{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "import sys, os\n",
    "sys.path.append('/Users/arimorcos/Github/getRedditDataset/')\n",
    "#sys.path.append('D:\\Documents\\GitHub\\getRedditDataset')\n",
    "#from celebReddit import countWords\n",
    "import redditDB\n",
    "import datetime\n",
    "import praw\n",
    "from matplotlib import pyplot as pp\n",
    "from matplotlib import colorbar as cb\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import numpy as np\n",
    "import pandas as PD\n",
    "import scipy\n",
    "from scipy import spatial\n",
    "from sklearn import cluster, decomposition\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def addCopyright(ax, xOffset=0, yOffset=0):\n",
    "    year = datetime.date.today().year\n",
    "    if any([i == '_axis3don' for i in dir(ax)]):\n",
    "        ax.text(0 + xOffset, -.05 + yOffset, 0, r'$\\copyright$ Ari Morcos  ' + str(year), transform=ax.transAxes)\n",
    "    else: \n",
    "        ax.text(0 + xOffset, -.05 + yOffset, r'$\\copyright$ Ari Morcos  ' + str(year), transform=ax.transAxes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "\"\"\" Establish database connection \"\"\"\n",
    "db = redditDB.RedditDB('March2-8_Top200')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "\"\"\" Get comments from subreddits \"\"\"\n",
    "if not os.path.isfile('popSubs.npy'):\n",
    "    subList = praw.Reddit(user_agent='pop').get_popular_subreddits(limit=200)\n",
    "    subList = [sub.display_name for sub in subList]\n",
    "    np.save('popSubs.npy', subList)\n",
    "else:\n",
    "    subList = list(np.load('popSubs.npy'))\n",
    "comments = db.getSubredditCommentText(subList[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "\"\"\" Strip formatting \"\"\" \n",
    "comments = [''.join(s for s in comment if ord(s)>31 and ord(s)<126) for comment in comments]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "\"\"\" Enumerate words to get list and values \"\"\"\n",
    "def countNWords(allWords):\n",
    "    wordCounts = {}\n",
    "    for word in allWords:\n",
    "        if word in wordCounts:\n",
    "            wordCounts[word] += 1 \n",
    "        else: \n",
    "            wordCounts[word] = 1\n",
    "    return wordCounts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "\"\"\" Concatenate all comments together and split into individual words \"\"\" \n",
    "allComments = \" \".join(comments)\n",
    "allWords = allComments.split()\n",
    "allWords = [word.lower() for word in allWords]\n",
    "wordCounts = countNWords(allWords)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "\"\"\" sort by values and get 100 most frequent words\"\"\" \n",
    "sortedWords = sorted(wordCounts, key=wordCounts.get, reverse=True)\n",
    "mostFreqWords = sortedWords[0:100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "freqWordCounts = [wordCounts[word] for word in mostFreqWords]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "reload = False\n",
    "usedSubs = subList[0:50]\n",
    "\n",
    "if not os.path.isfile('allCounts.npy') or reload:\n",
    "\n",
    "    allCounts = np.zeros(shape=(len(mostFreqWords) ,len(usedSubs)))\n",
    "    subInd = 0\n",
    "    for sub in usedSubs: \n",
    "\n",
    "        # get comments \n",
    "        comments = db.getSubredditCommentText(sub)\n",
    "        comments = [''.join(s for s in comment if ord(s)>31 and ord(s)<126) for comment in comments]\n",
    "\n",
    "        # convert to all words\n",
    "        allComments = \" \".join(comments)\n",
    "        allWords = allComments.split()\n",
