{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Is the first album the best?\n", "\n", "This one's pretty clear: I want to know if the first release by an artist tends to outshine future releases. Let's go!" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import sqlite3, datetime\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "from scipy.stats import linregress\n", "from scipy.stats import ttest_rel\n", "\n", "pd.set_option('precision', 2)\n", "np.set_printoptions(precision=2)\n", "\n", "con = sqlite3.connect('../pitchfork.db')\n", "scores = pd.read_sql('SELECT reviewid, score FROM reviews', con)\n", "artists = pd.read_sql('SELECT * FROM artists', con)\n", "years = pd.read_sql('SELECT * FROM years', con)\n", "con.close()\n", "\n", "# combine into score-artist mapping\n", "reviews = pd.merge(scores, artists, on = 'reviewid')\n", "\n", "# remove various artists\n", "reviews = reviews[reviews.artist != 'various artists']\n", "\n", "# remove multi-year reviews [re-releases]\n", "year_counts = years.groupby('reviewid').count().reset_index()\n", "keepers = year_counts.loc[year_counts.year == 1, 'reviewid']\n", "reviews = reviews.loc[reviews.reviewid.isin(keepers)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Starting with some descriptives\n", "\n", "The first thing to do is describe the distribution of number of reviews per artist, and how frequently-reviewed artists score relative to artists with just a couple reviews." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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bty/Lly/nwoUL9O3bVyt94UV5eXlK3wt7FeXChQv07NkTU1NTIiMjWbFiBZ99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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "numreviews = reviews.groupby('artist').size()\n", "\n", "num_artists = len(numreviews)\n", "most_reviews = numreviews.max()\n", "most_reviewed = numreviews[numreviews >= most_reviews-2].index.values\n", "\n", "#plot histogram\n", "sns.distplot(numreviews, range(1, numreviews.max()), kde = False)\n", "plt.xlabel('Number of Reviews')\n", "plt.ylabel('Number of Artists')\n", "\n", "\n", "# create descriptive box\n", "S = (\n", " \"Unique Artists = \" + str(num_artists) + '\\n' + \n", " \"Max Reviews = \" + str(most_reviews) + '\\n\\n' + \n", " \"--Most Reviewed--\" \n", " )\n", "\n", "for i in most_reviewed:\n", " S+= '\\n' + i\n", "\n", "plt.text(24.5, 4800, S, backgroundcolor = 'w', va = 'top', ha = 'right')\n", "\n", "plt.title('Histogram of Number of Reviews')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "The majority of artists have only a single review, and the distribution from there declines exponentially. Do artists with just one review score any better or worse than others?" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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SXVaul5ltVZecyYYNDY0f764L96yY3QWiicA1AtQ7BQByJp2M2V04DYFrhNxw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\nRgZhYWGEh4eTl5dHdHQ0hYWF1KlTh86dO7Nz507uvPNOcnN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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for x, rows in numreviews.groupby(numreviews):\n", " group_scores = reviews.loc[reviews.artist.isin(rows.index.values),'score']\n", " plt.boxplot(group_scores.as_matrix(), positions = [x], widths = 0.5,\n", " manage_xticks = False)\n", "plt.xlim([0,23])\n", "plt.ylim([-0.2,10.2])\n", "plt.ylabel('Score')\n", "plt.xlabel('Number of Reviews')\n", "plt.title('Average Score by Number of Reviews')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It doesn't look like there is much in terms of differences in the scores for frequently versus infequently reviewed artists. That's already some evidence against the first album being the best, since you'd expect two-review artists to score a bit worse.\n", "\n", "Anyway, from here I'm just going to look at the data for artists with more than one review.\n", "\n", "## Do scores decline over releases?" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# remove artists with less than 2 reviews\n", "keep_artists = numreviews[numreviews > 1].index.values\n", "twoplus = reviews.loc[reviews.artist.isin(keep_artists)]\n", "\n", "# add review number per artist\n", "twoplus = twoplus.assign(number = pd.Series(index=twoplus.index))\n", "for a, rows in twoplus.groupby('artist'):\n", " values = list(reversed(range(rows.shape[0])))\n", " twoplus.set_value(rows.index, 'number', values)\n", " \n", "twoplus['number'] = twoplus['number'].astype(int)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LinregressResult(slope=-0.0094435436907557239, intercept=7.0454277874218691, rvalue=-0.018255894710423479, pvalue=0.04390619477519711, stderr=0.0046861697646921495)\n" ] }, { "data": { "image/png": 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8DV8rgnbHIYf1zVuOp6fHdMc++pK0tHdw6dLNUoGLFy9g9epVAICJE6egbl3j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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot boxes\n", "sns.boxplot(x = 'number', y = 'score', data = twoplus)\n", "\n", "# add regression\n", "reg = linregress(twoplus.number, twoplus.score)\n", "print(reg)\n", "\n", "x = np.arange(-1, 23)\n", "y = reg.intercept + x*reg.slope\n", "plt.plot(x,y,'--', color ='black', linewidth = 3,\n", " label = 'Regression, p = ' + str(round(reg.pvalue, 3)))\n", "plt.legend(loc = 'lower right')\n", "\n", "plt.xlabel('Review Number')\n", "plt.title('Score by Review Number')\n", "plt.ylim([-0.2, 10.2])\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Results\n", "\n", "It is *technically* true that scores decline over time, but that pattern is super super weak. I plotted the regression line, and while review number \"significantly\" predicts the score, it's not exactly impressive.\n", "\n", "Really, it looks to me like the chances of getting a very low score (< 5) are greater for early reviews. It's possible that there are just more of these reviews, but that wouldn't explain more low *outliers*. My guess is that, following a very low score, Pitchfork is less likely to review future releases (or the artist is less likely to produce another album).\n", "\n", "So the first album may not be the best one, **but maybe the last album is the worst.**\n", "\n", "## Is the last album the worst?\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "finalsplit = twoplus.copy()\n", "\n", "# add final release indicator\n", "finalsplit = finalsplit.assign(final = pd.Series(index=finalsplit.index))\n", "for a, rows in finalsplit.groupby('artist'):\n", " \n", " values = rows.number == max(rows.number)\n", " values[values == False] = 'Not Final'\n", " values[values == True ] = 'Final Release'\n", " finalsplit.set_value(rows.index, 'final', values)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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7iaQ7BcEiIiJHYJVCAIwtyx/Qvax6YJ9RgNPmPOx5I0odeNxmScT2QSiJ6N0h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\n6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IvFgslkIjIyMsDVBY+MjAw2btxIVlYWgwYNCnQ5QeWjjz6irKyMnj17AuB0OgHYtWsX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\nYZnsswAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i, rows in finalsplit.groupby('final'):\n", " sns.kdeplot(rows.score, shade = True, label = i)\n", "plt.xlabel('Score')\n", "plt.ylabel('Density')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "T Test, p = 5.47001649049e-38\n", "\n", "Final Release\tM = 6.7977\tSD = 1.1861\n", "Not Final\tM = 7.0684\tSD = 1.0697\n" ] } ], "source": [ "groups = finalsplit.groupby(['final','artist'])\n", "groups = groups['score'].agg('mean')\n", "\n", "t = ttest_rel(groups['Not Final'], groups['Final Release'])\n", "print('T Test, p = ' + str(t.pvalue) + '\\n')\n", "\n", "for i, rows in finalsplit.groupby('final'):\n", " S = i + '\\t' + 'M = ' + str(round(groups[i].mean(),4))\n", " S += '\\tSD = ' + str(round(groups[i].std(),4))\n", " print(S)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Results\n", "\n", "Final releases (defined as the most recent release on record) do tend to be a bit worse. Specifically, 0.2 worse. That's a bit more meaningful than the evidence of the first album being the worst, but there is still a huge amount of overlap between the scores of final versus non-final releases. It is also possible the actual difference is more drastic, but many of the releases labeled \"final\" just happen to be the *most recent* release by the artist (i.e., there are more on the way)." ] } ], "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": 2 }