Tweet Clustering scikit-learn-Experimental-ROB.ipynb

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 "metadata": {
  "name": "Tweet Clustering scikit-learn-Experimental-ROB"
 },
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 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "raw",
     "metadata": {},
     "source": [
      "To Do:\n",
      "\n",
      "Support family of solvers\n",
      "    DBScan\n",
      "    Hierarchical\n",
      "    OPTICS?\n",
      "    \n",
      "    K-MEANS - DONE\n",
      "    Mini-batch K-MEANS - DONE\n",
      "    \n",
      "Feature Extractions and Feature Selection\n",
      "    TF-IDF\n",
      "\n",
      "Evaluation:\n",
      "    Silhouette - DONE\n",
      "\n",
      "Reporting\n",
      "    Include cluster centroid for each group-- Done\n",
      "    \n",
      "other:  Can we use centroid values as basis to remove certain features with low centroid value\n",
      "-- perhaps in a training phase.\n",
      "-- may be able to accomplish this by zeroing out value in matrix, then re-running test."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import sys\n",
      "import cPickle as pickle\n",
      "import pprint\n",
      "import collections\n",
      "#import nltk\n",
      "#from nltk.stem import WordNetLemmatizer\n",
      "sys.path.append('/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/')\n",
      "sys.path.append('/Users/doug/SW_Dev/NLTK_Experiments/')\n",
      "\n",
      "from sklearn.feature_extraction import DictVectorizer\n",
      "from sklearn.feature_extraction.text import TfidfTransformer\n",
      "from sklearn.cluster import KMeans, MiniBatchKMeans\n",
      "from sklearn import metrics\n",
      "from sklearn.metrics import pairwise_distances\n",
      "import math\n",
      "import numpy as np\n",
      "\n",
      "#import cmu_tweet_word_clusters\n",
      "import my_feature_ex as fx"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "skipped:  111010100010\t\t212\n",
        "\n"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "raw",
     "metadata": {},
     "source": [
      "Tweet Clustering using scikit-learn library"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def tokens2dict (tokens, exclude=[]):\n",
      "    \"\"\"used to convert features to DictVectorizer compatible format\"\"\"\n",
      "    result = {}\n",
      "    for t in tokens:\n",
      "        if t not in exclude:\n",
      "            result[t]=True\n",
      "    return result"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def gen_feature_matrix(tweets,tfidf=False, exclude=[]):\n",
      "    \"\"\"Converts set of tweets with tokenized values into feature matrix\"\"\"\n",
      "    \n",
      "    vectorizer = DictVectorizer()\n",
      "    feat_matrix = vectorizer.fit_transform([tokens2dict(tweet['tokens'], exclude=exclude) for tweet in tweets])\n",
      "    #print feat_matrix.toarray()\n",
      "    #print vectorizer.get_feature_names()\n",
      "    \n",
      "    if tfidf:\n",
      "        feat_matrix = TfidfTransformer().fit_transform(feat_matrix).toarray()\n",
      "        \n",
      "    return feat_matrix, vectorizer.get_feature_names()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def clusterize_matrix(feat_matrix,batch=False,k=False):\n",
      "    if not k:\n",
      "        # setting k based on rule of thumb:\n",
      "        # source: http://en.wikipedia.org/wiki/Determining_the_number_of_clusters_in_a_data_set#Rule_of_thumb\n",
      "        k = int(math.sqrt(feat_matrix.shape[0]/2))\n",
      "    if batch:\n",
      "        km = MiniBatchKMeans(n_clusters=k, init='k-means++', init_size=3*k,verbose=False)\n",
      "    else:\n",
      "        km = KMeans(n_clusters=k, init='k-means++', max_iter=100, n_init=1,\n",
      "                    verbose=False)\n",
      "        \n",
      "    km.fit(feat_matrix)\n",
      "    groupings = km.labels_\n",
      "    cluster_centers = km.cluster_centers_\n",
      "    sil_score = metrics.silhouette_score(feat_matrix, groupings, metric='euclidean')\n",
      "    \n",
      "    #print 'score: {}'.format(sil_score)\n",
      "    return groupings, sil_score, cluster_centers"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def analyze_features(tweets,feat_matrix, groupings,cluster_centers,feature_names,threshold=0):\n",
      "\n",
      "    groups = collections.defaultdict(list)\n",
      "    for tweet_idx, cluster in enumerate(groupings):\n",
      "        groups[cluster].append(tweet_idx)\n",
      "    \n",
      "    samples = metrics.silhouette_samples(feat_matrix, groupings)\n",
      "    #feature_ratings = collections.defaultdict(lambda: {'min_cid':-1, 'min_coef':0, 'min_sil':-1, 'max_cid':-1, 'max_coef':0, 'max_sil':-1,})\n",
      "    feature_ratings = collections.defaultdict(lambda: {'cid':-1, 'coef':0, 'sil':-1})\n",
      "    \n",
      "    #feature_ratings = {}\n",
      "        \n",
      "    #print 'samples len: ', len(samples)\n",
      "   \n",
      "    for cid, cluster in groups.items():\n",
      "        if len(cluster) > 1:    #ignore single entry clusters\n",
      "            cluster_sil = np.mean([samples[i] for i in cluster])\n",
      "            features = [(feature_names[fnum], coef) for fnum, coef in enumerate(cluster_centers[cid])]\n",
      "            for fname, coef in features:\n",
      "                if coef > feature_ratings[fname]['coef']:\n",
      "                    feature_ratings[fname]['cid'] = cid\n",
      "                    feature_ratings[fname]['coef'] = coef\n",
      "                    feature_ratings[fname]['sil'] = cluster_sil\n",
      "        elif len(cluster) == 1:\n",
      "            features = [(feature_names[fnum], -1) for fnum, coef in enumerate(cluster_centers[cid])]\n",
      "            for fname, coef in features:\n",
      "                if coef > feature_ratings[fname]['coef']:\n",
      "                    feature_ratings[fname]['cid'] = cid\n",
      "                    feature_ratings[fname]['coef'] = coef\n",
      "\n",
      "    #result = sorted([(fname, d['clu'], d['coef'], d['sil']) for fname, d in feature_ratings.items()],\n",
      "    #                    key=lambda tup: tup[2], reverse=True)            \n",
      "    \n",
      "    return feature_ratings"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def display_clusters(tweets,feat_matrix, groupings,cluster_centers,feature_names,report=True,annotate_prefix=\"\",quality=False,threshold=0):\n",
      "\n",
      "    groups = collections.defaultdict(list)\n",
      "    for tweet_idx, cluster in enumerate(groupings):\n",
      "        groups[cluster].append(tweet_idx)\n",
      "    \n",
      "    #print 'groupings max: ', max(groupings)\n",
      "    \n",
      "    if quality:\n",
      "        samples = metrics.silhouette_samples(feat_matrix, groupings)\n",
      "        \n",
      "    #print 'samples len: ', len(samples)\n",
      "   \n",
      "    skipped = 0\n",
      "    clust_cnt = 0\n",
      "    for cid, cluster in groups.items():\n",
      "        if len(cluster) == 1:\n",
      "            skipped += 1\n",
      "        else:\n",
      "            clust_cnt += 1\n",
      "            if annotate_prefix:\n",
      "                for i in cluster:\n",
      "                    tweet_set[i]['composite'].append('{}_{}'.format(annotate_prefix, clust_cnt))\n",
      "            elif report:\n",
      "                print \"=========\"\n",
      "                \n",
      "                if quality:\n",
      "                    cluster_sil = np.mean([samples[i] for i in cluster])\n",
      "                    if cluster_sil <= threshold:\n",
      "                        skipped += 1   # correct cluster counts\n",
      "                        clust_cnt -= 1\n",
      "                        continue\n",
      "                    print 'Cluster silhouette mean:{:3.2f}'.format(cluster_sil)\n",
      "                        \n",
      "                f = sorted([(feature, coef) for feature, coef in enumerate(cluster_centers[cid]) if coef > 0.015],\n",
      "                             key=lambda pair: pair[1], reverse=True)\n",
      "                print 'Features:', ' '.join(['{}:{:3.2f} '.format(feature_names[feature],coef) for feature, coef in f])\n",
      "                print\n",
      "                for i in cluster:\n",
      "                    if quality:\n",
      "                        if samples[i] > threshold:\n",
      "                            print \"[{}] {:3.2f} -> \".format(i, samples[i]),tweet_set[i][\"text\"]\n",
      "                    else:\n",
      "                        print \"[{}]-> \".format(i),tweet_set[i][\"text\"]\n",
      "            \n",
      "    print \"clusters: {} skipped {} ({}%) tweets our of {} total tweets\".format(clust_cnt, skipped, 100.0*skipped/len(tweets),len(tweets), )\n",
      "    return {'clusters':clust_cnt, 'skipped':skipped, 'total':len(tweets)}"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def scan_k(feat_matrix,batch, incr, kmin, kmax):\n",
      "        \n",
      "    kmax = min(kmax, feat_matrix.shape[0])\n",
      "    kmin = max(kmin, 8)\n",
      "   \n",
      "    k = kmax\n",
      "    max_score = -1\n",
      "    max_score_k = 0\n",
      "    #coarse scan\n",
      "    while k > kmin :\n",
      "        #print k\n",
      "        print('.'),\n",
      "        groupings, sil_score, ignored = clusterize_matrix(feat_matrix,k=k,batch=batch)\n",
      "        #print sil_score\n",
      "        if sil_score > max_score:\n",
      "                max_score = sil_score\n",
      "                max_score_k = k\n",
      "        k = int(k/incr)\n",
      "    print    \n",
      "    return max_score_k"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def find_best_k(feat_matrix,batch=False, kmin=False, kmax=False, incr=False, refine=False):\n",
      "    sqrt2 = math.sqrt(2.)\n",
      "\n",
      "    if not incr:\n",
      "        incr = math.sqrt(2.)\n",
      "    if not kmax:\n",
      "        kmax = feat_matrix.shape[0]\n",
      "    if not kmin:\n",
      "        kmin = 8\n",
      "        \n",
      "    print(\"Initial Scan for k \"),\n",
      "    max_score_k = scan_k(feat_matrix,batch, incr, kmin, kmax)\n",
      " \n",
      "    if refine:\n",
      "        print(\"Refinement phase \"),\n",
      "    \n",
      "        incr2 =  math.sqrt(math.sqrt(incr))\n",
      "        min_k = int(max_score_k / incr)\n",
      "        max_k = int(max_score_k * incr)\n",
      "\n",
      "        max_score_k = scan_k(feat_matrix,batch, incr2, min_k, max_k)\n",
      "     \n",
      "    print \"k=\",max_score_k\n",
      "    return max_score_k"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# use k=\"auto\" for automatic discover of optimal k value\n",
      "\n",
      "def perform_trial_clustering(tweets,tfidf=False,batch=False,k=False,refine=True,report=True,annotate_prefix=\"\",quality=True,threshold=0):\n",
      "\n",
      "    feat_matrix, fnames = gen_feature_matrix(tweets,tfidf=tfidf)\n",
      "    if k == \"auto\":\n",
      "        k = find_best_k(feat_matrix, refine=refine, batch=batch)\n",
      "    groupings, sil_score, cluster_centers = clusterize_matrix(feat_matrix,k=k,batch=batch)\n",
      "    result = analyze_features(tweets,feat_matrix, groupings,cluster_centers, fnames)\n",
      "    return result"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# use k=\"auto\" for automatic discover of optimal k value\n",
      "\n",
      "def perform_tweet_clustering(tweets,tfidf=False,batch=False,k=False,refine=True,report=True,annotate_prefix=\"\",quality=True,threshold=0, exclude=[]):\n",
      "\n",
      "    feat_matrix, fnames = gen_feature_matrix(tweets,tfidf=tfidf,exclude=exclude)\n",
      "    if k == \"auto\":\n",
      "        k = find_best_k(feat_matrix, refine=refine, batch=batch)\n",
      "    groupings, sil_score, cluster_centers = clusterize_matrix(feat_matrix,k=k,batch=batch)\n",
      "    result = display_clusters(tweets,feat_matrix, groupings,cluster_centers, fnames, report=True,annotate_prefix=\"\",quality=quality,threshold=threshold)\n",
      "    result['sil_score'] = sil_score\n",
      "    return result"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# load previously tokenized/clasified  tweet Corpus\n",
      "pinput = open('/Users/doug/SW_Dev/NLTK_Experiments/MyCorpus/RIT/rit_tweets.pkl', 'rb')\n",
      "UCLA_tweets = pickle.load(pinput)\n",
      "pinput.close()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#select subset of tweets for experimentation\n",
      "\n",
      "MAX_TWEETS = 2000   #subset Corpus for now to improve Clustering run time\n",
      "#tweet_set = [{'text':t['text'], 'pos':t['pos'], 'raw_tokens':t['tokens']} for t in UCLA_tweets.values()[0:MAX_TWEETS]]\n",
      "tweet_set = [{'text':t['text'], 'pos':t['pos'], 'raw_tokens':t['tokens']} for t in UCLA_tweets.values()]\n",
      "\n",
      "#sample tweet\n",
      "#pprint.pprint(tweet_set[0])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#test code, delete later\n",
      "fx.reset_features(tweet_set)\n",
      "fx.extract_lemmatize_tokens(tweet_set, exclude=['ucla', '#ucla', 'rt'])\n",
      "print \"token extracton done\"\n",
      "terms = perform_trial_clustering(tweet_set,quality=True,batch=False, tfidf=True, threshold=0.0)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "token extracton done\n"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sorted_terms = sorted([(fname, d['cid'], d['coef'], d['sil']) for fname, d in terms.items()],\n",
      "                        key=lambda tup: tup[2], reverse=True) \n",
      "\n",
      "exclude = [d[0] for d in sorted_terms if d[2] < 0.015]\n",
      "result = perform_tweet_clustering(tweet_set,quality=True,batch=False, tfidf=True, threshold=0.0, exclude=exclude)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "=========\n",
        "Cluster silhouette mean:0.07\n",
        "Features: rit:0.44  #ritnews:0.09  #rit:0.09  ::0.08  news:0.08  v:0.06  @ritmediawivell:0.06  #onlyatrit:0.04  apocalypse:0.04  #roc:0.04  @ritnews:0.04  @youtube:0.04  human:0.04  via:0.04  zombie:0.04  @scottbureau:0.04  @:0.04  engineering:0.03  point:0.03  #rochester:0.03  weekend:0.03  diverse:0.03  exploration:0.03  growth:0.03  ticket:0.03  influence:0.03  faculty:0.02  find:0.02  program:0.02  future:0.02  career:0.02  athletics:0.02  medicine:0.02  rghs:0.02  looking:0.02  provide:0.02  sport:0.02  service:0.02  feature:0.02  coming:0.02  #tigerpride:0.02 \n",
        "\n",
        "[23] 0.00 ->  RT @scottbureau: Looking for something to do in #ROC tonight? The RPO Marimba Band will be performing at 8pm at RIT, http://t.co/HcpteGNJeZ\u2026\n",