    "        allWords = [word.lower() for word in allWords]\n",
    "\n",
    "        # count words \n",
    "        wordCounts = countNWords(allWords)\n",
    "\n",
    "        # get total words \n",
    "        totWords = float(len(allWords))\n",
    "\n",
    "        # get freqWordCounts \n",
    "        freqWordCounts = [wordCounts[word] if word in wordCounts else 0 for word in mostFreqWords ]\n",
    "        freqWordCounts = [i/totWords for i in freqWordCounts]\n",
    "\n",
    "        # concatenate \n",
    "        allCounts[:,subInd] = freqWordCounts\n",
    "\n",
    "        # increment subInd\n",
    "        subInd += 1    \n",
    "        \n",
    "    # save\n",
    "    np.save('allCounts',allCounts)\n",
    "else:\n",
    "    allCounts = np.load('allCounts.npy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "\"\"\" get pairwise distance \"\"\"\n",
    "normMax = np.max(allCounts, axis=1)\n",
    "normCounts = np.transpose(np.divide(np.transpose(allCounts), normMax))\n",
    "distVec = spatial.distance.pdist(np.transpose(normCounts), 'euclidean')\n",
    "distMat = spatial.distance.squareform(distVec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 Most Frequent Words\n",
      "1: the\n",
      "2: a\n",
      "3: to\n",
      "4: i\n",
      "5: and\n",
      "6: of\n",
      "7: is\n",
      "8: you\n",
      "9: that\n",
      "10: it\n",
      "11: in\n",
      "12: this\n",
      "13: for\n",
      "14: was\n",
      "15: on\n",
      "16: my\n",
      "17: have\n",
      "18: like\n",
      "19: with\n",
      "20: not\n",
      "21: be\n",
      "22: just\n",
      "23: but\n",
      "24: are\n",
      "25: they\n",
      "26: it's\n",
      "27: he\n",
      "28: your\n",
      "29: if\n",
      "30: so\n",
      "31: at\n",
      "32: as\n",
      "33: or\n",
      "34: what\n",
      "35: one\n",
      "36: me\n",
      "37: all\n",
      "38: get\n",
      "39: don't\n",
      "40: would\n",
      "41: can\n",
      "42: i'm\n",
      "43: when\n",
      "44: from\n",
      "45: an\n",
      "46: about\n",
      "47: do\n",
      "48: we\n",
      "49: his\n",
      "50: out\n",
      "51: up\n",
      "52: how\n",
      "53: no\n",
      "54: people\n",
      "55: that's\n",
      "56: more\n",
      "57: think\n",
      "58: there\n",
      "59: some\n",
      "60: because\n",
      "61: know\n",
      "62: had\n",
      "63: has\n",
      "64: who\n",
      "65: by\n",
      "66: only\n",
      "67: their\n",
      "68: she\n",
      "69: then\n",
      "70: really\n",
      "71: than\n",
      "72: them\n",
      "73: it.\n",
      "74: will\n",
      "75: you're\n",
      "76: see\n",
      "77: even\n",
      "78: why\n",
      "79: got\n",
      "80: time\n",
      "81: did\n",
      "82: were\n",
      "83: make\n",
      "84: could\n",
      "85: good\n",
      "86: go\n",
      "87: never\n",
      "88: her\n",
      "89: been\n",
      "90: those\n",
      "91: still\n",
      "92: other\n",
      "93: where\n",
      "94: actually\n",
      "95: also\n",
      "96: much\n",
      "97: looks\n",
      "98: going\n",
      "99: want\n",
      "100: didn't\n"
     ]
    }
   ],
   "source": [
    "\"\"\" print top words \"\"\" \n",
    "print '100 Most Frequent Words'\n",
    "for word, ind in zip(mostFreqWords, range(len(mostFreqWords))):\n",
    "    print str(ind+1) + ': ' + word "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
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       "AElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11fa1df90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "fig, ax = pp.subplots()\n",
