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AashishTiwari/mtlpy50-Updated Bokeh Code.ipynb

Created October 14, 2016 13:15
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mtlpy50-Updated Bokeh Code.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Data Science and (Unsupervised) Machine Learning with `scikit-learn` \n",
"### TExT Pipeline 3\n",
"####### (Changes by Aashish Tiwari <[email protected]> )\n",
"##### By [Nicolas Kruchten](mailto:[email protected])\n",
"##### Presented Dec 1, 2014 at [Montreal Python](http://montrealpython.org/en/2014/11/mp50/)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false,
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [],
"source": [
"# from IPython.display import YouTubeVideo\n",
"# YouTubeVideo('2lpS6gUwiJQ')"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### In this Notebook:\n",
"\n",
"* A different way to look at graph analysis and visualization,\n",
"* as an introduction to a few cool algorithms: Truncated SVD, K-Means and t-SNE\n",
"* with a practical walkthrough using `scikit-learn` and friends `numpy` and `bokeh`,\n",
"* and finishing off with some more general commentary on this approach to data analysis.\n",
"\n",
"Links:\n",
"\n",
"* One-page HTML version at [http://opensource.datacratic.com/mtlpy50](http://opensource.datacratic.com/mtlpy50)\n",
"* All materials available at [https://github.com/datacratic/mtlpy50](https://github.com/datacratic/mtlpy50)\n",
"* Video of this presentation at [https://www.youtube.com/watch?v=2lpS6gUwiJQ](https://www.youtube.com/watch?v=2lpS6gUwiJQ)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# A map of Reddit\n",
"\n",
"* Reddit is \"the front page of the internet\"\n",
"* Basically a discussion board, with sub-boards called **subreddits**\n",
"* Figure from this paper: *Navigating the massive world of reddit: Using backbone networks to map user interests in social media*\n",
" * [http://arxiv.org/pdf/1312.3387v1.pdf](http://arxiv.org/pdf/1312.3387v1.pdf)\n",
" * They took data about who posted to what subreddit\n",
" * Two subreddits have a link if enough users posted to both\n",
" * Visualization using [Gephi](http://gephi.org/) with the [OpenOrd layout algorithm](http://www.sandia.gov/~smartin/presentations/OpenOrd.pdf)\n",
" * Very cool [interactive version](http://rhiever.github.io/redditviz/clustered/)\n",
"\n",
"<img src=\"redditmap.png\">\n",
"\n",
"* Seems like a totally natural approach but I want to show another way of doing this"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# `scikit-learn`\n",
"\n",
"<img src=\"scikit-learn-logo-small.png\">\n",
"\n",
"* `scikit-learn` is becoming the de-facto machine learning library for Python\n",
"* Works in conjunction with `scipy` and `numpy`\n",
"* Part of the [PyData toolbox](http://pydata.org/downloads/), along with `pandas` and `bokeh`"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# A first look at the data\n",
"\n",
"File comes from here: [http://figshare.com/articles/reddit_user_posting_behavior/874101](http://figshare.com/articles/reddit_user_posting_behavior/874101)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# Read Data into Pandas and Formatting:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false,
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>user</th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
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" <th>3</th>\n",
" <th>4</th>\n",
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" <th>8</th>\n",
" <th>...</th>\n",
" <th>15</th>\n",
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" <th>17</th>\n",
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" <th>19</th>\n",
" <th>20</th>\n",
" <th>21</th>\n",
" <th>22</th>\n",
" <th>23</th>\n",
" <th>24</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>603</td>\n",
" <td>politics</td>\n",
" <td>trees</td>\n",
" <td>pics</td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>...</td>\n",
" <td></td>\n",
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" <td></td>\n",
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" <tr>\n",
" <th>1</th>\n",
" <td>604</td>\n",
" <td>Metal</td>\n",
" <td>AskReddit</td>\n",
" <td>tattoos</td>\n",
" <td>redditguild</td>\n",
" <td>WTF</td>\n",
" <td>cocktails</td>\n",
" <td>pics</td>\n",
" <td>funny</td>\n",
" <td>gaming</td>\n",
" <td>...</td>\n",
" <td>trackers</td>\n",
" <td>Minecraft</td>\n",
" <td>gainit</td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>605</td>\n",
" <td>politics</td>\n",
" <td>IAmA</td>\n",
" <td>AdviceAnimals</td>\n",
" <td>movies</td>\n",
" <td>smallbusiness</td>\n",
" <td>Republican</td>\n",
" <td>todayilearned</td>\n",
" <td>AskReddit</td>\n",
" <td>WTF</td>\n",
" <td>...</td>\n",
" <td>atheism</td>\n",
" <td>Jeep</td>\n",
" <td>Music</td>\n",
" <td>grandrapids</td>\n",
" <td>reddit.com</td>\n",
" <td>videos</td>\n",
" <td>yoga</td>\n",
" <td>GetMotivated</td>\n",
" <td>bestof</td>\n",
" <td>ShitRedditSays</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>606</td>\n",
" <td>CrohnsDisease</td>\n",
" <td>birthcontrol</td>\n",
" <td>IAmA</td>\n",
" <td>AdviceAnimals</td>\n",
" <td>AskReddit</td>\n",
" <td>Endo</td>\n",
" <td>WTF</td>\n",
" <td>TwoXChromosomes</td>\n",
" <td>pics</td>\n",
" <td>...</td>\n",
" <td>Cartalk</td>\n",
" <td>aww</td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>607</td>\n",
" <td>space</td>\n",
" <td>Fitment</td>\n",
" <td>cars</td>\n",
" <td>Economics</td>\n",
" <td>Libertarian</td>\n",
" <td>240sx</td>\n",
" <td>UserCars</td>\n",
" <td>AskReddit</td>\n",
" <td>WTF</td>\n",
" <td>...</td>\n",
" <td>Drifting</td>\n",
" <td>Justrolledintotheshop</td>\n",
" <td>atheism</td>\n",
" <td>gadgets</td>\n",
" <td>videos</td>\n",
" <td>business</td>\n",
" <td>gamernews</td>\n",
" <td>Cartalk</td>\n",
" <td>worldnews</td>\n",
" <td>carporn</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>608</td>\n",
" <td>politics</td>\n",
" <td>Flagstaff</td>\n",
" <td>Rainmeter</td>\n",
" <td>fffffffuuuuuuuuuuuu</td>\n",
" <td>pcgaming</td>\n",
" <td>screenshots</td>\n",
" <td>truegaming</td>\n",
" <td>AdviceAnimals</td>\n",
" <td>Guildwars2</td>\n",
" <td>...</td>\n",
" <td>SuggestALaptop</td>\n",
" <td>battlefield3</td>\n",
" <td>WTF</td>\n",
" <td>starcraft</td>\n",
" <td>creepy</td>\n",
" <td>pics</td>\n",
" <td>funny</td>\n",
" <td>darksouls</td>\n",
" <td>books</td>\n",
" <td>gaming</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>609</td>\n",
" <td>Clarinet</td>\n",
" <td>AdviceAnimals</td>\n",
" <td>festivals</td>\n",
" <td>SubredditDrama</td>\n",
" <td>InternetAMA</td>\n",
" <td>AskReddit</td>\n",
" <td>aves</td>\n",
" <td>cringe</td>\n",
" <td>MemesIRL</td>\n",
" <td>...</td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>610</td>\n",
" <td>RedHotChiliPeppers</td>\n",
" <td>fffffffuuuuuuuuuuuu</td>\n",
" <td>tifu</td>\n",
" <td>civ</td>\n",
" <td>gameofthrones</td>\n",
" <td>IAmA</td>\n",
" <td>AdviceAnimals</td>\n",
" <td>movies</td>\n",
" <td>explainlikeimfive</td>\n",
" <td>...</td>\n",
" <td>skyrim</td>\n",
" <td>WTF</td>\n",
" <td>germany</td>\n",
" <td>pics</td>\n",
" <td>funny</td>\n",
" <td>seduction</td>\n",
" <td>circlebroke</td>\n",
" <td>sto</td>\n",
" <td>gaming</td>\n",
" <td>4chan</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>611</td>\n",
" <td>beertrade</td>\n",
" <td>AskReddit</td>\n",
" <td>WTF</td>\n",
" <td>beer</td>\n",
" <td>batman</td>\n",
" <td>BBQ</td>\n",
" <td>beerporn</td>\n",
" <td>Homebrewing</td>\n",
" <td></td>\n",
" <td>...</td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>612</td>\n",
" <td>politics</td>\n",
" <td>2012Elections</td>\n",
" <td>Parenting</td>\n",
" <td>IAmA</td>\n",
" <td>fresno</td>\n",
" <td>picrequests</td>\n",
" <td>AskReddit</td>\n",
" <td>loseit</td>\n",
" <td>WTF</td>\n",
" <td>...</td>\n",
" <td>RedditLaqueristas</td>\n",
" <td>atheism</td>\n",
" <td>LadyBoners</td>\n",
" <td>GradSchool</td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>10 rows × 26 columns</p>\n",
"</div>"
],
"text/plain": [
" user 0 1 2 \\\n",
"0 603 politics trees pics \n",
"1 604 Metal AskReddit tattoos \n",
"2 605 politics IAmA AdviceAnimals \n",
"3 606 CrohnsDisease birthcontrol IAmA \n",
"4 607 space Fitment cars \n",
"5 608 politics Flagstaff Rainmeter \n",
"6 609 Clarinet AdviceAnimals festivals \n",
"7 610 RedHotChiliPeppers fffffffuuuuuuuuuuuu tifu \n",
"8 611 beertrade AskReddit WTF \n",
"9 612 politics 2012Elections Parenting \n",
"\n",
" 3 4 5 6 \\\n",
"0 \n",
"1 redditguild WTF cocktails pics \n",
"2 movies smallbusiness Republican todayilearned \n",
"3 AdviceAnimals AskReddit Endo WTF \n",
"4 Economics Libertarian 240sx UserCars \n",
"5 fffffffuuuuuuuuuuuu pcgaming screenshots truegaming \n",
"6 SubredditDrama InternetAMA AskReddit aves \n",
"7 civ gameofthrones IAmA AdviceAnimals \n",
"8 beer batman BBQ beerporn \n",
"9 IAmA fresno picrequests AskReddit \n",
"\n",
" 7 8 ... 15 \\\n",
"0 ... \n",
"1 funny gaming ... trackers \n",
"2 AskReddit WTF ... atheism \n",
"3 TwoXChromosomes pics ... Cartalk \n",
"4 AskReddit WTF ... Drifting \n",
"5 AdviceAnimals Guildwars2 ... SuggestALaptop \n",
"6 cringe MemesIRL ... \n",
"7 movies explainlikeimfive ... skyrim \n",
"8 Homebrewing ... \n",
"9 loseit WTF ... RedditLaqueristas \n",
"\n",
" 16 17 18 19 20 \\\n",
"0 \n",
"1 Minecraft gainit \n",
"2 Jeep Music grandrapids reddit.com videos \n",
"3 aww \n",
"4 Justrolledintotheshop atheism gadgets videos business \n",
"5 battlefield3 WTF starcraft creepy pics \n",
"6 \n",
"7 WTF germany pics funny seduction \n",
"8 \n",
"9 atheism LadyBoners GradSchool \n",
"\n",
" 21 22 23 24 \n",
"0 \n",
"1 \n",
"2 yoga GetMotivated bestof ShitRedditSays \n",
"3 \n",
"4 gamernews Cartalk worldnews carporn \n",
"5 funny darksouls books gaming \n",
"6 \n",
"7 circlebroke sto gaming 4chan \n",
"8 \n",
"9 \n",
"\n",
"[10 rows x 26 columns]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd \n",
"\n",
"pd.read_csv(\"reddit-user-posting-behavior.csv\", nrows=10, names=[\"user\"]+range(25)).fillna(\"\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Loading the data into a sparse matrix\n",
"\n",
"* We want a matrix: rows are subreddits, columns are users\n",
" * cells will be 1 if user posted to subreddit, otherwise 0\n",
"* This step was the most technically challenging\n",
"* Naïve first few tries: 20 minute run-time\n",
"* The code below runs around 10 seconds\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false,
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(15122, 876961)\n",
"\n",
"Wall time: 8.71 s\n"
]
}
],
"source": [
"%%time\n",
"\n",
"user_ids = []\n",
"subreddit_ids = []\n",
"subreddit_to_id = {}\n",
"i=0\n",
"with open(\"reddit-user-posting-behavior.csv\", 'r') as f:\n",
" for line in f:\n",
" for sr in line.rstrip().split(\",\")[1:]: \n",
" if sr not in subreddit_to_id: \n",
" subreddit_to_id[sr] = len(subreddit_to_id)\n",
" user_ids.append(i)\n",
" subreddit_ids.append(subreddit_to_id[sr])\n",
" i+=1\n",
" \n",
"import numpy as np\n",
"from scipy.sparse import csr_matrix \n",
"\n",
"rows = np.array(subreddit_ids)\n",
"cols = np.array(user_ids)\n",
"data = np.ones((len(user_ids),))\n",
"num_rows = len(subreddit_to_id)\n",
"num_cols = i\n",
"\n",
"# the code above exists to feed this call\n",
"adj = csr_matrix( (data,(rows,cols)), shape=(num_rows, num_cols) )\n",
"print adj.shape\n",
"print \"\"\n",
"\n",
"# now we have our matrix, so let's gather up a bit of info about it\n",
"users_per_subreddit = adj.sum(axis=1).A1\n",
"subreddits = range(len(subreddit_to_id))\n",
"for sr in subreddit_to_id:\n",
" subreddits[subreddit_to_id[sr]] = sr\n",
"subreddits = np.array(subreddits)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# Unwieldy data\n",
"\n",
"Our adjacency matrix is a bit problematic to deal with as-is:\n",
"\n",
"* It's a very wide: 850,000 columns\n",
"* It's very sparse: only about 0.06% full\n",
"* It's a binary matrix: only 0's and 1's\n",
"\n",
"## Dimensionality reduction\n",
"\n",
"* Family of algorithms for solving this problem\n",
"* AKA decomposition, compression, feature extraction\n",
" * it's to big matrices what JPEG is to photos, MP3 to music, MPEG for video etc\n",
"* The output will be as wide as we ask for\n",
" * The wider it is the less lossy the compression will be\n",
"* The output matrix will be dense\n",
"* The output matrix will have continuous real values\n",
"* `scikit-learn` has a [decomposition package](http://scikit-learn.org/stable/modules/decomposition.html)\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# We'll use `TruncatedSVD`\n",
"\n",
"* [TruncatedSVD](http://scikit-learn.org/stable/modules/generated/sklearn.decomposition.TruncatedSVD.html) from `scikit-learn`\n",
"* SVD stands for Singular Vector Decomposition, Truncated because we only want part of the computation\n",
"* Good mathy description of how it works in [Chapter 11](http://infolab.stanford.edu/~ullman/mmds/ch11.pdf) of online book [Mining of Massive Datasets](http://www.mmds.org/)\n",
"* Right now let's focus on how to use it and exploring the output"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(15122L, 100L)\n",
"Wall time: 58.2 s\n"
]
}
],
"source": [
"%%time\n",
"\n",
"from sklearn.decomposition import TruncatedSVD \n",
"from sklearn.preprocessing import normalize \n",
"\n",
"svd = TruncatedSVD(n_components=100)\n",
"embedded_coords = normalize(svd.fit_transform(adj), norm='l1')\n",
"print embedded_coords.shape\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "-"
}
},
"source": [
"The output is kind of neat:\n",
"\n",
"* Each row is like a set of coordinates in a 100-dimensional space for a subreddit\n",
"* Each column defines one axis of this 100-dimensional space, ordered by how much information they capture\n",
"* We can look at how much of the original matrix we captured with the first N dimensions\n",
"* The first 2 capture around 25%\n",
"* The 100 we will use capture around 60%"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x323dcb70>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"<matplotlib.figure.Figure at 0x323dc550>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"pd.DataFrame(np.cumsum(svd.explained_variance_ratio_)).plot(figsize=(13, 8))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false,
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>44</th>\n",
" <th>46</th>\n",
" <th>45</th>\n",
" <th>40</th>\n",
" <th>0</th>\n",
" <th>42</th>\n",
" <th>26</th>\n",
" <th>27</th>\n",
" <th>47</th>\n",
" <th>21</th>\n",
" <th>...</th>\n",
" <th>62</th>\n",
" <th>52</th>\n",
" <th>43</th>\n",
" <th>69</th>\n",
" <th>54</th>\n",
" <th>61</th>\n",
" <th>50</th>\n",
" <th>49</th>\n",
" <th>22</th>\n",
" <th>25</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>ParisSG</td>\n",
" <td>PrettyOlderWomen</td>\n",
" <td>ParisSG</td>\n",
" <td>malefashionadvice</td>\n",
" <td>AskReddit</td>\n",
" <td>DoesAnybodyElse</td>\n",
" <td>pokemonteams</td>\n",
" <td>wetandwild</td>\n",
" <td>ShitLiamDoes</td>\n",
" <td>ManchesterVegan</td>\n",
" <td>...</td>\n",
" <td>Articles</td>\n",
" <td>JapaneseFiction</td>\n",
" <td>gameofthrones</td>\n",
" <td>PicsOfJithSleeping</td>\n",
" <td>macsetups</td>\n",
" <td>outercourse</td>\n",
" <td>osx</td>\n",
" <td>ShitLiamDoes</td>\n",
" <td>gonewildstories</td>\n",
" <td>pokemon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>bevandele</td>\n",
" <td>FTLStrikers</td>\n",
" <td>bevandele</td>\n",
" <td>goodyearwelt</td>\n",
" <td>funny</td>\n",
" <td>PicsOfHorseVaginas</td>\n",
" <td>pokemon</td>\n",
" <td>underboob</td>\n",
" <td>silverandguns</td>\n",
" <td>asutosh</td>\n",
" <td>...</td>\n",
" <td>knockoutgifs</td>\n",
" <td>davidfosterwallace</td>\n",
" <td>shewantstofuck</td>\n",
" <td>hockeylayouttest</td>\n",
" <td>applehelp</td>\n",
" <td>mindashq</td>\n",
" <td>simpleios</td>\n",
" <td>techsupport</td>\n",
" <td>BDSMcommunity</td>\n",
" <td>Nbz</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>soccerbot</td>\n",
" <td>ParisSG</td>\n",
" <td>FootballMedia</td>\n",
" <td>malefashion</td>\n",
" <td>pics</td>\n",
" <td>PigsGoneWild</td>\n",
" <td>CraftMasters</td>\n",
" <td>blackmailporn</td>\n",
" <td>techsupport</td>\n",
" <td>goatedition</td>\n",
" <td>...</td>\n",
" <td>postcolonialism</td>\n",
" <td>Earlyjazz</td>\n",
" <td>asoiaf</td>\n",
" <td>hockey</td>\n",
" <td>apple</td>\n",
" <td>NBA2k</td>\n",
" <td>iOSProgramming</td>\n",
" <td>bubbleswithfaces</td>\n",
" <td>BDSMpersonals</td>\n",
" <td>CraftMasters</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>FootballMedia</td>\n",
" <td>soccerbot</td>\n",
" <td>FTLStrikers</td>\n",
" <td>rawdenim</td>\n",
" <td>WTF</td>\n",
" <td>CucumberPorn</td>\n",
" <td>Nbz</td>\n",
" <td>gangbang</td>\n",
" <td>uscgames</td>\n",
" <td>GOAT_TRUTH</td>\n",
" <td>...</td>\n",
" <td>AskMen</td>\n",
" <td>memphismayfire</td>\n",
" <td>aSongOfMemesAndRage</td>\n",
" <td>EdmontonOilers</td>\n",
" <td>ios</td>\n",
" <td>nba</td>\n",
" <td>ios</td>\n",
" <td>talesofmybowels</td>\n",
" <td>bdsm</td>\n",
" <td>pokemonteams</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>FTLStrikers</td>\n",
" <td>bevandele</td>\n",
" <td>soccerbot</td>\n",
" <td>frugalmalefashion</td>\n",
" <td>gaming</td>\n",
" <td>SnooPorn</td>\n",
" <td>vanguardtips</td>\n",
" <td>Sexfight</td>\n",
" <td>Goblinism</td>\n",
" <td>worldnews</td>\n",
" <td>...</td>\n",
" <td>outercourse</td>\n",
" <td>alt_lit</td>\n",
" <td>AGOTBoardGame</td>\n",
" <td>leafs</td>\n",
" <td>retina</td>\n",
" <td>heat</td>\n",
" <td>retina</td>\n",
" <td>24hoursupport</td>\n",
" <td>polyamory</td>\n",
" <td>TruePokemon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>PrettyOlderWomen</td>\n",
" <td>FootballMedia</td>\n",
" <td>PrettyOlderWomen</td>\n",
" <td>yusufcirclejerk</td>\n",
" <td>AdviceAnimals</td>\n",
" <td>UrethraPorn</td>\n",
" <td>nuzlocke</td>\n",
" <td>The_Porn_Family</td>\n",
" <td>Transmogrification</td>\n",
" <td>sticknpokes</td>\n",
" <td>...</td>\n",
" <td>Oaxaca</td>\n",
" <td>booklists</td>\n",
" <td>tesothemereddit</td>\n",
" <td>hockeyplayers</td>\n",
" <td>ipad</td>\n",
" <td>StateFarm</td>\n",
" <td>appletv</td>\n",
" <td>ouch</td>\n",
" <td>JL2579</td>\n",
" <td>pokemontrades</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>soccer</td>\n",
" <td>reddevils</td>\n",
" <td>coys</td>\n",
" <td>AustralianMFA</td>\n",
" <td>IAmA</td>\n",
" <td>burningporn</td>\n",
" <td>ebonyfeet</td>\n",
" <td>CumFacials</td>\n",
" <td>wow</td>\n",
" <td>CatsInBusinessAttire</td>\n",
" <td>...</td>\n",
" <td>mindashq</td>\n",
" <td>whatsthatbook</td>\n",
" <td>TGOD</td>\n",
" <td>rangers</td>\n",
" <td>mac</td>\n",
" <td>Basketball</td>\n",
" <td>mac</td>\n",
" <td>IWantToBeAMod</td>\n",
" <td>BDSMGW</td>\n",
" <td>vanguardtips</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Gunners</td>\n",
" <td>LiverpoolFC</td>\n",
" <td>footballtactics</td>\n",
" <td>mfacirclejerk</td>\n",
" <td>videos</td>\n",
" <td>SantaPorn</td>\n",
" <td>thongsandals</td>\n",
" <td>LolitaCheng</td>\n",
" <td>WowUI</td>\n",
" <td>douchebagfoundation</td>\n",
" <td>...</td>\n",
" <td>dating_advice</td>\n",
" <td>breakingbad</td>\n",
" <td>asoiafreread</td>\n",
" <td>Habs</td>\n",
" <td>AlienBlue</td>\n",
" <td>lakers</td>\n",
" <td>apple</td>\n",
" <td>Buttcoin</td>\n",
" <td>chickflixxx</td>\n",
" <td>AsianFeet</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>reddevils</td>\n",
" <td>soccer</td>\n",
" <td>Gunners</td>\n",
" <td>shittymspaints</td>\n",
" <td>todayilearned</td>\n",
" <td>HobosGoneWild</td>\n",
" <td>ShinyPokemon</td>\n",
" <td>TVnewsbabes</td>\n",
" <td>WoWGoldMaking</td>\n",
" <td>nnDMT</td>\n",
" <td>...</td>\n",
" <td>PeterL</td>\n",
" <td>walterjohnson</td>\n",
" <td>asoiafcirclejerk</td>\n",
" <td>canucks</td>\n",
" <td>jasmineapp</td>\n",
" <td>BasketballTips</td>\n",
" <td>macsetups</td>\n",
" <td>nexusq</td>\n",
" <td>DissidiaCraft</td>\n",
" <td>ebonyfeet</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>FantasyPL</td>\n",
" <td>MCFC</td>\n",
" <td>soccer</td>\n",
" <td>europeanmalefashion</td>\n",
" <td>atheism</td>\n",
" <td>gnomewild</td>\n",
" <td>AsianFeet</td>\n",
" <td>ChangingRooms</td>\n",
" <td>wowscrolls</td>\n",
" <td>AustralianFilm</td>\n",
" <td>...</td>\n",
" <td>AskWomen</td>\n",
" <td>Adamphotoshopped</td>\n",
" <td>kdubz1298</td>\n",
" <td>DetroitRedWings</td>\n",
" <td>commonsense</td>\n",
" <td>mildlyimpressive</td>\n",
" <td>macapps</td>\n",
" <td>prestashop</td>\n",
" <td>gonewildaudio</td>\n",
" <td>thongsandals</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>coys</td>\n",
" <td>Gunners</td>\n",
" <td>soccercirclejerk</td>\n",
" <td>malehairadvice</td>\n",
" <td>Omaha</td>\n",
" <td>KittyPorn</td>\n",
" <td>EvolutionofKits</td>\n",
" <td>SpyShots</td>\n",
" <td>wowstrat</td>\n",
" <td>Filipinology</td>\n",
" <td>...</td>\n",
" <td>Basketball</td>\n",
" <td>artshub</td>\n",
" <td>Dreadfort</td>\n",
" <td>losangeleskings</td>\n",
" <td>JamieChung</td>\n",
" <td>benchgifs</td>\n",
" <td>applehelp</td>\n",
" <td>purple</td>\n",
" <td>pregnant</td>\n",
" <td>pokemonarts</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Barca</td>\n",
" <td>Fifa13</td>\n",
" <td>NUFC</td>\n",
" <td>TeenMFA</td>\n",
" <td>aww</td>\n",
" <td>FuckingFish</td>\n",
" <td>pokemontrades</td>\n",
" <td>CumSwallowing</td>\n",
" <td>woweconomy</td>\n",
" <td>JKP</td>\n",
" <td>...</td>\n",
" <td>BasketballTips</td>\n",
" <td>laundryview</td>\n",
" <td>CK2GameOfthrones</td>\n",
" <td>AnaheimDucks</td>\n",
" <td>GeekTool</td>\n",
" <td>DavidsQuotes</td>\n",
" <td>iPhoneDev</td>\n",
" <td>sergaljerk</td>\n",
" <td>sex</td>\n",
" <td>pokemonrng</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>chelseafc</td>\n",
" <td>chelseafc</td>\n",
" <td>reddevils</td>\n",
" <td>itafterdark</td>\n",
" <td>houston</td>\n",
" <td>SpidersGoneWild</td>\n",
" <td>pokemonrng</td>\n",
" <td>souse</td>\n",
" <td>WoWStreams</td>\n",
" <td>AscensionOmaha</td>\n",
" <td>...</td>\n",
" <td>talktostrangers</td>\n",
" <td>SexyMusicVideos</td>\n",
" <td>CTI</td>\n",
" <td>BlueJackets</td>\n",
" <td>appletv</td>\n",
" <td>torontoraptors</td>\n",
" <td>ipad</td>\n",
" <td>labradoodles</td>\n",
" <td>TwoXSex</td>\n",
" <td>nuzlocke</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>LiverpoolFC</td>\n",
" <td>FantasyPL</td>\n",
" <td>Barca</td>\n",
" <td>ldshistory</td>\n",
" <td>UIUC</td>\n",
" <td>FlyingFuck</td>\n",
" <td>Pokemongiveaway</td>\n",
" <td>exgirlfriendpictures</td>\n",
" <td>wowraf</td>\n",
" <td>indiansports</td>\n",
" <td>...</td>\n",
" <td>Mavericks</td>\n",
" <td>bookhaul</td>\n",
" <td>Tumba</td>\n",
" <td>EA_NHL</td>\n",
" <td>AppHookup</td>\n",
" <td>NBASpurs</td>\n",
" <td>WebApps</td>\n",
" <td>TrackThrows</td>\n",
" <td>DeadBedrooms</td>\n",
" <td>ShinyPokemon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>MCFC</td>\n",
" <td>coys</td>\n",
" <td>LiverpoolFC</td>\n",
" <td>malefoodadvice</td>\n",
" <td>Columbus</td>\n",
" <td>WTF_Wallpapers</td>\n",
" <td>stunfisk</td>\n",
" <td>xxxstash</td>\n",
" <td>wowguilds</td>\n",
" <td>Israel</td>\n",
" <td>...</td>\n",
" <td>AlbumJerk</td>\n",
" <td>murakami</td>\n",
" <td>GavinQuotes</td>\n",
" <td>penguins</td>\n",
" <td>simpleios</td>\n",
" <td>LAClippers</td>\n",
" <td>obits</td>\n",
" <td>RegretfulSexStories</td>\n",
" <td>Swingers</td>\n",
" <td>EvolutionofKits</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>footballmanagergames</td>\n",
" <td>FIFA</td>\n",
" <td>football</td>\n",
" <td>preppy</td>\n",
" <td>Purdue</td>\n",
" <td>HotDogPorn</td>\n",
" <td>denpamen</td>\n",
" <td>cumov</td>\n",
" <td>wowpodcasts</td>\n",
" <td>traphentai</td>\n",
" <td>...</td>\n",
" <td>mindblown</td>\n",
" <td>circlejerkbreakingbad</td>\n",
" <td>livechat</td>\n",
" <td>Coyotes</td>\n",
" <td>iphone</td>\n",
" <td>kanyewest</td>\n",
" <td>iphone</td>\n",
" <td>drawings</td>\n",
" <td>FanPuns</td>\n",
" <td>Pokemoncollege</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>realmadrid</td>\n",
" <td>FIFA12</td>\n",
" <td>Bundesliga</td>\n",
" <td>uniqlo</td>\n",
" <td>fsu</td>\n",
" <td>HalloweenPorn</td>\n",
" <td>normalboots</td>\n",
" <td>asstastic</td>\n",
" <td>24hoursupport</td>\n",
" <td>KateeOwen</td>\n",
" <td>...</td>\n",
" <td>consumerhacks</td>\n",
" <td>vinyldjs</td>\n",
" <td>Asoiafspoilersall</td>\n",
" <td>OttawaSenators</td>\n",
" <td>jailbreak</td>\n",
" <td>memphisgrizzlies</td>\n",
" <td>AppHookup</td>\n",
" <td>computertechs</td>\n",
" <td>CowLand</td>\n",
" <td>stunfisk</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>bootroom</td>\n",
" <td>EA_FIFA</td>\n",
" <td>footballmanagergames</td>\n",
" <td>adventureporn</td>\n",
" <td>kansascity</td>\n",
" <td>WeirdSubreddits</td>\n",
" <td>Pokemoncollege</td>\n",
" <td>Cumonboobs</td>\n",
" <td>bubbleswithfaces</td>\n",
" <td>iknewgoatsweretrouble</td>\n",
" <td>...</td>\n",
" <td>creepywiki</td>\n",
" <td>DogsWithCatHeads</td>\n",
" <td>WesterosiProblems</td>\n",
" <td>Flyers</td>\n",
" <td>osx</td>\n",
" <td>SchooledUp</td>\n",
" <td>jailbreak</td>\n",
" <td>Sandwiches</td>\n",
" <td>massage</td>\n",
" <td>Pokemongiveaway</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Fifa13</td>\n",
" <td>realmadrid</td>\n",
" <td>tc_archery</td>\n",
" <td>breitling</td>\n",
" <td>orlando</td>\n",
" <td>WhyWouldYouFuckThat</td>\n",
" <td>PokemonROMhacks</td>\n",
" <td>manbetterporn</td>\n",
" <td>worldofwarcraft</td>\n",
" <td>haligonients</td>\n",
" <td>...</td>\n",
" <td>dating</td>\n",
" <td>books</td>\n",
" <td>HypnoHookup</td>\n",
" <td>stlouisblues</td>\n",
" <td>booklists</td>\n",
" <td>warriors</td>\n",
" <td>iphonehelp</td>\n",
" <td>bttf</td>\n",
" <td>diamondmine</td>\n",
" <td>pokemonchallenges</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>FIFA</td>\n",
" <td>Barca</td>\n",
" <td>MilitaryGear</td>\n",
" <td>malelivingspace</td>\n",
" <td>Tucson</td>\n",
" <td>SomeRandomReddit</td>\n",
" <td>Pokemonexchange</td>\n",
" <td>DragonageNSFW</td>\n",
" <td>WoWNostalgia</td>\n",
" <td>Turkey</td>\n",
" <td>...</td>\n",
" <td>fictionaliama</td>\n",
" <td>BooksAMA</td>\n",
" <td>maturewoman</td>\n",
" <td>devils</td>\n",
" <td>iOSthemes</td>\n",
" <td>Mavericks</td>\n",
" <td>SEGA32X</td>\n",
" <td>Kirbs2002</td>\n",
" <td>sexpertslounge</td>\n",
" <td>pokemonconspiracies</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>fcbayern</td>\n",
" <td>footballmanagergames</td>\n",
" <td>LigaMX</td>\n",
" <td>gayforsaulyd</td>\n",
" <td>politics</td>\n",
" <td>Clotheshangers</td>\n",
" <td>PokemonLeagueDS</td>\n",
" <td>drawngonewild</td>\n",
" <td>FTH</td>\n",
" <td>shewantstofuck</td>\n",
" <td>...</td>\n",
" <td>benchgifs</td>\n",
" <td>bookclub</td>\n",
" <td>Spartacus_TV</td>\n",
" <td>BostonBruins</td>\n",
" <td>iphonehelp</td>\n",
" <td>bostonceltics</td>\n",
" <td>AlienBlue</td>\n",
" <td>kuro5hit</td>\n",
" <td>MinecraftChampions</td>\n",
" <td>Pokemonexchange</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>SoccerBetting</td>\n",
" <td>bootroom</td>\n",
" <td>KitSwap</td>\n",
" <td>Watches</td>\n",
" <td>Austin</td>\n",
" <td>windowshots</td>\n",
" <td>pkmntcgtrades</td>\n",
" <td>assgifs</td>\n",
" <td>redditguild</td>\n",
" <td>typescript</td>\n",
" <td>...</td>\n",
" <td>AlienExchange</td>\n",
" <td>booksuggestions</td>\n",
" <td>butleruniversity</td>\n",
" <td>SanJoseSharks</td>\n",
" <td>SEGA32X</td>\n",
" <td>GoNets</td>\n",
" <td>commonsense</td>\n",
" <td>ABotOfIceAndFire</td>\n",
" <td>boule</td>\n",
" <td>GenerationOne</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>EA_FIFA</td>\n",
" <td>fcbayern</td>\n",
" <td>chelseafc</td>\n",
" <td>mensfashionadvice</td>\n",
" <td>SaltLakeCity</td>\n",
" <td>thismemeshoulddie</td>\n",
" <td>TruePokemon</td>\n",
" <td>ToeSucking</td>\n",
" <td>Rift</td>\n",
" <td>Syria</td>\n",
" <td>...</td>\n",
" <td>Circlebook</td>\n",
" <td>alphacentauri</td>\n",
" <td>freakyfetishstories</td>\n",
" <td>winnipegjets</td>\n",
" <td>iosgaming</td>\n",
" <td>nbacirclejerk</td>\n",
" <td>macgaming</td>\n",
" <td>tesothemereddit</td>\n",
" <td>minecraftium</td>\n",
" <td>pokemonrp</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>FIFA12</td>\n",
" <td>Aleague</td>\n",
" <td>MCFC</td>\n",
" <td>soccergaming</td>\n",
" <td>Louisville</td>\n",
" <td>ThisDayInHistory</td>\n",
" <td>pokemonconspiracies</td>\n",
" <td>joi</td>\n",
" <td>MMORPG</td>\n",
" <td>arabic</td>\n",
" <td>...</td>\n",
" <td>FoodVideos</td>\n",
" <td>mildlyinteresting</td>\n",
" <td>OliviaMunn</td>\n",
" <td>hawks</td>\n",
" <td>Panera</td>\n",
" <td>chicagobulls</td>\n",
" <td>iOSthemes</td>\n",
" <td>demanpls</td>\n",
" <td>TriPixel</td>\n",
" <td>PokemonROMhacks</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>borussiadortmund</td>\n",
" <td>ACMilan</td>\n",
" <td>donenad</td>\n",
" <td>swagteamsix</td>\n",
" <td>Dallas</td>\n",
" <td>traversecity</td>\n",
" <td>GenerationOne</td>\n",
" <td>SymphonieVonBondage</td>\n",
" <td>ALS</td>\n",
" <td>mexico</td>\n",
" <td>...</td>\n",
" <td>NBA2k</td>\n",
" <td>bookshelf</td>\n",
" <td>Conservativebooks</td>\n",