        "[27] 0.05 ->  RIT alum Matt \"The Hammer\" Hamill at #deafnationexpo #RIT #NTID http://t.co/azYj3l0pJW\n",
        "[29] 0.05 ->  My intent to form for RIT Women's Club Ice Hockey has been accepted next step become an official club!! @RITWHKY @RITNEWS #rit #hockey\n",
        "[100] 0.06 ->  RT @MichelleCometa: #RIT 's Future Faculty Career Exploration Program influences growth of diverse faculty at RIT - RIT News: http://t.co/G\u2026\n",
        "[107] 0.17 ->  Really liking the reviews for RIT ! #RIT #RITcollege #hype #HopeIGetAccepted #RITbound #hopefully ^-^\n",
        "[113] 0.10 ->  RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #only@rit\n",
        "[196] 0.11 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[302] 0.12 ->  Checkout the RPO Marimba Band performing Sept. 20 in Ingle Auditorium at RIT http://t.co/HcpteGNJeZ #RITNews #ROC\n",
        "[324] 0.04 ->  wait..its actually scary how fast I start missing RIT and my roommate #RIT #LoveAffair #isthatbad #SorryNotSorry\n",
        "[414] 0.11 ->  #RIT Engineering: Leadership skills in product development and manufacturing webinar scheduled - RIT News: http://t.co/ZMuwH3xYrJ #RITNEWS\n",
        "[424] 0.08 ->  Having RIT be an outing option all weekend thanks to pikappaphi and #RITAlumniRelations. #onlyatrit\u2026 http://t.co/VR8chrgHcU\n",
        "[453] 0.17 ->  rit http://t.co/zUM7SHBoPS #RIT\n",
        "[505] 0.09 ->  Tickets bought for RIT vs. Michigan!!! And they are Corner Crew #letsgetrowdy #RIT #homecoming\n",
        "[516] 0.11 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[524] 0.11 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[535] 0.06 ->  RT @UR_CTSI: @RBJdaily reports URMC, RIT researchers are collaborating on photoacoustic imaging technology: http://t.co/mguYYPqLRE #CTSA #U\u2026\n",
        "[559] 0.08 ->  #RIT Engineering-Being the Change: Biomedical engineering undergraduates volunteer in Guatemala - RIT News: http://t.co/0x44echsi0  #RITNEWS\n",
        "[572] 0.05 ->  Were so fucked up @imshmacked . Come visit RIT #RIT #ImShmacked #Schmacked #College #House #Party\u2026 http://t.co/mij2uCWICE\n",
        "[633] 0.02 ->  RT @JDittenhauser: Tickets bought for RIT vs. Michigan!!! And they are Corner Crew #letsgetrowdy #RIT #homecoming\n",
        "[647] 0.03 ->  #throwbackthursday to Orientation where my RIT pride may have... scared someone a little. #tbt #RIT\u2026 http://t.co/eGv6fJmBfO\n",
        "[657] 0.05 ->  RT @VSantiago49: Having RIT be an outing option all weekend thanks to pikappaphi and #RITAlumniRelations. #onlyatrit\u2026 http://t.co/VR8chrgHcU\n",
        "[676] 0.06 ->  RT @MichelleCometa: #RIT 's Future Faculty Career Exploration Program influences growth of diverse faculty at RIT - RIT News: http://t.co/G\u2026\n",
        "[687] 0.07 ->  #RIT News - RGHS to provide sports medicine services to RIT Athletics. #RITNews #TigerPride http://t.co/1NINNxq2eL\n",
        "[746] 0.03 ->  RT @RITMediaWivell: Nice captioning primer - super helpful at RIT!!  Adding captions on YouTube: http://t.co/twzj7YmIoX #RITNTID #RIT\n",
        "[763] 0.06 ->  #silhouettes #elevator #rit @ The Wallace Center &amp; RIT Libraries http://t.co/utmLwjO73o\n",
        "[813] 0.09 ->  #RIT 's Future Faculty Career Exploration Program influences growth of diverse faculty at RIT - RIT News: http://t.co/GqPDEbfaW2 #RITNEWS\n",
        "[817] 0.06 ->  RT @RITsports: #RIT News - RGHS to provide sports medicine services to RIT Athletics. #RITNews #TigerPride http://t.co/1NINNxq2eL\n",
        "[848] 0.11 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[855] 0.08 ->  Roaming the RIT campus #rit\n",
        "[862] 0.00 ->  Hey #RIT, ROAR on September 26! When you make a gift to RIT on #ROARDay, you can get it matched. Find out how: http://t.co/D5Lad0y3SQ\n",
        "[871] 0.08 ->  The backyard #parkpoint #rochester #RIT @ Park Point @ RIT http://t.co/in8C484BkV\n",
        "[884] 0.10 ->  RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/XrTtxeTs3z via @youtube #onlyatRIT #Ritnews #only@rit\n",
        "[888] 0.06 ->  RT @RITsports: #RIT News - RGHS to provide sports medicine services to RIT Athletics. #RITNews #TigerPride http://t.co/1NINNxq2eL\n",
        "[902] 0.08 ->  #19 -- That's good news for RIT staff http://t.co/UTdqlCsFmQ @RITNEWS #RIT\n",
        "[915] 0.06 ->  RT @scottbureau: Checkout the RPO Marimba Band performing Sept. 20 in Ingle Auditorium at RIT http://t.co/HcpteGNJeZ #RITNews #ROC\n",
        "[957] 0.04 ->  RIT Logic: it's quite warm out, let me throw some boots, jeans, a winter hat and a black long sleeve shirt on #RIT #stillAmazesMe\n",
        "[997] 0.17 ->  rit http://t.co/Tj0orhDQXg #RIT\n",
        "[1056] 0.05 ->  RT @alvaronadalp: The backyard #parkpoint #rochester #RIT @ Park Point @ RIT http://t.co/in8C484BkV\n",
        "[1058] 0.11 ->  #RIT Engineering: Leadership skills in product development and manufacturing webinar scheduled - RIT News: http://t.co/6dyz2UjsEk #RITNEWS\n",
        "[1173] 0.05 ->  RT @alvaronadalp: The backyard #parkpoint #rochester #RIT @ Park Point @ RIT http://t.co/in8C484BkV\n",
        "[1201] 0.12 ->  3' RIT GOAL!!!!! Unassisted by #23 Gwen Neuhaus! 1-0 #RIT vs #UofR\n",
        "[1202] 0.17 ->  @RBJdaily reports URMC, RIT researchers are collaborating on photoacoustic imaging technology: http://t.co/mguYYPqLRE #CTSA #URMC #RBJ #RIT\n",
        "[1222] 0.17 ->  RIT Trainning #firehouse #firefighter #RIT #brotherhood http://t.co/etrZS6G9gZ\n",
        "[1254] 0.09 ->  I love RIT sunsets :) #sunset #RIT http://t.co/rh5b46m3Pz\n",
        "[1262] 0.04 ->  Check out our RIT Mobile App interview to find out about new features coming up! #RIT #RITMobile http://t.co/cesEv6Ekp2\n",
        "[1280] 0.03 ->  RT @RITMediaWivell: Nice captioning primer - super helpful at RIT!!  Adding captions on YouTube: http://t.co/kZyWXkz7E3 #RITNTID #RIT\n",
        "[1285] 0.06 ->  RT @scottbureau: Checkout the RPO Marimba Band performing Sept. 20 in Ingle Auditorium at RIT http://t.co/HcpteGNJeZ #RITNews #ROC\n",
        "[1340] 0.02 ->  RT @RITMediaWivell: RIT Soccer coach sits with UofR coach in 13WHAM interview ahead of Hillside Charity event http://t.co/Pvr87qrN3L #RIT\n",
        "[1362] 0.00 ->  Looking for something to do in #ROC tonight? The RPO Marimba Band will be performing at 8pm at RIT, http://t.co/HcpteGNJeZ #RITNews\n",
        "[1400] 0.09 ->  #RIT Future Faculty Career Exploration Program influences growth of diverse faculty at RIT - RIT News: http://t.co/8yxNMXQDcr #RITNEWS\n",
        "=========\n",
        "Cluster silhouette mean:0.63\n",
        "Features: looking:0.50  gift:0.43  @retweetwizard:0.33  #shopetsybot:0.32  #promoteyourbrand:0.32  @retweettrain:0.32  #rit:0.12  @liuda_s:0.06  @milavintages:0.06  ::0.06  @elenasfelting:0.02 \n",
        "\n",
        "[14] 0.76 ->  Looking for Gifts? \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[49] 0.76 ->  \u263bLooking for Gifts? \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[64] 0.76 ->  \u263bLooking for Gifts? \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[82] 0.76 ->  \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[156] 0.38 ->  RT @milavintages: \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[425] 0.76 ->  Looking for Gifts? \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[441] 0.76 ->  Looking for Gifts? \u2665 http://t.co/u9HJ4ZrMpK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[490] 0.76 ->  Looking for Gifts? \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[636] 0.76 ->  \u263bLooking for Gifts? \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[665] 0.76 ->  \u263bLooking for Gifts? \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[671] 0.76 ->  \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[682] 0.39 ->  RT @liuda_s: \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[702] 0.27 ->  RT @ElenasFelting: Looking for Gifts? \u2665 http://t.co/CasLIoVJw3 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[714] 0.76 ->  \u263bLooking for Gifts? \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[866] 0.19 ->  47th looking east #47th #kc #instakc #instagramkc #igkansascity #goodmorning #rit http://t.co/OTHPaHv4zH\n",
        "[881] 0.76 ->  Looking for Gifts? \u2665 http://t.co/JgdPAOuVzL #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[954] 0.76 ->  Looking for Gifts? \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[955] 0.39 ->  RT @liuda_s: \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[978] 0.76 ->  \u263bLooking for Gifts? \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1106] 0.38 ->  RT @milavintages: \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1140] 0.76 ->  Looking for Gifts? \u2665 http://t.co/CasLIoVJw3 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1142] 0.76 ->  \u263bLooking for Gifts? \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1163] 0.76 ->  Looking for Gifts? \u2665 http://t.co/u8GVp9FWl5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1186] 0.39 ->  RT @liuda_s: \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1227] 0.38 ->  RT @milavintages: \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1343] 0.76 ->  \u263bLooking for Gifts? \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.00\n",
        "Features: great:0.24  check:0.14  collection:0.13  #rit:0.09  wonderful:0.05  weekend:0.05  @rochesterfringe:0.04  ::0.04  find:0.04  event:0.03  year's:0.03  #autofollowback:0.03  new:0.03  going:0.03  sure:0.03  &:0.03  good:0.03  it's:0.03  #diggretweets:0.02  start:0.02  post:0.02  @jakartagiat:0.02  begin:0.02  #newmedia:0.02  @ritnewmediaclub:0.02  festival:0.02  feature:0.02  meeting:0.02  medium:0.02  #fringefestival:0.02  @downtownroc:0.02  also:0.02  fresh:0.02  pick:0.02  day:0.02  plan:0.02  #weddings:0.02  interested:0.02  wide:0.02  9/19:0.02  fest:0.02  performance:0.02  job:0.02  @ritsports:0.02  starting:0.02  bus:0.02  fringe:0.02  next:0.02  tomorrow:0.02  brick:0.02  color:0.02  chance:0.02  week:0.02  minute:0.02 \n",
        "\n",
        "[69] 0.05 ->  Be sure to check out all the great performances at this year's Fringe Fest! Starting this Thursday 9/19! #RIT @RochesterFringe\n",
        "[83] 0.04 ->  Very great collection ! :) 59156 https://t.co/qnkTDy8zZl #bestofetsy #RIT  # #jakarta\n",
        "[93] 0.04 ->  RT @RIT_Alumni: The @RochesterFringe begins tomorrow! Check out all the great #RIT events going on during the festival: http://t.co/UH2nXl5\u2026\n",
        "[103] 0.06 ->  The @RochesterFringe begins tomorrow! Check out all the great #RIT events going on during the festival: http://t.co/UH2nXl5tN8\n",
        "[180] 0.03 ->  Very great collection ! :) 44934 https://t.co/M2N05Xi8kg #RIT #diggretweets\n",
        "[187] 0.02 ->  Some great tips coming out of @RITCareers about the upcoming career fair. Follow #CFProTip for more! #RIT\n",
        "[206] 0.01 ->  RT @RITBehindBricks: What are your plans this weekend? Check out @RochesterFringe in @DowntownRoc. This year's #ROC #FringeFestival also fe\u2026\n",
        "[210] 0.01 ->  get to the game! get on the bus! great event. https://t.co/K3YzEYrJYV #RIT #RITMSOC @RITsports\n",
        "[309] 0.01 ->  Congrats to @rkline16 for making the all tournament team at the #RIT Invite! Great job Rach! http://t.co/IeFmBkKVIh\n",
        "[353] 0.03 ->  Wonderful colors with fresh picks and great colors! 88124 https://t.co/faVA4ChEYO #RIT\n",
        "[362] 0.01 ->  Great WebGL experience by @B__REEL (&amp; @lebronjennan) for GRAVITY!!! Can't wait for the other features!! #RIT @ritcias http://t.co/rrJtKHB7di\n",
        "[387] 0.03 ->  For those interested in new media be sure to check out @ritnewmediaclub for when the next meeting is! #RIT #NewMedia\n",
        "[426] 0.05 ->  #RIT TutorCon check in just started. What a great group! Join us at Gosnell for all the fun.\n",
        "[471] 0.07 ->  Very great collection ! :) 58391 https://t.co/XNr6Cl0Bp8 #RIT #RIT\n",
        "[588] 0.01 ->  Head to High Falls Museum this weekend &amp; check out first-ever collaboration between #Greentopia &amp; #RIT Art Dept &amp; the works of Daniel Hunt\n",
        "[601] 0.02 ->  Great finds! 99859 https://t.co/1kHMyBsu5x @JakartaGiat #weddings #coupons #RIT\n",
        "[651] 0.04 ->  Very great collection ! :) 13071 https://t.co/L3RvxQiyb5 #RIT #hirasu #accessories\n",
        "[748] 0.07 ->  Very great collection ! :) 62159 https://t.co/a9Ow6PyzhK #RIT #RIT\n",
        "[755] 0.04 ->  Very great collection ! :) 82720 https://t.co/QiWEdkxLV3 #Hobbit #weddings #RIT\n",
        "[774] 0.01 ->  Head to High Falls Museum this weekend &amp; check out first-ever collaboration between #Greentopia &amp; #RIT Art Dept &amp; the works of Daniel Hunt\n",
        "[794] 0.01 ->  @RITWSoccer just missed on a great chance as a header by Maxine Culhane just went wide with 5 minutes left, #RIT up 1-0 on @UofRathletics\n",
        "[901] 0.04 ->  RT @RIT_Alumni: The @RochesterFringe begins tomorrow! Check out all the great #RIT events going on during the festival: http://t.co/UH2nXl5\u2026\n",
        "[951] 0.02 ->  Great finds! 20555 https://t.co/nNS1XTa3DG #jeweltweets #speedfollowers #RIT\n",
        "[1002] 0.03 ->  Wonderful colors with fresh picks and great colors! 86418 https://t.co/zeKFwlGAaf #RIT\n",
        "[1019] 0.02 ->  Great finds! 74884 https://t.co/hjk3QvRpUb #RIT #autofollowback #diggretweets\n",
        "[1112] 0.03 ->  RT @EventsAtRIT: Be sure to check out all the great performances at this year's Fringe Fest! Starting this Thursday 9/19! #RIT @RochesterFr\u2026\n",
        "[1123] 0.03 ->  RT @EventsAtRIT: Be sure to check out all the great performances at this year's Fringe Fest! Starting this Thursday 9/19! #RIT @RochesterFr\u2026\n",
        "[1158] 0.00 ->  Wonderful collection xoxo 61874 https://t.co/AZrolj7p0S #autofollowback #RIT etsyxo\n",
        "[1172] 0.01 ->  RT @RITBehindBricks: What are your plans this weekend? Check out @RochesterFringe in @DowntownRoc. This year's #ROC #FringeFestival also fe\u2026\n",
        "[1214] 0.02 ->  Great finds! 39050 https://t.co/sje4plpfGW #diggretweets #RIT #autofollowback\n",
        "[1291] 0.01 ->  @pasona_social Has great an International Exchange Program! Go to Job Zone and Apply. #RIT #workabroad\n",
        "[1342] 0.05 ->  Very great collection ! :) 86693 https://t.co/MQCUHkgOy2 #RIT #SAPPHIRENOW\n",
        "[1363] 0.03 ->  What are your plans this weekend? Check out @RochesterFringe in @DowntownRoc. This year's #ROC #FringeFestival also features shows from #RIT\n",
        "[1377] 0.01 ->  #RIT Gray Matter starts in one hour in the Ombuds atrium of the SAU. Come for some great discussion! http://t.co/ucR3oPvzQW\n",
        "=========\n",
        "Cluster silhouette mean:0.13\n",