    "fig.set_figheight(15)\n",
    "fig.set_figwidth(15)\n",
    "axMat = ax.matshow(distMat)\n",
    "ax.set_xticks(range(len(distMat)))\n",
    "ax.set_xticklabels(subList, rotation=90);\n",
    "ax.set_yticks(range(len(distMat)))\n",
    "ax.set_yticklabels(subList);\n",
    "cbar = fig.colorbar(axMat, shrink=0.8)\n",
    "cbar.set_label('Euclidean distance')\n",
    "addCopyright(ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pics, WTF: 0.543759113231\n",
      "worldnews, politics: 0.599345581854\n",
      "leagueoflegends, DotA2: 0.601210671981\n",
      "funny, WTF: 0.602313380524\n",
      "funny, gifs: 0.621706933305\n",
      "gifs, videos: 0.626716585181\n",
      "funny, pics: 0.640588437023\n",
      "funny, videos: 0.651860141535\n",
      "WTF, videos: 0.693787405031\n",
      "worldnews, news: 0.703743248721\n",
      "news, politics: 0.706332605302\n",
      "GlobalOffensive, DotA2: 0.70882878253\n",
      "pics, videos: 0.710356004246\n",
      "leagueoflegends, GlobalOffensive: 0.716566799853\n",
      "pics, gifs: 0.717228536034\n",
      "gifs, WTF: 0.723489229483\n",
      "soccer, nba: 0.751889065628\n",
      "pics, mildlyinteresting: 0.783822840038\n",
      "gaming, pokemon: 0.796209985884\n",
      "nfl, hockey: 0.799350222545\n",
      "soccer, hockey: 0.821293217825\n",
      "nba, nfl: 0.827574873963\n",
      "WTF, mildlyinteresting: 0.841931458449\n",
      "nba, hockey: 0.856905008487\n",
      "funny, Jokes: 0.887100200675\n",
      "news, atheism: 0.924369948462\n",
      "funny, mildlyinteresting: 0.925252089592\n",
      "funny, reactiongifs: 0.931403241427\n",
      "DotA2, hearthstone: 0.934018748533\n",
      "leagueoflegends, hearthstone: 0.965835121013\n"
     ]
    }
   ],
   "source": [
    "\"\"\" Plot most 10 most similar pairs\"\"\"\n",
    "x = distMat.copy()\n",
    "np.fill_diagonal(x, np.inf)\n",
    "for ind in range(30):\n",
    "    minInd = np.argmin(x)\n",
    "    inds = np.unravel_index(minInd, distMat.shape)\n",
    "    print usedSubs[inds[0]] + ', ' + usedSubs[inds[1]] + ': ' + str(x[inds])\n",
    "    x[inds] = np.inf\n",
    "    x[inds[1], inds[0]] = np.inf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "thewalkingdead, circlejerk: 3.72546853929\n",
      "gentlemanboners, circlejerk: 3.63429059482\n",
      "Celebs, circlejerk: 3.51177898884\n",
      "atheism, circlejerk: 3.45955903137\n",
      "tumblr, circlejerk: 3.45577212578\n",
      "CitiesSkylines, circlejerk: 3.45192167389\n",
      "DestinyTheGame, circlejerk: 3.4319856229\n",
      "nba, circlejerk: 3.42767314984\n",
      "cringepics, circlejerk: 3.42654051308\n",
      "nfl, circlejerk: 3.4203558873\n",
      "TrollXChromosomes, circlejerk: 3.40431403526\n",
      "tifu, circlejerk: 3.3686961706\n",
      "technology, circlejerk: 3.34521983014\n",
      "GlobalOffensive, circlejerk: 3.33084585987\n",
      "science, circlejerk: 3.32799725149\n",
      "Showerthoughts, circlejerk: 3.32153626566\n",
      "trees, circlejerk: 3.32067892558\n",
      "SquaredCircle, circlejerk: 3.32063189186\n",
      "worldnews, circlejerk: 3.30517637544\n",
      "TumblrInAction, circlejerk: 3.30423636681\n",
      "reactiongifs, circlejerk: 3.28984964383\n",
      "woahdude, circlejerk: 3.28281824828\n",
      "soccer, circlejerk: 3.28108418512\n",
      "movies, circlejerk: 3.27862732158\n",
      "news, circlejerk: 3.26794021605\n",
      "fatpeoplehate, circlejerk: 3.26387350263\n",
      "leagueoflegends, circlejerk: 3.26382575757\n",
      "gaming, circlejerk: 3.26274468077\n",
      "worldnews, gentlemanboners: 3.25785124757\n",
      "politics, gentlemanboners: 3.25149424013\n"
     ]
    }
   ],
   "source": [
    "\"\"\" Plot most 10 most dissimilar pairs\"\"\"\n",
    "x = distMat.copy()\n",
    "np.fill_diagonal(x, -1*np.inf)\n",
    "for ind in range(30):\n",
    "    maxInd = np.argmax(x)\n",
    "    inds = np.unravel_index(maxInd, distMat.shape)\n",
    "    print usedSubs[inds[0]] + ', ' + usedSubs[inds[1]] + ': ' + str(x[inds])\n",
    "    x[inds] = -1*np.inf\n",
    "    x[inds[1], inds[0]] = -1*np.inf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "\"\"\" perform pca \"\"\"\n",
    "pcaObj = decomposition.PCA()\n",
    "reducedCounts = pcaObj.fit_transform(normCounts.transpose())[:,0:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11f489e50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\" plot cumsum of variance explained \"\"\" \n",
    "varExp = np.cumsum(pcaObj.explained_variance_ratio_)\n",
    "fig = pp.figure(figsize=(15,15))\n",
    "ax = pp.subplot()\n",
    "ax.plot(varExp, marker='o');\n",
    "ax.set_xlabel(\"Number of principal components\")\n",
    "ax.set_ylabel(\"Cumulative variance explained\")\n",
    "ax.set_ylim(bottom=0, top=1)\n",
    "for item in ([ax.title, ax.xaxis.label, ax.yaxis.label] +\n",
    "                 ax.get_xticklabels() + ax.get_yticklabels()):\n",
    "        item.set_fontsize(20)\n",
    "addCopyright(ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\" cluster points \"\"\"\n",
    "apObj = cluster.AffinityPropagation(damping=0.75)\n",
    "apObj.fit(reducedCounts);\n",
    "len(set(apObj.labels_))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "+wAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b0a4d10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot 3d\n",
    "#%matplotlib qt\n",
    "%matplotlib inline\n",
    "fig = pp.figure(figsize=(15,15))\n",
    "ax = pp.subplot(projection='3d')\n",
    "ax.scatter(reducedCounts[:,0], reducedCounts[:,1], reducedCounts[:,2], s=120, c=apObj.labels_)\n",
    "ax.set_xlabel('PC1'); ax.set_ylabel('PC2'); ax.set_zlabel('PC3')\n",
    "for item in ([ax.title, ax.xaxis.label, ax.yaxis.label, ax.zaxis.label] +\n",
    "                 ax.get_xticklabels() + ax.get_yticklabels() + ax.get_zticklabels()):\n",
    "        item.set_fontsize(20)\n",
    "addCopyright(ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
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      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10af43b50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "#plot 2d \n",
    "fig = pp.figure(figsize=(15,15))\n",
    "ax2 = pp.subplot()\n",
    "ax2.scatter(reducedCounts[:,0], reducedCounts[:,1], s=50, c=apObj.labels_)\n",
    "ax2.set_xlabel('PC1'); ax2.set_ylabel('PC2')\n",
    "\n",
    "# get distance between all points\n",
    "dists = spatial.distance.squareform(spatial.distance.pdist(reducedCounts[:,0:2], 'euclidean'))\n",
    "np.fill_diagonal(dists,np.inf)\n",
    "\n",
    "# label points \n",
    "for point in range(len(usedSubs)):\n",
    "    yOffset = 0\n",
    "    if any(np.argwhere(dists[point,:] < 0.05)):\n",
    "        yOffset = 0.01\n",
    "        if reducedCounts[point,1] < reducedCounts[np.argwhere(dists[point,:] < 0.05),1]:\n",
    "            yOffset = -1*yOffset\n",
    "    if point == 37 or point == 23:  # ALL THE KLUGE\n",
    "        yOffset = -0.02\n",
    "    elif point == 27:\n",
    "        yOffset = 0.02\n",
    "    ax2.text(reducedCounts[point,0]+0.02, reducedCounts[point,1]+yOffset, usedSubs[point],\n",
    "             size=10, rotation=0, va='center', ha='left')\n",
    "for item in ([ax2.title, ax2.xaxis.label, ax2.yaxis.label] +\n",
    "                 ax2.get_xticklabels() + ax2.get_yticklabels()):\n",
    "        item.set_fontsize(20)\n",
    "ax2.set_xlim(left=-1.6, right=1.6)\n",
    "addCopyright(ax2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "\"\"\" animate \"\"\" \n",
    "shouldSave = False\n",
    "\n",
    "def animate(i, ax):\n",
    "    newVal = i*5\n",
    "    if newVal > 360:\n",
    "        newVal = 0\n",
    "    ax.azim = newVal\n",
    "\n",
    "import matplotlib.animation as animation\n",
    "%matplotlib qt\n",
    "%pylab qt\n",
    "fig = pp.figure(figsize=(10,10))\n",
    "ax = pp.subplot(projection='3d')\n",
    "ax.scatter(reducedCounts[:,0], reducedCounts[:,1], reducedCounts[:,2], s=120, c=apObj.labels_)\n",
    "ax.set_xlabel('PC1'); ax.set_ylabel('PC2'); ax.set_zlabel('PC3')\n",
    "for item in ([ax.title, ax.xaxis.label, ax.yaxis.label, ax.zaxis.label] +\n",
    "                 ax.get_xticklabels() + ax.get_yticklabels() + ax.get_zticklabels()):\n",
    "        item.set_fontsize(20)\n",
    "addCopyright(ax)\n",
    "ax.elev = 20\n",
    "ani = animation.FuncAnimation(fig, animate, fargs=[ax], frames=range(int(72)), interval=175)\n",
    "\n",
    "if shouldSave: \n",
    "    pp.rcParams['animation.ffmpeg_path'] = 'C:\\\\FFMPEG\\\\bin\\\\ffmpeg.exe'\n",
    "    pp.rcParams['animation.mencoder_path'] = 'C:\\\\Mencoder\\\\mencoder.exe'\n",
    "    Writer = animation.FFMpegWriter()\n",
    "    ani.save('D:\\\\Dropbox\\\\Website\\\\Blog Posts\\\\201503\\\\Clustering subreddits\\\\pc3DAnimation.avi', \n",
    "             writer=Writer, dpi=300, savefig_kwargs={'transparent': True})\n",
    "    print('Saved file: complete!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "\"\"\" plot normalized word distribution \"\"\" \n",
    "def plotBarNormFreq(normCounts, barSubs, usedSubs):\n",
    "\n",
    "    # get meanCounts \n",
    "    meanNormCounts = np.mean(normCounts, axis=1)\n",
    "\n",
    "    #generate colors \n",
    "    colors = 'brgmy'\n",
    "\n",
    "    fig, ax = pp.subplots(figsize=(15,15))\n",
    "    handles = []\n",
    "    width = 1./(len(barSubs))\n",
    "    for sub, ind in zip(barSubs, range(len(barSubs))):\n",
    "\n",
    "        # normalize \n",
    "        tempNorm = normCounts[:,usedSubs.index(barSubs[ind])]/meanNormCounts\n",
    "\n",
    "        # sort \n",
    "        sortedNorm = sorted(tempNorm, reverse=True)\n",
    "        sortOrder = [i[0] for i in sorted(enumerate(tempNorm), key=lambda x:x[1], reverse=True)]\n",
    "\n",
    "        # plot bar \n",
    "        handles.append(ax.bar([i + -0.5*width + width*ind for i in range(len(mostFreqWords))], \n",
    "                               sortedNorm, width=width, color=colors[ind], align='center'))\n",
    "        \n",
    "    # plot chance line \n",
    "    ax.plot([0, len(mostFreqWords)], [1, 1], ls='--', color='k')\n",
    "\n",
    "    # label axes \n",
    "    ax.set_ylabel('Normalized word frequency')\n",
    "    ax.set_xticks(range(len(mostFreqWords)));\n",
    "    ax.set_xticklabels([mostFreqWords[i] for i in sortOrder], rotation=-90);\n",
    "    ax.set_xlim(left=0-0.5*width, right=len(mostFreqWords)-0.5*width);\n",
    "    ax.set_title(\", \".join(barSubs) + ' Normalized Word Frequency')\n",
    "    for item in ([ax.title, ax.xaxis.label, ax.yaxis.label] +\n",
    "                 ax.get_yticklabels()):\n",
    "        item.set_fontsize(20)\n",
    "    if len(barSubs) > 1:\n",
    "        ax.legend(handles, barSubs, loc='upper right');\n",
    "    addCopyright(ax, yOffset=-0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "WUwahUmSJEmSJEmSJLOYNAqTJEmSJEmSJElmMf8P2RVw/o/vCcYAAAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111b55650>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "plotBarNormFreq(normCounts, ['gentlemanboners','Celebs'], usedSubs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
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       "vv4f05hUwDrMZ6QAAAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11f75d890>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotBarNormFreq(normCounts, ['nfl'], usedSubs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fcab990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotBarNormFreq(normCounts, ['TrollXChromosomes'], usedSubs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "AAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115fd7490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotBarNormFreq(normCounts, ['pcmasterrace'], usedSubs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "kiRJkvQljcYkSZIkSZIkSZKkL/8PwZwumZrJGbsAAAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ef30f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotBarNormFreq(normCounts, ['circlejerk'], usedSubs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "AAAAAElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11fdd8550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotBarNormFreq(normCounts, ['science'], usedSubs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "kiRJkiTJQNJoTJIkSZIkSZIkSQby/wE0miQI+wE25wAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b5f75d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotBarNormFreq(normCounts, ['movies'], usedSubs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
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      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11f927190>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\" plot pcs themselves \"\"\" \n",
    "%matplotlib inline\n",
    "pcaObj.components_\n",
    "\n",
    "barSubs = ['PC 1', 'PC 2', 'PC 3']\n",
    "barSubs = ['PC 1']\n",
    "\n",
    "\n",
    "#generate colors \n",
    "colors = 'brgmy'\n",
    "\n",
    "fig, ax = pp.subplots(figsize=(15,15))\n",
    "handles = []\n",
    "width = 1\n",
    "for sub, ind in zip(barSubs, range(len(barSubs))):\n",
    "\n",
    "    # normalize \n",
    "    tempNorm = np.sum(np.abs(pcaObj.components_[0:2,:]), axis=0)\n",
    "    \n",
    "    # sort \n",
    "    sortedNorm = sorted(tempNorm, reverse=True)\n",
    "    sortOrder = [i[0] for i in sorted(enumerate(tempNorm), key=lambda x:x[1], reverse=True)]\n",
    "\n",
    "    # plot bar \n",
    "    handles.append(ax.bar([i + ind for i in range(len(mostFreqWords))], \n",
    "                           sortedNorm, width=width, color=colors[ind], align='center'))\n",
    "\n",
    "# label axes \n",
    "ax.set_ylabel('Summed principal component contribution (a.u.)')\n",
    "ax.set_xticks(range(len(mostFreqWords)));\n",
    "ax.set_xticklabels([mostFreqWords[i] for i in sortOrder], rotation=-90);\n",
    "ax.set_xlim(left=0-0.5*width, right=len(mostFreqWords)-0.5*width);\n",
    "#ax.set_title('PC contributions')\n",
    "for item in ([ax.title, ax.xaxis.label, ax.yaxis.label] +\n",
    "             ax.get_yticklabels()):\n",
    "    item.set_fontsize(20)\n",
    "addCopyright(ax, yOffset=-0.02)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
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