{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Ranking Subreddits by Comments, Authors and Comment/Author Ratios\n", "\n", "A month ago Redditor [/u/Stuck_In_the_Matrix](https://www.reddit.com/user/Stuck_In_the_Matrix) released a [huge dataset of Reddit comments](https://www.reddit.com/r/datasets/comments/3bxlg7/i_have_every_publicly_available_reddit_comment/) with more than 1.7 billion records. Redditor [/u/fhoffa](https://www.reddit.com/user/fhoffa) ([Felipe Hoffa](https://twitter.com/felipehoffa)) made this dataset [available via Google Big Query](https://www.reddit.com/r/bigquery/comments/3cej2b/17_billion_reddit_comments_loaded_on_bigquery/).\n", "\n", "Felipe provided several query examples and also created a table of [Subreddit ranks for May 2015](https://bigquery.cloud.google.com/table/fh-bigquery:reddit_comments.subr_rank_201505). This table includes comment and author counts aggregated from more than 54 million comments posted in that month. You need a Google account with billing enabled to download this dataset.\n", "\n", "In this notebook we'll quickly dive into this table and create a few charts ranking Subreddits by number of comments, authors and comments by authors. This particular table will also be used in [future notebooks](https://ramiro.org/notebook/rss.xml) to be able to calculate values relative to the total number of comments or authors within a Subreddit." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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commentsrank_commentsauthorsrank_authors
subreddit
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leagueoflegends114820321193167
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" ], "text/plain": [ " comments rank_comments authors rank_authors\n", "subreddit \n", "AskReddit 3883198 1 570722 1\n", "leagueoflegends 1148203 2 119316 7\n", "nba 704755 3 45029 22\n", "funny 690898 4 224069 2\n", "pics 564366 5 205298 3" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%matplotlib inline\n", "%load_ext signature\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import helpers\n", "\n", "# Set style and meta info.\n", "mpl.style.use('ramiro')\n", "\n", "chartinfo = 'Author: Ramiro Gómez - ramiro.org • Data: Reddit /u/Stuck_In_the_Matrix & /u/fhoffa - reddit.com'\n", "infosize = 12\n", "\n", "df = pd.read_csv('csv/reddit_comments_201505_subreddit_ranks.csv', index_col='subreddit')\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Subreddits ranked by number of comments\n", "\n", "The first chart simply shows the number of comments by Subreddit to get an idea which Subreddits are most active in terms of comments." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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UzQMHDsTAwIAzZ85QtmxZrdPCZ93ujz/+QJIkZs2ahYuLCzo6OlhYWGgNsu3s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\n35+MjAwl/fTp07GxsaFSpUqMGjVKWffHH3/g4+NDhQoVsLS05Pr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "limit = 30\n", "title = 'Top {} Subreddits ranked by number of comments in May 2015'.format(limit)\n", "\n", "s = df.sort('comments', ascending=False).head(30)['comments'].order()\n", "ax = s.plot(kind='barh', figsize=(10, 12), title=title)\n", "\n", "ax.tick_params(labelbottom='off')\n", "ax.yaxis.set_label_text('')\n", "ax.annotate(chartinfo, xy=(0, -1.02), xycoords='axes fraction', fontsize=infosize)\n", "\n", "for i, value in enumerate(s):\n", " label = format(int(value), ',')\n", " ax.annotate(label, (value + 30000, i - .14))\n", "\n", "plt.savefig('img/' + helpers.slug(title), bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unsurprisingly, [/r/AskReddit](https://www.reddit.com/r/askreddit), which is also the [biggest Subreddit](http://redditmetrics.com/top) regarding the number of subscribers, had the most comments. It is a discussion oriented Subreddit that only allows self posts. The huge gap between the runners-up might not be expected though.\n", "\n", "##Subreddits ranked by number of authors\n", "\n", "The second chart shows the number of authors by Subreddit which is another indicator of activity and community size." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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VtG3blv79+zNz5kycnJw4fvw4Dx48oGHDhowaNcrgfVeuXKFs2bJUr15dm4s+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vvPIKZrMZFxeXbJ85eBA1a9akW7duDBw4kKlTp1K8eHEmTZpE69atLc8ZuLm58fXXX7N3714a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\nVbs3Fr/uWrVqJd2XS+ZDVFQUc+bMYc2aNZw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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "title = 'Top {} Subreddits ranked by number of authors in May 2015'.format(limit)\n", "\n", "s = df.sort('authors', ascending=False).head(30)['authors'].order()\n", "ax = s.plot(kind='barh', figsize=(10, 12), title=title)\n", "\n", "ax.tick_params(labelbottom='off')\n", "ax.yaxis.set_label_text('')\n", "ax.annotate(chartinfo, xy=(0, -1.02), xycoords='axes fraction', fontsize=infosize)\n", "\n", "for i, value in enumerate(s):\n", " label = format(int(value), ',')\n", " ax.annotate(label, (value + 5000, i - .14))\n", "\n", "plt.savefig('img/' + helpers.slug(title), bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "AskReddit clearly \"wins\" again, but it is not as dominant in this ranking.\n", "\n", "##Subreddits ranked by comment/author ratios\n", "\n", "Finally, let's look at the Subreddits, which have the most diligent authors. To do so we add a column with the ratio of comments by author used for the ranking." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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hAvT09NCpUyf06tULHz58wJUrV3DhwgWUlZWJTQpS27R+jLqMX/i5u7q6in3u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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "title = 'Top {} Subreddits with the highest ratio of comments by author in May 2015'.format(limit)\n", "\n", "df['comment_author_ratio'] = df['comments'] / df['authors']\n", "\n", "s = df.sort('comment_author_ratio', ascending=False).head(limit)['comment_author_ratio'].order()\n", "ax = s.plot(kind='barh', figsize=(10, 12), title=title)\n", "\n", "ax.tick_params(labelbottom='off')\n", "ax.yaxis.set_label_text('')\n", "ax.annotate(chartinfo, xy=(0, -1.02), xycoords='axes fraction', fontsize=infosize)\n", "\n", "for i, value in enumerate(s):\n", " label = format(value, ',.2f')\n", " ax.annotate(label, (value + 15, i - .15))\n", "\n", "plt.savefig('img/' + helpers.slug(title), bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I don't know any of the Subreddits listed here, but looked up [SupersRP](https://www.reddit.com/r/supersrp), which *is for roleplaying as a Superhuman, wizard, alien who crash landed or whatever of your choice in a modern setting.*\n", "\n", "##Summary \n", "\n", "These rankings just scratch the surface of the Reddit comments dataset. The purpose of this notebook is to get an idea of which Subreddits are most active regarding user comments, regardless of whether they were posted by humans or bots. The ranking table will be used in [follow-up notebooks](https://ramiro.org/notebook/rss.xml) as a means to calculate relative values." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "Author: Ramiro Gómez\n", " • Last edited: August 11, 2015" ], "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%signature" ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }