVtyi5OVTjDMAwjPVJxy9QAw0WkWEQKgbOB/2nn+HhF\nvQiYICJ9vc7VCd42wzAMw0c6VO6quhuoxHWGvg7cp6orRGSWiJwCICJHi8ha4EzgtyLymlf2A2A2\n8DLwD2CW17FqGIZh+EgocssYhmEY2SWvRqiKSGR88yLyKe9vJOrkjYeIBCKyv/c3EvemmajUR0S6\n51qGbCEiXxKRYX6cO/QvpIh8VkQmisg+UUgdKSKjReQBoAIgn+vk1eUcAFVtyrU8mSIipSLyGHA5\n5Pe9ARCRL4jIbSJyAUSiPkeLyB+B6/xSiEHhvTtPAM8AWR/YCSFW7iKyn4jcCdwLfBe4IZ9vqIh8\nWkRuB+7EzTm2j7c976wQccwGngauEJEvedtD+zy1h4h0E5F5wB+A+ap6ba5lyhQvhPkOXEDEeBH5\niYh8NsdipYV3f+4A7sI9cwcDM0Vk39xK1nlEpEBE7gJ+B9yGCzAp8/Zl9f0J88t4JbBdVY8Evo1L\nfZDPzcqbccbTsTir/Ruwp8M6r/AswOXAWcCvcR/fvLXePbn3A5ar6r0AIlKU526Mw4GHVPWPuHfp\nGOBrItIvt2J1Hu/+PAOMU9W5wM9wo+F35VKuNOkBPAscr6qPAg8CozzPRFbfn1ApdxEZGvc1/qmq\nXu4tnwz0Bw5v9lXnA159Yt5qpape4i03AMtF5LAcidZpROTrIvIDEfmit2kh8CTwEtBDRKZ6x+VF\nSySuPsd5m84HThaRH4rIYpxV9TsRyYtpg+Lq8wVv02bcfemrqpuAd3HjVY7NmZCdQESOFZERzeuq\n+pCqfigiE3DRdwcD14vIqJwJmSJt6rJNVeeraqO3vg+wW1V3RdJyF5ESEXkcuAf4o4gcpqofe/vK\ncJbHPOB0nL9tUM6ETYE29bk3vj4eCgwAmusYWgtRRLqLyHVAczbQu0TkDFVt8iz4NcD/AmeJyH5h\nb4kkqM9vROTrXtjur3D+9pm48N9PAdNEJJXBfjkhQX3uFpGJQDVwIHCPiPwZ6A5sBQ7yyoXymROR\nfiLyV5zh8HUR6eVtb5b3A+AcVZ2Ae3/OF5EDcyNt+ySqi6qq59Zs1r3PAqd77040LPc2D9eVwD9U\ndRxuBOvsZv+gqlap6hhV/Q2uOXYAcGjgAndAO/V5Blefw5t3quobwG7aJGALI56yPgy4QlV/AcwA\nKpstJs8CeRGXN+gMgDD3jSSpz/dFZISqzgZGqeqzqvo+sAA4TVVD2/xPUJ+ZwBXAv4FrgAeAv6nq\nVNxYky975cLaudoL54e+2Fs+AVrkVdWXVfUx79jHgFI8IymEJK2LqjZ5Cr7WO+bEbF88l5Z7T4A4\nq+h1AFW9A5eJcqqIHOAdI96+5cD+uH9I2EhWn1/j6nNOc3087gcOEJHuYXvRROQ8ETkxzj/7LrCf\n5xd8COdv/3qz9aGqa3DZQn8sIh/h6hsaUqjPa7j7I6q6Ja7oMOAfYXM1dVCfB4BVwFmqullVF6rq\n773jDgMeyYXM7RFXnz6quh7X2fhn4BPgGBEZkKToUcBGQuR7T7Uu3rPWhKc3vP1ZbVEFrtxFZIKI\nPAnc7DWHd+H8g6Ui8nkR+TzwL6AY52cH2EdEvioiT+Me5PfC0qxMsz7gsmMODosbw2sqHuz5m88H\npgG/FpHewHvAEUBv7/DbcVb6gV7ZUcDduA/acaq6IGj525JGfU6nxWUxTkT+AZwE3B2Ge9TJ+twG\nnCYiB3tlx4nI6zgr9/ngpd+bJPX5jYjsr6qfeG7Mp3Ad3SfFlevjvXM1uPTh18f5r3NCOnXx3DPd\nVXUrLlDk2ObtWRNMVQP7AcNxTcPJuAdtAXARzrc5HXgU9/AdDcwHvu+VG4/zIZ4WpLw+1KcyruxQ\n4Mu5roMnS3fv7wjgXm95H1zY5hygH67peAKwr7d/IXCpt3wwcEqu65GF+lR6y18FTs91PbJ4f4bl\nSX1ux0X4xB97OfATXCx4T2/beGByruuRYV32jdte4IdsvncUxTXdm3DhWEtU9S/evqeAnwP3q+ps\nETlEVVd7+17Ea6oAT6tqKJr6GdTnBeKaXupcGWtyUYdmPBfSj4Hu4gbv9MH1BaCu974S2AT8Avdx\nOhunyBfimsIvecduxH3IckoW6lPjHdteYrzAyOL9eRt4O/AKtCGF+lwCbBCRE1X1Wa/Y3TiF+BQw\nRERKVfWpHIjfigzr8iRQ7NVlg7pJkLKOr24ZEfkmLu3vbG/Tazhfeom3vg/uoWvO777GK/dd4FvA\nMghP50+G9akgRPURkROBJbim4lu4Ou0EykVkLOz5gM0CblbVebjkceeJyDJcXV/LheyJsPpEoj6K\nU5gz44r+B641/ApwhKqmmm7cN7JQl38SRF18bK70xnXeXAosBUZ622/FuS9ewI0+PQL4K3Cgt/8y\nnAU1JtdNrojX53jgG3HrdwL/D7gA1xoB9/E/CBdxMdjbdhBwSK7lt/pEuj5/Bkq8bZOBE3Itfz7W\nxe9/whDv743AQm+5O65j8ThvfTAwF+jhre/rp0xWnz112Rc3Wq7ZZzgNuMFbfgW42Fs+GliQa3mt\nPlafsPzypS6+umVU9R1v8VZgqIhMVBd5sEVVm3vtL8TFqe7yyoQ1ZjVS9VHVj1V1u7ZEgkzAjZwF\n+CZuSPSjuFbJ0lzI2BmsPuEmnfqEJSKuLflSl0BG3qnqJhGZA/wXsEhVd3u+qWuBAuBbGoJws1SJ\nUn3ExXArLqyxuSPx37i6fRZYoy5eNy+w+oSbztRHPfM3rIS9LoFM1iEi3dSNyHoAN+hgO673e5W6\nnvy8Ikr18SyKQlyqhIdxHdnv45qWH+VStnSw+oSbKNUn7HUJynJvEpcQ7ABcessfq+rfgri2H0Sp\nPqqqIlKK8xsOBf6gqnNyLFbaWH3CTZTqE/a6BDbNnohcCQwCrlLV7YFc1EeiVB9xidi+Afwi3+sC\nVp+wE6X6hLkuQSr3bpqn+b4TEbX6GIYRLWyCbMMwjAgSinzuhmEYRnYx5W4YhhFBTLkbhmFEEFPu\nhmEYEcSUu2EYRgQx5W4YhhFBTLkbhmFEkP8PvIWwbHkpja0AAAAASUVORK5CYII=\n", 