        "Features: volleyball:0.28  match:0.22  set:0.22  drop:0.18  #ritnews:0.17  nyu:0.16  @nyuathletics:0.12  trail:0.11  recap:0.10  desales:0.09  loses:0.09  invitational:0.07  opening:0.07  #rit:0.07  @umassbeacons:0.07  invite:0.05  tournament:0.05  first:0.05  @nphawks:0.05  tiger:0.04  score:0.04  resume:0.04  friday:0.04  second:0.03  win:0.03  fifth:0.03  done:0.03  @potsdambears:0.03  tomorrow:0.03  take:0.03  rit:0.03  @ritsports:0.02  knotted:0.02  close:0.02  good:0.02  named:0.02  defeat:0.02  @medaillemavs:0.02  @brockport:0.02  @keukaathletics:0.02  morning:0.02 \n",
        "\n",
        "[86] 0.01 ->  @PotsdamBears takes the match! Win the fifth set 15-8. Tournament done for tonight! Resumes tomorrow at 11 am. #RITNEWS\n",
        "[117] 0.13 ->  #RIT volleyball drops first set against @UMassBeacons 25-23. Tigers trail 7-1 in the second set. #RITNews\n",
        "[124] 0.14 ->  #RIT volleyball loses opening set vs. Desales University, 25-19 at NYU Violet Classic. #RITNEWS\n",
        "[140] 0.14 ->  RECAP - #RIT volleyball loses to DeSales at NYU Violet Classic. #RITNews  http://t.co/fzYAnqBDxL\n",
        "[163] 0.02 ->  RECAP - #RIT volleyball (6-4) defeats @Brockport and @KeukaAthletics on Friday at the RIT Volleyball Invite. #RITNews http://t.co/lq914FUDnV\n",
        "[286] 0.15 ->  #RIT volleyball loses set two to @nphawks 25-19. Tigers trail the match 2-0. #RITNews\n",
        "[322] 0.00 ->  VB | #RIT loses final match of the RIT Invitational to @medaillemavs in four sets. Freshman Sarah Szybist named the Tournament MVP.\n",
        "[358] 0.11 ->  #RIT volleyball drops close first set to @nphawks by a score of 25-23. #RITNews\n",
        "[371] 0.17 ->  Set 2 - #RIT volleyball falls to DeSales University, 25-13. Tigers trail 2-0 in match. #RITNEWS\n",
        "[446] 0.20 ->  #RIT volleyball (7-6) drops opening match at the @NYUAthletics Invite to NYU 3-0. NYU won sets 25-17, 28-26, 25-12.\n",
        "[589] 0.14 ->  #RIT volleyball falls to @NYUAthletics by a score of 28-26 in set two, trail two sets to zero. #RITNews\n",
        "[905] 0.19 ->  RECAP - #RIT volleyball drops both Friday matches at NYU Violet Classic. #RITNews http://t.co/vNIZMR6wu2\n",
        "[1006] 0.19 ->  #RIT volleyball drops set two to @UMassBeacons 25-7, trail the match two sets to zero. #RITNews\n",
        "[1020] 0.18 ->  RT @RITsports: #RIT volleyball (7-6) drops opening match at the @NYUAthletics Invite to NYU 3-0. NYU won sets 25-17, 28-26, 25-12.\n",
        "[1243] 0.14 ->  #RIT volleyball drops second match of day at @NYUAthletics Invitational, falling to @UMassBeacons 25-23, 25-7, 25-17. #RITNews\n",
        "[1249] 0.10 ->  Good battle in set two between #RIT volleyball and @NYUAthletics knotted at 24. RIT led for most of the set before NYU rallied to tie.\n",
        "[1268] 0.19 ->  RECAP - #RIT volleyball drops both matches on Saturday in three sets to DeSales and New Paltz. #RITNews http://t.co/fzYAnqBDxL\n",
        "[1327] 0.20 ->  #RIT volleyball drops first set of morning match, 25-16 to @NYUAthletics at NYU Invitational. #RITNews\n",
        "[1401] 0.20 ->  RECAP - #RIT volleyball drops opening match at NYU Invitational to the hosts in three sets. #RITNews #TigerPride http://t.co/vNIZMR6wu2\n",
        "=========\n",
        "=========\n",
        "Cluster silhouette mean:1.00\n",
        "Features: #rit:1.00 \n",
        "\n",
        "[1] 1.00 ->  If I die...this #cupcake is responsible. #midnightoil #rit #fatassproblems @cnssoccer77 http://t.co/tFkBfMjrEL\n",
        "[5] 1.00 ->  @RocBrainery have you contacted the carrier center at #RIT and posted on jobzone? http://t.co/JXd6cciu6N #RocIsAwesome\n",
        "[16] 1.00 ->  #RIT hosts an Entrepreneurial Leadership Summit September 27.  http://t.co/nltsjVARyP\n",
        "[53] 1.00 ->  Movie night on sol 4 #rit #swag #cutegirls http://t.co/I5JMibzS7y\n",
        "[102] 1.00 ->  #Mechanical #Engineering #RIT #Dubai #University #Workshop #Machine  #Adidas #Originals http://t.co/pA5JAL3NfZ\n",
        "[105] 1.00 ->  Tom Gramlich, Sr Biomedical Device Engineer at Boston Scientific talks Fri 1pm in room 73-1140 at #RIT\n",
        "[123] 1.00 ->  Epithelial Tissue - a free online slideshow http://t.co/5Dl3StTV8j #rit\n",
        "[129] 1.00 ->  Twins Turnt Up #Yas #Party #RIT #TurnUp http://t.co/XAVDhSejlG\n",
        "[133] 1.00 ->  Pittsburgh bound #roadtrip #RIT #hockey\n",
        "[159] 1.00 ->  @rnbuda Hi Mr. Buda! @BNBuzz is in charge of #RIT Merchandise-does this help?\n",
        "[173] 1.00 ->  @JustynWeaver yoo, you me and @cderollo10 goin #deaf at #RIT\n",
        "[191] 1.00 ->  Dear lord, shift up... #BikerProblems #RIT\n",
        "[192] 1.00 ->  HvZ #RIT extraction. http://t.co/wnKgMO9h4s\n",
        "[209] 1.00 ->  \ud83d\ude0d this and pretzels. #yummmm #college #snack #rit http://t.co/4lf8w6taPC\n",
        "[232] 1.00 ->  Back to rochvegas we gooo!! #rit #goodweekendincanada #eh\n",
        "[245] 1.00 ->  85' #UofR PK goal meant the equalizer to #RIT. 1-1\n",
        "[248] 1.00 ->  The one and only use for Rite Aid carts #boots #rit #cartsoncarts @tharealpatriley http://t.co/5epvXKC0Wu\n",
        "[265] 1.00 ->  We did it!! #graduation #master #pucmm #RIT http://t.co/EXyMnHzyhq\n",
        "[271] 1.00 ->  \ud83c\udf41\ud83c\udf42\u2600\ud83d\ude1a\ud83d\udc2f\ud83d\udc4c #RIT http://t.co/kTE2VQCg2B\n",
        "[279] 1.00 ->  January I couldn't fit into a 2x and now its a lil big... #Consistency.... by my #BDay Nov 6 I will be #RIT http://t.co/Ho2KEgEugN\n",
        "[333] 1.00 ->  haaaaaaaaaaaaaaaa #rit\n",
        "[334] 1.00 ->  #SRU converts on a turnover in #RIT zone 2-1\n",
        "[341] 1.00 ->  #WRugby College @BuffStateRugby 36-5 #Brockport, #Geneseo2 61-5 #RIT #NSCROWest @Ankerman44 @yscrugby\n",
        "[346] 1.00 ->  Kandice running with Daddy, Roosevelt in front #operationbreakthrough #rit #riverwalk\u2026 http://t.co/CKrMF6Wx3J\n",
        "[347] 1.00 ->  A glimpse at all the crap my college is sending me. #university #rit http://t.co/PjIc6J4dwS\n",
        "[363] 1.00 ->  I went to Midnight Oil for a coffee and left with a hatred of loud pop music. #Shhhhh #makeitstop #RIT\n",
        "[364] 1.00 ->  The CAST barbecue is def one of my favorite things about #RIT #freefood\n",
        "[396] 1.00 ->  \"The Hammer\" and I! #latergram #deafnation #deaf #deafnationexpo #RIT http://t.co/fRntx64j39\n",
        "[404] 1.00 ->  This is the type of graffiti #RIT has @TwatWaffle44 http://t.co/fOqJesQtFV\n",
        "[428] 1.00 ->  @ProSyndicate #RIT  - Rest In Tits &lt;3\n",
        "[436] 1.00 ->  Rochester bound #rit\n",
        "[467] 1.00 ->  My afternoon #rit http://t.co/9qMUGGneHq\n",
        "[477] 1.00 ->  I HOPE MY CASKET IS A TANNING BED #RIT\n",
        "[489] 1.00 ->  About to meet @katieleclerc in a bit #rit #deafexpo\n",
        "[544] 1.00 ->  If you haven't caught freshman plague yet you must be a magician #RIT #dying\n",
        "[571] 1.00 ->  My homework... #rit Contemporary Issues. http://t.co/iKIfvsU1gn\n",
        "[600] 1.00 ->  #RIT Bathroom wisdom pt. 2 http://t.co/FHWIJLbT8C\n",
        "[608] 1.00 ->  Grand Theft Gracie's #RIT https://t.co/ZJWA7zTgW8\n",
        "[640] 1.00 ->  Why does life hate me?....#firealarms #RIT #NRH #2am http://t.co/u3dM6xB5tT\n",
        "[669] 1.00 ->  Fun at work #RIT http://t.co/RaLXr5YIox\n",
        "[686] 1.00 ->  #gorgeous #day #happythursday #justfinishedclasses #thankgod #sun #rit http://t.co/MdIUMkftMY\n",
        "[730] 1.00 ->  @ProSyndicate #RIT REST IN TITS\n",
        "[771] 1.00 ->  #RIT is live tonight \ud83d\udc4d\n",
        "[829] 1.00 ->  #jeep #bajasae #saturdaymorning #RIT #meow #tooearly #redhair #blackhair #halfandhalf #greeneyes\u2026 http://t.co/Uj4nFyuC3S\n",
        "[893] 1.00 ->  Livin the life #RIT #lovinit\n",
        "[894] 1.00 ->  #RIT Bathroom wisdom http://t.co/w9YzmaaEhw\n",
        "[934] 1.00 ->  @LizaBieronRyan will you be near #RIT?\n",
        "[950] 1.00 ->  #rit #dubai #university #engineering #lab #coat #my #creation #workshop #goggles http://t.co/GnMFsIvst9\n",
        "[977] 1.00 ->  Dear lord, shift up... #BikerProblems lems #RIT\n",
        "[984] 1.00 ->  #SyndicateLIVE #SyndicateLIVE #SyndicateLIVE #RIP WILLIE #RIT#SyndicateLIVE\n",
        "[996] 1.00 ->  @WSJ Message me to speak with #RIT economics professor Amitrajeet Batabyal who is an expert on the financial situation in Greece.\n",
        "[1003] 1.00 ->  Swimming! #smithvillelake #operationbreakthrough #rit http://t.co/hln7TWcqE9\n",
        "[1025] 1.00 ->  Myself making entry through a wall #Firefighting #RIT #Brotherhood http://t.co/QRVDKUJeQQ\n",
        "[1030] 1.00 ->  Hadn't thrown the deuces since pics from HS! Lol #rit-ta-go http://t.co/FhYGWTrUiu\n",
        "[1046] 1.00 ->  Lighting studio #mywhy #rit #ffcep http://t.co/2WWJ1HZt8k\n",
        "[1059] 1.00 ->  With this goofball lastnight \u2764\ufe0fI've missed him @stillfaded_XO #rit #party #like http://t.co/VCZiro2sXR\n",
        "[1060] 1.00 ->  In front of The River, our church home #riverkc #operationbreakthrough #rit\u2026 http://t.co/k1KA9qHgVE\n",
        "[1065] 1.00 ->  Work #Rit\n",
        "[1084] 1.00 ->  Fun at work with @cpeltzer and @d_parker_p #RIT http://t.co/ikzoGf5pjf\n",
        "[1121] 1.00 ->  Listening to Marvin Gaye in the library\ud83d\ude18 #rit\n",
        "[1145] 1.00 ->  College, that's about it #College #Friday #Blue #Beer #RIT #Party #ThisIsLame http://t.co/Ww00RG1uHR\n",
        "[1178] 1.00 ->  An intro to my project on journalism and deafness #RIT http://t.co/IdqYAKBzJL\n",
        "[1207] 1.00 ->  We are up bright and early! The HLC, #RIT @AIGANY and @RITArtHouse are traveling to buffalo and voulenteering at @MusicIsArtBflo !\n",
        "[1247] 1.00 ->  Acting up tonight !!!!! #carribeanparty #RIT #UofR \ud83d\ude18\u2764\ufe0f\ud83d\udcaf\ud83d\udc83 http://t.co/jzHHV9AYUc\n",
        "[1283] 1.00 ->  #RIT answers 1-1\n",
        "[1287] 1.00 ->  #ManCandyMonday #RIT #Wowzers @Justicesheehan2 @TheRealDalt @jhhp17 http://t.co/PS2QrsvVKc\n",
        "[1309] 1.00 ->  #Caribash #RIT #CSA #UOFR #SOCA http://t.co/x3wxZokM8e\n",
        "[1324] 1.00 ->  Fernando Naveda from the Academic Affairs is talking about Early Warning, SmartEvals, Monday on Tuesday and Intersession in Senate! #RIT\n",
        "[1358] 1.00 ->  #SuperSmashBrothersTournament #RIT #Brawl SO NERVOUS!!\n",
        "[1370] 1.00 ->  #rockinrio #rit http://t.co/w4ye45McOc\n",
        "[1371] 1.00 ->  By the way, management is not fun either. #RIT\n",
        "[1374] 1.00 ->  Rooftop chillin #RIT http://t.co/UQ3KakdQcJ\n",
        "[1376] 1.00 ->  #RIT #IndustrialDesign #NASA #Voyager #ET #Coneheads #Superman #Cloverfield #Yoda #Predator\n",
        "[1395] 1.00 ->  I'm living the dream!! #free #college #rit #nottieddownanymore #feelinggreat #ontopoftheworld \ud83d\udc4d\ud83d\ude03\ud83d\ude06\n",
        "[1402] 1.00 ->  #Brother #Boredom #Eating #Banana #Dubai #RIT #University #YallaBetseer http://t.co/P6NxoX10CY\n",
        "=========\n",
        "Cluster silhouette mean:0.21\n",
        "Features: community:0.28  shield:0.28  hillside:0.28  v:0.18  #roc:0.17  #universityofrochester:0.16  #fireworks:0.11  #soccer:0.10  @ritwsoccer:0.09  post:0.09  game:0.08  sahlen's:0.08  ticket:0.08  #rit:0.08  stadium:0.08  #hillsidefa:0.08  ::0.07  @uofrathletics:0.07  @hillsideagency:0.06  get:0.05  #woso:0.04  #socc:0.04  @specialsantas:0.04  @urwomenssoccer:0.04  play:0.04  #sahlen:0.03  draw:0.03  @ritsports:0.03  #ritnews:0.03  soccer:0.03  #soc:0.03  &:0.03  face:0.02  warming:0.02  kickoff:0.02  #so:0.02  tournament:0.02  underway:0.02  weekend:0.02  win:0.02  coach:0.02 \n",
        "\n",
        "[0] 0.11 ->  RT @RITWSoccer: #RIT warming up for a 5pm kickoff at the Hillside Community Shield soccer tournament! http://t.co/rzjvIeWNxC\n",
        "[11] 0.19 ->  RT @SpecialSantas: RT to win tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Socc\u2026\n",
        "[12] 0.33 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[59] 0.09 ->  #RIT and U of R set to face off in second annual Hillside Community Shield event tomorrow at Sahlen's Stadium. http://t.co/yclPq2NfEI\n",
        "[85] 0.24 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[109] 0.33 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[119] 0.33 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[201] 0.24 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[203] 0.11 ->  RT @RITWSoccer: #RIT warming up for a 5pm kickoff at the Hillside Community Shield soccer tournament! http://t.co/rzjvIeWNxC\n",
        "[222] 0.26 ->  This weekend is Hillside Community Shield! #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[235] 0.20 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[242] 0.24 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[247] 0.14 ->  #RIT men and @RITWSoccer to face @UofRathletics in the 2nd Hillside Community Shield Saturday at Sahlen's Stadium. http://t.co/0B7TRHHIXj\n",
        "[262] 0.26 ->  This weekend is Hillside Community Shield! #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[320] 0.13 ->  RT @RITsports: #RIT men and @RITWSoccer to face @UofRathletics in the 2nd Hillside Community Shield Saturday at Sahlen's Stadium. http://t.\u2026\n",
        "[325] 0.16 ->  Great stuff here! #RIT RT @WHEC_JGranit  @RITsports @UofRathletics Hillside Community Shield game preview http://t.co/PezllWeMwX \u2026\n",
        "[331] 0.12 ->  #RIT warming up for a 5pm kickoff at the Hillside Community Shield soccer tournament! http://t.co/rzjvIeWNxC\n",
        "[389] 0.23 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[390] 0.11 ->  We are underway at Sahlen's stadium. @RITWSoccer and @UofRathletics vying for the Hillside Community Shield title. #RIT #RITNews\n",
        "[400] 0.13 ->  @RITWSoccer leads @UofRathletics 1-0 after one half of play at the Hillside Community Shield. Gwen Neuhaus has the lone goal. #RIT #RITNews\n",
        "[413] 0.20 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[443] 0.33 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[445] 0.33 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[452] 0.33 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[508] 0.20 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[547] 0.16 ->  RT @RITsports: @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[564] 0.08 ->  Hillside Community Shield concludes with two 1-1 ties between both the woman's and the men's soccer teams of #RIT &amp; @UofRathletics #RITNEWS\n",
        "[615] 0.12 ->  RECAP, as @RITWSoccer plays to 1-1 draw against Rochester at Hillside Community Shield. #RIT #RITNews #TigerPride http://t.co/ONInsWbtbo\n",
        "[624] 0.23 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[625] 0.18 ->  @jjohnson13WHAM chats with Coaches Bill Garbo #RIT &amp; Chris Apple #UofR about Hillside Community Shield #ROC http://t.co/uVHnQV7NLP\n",