" <td>ColoradoAvalanche</td>\n",
" <td>apps</td>\n",
" <td>OrlandoMagic</td>\n",
" <td>Panera</td>\n",
" <td>asoiaf</td>\n",
" <td>mathias</td>\n",
" <td>pkmntcg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>football</td>\n",
" <td>footballtactics</td>\n",
" <td>longrange</td>\n",
" <td>supremeclothing</td>\n",
" <td>Charlotte</td>\n",
" <td>wikipedia</td>\n",
" <td>pkmntcgcollections</td>\n",
" <td>plugged</td>\n",
" <td>MovieWallpapers</td>\n",
" <td>pernicus</td>\n",
" <td>...</td>\n",
" <td>nba</td>\n",
" <td>metacsec</td>\n",
" <td>Banshee</td>\n",
" <td>hockeygoalies</td>\n",
" <td>macgaming</td>\n",
" <td>kings</td>\n",
" <td>jasmineapp</td>\n",
" <td>PlayPassOrPause</td>\n",
" <td>mccountercraft</td>\n",
" <td>PokemonLeagueDS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Aleague</td>\n",
" <td>soccergaming</td>\n",
" <td>gats</td>\n",
" <td>paulrudd</td>\n",
" <td>Atlanta</td>\n",
" <td>ambientidm</td>\n",
" <td>pokemonrp</td>\n",
" <td>RedHeelsGW</td>\n",
" <td>diablo3</td>\n",
" <td>Hemophilia</td>\n",
" <td>...</td>\n",
" <td>lakers</td>\n",
" <td>dogsinwigs</td>\n",
" <td>lickingdick</td>\n",
" <td>NewYorkIslanders</td>\n",
" <td>askjailbreak</td>\n",
" <td>NYKnicks</td>\n",
" <td>zsh</td>\n",
" <td>gameofthrones</td>\n",
" <td>GWAsians</td>\n",
" <td>pkmntcgtrades</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>NUFC</td>\n",
" <td>borussiadortmund</td>\n",
" <td>Firearms</td>\n",
" <td>FantasyPL</td>\n",
" <td>Boise</td>\n",
" <td>failedpilots</td>\n",
" <td>pokemonbattles</td>\n",
" <td>MNGoneWild</td>\n",
" <td>wowtcg</td>\n",
" <td>Palestine</td>\n",
" <td>...</td>\n",
" <td>BreakUps</td>\n",
" <td>tipofmytongue</td>\n",
" <td>CelebsInTights</td>\n",
" <td>wildhockey</td>\n",
" <td>iWallpaper</td>\n",
" <td>suns</td>\n",
" <td>CSUDH</td>\n",
" <td>Kazakhstan</td>\n",
" <td>lmm</td>\n",
" <td>normalboots</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>ACMilan</td>\n",
" <td>NUFC</td>\n",
" <td>fcbayern</td>\n",
" <td>malegrooming</td>\n",
" <td>VirginiaTech</td>\n",
" <td>deepcuts</td>\n",
" <td>pkmntcg</td>\n",
" <td>booty_gifs</td>\n",
" <td>turnoverpie</td>\n",
" <td>HealthyWeightLoss</td>\n",
" <td>...</td>\n",
" <td>SoCalAirsoft</td>\n",
" <td>literature</td>\n",
" <td>Pokenawa</td>\n",
" <td>sabres</td>\n",
" <td>JillStein4President</td>\n",
" <td>slamdunk</td>\n",
" <td>flextweak</td>\n",
" <td>SlightlyDamned</td>\n",
" <td>WolfPAChq</td>\n",
" <td>PokemonFusion</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>footballtactics</td>\n",
" <td>soccercirclejerk</td>\n",
" <td>realmadrid</td>\n",
" <td>NUFC</td>\n",
" <td>Hawaii</td>\n",
" <td>carlhprogramming</td>\n",
" <td>pokemonarts</td>\n",
" <td>gonewild</td>\n",
" <td>TheSecretWorld</td>\n",
" <td>1428</td>\n",
" <td>...</td>\n",
" <td>StateFarm</td>\n",
" <td>skinnytail</td>\n",
" <td>haydenpanettiere</td>\n",
" <td>CalgaryFlames</td>\n",
" <td>dogsinwigs</td>\n",
" <td>rockets</td>\n",
" <td>iosgaming</td>\n",
" <td>Dreadfort</td>\n",
" <td>Hypermine</td>\n",
" <td>SoloPokes</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15092</th>\n",
" <td>Shotguns</td>\n",
" <td>compsci</td>\n",
" <td>BattleSim</td>\n",
" <td>Neopsychedelia</td>\n",
" <td>Bad_ass_girlfriends</td>\n",
" <td>LadiesofScience</td>\n",
" <td>BlenderGameEngine</td>\n",
" <td>TrollXChromosomes</td>\n",
" <td>xenominer360</td>\n",
" <td>shagyerda</td>\n",
" <td>...</td>\n",
" <td>OperationSayFuckALot</td>\n",
" <td>MLPArt</td>\n",
" <td>malepolish</td>\n",
" <td>dpmansen</td>\n",
" <td>kENTuckytrees</td>\n",
" <td>Articles</td>\n",
" <td>AmyAdams</td>\n",
" <td>gamegenome</td>\n",
" <td>BIRDTEAMS</td>\n",
" <td>minnesotavikings</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15093</th>\n",
" <td>progun</td>\n",
" <td>Team_Japanese</td>\n",
" <td>DAE</td>\n",
" <td>Iron</td>\n",
" <td>services</td>\n",
" <td>NaturalBeauty</td>\n",
" <td>adelaidenews</td>\n",
" <td>ABraThatFits</td>\n",
" <td>starcraft2_class</td>\n",
" <td>Chydrego</td>\n",
" <td>...</td>\n",
" <td>grooveshark</td>\n",
" <td>crazysteve</td>\n",
" <td>yusufcirclejerk</td>\n",
" <td>PictureChallenge</td>\n",
" <td>HouseMD</td>\n",
" <td>40something</td>\n",
" <td>write</td>\n",
" <td>drwho</td>\n",
" <td>falcons</td>\n",
" <td>miamidolphins</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15094</th>\n",
" <td>canadaguns</td>\n",
" <td>Big_Ood</td>\n",
" <td>DYR</td>\n",
" <td>homegym</td>\n",
" <td>Pornoeverywherexxx</td>\n",
" <td>mydrunkkitchen</td>\n",
" <td>StrandedWhale</td>\n",
" <td>Mommit</td>\n",
" <td>Hobbies</td>\n",
" <td>Trathira</td>\n",
" <td>...</td>\n",
" <td>BreastPumps</td>\n",
" <td>thelook</td>\n",
" <td>2XLite</td>\n",
" <td>nflblogs</td>\n",
" <td>avatarvideos</td>\n",
" <td>OldTimeHockey</td>\n",
" <td>literature</td>\n",
" <td>simpleios</td>\n",
" <td>nfffffffluuuuuuuuuuuu</td>\n",
" <td>nfl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15095</th>\n",
" <td>knives</td>\n",
" <td>puremathematics</td>\n",
" <td>polycomics</td>\n",
" <td>Fitness</td>\n",
" <td>Hardcore_PornGifs</td>\n",
" <td>sheridan</td>\n",
" <td>computer</td>\n",
" <td>frugalbeauty</td>\n",
" <td>starcraft_strategy</td>\n",
" <td>DLGOKN</td>\n",
" <td>...</td>\n",
" <td>derp</td>\n",
" <td>ASMRmusic</td>\n",
" <td>infertility</td>\n",
" <td>medschool</td>\n",
" <td>CAmmunity</td>\n",
" <td>KansasCityChiefs</td>\n",
" <td>Holmes</td>\n",
" <td>DoctorWhoFreedom</td>\n",
" <td>49ers</td>\n",
" <td>lmm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15096</th>\n",
" <td>gunpolitics</td>\n",
" <td>mathisbeautiful</td>\n",
" <td>PlayPassOrPause</td>\n",
" <td>Sliphorn</td>\n",
" <td>bipoliticalandcurious</td>\n",
" <td>IdeaExchange</td>\n",
" <td>pcgamingtechsupport</td>\n",
" <td>TheGirlSurvivalGuide</td>\n",
" <td>DNE</td>\n",
" <td>geologygonewild</td>\n",
" <td>...</td>\n",
" <td>IAMAFamousArchive</td>\n",
" <td>maisiewilliams</td>\n",
" <td>LadiesofScience</td>\n",
" <td>shootingcars</td>\n",
" <td>cachatfanfic</td>\n",
" <td>TampaBayLightning</td>\n",
" <td>orderofthephoenix</td>\n",
" <td>crazysteve</td>\n",
" <td>Mariners</td>\n",
" <td>sportsbook</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15097</th>\n",
" <td>shittygunpictures</td>\n",
" <td>freesoftware</td>\n",
" <td>wtfgames</td>\n",
" <td>askedreddit</td>\n",
" <td>2012askanything</td>\n",
" <td>GossipGirl</td>\n",
" <td>XXX_Animated_Gifs</td>\n",
" <td>entwives</td>\n",
" <td>skypepartycirclejerk</td>\n",
" <td>Shaskel</td>\n",
" <td>...</td>\n",
" <td>malepolish</td>\n",
" <td>gallifrey</td>\n",
" <td>blackgirlgamers</td>\n",
" <td>QualityPhotos</td>\n",
" <td>nwo</td>\n",
" <td>dpmansen</td>\n",
" <td>truepois</td>\n",
" <td>ios</td>\n",
" <td>fcs</td>\n",
" <td>Hypermine</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15098</th>\n",
" <td>300BLK</td>\n",
" <td>comedywriting</td>\n",
" <td>The_Cheated</td>\n",
" <td>kettlebell</td>\n",
" <td>baozoumanhua</td>\n",
" <td>duckface</td>\n",
" <td>eddfaction</td>\n",
" <td>LumiaLovers</td>\n",
" <td>Destiny</td>\n",
" <td>androidtablets</td>\n",
" <td>...</td>\n",
" <td>sidewayspony</td>\n",
" <td>DoesAnybodyElse</td>\n",
" <td>ForeverAloneWomen</td>\n",
" <td>Colts</td>\n",
" <td>FlashForward</td>\n",
" <td>caps</td>\n",
" <td>80sElectro</td>\n",
" <td>toolSquad</td>\n",
" <td>Chargers</td>\n",
" <td>NFL_Draft</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15099</th>\n",
" <td>Glocks</td>\n",
" <td>lisp_ja</td>\n",
" <td>DNE</td>\n",
" <td>Hutchinson</td>\n",
" <td>aitaiwan</td>\n",
" <td>InfertilityBabies</td>\n",
" <td>worms</td>\n",
" <td>2XLookbook</td>\n",
" <td>wtfgames</td>\n",
" <td>bttf</td>\n",
" <td>...</td>\n",
" <td>ANTM</td>\n",
" <td>euphonium</td>\n",
" <td>shittymspaints</td>\n",
" <td>Lightroom</td>\n",
" <td>irvine</td>\n",
" <td>PacificNorthwest</td>\n",
" <td>DoctorWhumour</td>\n",
" <td>Sherlock</td>\n",
" <td>nfl</td>\n",
" <td>boule</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15100</th>\n",
" <td>opencarry</td>\n",
" <td>mathpics</td>\n",
" <td>WriteWithMe</td>\n",
" <td>fargo</td>\n",
" <td>spacedikdiks</td>\n",
" <td>circlejerk</td>\n",
" <td>infinityblade</td>\n",
" <td>infertility</td>\n",
" <td>asd</td>\n",
" <td>numerical</td>\n",
" <td>...</td>\n",
" <td>SRSScience</td>\n",
" <td>bootstrap</td>\n",
" <td>EdmontonGoneWild</td>\n",
" <td>Cameras</td>\n",
" <td>juanbuiza</td>\n",
" <td>NFLhuddle</td>\n",
" <td>gallifrey</td>\n",
" <td>macapps</td>\n",
" <td>NYGiants</td>\n",
" <td>TriPixel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15101</th>\n",
" <td>CZFirearms</td>\n",
" <td>FindTheOthers</td>\n",
" <td>KittyPorn</td>\n",
" <td>AlternativeHealth</td>\n",
" <td>Entrenched</td>\n",
" <td>closetswap</td>\n",
" <td>CableManagement</td>\n",
" <td>TwoXSex</td>\n",
" <td>wowbro</td>\n",
" <td>Philanthropy</td>\n",
" <td>...</td>\n",
" <td>hugenaturals</td>\n",
" <td>bedhg</td>\n",
" <td>feetish</td>\n",
" <td>photography</td>\n",
" <td>GunslingerMusic</td>\n",
" <td>steak</td>\n",
" <td>dresdenfiles</td>\n",
" <td>apple</td>\n",
" <td>EvilLeagueOfEvil</td>\n",
" <td>mathias</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15102</th>\n",
" <td>Mini14</td>\n",
" <td>scribblenauts</td>\n",
" <td>WTF_Wallpapers</td>\n",
" <td>ecig_vendors</td>\n",
" <td>TotalFark</td>\n",
" <td>NonverbalComm</td>\n",
" <td>ClearBackblast</td>\n",
" <td>USMilitarySO</td>\n",
" <td>castit</td>\n",
" <td>AbletonProductions</td>\n",
" <td>...</td>\n",
" <td>SeattleHistory</td>\n",
" <td>notkidding</td>\n",
" <td>femmit</td>\n",
" <td>toycameras</td>\n",
" <td>cell</td>\n",
" <td>sabres</td>\n",
" <td>lexlinguae</td>\n",
" <td>classicwho</td>\n",
" <td>CollegeBasketball</td>\n",
" <td>minecraftium</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15103</th>\n",
" <td>gundeals</td>\n",
" <td>dalcs4168</td>\n",
" <td>Clotheshangers</td>\n",
" <td>todayiwatched</td>\n",
" <td>nonseq</td>\n",
" <td>Gingers</td>\n",
" <td>buildapcsales</td>\n",
" <td>CherylCole</td>\n",
" <td>StarcraftCirclejerk</td>\n",
" <td>Valesrubberduckies</td>\n",
" <td>...</td>\n",
" <td>AnalyzingReddit</td>\n",
" <td>Digihentai</td>\n",
" <td>Cheetahs</td>\n",
" <td>Hawkeye_Football</td>\n",
" <td>huntedseries</td>\n",
" <td>baby</td>\n",
" <td>logophilia</td>\n",
" <td>Johnlock</td>\n",
" <td>SaintLouisRams</td>\n",
" <td>mccountercraft</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15104</th>\n",
" <td>tc_archery</td>\n",
" <td>productivity</td>\n",
" <td>PigsGoneWild</td>\n",
" <td>kingcounty</td>\n",
" <td>FitnessGirls</td>\n",
" <td>technews</td>\n",
" <td>HarvardTonight</td>\n",
" <td>stepparents</td>\n",
" <td>quicklooks</td>\n",
" <td>yoyohoneysingh</td>\n",
" <td>...</td>\n",
" <td>olderlesbians</td>\n",
" <td>wmnf</td>\n",
" <td>femalefashionadvice</td>\n",
" <td>sext</td>\n",
" <td>iamgoingtohellforthis</td>\n",
" <td>Flyers</td>\n",
" <td>dogsinwigs</td>\n",
" <td>macsetups</td>\n",
" <td>cowboys</td>\n",
" <td>WolfPAChq</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15105</th>\n",
" <td>CCW</td>\n",
" <td>PostgreSQL</td>\n",
" <td>HotDogPorn</td>\n",
" <td>fitmeals</td>\n",
" <td>ShemaleSwag</td>\n",
" <td>AlienExchange</td>\n",
" <td>Zendaya</td>\n",
" <td>rant</td>\n",
" <td>HotSBetaKeys</td>\n",
" <td>PiCases</td>\n",
" <td>...</td>\n",
" <td>Rights4Men</td>\n",
" <td>bronycringe</td>\n",
" <td>Endo</td>\n",
" <td>photocritique</td>\n",
" <td>louie</td>\n",
" <td>hurling</td>\n",
" <td>doctorwho</td>\n",
" <td>doctorwhocirclejerk</td>\n",
" <td>Tennesseetitans</td>\n",
" <td>MinecraftChampions</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15106</th>\n",
" <td>saiga</td>\n",
" <td>coding</td>\n",
" <td>SomeRandomReddit</td>\n",
" <td>xxfitness</td>\n",
" <td>wild_naked_girls</td>\n",
" <td>TheSexCave</td>\n",
" <td>Jab</td>\n",
" <td>TomeNET</td>\n",
" <td>itmejp</td>\n",
" <td>Surface</td>\n",
" <td>...</td>\n",
" <td>TwoXChromosomes</td>\n",
" <td>MovieWallpapers</td>\n",
" <td>veggieteens</td>\n",
" <td>beforeandafteredit</td>\n",
" <td>Jericho</td>\n",
" <td>bengals</td>\n",
" <td>booksuggestions</td>\n",
" <td>dwlounge</td>\n",
" <td>CFB</td>\n",
" <td>JordanCox2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15107</th>\n",
" <td>gats</td>\n",
" <td>xmonad</td>\n",
" <td>SantaPorn</td>\n",
" <td>StudentNurse</td>\n",
" <td>NSFW_sexynudeteens</td>\n",
" <td>preppy</td>\n",
" <td>MoundofVenus</td>\n",
" <td>cafe</td>\n",
" <td>StarcraftDeutschland</td>\n",
" <td>AvaDevine</td>\n",
" <td>...</td>\n",
" <td>GirlsinPinkUndies</td>\n",
" <td>hilaribad</td>\n",
" <td>malefashionadvice</td>\n",
" <td>Pixcafe</td>\n",
" <td>HHN</td>\n",
" <td>nflblogs</td>\n",
" <td>artshub</td>\n",
" <td>whovianents</td>\n",
" <td>Patriots</td>\n",
" <td>CFB</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15108</th>\n",
" <td>ak47</td>\n",
" <td>vim</td>\n",
" <td>SnooPorn</td>\n",
" <td>ShittyTheoryOfReddit</td>\n",
" <td>NSFW_HotSlut_gonewild</td>\n",
" <td>Admin</td>\n",
" <td>WhatsInThisPool</td>\n",
" <td>birthcontrol</td>\n",
" <td>slothswitharms</td>\n",
" <td>GNURadio</td>\n",
" <td>...</td>\n",
" <td>FemmeThoughtsFeminism</td>\n",
" <td>DoctorWhumour</td>\n",
" <td>frugalbeauty</td>\n",
" <td>JordanCox2</td>\n",
" <td>maggielawson</td>\n",
" <td>freddiemercury</td>\n",
" <td>Random_Acts_of_Books</td>\n",
" <td>IsabelleFuhrman</td>\n",
" <td>sexmix247</td>\n",
" <td>CowLand</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15109</th>\n",
" <td>prepping</td>\n",
" <td>nethack</td>\n",
" <td>PicsOfHorseVaginas</td>\n",
" <td>shittyshitredditsays</td>\n",
" <td>NSFW_nude_asian_teens</td>\n",
" <td>dataisterrifying</td>\n",
" <td>AvaSambora</td>\n",
" <td>ProjectRunway</td>\n",
" <td>starcraft</td>\n",
" <td>Ermahgerd</td>\n",
" <td>...</td>\n",
" <td>PunkLovers</td>\n",
" <td>AmyAdams</td>\n",
" <td>2XLookbook</td>\n",
" <td>LinusDiaries</td>\n",
" <td>circlejerkbreakingbad</td>\n",
" <td>ravens</td>\n",
" <td>ROIO</td>\n",
" <td>karengillan</td>\n",
" <td>internetdefense</td>\n",
" <td>diamondmine</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15110</th>\n",
" <td>guns</td>\n",
" <td>gnu</td>\n",
" <td>HalloweenPorn</td>\n",
" <td>volunteeringsolutions</td>\n",
" <td>sexy_nonnude_teens</td>\n",
" <td>StrandedWhale</td>\n",
" <td>buildapcforme</td>\n",
" <td>ANTM</td>\n",
" <td>allthingszerg</td>\n",
" <td>braddoingbradthings</td>\n",
" <td>...</td>\n",
" <td>henna</td>\n",
" <td>IsabelleFuhrman</td>\n",
" <td>BodyAcceptance</td>\n",
" <td>analog</td>\n",
" <td>RandomActsOfBidets</td>\n",
" <td>Bigtitssmalltits</td>\n",