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -11775,7 +12801,7 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 95, "metadata": { "collapsed": false, "scrolled": true @@ -11785,35 +12811,44 @@ "data": { "text/plain": [ "defaultdict(int,\n", - " {'03Qh833fEdVT30Pfs93ea6': 0.3031378075765009,\n", - " '0PYyrqs9NXtxPhf0CZkq2L': 0.3955461017790891,\n", - " '19K3IHYeVkUTjcBHGfbCOi': 0.49267873060230916,\n", - " '19RUXBFyM4PpmrLRdtqWbp': 0.19682403824100217,\n", - " '1DBkJIEoeHrTX4WCBQGcCi': 0.23682091199666255,\n", - " '1PULmKbHeOqlkIwcDMNwD4': 0.33137519763673373,\n", - " '1oW3v5Har9mvXnGk0x4fHm': 0.29898400325001767,\n", + " {'03Qh833fEdVT30Pfs93ea6': 0.0598501781172226,\n", + " '064eFGemsrDcMvgRZ0gqtw': 0.3355120536377068,\n", + " '0PYyrqs9NXtxPhf0CZkq2L': 0.46196488464852764,\n", + " '0ZGddnvcVzHVHfE3WW1tV5': 0.46118307452169804,\n", + " '19K3IHYeVkUTjcBHGfbCOi': 0.626999083242065,\n", + " '1DBkJIEoeHrTX4WCBQGcCi': 0.34937728065848533,\n", + " 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" '62ZT16LY1phGM0O8x5qW1z': 0.09293621981068279,\n", + " '6400dnyeDyD2mIFHfkwHXN': 0.21004827110317384,\n", + " '6FjXxl9VLURGuubdXUn2J3': 0.6264619003871639,\n", + " '6vuykQgDLUCiZ7YggIpLM9': 0.3641264424181605,\n", + " '71Mwd9tntFQYUk4k2DwA0D': 0.6683141985701503,\n", + " '7dxKtc08dYeRVHt3p9CZJn': 0.4123872101750843,\n", + " '7eyQXxuf2nGj9d2367Gi5f': 0.7084938424691288,\n", + " '7gDXyW16byCQOgK965BRzn': 0.567016632675302})" ] }, - "execution_count": 118, + "execution_count": 95, "metadata": {}, "output_type": "execute_result" } @@ -11828,7 +12863,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 96, "metadata": { "collapsed": false, "scrolled": true @@ -11857,8 +12892,8 @@ " The Beatles\n", " Please Please Me (Remastered)\n", " 1963-03-22\n", - " 0.177208\n", - " 0.473255\n", + " 0.091173\n", + " 0.567017\n", " \n", " \n", " 14\n", @@ -11866,8 +12901,8 @@ " The Beatles\n", " With The Beatles (Remastered)\n", " 1963-11-22\n", - " 0.152913\n", - " 0.584974\n", + " 0.143155\n", + " 0.679980\n", " \n", " \n", " 12\n", @@ -11875,8 +12910,8 @@ " The Beatles\n", " A Hard Day's Night (Remastered)\n", " 1964-07-10\n", - " 0.215407\n", - " 0.549011\n", + " 0.230041\n", + " 0.668314\n", " \n", " \n", " 11\n", @@ -11884,8 +12919,8 @@ " The Beatles\n", " Beatles For Sale (Remastered)\n", " 1964-12-04\n", - " 0.175109\n", - " 0.508739\n", + " 0.000000\n", + " 0.000000\n", " \n", " \n", " 10\n", @@ -11893,8 +12928,8 @@ " The Beatles\n", " Help! (Remastered)\n", " 1965-08-06\n", - " 0.220622\n", - " 0.492679\n", + " 0.243843\n", + " 0.626999\n", " \n", " \n", "\n", @@ -11909,14 +12944,14 @@ "10 19K3IHYeVkUTjcBHGfbCOi The Beatles Help! (Remastered) \n", "\n", " release_date gloom complexity \n", - "15 1963-03-22 0.177208 0.473255 \n", - "14 1963-11-22 0.152913 0.584974 \n", - "12 1964-07-10 0.215407 0.549011 \n", - "11 1964-12-04 0.175109 0.508739 \n", - "10 1965-08-06 0.220622 0.492679 " + "15 1963-03-22 0.091173 0.567017 \n", + "14 1963-11-22 0.143155 0.679980 \n", + "12 1964-07-10 0.230041 0.668314 \n", + "11 1964-12-04 0.000000 0.000000 \n", + "10 1965-08-06 0.243843 0.626999 " ] }, - "execution_count": 119, + "execution_count": 96, "metadata": {}, "output_type": "execute_result" } @@ -11930,16 +12965,16 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 97, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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/CRUVoQsWvpsmuWGphvvFC99kupzdUSMMt1IU/L4PPPCgwoW9fLRwod5++0P6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\n0gWkfWoAAAAASUVORK5CYII=\n", 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -11961,16 +12996,16 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": 98, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -12001,7 +13036,7 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 99, "metadata": { "collapsed": false }, @@ -12018,16 +13053,16 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 100, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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G+P6/3aNGbYScecYe5v9sEbXf72fq2YM584ylgPrXnCpCXlGUC4CHkSuDAiHE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\nzeztGOC7mNmHwLOEnjqx53El0EfSzZKeA9YBW8uVrmsTZla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GXlHqSuokOPIqWHimLaiuRA/G2Py6way6FiB04bUe5OTkcvvtWeTkeEhJcTFlSjopKUmh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\nBHaspOQUMqa+XHWnJp3hmL/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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -12051,16 +13086,16 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 101, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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Qjw4aG8/QoRm89lpA1rzwYOhQWLAAxozRvQePB1hsIpz9np6BmdoPjrw9sJm7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\nTz0Fa9fC0qV6EtasWdCnD5x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CdK2oh92uZQ2Kn8lg0QOjKH4mg6tOK7DsmmwrNhvMnu3p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\nfrcaSEf/Y8INX/V5Dl2fa1z1cfIvoJtSKjbcbji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g7YOeTrN9u1vs8rj3PZRjnu3DGd0siYdLwX63q33THn5HEj0SqkCnCVD7ZDcF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\nMcySuDHGxDBL4sYYE8MsiRtjTAz7/2AcxEjrixcHAAAAAElFTkSuQmCC\n", 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