        "[646] 0.20 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[655] 0.23 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[696] 0.23 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[707] 0.13 ->  Starting lineups for today's @RITWSoccer against @UofR at Sahlen's Stadium for the Hillside Community Shield. #RIT\n",
        "[717] 0.28 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #Sahlen #Fireworks\n",
        "[745] 0.33 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[777] 0.16 ->  @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[800] 0.23 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[833] 0.28 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #Sahlen #Fireworks\n",
        "[857] 0.23 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Socc\u2026\n",
        "[913] 0.23 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[917] 0.23 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[922] 0.15 ->  MSOCC | #RIT and @UofRathletics underway in the Hillside Community Shield game 2.\n",
        "[941] 0.28 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #Sahlen #Fireworks\n",
        "[952] 0.07 ->  RT @RITsports: Hillside Community Shield concludes with two 1-1 ties between both the woman's and the men's soccer teams of #RIT &amp; @UofRath\u2026\n",
        "[981] 0.28 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #Sahlen #Fireworks\n",
        "[995] 0.26 ->  RT to win tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[998] 0.33 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[1022] 0.26 ->  RT to win tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[1037] 0.28 ->  Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Soccer #Sahlen #Fireworks\n",
        "[1079] 0.24 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[1102] 0.22 ->  RT @hillsideagency: This weekend is Hillside Community Shield! #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #Hillside\u2026\n",
        "[1108] 0.20 ->  Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[1143] 0.21 ->  RT @SpecialSantas: Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Socce\u2026\n",
        "[1157] 0.18 ->  @jjohnson13WHAM with Coaches Bill Garbo #RIT &amp; Chris Apple #UofR Hillside Community Shield is Saturday! #ROC http://t.co/m15iWOfULR\n",
        "[1319] 0.16 ->  RT @RITsports: @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[1353] 0.16 ->  RT @RITsports: @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[1389] 0.10 ->  RT @RITsports: We are underway at Sahlen's stadium. @RITWSoccer and @UofRathletics vying for the Hillside Community Shield title. #RIT #RIT\u2026\n",
        "[1392] 0.07 ->  MSOCC | 23 minutes to play in 1st half of Hillside Community Shield and #RIT and @urmenssoccer are scoreless. Shots are 2-1 in favor of RIT\n",
        "[1411] 0.20 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "=========\n",
        "Cluster silhouette mean:0.10\n",
        "Features: soccer:0.23  men's:0.20  stadium:0.20  tiger:0.14  sahlen's:0.14  @ritwsoccer:0.12  game:0.11  bus:0.11  sign:0.09  #rit:0.08  ::0.08  den:0.08  v:0.07  student:0.07  tomorrow:0.07  @ritsports:0.06  msocc:0.06  @sunygeneseo:0.05  sat:0.04  @urmenssoccer:0.04  #ritnews:0.04  link:0.04  team:0.04  lead:0.04  overtime:0.03  #elmira:0.03  day:0.03  #ritsports:0.03  shuts:0.03  headed:0.03  knotted:0.03  @ritgettothegame:0.03  score:0.03  @uofrathletics:0.02  stop:0.02  @dbloshkin:0.02  give:0.02  lady:0.02  underway:0.02  bloshkin:0.02  danny:0.02  dish:0.02  luck:0.02  assist:0.02  check:0.02  #woso:0.02  #roc:0.02  coach:0.02 \n",
        "\n",
        "[34] 0.02 ->  Good luck, ladies. Go Tigers! RT @RITWSoccer #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/sLfr10Tc55\n",
        "[39] 0.01 ->  The #RIT mens soccer team made working in the rain worthwhile \ud83d\udc4c\n",
        "[184] 0.04 ->  MSOCC | Halftime at Tiger Stadium #RIT leads @ECSoaringEagles 1-0. Shots are 9-6 in favor of Tigers. @rueben910 scored Tigers goal.\n",
        "[310] 0.11 ->  RT @RITGETtotheGAME: Free at 4? Stop by Tiger Stadium (the track and field) to cheer on your Men's Soccer team in their home opener vs. Elm\u2026\n",
        "[345] 0.08 ->  Check out all the fun at #RIT XC Tiger Den last Saturday and don't forget Men's Soccer Tiger is Saturday at 730! http://t.co/87kyVFBU06\n",
        "[385] 0.04 ->  RT @RITsports: John Kaddo scores two goals as #RIT (3-3-0) men's soccer shuts out Elmira 3-0. Danny Bloshkin dishes out 3 assists. http://t\u2026\n",
        "[432] 0.18 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[434] 0.05 ->  #RIT (2-3-0) men's soccer shut out 5-0 at SUNY Cortland. #RITSports #RITNews http://t.co/26fMplL36u\n",
        "[437] 0.06 ->  RT @RITsports: We are headed to overtime at Sahlen's Stadium, as @RITWSoccer and @UofRathletics are knotted at 1-1. #RIT #RITNews\n",
        "[541] 0.16 ->  #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7XaNANn #ROC\n",
        "[575] 0.13 ->  Free at 4? Stop by Tiger Stadium (the track and field) to cheer on your Men's Soccer team in their home opener vs. Elmira College! #RIT\n",
        "[620] 0.22 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[641] 0.05 ->  We are headed to overtime at Sahlen's Stadium, as @RITWSoccer and @UofRathletics are knotted at 1-1. #RIT #RITNews\n",
        "[680] 0.08 ->  RT @RITWSoccer: GAME DAY! #RIT vs @SUNYGeneseo - Tiger Stadium 4pm http://t.co/9gwLPlO4F1\n",
        "[697] 0.02 ->  RT @paulgebel: Good luck, ladies. Go Tigers! RT @RITWSoccer #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/sLfr10T\u2026\n",
        "[706] 0.22 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[712] 0.18 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[734] 0.06 ->  John Kaddo scores two goals as #RIT (3-3-0) men's soccer shuts out Elmira 3-0. Danny Bloshkin dishes out 3 assists. http://t.co/O0IEU35m3u\n",
        "[761] 0.07 ->  MSOCC | @DBloshkin gives #RIT men's soccer a 1-0 lead over @urmenssoccer on a PK in the 46'. RIT 1, UR 0\n",
        "[782] 0.19 ->  #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http://t.co/VKSS8kv6Bn\n",
        "[790] 0.01 ->  @urmenssoccer coach Chris Apple, @13WHAM anchor @JJohnson13WHAM and #RIT soccer coach Bill Garno in 13_WHAM studio. http://t.co/cem9crJ1yz\n",
        "[875] 0.08 ->  RT @RITWSoccer: GAME DAY! #RIT vs @SUNYGeneseo - Tiger Stadium 4pm http://t.co/9gwLPlO4F1\n",
        "[886] 0.18 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[896] 0.10 ->  MSOCC | We are underway at Tiger Stadium for #RIT men's soccer vs. #Elmira. #RITSports #RITNews\n",
        "[911] 0.04 ->  Live Stats and video links for today's #RIT Men's Soccer game vs. #Elmira College at 4 pm. http://t.co/KnnDsyjphw http://t.co/3oz85Jqpkz\n",
        "[923] 0.05 ->  RT @RITsports: MSOCC | @DBloshkin gives #RIT men's soccer a 1-0 lead over @urmenssoccer on a PK in the 46'. RIT 1, UR 0\n",
        "[933] 0.04 ->  GAME DAY! #RIT vs @SUNYGeneseo - Tiger Stadium 4pm http://t.co/9gwLPlO4F1\n",
        "[991] 0.03 ->  Tiger den game #RIT\n",
        "[1049] 0.04 ->  MSOCC | 18 min. to play in the 2nd half at Sahlen's Stadium. #RIT leads @urmenssoccer 1-0.\n",
        "[1072] 0.05 ->  Kaddo scores two goals as #RIT men's soccer shuts out Elmira 3-0 in non-conference action. #RITNews #TigerPride http://t.co/O0IEU35m3u\n",
        "[1087] 0.09 ->  Check out Saturday nights swag for Men's Soccer Tiger Den! Make sure you have your #RIT ID!  #GettotheGame #freeswag http://t.co/crgKu5pi1C\n",
        "[1099] 0.16 ->  RT @RITGETtotheGAME: #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http:\u2026\n",
        "[1134] 0.22 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[1256] 0.07 ->  \u201c@RITWSoccer: GAME DAY! #RIT vs @SUNYGeneseo - Tiger Stadium 4pm http://t.co/d4fVEW8mLZ\u201d a beautiful day for game day!\n",
        "[1278] 0.16 ->  RT @RITGETtotheGAME: #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http:\u2026\n",
        "[1329] 0.10 ->  RT @RITsports: MSOCC | We are underway at Tiger Stadium for #RIT men's soccer vs. #Elmira. #RITSports #RITNews\n",
        "[1335] 0.20 ->  #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.co/TawUTvNRiz\n",
        "[1367] 0.22 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[1396] 0.22 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[1407] 0.06 ->  RT @RITsports: We are headed to overtime at Sahlen's Stadium, as @RITWSoccer and @UofRathletics are knotted at 1-1. #RIT #RITNews\n",
        "=========\n",
        "Cluster silhouette mean:0.53\n",
        "Features: #ff:0.42  #toronto_r:0.37  #christmas:0.35  #craft:0.34  #like3:0.14  #shopping:0.13  #retweettrain:0.13  #jakarta:0.11  #rit:0.10  treasury:0.03  #diggretweets:0.02  lovely:0.02 \n",
        "\n",
        "[76] 0.67 ->  https://t.co/kz0Fuxutch #FF #RIT #toronto_r #craft #christmas\n",
        "[118] 0.27 ->  https://t.co/3XEPDtWuX1 #Retweettrain #jakarta #like3 #FF #RIT #SHOPPING\n",
        "[183] 0.67 ->  #toronto_r #craft #christmas https://t.co/qlDuPGzsF1 #FF #RIT\n",
        "[266] 0.67 ->  #toronto_r #craft #christmas https://t.co/EDZmuyNR3s #FF #RIT\n",
        "[395] 0.67 ->  https://t.co/qlDuPGzsF1 #FF #RIT #toronto_r #craft #christmas\n",
        "[473] 0.67 ->  https://t.co/7KDHsztRJl #FF #RIT #toronto_r #craft #christmas\n",
        "[511] 0.67 ->  https://t.co/7KDHsztRJl #FF #RIT #toronto_r #craft #christmas\n",
        "[525] 0.27 ->  #FF #RIT #SHOPPING https://t.co/R2ahgFi8Vp #Retweettrain #jakarta #like3\n",
        "[623] 0.67 ->  #toronto_r #craft #christmas https://t.co/j9Ro5OadiV #FF #RIT\n",
        "[642] 0.27 ->  #FF #RIT #SHOPPING https://t.co/Tt4MbtDO9a #Retweettrain #jakarta #like3\n",
        "[825] 0.12 ->  Lovely treasury 95932 https://t.co/SQnNGjROOp #RIT #FF #diggretweets #toronto_r\n",
        "[939] 0.67 ->  #toronto_r #craft #christmas https://t.co/j9Ro5OadiV #FF #RIT\n",
        "[1013] 0.27 ->  https://t.co/5QdQN0Wvux #Retweettrain #jakarta #like3 #FF #RIT #SHOPPING\n",
        "[1029] 0.67 ->  #toronto_r #craft #christmas https://t.co/FFkMtifXXg #FF #RIT\n",
        "[1089] 0.67 ->  #toronto_r #craft #christmas https://t.co/8a1IkpEALp #FF #RIT\n",
        "[1133] 0.67 ->  #toronto_r #craft #christmas https://t.co/EDZmuyNR3s #FF #RIT\n",
        "[1297] 0.67 ->  #toronto_r #craft #christmas https://t.co/FFkMtifXXg #FF #RIT\n",
        "[1298] 0.27 ->  #FF #RIT #SHOPPING https://t.co/Vi603Cfe3Q #Retweettrain #jakarta #like3\n",
        "=========\n",
        "Cluster silhouette mean:0.12\n",
        "Features: student:0.51  #rit:0.12  new:0.08  ::0.07  destler:0.06  show:0.06  take:0.05  @scottbureau:0.05  @apple:0.05  designer:0.05  release:0.05  #ios7:0.04  excited:0.04  please:0.04  get:0.04  see:0.04  #ritnews:0.04  &:0.04  want:0.04  tomorrow:0.03  weekend:0.03  lot:0.03  nice:0.03  campus:0.02  week:0.02  ready:0.02  riding:0.02  rit:0.02  festival:0.02  know:0.02  #roc:0.02  link:0.02  service:0.02  @rit_alumni:0.02  faculty:0.02  getting:0.02  medium:0.02  program:0.02  vehicle:0.02  next:0.02  share:0.02  future:0.02  fire:0.02 \n",
        "\n",
        "[108] 0.09 ->  3 #RIT students selected for an animation festival in CA for their stop-motion animations! Congrats to N. Rosenberg, A. Yanez, &amp; J. Roberts\n",
        "[174] 0.06 ->  RT @vicperotti: #RIT student entrepreneurial types- Buffalo Startup weekend wants you! Its a full weekend October 4th-6th: http://t.co/HuSp\u2026\n",
        "[227] 0.14 ->  Childrens App Concept design &amp; Motion Walkthrough by #RIT Design Student Lucy Bradshaw: http://t.co/ELVrbqg1XE\n",
        "[304] 0.09 ->  #RIT New Media students? RT @CourtOConnell hiring a Digital Storyteller-please share w/ talented students https://t.co/d9zkrdrDhQ\n",
        "[313] 0.13 ->  Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http://t.co/EDiCc5oUOh\n",
        "[336] 0.25 ->  #RIT students can join the #JPMCodeForGood to benefit nonprofits. Apply here: http://t.co/iRQUxxB8Y0\n",
        "[403] 0.12 ->  RT @scottbureau: Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http\u2026\n",
        "[465] 0.09 ->  RT @ritcias: Any designer students out there excited for the release of @Apple #iOS7 tomorrow? #RIT #StyleInYourPocket\n",
        "[585] 0.09 ->  @Bill_RIT Would love to see some #RIT students at the #CSPA13 Next Generation NY Conference in Oct! http://t.co/FsIK8fdxS4\n",
        "[621] 0.11 ->  #RIT student entrepreneurial types- Buffalo Startup weekend wants you! Its a full weekend October 4th-6th: http://t.co/HuSp5GHCsv #digent\n",
        "[632] 0.10 ->  Week 4. Students are getting their first exams back. Uh oh! Are you listed at #RIT's free site Tutor for Hire? http://t.co/SjsVNay4pw\n",
        "[677] 0.11 ->  DC, are you ready with student engineered coffee sleeve? #RIT @JavaSkinz @peregrinedc\n",
        "[715] 0.11 ->  Any designer students out there excited for the release of @Apple #iOS7 tomorrow? #RIT #StyleInYourPocket\n",
        "[788] 0.25 ->  @bluestatecoffee, have you seen @JavaSkinz, designed by students of #RIT...http://t.co/wvooVxALZu\n",
        "[798] 0.25 ->  Dear #RIT the heaters in Gleason circle are broken...fix them asap!\n",
        "Signed \n",
        "A popsicle student :)\n",
        "[809] 0.03 ->  RT @RIT_Alumni: #RIT student entrepreneurs are making a splash with a selective #entrepreneurship program through @saunderscollege: http://\u2026\n",
        "[890] 0.04 ->  RT @Juli_K: Nice coverage, @EricIrish! RT @news10nbc RIT student creates new campus security app http://t.co/mDHcq5XxXh #ROC #RIT\n",
        "[924] 0.11 ->  Please help support our student engineered coffee sleeve on #kickstarter and get your #javaskinz too @FuelAmericaCafe, @saunderscollege #RIT\n",
        "[947] 0.09 ->  RT @HOWbrand: We know some! RT @ritcias: Any designer students out there excited for the release of @Apple #iOS7 tomorrow? #RIT #StyleInYou\u2026\n",
        "[966] 0.25 ->  #Landsat8 img of #LakeOntario and #FingerLakes. 9/19/2013 Clear skies. What #RIT students have been waiting for!!!!! http://t.co/4iwxs6wPYL\n",
        "[986] 0.12 ->  RT @scottbureau: Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http\u2026\n",
        "[1026] 0.25 ->  #RIT students collect spectra undr #Landsat8 #LakeOntario. Evaluating improved #L8 for water quality. #NASA #USGS http://t.co/v5Dui4Dk9w\n",
        "[1067] 0.04 ->  Sounds a lot like @CampusSafeApp-- Apps prove potential as future of on-campus student safety http://t.co/OsoPwAxT0l #Cuse #RIT @EricIrish\n",
        "[1110] 0.12 ->  RT @scottbureau: Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http\u2026\n",
        "[1135] 0.07 ->  Vehicle fire at #RIT student parking lot. No injuries reported and fire crews are on scene.\n",
        "[1137] 0.08 ->  If you receive an Early Alert, you will be given a link to Student Services and advisors will be reaching out to students to offer help #RIT\n",