" <td>hyperfurs</td>\n",
" <td>davidtennant</td>\n",
" <td>gifrequests</td>\n",
" <td>NYGiants</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15111</th>\n",
" <td>Hunting</td>\n",
" <td>ocaml</td>\n",
" <td>burningporn</td>\n",
" <td>RAMD</td>\n",
" <td>front</td>\n",
" <td>SRSFartsAndCrafts</td>\n",
" <td>HardcoreSex</td>\n",
" <td>VintageLadyBoners</td>\n",
" <td>allthingsprotoss</td>\n",
" <td>Information_Security</td>\n",
" <td>...</td>\n",
" <td>Cheetahs</td>\n",
" <td>GeeKnitting</td>\n",
" <td>findfashion</td>\n",
" <td>Bad_ass_girlfriends</td>\n",
" <td>Dexter</td>\n",
" <td>JordanCox2</td>\n",
" <td>selfpublish</td>\n",
" <td>gallifreyan</td>\n",
" <td>NFL_Draft</td>\n",
" <td>Patriots</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15112</th>\n",
" <td>CompetitionShooting</td>\n",
" <td>emacs</td>\n",
" <td>HobosGoneWild</td>\n",
" <td>naturalbodybuilding</td>\n",
" <td>frontiama</td>\n",
" <td>TPOP</td>\n",
" <td>aquajewhungerforce</td>\n",
" <td>facebook</td>\n",
" <td>BarCraft</td>\n",
" <td>VicPD</td>\n",
" <td>...</td>\n",
" <td>trashynovels</td>\n",
" <td>teefury</td>\n",
" <td>rawdenim</td>\n",
" <td>photographs</td>\n",
" <td>Pedberg</td>\n",
" <td>detroitlions</td>\n",
" <td>OldEnglish</td>\n",
" <td>gallifrey</td>\n",
" <td>CHIBears</td>\n",
" <td>LinusDiaries</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15113</th>\n",
" <td>Gunsforsale</td>\n",
" <td>ProgrammerHumor</td>\n",
" <td>UrethraPorn</td>\n",
" <td>DeathProTips</td>\n",
" <td>frontscience</td>\n",
" <td>wmnf</td>\n",
" <td>internetdefense</td>\n",
" <td>waronwomen</td>\n",
" <td>starcraftnakama</td>\n",
" <td>internet2012</td>\n",
" <td>...</td>\n",
" <td>twilightzonedates</td>\n",
" <td>t:latestoneage</td>\n",
" <td>asiantwoX</td>\n",
" <td>postprocessing</td>\n",
" <td>thingsoncats</td>\n",
" <td>LinusDiaries</td>\n",
" <td>bookshelf</td>\n",
" <td>mattandbenedict</td>\n",
" <td>Texans</td>\n",
" <td>49ers</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15114</th>\n",
" <td>ar15</td>\n",
" <td>pervasivecomputing</td>\n",
" <td>gnomewild</td>\n",
" <td>microgreens</td>\n",
" <td>alfrankenstein</td>\n",
" <td>GillianJacobs</td>\n",
" <td>buildapc</td>\n",
" <td>ThriftStoreHauls</td>\n",
" <td>Naytopia</td>\n",
" <td>amateurastronomy</td>\n",
" <td>...</td>\n",
" <td>parentdeals</td>\n",
" <td>doctorwho</td>\n",
" <td>TwoXChromosomes</td>\n",
" <td>filmphotos</td>\n",
" <td>Allison_Scagliotti</td>\n",
" <td>effzeh</td>\n",
" <td>BooksAMA</td>\n",
" <td>Torchwood</td>\n",
" <td>nyjets</td>\n",
" <td>oaklandraiders</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15115</th>\n",
" <td>reloading</td>\n",
" <td>scheme</td>\n",
" <td>CucumberPorn</td>\n",
" <td>EatCheapAndHealthy</td>\n",
" <td>johndollarfullofcrap</td>\n",
" <td>LifeProTips</td>\n",
" <td>gamingpc</td>\n",
" <td>bigboobproblems</td>\n",
" <td>starcraft2clans</td>\n",
" <td>cavalierkingcharles</td>\n",
" <td>...</td>\n",
" <td>TrackThrows</td>\n",
" <td>CREST</td>\n",
" <td>malefashion</td>\n",
" <td>circuloidiota</td>\n",
" <td>pipesgonewild</td>\n",
" <td>Redskins</td>\n",
" <td>books</td>\n",
" <td>mattsmith</td>\n",
" <td>Redskins</td>\n",
" <td>cowboys</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15116</th>\n",
" <td>Firearms</td>\n",
" <td>CasualMath</td>\n",
" <td>SpidersGoneWild</td>\n",
" <td>PronePaddling</td>\n",
" <td>OmegleVideos</td>\n",
" <td>mcwex</td>\n",
" <td>TwinGirls</td>\n",
" <td>curvygirls</td>\n",
" <td>AllThingsTerran</td>\n",
" <td>trueshreddit</td>\n",
" <td>...</td>\n",
" <td>femalewriters</td>\n",
" <td>FailedFedora</td>\n",
" <td>TodayIWore</td>\n",
" <td>NFLhuddle</td>\n",
" <td>ohnoghosts</td>\n",
" <td>NFLFandom</td>\n",
" <td>alt_lit</td>\n",
" <td>MovieWallpapers</td>\n",
" <td>nflcirclejerk</td>\n",
" <td>eagles</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15117</th>\n",
" <td>longrange</td>\n",
" <td>baduk</td>\n",
" <td>WhyWouldYouFuckThat</td>\n",
" <td>DepressedRage</td>\n",
" <td>CandidBikiniGirls</td>\n",
" <td>allstars</td>\n",
" <td>sexmix247</td>\n",
" <td>2XLite</td>\n",
" <td>Tumba</td>\n",
" <td>BitcoinMagazine</td>\n",
" <td>...</td>\n",
" <td>SexyNerds</td>\n",
" <td>dwlounge</td>\n",
" <td>blackgirls</td>\n",
" <td>effzeh</td>\n",
" <td>vinyldjs</td>\n",
" <td>GreenBayPackers</td>\n",
" <td>52book</td>\n",
" <td>wholock</td>\n",
" <td>eagles</td>\n",
" <td>Redskins</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15118</th>\n",
" <td>BrassSwap</td>\n",
" <td>libredesign</td>\n",
" <td>FuckingFish</td>\n",
" <td>2Chainz</td>\n",
" <td>engineersissues</td>\n",
" <td>UKHealthcare</td>\n",
" <td>overclocking</td>\n",
" <td>elections</td>\n",
" <td>Limu</td>\n",
" <td>TakeOneStepForward</td>\n",
" <td>...</td>\n",
" <td>amateursologirls</td>\n",
" <td>Humiliation</td>\n",
" <td>UnsentMusic</td>\n",
" <td>NFLFandom</td>\n",
" <td>breakingbadcomics</td>\n",
" <td>happierNYC</td>\n",
" <td>bookhaul</td>\n",
" <td>hyperfurs</td>\n",
" <td>panthers</td>\n",
" <td>DissidiaCraft</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15119</th>\n",
" <td>GunPorn</td>\n",
" <td>gtd</td>\n",
" <td>FlyingFuck</td>\n",
" <td>Nicaragua</td>\n",
" <td>albanianarchandpics</td>\n",
" <td>MichelleTrachtenberg</td>\n",
" <td>NSFWSector</td>\n",
" <td>childfree</td>\n",
" <td>DoesAnybodyElse</td>\n",
" <td>technology</td>\n",
" <td>...</td>\n",
" <td>MilitaryFamilies</td>\n",
" <td>cissp</td>\n",
" <td>SRSTechnology</td>\n",
" <td>freddiemercury</td>\n",
" <td>breakingbad</td>\n",
" <td>buffalobills</td>\n",
" <td>WoTreread</td>\n",
" <td>AmyAdams</td>\n",
" <td>Reflections</td>\n",
" <td>nyjets</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15120</th>\n",
" <td>USMilitia</td>\n",
" <td>LANL_French</td>\n",
" <td>WeirdSubreddits</td>\n",
" <td>IndianClubs</td>\n",
" <td>AutomobileTechnology</td>\n",
" <td>CarboholicsAnonymous</td>\n",
" <td>Reflections</td>\n",
" <td>mormoncringe</td>\n",
" <td>allthingsterranbot</td>\n",
" <td>slandrogangstas</td>\n",
" <td>...</td>\n",
" <td>veggieteens</td>\n",
" <td>hugs</td>\n",
" <td>goodyearwelt</td>\n",
" <td>happierNYC</td>\n",
" <td>memphismayfire</td>\n",
" <td>MontrealCanadiens</td>\n",
" <td>booklists</td>\n",
" <td>doctorwho</td>\n",
" <td>HighlightGIFS</td>\n",
" <td>Texans</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15121</th>\n",
" <td>1911</td>\n",
" <td>compscipapers</td>\n",
" <td>DoesAnybodyElse</td>\n",
" <td>LifeProTips</td>\n",
" <td>GreenCarLovers</td>\n",
" <td>eisley</td>\n",
" <td>gifs</td>\n",
" <td>mobile</td>\n",
" <td>UKStarcraft</td>\n",
" <td>preggocows</td>\n",
" <td>...</td>\n",
" <td>SRSTechnology</td>\n",
" <td>hyperfurs</td>\n",
" <td>freeforallfashion</td>\n",
" <td>filmtheory</td>\n",
" <td>Earlyjazz</td>\n",
" <td>steelers</td>\n",
" <td>BookCollecting</td>\n",
" <td>DoctorWhumour</td>\n",
" <td>gifs</td>\n",
" <td>CHIBears</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>15122 rows × 100 columns</p>\n",
"</div>"
],
"text/plain": [
" 44 46 45 \\\n",
"0 ParisSG PrettyOlderWomen ParisSG \n",
"1 bevandele FTLStrikers bevandele \n",
"2 soccerbot ParisSG FootballMedia \n",
"3 FootballMedia soccerbot FTLStrikers \n",
"4 FTLStrikers bevandele soccerbot \n",
"5 PrettyOlderWomen FootballMedia PrettyOlderWomen \n",
"6 soccer reddevils coys \n",
"7 Gunners LiverpoolFC footballtactics \n",
"8 reddevils soccer Gunners \n",
"9 FantasyPL MCFC soccer \n",
"10 coys Gunners soccercirclejerk \n",
"11 Barca Fifa13 NUFC \n",
"12 chelseafc chelseafc reddevils \n",
"13 LiverpoolFC FantasyPL Barca \n",
"14 MCFC coys LiverpoolFC \n",
"15 footballmanagergames FIFA football \n",
"16 realmadrid FIFA12 Bundesliga \n",
"17 bootroom EA_FIFA footballmanagergames \n",
"18 Fifa13 realmadrid tc_archery \n",
"19 FIFA Barca MilitaryGear \n",
"20 fcbayern footballmanagergames LigaMX \n",
"21 SoccerBetting bootroom KitSwap \n",
"22 EA_FIFA fcbayern chelseafc \n",
"23 FIFA12 Aleague MCFC \n",
"24 borussiadortmund ACMilan donenad \n",
"25 football footballtactics longrange \n",
"26 Aleague soccergaming gats \n",
"27 NUFC borussiadortmund Firearms \n",
"28 ACMilan NUFC fcbayern \n",
"29 footballtactics soccercirclejerk realmadrid \n",
"... ... ... ... \n",
"15092 Shotguns compsci BattleSim \n",
"15093 progun Team_Japanese DAE \n",
"15094 canadaguns Big_Ood DYR \n",
"15095 knives puremathematics polycomics \n",
"15096 gunpolitics mathisbeautiful PlayPassOrPause \n",
"15097 shittygunpictures freesoftware wtfgames \n",
"15098 300BLK comedywriting The_Cheated \n",
"15099 Glocks lisp_ja DNE \n",
"15100 opencarry mathpics WriteWithMe \n",
"15101 CZFirearms FindTheOthers KittyPorn \n",
"15102 Mini14 scribblenauts WTF_Wallpapers \n",
"15103 gundeals dalcs4168 Clotheshangers \n",
"15104 tc_archery productivity PigsGoneWild \n",
"15105 CCW PostgreSQL HotDogPorn \n",
"15106 saiga coding SomeRandomReddit \n",
"15107 gats xmonad SantaPorn \n",
"15108 ak47 vim SnooPorn \n",
"15109 prepping nethack PicsOfHorseVaginas \n",
"15110 guns gnu HalloweenPorn \n",
"15111 Hunting ocaml burningporn \n",
"15112 CompetitionShooting emacs HobosGoneWild \n",
"15113 Gunsforsale ProgrammerHumor UrethraPorn \n",
"15114 ar15 pervasivecomputing gnomewild \n",
"15115 reloading scheme CucumberPorn \n",
"15116 Firearms CasualMath SpidersGoneWild \n",
"15117 longrange baduk WhyWouldYouFuckThat \n",
"15118 BrassSwap libredesign FuckingFish \n",
"15119 GunPorn gtd FlyingFuck \n",
"15120 USMilitia LANL_French WeirdSubreddits \n",
"15121 1911 compscipapers DoesAnybodyElse \n",
"\n",
" 40 0 42 \\\n",
"0 malefashionadvice AskReddit DoesAnybodyElse \n",
"1 goodyearwelt funny PicsOfHorseVaginas \n",
"2 malefashion pics PigsGoneWild \n",
"3 rawdenim WTF CucumberPorn \n",
"4 frugalmalefashion gaming SnooPorn \n",
"5 yusufcirclejerk AdviceAnimals UrethraPorn \n",
"6 AustralianMFA IAmA burningporn \n",
"7 mfacirclejerk videos SantaPorn \n",
"8 shittymspaints todayilearned HobosGoneWild \n",
"9 europeanmalefashion atheism gnomewild \n",
"10 malehairadvice Omaha KittyPorn \n",
"11 TeenMFA aww FuckingFish \n",
"12 itafterdark houston SpidersGoneWild \n",
"13 ldshistory UIUC FlyingFuck \n",
"14 malefoodadvice Columbus WTF_Wallpapers \n",
"15 preppy Purdue HotDogPorn \n",
"16 uniqlo fsu HalloweenPorn \n",
"17 adventureporn kansascity WeirdSubreddits \n",
"18 breitling orlando WhyWouldYouFuckThat \n",
"19 malelivingspace Tucson SomeRandomReddit \n",
"20 gayforsaulyd politics Clotheshangers \n",
"21 Watches Austin windowshots \n",
"22 mensfashionadvice SaltLakeCity thismemeshoulddie \n",
"23 soccergaming Louisville ThisDayInHistory \n",
"24 swagteamsix Dallas traversecity \n",
"25 supremeclothing Charlotte wikipedia \n",
"26 paulrudd Atlanta ambientidm \n",
"27 FantasyPL Boise failedpilots \n",
"28 malegrooming VirginiaTech deepcuts \n",
"29 NUFC Hawaii carlhprogramming \n",
"... ... ... ... \n",
"15092 Neopsychedelia Bad_ass_girlfriends LadiesofScience \n",
"15093 Iron services NaturalBeauty \n",
"15094 homegym Pornoeverywherexxx mydrunkkitchen \n",
"15095 Fitness Hardcore_PornGifs sheridan \n",
"15096 Sliphorn bipoliticalandcurious IdeaExchange \n",
"15097 askedreddit 2012askanything GossipGirl \n",
"15098 kettlebell baozoumanhua duckface \n",
"15099 Hutchinson aitaiwan InfertilityBabies \n",
"15100 fargo spacedikdiks circlejerk \n",
"15101 AlternativeHealth Entrenched closetswap \n",
"15102 ecig_vendors TotalFark NonverbalComm \n",
"15103 todayiwatched nonseq Gingers \n",
"15104 kingcounty FitnessGirls technews \n",
"15105 fitmeals ShemaleSwag AlienExchange \n",
"15106 xxfitness wild_naked_girls TheSexCave \n",
"15107 StudentNurse NSFW_sexynudeteens preppy \n",
"15108 ShittyTheoryOfReddit NSFW_HotSlut_gonewild Admin \n",
"15109 shittyshitredditsays NSFW_nude_asian_teens dataisterrifying \n",
"15110 volunteeringsolutions sexy_nonnude_teens StrandedWhale \n",
"15111 RAMD front SRSFartsAndCrafts \n",
"15112 naturalbodybuilding frontiama TPOP \n",
"15113 DeathProTips frontscience wmnf \n",
"15114 microgreens alfrankenstein GillianJacobs \n",
"15115 EatCheapAndHealthy johndollarfullofcrap LifeProTips \n",
"15116 PronePaddling OmegleVideos mcwex \n",
"15117 DepressedRage CandidBikiniGirls allstars \n",
"15118 2Chainz engineersissues UKHealthcare \n",
"15119 Nicaragua albanianarchandpics MichelleTrachtenberg \n",
"15120 IndianClubs AutomobileTechnology CarboholicsAnonymous \n",
"15121 LifeProTips GreenCarLovers eisley \n",
"\n",
" 26 27 47 \\\n",
"0 pokemonteams wetandwild ShitLiamDoes \n",
"1 pokemon underboob silverandguns \n",
"2 CraftMasters blackmailporn techsupport \n",
"3 Nbz gangbang uscgames \n",
"4 vanguardtips Sexfight Goblinism \n",
"5 nuzlocke The_Porn_Family Transmogrification \n",
"6 ebonyfeet CumFacials wow \n",
"7 thongsandals LolitaCheng WowUI \n",
"8 ShinyPokemon TVnewsbabes WoWGoldMaking \n",
"9 AsianFeet ChangingRooms wowscrolls \n",
"10 EvolutionofKits SpyShots wowstrat \n",
"11 pokemontrades CumSwallowing woweconomy \n",
"12 pokemonrng souse WoWStreams \n",
"13 Pokemongiveaway exgirlfriendpictures wowraf \n",
"14 stunfisk xxxstash wowguilds \n",
"15 denpamen cumov wowpodcasts \n",
"16 normalboots asstastic 24hoursupport \n",
"17 Pokemoncollege Cumonboobs bubbleswithfaces \n",
"18 PokemonROMhacks manbetterporn worldofwarcraft \n",
"19 Pokemonexchange DragonageNSFW WoWNostalgia \n",
"20 PokemonLeagueDS drawngonewild FTH \n",
"21 pkmntcgtrades assgifs redditguild \n",
"22 TruePokemon ToeSucking Rift \n",
"23 pokemonconspiracies joi MMORPG \n",
"24 GenerationOne SymphonieVonBondage ALS \n",
"25 pkmntcgcollections plugged MovieWallpapers \n",
"26 pokemonrp RedHeelsGW diablo3 \n",
"27 pokemonbattles MNGoneWild wowtcg \n",
"28 pkmntcg booty_gifs turnoverpie \n",
"29 pokemonarts gonewild TheSecretWorld \n",
"... ... ... ... \n",
"15092 BlenderGameEngine TrollXChromosomes xenominer360 \n",
"15093 adelaidenews ABraThatFits starcraft2_class \n",
"15094 StrandedWhale Mommit Hobbies \n",
"15095 computer frugalbeauty starcraft_strategy \n",
"15096 pcgamingtechsupport TheGirlSurvivalGuide DNE \n",
"15097 XXX_Animated_Gifs entwives skypepartycirclejerk \n",
"15098 eddfaction LumiaLovers Destiny \n",
"15099 worms 2XLookbook wtfgames \n",
"15100 infinityblade infertility asd \n",
"15101 CableManagement TwoXSex wowbro \n",
"15102 ClearBackblast USMilitarySO castit \n",
"15103 buildapcsales CherylCole StarcraftCirclejerk \n",
"15104 HarvardTonight stepparents quicklooks \n",
"15105 Zendaya rant HotSBetaKeys \n",
"15106 Jab TomeNET itmejp \n",
"15107 MoundofVenus cafe StarcraftDeutschland \n",
"15108 WhatsInThisPool birthcontrol slothswitharms \n",
