{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Do authors get tougher with experience? Easier?" ] }, { "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", "\n", "pd.set_option('precision', 2)\n", "np.set_printoptions(precision=2)\n", "\n", "con = sqlite3.connect('../pitchfork.db')\n", "all_reviews = pd.read_sql('SELECT * FROM reviews', con)\n", "con.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, I need to find the authors with a longer history (where distributional changes could be detected). Here's a barplot to get a sense of how many articles each person tends to write:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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vdkeNAAAAgEs5HYKXLFmiMWPGqGvXrvr444/VrFkzbdmyRXPnztV7773njhoBAAAAl3I6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\nLcY9adIkVqxYQUJCAg0NDZSVlZGbm9tszqYyhxk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "author_groups = all_reviews.groupby('author')\n", "author_counts = author_groups.size().reset_index()\n", "\n", "x = range(120)\n", "y = [sum(author_counts[0] > i) for i in x]\n", "plt.bar(x, y, width = 1, edgecolor='none')\n", "plt.xlabel('Number of Reviews')\n", "plt.ylabel('Authors with N+ Reviews')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There's a lot of attrition between 0-70. But it looks most writers who make it to 70 reviews stay on well past 100. Those (about 60) people are going to be the population of interest here.\n", "\n", "The next step is to get the other reviewers out of the data, and assign a review order field to each author's data." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# subset data\n", "keep_authors = author_counts.author[author_counts[0] >= 70]\n", "reviews = all_reviews[all_reviews.author.isin(keep_authors)]\n", "\n", "# clear out space for review order\n", "reviews = reviews.assign(review_num = pd.Series(index=reviews.index))\n", "\n", "# count each author's reviews\n", "author_groups = reviews.groupby('author')\n", "for a, rows in author_groups:\n", " values = list(reversed(range(rows.shape[0])))\n", " reviews.set_value(rows.index, 'review_num', values)\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay, let's start with the obvious plot -- average score over review number." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Pz0Ohbsq6LRwrPKswOjEFuTo7WFVqdqCzfzLvc47FYnj2paNwxjWQq5qRSySW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\ngg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = reviews.groupby(['review_num'])\n", "table = g['score'].agg(['mean','std', 'count'])\n", "table = table.reset_index()\n", "\n", "x = table['review_num']\n", "y = table['mean']\n", "\n", "plt.fill_between(x, y + table['std'], y - table['std'], alpha = 0.5, label = '1 SD') \n", "plt.plot(x, y, '-', color = 'k', label = 'Mean')\n", "plt.legend()\n", "plt.axis([0, 200, 0, 10])\n", "plt.xlabel('Review Number')\n", "plt.ylabel('Score')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Nothing there! The average score doesn't appear to change with experience. Scores don't become more variable with experience either, so no evidence of divergent paths (some reviewers get tougher, some get easier).\n", "\n", "It's possible that experience could drive ratings, but this particular population (who write a lot of articles) were seasoned writers before they started at Pitchfork, so they wouldn't act any differently over time. \n", "\n", "We could look at the inverse group (writers with fewer than 70 reviews), but the attrition is so extreme that you'd have to be skeptical of any account. Anyway, here it is--" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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oO8H1SxcS3s2go96yWCwcycikoLwRU8zADa5pT3absVnNKA4rAYFhhIT3bior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\nm0/fgkqtwR2PvBPyWfjVR294/Xevu+s5ZAXI7B7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UvHenEktPPBe7d2yG0aDFlx++jvlL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\nAIDxCLUAA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# subset data\n", "keep_authors = author_counts.author[author_counts[0] < 70]\n", "reviews = all_reviews[all_reviews.author.isin(keep_authors)]\n", "\n", "# clear out space for review order\n", "reviews = reviews.assign(review_num = pd.Series(index=reviews.index))\n", "\n", "# count each author's reviews\n", "author_groups = reviews.groupby('author')\n", "for a, rows in author_groups:\n", " values = list(reversed(range(rows.shape[0])))\n", " reviews.set_value(rows.index, 'review_num', values)\n", "\n", "\n", "# plotting\n", "g = reviews.groupby(['review_num'])\n", "table = g['score'].agg(['mean','std', 'count'])\n", "table = table.reset_index()\n", "\n", "x = table['review_num']\n", "y = table['mean']\n", "\n", "plt.fill_between(x, y + table['std'], y - table['std'], alpha = 0.5, label = '1 SD') \n", "plt.plot(x, y, '-', color = 'k', label = 'Mean')\n", "plt.legend()\n", "plt.axis([0, 70, 0, 10])\n", "plt.xlabel('Review Number')\n", "plt.ylabel('Score')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also nothing there. Maybe the scores get a little more variable toward the tail end, but you'd expect that given there's fewer data-points.\n", "\n", "## Conclusions\n", "There's no evidence of review scores systematically varying as a function of experience. I'm still not convinced that *something* like this doesn't affect a novice reviewer (absence of evidence is not evidence of absence!), but individuals who write for Pitchfork are (presumably) highly qualified / experienced, so these effects wouldn't be visible in their data." ] } ], "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 }