        "[1169] 0.09 ->  We know some! RT @ritcias: Any designer students out there excited for the release of @Apple #iOS7 tomorrow? #RIT #StyleInYourPocket\n",
        "[1176] 0.05 ->  Initial email will go out to students around week 13 inviting them to complete survey + reminders if it remains incomplete (not spam)! #RIT\n",
        "[1212] 0.12 ->  RT @scottbureau: Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http\u2026\n",
        "[1213] 0.13 ->  Just heard all about @RITMAGIC !! Can't wait to see student work! #RIT !\n",
        "[1217] 0.30 ->  @YearOne2013 is an interdisciplinary course for #RIT\u2019s first-year students. The 12-week course includes 6 out-of-class experiential sessions\n",
        "[1246] 0.04 ->  RT @mikejny: :-))) RT @Matt_S_Gregory: Student riding a powered unicycle. #OnlyatRIT #RIT http://t.co/A7etLf5AgQ\n",
        "[1316] 0.07 ->  RT @JavaSkinz: Please help support our student engineered coffee sleeve on #kickstarter and get your #javaskinz too @FuelAmericaCafe, @saun\u2026\n",
        "[1317] 0.04 ->  Hey #RIT. Save the date for #ROARDay, September 26, when faculty, staff and students can get their gifts matched up to $50!\n",
        "[1323] 0.05 ->  Nice coverage, @EricIrish! RT @news10nbc RIT student creates new campus security app http://t.co/mDHcq5XxXh #ROC #RIT\n",
        "=========\n",
        "Cluster silhouette mean:0.14\n",
        "Features: #ritstudents:0.55  day:0.07  @:0.06  @ritmediawivell:0.06  campus:0.06  ::0.06  #rit:0.05  class:0.05  check:0.04  #ritnews:0.04  youtube:0.03  we're:0.03  go:0.03  event:0.03  come:0.03  @ritnews:0.03  get:0.03  sure:0.03  make:0.03  got:0.02  u:0.02  going:0.02  learning:0.02  student:0.02  minute:0.02  global:0.02  new:0.02  future:0.02  year:0.02  strong:0.02  #ios7:0.02  coming:0.02  like:0.02  walking:0.02  first:0.02  take:0.02  time:0.02  barnes:0.02  noble:0.02  keep:0.02 \n",
        "\n",
        "[22] 0.12 ->  #clouds #RIT #RITstudents @ Global Village http://t.co/oBXZ1ptRvp\n",
        "[54] 0.12 ->  Hey @RIT_COLA and @RITDOC - check out this event we're planning! https://t.co/PTc7ieercO #lasertag #RIT #RITstudents\n",
        "[67] 0.07 ->  Hey Rochester the #RIT Dell Rep will be demoing new products at the Digital Den's Grand Opening at Barnes and Noble #RITStudents #RITNews JC\n",
        "[141] 0.14 ->  Scheming about the coming year for #RITstudents, mwahaha.\n",
        "[202] 0.11 ->  RT @RITNEWS: RT @RITMediaWivell: Pi Kappa Phi pedals for charity - for 5 days!  http://t.co/B8evzjRVt8 #RIT #RITNews #RITStudents\n",
        "[252] 0.34 ->  The Intersession terms, winter and summer, are called #TigerTerms. We patented it! #RITstudents #RITsenate\n",
        "[291] 0.13 ->  Just got a tour of the Semiconductor and Microsystems Fabrication Laboratory (SMFL) #RIT #RITstudents\u2026 http://t.co/Lt15lHkWvw\n",
        "[372] 0.09 ->  Thanks #ITS and #RIT for having a strong and robust enough network to handle all the #iOS7 downloads #RITstudents #greatinternet\n",
        "[379] 0.04 ->  Students will be rating the instructor - not the course. #RITstudents #RITsenate\n",
        "[393] 0.08 ->  RT @RIT_Erin: Hey @RIT_COLA and @RITDOC - check out this event we're planning! https://t.co/PTc7ieercO #lasertag #RIT #RITstudents\n",
        "[405] 0.11 ->  RT @RIT_SG: On Mon. 09/14 there is NO class. But when we come back to campus on Tues. you will attend Mon. classes! #RITsenate #RITstudents\u2026\n",
        "[409] 0.16 ->  983 subscribers to our YouTube page. Let's get to 1,000!! Go to http://t.co/4xpZwOryAF and click the red subscribe button! #RITStudents\n",
        "[416] 0.13 ->  On Mon. 09/14 there is NO class. But when we come back to campus on Tues. you will attend Mon. classes! #RITsenate #RITstudents #RIT\n",
        "[483] 0.14 ->  Survey will take about ten minutes to complete. #RITstudents #RITsenate\n",
        "[509] 0.20 ->  There will be a website going live soon covering #TigerTerms - the courses that will be offered and other info. #RITsenate #RITstudents\n",
        "[533] 0.08 ->  #RIT #RITstudents RT @RITMediaWivell: And more charity action on campus - this time from fraternity Pi Kappa Phi!! http://t.co/SKZYyl7PCR\n",
        "[560] 0.11 ->  RT @RITNEWS: RT @RITMediaWivell: Pi Kappa Phi pedals for charity - for 5 days!  http://t.co/B8evzjRVt8 #RIT #RITNews #RITStudents\n",
        "[611] 0.34 ->  No more paper surveys! #RITsenate #RITstudents\n",
        "[732] 0.07 ->  Make sure to confirm with your on/off campus jobs that you are scheduled appropriately for these two days! Beware of conflicts! #RITstudents\n",
        "[815] 0.07 ->  Why did this happen? We had Labor Day off! To maintain balance, the schedule had to be set like this. #RITstudents #RITsenate\n",
        "[931] 0.09 ->  Hey #RITStudents, show off your #Tigerpride and enter Dell's School Spirit Contest  -JC http://t.co/p6BKJNMsIG\n",
        "[932] 0.34 ->  No more paper! #RITsenate #RITstudents\n",
        "[949] 0.19 ->  Communications will be sent out to remind us of the schedule switch! #RITstudents #RITsenate\n",
        "[1001] 0.07 ->  Walking around on a beautiful day #RIT #RITstudents @ Golisano Institute of Sustainability http://t.co/N6mgJfSchB\n",
        "[1008] 0.16 ->  RT @RIT_SG: The Intersession terms, winter and summer, are called #TigerTerms. We patented it! #RITstudents #RITsenate\n",
        "[1036] 0.15 ->  For this first #TigerTerm, tuition will be 30%. It will be reevaluated for future terms. #RITsenate #RITstudents\n",
        "[1109] 0.11 ->  Watching the Lion King in class, for the purpose of learning? ZERO COMPLAINTS. #RIT #RITstudents\n",
        "[1130] 0.16 ->  983 subscribers to our YouTube page. Let's get to 1,000!! Go to http://t.co/gqqtpgeKAY and click the red subscribe button! #RITStudents\n",
        "[1136] 0.09 ->  Make sure to keep an eye out for skunks tonight kids #RIT #RITstudents #cominginhot @ Golisano College\u2026 http://t.co/zfNYxc0t2T\n",
        "[1221] 0.08 ->  If you want more info on the new Early Alert system, check out http://t.co/TY4iYlxmqa or stop by senate next week! #RITsenate #RITstudents\n",
        "[1312] 0.17 ->  Architecture #RIT #RITstudents @ Golisano Institute of Sustainability http://t.co/TdmssHuOeh\n",
        "[1333] 0.11 ->  RT @RITMediaWivell: Pi Kappa Phi pedals for charity - for 5 days!  http://t.co/B8evzjRVt8 #RIT #RITNews #RITStudents\n",
        "=========\n",
        "Cluster silhouette mean:0.07\n",
        "Features: video:0.34  awesome:0.27  #rit:0.10  ::0.09  #ritnews:0.09  @alexa_rae4:0.07  @jamjam_05:0.07  standouts:0.07  featured:0.06  @ritmediawivell:0.06  human:0.06  zombie:0.06  v:0.06  check:0.05  #tigerpride:0.05  cool:0.05  program:0.05  @ritwsoccer:0.05  job:0.05  via:0.04  @ritsports:0.04  great:0.04  new:0.04  coach:0.03  @scottbureau:0.03  @youtube:0.03  tomorrow:0.03  soccer:0.03  stop:0.03  @rit_alumni:0.03  friend:0.03  event:0.02  community:0.02  shield:0.02  hillside:0.02  find:0.02  @nyuathletics:0.02  morning:0.02  away:0.02  @ritnews:0.02  volleyball:0.02  follow:0.02  wanted:0.02  #ritstudents:0.02  we're:0.02  know:0.02 \n",
        "\n",
        "[70] 0.08 ->  Met the awesome owner of this Audi R8 V10 #audi #r8 #RIT http://t.co/AcVtBFgL9k\n",
        "[147] 0.04 ->  Help my friend find his awesome feline companion, especially near the #RIT area! http://t.co/8iBoAzLBcx\n",
        "[186] 0.16 ->  Awesome video short about Humans vs. Zombies at #RIT! http://t.co/7LuDyqQaCp Great job @RITMediaWivell from #RITNews\n",
        "[217] 0.05 ->  Couldn't stop smiling throughout the orientation video montage at today's appreciation event. Thanks @RITNSO, I'll miss you! #RIT\n",
        "[276] 0.11 ->  RT @RIT_Alumni: Awesome video coverage of @HVZatRIT: http://t.co/LYvEEtfF2x #RIT\n",
        "[319] 0.08 ->  That awesome moment when the Mike doesn't work so the crowd sings the National Anthem #RIT\n",
        "[667] 0.14 ->  RT @RITsports: @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t\u2026\n",
        "[737] 0.02 ->  RT @cpeltzer: Check out our new playlist with the Online Executive MBA program videos! http://t.co/uiBCnVMiTa #RIT @RITOnlineEMBA @KristiMi\u2026\n",
        "[758] 0.15 ->  RT @scottbureau: Awesome video short about Humans vs. Zombies at #RIT! http://t.co/7LuDyqQaCp Great job @RITMediaWivell from #RITNews\n",
        "[810] 0.14 ->  Awesome video coverage of @HVZatRIT: http://t.co/LYvEEtfF2x #RIT\n",
        "[870] 0.04 ->  We're just TWO subscribers away from 1,000! Follow #RITNEWS on @YouTube for some cool videos! http://t.co/TjvXsztXJW #RIT #ROC\n",
        "[909] 0.14 ->  RT @RITsports: @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t\u2026\n",
        "[970] 0.08 ->  Check out our new playlist with the Online Executive MBA program videos! http://t.co/uiBCnVMiTa #RIT @RITOnlineEMBA @KristiMitchell7\n",
        "[1053] 0.14 ->  RT @RITsports: @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t\u2026\n",
        "[1124] 0.15 ->  RT @scottbureau: Awesome video short about Humans vs. Zombies at #RIT! http://t.co/7LuDyqQaCp Great job @RITMediaWivell from #RITNews\n",
        "[1260] 0.14 ->  @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t.co/EjsGI4tcXD\n",
        "[1286] 0.07 ->  Couldn't watch the video, but congrats to @PiKappaPhiRIT! | #RIT 'Pedal for Push' Fundraiser: http://t.co/ORrVfXqTMU (via @YNN_Rochester)\n",
        "[1300] 0.03 ->  Iinterested in @hvzatRIT? Check out this awesome video @RITNEWS + @RITMediaWivell put together! #RITstudents http://t.co/g14Gdlp5KF\n",
        "[1375] 0.06 ->  Video: Everything u wanted to know about Humans vs. Zombies at #RIT Fall 2013 - http://t.co/AJWCXLvjwj via @youtube\n",
        "=========\n",
        "Cluster silhouette mean:0.81\n",
        "Features: day:0.48  lovely:0.45  @retweetwizard:0.34  #shopetsybot:0.34  #promoteyourbrand:0.34  @retweettrain:0.34  #rit:0.14  @liuda_s:0.02  @milavintages:0.02 \n",
        "\n",
        "[110] 0.89 ->  What a lovely day!\u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[125] 0.89 ->  What a lovely day!\u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[126] 0.89 ->  What a lovely day!\u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[137] 0.37 ->  RT @milavintages: \u263b What a lovely day!\u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[145] 0.89 ->  \u263b What a lovely day!\u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[175] 0.89 ->  \u263b What a lovely day!\u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[261] 0.89 ->  \u263b What a lovely day!\u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[328] 0.89 ->  \u263b What a lovely day!\u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[335] 0.89 ->  29* \u263b What a lovely day!\u2665 http://t.co/gKkaYQzrUy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[421] 0.89 ->  \u263b What a lovely day!\u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[515] 0.89 ->  29* \u263b What a lovely day!\u2665 http://t.co/5soooWochu #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[582] 0.89 ->  29* \u263b What a lovely day!\u2665 http://t.co/bovJLOgmiz #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[596] 0.89 ->  \u263b What a lovely day!\u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[639] 0.36 ->  RT @liuda_s: \u263b What a lovely day!\u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[664] 0.89 ->  29* \u263b What a lovely day!\u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[700] 0.89 ->  29* \u263b What a lovely day!\u2665 http://t.co/Kv1AZ6hCwf #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[751] 0.89 ->  29* \u263b What a lovely day!\u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[830] 0.17 ->  What a day. #rit http://t.co/aUk95YLioW\n",
        "[851] 0.89 ->  29* \u263b What a lovely day!\u2665 http://t.co/Z9ehxj1xjx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[895] 0.89 ->  29* \u263b What a lovely day!\u2665 http://t.co/dS7sp7zPrU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[925] 0.89 ->  \u263b What a lovely day!\u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[935] 0.89 ->  What a lovely day!\u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[953] 0.89 ->  29* \u263b What a lovely day!\u2665 http://t.co/GG7KSKYpBE #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[979] 0.17 ->  Two days :D #RIT\n",
        "[982] 0.89 ->  29* \u263b What a lovely day!\u2665 http://t.co/S0cF0iWq2M #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1113] 0.89 ->  29* \u263b What a lovely day!\u2665 http://t.co/JBUzmujkzr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1114] 0.89 ->  29* \u263b What a lovely day!\u2665 http://t.co/KpHZE3KUEJ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1175] 0.89 ->  \u263b What a lovely day!\u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1199] 0.89 ->  29* \u263b What a lovely day!\u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1241] 0.89 ->  \u263b What a lovely day!\u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1321] 0.89 ->  29* \u263b What a lovely day!\u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1413] 0.89 ->  \u263b What a lovely day!\u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.00\n",
        "Features: #ritnews:0.29  ::0.08  country:0.07  cross:0.07  #ritsports:0.06  #rit:0.06  @rittfxc:0.05  @youtube:0.04  lead:0.04  @ritwsoccer:0.04  new:0.04  via:0.04  story:0.04  msocc:0.03  men's:0.03  women's:0.03  team:0.03  tiger:0.03  wsocc:0.03  place:0.03  sign:0.03  @geneseoknights:0.03  @ritsports:0.03  stadium:0.03  headed:0.03  scoreless:0.03  #roc:0.03  invite:0.03  yellowjacket:0.03  ot:0.03  min:0.02  @johnakaddo:0.02  emma:0.02  highlander:0.02  houghton's:0.02  first:0.02  hall:0.02  @rochesterfringe:0.02  innovation:0.02  jones:0.02  recap:0.02  msocc|:0.02  week:0.02  finish:0.02  move:0.02  underway:0.02  got:0.02  @ritmediawivell:0.02  opening:0.02  league:0.02  liberty:0.02  ticket:0.02  runner:0.02  named:0.02  @ritnews:0.02  deaf:0.02  give:0.02  take:0.02  rookie:0.02  engineering:0.02  overtime:0.02  #gotigers:0.02 \n",
        "\n",
        "[18] 0.01 ->  @RITWSoccer with a glorious chance in the first OT, as Elizabeth May one timed a pass from in close just wide of the net. #RIT #RITNews\n",
        "[104] 0.05 ->  RT @RITsports: @RITTFXC runner Emma Jones named Liberty League Women's Cross Country Rookie of the Week. #RIT #RITNews http://t.co/m7grYVA6\u2026\n",
        "[122] 0.00 ->  Tickets going fast! #RIT Men's hockey Brick City Homecoming tickets v. Michigan on sale to general public http://t.co/05T2wx6f0B #RITNews\n",
        "[179] 0.05 ->  RT @RITsports: @RITTFXC runner Emma Jones named Liberty League Women's Cross Country Rookie of the Week. #RIT #RITNews http://t.co/m7grYVA6\u2026\n",
        "[337] 0.09 ->  Greg lighting it up without his balloon. #Ritnews sorta. https://t.co/KG4frjvTXL\n",
        "[367] 0.02 ->  RT @RITTFXC: Men's Cross Country takes third at Houghton's Highlander Invite Matt Giannino leads the team with first, Bernardo eighth, Salk\u2026\n",
        "[377] 0.03 ->  RT @RITsports: @RITTFXC - #RIT women's cross country places fourth out of 13 teams at Yellowjacket Invitational. #RITNews http://t.co/uEqmr\u2026\n",
        "[407] 0.04 ->  Incredible pix from rehearsal Thurs. Anomaly soars! Me, @BIODANCE1 + @SoundExChangeNY for @RochesterFringe #ritnews http://t.co/vVCgY5mvOZ\n",
        "[502] 0.02 ->  Good luck to @RITTFXC cross country as they begin their 2013 season at Genesee Valley Park. The women start at 11, men at 12. #RIT #RITNews\n",
        "[569] 0.02 ->  RT @RITsports: WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "[609] 0.04 ->  WSOCC | a little over 33 min. to kickoff between @RITWSoccer and @GeneseoKnights. #RITSports #RITNews\n",
        "[645] 0.01 ->  @RITTFXC - #RIT men's cross country gets 2013 season started with fifth place finish at Yellowjacket Invite. #RITNews http://t.co/nOvPYLWQiW\n",
        "[726] 0.05 ->  @RITPress author Jack Garner signs books @EastmanHouse.Tales of a film critic + personal stories.#RITNEWS #ROC http://t.co/AWzaL0YlSI\n",
        "[741] 0.02 ->  New building at NTID brings the deaf and hearing worlds together http://t.co/fmM4yJXPob via @news10nbc #rit #ritnews\n",
        "[742] 0.02 ->  RT @RITTFXC: Men's Cross Country takes third at Houghton's Highlander Invite Matt Giannino leads the team with first, Bernardo eighth, Salk\u2026\n",
        "[795] 0.09 ->  Congrats to Dr. Stephanie Ludi who has been appointed to the #AP #ComputerScience Principles Advisory Board! #RITNews\n",
        "[814] 0.06 ->  @RITTFXC runner Emma Jones named Liberty League Women's Cross Country Rookie of the Week. #RIT #RITNews http://t.co/m7grYVA6GN\n",
        "[818] 0.02 ->  WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "[834] 0.04 ->  #RIT\u2019s #Zagreb campus moves to new facility in Croatian Capital: http://t.co/CNa8Eur2S0 @ACMTDubrovnik #RITNews\n",
        "[843] 0.02 ->  MSOCC | @rueben910 gives #RIT a 1-0 lead over #Elmira in the 2'. @johnakaddo and @DBloshkin had the assists. #RITSports #RITNews\n",
        "[847] 0.00 ->  @RITFXC - #RIT men's cross country gets 2013 season started with fifth place finish at Yellowjacket Invite. #RITNews http://t.co/nOvPYLWQiW\n",
        "[859] 0.05 ->  RT @RITsports: @RITTFXC runner Emma Jones named Liberty League Women's Cross Country Rookie of the Week. #RIT #RITNews http://t.co/m7grYVA6\u2026\n",
        "[928] 0.01 ->  MSOCC| Tigers and Yellowjackets both threatening to score on several chances but score still remain 1-0 #RIT with 5 minutes to go. #RITNEWS\n",
        "[944] 0.02 ->  RT @RITTFXC: Women's cross country team takes first at Houghton's Highlander Invational led by a second place finish from freshman Emma Jon\u2026\n",
        "[965] 0.01 ->  MSOCC| Double overtime coming our way with the Tigers and Yellowjackets still tied at 1-1. #RITNEWS #GoTigers\n",
        "[1073] 0.02 ->  RT @RITsports: WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "[1101] 0.03 ->  MSOCC | @johnakaddo gives #RIT a 2-0 lead over @ECSoaringEagles with a goal in 56'. #RITSports #RITNews\n",
        "[1107] 0.00 ->  RT @RITsports: @RITTFXC - #RIT men's cross country gets 2013 season started with fifth place finish at Yellowjacket Invite. #RITNews http:/\u2026\n",
        "[1141] 0.03 ->  Men's Cross Country takes third at Houghton's Highlander Invite Matt Giannino leads the team with first, Bernardo eighth, Salk 12th #RITNEWS\n",
        "[1164] 0.00 ->  @WITR897 presents \u201cThe Bill Destler Show,\u201d featuring RIT\u2019s president taking listener ? at 5 pm Weds. Send your ? to witrdj@rit.edu #RITNews\n",
        "[1200] 0.01 ->  We did it! Surpassed 1,000 #RITNews @YouTube subscribers! #RIT\n",
        "[1218] 0.05 ->  @RITTFXC - #RIT women's cross country places fourth out of 13 teams at Yellowjacket Invitational. #RITNews http://t.co/uEqmrXxzDX\n",
        "[1225] 0.01 ->  #RIT Engineering grad success: Irondequoit teacher uses many methods to make physics fun http://t.co/NGutEVDpyU via @DandC  #RITNEWS\n",
        "[1231] 0.03 ->  New building at #NTID brings the deaf and hearing worlds together http://t.co/uwFwYYM076 via @news10nbc #RITNews\n",
        "[1238] 0.02 ->  @ShuttleCDRKelly and @GabbyGiffords will be in #ROC in 3 weeks, http://t.co/IcVNGBi6ep. It's going to be a very inspiring event! #RITnews\n",
        "[1242] 0.03 ->  MSOCC | @johnakaddo makes it 3-0 #RIT over @ECSoaringEagles in the 56'. #RITNews #RITSports\n",
        "[1288] 0.01 ->  #RIT Engineering &amp; Co-op highlighted:  How the \u2018E\u2019 in STEM readies the workforce http://t.co/sbBZuejdJV via @AAASmember  #RITNEWS\n",
        "[1359] 0.09 ->  Congrats to Dr. Stephanie Ludi who has been appointed to the #AP #ComputerScience Principles Advisory Board: http://t.co/f4YcWv4cVH #RITNews\n",
        "[1364] 0.02 ->  RT @RITsports: WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "[1379] 0.03 ->  Women's cross country team takes first at Houghton's Highlander Invational led by a second place finish from freshman Emma Jones #RITNews\n",
        "[1386] 0.03 ->  Got the sneak peek of @RITNTID's new Rosica Hall, a center for research, innovation. Grand opening Oct. 11. #RITNews http://t.co/IqErP2UTCL\n",
        "=========\n",
        "Cluster silhouette mean:0.40\n",
        "Features: ::0.73  #rit:0.32  new:0.08  find:0.06  season:0.05  #roc:0.05  good:0.03  ticket:0.03  get:0.03 \n",
        "\n",
        "[9] 0.58 ->  RT @Stephh24k: Livin the life #RIT #lovinit\n",
        "[51] 0.12 ->  RT @emftomlinson: Wouldn't be mad if @DustFost 's season started now #hockeywithdrawals #RIT #6\n",
        "[106] 0.14 ->  \u201c@SLUPsiChapter: Many are called, but the chosen are few. Dare to find out?! #SLU #RIT #Sept29 http://t.co/FcXZuqUSH1\u201d\n",
        "[256] 0.58 ->  RT @RBAlliance: #RIT hosts an Entrepreneurial Leadership Summit September 27.  http://t.co/nltsjVARyP\n",
        "[270] 0.14 ->  RT @SLUPsiChapter: Many are called, but the chosen are few. Dare to find out?! #SLU #RIT #Sept29 http://t.co/11o50VPkx8\n",
        "[274] 0.13 ->  RT @sumithatwork: #RIT (Govt. Engg College #Kottayam, #Kerala) to get above 10 crore rupees under #TEQUIP http://lnkd.in/f-ju3S\n",
        "[326] 0.50 ->  RT @RITGolisanoCCIS: Congrats to Dr. Stephanie Ludi who has been appointed to the #AP #ComputerScience Principles Advisory Board: http://t.\u2026\n",
        "[476] 0.50 ->  RT @RITGolisanoCCIS: Asst Prof Andy Meneely (SE) comments on the importance of sharing in computing security in @HackSurferNews: http://t.c\u2026\n",
        "[486] 0.58 ->  RT @JC00k03: #ManCandyMonday #RIT #Wowzers @Justicesheehan2 @TheRealDalt @jhhp17 http://t.co/PS2QrsvVKc\n",
        "[487] 0.12 ->  RT @JustinMaggio: Hockey season tickets\u2705 #RIT\n",
        "[498] 0.58 ->  \u201c@jennnx23: Math is always boring \ud83d\ude34 @RIT_Sleepers http://t.co/CdZnKNBRLr\u201d \n",
        "\u221amath = sleep (\u2312\u25bd\u2312)\uff0f\\ (\u2312\u25bd\u2312) #rit\n",
        "[536] 0.18 ->  RT @yormicklaw: #RIT, #UR profs collaborate on #photoacoustic imaging to screen cancers, http://t.co/OW3YxOL2aG #ROC\n",
        "[546] 0.58 ->  RT @UniqueSNO: #Caribash #RIT #CSA #UOFR #SOCA http://t.co/x3wxZokM8e\n",
        "[607] 0.18 ->  RT @rebecca_boone: Spending my afternoon at the #RIT Entrepreneurial Leadership Summit\n",
        "#Entrepreneurship #digent #ROC\n",
        "[666] 0.58 ->  RT @RITBME: Tom Gramlich, Sr Biomedical Device Engineer at Boston Scientific talks Fri 1pm in room 73-1140 at #RIT\n",
        "[744] 0.20 ->  RT @Chris_Kiro4395: Selfie by the new ice rink #construction #site #hardhat #RIT #hockeyrink http://t.co/3jQ0NRqL9H\n",
        "[759] 0.11 ->  \u201c@RIT_BrickCity: Comedian tickets only available in-person at the Gordon Field House Box Office now!\u201d #RIT\n",
        "[773] 0.58 ->  RT @FirasAlmoula: #Mechanical #Engineering #RIT #Dubai #University #Workshop #Machine  #Adidas #Originals http://t.co/pA5JAL3NfZ\n",
        "[836] 0.20 ->  RT @jam1678: #Working on #new #formats is scary! #Editing with new (to me) #technology. #RITJourno #RIT #ReporterMagazine\n",
        "[880] 0.50 ->  RT @RITGolisanoCCIS: Congrats to Dr. Stephanie Ludi who has been appointed to the #AP #ComputerScience Principles Advisory Board: http://t.\u2026\n",
        "[990] 0.58 ->  RT @Juli_K: #RIT Entrepreneurial Leadership Summit 9/29 1-5 PM Free, but registration required because space is limited. http://t.co/39kdo4\u2026\n",
        "[1018] 0.58 ->  \u201c@TheHistoryBook: \"Too many niggas, not enough hoes.\" -Mark Twain\u201d #RIT\n",
        "[1055] 0.58 ->  RT @RITBME: Tom Gramlich, Sr Biomedical Device Engineer at Boston Scientific talks Fri 1pm in room 73-1140 at #RIT\n",
        "[1081] 0.58 ->  \u201c@tomklaben: @RIT_Sleepers 11am on a Monday http://t.co/snFruRBZHW\u201d \n",
        "(\\(\\\n",
        "( -.-)\n",
        "o__(\u201c)(\u201c) so schnuggly #RIT\n",
        "[1098] 0.10 ->  RT @Runaaa6: Good night with Dirty Dawg Prout! #RIT @AProut76\n",
        "[1198] 0.58 ->  RT @aehickerson: An intro to my project on journalism and deafness #RIT http://t.co/IdqYAKBzJL\n",
        "[1230] 0.20 ->  RT @Chris_Kiro4395: Selfie by the new ice rink #construction #site #hardhat #RIT #hockeyrink http://t.co/3jQ0NRqL9H\n",
        "[1264] 0.58 ->  RT @Juli_K: #RIT Entrepreneurial Leadership Summit 9/29 1-5 PM Free, but registration required because space is limited. http://t.co/39kdo4\u2026\n",
        "[1311] 0.58 ->  RT @RBAlliance: #RIT hosts an Entrepreneurial Leadership Summit September 27.  http://t.co/nltsjVARyP\n",
        "[1366] 0.58 ->  RT @djcoil: #WRugby College @BuffStateRugby 36-5 #Brockport, #Geneseo2 61-5 #RIT #NSCROWest @Ankerman44 @yscrugby\n",
        "[1384] 0.58 ->  RT @aehickerson: An intro to my project on journalism and deafness #RIT http://t.co/IdqYAKBzJL\n",
        "=========\n",
        "Cluster silhouette mean:0.15\n",
        "Features: set:0.27  vb:0.25  @potsdambears:0.22  lead:0.20  @fredstatedevils:0.16  @keukaathletics:0.13  @fisherathletics:0.12  @uofrathletics:0.12  take:0.11  @ritsports:0.09  @brockport:0.09  #rit:0.08  third:0.07  win:0.06  defeat:0.06  @medaillemavs:0.06  ::0.05  force:0.05  v:0.05  opening:0.05  second:0.05  knotted:0.05  tiger:0.05  hold:0.04  match:0.04  keuka:0.03  fredonia:0.03  drop:0.03  fifth:0.03  play:0.02  move:0.02  point:0.02  weekend:0.02  tied:0.02  first:0.02  fourth:0.02  good:0.02 \n",
        "\n",
        "[47] 0.08 ->  @PotsdamBears and #RIT are knotted at 21-21 in the second set.\n",
        "[95] 0.17 ->  VB | #RIT defeats Keuka 25-22 in opening set. @FisherAthletics leads @FredStateDevils 11-9 in opening set.\n",
        "[98] 0.17 ->  RT @RITsports: VB | #RIT leads 15-13 in the second over @PotsdamBears while @FredStateDevils leads @UofRathletics 15-7.\n",
        "[116] 0.08 ->  RT @RITsports: #RIT takes third set 25-15 defeating @Brockport in straight sets. The Tigers play again at 7pm against @KeukaAthletics. #RIT\u2026\n",
        "[154] 0.20 ->  VB | #RIT leads 15-13 in the second over @PotsdamBears while @FredStateDevils leads @UofRathletics 15-7.\n",
        "[165] 0.15 ->  RT @RITsports: VB | @PotsdamBears takes set 3 over #RIT 27-25. Tigers lead the match 2-1.\n",
        "[213] 0.14 ->  RT @RITsports: VB | #RIT forces fifth set vs. @KeukaAthletics wins set four 25-17. Tied 2-2. @medaillemavs beats @PotsdamBears in set 2, 25\u2026\n",
        "[218] 0.16 ->  #RIT grabs a 5-3 lead over @KeukaAthletics in set 5. @FisherAthletics forces set 5 vs. @FredStateDevils with 25-18 win in set 4\n",
        "[243] 0.26 ->  VB | #RIT takes set 1 over @PotsdamBears 25-13. @FredStateDevils leads @UofRathletics 21-15.\n",
        "[290] 0.01 ->  VB | #RIT drops opening set to Medaille 28-26. @p\n",
        "[305] 0.13 ->  More #RIT VB Invitational scores. First set, @UofRathletics leads @PotsdamBears by a tally of 9-3.\n",
        "[349] 0.14 ->  VB | #RIT forces fifth set vs. @KeukaAthletics wins set four 25-17. Tied 2-2. @medaillemavs beats @PotsdamBears in set 2, 25-22.\n",
        "[370] 0.05 ->  RIT takes the first set over @Brockport 25-19 while @FisherAthletics downs @UofRathletics 25-21 in Clark Gym. #RITNEWS\n",
        "[402] 0.14 ->  VB | @PotsdamBears takes set 3 over #RIT 27-25. Tigers lead the match 2-1.\n",
        "[408] 0.12 ->  RT @RITsports: VB | #RIT moves to 3-0 on weekend with four set win over @PotsdamBears. Tigers win 25-13, 25-21, 25-27, 25-18\n",
        "[550] 0.21 ->  VB | @FisherAthletics defeats @FredStateDevils 25-17 in set one, @KeukaAthletics leads #RIT 15-9 in set two.\n",
        "[584] 0.16 ->  RT @RITsports: VB | #RIT defeats Keuka 25-22 in opening set. @FisherAthletics leads @FredStateDevils 11-9 in opening set.\n",
        "[603] 0.06 ->  RT @RITsports: #RIT struggling with @medaillemavs down 18-10 in set two. @PotsdamBears are trying to hold off @Brockport and win the match,\u2026\n",
        "[622] 0.19 ->  RT @RITsports: VB | @KeukaAthletics forces fourth set vs. @FisherAthletics, #RIT leads @PotsdamBears 21-14 in fourth set, up 2-1.\n",
        "[628] 0.09 ->  #RIT struggling with @medaillemavs down 18-10 in set two. @PotsdamBears are trying to hold off @Brockport and win the match, they lead 16-13\n",
        "[630] 0.22 ->  VB | @KeukaAthletics takes the third set over #RIT 25-19. Lead 2-1. @FredStateDevils leads @FisherAthletics 10-7 in set three.\n",
        "[637] 0.22 ->  VB | #RIT takes set 2 over @PotsdamBears, 25-21, @FredStateDevils defeats @UofRathletics 25-20.  RIT and Fredonia lead 2-0.\n",
        "[796] 0.06 ->  #RIT takes third set 25-15 defeating @Brockport in straight sets. The Tigers play again at 7pm against @KeukaAthletics. #RITNews #TigerPride\n",
        "[844] 0.20 ->  VB | @KeukaAthletics forces fourth set vs. @FisherAthletics, #RIT leads @PotsdamBears 21-14 in fourth set, up 2-1.\n",
        "[849] 0.15 ->  VB | @FredStateDevils defeats @KeukaAthletics in three sets, 25-18, 25-14, 25-19. Fredonia plays @FisherAthletics and Keuka plays #RIT at 7.\n",
        "[864] 0.13 ->  @FisherAthletics up 15-5 over @UofRathletics in third set while #RIT holds onto slim three point lead over @Brockport 8-5\n",
        "[879] 0.20 ->  RT @RITsports: VB | Good third set between #RIT and @PotsdamBears knotted at 19. @FredStateDevils leads @UofRathletics 22-15\n",
        "[975] 0.12 ->  VB | #RIT moves to 3-0 on weekend with four set win over @PotsdamBears. Tigers win 25-13, 25-21, 25-27, 25-18\n",
        "[1032] 0.25 ->  RT @RITsports: VB | #RIT takes set 1 over @PotsdamBears 25-13. @FredStateDevils leads @UofRathletics 21-15.\n",
        "[1047] 0.21 ->  VB | Good third set between #RIT and @PotsdamBears knotted at 19. @FredStateDevils leads @UofRathletics 22-15\n",
        "[1119] 0.13 ->  @FisherAthletics up 15-8 over @UofRathletics in third set while #RIT holds onto slim three point lead over @Brockport 9-5\n",
        "[1131] 0.11 ->  VB | We switch sides in the fifth set with #RIT leading @KeukaAthletics 8-5\n",
        "[1156] 0.15 ->  RT @RITsports: VB | #RIT drops opening set to @medaillemavs 28-26. @PotsdamBears takes set three vs. @Brockport 25-22, leads 2-1.\n",
        "[1181] 0.14 ->  VB | #RIT drops opening set to @medaillemavs 28-26. @PotsdamBears takes set three vs. @Brockport 25-22, leads 2-1.\n",
        "[1277] 0.22 ->  VB | Early updates, set 1. #RIT leads @PotsdamBears 12-4, @FredStateDevils leads @UofRathletics 10-5.\n",
        "[1281] 0.23 ->  VB | @FredStateDevils takes set 2 over @FisherAthletics 25-22. In set 3, @KeukaAthletics leads #RIT 14-10.\n",
        "[1307] 0.07 ->  RT @RITsports: @PotsdamBears and #RIT are knotted at 21-21 in the second set.\n",
        "[1360] 0.14 ->  Day 2 of the #RIT VB Invite is here. RIT vs. @PotsdamBears, @UofRathletics vs. @FredStateDevils and @FisherAthletics vs. @KeukaAthletics.\n",
        "[1417] 0.22 ->  RT @RITsports: VB | #RIT takes set 2 over @PotsdamBears, 25-21, @FredStateDevils defeats @UofRathletics 25-20.  RIT and Fredonia lead 2-0.\n",
        "=========\n",
        "Cluster silhouette mean:0.04\n",
        "Features: like:0.27  look:0.24  people:0.13  #rit:0.11  email:0.06  it's:0.05  getting:0.05  &:0.05  u:0.04  make:0.04  #roc:0.04  ::0.04  #onlyatrit:0.04  recently:0.04  want:0.03  interested:0.03  take:0.03  global:0.03  story:0.03  new:0.03  featured:0.03  get:0.03  news:0.03  @monroefirerpt:0.03  @silverlauraa:0.03  gun:0.03  nerf:0.03  normal:0.02  @rocmaker:0.02  walk:0.02  please:0.02  java's:0.02  innovation:0.02  still:0.02  go:0.02  class:0.02  got:0.02  morning:0.02  done:0.02 \n",
        "\n",
        "[63] 0.03 ->  @absoluteparagon is it SCB or COB cause I see COB a lot more and I want to know which of us sounds like an outsider n00b #RIT\n",
        "[121] 0.02 ->  Things like software updates make me giggle like a 12 year old school girl. I'm definitely in the right college. #rit #iOS7\n",
        "[136] 0.05 ->  #TutorCon participants - are you getting some good pics? #RIT public relations would like a few to showcase the event. Email @Tutor@rit.edu\n",
        "[198] 0.02 ->  RT @acritelli: #OnlyAtRIT do you get emails like these. http://t.co/TvPXOzeuPz\n",
        "[263] 0.04 ->  19' Kiana Richards looks to make a run, #RIT is called offside. RIT - 1 U of R - 0\n",
        "[355] 0.07 ->  I like the breakfast bar. #RIT\n",
        "[468] 0.07 ->  @TheRock Look at you, playa!#RIT-UIB\n",
        "[482] 0.03 ->  @monroefirerpt sounds like it should be an #RIT call\n",
        "[484] 0.04 ->  I like these odds i want to go to rit so bad!!! Interview soon :) #rit #college http://t.co/ThBxS8qHrP\n",
        "[500] 0.03 ->  Make sure to check out the Dept. of Communication's twitter account:  @RITDOC. Look at us communicating and stuff! #RIT\n",
        "[526] 0.02 ->  RT @silverlauraa: It's normal for people to walk into class with nerf guns here. #onlyatRIT\n",
        "[581] 0.03 ->  #ROC &amp; #RIT people: Interested in getting $100 for participating in a research study? To apply, fill out this survey: http://t.co/DCyRnVvWvk\n",
        "[619] 0.02 ->  RT @silverlauraa: It's normal for people to walk into class with nerf guns here. #onlyatRIT\n",
        "[663] 0.04 ->  We were recently featured in a global news story! Please take a look and share it with your friends! #roc #rit http://t.co/iJYs69jNHe\n",
        "[668] 0.07 ->  Hey look @ColtonWoytas! \n",
        "Penny gave me a present! #lacrosse #RIT #CoolAunt #NY http://t.co/lV7K4c75cz\n",
        "[728] 0.13 ->  New hockey arena looks like a roller coaster. #RIT\n",
        "[887] 0.06 ->  Innovation at it's best... RT @ROCMaker We were recently featured in a global news story! Take a look! #roc #rit http://t.co/mKXQkHmvTW\n",
        "[929] 0.07 ->  They are working me like a dog- woof! #thethingsyouhear #RIT\n",
        "[1083] 0.05 ->  @pip_piphooray &amp; I like to burn our feelings #RIT#thestruggle http://t.co/AQ1JBvuxir\n",
        "[1146] 0.03 ->  Nothing like a little java's in the morning #coffee #grind #rit http://t.co/OqfEU1LfoP\n",
        "[1161] 0.06 ->  #OnlyAtRIT do you get emails like these. http://t.co/TvPXOzeuPz\n",
        "[1235] 0.07 ->  Hey look @coltonwoytas! Penny gave me a present! #RIT #lacrosse #NY  #coolAunt http://t.co/49dsTGlLiK\n",
        "[1252] 0.15 ->  There were probably 30 people at the #rit #chess #club tonight! This is what #collegechess looks like.\u2026 http://t.co/zzWWR8v9TL\n",
        "[1397] 0.04 ->  RT @The585dotcom: Innovation at it's best... RT @ROCMaker We were recently featured in a global news story! Take a look! #roc #rit http://t\u2026\n",
        "[1408] 0.03 ->  This afternoon I messaged Son #2 at #RIT and suggested a new @AndroidDev app.  Got messaged back tonight saying it is nearly done.  Like.\n",
        "=========\n",
        "Cluster silhouette mean:0.79\n",
        "Features: guide:0.47  handmade:0.47  gift:0.39  @retweetwizard:0.30  #shopetsybot:0.30  #promoteyourbrand:0.29  @retweettrain:0.29  #rit:0.10  @milavintages:0.08  ::0.04  @liuda_s:0.02 \n",
        "\n",
        "[42] 0.87 ->  \u263bHandmade Gift guide \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[87] 0.87 ->  \u263bHandmade Gift guide \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[143] 0.87 ->  \u263bHandmade Gift guide \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[208] 0.42 ->  RT @liuda_s: \u263bHandmade Gift guide \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[219] 0.53 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[282] 0.87 ->  Handmade Gift guide \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[295] 0.53 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[316] 0.53 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[329] 0.87 ->  Handmade Gift guide \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[411] 0.87 ->  \u263bHandmade Gift guide \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[510] 0.87 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[554] 0.87 ->  \u263bHandmade Gift guide \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[709] 0.87 ->  \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[882] 0.87 ->  \u263bHandmade Gift guide \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[914] 0.87 ->  \u263bHandmade Gift guide \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[985] 0.87 ->  \u263bHandmade Gift guide \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1057] 0.87 ->  \u263bHandmade Gift guide \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1093] 0.87 ->  Handmade Gift guide \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1190] 0.87 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1251] 0.87 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1295] 0.87 ->  Handmade Gift guide \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1314] 0.53 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1350] 0.87 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.02\n",
        "Features: #diggretweets:0.31  done:0.15  #rit:0.10  wonderfully:0.09  well:0.07  love:0.07  #jakarta:0.05  treasury:0.04  #weddings:0.03  wonderful:0.03  loved:0.03  #artbubblesart:0.03  #boebot:0.03  #hobbit:0.03  #statweestics:0.03  choice:0.03  pretty:0.03  beautiful:0.03  item:0.03  super:0.03  #blitz:0.03  #retweettrain:0.02  arrangement:0.02  heart:0.02  #retweetwizard:0.02  #romance:0.02  #ff:0.02  #etsyboebot:0.02  #handmade:0.02  #bridal:0.02  #sexy:0.02  #emarikan:0.02  #:0.02  #1onecircle:0.02  #tweet_co:0.02  #art:0.02  cave:0.02  etsy:0.02  lovely:0.02  #digg:0.02  #felt:0.02  cat:0.02  #vjse2:0.02  #christmas:0.02  job:0.02  elegant:0.02 \n",
        "\n",
        "[35] 0.08 ->  Well done! 31452 https://t.co/0JEN3yjmqQ #RIT #diggretweets #like2 #boebot #RIT\n",
        "[55] 0.02 ->  Wonderfully done!! 29622 https://t.co/U6GvdpcXuU #RIT #blackfriday #sweet16 #blitz\n",
        "[68] 0.03 ->  Beautiful arrangement! 16946 https://t.co/QkPZWtRwao #RIT #diggretweets\n",
        "[78] 0.02 ->  Wonderfully done!! 49587 https://t.co/pLqblwKtKU #weddings #art #RIT #glam\n",
        "[120] 0.04 ->  So beautiful! 88284 https://t.co/b9R1BAVHJM #RIT  #Hobbit #diggretweets\n",
        "[132] 0.04 ->  Wonderful treasury 93284 https://t.co/FjAHi9VPYs #diggretweets #RIT #etsyboebot\n",
        "[153] 0.08 ->  Wonderfully done!! 78138 https://t.co/Keplnzmc3j #diggretweets #retweet4all #RIT\n",
        "[185] 0.03 ->  Super choices! 66166 https://t.co/n9lMkXSUss #russian_artists #RIT #diggretweets\n",
        "[188] 0.03 ->  Well done! 80131 https://t.co/NHxxqusxca #weddings #sexy #diggretweets #FF #RIT\n",
        "[228] 0.04 ->  Love love love 22602 https://t.co/0CZ9DBEhLF #RIT #gold #diggretweets\n",
        "[231] 0.05 ->  I love it 20704 https://t.co/qzL4vaG236 #RIT #statweestics #diggretweets #digg\n",
        "[251] 0.04 ->  My love items 12423 https://t.co/eED5l5Apwu #RIT #diggretweets etsybot #Hobbit\n",
        "[332] 0.01 ->  Best of tre best 46959 https://t.co/RsXBW6xIYS #diggretweets #diggretweets #RIT\n",
        "[375] 0.04 ->  Love the cat cave! 53780 https://t.co/cJZrEhfVXm #diggretweets #RIT #bridal\n",
        "[442] 0.03 ->  In my heart 37402 https://t.co/DTtd5u4DPa #diggretweets #sexy #diggretweets #RIT\n",
        "[458] 0.02 ->  love this! so well done! 81770 https://t.co/tRPzNiVhOu #jeweltweets #silver #RIT\n",
        "[459] 0.03 ->  In my heart 43753 https://t.co/q8CSCarWgY #TCretweet #RIT #diggretweets #diggretweets\n",
        "[494] 0.03 ->  Wonderful job 49846 https://t.co/vRLrdZCxyY  #RIT #diggretweets #Retweettrain #vjse2\n",
        "[501] 0.05 ->  My love items 15534 https://t.co/uwntBbhVMB #diggretweets #RIT #RIT # #jakarta\n",
        "[518] 0.03 ->  Wonderfully done!! 6986 https://t.co/RLL5GUZPP6 #etsyboebot #jakarta #RIT\n",
        "[520] 0.03 ->  Pretty 41595 https://t.co/YanCIzMYSI #accessories #diggretweets #RIT\n",
        "[534] 0.01 ->  Well done! 4786 https://t.co/UPrB4qJlKi #silversterling #RIT #digg #blitz\n",
        "[565] 0.03 ->  Best treasury on Etsy 90660 https://t.co/IoJkxPmRng #handmade #diggretweets #RIT\n",
        "[590] 0.03 ->  Super choices! 4803 https://t.co/Ii04avPGHA #RIT #diggretweets #artpromoter\n",
        "[602] 0.04 ->  So pretty! 65354 https://t.co/pTsVxI4zKK #emarikan #statweestics #diggretweets #RIT\n",
        "[627] 0.03 ->  love this! so well done! 85721 https://t.co/tSt1PLmr2q #1onecircle #RIT #Jakarta\n",
        "[662] 0.03 ->  Wonderful collection!  14448 https://t.co/kO3PZzPE28 #RIT #diggretweets\n",
        "[704] 0.05 ->  Love the cat cave! 89661 https://t.co/4Rj1NIIVVX #diggretweets #Jakarta #felt #RIT\n",
        "[711] 0.03 ->  My sweet treasury 70639 https://t.co/dsoU8Ntic6 #shabbychic #RIT #diggretweets\n",
        "[716] 0.03 ->  Wonderfully done!! 67344 https://t.co/Om1z4Aoh7v #RIT #artbubblesart #Hobbit\n",
        "[723] 0.03 ->  Super choices! 69783 https://t.co/CRcXhdbnWd  #RIT #diggretweets #myhandmadetweet #boebot\n",
        "[753] 0.03 ->  Very elegant and classy 11158 https://t.co/kWHz5fa48z #RIT #diggretweets\n",
        "[883] 0.11 ->  Wonderfully done!! 6801 https://t.co/hu8fP7XakP #diggretweets #RIT\n",
        "[938] 0.02 ->  Wonderfully done!! 81162 https://t.co/FDQWFkHkYa #RIT #instantfolowback #weddings\n",
        "[988] 0.04 ->  Treasury on Etsy 6979 https://t.co/B8vm6bsZH8 #tweet_co #diggretweets #RIT\n",
        "[992] 0.03 ->  Beautiful arrangement! 4800 https://t.co/5rMVhWyxOf #diggretweets #cotton #RIT\n",
        "[1010] 0.04 ->  Love this 10976 https://t.co/vMzo0tDy5K  # #RIT #handmade #diggretweets\n",
        "[1105] 0.04 ->  You will loved it 61757 https://t.co/FLaWmvXYIs #weddings #diggretweets #art #RIT\n",
        "[1177] 0.09 ->  love this! so well done! 88287 https://t.co/6NodylamJF #diggretweets etsyxo #RIT\n",
        "[1196] 0.03 ->  You will loved it 18240 https://t.co/W85Quqj3fV #diggretweets #bridal #RIT\n",
        "[1301] 0.03 ->  So pretty! 68972 https://t.co/73BsOoQaZ9 #diggretweets #jewelry #statweestics #RIT\n",
        "[1306] 0.01 ->  Wonderfully done!! 14084 https://t.co/nh4zevNKpw #vancouver_rt #shopping #tweet_co #RIT\n",
        "[1355] 0.04 ->  My love items 87168 https://t.co/JUTjTKfaKg #romance #diggretweets #RIT\n",
        "[1380] 0.02 ->  I tweet it 36637 https://t.co/ON6iatSCIU #diggretweets #boebot #toronto #RIT\n",
        "[1393] 0.03 ->  Well done! 56577 https://t.co/J3Joi737e4 #emarikan #artbubblesart #Jakarta #RIT\n",
        "[1410] 0.03 ->  You will loved it 91910 https://t.co/zkaMnurrx3 #RetweetWizard #RIT #diggretweets\n",
        "=========\n",
        "=========\n",
        "Cluster silhouette mean:0.36\n",
        "Features: picked:0.31  poll:0.31  finish:0.27  preseason:0.24  @atlantic_hockey:0.20  @ritmhky:0.17  #ritnews:0.15  @chawomenshockey:0.15  @ritwhky:0.14  fifth:0.14  fourth:0.14  ::0.10  strong:0.10  tiger:0.09  @jtvenniro:0.09  @ritsports:0.08  pretty:0.08  #rit:0.07  announce:0.07  tuned:0.07  stay:0.07  coach:0.06  #tigerpride:0.06  morning:0.06  #tigers:0.02 \n",
        "\n",
        "[19] 0.26 ->  RT @RITMHKY: Stay tuned this morning, as @Atlantic_Hockey will announce its 2013-14 preseason coaches poll. Where will #RIT be picked to fi\u2026\n",
        "[48] 0.42 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[50] 0.38 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[91] 0.26 ->  RT @RITMHKY: Stay tuned this morning, as @Atlantic_Hockey will announce its 2013-14 preseason coaches poll. Where will #RIT be picked to fi\u2026\n",
        "[177] 0.42 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[240] 0.36 ->  @RITMHKY picked to finish fifth in the 2013-14 @Atlantic_Hockey preseason poll. #RIT #RITNews #TigerPride http://t.co/GPBkkq47mi\n",
        "[369] 0.38 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[381] 0.38 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[462] 0.42 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[561] 0.27 ->  Stay tuned this morning, as @Atlantic_Hockey will announce its 2013-14 preseason coaches poll. Where will #RIT be picked to finish?\n",
        "[653] 0.42 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[699] 0.27 ->  \u201c@RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll.\" WE WILL BE FIRST. #rit #tigers #TigerPride\n",
        "[720] 0.42 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[823] 0.35 ->  RT @RITMHKY: Tigers picked to finish fifth in the 2013-14 @Atlantic_Hockey preseason poll. #RIT #RITNews #TigerPride http://t.co/MxM8ZMuSi2\n",
        "[872] 0.38 ->  @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[926] 0.26 ->  RT @RITMHKY: Stay tuned this morning, as @Atlantic_Hockey will announce its 2013-14 preseason coaches poll. Where will #RIT be picked to fi\u2026\n",