"15109 AvaSambora ProjectRunway starcraft \n",
"15110 buildapcforme ANTM allthingszerg \n",
"15111 HardcoreSex VintageLadyBoners allthingsprotoss \n",
"15112 aquajewhungerforce facebook BarCraft \n",
"15113 internetdefense waronwomen starcraftnakama \n",
"15114 buildapc ThriftStoreHauls Naytopia \n",
"15115 gamingpc bigboobproblems starcraft2clans \n",
"15116 TwinGirls curvygirls AllThingsTerran \n",
"15117 sexmix247 2XLite Tumba \n",
"15118 overclocking elections Limu \n",
"15119 NSFWSector childfree DoesAnybodyElse \n",
"15120 Reflections mormoncringe allthingsterranbot \n",
"15121 gifs mobile UKStarcraft \n",
"\n",
" 21 ... 62 \\\n",
"0 ManchesterVegan ... Articles \n",
"1 asutosh ... knockoutgifs \n",
"2 goatedition ... postcolonialism \n",
"3 GOAT_TRUTH ... AskMen \n",
"4 worldnews ... outercourse \n",
"5 sticknpokes ... Oaxaca \n",
"6 CatsInBusinessAttire ... mindashq \n",
"7 douchebagfoundation ... dating_advice \n",
"8 nnDMT ... PeterL \n",
"9 AustralianFilm ... AskWomen \n",
"10 Filipinology ... Basketball \n",
"11 JKP ... BasketballTips \n",
"12 AscensionOmaha ... talktostrangers \n",
"13 indiansports ... Mavericks \n",
"14 Israel ... AlbumJerk \n",
"15 traphentai ... mindblown \n",
"16 KateeOwen ... consumerhacks \n",
"17 iknewgoatsweretrouble ... creepywiki \n",
"18 haligonients ... dating \n",
"19 Turkey ... fictionaliama \n",
"20 shewantstofuck ... benchgifs \n",
"21 typescript ... AlienExchange \n",
"22 Syria ... Circlebook \n",
"23 arabic ... FoodVideos \n",
"24 mexico ... NBA2k \n",
"25 pernicus ... nba \n",
"26 Hemophilia ... lakers \n",
"27 Palestine ... BreakUps \n",
"28 HealthyWeightLoss ... SoCalAirsoft \n",
"29 1428 ... StateFarm \n",
"... ... ... ... \n",
"15092 shagyerda ... OperationSayFuckALot \n",
"15093 Chydrego ... grooveshark \n",
"15094 Trathira ... BreastPumps \n",
"15095 DLGOKN ... derp \n",
"15096 geologygonewild ... IAMAFamousArchive \n",
"15097 Shaskel ... malepolish \n",
"15098 androidtablets ... sidewayspony \n",
"15099 bttf ... ANTM \n",
"15100 numerical ... SRSScience \n",
"15101 Philanthropy ... hugenaturals \n",
"15102 AbletonProductions ... SeattleHistory \n",
"15103 Valesrubberduckies ... AnalyzingReddit \n",
"15104 yoyohoneysingh ... olderlesbians \n",
"15105 PiCases ... Rights4Men \n",
"15106 Surface ... TwoXChromosomes \n",
"15107 AvaDevine ... GirlsinPinkUndies \n",
"15108 GNURadio ... FemmeThoughtsFeminism \n",
"15109 Ermahgerd ... PunkLovers \n",
"15110 braddoingbradthings ... henna \n",
"15111 Information_Security ... Cheetahs \n",
"15112 VicPD ... trashynovels \n",
"15113 internet2012 ... twilightzonedates \n",
"15114 amateurastronomy ... parentdeals \n",
"15115 cavalierkingcharles ... TrackThrows \n",
"15116 trueshreddit ... femalewriters \n",
"15117 BitcoinMagazine ... SexyNerds \n",
"15118 TakeOneStepForward ... amateursologirls \n",
"15119 technology ... MilitaryFamilies \n",
"15120 slandrogangstas ... veggieteens \n",
"15121 preggocows ... SRSTechnology \n",
"\n",
" 52 43 69 \\\n",
"0 JapaneseFiction gameofthrones PicsOfJithSleeping \n",
"1 davidfosterwallace shewantstofuck hockeylayouttest \n",
"2 Earlyjazz asoiaf hockey \n",
"3 memphismayfire aSongOfMemesAndRage EdmontonOilers \n",
"4 alt_lit AGOTBoardGame leafs \n",
"5 booklists tesothemereddit hockeyplayers \n",
"6 whatsthatbook TGOD rangers \n",
"7 breakingbad asoiafreread Habs \n",
"8 walterjohnson asoiafcirclejerk canucks \n",
"9 Adamphotoshopped kdubz1298 DetroitRedWings \n",
"10 artshub Dreadfort losangeleskings \n",
"11 laundryview CK2GameOfthrones AnaheimDucks \n",
"12 SexyMusicVideos CTI BlueJackets \n",
"13 bookhaul Tumba EA_NHL \n",
"14 murakami GavinQuotes penguins \n",
"15 circlejerkbreakingbad livechat Coyotes \n",
"16 vinyldjs Asoiafspoilersall OttawaSenators \n",
"17 DogsWithCatHeads WesterosiProblems Flyers \n",
"18 books HypnoHookup stlouisblues \n",
"19 BooksAMA maturewoman devils \n",
"20 bookclub Spartacus_TV BostonBruins \n",
"21 booksuggestions butleruniversity SanJoseSharks \n",
"22 alphacentauri freakyfetishstories winnipegjets \n",
"23 mildlyinteresting OliviaMunn hawks \n",
"24 bookshelf Conservativebooks ColoradoAvalanche \n",
"25 metacsec Banshee hockeygoalies \n",
"26 dogsinwigs lickingdick NewYorkIslanders \n",
"27 tipofmytongue CelebsInTights wildhockey \n",
"28 literature Pokenawa sabres \n",
"29 skinnytail haydenpanettiere CalgaryFlames \n",
"... ... ... ... \n",
"15092 MLPArt malepolish dpmansen \n",
"15093 crazysteve yusufcirclejerk PictureChallenge \n",
"15094 thelook 2XLite nflblogs \n",
"15095 ASMRmusic infertility medschool \n",
"15096 maisiewilliams LadiesofScience shootingcars \n",
"15097 gallifrey blackgirlgamers QualityPhotos \n",
"15098 DoesAnybodyElse ForeverAloneWomen Colts \n",
"15099 euphonium shittymspaints Lightroom \n",
"15100 bootstrap EdmontonGoneWild Cameras \n",
"15101 bedhg feetish photography \n",
"15102 notkidding femmit toycameras \n",
"15103 Digihentai Cheetahs Hawkeye_Football \n",
"15104 wmnf femalefashionadvice sext \n",
"15105 bronycringe Endo photocritique \n",
"15106 MovieWallpapers veggieteens beforeandafteredit \n",
"15107 hilaribad malefashionadvice Pixcafe \n",
"15108 DoctorWhumour frugalbeauty JordanCox2 \n",
"15109 AmyAdams 2XLookbook LinusDiaries \n",
"15110 IsabelleFuhrman BodyAcceptance analog \n",
"15111 GeeKnitting findfashion Bad_ass_girlfriends \n",
"15112 teefury rawdenim photographs \n",
"15113 t:latestoneage asiantwoX postprocessing \n",
"15114 doctorwho TwoXChromosomes filmphotos \n",
"15115 CREST malefashion circuloidiota \n",
"15116 FailedFedora TodayIWore NFLhuddle \n",
"15117 dwlounge blackgirls effzeh \n",
"15118 Humiliation UnsentMusic NFLFandom \n",
"15119 cissp SRSTechnology freddiemercury \n",
"15120 hugs goodyearwelt happierNYC \n",
"15121 hyperfurs freeforallfashion filmtheory \n",
"\n",
" 54 61 50 \\\n",
"0 macsetups outercourse osx \n",
"1 applehelp mindashq simpleios \n",
"2 apple NBA2k iOSProgramming \n",
"3 ios nba ios \n",
"4 retina heat retina \n",
"5 ipad StateFarm appletv \n",
"6 mac Basketball mac \n",
"7 AlienBlue lakers apple \n",
"8 jasmineapp BasketballTips macsetups \n",
"9 commonsense mildlyimpressive macapps \n",
"10 JamieChung benchgifs applehelp \n",
"11 GeekTool DavidsQuotes iPhoneDev \n",
"12 appletv torontoraptors ipad \n",
"13 AppHookup NBASpurs WebApps \n",
"14 simpleios LAClippers obits \n",
"15 iphone kanyewest iphone \n",
"16 jailbreak memphisgrizzlies AppHookup \n",
"17 osx SchooledUp jailbreak \n",
"18 booklists warriors iphonehelp \n",
"19 iOSthemes Mavericks SEGA32X \n",
"20 iphonehelp bostonceltics AlienBlue \n",
"21 SEGA32X GoNets commonsense \n",
"22 iosgaming nbacirclejerk macgaming \n",
"23 Panera chicagobulls iOSthemes \n",
"24 apps OrlandoMagic Panera \n",
"25 macgaming kings jasmineapp \n",
"26 askjailbreak NYKnicks zsh \n",
"27 iWallpaper suns CSUDH \n",
"28 JillStein4President slamdunk flextweak \n",
"29 dogsinwigs rockets iosgaming \n",
"... ... ... ... \n",
"15092 kENTuckytrees Articles AmyAdams \n",
"15093 HouseMD 40something write \n",
"15094 avatarvideos OldTimeHockey literature \n",
"15095 CAmmunity KansasCityChiefs Holmes \n",
"15096 cachatfanfic TampaBayLightning orderofthephoenix \n",
"15097 nwo dpmansen truepois \n",
"15098 FlashForward caps 80sElectro \n",
"15099 irvine PacificNorthwest DoctorWhumour \n",
"15100 juanbuiza NFLhuddle gallifrey \n",
"15101 GunslingerMusic steak dresdenfiles \n",
"15102 cell sabres lexlinguae \n",
"15103 huntedseries baby logophilia \n",
"15104 iamgoingtohellforthis Flyers dogsinwigs \n",
"15105 louie hurling doctorwho \n",
"15106 Jericho bengals booksuggestions \n",
"15107 HHN nflblogs artshub \n",
"15108 maggielawson freddiemercury Random_Acts_of_Books \n",
"15109 circlejerkbreakingbad ravens ROIO \n",
"15110 RandomActsOfBidets Bigtitssmalltits hyperfurs \n",
"15111 Dexter JordanCox2 selfpublish \n",
"15112 Pedberg detroitlions OldEnglish \n",
"15113 thingsoncats LinusDiaries bookshelf \n",
"15114 Allison_Scagliotti effzeh BooksAMA \n",
"15115 pipesgonewild Redskins books \n",
"15116 ohnoghosts NFLFandom alt_lit \n",
"15117 vinyldjs GreenBayPackers 52book \n",
"15118 breakingbadcomics happierNYC bookhaul \n",
"15119 breakingbad buffalobills WoTreread \n",
"15120 memphismayfire MontrealCanadiens booklists \n",
"15121 Earlyjazz steelers BookCollecting \n",
"\n",
" 49 22 25 \n",
"0 ShitLiamDoes gonewildstories pokemon \n",
"1 techsupport BDSMcommunity Nbz \n",
"2 bubbleswithfaces BDSMpersonals CraftMasters \n",
"3 talesofmybowels bdsm pokemonteams \n",
"4 24hoursupport polyamory TruePokemon \n",
"5 ouch JL2579 pokemontrades \n",
"6 IWantToBeAMod BDSMGW vanguardtips \n",
"7 Buttcoin chickflixxx AsianFeet \n",
"8 nexusq DissidiaCraft ebonyfeet \n",
"9 prestashop gonewildaudio thongsandals \n",
"10 purple pregnant pokemonarts \n",
"11 sergaljerk sex pokemonrng \n",
"12 labradoodles TwoXSex nuzlocke \n",
"13 TrackThrows DeadBedrooms ShinyPokemon \n",
"14 RegretfulSexStories Swingers EvolutionofKits \n",
"15 drawings FanPuns Pokemoncollege \n",
"16 computertechs CowLand stunfisk \n",
"17 Sandwiches massage Pokemongiveaway \n",
"18 bttf diamondmine pokemonchallenges \n",
"19 Kirbs2002 sexpertslounge pokemonconspiracies \n",
"20 kuro5hit MinecraftChampions Pokemonexchange \n",
"21 ABotOfIceAndFire boule GenerationOne \n",
"22 tesothemereddit minecraftium pokemonrp \n",
"23 demanpls TriPixel PokemonROMhacks \n",
"24 asoiaf mathias pkmntcg \n",
"25 PlayPassOrPause mccountercraft PokemonLeagueDS \n",
"26 gameofthrones GWAsians pkmntcgtrades \n",
"27 Kazakhstan lmm normalboots \n",
"28 SlightlyDamned WolfPAChq PokemonFusion \n",
"29 Dreadfort Hypermine SoloPokes \n",
"... ... ... ... \n",
"15092 gamegenome BIRDTEAMS minnesotavikings \n",
"15093 drwho falcons miamidolphins \n",
"15094 simpleios nfffffffluuuuuuuuuuuu nfl \n",
"15095 DoctorWhoFreedom 49ers lmm \n",
"15096 crazysteve Mariners sportsbook \n",
"15097 ios fcs Hypermine \n",
"15098 toolSquad Chargers NFL_Draft \n",
"15099 Sherlock nfl boule \n",
"15100 macapps NYGiants TriPixel \n",
"15101 apple EvilLeagueOfEvil mathias \n",
"15102 classicwho CollegeBasketball minecraftium \n",
"15103 Johnlock SaintLouisRams mccountercraft \n",
"15104 macsetups cowboys WolfPAChq \n",
"15105 doctorwhocirclejerk Tennesseetitans MinecraftChampions \n",
"15106 dwlounge CFB JordanCox2 \n",
"15107 whovianents Patriots CFB \n",
"15108 IsabelleFuhrman sexmix247 CowLand \n",
"15109 karengillan internetdefense diamondmine \n",
"15110 davidtennant gifrequests NYGiants \n",
"15111 gallifreyan NFL_Draft Patriots \n",
"15112 gallifrey CHIBears LinusDiaries \n",
"15113 mattandbenedict Texans 49ers \n",
"15114 Torchwood nyjets oaklandraiders \n",
"15115 mattsmith Redskins cowboys \n",
"15116 MovieWallpapers nflcirclejerk eagles \n",
"15117 wholock eagles Redskins \n",
"15118 hyperfurs panthers DissidiaCraft \n",
"15119 AmyAdams Reflections nyjets \n",
"15120 doctorwho HighlightGIFS Texans \n",
"15121 DoctorWhumour gifs CHIBears \n",
"\n",
"[15122 rows x 100 columns]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# this function will show you the axes on which a particular subreddit scores the highest/lowest\n",
"def pickOutSubreddit(sr):\n",
" sorted_axes = embedded_coords[list(subreddits).index(sr)].argsort()[::-1]\n",
" return pd.DataFrame(subreddits[np.argsort(embedded_coords[:,sorted_axes], axis=0)[::-1]], columns=sorted_axes)\n",
"\n",
"pickOutSubreddit(\"soccer\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# A few interesting dimensions\n",
"\n",
"* I went through each column and picked out some interesting dimensions\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"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>0: big - small</th>\n",
" <th>1: big - small</th>\n",
" <th>44: soccer - guns</th>\n",
" <th>51: programming - food</th>\n",
" <th>84: music - bikes</th>\n",
" <th>50: osx - books</th>\n",
" <th>47: wow - starcraft</th>\n",
" <th>40: male grooming - life hacks</th>\n",
" </tr>\n",
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" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>AskReddit</td>\n",
" <td>todayilearned</td>\n",
" <td>ParisSG</td>\n",
" <td>threads</td>\n",
" <td>Musex</td>\n",
" <td>osx</td>\n",
" <td>ShitLiamDoes</td>\n",
" <td>malefashionadvice</td>\n",
" </tr>\n",
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" <th>1</th>\n",
" <td>funny</td>\n",
" <td>worldnews</td>\n",
" <td>bevandele</td>\n",
" <td>pervasivecomputing</td>\n",
" <td>7String</td>\n",
" <td>simpleios</td>\n",
" <td>silverandguns</td>\n",
" <td>goodyearwelt</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>pics</td>\n",
" <td>politics</td>\n",
" <td>soccerbot</td>\n",
" <td>Suomipelit</td>\n",
" <td>nationalsciencebowl</td>\n",
" <td>iOSProgramming</td>\n",
" <td>techsupport</td>\n",
" <td>malefashion</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>WTF</td>\n",
" <td>videos</td>\n",
" <td>FootballMedia</td>\n",
" <td>lisp_ja</td>\n",
" <td>TheStuntMuffins</td>\n",
" <td>ios</td>\n",
" <td>uscgames</td>\n",
" <td>rawdenim</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>gaming</td>\n",
" <td>technology</td>\n",
" <td>FTLStrikers</td>\n",
" <td>ProgrammerArt</td>\n",
" <td>BestSleepOfYourLife</td>\n",
" <td>retina</td>\n",
" <td>Goblinism</td>\n",
" <td>frugalmalefashion</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>AdviceAnimals</td>\n",
" <td>promos</td>\n",
" <td>PrettyOlderWomen</td>\n",
" <td>app</td>\n",
" <td>Guitar</td>\n",
" <td>appletv</td>\n",
" <td>Transmogrification</td>\n",
" <td>yusufcirclejerk</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>IAmA</td>\n",
" <td>blog</td>\n",
" <td>soccer</td>\n",
" <td>jenkinsci</td>\n",
" <td>mtgfinance</td>\n",
" <td>mac</td>\n",
" <td>wow</td>\n",
" <td>AustralianMFA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>videos</td>\n",
" <td>science</td>\n",
" <td>Gunners</td>\n",
" <td>scheme</td>\n",
" <td>ISU_GDC</td>\n",
" <td>apple</td>\n",
" <td>WowUI</td>\n",
" <td>mfacirclejerk</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>todayilearned</td>\n",
" <td>SOPA</td>\n",
" <td>reddevils</td>\n",
" <td>softwaredevelopment</td>\n",
" <td>Cichlid</td>\n",
" <td>macsetups</td>\n",
" <td>WoWGoldMaking</td>\n",
" <td>shittymspaints</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>atheism</td>\n",
" <td>til</td>\n",
" <td>FantasyPL</td>\n",
" <td>ocaml</td>\n",
" <td>EDH</td>\n",
" <td>macapps</td>\n",
" <td>wowscrolls</td>\n",
" <td>europeanmalefashion</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Omaha</td>\n",
" <td>atheism</td>\n",
