notebooks/review-score-exploration.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploring the review scores data\n",
    "\n",
    "There's a lot going on in this dataset. This notebook follows my intuitions in an attempt to get a sense of the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import sqlite3\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy.signal import savgol_filter\n",
    "\n",
    "pd.set_option('precision', 2)\n",
    "np.set_printoptions(precision=2)\n",
    "\n",
    "con = sqlite3.connect('../pitchfork.db')\n",
    "reviews = pd.read_sql('SELECT * FROM reviews', con)\n",
    "genres = pd.read_sql('SELECT * FROM genres', con)\n",
    "con.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Score and Best New Music distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Averages:\n",
      "best_new_music    0.05\n",
      "score             7.01\n",
      "dtype: float64\n",
      "\n",
      "Standard Deviation:\n",
      "best_new_music    0.22\n",
      "score             1.29\n",
      "dtype: float64\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/scipy/linalg/basic.py:884: RuntimeWarning: internal gelsd driver lwork query error, required iwork dimension not returned. This is likely the result of LAPACK bug 0038, fixed in LAPACK 3.2.2 (released July 21, 2010). Falling back to 'gelss' driver.\n",
      "  warnings.warn(mesg, RuntimeWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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zFrOXe5QxnE+XtmFs3ZPDsZxCwsICz1l6ofGW2nCbpHfjxo0kJSUREhLiOta6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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ba15390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('\\nAverages:')\n",
    "print(np.mean(reviews[['best_new_music', 'score']]))\n",
    "\n",
    "print('\\nStandard Deviation:')\n",
    "print(np.std(reviews[['best_new_music', 'score']]))\n",
    "\n",
    "g = reviews.groupby('score')\n",
    "info = g['best_new_music'].agg(['sum','count']).reset_index()\n",
    "\n",
    "plt.plot(info['score'], savgol_filter(info['count'], 5, 1), label = 'All Reviews') \n",
    "plt.plot(info['score'], savgol_filter(info['sum'], 5, 1), label = \"Best New Music\") \n",
    "plt.legend(loc = 'best')\n",
    "plt.xlabel('Score')\n",
    "plt.ylabel('Frequency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Scores are roughly normally distributed, a little negative skew. The average release gets a score of about 7.0, and about 5% of releases are best new music, though this figure is artificially low because I included released from before best new music was around. The distribution declines pretty sharply at about 8.0, no wonder Pitchfork has [a special page for 8.0+ reviews](http://pitchfork.com/best/high-scoring-albums/)...\n",
    "\n",
    "There is also effectively no best new music before 8.0. And most releases above 8.5 are categorized as best new music. Makes you kind of feel bad for all the 8.3s and 8.4s that narrowly missed the cutoff...\n",
    "\n",
    "*Sanity check*: what are the 10.0 albums that are *not* best new music?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>artist</th>\n",
       "      <th>title</th>\n",
       "      <th>pub_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>bob dylan</td>\n",
       "      <td>blood on the tracks</td>\n",
       "      <td>2016-10-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>brian eno</td>\n",
       "      <td>another green world</td>\n",
       "      <td>2016-09-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>stevie wonder</td>\n",
       "      <td>songs in the key of life</td>\n",
       "      <td>2016-08-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>nina simone</td>\n",
       "      <td>in concert</td>\n",
       "      <td>2016-07-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>654</th>\n",
       "      <td>neil young</td>\n",
       "      <td>tonight's the night</td>\n",
       "      <td>2016-06-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706</th>\n",
       "      <td>kate bush</td>\n",
       "      <td>hounds of love</td>\n",
       "      <td>2016-06-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>857</th>\n",
       "      <td>prince</td>\n",
       "      <td>sign \"o\" the times</td>\n",
       "      <td>2016-04-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>858</th>\n",
       "      <td>prince</td>\n",
       "      <td>1999</td>\n",
       "      <td>2016-04-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>861</th>\n",
       "      <td>prince, the revolution</td>\n",
       "      <td>purple rain</td>\n",
       "      <td>2016-04-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>862</th>\n",
       "      <td>prince</td>\n",
       "      <td>dirty mind</td>\n",
       "      <td>2016-04-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1207</th>\n",
       "      <td>david bowie</td>\n",
       "      <td>\"heroes\"</td>\n",
       "      <td>2016-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1209</th>\n",
       "      <td>david bowie</td>\n",
       "      <td>low</td>\n",
       "      <td>2016-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5965</th>\n",