" <td>coys</td>\n",
" <td>gnu</td>\n",
" <td>magicTCG</td>\n",
" <td>applehelp</td>\n",
" <td>wowstrat</td>\n",
" <td>malehairadvice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>aww</td>\n",
" <td>IAmA</td>\n",
" <td>Barca</td>\n",
" <td>ComputerTips</td>\n",
" <td>spikes</td>\n",
" <td>iPhoneDev</td>\n",
" <td>woweconomy</td>\n",
" <td>TeenMFA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>houston</td>\n",
" <td>ColbertRally</td>\n",
" <td>chelseafc</td>\n",
" <td>hocnet</td>\n",
" <td>guitarlessons</td>\n",
" <td>ipad</td>\n",
" <td>WoWStreams</td>\n",
" <td>itafterdark</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>UIUC</td>\n",
" <td>NorthKoreaNews</td>\n",
" <td>LiverpoolFC</td>\n",
" <td>illjustleavethishere</td>\n",
" <td>Magicdeckbuilding</td>\n",
" <td>WebApps</td>\n",
" <td>wowraf</td>\n",
" <td>ldshistory</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Columbus</td>\n",
" <td>USNEWS</td>\n",
" <td>MCFC</td>\n",
" <td>CatsWithPeopleFeet</td>\n",
" <td>MakeMeADeck</td>\n",
" <td>obits</td>\n",
" <td>wowguilds</td>\n",
" <td>malefoodadvice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Purdue</td>\n",
" <td>CMDY</td>\n",
" <td>footballmanagergames</td>\n",
" <td>coding</td>\n",
" <td>mtgaltered</td>\n",
" <td>iphone</td>\n",
" <td>wowpodcasts</td>\n",
" <td>preppy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>fsu</td>\n",
" <td>WikiLeaks</td>\n",
" <td>realmadrid</td>\n",
" <td>ProgrammerHumor</td>\n",
" <td>mtgcube</td>\n",
" <td>AppHookup</td>\n",
" <td>24hoursupport</td>\n",
" <td>uniqlo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>kansascity</td>\n",
" <td>OperationGrabAss</td>\n",
" <td>bootroom</td>\n",
" <td>Big_Ood</td>\n",
" <td>guitarpedals</td>\n",
" <td>jailbreak</td>\n",
" <td>bubbleswithfaces</td>\n",
" <td>adventureporn</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>orlando</td>\n",
" <td>Futurology</td>\n",
" <td>Fifa13</td>\n",
" <td>securityCTF</td>\n",
" <td>metalmusicians</td>\n",
" <td>iphonehelp</td>\n",
" <td>worldofwarcraft</td>\n",
" <td>breitling</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Tucson</td>\n",
" <td>sandy</td>\n",
" <td>FIFA</td>\n",
" <td>emacs</td>\n",
" <td>broass</td>\n",
" <td>SEGA32X</td>\n",
" <td>WoWNostalgia</td>\n",
" <td>malelivingspace</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>politics</td>\n",
" <td>Documentaries</td>\n",
" <td>fcbayern</td>\n",
" <td>smart</td>\n",
" <td>guitarporn</td>\n",
" <td>AlienBlue</td>\n",
" <td>FTH</td>\n",
" <td>gayforsaulyd</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Austin</td>\n",
" <td>AnythingGoesUltimate</td>\n",
" <td>SoccerBetting</td>\n",
" <td>csbooks</td>\n",
" <td>CasualMTG</td>\n",
" <td>commonsense</td>\n",
" <td>redditguild</td>\n",
" <td>Watches</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>SaltLakeCity</td>\n",
" <td>reddit.com</td>\n",
" <td>EA_FIFA</td>\n",
" <td>Clojure</td>\n",
" <td>custommagic</td>\n",
" <td>macgaming</td>\n",
" <td>Rift</td>\n",
" <td>mensfashionadvice</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Louisville</td>\n",
" <td>softscience</td>\n",
" <td>FIFA12</td>\n",
" <td>cloudcomputing</td>\n",
" <td>MTGLegacy</td>\n",
" <td>iOSthemes</td>\n",
" <td>MMORPG</td>\n",
" <td>soccergaming</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Dallas</td>\n",
" <td>occupywallstreet</td>\n",
" <td>borussiadortmund</td>\n",
" <td>DanceTutorials</td>\n",
" <td>guitars</td>\n",
" <td>Panera</td>\n",
" <td>ALS</td>\n",
" <td>swagteamsix</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Charlotte</td>\n",
" <td>silentcinema</td>\n",
" <td>football</td>\n",
" <td>haskell</td>\n",
" <td>MagicCardPulls</td>\n",
" <td>jasmineapp</td>\n",
" <td>MovieWallpapers</td>\n",
" <td>supremeclothing</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Atlanta</td>\n",
" <td>athiesm</td>\n",
" <td>Aleague</td>\n",
" <td>golang</td>\n",
" <td>PlayingGuitar</td>\n",
" <td>zsh</td>\n",
" <td>diablo3</td>\n",
" <td>paulrudd</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Boise</td>\n",
" <td>Israel</td>\n",
" <td>NUFC</td>\n",
" <td>d_language</td>\n",
" <td>BadMtgCombos</td>\n",
" <td>CSUDH</td>\n",
" <td>wowtcg</td>\n",
" <td>FantasyPL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>VirginiaTech</td>\n",
" <td>northkorea</td>\n",
" <td>ACMilan</td>\n",
" <td>CodingContests</td>\n",
" <td>NOTSONEWREDDITS</td>\n",
" <td>flextweak</td>\n",
" <td>turnoverpie</td>\n",
" <td>malegrooming</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Hawaii</td>\n",
" <td>ArtisanVideos</td>\n",
" <td>footballtactics</td>\n",
" <td>icarly</td>\n",
" <td>guitarcirclejerk</td>\n",
" <td>iosgaming</td>\n",
" <td>TheSecretWorld</td>\n",
" <td>NUFC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15092</th>\n",
" <td>Bad_ass_girlfriends</td>\n",
" <td>softcorenights</td>\n",
" <td>Shotguns</td>\n",
" <td>HiphopWorldwide</td>\n",
" <td>ChristianApologetics</td>\n",
" <td>AmyAdams</td>\n",
" <td>xenominer360</td>\n",
" <td>Neopsychedelia</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15093</th>\n",
" <td>services</td>\n",
" <td>dogdad</td>\n",
" <td>progun</td>\n",
" <td>tonightsdinner</td>\n",
" <td>freedownloads</td>\n",
" <td>write</td>\n",
" <td>starcraft2_class</td>\n",
" <td>Iron</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15094</th>\n",
" <td>Pornoeverywherexxx</td>\n",
" <td>LambofGod</td>\n",
" <td>canadaguns</td>\n",
" <td>Halloween_Town</td>\n",
" <td>truestchristian</td>\n",
" <td>literature</td>\n",
" <td>Hobbies</td>\n",
" <td>homegym</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15095</th>\n",
" <td>Hardcore_PornGifs</td>\n",
" <td>DJHS</td>\n",
" <td>knives</td>\n",
" <td>BBQ</td>\n",
" <td>ClothingDeals</td>\n",
" <td>Holmes</td>\n",
" <td>starcraft_strategy</td>\n",
" <td>Fitness</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15096</th>\n",
" <td>bipoliticalandcurious</td>\n",
" <td>allHailKingNoel</td>\n",
" <td>gunpolitics</td>\n",
" <td>icecreamery</td>\n",
" <td>IndieCovers</td>\n",
" <td>orderofthephoenix</td>\n",
" <td>DNE</td>\n",
" <td>Sliphorn</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15097</th>\n",
" <td>2012askanything</td>\n",
" <td>HelloProperAlice</td>\n",
" <td>shittygunpictures</td>\n",
" <td>asianeats</td>\n",
" <td>emaildeliverability</td>\n",
" <td>truepois</td>\n",
" <td>skypepartycirclejerk</td>\n",
" <td>askedreddit</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15098</th>\n",
" <td>baozoumanhua</td>\n",
" <td>VictorianSluts</td>\n",
" <td>300BLK</td>\n",
" <td>eatsandwiches</td>\n",
" <td>RadicalChristianity</td>\n",
" <td>80sElectro</td>\n",
" <td>Destiny</td>\n",
" <td>kettlebell</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15099</th>\n",
" <td>aitaiwan</td>\n",
" <td>VintageMilf</td>\n",
" <td>Glocks</td>\n",
" <td>DavisSquare</td>\n",
" <td>DaltonMcNamee</td>\n",
" <td>DoctorWhumour</td>\n",
" <td>wtfgames</td>\n",
" <td>Hutchinson</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15100</th>\n",
" <td>spacedikdiks</td>\n",
" <td>shitclintonsays</td>\n",
" <td>opencarry</td>\n",
" <td>KitchenConfidential</td>\n",
" <td>Catacombs</td>\n",
" <td>gallifrey</td>\n",
" <td>asd</td>\n",
" <td>fargo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15101</th>\n",
" <td>Entrenched</td>\n",
" <td>ProjectScarlett</td>\n",
" <td>CZFirearms</td>\n",
" <td>VictoriaSecret</td>\n",
" <td>Sidehugs</td>\n",
" <td>dresdenfiles</td>\n",
" <td>wowbro</td>\n",
" <td>AlternativeHealth</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15102</th>\n",
" <td>TotalFark</td>\n",
" <td>Fuckscapes</td>\n",
" <td>Mini14</td>\n",
" <td>castiron</td>\n",
" <td>biblestudy</td>\n",
" <td>lexlinguae</td>\n",
" <td>castit</td>\n",
" <td>ecig_vendors</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15103</th>\n",
" <td>nonseq</td>\n",
" <td>BookNymphs</td>\n",
" <td>gundeals</td>\n",
" <td>Cooking</td>\n",
" <td>Reformed</td>\n",
" <td>logophilia</td>\n",
" <td>StarcraftCirclejerk</td>\n",
" <td>todayiwatched</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15104</th>\n",
" <td>FitnessGirls</td>\n",
" <td>bboylprad</td>\n",
" <td>tc_archery</td>\n",
" <td>recipes</td>\n",
" <td>JustChristians</td>\n",
" <td>dogsinwigs</td>\n",
" <td>quicklooks</td>\n",
" <td>kingcounty</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15105</th>\n",
" <td>ShemaleSwag</td>\n",
" <td>bestplacetolearn</td>\n",
" <td>CCW</td>\n",
" <td>GMO</td>\n",
" <td>TrueChristian</td>\n",
" <td>doctorwho</td>\n",
" <td>HotSBetaKeys</td>\n",
" <td>fitmeals</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15106</th>\n",
" <td>wild_naked_girls</td>\n",
" <td>facts</td>\n",
" <td>saiga</td>\n",
" <td>Daleks</td>\n",
" <td>Christianity</td>\n",
" <td>booksuggestions</td>\n",
" <td>itmejp</td>\n",
" <td>xxfitness</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15107</th>\n",
" <td>NSFW_sexynudeteens</td>\n",
" <td>PicturesOfIreland</td>\n",
" <td>gats</td>\n",
" <td>judytrinh</td>\n",
" <td>Jesus</td>\n",
" <td>artshub</td>\n",
" <td>StarcraftDeutschland</td>\n",
" <td>StudentNurse</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15108</th>\n",
" <td>NSFW_HotSlut_gonewild</td>\n",
" <td>HappyBaracky</td>\n",
" <td>ak47</td>\n",
" <td>Chefit</td>\n",
" <td>stickers</td>\n",
" <td>Random_Acts_of_Books</td>\n",
" <td>slothswitharms</td>\n",
" <td>ShittyTheoryOfReddit</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15109</th>\n",
" <td>NSFW_nude_asian_teens</td>\n",
" <td>CarShowHunnies</td>\n",
" <td>prepping</td>\n",
" <td>sushi</td>\n",
" <td>wild_naked_girls</td>\n",
" <td>ROIO</td>\n",
" <td>starcraft</td>\n",
" <td>shittyshitredditsays</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15110</th>\n",
" <td>sexy_nonnude_teens</td>\n",
" <td>violentpornography</td>\n",
" <td>guns</td>\n",
" <td>Breadit</td>\n",
" <td>ChristianCreationists</td>\n",
" <td>hyperfurs</td>\n",
" <td>allthingszerg</td>\n",
" <td>volunteeringsolutions</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15111</th>\n",
" <td>front</td>\n",
" <td>necroporn</td>\n",
" <td>Hunting</td>\n",
" <td>52weeksofbaking</td>\n",
" <td>NSFW_sexynudeteens</td>\n",
" <td>selfpublish</td>\n",
" <td>allthingsprotoss</td>\n",
" <td>RAMD</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15112</th>\n",
" <td>frontiama</td>\n",
" <td>superheroinesdefeated</td>\n",
" <td>CompetitionShooting</td>\n",
" <td>Charcuterie</td>\n",
" <td>biogas</td>\n",
" <td>OldEnglish</td>\n",
" <td>BarCraft</td>\n",
" <td>naturalbodybuilding</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15113</th>\n",
" <td>frontscience</td>\n",
" <td>deandrefall</td>\n",
" <td>Gunsforsale</td>\n",
" <td>sousvide</td>\n",
" <td>sexy_nonnude_teens</td>\n",
" <td>bookshelf</td>\n",
" <td>starcraftnakama</td>\n",
" <td>DeathProTips</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15114</th>\n",
" <td>alfrankenstein</td>\n",
" <td>HIV</td>\n",
" <td>ar15</td>\n",
" <td>52weeksofcooking</td>\n",
" <td>NSFW_HotSlut_gonewild</td>\n",
" <td>BooksAMA</td>\n",
" <td>Naytopia</td>\n",
" <td>microgreens</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15115</th>\n",
" <td>johndollarfullofcrap</td>\n",
" <td>kasperrosa</td>\n",
" <td>reloading</td>\n",
" <td>food</td>\n",
" <td>NSFW_nude_asian_teens</td>\n",
" <td>books</td>\n",
" <td>starcraft2clans</td>\n",
" <td>EatCheapAndHealthy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15116</th>\n",
" <td>OmegleVideos</td>\n",
" <td>novafactory</td>\n",
" <td>Firearms</td>\n",
" <td>FoodPorn</td>\n",
" <td>ChristianBooks</td>\n",
" <td>alt_lit</td>\n",
" <td>AllThingsTerran</td>\n",
" <td>PronePaddling</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15117</th>\n",
" <td>CandidBikiniGirls</td>\n",
" <td>UniteTheRight</td>\n",
" <td>longrange</td>\n",
" <td>FoodVideos</td>\n",
" <td>beerpong</td>\n",
" <td>52book</td>\n",
" <td>Tumba</td>\n",
" <td>DepressedRage</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15118</th>\n",
" <td>engineersissues</td>\n",
" <td>PsiUEI</td>\n",
" <td>BrassSwap</td>\n",
" <td>CajunMusic</td>\n",
" <td>anarchist_aid</td>\n",
" <td>bookhaul</td>\n",
" <td>Limu</td>\n",
" <td>2Chainz</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15119</th>\n",
" <td>albanianarchandpics</td>\n",
" <td>Factories</td>\n",
" <td>GunPorn</td>\n",
" <td>sharksinclothes</td>\n",
" <td>mormonapologetics</td>\n",
" <td>WoTreread</td>\n",
" <td>DoesAnybodyElse</td>\n",
" <td>Nicaragua</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15120</th>\n",
" <td>AutomobileTechnology</td>\n",
" <td>marathi</td>\n",
" <td>USMilitia</td>\n",
" <td>appetizers</td>\n",
" <td>christianblogs</td>\n",
" <td>booklists</td>\n",
" <td>allthingsterranbot</td>\n",
" <td>IndianClubs</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15121</th>\n",
" <td>GreenCarLovers</td>\n",
" <td>AskReddit</td>\n",
" <td>1911</td>\n",
" <td>creepywiki</td>\n",
" <td>BibleBelievers</td>\n",
" <td>BookCollecting</td>\n",
" <td>UKStarcraft</td>\n",
" <td>LifeProTips</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>15122 rows × 8 columns</p>\n",
"</div>"
],
"text/plain": [
" 0: big - small 1: big - small 44: soccer - guns \\\n",
"0 AskReddit todayilearned ParisSG \n",
"1 funny worldnews bevandele \n",
"2 pics politics soccerbot \n",
"3 WTF videos FootballMedia \n",
"4 gaming technology FTLStrikers \n",
"5 AdviceAnimals promos PrettyOlderWomen \n",
"6 IAmA blog soccer \n",
"7 videos science Gunners \n",
"8 todayilearned SOPA reddevils \n",
"9 atheism til FantasyPL \n",
"10 Omaha atheism coys \n",
"11 aww IAmA Barca \n",
"12 houston ColbertRally chelseafc \n",
"13 UIUC NorthKoreaNews LiverpoolFC \n",
"14 Columbus USNEWS MCFC \n",
"15 Purdue CMDY footballmanagergames \n",
"16 fsu WikiLeaks realmadrid \n",
"17 kansascity OperationGrabAss bootroom \n",
"18 orlando Futurology Fifa13 \n",
"19 Tucson sandy FIFA \n",
"20 politics Documentaries fcbayern \n",
"21 Austin AnythingGoesUltimate SoccerBetting \n",
"22 SaltLakeCity reddit.com EA_FIFA \n",
"23 Louisville softscience FIFA12 \n",
"24 Dallas occupywallstreet borussiadortmund \n",
"25 Charlotte silentcinema football \n",
"26 Atlanta athiesm Aleague \n",
"27 Boise Israel NUFC \n",
"28 VirginiaTech northkorea ACMilan \n",
"29 Hawaii ArtisanVideos footballtactics \n",
"... ... ... ... \n",
"15092 Bad_ass_girlfriends softcorenights Shotguns \n",
"15093 services dogdad progun \n",
"15094 Pornoeverywherexxx LambofGod canadaguns \n",
"15095 Hardcore_PornGifs DJHS knives \n",
"15096 bipoliticalandcurious allHailKingNoel gunpolitics \n",
"15097 2012askanything HelloProperAlice shittygunpictures \n",
"15098 baozoumanhua VictorianSluts 300BLK \n",
"15099 aitaiwan VintageMilf Glocks \n",
"15100 spacedikdiks shitclintonsays opencarry \n",
"15101 Entrenched ProjectScarlett CZFirearms \n",
"15102 TotalFark Fuckscapes Mini14 \n",
"15103 nonseq BookNymphs gundeals \n",
"15104 FitnessGirls bboylprad tc_archery \n",
"15105 ShemaleSwag bestplacetolearn CCW \n",
"15106 wild_naked_girls facts saiga \n",
"15107 NSFW_sexynudeteens PicturesOfIreland gats \n",
"15108 NSFW_HotSlut_gonewild HappyBaracky ak47 \n",
"15109 NSFW_nude_asian_teens CarShowHunnies prepping \n",
"15110 sexy_nonnude_teens violentpornography guns \n",
"15111 front necroporn Hunting \n",
"15112 frontiama superheroinesdefeated CompetitionShooting \n",
"15113 frontscience deandrefall Gunsforsale \n",
"15114 alfrankenstein HIV ar15 \n",
"15115 johndollarfullofcrap kasperrosa reloading \n",
"15116 OmegleVideos novafactory Firearms \n",
"15117 CandidBikiniGirls UniteTheRight longrange \n",
"15118 engineersissues PsiUEI BrassSwap \n",
"15119 albanianarchandpics Factories GunPorn \n",
"15120 AutomobileTechnology marathi USMilitia \n",
"15121 GreenCarLovers AskReddit 1911 \n",
"\n",
" 51: programming - food 84: music - bikes 50: osx - books \\\n",
"0 threads Musex osx \n",
"1 pervasivecomputing 7String simpleios \n",
"2 Suomipelit nationalsciencebowl iOSProgramming \n",
"3 lisp_ja TheStuntMuffins ios \n",
"4 ProgrammerArt BestSleepOfYourLife retina \n",
"5 app Guitar appletv \n",
"6 jenkinsci mtgfinance mac \n",
"7 scheme ISU_GDC apple \n",
"8 softwaredevelopment Cichlid macsetups \n",
"9 ocaml EDH macapps \n",
"10 gnu magicTCG applehelp \n",
"11 ComputerTips spikes iPhoneDev \n",
"12 hocnet guitarlessons ipad \n",
"13 illjustleavethishere Magicdeckbuilding WebApps \n",
"14 CatsWithPeopleFeet MakeMeADeck obits \n",
"15 coding mtgaltered iphone \n",
"16 ProgrammerHumor mtgcube AppHookup \n",
"17 Big_Ood guitarpedals jailbreak \n",
"18 securityCTF metalmusicians iphonehelp \n",
"19 emacs broass SEGA32X \n",
"20 smart guitarporn AlienBlue \n",
"21 csbooks CasualMTG commonsense \n",
"22 Clojure custommagic macgaming \n",
"23 cloudcomputing MTGLegacy iOSthemes \n",
"24 DanceTutorials guitars Panera \n",
"25 haskell MagicCardPulls jasmineapp \n",
"26 golang PlayingGuitar zsh \n",
"27 d_language BadMtgCombos CSUDH \n",
"28 CodingContests NOTSONEWREDDITS flextweak \n",
"29 icarly guitarcirclejerk iosgaming \n",
"... ... ... ... \n",
"15092 HiphopWorldwide ChristianApologetics AmyAdams \n",
"15093 tonightsdinner freedownloads write \n",
"15094 Halloween_Town truestchristian literature \n",
"15095 BBQ ClothingDeals Holmes \n",
"15096 icecreamery IndieCovers orderofthephoenix \n",
"15097 asianeats emaildeliverability truepois \n",
"15098 eatsandwiches RadicalChristianity 80sElectro \n",
"15099 DavisSquare DaltonMcNamee DoctorWhumour \n",
"15100 KitchenConfidential Catacombs gallifrey \n",
"15101 VictoriaSecret Sidehugs dresdenfiles \n",
"15102 castiron biblestudy lexlinguae \n",
"15103 Cooking Reformed logophilia \n",
"15104 recipes JustChristians dogsinwigs \n",
"15105 GMO TrueChristian doctorwho \n",
"15106 Daleks Christianity booksuggestions \n",
"15107 judytrinh Jesus artshub \n",
"15108 Chefit stickers Random_Acts_of_Books \n",
"15109 sushi wild_naked_girls ROIO \n",
"15110 Breadit ChristianCreationists hyperfurs \n",
"15111 52weeksofbaking NSFW_sexynudeteens selfpublish \n",
"15112 Charcuterie biogas OldEnglish \n",
"15113 sousvide sexy_nonnude_teens bookshelf \n",
"15114 52weeksofcooking NSFW_HotSlut_gonewild BooksAMA \n",
"15115 food NSFW_nude_asian_teens books \n",
"15116 FoodPorn ChristianBooks alt_lit \n",
"15117 FoodVideos beerpong 52book \n",
"15118 CajunMusic anarchist_aid bookhaul \n",
"15119 sharksinclothes mormonapologetics WoTreread \n",
"15120 appetizers christianblogs booklists \n",
"15121 creepywiki BibleBelievers BookCollecting \n",
"\n",
" 47: wow - starcraft 40: male grooming - life hacks \n",
"0 ShitLiamDoes malefashionadvice \n",
"1 silverandguns goodyearwelt \n",
"2 techsupport malefashion \n",
"3 uscgames rawdenim \n",
"4 Goblinism frugalmalefashion \n",
"5 Transmogrification yusufcirclejerk \n",
"6 wow AustralianMFA \n",
"7 WowUI mfacirclejerk \n",
"8 WoWGoldMaking shittymspaints \n",
"9 wowscrolls europeanmalefashion \n",
"10 wowstrat malehairadvice \n",
"11 woweconomy TeenMFA \n",
"12 WoWStreams itafterdark \n",
"13 wowraf ldshistory \n",
"14 wowguilds malefoodadvice \n",
"15 wowpodcasts preppy \n",
"16 24hoursupport uniqlo \n",
"17 bubbleswithfaces adventureporn \n",
"18 worldofwarcraft breitling \n",
"19 WoWNostalgia malelivingspace \n",
"20 FTH gayforsaulyd \n",
"21 redditguild Watches \n",
"22 Rift mensfashionadvice \n",
"23 MMORPG soccergaming \n",
"24 ALS swagteamsix \n",
"25 MovieWallpapers supremeclothing \n",
"26 diablo3 paulrudd \n",
"27 wowtcg FantasyPL \n",
"28 turnoverpie malegrooming \n",
"29 TheSecretWorld NUFC \n",
"... ... ... \n",
"15092 xenominer360 Neopsychedelia \n",
"15093 starcraft2_class Iron \n",
"15094 Hobbies homegym \n",
"15095 starcraft_strategy Fitness \n",
"15096 DNE Sliphorn \n",
"15097 skypepartycirclejerk askedreddit \n",
"15098 Destiny kettlebell \n",
"15099 wtfgames Hutchinson \n",
"15100 asd fargo \n",
"15101 wowbro AlternativeHealth \n",
"15102 castit ecig_vendors \n",
"15103 StarcraftCirclejerk todayiwatched \n",
"15104 quicklooks kingcounty \n",
"15105 HotSBetaKeys fitmeals \n",
"15106 itmejp xxfitness \n",
"15107 StarcraftDeutschland StudentNurse \n",
"15108 slothswitharms ShittyTheoryOfReddit \n",
"15109 starcraft shittyshitredditsays \n",
"15110 allthingszerg volunteeringsolutions \n",
"15111 allthingsprotoss RAMD \n",
"15112 BarCraft naturalbodybuilding \n",
"15113 starcraftnakama DeathProTips \n",
"15114 Naytopia microgreens \n",
"15115 starcraft2clans EatCheapAndHealthy \n",
"15116 AllThingsTerran PronePaddling \n",
"15117 Tumba DepressedRage \n",
"15118 Limu 2Chainz \n",
"15119 DoesAnybodyElse Nicaragua \n",
"15120 allthingsterranbot IndianClubs \n",
"15121 UKStarcraft LifeProTips \n",
"\n",
"[15122 rows x 8 columns]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.DataFrame(subreddits[np.argsort(embedded_coords[:,[0, 1, 44,51,84,50,47,40]], axis=0)[::-1]], \n",
" columns=[\n",
" \"0: big - small\", \n",
" \"1: big - small\",\n",
" \"44: soccer - guns\",\n",
" \"51: programming - food\",\n",
" \"84: music - bikes\", \n",
" \"50: osx - books\",\n",
" \"47: wow - starcraft\", \n",
" \"40: male grooming - life hacks\"\n",
"])\n",
"\n",
"# not shown but also amusing:\n",
"# 14: music - pot\n",
"# 24: science - porn"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# Visualizing these dimensions\n",
"\n",
"* [Bokeh](http://bokeh.pydata.org/) makes it easy to get hover-tooltips!\n",
"* Each dot in our plot will be a subreddit (mouse over to see which one) scaled by size\n",
"* We'll only look at the top 3,500 or so subreddits, for speed"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.12.2\n"
]
}
],
"source": [
"import bokeh.plotting\n",
"print bokeh.__version__"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div class=\"bk-root\">\n",
" <a href=\"http://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
" <span id=\"8f8ba30e-a1ff-4409-a67a-0e23158021c6\">Loading BokehJS ...</span>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"\n",
"(function(global) {\n",
" function now() {\n",
" return new Date();\n",
" }\n",
"\n",
" var force = \"1\";\n",
"\n",
" if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force !== \"\") {\n",
" window._bokeh_onload_callbacks = [];\n",
" window._bokeh_is_loading = undefined;\n",
" }\n",
"\n",
"\n",
" \n",
" if (typeof (window._bokeh_timeout) === \"undefined\" || force !== \"\") {\n",
" window._bokeh_timeout = Date.now() + 5000;\n",
" window._bokeh_failed_load = false;\n",
" }\n",
"\n",
" var NB_LOAD_WARNING = {'data': {'text/html':\n",
" \"<div style='background-color: #fdd'>\\n\"+\n",
" \"<p>\\n\"+\n",
" \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
" \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
" \"</p>\\n\"+\n",
" \"<ul>\\n\"+\n",
" \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
" \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
" \"</ul>\\n\"+\n",
" \"<code>\\n\"+\n",
" \"from bokeh.resources import INLINE\\n\"+\n",
" \"output_notebook(resources=INLINE)\\n\"+\n",
" \"</code>\\n\"+\n",
" \"</div>\"}};\n",
"\n",
" function display_loaded() {\n",
" if (window.Bokeh !== undefined) {\n",
" Bokeh.$(\"#8f8ba30e-a1ff-4409-a67a-0e23158021c6\").text(\"BokehJS successfully loaded.\");\n",
" } else if (Date.now() < window._bokeh_timeout) {\n",
" setTimeout(display_loaded, 100)\n",
" }\n",
" }\n",
"\n",
" function run_callbacks() {\n",
" window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
" delete window._bokeh_onload_callbacks\n",
" console.info(\"Bokeh: all callbacks have finished\");\n",
" }\n",
"\n",
" function load_libs(js_urls, callback) {\n",
" window._bokeh_onload_callbacks.push(callback);\n",
" if (window._bokeh_is_loading > 0) {\n",
" console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
" return null;\n",
" }\n",
" if (js_urls == null || js_urls.length === 0) {\n",
" run_callbacks();\n",
" return null;\n",
" }\n",
" console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
" window._bokeh_is_loading = js_urls.length;\n",
" for (var i = 0; i < js_urls.length; i++) {\n",
" var url = js_urls[i];\n",
" var s = document.createElement('script');\n",
" s.src = url;\n",
" s.async = false;\n",
" s.onreadystatechange = s.onload = function() {\n",
" window._bokeh_is_loading--;\n",
" if (window._bokeh_is_loading === 0) {\n",
" console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
" run_callbacks()\n",
" }\n",
" };\n",
" s.onerror = function() {\n",
" console.warn(\"failed to load library \" + url);\n",
" };\n",
" console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
" }\n",
" };var element = document.getElementById(\"8f8ba30e-a1ff-4409-a67a-0e23158021c6\");\n",
" if (element == null) {\n",
" console.log(\"Bokeh: ERROR: autoload.js configured with elementid '8f8ba30e-a1ff-4409-a67a-0e23158021c6' but no matching script tag was found. \")\n",
" return false;\n",
" }\n",
"\n",
" var js_urls = ['https://cdn.pydata.org/bokeh/release/bokeh-0.12.2.min.js', 'https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.2.min.js', 'https://cdn.pydata.org/bokeh/release/bokeh-compiler-0.12.2.min.js'];\n",
"\n",
" var inline_js = [\n",
" function(Bokeh) {\n",
" Bokeh.set_log_level(\"info\");\n",
" },\n",
" \n",
" function(Bokeh) {\n",
" \n",
" Bokeh.$(\"#8f8ba30e-a1ff-4409-a67a-0e23158021c6\").text(\"BokehJS is loading...\");\n",
" },\n",
" function(Bokeh) {\n",
" console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.2.min.css\");\n",
" Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.2.min.css\");\n",
" console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.2.min.css\");\n",
" Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.2.min.css\");\n",
" }\n",
" ];\n",
"\n",
" function run_inline_js() {\n",
" \n",
" if ((window.Bokeh !== undefined) || (force === \"1\")) {\n",
" for (var i = 0; i < inline_js.length; i++) {\n",
" inline_js[i](window.Bokeh);\n",
" }if (force === \"1\") {\n",
" display_loaded();\n",
" }} else if (Date.now() < window._bokeh_timeout) {\n",
" setTimeout(run_inline_js, 100);\n",
" } else if (!window._bokeh_failed_load) {\n",
" console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
" window._bokeh_failed_load = true;\n",
" } else if (!force) {\n",
" var cell = $(\"#8f8ba30e-a1ff-4409-a67a-0e23158021c6\").parents('.cell').data().cell;\n",
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
" }\n",
"\n",
" }\n",
"\n",
" if (window._bokeh_is_loading === 0) {\n",
" console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
" run_inline_js();\n",
" } else {\n",
" load_libs(js_urls, function() {\n",
" console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
" run_inline_js();\n",
" });\n",
" }\n",
"}(this));"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import bokeh.plotting as bp\n",
"from bokeh.plotting import figure, output_file, show\n",
"from bokeh.models import HoverTool \n",
"bp.output_notebook()\n",
"row_selector = np.where(users_per_subreddit>100)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
" <div class=\"bk-root\">\n",
" <div class=\"plotdiv\" id=\"a1729953-b010-4985-bd05-847d9cc7ea02\"></div>\n",
" </div>\n",
"<script type=\"text/javascript\">\n",
" \n",
" (function(global) {\n",
" function now() {\n",
" return new Date();\n",
" }\n",
" \n",
" var force = \"\";\n",
" \n",
" if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force !== \"\") {\n",
" window._bokeh_onload_callbacks = [];\n",
" window._bokeh_is_loading = undefined;\n",
" }\n",
" \n",
" \n",
" \n",
" if (typeof (window._bokeh_timeout) === \"undefined\" || force !== \"\") {\n",
" window._bokeh_timeout = Date.now() + 0;\n",
" window._bokeh_failed_load = false;\n",
" }\n",
" \n",
" var NB_LOAD_WARNING = {'data': {'text/html':\n",
" \"<div style='background-color: #fdd'>\\n\"+\n",
" \"<p>\\n\"+\n",
" \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
" \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
" \"</p>\\n\"+\n",
" \"<ul>\\n\"+\n",
" \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
" \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
" \"</ul>\\n\"+\n",
" \"<code>\\n\"+\n",
" \"from bokeh.resources import INLINE\\n\"+\n",
" \"output_notebook(resources=INLINE)\\n\"+\n",
" \"</code>\\n\"+\n",
" \"</div>\"}};\n",
" \n",
" function display_loaded() {\n",
" if (window.Bokeh !== undefined) {\n",
" Bokeh.$(\"#a1729953-b010-4985-bd05-847d9cc7ea02\").text(\"BokehJS successfully loaded.\");\n",
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" }\n",
" }\n",
" \n",
" function run_callbacks() {\n",
" window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
" delete window._bokeh_onload_callbacks\n",
" console.info(\"Bokeh: all callbacks have finished\");\n",
" }\n",
" \n",
" function load_libs(js_urls, callback) {\n",
" window._bokeh_onload_callbacks.push(callback);\n",
" if (window._bokeh_is_loading > 0) {\n",
" console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
" return null;\n",
" }\n",
" if (js_urls == null || js_urls.length === 0) {\n",
" run_callbacks();\n",
" return null;\n",
" }\n",
" console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
" window._bokeh_is_loading = js_urls.length;\n",
" for (var i = 0; i < js_urls.length; i++) {\n",
" var url = js_urls[i];\n",
" var s = document.createElement('script');\n",
" s.src = url;\n",
" s.async = false;\n",
" s.onreadystatechange = s.onload = function() {\n",
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" if (window._bokeh_is_loading === 0) {\n",
" console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
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" s.onerror = function() {\n",
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" };\n",
" console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
" }\n",
" };var element = document.getElementById(\"a1729953-b010-4985-bd05-847d9cc7ea02\");\n",
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" console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'a1729953-b010-4985-bd05-847d9cc7ea02' but no matching script tag was found. \")\n",
" return false;\n",
" }\n",
" \n",
" var js_urls = [];\n",
" \n",
" var inline_js = [\n",
" function(Bokeh) {\n",
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" var render_items = [{\"docid\":\"84972cc2-d6d4-4beb-beaa-5a853b8ff189\",\"elementid\":\"a1729953-b010-4985-bd05-847d9cc7ea02\",\"modelid\":\"cca89d0a-2184-428d-952e-20748cea3a10\"}];\n",
" \n",
" Bokeh.embed.embed_items(docs_json, render_items);\n",
" });\n",
" },\n",
" function(Bokeh) {\n",
" }\n",
" ];\n",
" \n",
" function run_inline_js() {\n",
" \n",
" if ((window.Bokeh !== undefined) || (force === \"1\")) {\n",
" for (var i = 0; i < inline_js.length; i++) {\n",
" inline_js[i](window.Bokeh);\n",
" }if (force === \"1\") {\n",
" display_loaded();\n",
" }} else if (Date.now() < window._bokeh_timeout) {\n",
" setTimeout(run_inline_js, 100);\n",
" } else if (!window._bokeh_failed_load) {\n",
" console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
" window._bokeh_failed_load = true;\n",
" } else if (!force) {\n",
" var cell = $(\"#a1729953-b010-4985-bd05-847d9cc7ea02\").parents('.cell').data().cell;\n",
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
" }\n",
" \n",
" }\n",
" \n",
" if (window._bokeh_is_loading === 0) {\n",
" console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
" run_inline_js();\n",
" } else {\n",
" load_libs(js_urls, function() {\n",
" console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
" run_inline_js();\n",
" });\n",
" }\n",
" }(this));\n",
"</script>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"hover = HoverTool(\n",
" tooltips=[\n",
" (\"index\", \"$index\"),\n",
" (\"(x,y)\", \"($x, $y)\"),\n",
" (\"Topic\", \"@subreddit\"),\n",
" ]\n",
" )\n",
"\n",
"plt = bp.figure(plot_width=900, plot_height=700, title=\"Subreddit Map by Most Informative Dimensions\",\n",
" x_axis_label = \"Dimension 0\",\n",
" y_axis_label = \"Dimension 1\",\n",
" tools=[hover, \"pan,wheel_zoom,box_zoom,reset,previewsave\"],\n",
" min_border=1)\n",
"plt.scatter(\n",
" x = embedded_coords[:,0][row_selector],\n",
" y = embedded_coords[:,1][row_selector],\n",
" radius= np.log2(users_per_subreddit[row_selector])/6000, \n",
" source=bp.ColumnDataSource({\"subreddit\": subreddits[row_selector]})\n",
")\n",
"\n",
"\n",
"show(plt)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# bp.figure(plot_width=900, plot_height=700, title=\"Subreddit Map by Most Informative Dimensions\",\n",
"# x_axis_label = \"Dimension 0\",\n",
"# y_axis_label = \"Dimension 1\",\n",
"# tools=\"pan,wheel_zoom,box_zoom,reset,hover,previewsave\",\n",
"# min_border=1)\n",
"# bp.scatter(\n",
"# x = embedded_coords[:,0][row_selector],\n",
"# y = embedded_coords[:,1][row_selector],\n",
"# radius= np.log2(users_per_subreddit[row_selector])/6000, \n",
"# source=bp.ColumnDataSource({\"subreddit\": subreddits[row_selector]})\n",
"# ).select(dict(type=HoverTool)).tooltips = {\"/r/\":\"@subreddit\"}\n",
"# bp.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Hm... let's try some other dimensions!"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
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<\\u2013> Programming (Dimension 51)\",\"formatter\":{\"id\":\"5f7c9b11-9682-46c7-aa16-a08759e62ff4\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"f084ba2b-651b-4118-bf5e-94c6dd022608\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"2cbe611d-16b8-4168-932c-2a4202429483\",\"type\":\"BasicTicker\"}},\"id\":\"66ff4024-141f-471d-92cb-ed10729ba378\",\"type\":\"LinearAxis\"}],\"root_ids\":[\"f084ba2b-651b-4118-bf5e-94c6dd022608\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.2\"}};\n",
" var render_items = [{\"docid\":\"de353b66-b426-44f3-8fa4-dbf208f7e6d6\",\"elementid\":\"defc1ab6-e899-4010-bc58-27b00579b76f\",\"modelid\":\"f084ba2b-651b-4118-bf5e-94c6dd022608\"}];\n",
" \n",
" Bokeh.embed.embed_items(docs_json, render_items);\n",
" });\n",
" },\n",
" function(Bokeh) {\n",
" }\n",
" ];\n",
" \n",
" function run_inline_js() {\n",
" \n",
" if ((window.Bokeh !== undefined) || (force === \"1\")) {\n",
" for (var i = 0; i < inline_js.length; i++) {\n",
" inline_js[i](window.Bokeh);\n",
" }if (force === \"1\") {\n",
" display_loaded();\n",
" }} else if (Date.now() < window._bokeh_timeout) {\n",
" setTimeout(run_inline_js, 100);\n",
" } else if (!window._bokeh_failed_load) {\n",
" console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
" window._bokeh_failed_load = true;\n",
" } else if (!force) {\n",
" var cell = $(\"#defc1ab6-e899-4010-bc58-27b00579b76f\").parents('.cell').data().cell;\n",
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
" }\n",
" \n",
" }\n",
" \n",
" if (window._bokeh_is_loading === 0) {\n",
" console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
" run_inline_js();\n",
" } else {\n",
" load_libs(js_urls, function() {\n",
" console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
" run_inline_js();\n",
" });\n",
" }\n",
" }(this));\n",
"</script>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"hover = HoverTool(\n",
" tooltips=[\n",
" (\"index\", \"$index\"),\n",
" (\"(x,y)\", \"($x, $y)\"),\n",
" (\"Topic\", \"@subreddit\"),\n",
" ]\n",
" )\n",
"\n",
"plt1 = bp.figure(plot_width=900, plot_height=700, title=\"Subreddit Map by Interesting Dimensions\",\n",
" x_axis_label = \"Guns <–> Soccer (Dimension 44)\",\n",
" y_axis_label = \"Food <–> Programming (Dimension 51)\",\n",
" tools=[hover, \"pan,wheel_zoom,box_zoom,reset,previewsave\"],\n",
" min_border=1)\n",
"plt1.scatter(\n",
" x = embedded_coords[:,44][row_selector],\n",
" y = embedded_coords[:,51][row_selector],\n",
" radius= np.log2(users_per_subreddit[row_selector])/6000, \n",
" source=bp.ColumnDataSource({\"subreddit\": subreddits[row_selector]})\n",
")\n",
"show(plt1)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"\n",
"# bp.figure(plot_width=900, plot_height=700, title=\"Subreddit Map by Interesting Dimensions\",\n",
"# x_axis_label = \"Guns <–> Soccer (Dimension 44)\",\n",
"# y_axis_label = \"Food <–> Programming (Dimension 51)\",\n",
"# tools=\"pan,wheel_zoom,box_zoom,reset,hover,previewsave\",\n",
"# min_border=1)\n",
"# bp.scatter(\n",
"# x = embedded_coords[:,44][row_selector],\n",
"# y = embedded_coords[:,51][row_selector],\n",
"# radius= np.log2(users_per_subreddit[row_selector])/6000, \n",
"# source=bp.ColumnDataSource({\"subreddit\": subreddits[row_selector]})\n",
"# ).select(dict(type=HoverTool)).tooltips = {\"/r/\":\"@subreddit\"}\n",
"# bp.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# Can we add some colour?\n",
"\n",
"* Would be nice to colour-code these dots by overall topic\n",
"* 20 colours is probably on the upper end of what we can perceive effectively in a single plot\n",
"\n",
"## Clustering\n",
"\n",
"* Family of algorithms for grouping items into buckets\n",
"* `scikit-learn` has a [clustering package](http://scikit-learn.org/stable/modules/clustering.html)\n",
"\n",
"<img src=\"clustering.png\">"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# We'll use `KMeans`\n",
"\n",
"* [KMeans](http://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html) from `scikit-learn`\n",
"* Take K points and try to distribute them in the space so that they sit in the middle of clusters, i.e. close to the mean"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Wall time: 17.7 s\n"
]
}
],
"source": [
"%%time\n",
"\n",
"from scipy.stats import rankdata\n",
"embedded_ranks = np.array([rankdata(c) for c in embedded_coords.T]).T\n",
"\n",
"from sklearn.cluster import KMeans\n",
"n_clusters = 20\n",
"km = KMeans(n_clusters)\n",
"clusters = km.fit_predict(embedded_ranks)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>3</th>\n",
" <th>4</th>\n",
" <th>5</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>guns</td>\n",
" <td>Military</td>\n",
" <td>knives</td>\n",
" <td>EDC</td>\n",
" <td>airsoft</td>\n",
" <td>MilitaryPorn</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Libertarian</td>\n",
" <td>conspiracy</td>\n",
" <td>MensRights</td>\n",
" <td>philosophy</td>\n",
" <td>Economics</td>\n",
" <td>PoliticalDiscussion</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>offbeat</td>\n",
" <td>photography</td>\n",
" <td>travel</td>\n",
" <td>space</td>\n",
" <td>itookapicture</td>\n",
" <td>entertainment</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Games</td>\n",
" <td>starcraft</td>\n",
" <td>Diablo</td>\n",
" <td>wow</td>\n",
" <td>battlefield3</td>\n",
" <td>DotA2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>fffffffuuuuuuuuuuuu</td>\n",
" <td>Minecraft</td>\n",
" <td>gifs</td>\n",
" <td>pokemon</td>\n",
" <td>skyrim</td>\n",
" <td>buildapc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>reddit.com</td>\n",
" <td>technology</td>\n",
" <td>science</td>\n",
" <td>askscience</td>\n",
" <td>news</td>\n",
" <td>sex</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>lgbt</td>\n",
" <td>ladybonersgw</td>\n",
" <td>gaybros</td>\n",
" <td>gaymers</td>\n",
" <td>ainbow</td>\n",
" <td>actuallesbians</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>AskReddit</td>\n",
" <td>funny</td>\n",
" <td>pics</td>\n",
" <td>WTF</td>\n",
" <td>gaming</td>\n",
" <td>AdviceAnimals</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>nfl</td>\n",
" <td>soccer</td>\n",
" <td>nba</td>\n",
" <td>hockey</td>\n",
" <td>fantasyfootball</td>\n",
" <td>baseball</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>TwoXChromosomes</td>\n",
" <td>relationships</td>\n",
" <td>AskWomen</td>\n",
" <td>tattoos</td>\n",
" <td>cats</td>\n",
" <td>LadyBoners</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>programming</td>\n",
" <td>geek</td>\n",
" <td>linux</td>\n",
" <td>talesfromtechsupport</td>\n",
" <td>learnprogramming</td>\n",
" <td>sysadmin</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>cars</td>\n",
" <td>motorcycles</td>\n",
" <td>battlestations</td>\n",
" <td>Autos</td>\n",
" <td>formula1</td>\n",
" <td>aviation</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>gonewild</td>\n",
" <td>gentlemanboners</td>\n",
" <td>nsfw</td>\n",
" <td>RealGirls</td>\n",
" <td>gonewildcurvy</td>\n",
" <td>NSFW_GIF</td>\n",
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" <tr>\n",
" <th>13</th>\n",
" <td>doctorwho</td>\n",
" <td>thewalkingdead</td>\n",
" <td>anime</td>\n",
" <td>magicTCG</td>\n",
" <td>comics</td>\n",
" <td>halo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>DIY</td>\n",
" <td>bicycling</td>\n",
" <td>beer</td>\n",
" <td>running</td>\n",
" <td>Parenting</td>\n",
" <td>Homebrewing</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>cringepics</td>\n",
" <td>cringe</td>\n",
" <td>mildlyinteresting</td>\n",
" <td>4chan</td>\n",
" <td>JusticePorn</td>\n",
" <td>reactiongifs</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Guitar</td>\n",
" <td>listentothis</td>\n",
" <td>WeAreTheMusicMakers</td>\n",
" <td>Metal</td>\n",
" <td>electronicmusic</td>\n",
" <td>dubstep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>mylittlepony</td>\n",
" <td>gamegrumps</td>\n",
" <td>MLPLounge</td>\n",
" <td>homestuck</td>\n",
" <td>furry</td>\n",
" <td>ClopClop</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>bestof</td>\n",
" <td>Christianity</td>\n",
" <td>TrueReddit</td>\n",
" <td>OkCupid</td>\n",
" <td>AskHistorians</td>\n",
" <td>SubredditDrama</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Drugs</td>\n",
" <td>hiphopheads</td>\n",
" <td>woahdude</td>\n",
" <td>drunk</td>\n",
" <td>longboarding</td>\n",
" <td>LucidDreaming</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 0 1 2 \\\n",
"0 guns Military knives \n",
"1 Libertarian conspiracy MensRights \n",
"2 offbeat photography travel \n",
"3 Games starcraft Diablo \n",
"4 fffffffuuuuuuuuuuuu Minecraft gifs \n",
"5 reddit.com technology science \n",
"6 lgbt ladybonersgw gaybros \n",
"7 AskReddit funny pics \n",
"8 nfl soccer nba \n",
"9 TwoXChromosomes relationships AskWomen \n",
"10 programming geek linux \n",
"11 cars motorcycles battlestations \n",
"12 gonewild gentlemanboners nsfw \n",
"13 doctorwho thewalkingdead anime \n",
"14 DIY bicycling beer \n",
"15 cringepics cringe mildlyinteresting \n",
"16 Guitar listentothis WeAreTheMusicMakers \n",
"17 mylittlepony gamegrumps MLPLounge \n",
"18 bestof Christianity TrueReddit \n",
"19 Drugs hiphopheads woahdude \n",
"\n",
" 3 4 5 \n",
"0 EDC airsoft MilitaryPorn \n",
"1 philosophy Economics PoliticalDiscussion \n",
"2 space itookapicture entertainment \n",
"3 wow battlefield3 DotA2 \n",
"4 pokemon skyrim buildapc \n",
"5 askscience news sex \n",
"6 gaymers ainbow actuallesbians \n",
"7 WTF gaming AdviceAnimals \n",
"8 hockey fantasyfootball baseball \n",
"9 tattoos cats LadyBoners \n",
"10 talesfromtechsupport learnprogramming sysadmin \n",
"11 Autos formula1 aviation \n",
"12 RealGirls gonewildcurvy NSFW_GIF \n",
"13 magicTCG comics halo \n",
"14 running Parenting Homebrewing \n",
"15 4chan JusticePorn reactiongifs \n",
"16 Metal electronicmusic dubstep \n",
"17 homestuck furry ClopClop \n",
"18 OkCupid AskHistorians SubredditDrama \n",
"19 drunk longboarding LucidDreaming "
]
},
"execution_count": 15,
"metadata": {},
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}
],
"source": [
"pd.DataFrame( [subreddits[clusters == i][users_per_subreddit[clusters == i].argsort()[-6:][::-1]] for i in range(n_clusters)] )"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# Visualization in Technicolour\n",
"\n",
"* This time we'll colour-code each dot by cluster"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
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},
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