       "      <td>can</td>\n",
       "      <td>tago mago [40th anniversary edition]</td>\n",
       "      <td>2011-12-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6219</th>\n",
       "      <td>nirvana</td>\n",
       "      <td>nevermind [20th anniversary edition]</td>\n",
       "      <td>2011-09-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8619</th>\n",
       "      <td>the beatles</td>\n",
       "      <td>the beatles</td>\n",
       "      <td>2009-09-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8621</th>\n",
       "      <td>the beatles</td>\n",
       "      <td>abbey road</td>\n",
       "      <td>2009-09-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8624</th>\n",
       "      <td>the beatles</td>\n",
       "      <td>rubber soul</td>\n",
       "      <td>2009-09-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8625</th>\n",
       "      <td>the beatles</td>\n",
       "      <td>revolver</td>\n",
       "      <td>2009-09-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8626</th>\n",
       "      <td>the beatles</td>\n",
       "      <td>sgt. pepper's lonely hearts club band</td>\n",
       "      <td>2009-09-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8627</th>\n",
       "      <td>the beatles</td>\n",
       "      <td>magical mystery tour</td>\n",
       "      <td>2009-09-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9530</th>\n",
       "      <td>r.e.m.</td>\n",
       "      <td>murmur [deluxe edition]</td>\n",
       "      <td>2008-11-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10206</th>\n",
       "      <td>otis redding</td>\n",
       "      <td>otis blue: otis redding sings soul [collector'...</td>\n",
       "      <td>2008-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10831</th>\n",
       "      <td>joy division</td>\n",
       "      <td>unknown pleasures</td>\n",
       "      <td>2007-10-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11306</th>\n",
       "      <td>sonic youth</td>\n",
       "      <td>daydream nation: deluxe edition</td>\n",
       "      <td>2007-06-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12632</th>\n",
       "      <td>wire</td>\n",
       "      <td>pink flag</td>\n",
       "      <td>2006-05-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13166</th>\n",
       "      <td>bruce springsteen</td>\n",
       "      <td>born to run: 30th anniversary edition</td>\n",
       "      <td>2005-11-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13357</th>\n",
       "      <td>neutral milk hotel</td>\n",
       "      <td>in the aeroplane over the sea</td>\n",
       "      <td>2005-09-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13726</th>\n",
       "      <td>dj shadow</td>\n",
       "      <td>endtroducing... [deluxe edition]</td>\n",
       "      <td>2005-06-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14437</th>\n",
       "      <td>pavement</td>\n",
       "      <td>crooked rain, crooked rain: la's desert origins</td>\n",
       "      <td>2004-10-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14557</th>\n",
       "      <td>the clash</td>\n",
       "      <td>london calling: 25th anniversary legacy edition</td>\n",
       "      <td>2004-09-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15024</th>\n",
       "      <td>boards of canada</td>\n",
       "      <td>music has the right to children</td>\n",
       "      <td>2004-04-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15107</th>\n",
       "      <td>james brown</td>\n",
       "      <td>live at the apollo [expanded edition]</td>\n",
       "      <td>2004-03-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15259</th>\n",
       "      <td>various artists</td>\n",
       "      <td>no thanks!: the 70s punk rebellion</td>\n",
       "      <td>2004-02-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15383</th>\n",
       "      <td>television</td>\n",
       "      <td>marquee moon</td>\n",
       "      <td>2003-12-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15913</th>\n",
       "      <td>glenn branca</td>\n",
       "      <td>the ascension</td>\n",
       "      <td>2003-06-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17009</th>\n",
       "      <td>elvis costello &amp; the attractions</td>\n",
       "      <td>this year's model</td>\n",
       "      <td>2002-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17066</th>\n",
       "      <td>wilco</td>\n",
       "      <td>yankee hotel foxtrot</td>\n",
       "      <td>2002-04-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17199</th>\n",
       "      <td>...and you will know us by the trail of dead</td>\n",
       "      <td>source tags and codes</td>\n",
       "      <td>2002-02-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17544</th>\n",
       "      <td>john coltrane</td>\n",
       "      <td>the olatunji concert: the last live recording</td>\n",
       "      <td>2001-10-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17900</th>\n",
       "      <td>radiohead</td>\n",
       "      <td>kid a</td>\n",
       "      <td>2000-10-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18071</th>\n",
       "      <td>pink floyd</td>\n",
       "      <td>animals</td>\n",
       "      <td>2000-04-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18219</th>\n",
       "      <td>bonnie prince billy</td>\n",
       "      <td>i see a darkness</td>\n",
       "      <td>1999-09-30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             artist  \\\n",
       "200                                       bob dylan   \n",
       "355                                       brian eno   \n",
       "451                                   stevie wonder   \n",
       "530                                     nina simone   \n",
       "654                                      neil young   \n",
       "706                                       kate bush   \n",
       "857                                          prince   \n",
       "858                                          prince   \n",
       "861                          prince, the revolution   \n",
       "862                                          prince   \n",
       "1207                                    david bowie   \n",
       "1209                                    david bowie   \n",
       "5965                                            can   \n",
       "6219                                        nirvana   \n",
       "8619                                    the beatles   \n",
       "8621                                    the beatles   \n",
       "8624                                    the beatles   \n",
       "8625                                    the beatles   \n",
       "8626                                    the beatles   \n",
       "8627                                    the beatles   \n",
       "9530                                         r.e.m.   \n",
       "10206                                  otis redding   \n",
       "10831                                  joy division   \n",
       "11306                                   sonic youth   \n",
       "12632                                          wire   \n",
       "13166                             bruce springsteen   \n",
       "13357                            neutral milk hotel   \n",
       "13726                                     dj shadow   \n",
       "14437                                      pavement   \n",
       "14557                                     the clash   \n",
       "15024                              boards of canada   \n",
       "15107                                   james brown   \n",
       "15259                               various artists   \n",
       "15383                                    television   \n",
       "15913                                  glenn branca   \n",
       "17009              elvis costello & the attractions   \n",
       "17066                                         wilco   \n",
       "17199  ...and you will know us by the trail of dead   \n",
       "17544                                 john coltrane   \n",
       "17900                                     radiohead   \n",
       "18071                                    pink floyd   \n",
       "18219                           bonnie prince billy   \n",
       "\n",
       "                                                   title    pub_date  \n",
       "200                                  blood on the tracks  2016-10-30  \n",
       "355                                  another green world  2016-09-18  \n",
       "451                             songs in the key of life  2016-08-21  \n",
       "530                                           in concert  2016-07-30  \n",
       "654                                  tonight's the night  2016-06-26  \n",
       "706                                       hounds of love  2016-06-12  \n",
       "857                                   sign \"o\" the times  2016-04-30  \n",
       "858                                                 1999  2016-04-30  \n",
       "861                                          purple rain  2016-04-29  \n",
       "862                                           dirty mind  2016-04-29  \n",
       "1207                                            \"heroes\"  2016-01-22  \n",
       "1209                                                 low  2016-01-22  \n",
       "5965                tago mago [40th anniversary edition]  2011-12-09  \n",
       "6219                nevermind [20th anniversary edition]  2011-09-27  \n",
       "8619                                         the beatles  2009-09-10  \n",
       "8621                                          abbey road  2009-09-10  \n",
       "8624                                         rubber soul  2009-09-09  \n",
       "8625                                            revolver  2009-09-09  \n",
       "8626               sgt. pepper's lonely hearts club band  2009-09-09  \n",
       "8627                                magical mystery tour  2009-09-09  \n",
       "9530                             murmur [deluxe edition]  2008-11-24  \n",
       "10206  otis blue: otis redding sings soul [collector'...  2008-05-09  \n",
       "10831                                  unknown pleasures  2007-10-29  \n",
       "11306                    daydream nation: deluxe edition  2007-06-13  \n",
       "12632                                          pink flag  2006-05-05  \n",
       "13166              born to run: 30th anniversary edition  2005-11-18  \n",
       "13357                      in the aeroplane over the sea  2005-09-26  \n",
       "13726                   endtroducing... [deluxe edition]  2005-06-09  \n",
       "14437    crooked rain, crooked rain: la's desert origins  2004-10-25  \n",
       "14557    london calling: 25th anniversary legacy edition  2004-09-21  \n",
       "15024                    music has the right to children  2004-04-26  \n",
       "15107              live at the apollo [expanded edition]  2004-03-30  \n",
       "15259                 no thanks!: the 70s punk rebellion  2004-02-10  \n",
       "15383                                       marquee moon  2003-12-09  \n",
       "15913                                      the ascension  2003-06-19  \n",
       "17009                                  this year's model  2002-05-09  \n",
       "17066                               yankee hotel foxtrot  2002-04-21  \n",
       "17199                              source tags and codes  2002-02-28  \n",
       "17544      the olatunji concert: the last live recording  2001-10-15  \n",
       "17900                                              kid a  2000-10-02  \n",
       "18071                                            animals  2000-04-25  \n",
       "18219                                   i see a darkness  1999-09-30  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idx = (reviews.best_new_music == 0) & (reviews.score == 10.0)\n",
    "reviews.loc[idx, ['artist', 'title', 'pub_date'] ]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All of these are re-issued classics that somehow missed the \"best new reissue\" label, or highly-rated albums reviewed prior to the best new music label. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Ratings by Genre"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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5vv/+e/j7+6N58+Y6LzI3CIIAAEhOfo9hwwbC1tYO48ZNhIWFJa5fv4rVq4NgZmaOceMm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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c831550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "genre_data = pd.merge(reviews[['reviewid','score']], genres, \n",
    "                  on = 'reviewid')\n",
    "\n",
    "g = genre_data.groupby('genre')\n",
    "table = g['score'].agg(['count', 'mean', 'std']).reset_index()\n",
    "\n",
    "# plot the average at each level of count\n",
    "avgline = table.groupby('count')['mean'].mean().reset_index()\n",
    "avgline['mean'] = savgol_filter(avgline['mean'], 5, 1)\n",
    "plt.plot(avgline['count'], avgline['mean'],'k--')\n",
    "\n",
    "plt.plot(table['count'],table['mean'],'o', alpha = 1)\n",
    "\n",
    "for j, row in table.iterrows():\n",
    "    curr_avg = float(avgline.loc[avgline['count'] == row['count'], 'mean'])\n",
    "    jitter = np.random.uniform(0.1, high = 0.5)\n",
    "    if row['mean'] < curr_avg: jitter*= -1.0\n",
    "    \n",
    "    plt.plot([row['count'], row['count']], [row['mean'], row['mean'] + jitter], 'k-', alpha = 0.1)\n",
    "    plt.text(row['count'], row['mean'] + jitter, row['genre'], \n",
    "             ha = 'center', va = 'center')\n",
    "\n",
    "plt.ylabel('Average Score')\n",
    "plt.xlabel('Number of Reviews')\n",
    "plt.ylim([5, 10])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ratings by Author"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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NqqpKvPfeu1i37mcUFhaiTZs2uPnmv2P48JF+91m16jN8/PH/4dixo4iPT8Dw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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c935198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = reviews.groupby('author')\n",
    "table = g.score.agg(('mean','std','count'))\n",
    "table['ratio'] = table['mean'] / table['count']\n",
    "\n",
    "# remove labels with only a handful of reviews\n",
    "table = table.loc[table['count'] > 15]\n",
    "\n",
    "# plot the average at each level of count\n",
    "avgline = table.groupby('count')['mean'].mean().reset_index()\n",
    "avgline['mean'] = savgol_filter(avgline['mean'], 5, 1)\n",
    "plt.plot(avgline['count'], avgline['mean'],'k--')\n",
    "\n",
    "# plot each author as a point\n",
    "plt.plot(table['count'], table['mean'],'o', alpha = 0.5)\n",
    "\n",
    "# identify some standouts\n",
    "items = [\n",
    "         table['mean'].idxmax(), \n",
    "         table['mean'].idxmin(),\n",
    "         table['count'].idxmax()\n",
    "        ]\n",
    "\n",
    "for idx in items:\n",
    "    \n",
    "    x, y = table.loc[idx, 'count'], table.loc[idx, 'mean']\n",
    "    curr_avg = float(avgline.loc[avgline['count'] == x, 'mean'])\n",
    "        \n",
    "    jitter = np.random.uniform(0.1, high = 0.5)\n",
    "    if y < curr_avg: jitter*= -1.0\n",
    "    \n",
    "    plt.plot([x, x], [y, y + jitter], 'k-', alpha = 0.1)\n",
    "    plt.text(x, y + jitter, idx, ha = 'center', va = 'center')\n",
    "\n",
    "plt.ylabel('Average Score')\n",
    "plt.xlabel('Number of Reviews')\n",
    "plt.ylim([5, 10])\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}