        "[1088] 0.35 ->  They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.co/Eynf5ZnnJ6\n",
        "[1120] 0.38 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[1150] 0.38 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[1272] 0.33 ->  Tigers picked to finish fifth in the 2013-14 @Atlantic_Hockey preseason poll. #RIT #RITNews #TigerPride http://t.co/MxM8ZMuSi2\n",
        "[1372] 0.42 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "=========\n",
        "Cluster silhouette mean:0.50\n",
        "Features: @retweetwizard:0.37  #shopetsybot:0.37  #promoteyourbrand:0.36  @retweettrain:0.36  season:0.31  best:0.30  autumn:0.19  #rit:0.13  @milavintages:0.04  @liuda_s:0.03  ::0.03 \n",
        "\n",
        "[37] 0.29 ->  Autumn is Here \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[44] 0.16 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[61] 0.29 ->  Autumn is Here \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[75] 0.29 ->  31* \u263b Autumn is Here \u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[90] 0.29 ->  Autumn is Here \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[112] 0.30 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[114] 0.64 ->  The best season \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[150] 0.64 ->  \u263b The best season \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[176] 0.64 ->  32* \u263b The best season \u2665 http://t.co/vPHy39Rtto #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[212] 0.29 ->  \u263b Autumn is Here \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[237] 0.64 ->  32* \u263b The best season \u2665 http://t.co/bovJLOgmiz #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[272] 0.64 ->  32* \u263b The best season \u2665 http://t.co/KpHZE3KUEJ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[299] 0.13 ->  RT @liuda_s: \u263b Autumn is Here \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[317] 0.29 ->  \u263b Autumn is Here \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[357] 0.64 ->  32* \u263b The best season \u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[418] 0.64 ->  \u263b The best season \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[423] 0.64 ->  The best season \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[439] 0.64 ->  \u263b The best season \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[472] 0.64 ->  32* \u263b The best season \u2665 http://t.co/wxkWYPcP8L #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[485] 0.29 ->  \u263b Autumn is Here \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[491] 0.16 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[574] 0.64 ->  \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[598] 0.64 ->  32* \u263b The best season \u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[605] 0.64 ->  32* \u263b The best season \u2665 http://t.co/soW5fQy7lR #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[638] 0.64 ->  32* \u263b The best season \u2665 http://t.co/eEzqMxs4Dr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[654] 0.64 ->  32* \u263b The best season \u2665 http://t.co/usJ2Teb542 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[685] 0.64 ->  32* \u263b The best season \u2665 http://t.co/bRmjgawkGk #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[695] 0.29 ->  \u263b Autumn is Here \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[735] 0.64 ->  32* \u263b The best season \u2665 http://t.co/sGUsM1NfKU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[792] 0.64 ->  \u263b The best season \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[802] 0.64 ->  32* \u263b The best season \u2665 http://t.co/dg5vFiX8df #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[803] 0.30 ->  RT @milavintages: \u263b The best season \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[821] 0.29 ->  31* \u263b Autumn is Here \u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[832] 0.29 ->  31* \u263b Autumn is Here \u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[840] 0.64 ->  32* \u263b The best season \u2665 http://t.co/JBUzmujkzr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[841] 0.64 ->  \u263b The best season \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[846] 0.29 ->  \u263b Autumn is Here \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[850] 0.64 ->  \u263b The best season \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[852] 0.64 ->  32* \u263b The best season \u2665 http://t.co/Wjd3V94FJA #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[863] 0.64 ->  32* \u263b The best season \u2665 http://t.co/g2UW1kVYRV #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[869] 0.64 ->  32* \u263b The best season \u2665 http://t.co/XjErPofJoo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[885] 0.64 ->  32* \u263b The best season \u2665 http://t.co/pgeucR8wk0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[904] 0.29 ->  \u263b Autumn is Here \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[943] 0.64 ->  32* \u263b The best season \u2665 http://t.co/NUTAt1QSON #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[971] 0.64 ->  32* \u263b The best season \u2665 http://t.co/S0cF0iWq2M #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[972] 0.64 ->  32* \u263b The best season \u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1009] 0.64 ->  32* \u263b The best season \u2665 http://t.co/HFhoF9a39E #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1031] 0.29 ->  \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1034] 0.64 ->  32* \u263b The best season \u2665 http://t.co/JtJTo4SZ1d #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1042] 0.64 ->  \u263b The best season \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1050] 0.64 ->  32* \u263b The best season \u2665 http://t.co/mog5g0NNvt #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1051] 0.64 ->  The best season \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1054] 0.64 ->  32* \u263b The best season \u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1066] 0.29 ->  Autumn is Here \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1091] 0.64 ->  \u263b The best season \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1095] 0.64 ->  32* \u263b The best season \u2665 http://t.co/5soooWochu #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1117] 0.29 ->  \u263b Autumn is Here \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1125] 0.29 ->  \u263b Autumn is Here \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1189] 0.29 ->  31* \u263b Autumn is Here \u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1229] 0.64 ->  32* \u263b The best season \u2665 http://t.co/dS7sp7zPrU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1232] 0.29 ->  \u263b Autumn is Here \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1244] 0.64 ->  32* \u263b The best season \u2665 http://t.co/Z9ehxj1xjx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1263] 0.64 ->  32* \u263b The best season \u2665 http://t.co/O7sBClHQUZ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1266] 0.30 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1273] 0.16 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1276] 0.30 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1315] 0.64 ->  The best season \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1328] 0.64 ->  32* \u263b The best season \u2665 http://t.co/UOe6PBTxnW #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1334] 0.64 ->  \u263b The best season \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1404] 0.16 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.57\n",
        "Features: #vintage:0.60  lovely:0.48  #promoteyourbrand:0.30  @retweettrain:0.30  #rit:0.13  ::0.06  #eliteretweets:0.04  #felt:0.04  #hobbit:0.04  #tcretweet:0.04  #boebot:0.04  collection:0.03  #artbubblesart:0.03  treasury:0.03 \n",
        "\n",
        "[197] 0.70 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[246] 0.20 ->  Lovely treasury 60479 https://t.co/F8DmYJw9ba #artbubblesart #RIT #vintage #felt\n",
        "[548] 0.70 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/ZP62JgqtY5 #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[573] 0.19 ->  Lovely collection!! 88232 https://t.co/2O3rQDj5cB #vintage  #Hobbit #TCretweet #RIT\n",
        "[658] 0.60 ->  RT @Ginainky: LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintagegla\u2026\n",
        "[721] 0.70 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[805] 0.70 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[816] 0.60 ->  RT @Ginainky: LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintagegla\u2026\n",
        "[822] 0.22 ->  Lovely 9803 https://t.co/gB6tYoRbY6 #boebot #Eliteretweets #vintage #RIT #boebot\n",
        "[899] 0.70 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[1185] 0.70 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[1234] 0.60 ->  RT @Ginainky: LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintagegla\u2026\n",
        "[1275] 0.70 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[1330] 0.70 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "=========\n",
        "Cluster silhouette mean:0.11\n",
        "Features: guy:0.44  #onlyatrit:0.20  girl:0.09  ::0.07  friend:0.07  walking:0.06  door:0.05  humped:0.05  cd:0.05  dubsep:0.05  nye:0.05  version:0.05  \ud83d\ude02\ud83d\ude0e:0.05  science:0.05  #sorrynotsorry:0.05  around:0.05  person:0.05  holding:0.05  dressed:0.05  car:0.04  warm:0.04  saw:0.04  campus:0.04  don't:0.04  know:0.04  awesome:0.04  volleyball:0.04  #girlprobs:0.04  calc:0.04  sit:0.04  table:0.04  week:0.04  #ritprobs:0.03  ever:0.03  get:0.03  want:0.03  day:0.03  #rit:0.03  need:0.03  class:0.03  @migueljosue24:0.02  come:0.02  @heyy_domon:0.02 \n",
        "\n",
        "[80] 0.10 ->  RT @MiguelJosue24: When you don't know if that person is a guy or a girl #OnlyatRIT\n",
        "[205] 0.12 ->  what's with the guy walking around campus in a suit and a top hat....? #uhhh #onlyatrit\n",
        "[220] 0.09 ->  No guy ever wants to sit at the same table as me in calc class. #ritprobs #girlprobs #onlyatrit\n",
        "[224] 0.12 ->  When you don't know if that person is a guy or a girl #OnlyatRIT\n",
        "[283] 0.11 ->  Just some guy climbing a 30 foot tree throwing twigs at his friends #rit http://t.co/XxVQZxtJ5i\n",
        "[318] 0.20 ->  Bummed a smoke off some guy very casually wearing night-vision goggles #onlyatrit\n",
        "[343] 0.15 ->  RT @DanielleKindron: #onlyatrit do we have a dubsep version of bill nye the science guy on our warm up cd for volleyball \ud83d\ude02\ud83d\ude0e #SorryNotSorry\n",
        "[360] 0.14 ->  #onlyatrit do we have a dubsep version of bill nye the science guy on our warm up cd for volleyball \ud83d\ude02\ud83d\ude0e #SorryNotSorry\n",
        "[495] 0.15 ->  RT @sunroofbandit: Bummed a smoke off some guy very casually wearing night-vision goggles #onlyatrit\n",
        "[555] 0.10 ->  RT @theblairhenry: This guy just humped a car door to get it to open. o.O #OnlyAtRIT\n",
        "[576] 0.12 ->  RT @EllieHoltje: what's with the guy walking around campus in a suit and a top hat....? #uhhh #onlyatrit\n",
        "[694] 0.08 ->  We need some guys to come an audition tonight .. bring your friends, text your friends, come and audition #RIT #TigersNextTopModel\n",
        "[811] 0.10 ->  Just saw a guy in all black, dressed as a girl, holding a giant umbrella day to protect his pasty white skin from the sun. #onlyatRIT\n",
        "[927] 0.08 ->  RT @Heyy_Domon: No guy ever wants to sit at the same table as me in calc class. #ritprobs #girlprobs #onlyatrit\n",
        "[960] 0.08 ->  RT @RIT_Orlando: Just saw a guy in all black, dressed as a girl, holding a giant umbrella day to protect his pasty white skin from the sun.\u2026\n",
        "[1021] 0.15 ->  RT @DanielleKindron: #onlyatrit do we have a dubsep version of bill nye the science guy on our warm up cd for volleyball \ud83d\ude02\ud83d\ude0e #SorryNotSorry\n",
        "[1045] 0.12 ->  This guy just humped a car door to get it to open. o.O #OnlyAtRIT\n",
        "[1148] 0.03 ->  Met the awesome Japanese guy who owns Audi R8 V10 #R8 #audi #RIT http://t.co/LqkDYXrkyw\n",
        "[1354] 0.10 ->  Guys. Artesano's has hot apple cider way earlier than they said they would. Week = made. #RIT\n",
        "=========\n",
        "Cluster silhouette mean:0.06\n",
        "Features: today:0.44  #rit:0.10  etsy:0.08  cold:0.05  launch:0.04  show:0.03  #rochesterproblems:0.03  ::0.03  learning:0.03  u:0.03  kick:0.03  @geneseoknights:0.03  much:0.02  #digg:0.02  great:0.02  #roc:0.02  stop:0.02  around:0.02  come:0.02  don't:0.02  time:0.02  #ios7:0.02  java's:0.02  participate:0.02  #tshirt:0.02  gracie:0.02  check:0.02  schoo:0.02  ready:0.02  culture:0.02  @:0.02  deaf:0.02  expo:0.02  team:0.02  @ritnews:0.02  @ritwsoccer:0.02  stadium:0.02  tiger:0.02  set:0.02  going:0.02  interested:0.02  @ritgettothegame:0.02  @ritbehindbricks:0.02  global:0.02  #ritdoc:0.02  #onlyatrit:0.02  library:0.02  get:0.02 \n",
        "\n",
        "[25] 0.03 ->  RT @RITBehindBricks: Are you ready for the launch of iOS7 today? Don\u2019t worry RIT\u2019s ITS team has you covered: http://t.co/npLDcMcIgE #iOS7 #\u2026\n",
        "[65] 0.03 ->  @RITWSoccer is set to kick off against the @GeneseoKnights at 4pm today! Come out to Tiger Stadium and show your school spirit #RIT!\n",
        "[73] 0.01 ->  Gotta love that U.S. Constitution. Did u know today is Constitution Day @ #RIT? Find out what's in store: http://t.co/GkqqTU3W4n #RITnews\n",
        "[74] 0.05 ->  #RIT Join Saunders fall picnic today from 3:30-6:30! Don't miss out on the free food and free shirts! There will be Carnival games and fun!\n",
        "[77] 0.05 ->  I learned sooooo much today at @NYChiroCollege and am super #motivated to get that required paper done if it kills me by my bday #1111 #RIT\n",
        "[268] 0.09 ->  Joe Loffredo, from the Registrar's Office, is always joining us today! #RIT\n",
        "[287] 0.07 ->  Today from 2-4 we are having a social with yoga club! Outside the SBC (LOW). Bring $1 to participate and a yoga mat or blanket. #rit #wib\n",
        "[366] 0.17 ->  Tried to be cute today. #selfie #rit #school http://t.co/ZYD82yD3AN\n",
        "[457] 0.06 ->  Just been traveling around rochesters libraries today #RIT #fisher\n",
        "[481] 0.09 ->  Feeling really cold in GCCIS today\u2026 #RIT\n",
        "[529] 0.03 ->  Please stop by the @RITNEWS volunteer fair today and learn more about RYY! #RIT #takeayearon\n",
        "[537] 0.04 ->  Don't forget to stop by at Barnes &amp; Noble today at 4p.m. for the Grand Opening of the new Digital Den! http://t.co/n5Ir9YDjKN #RIT #ROC\n",
        "[538] 0.07 ->  Today on Etsy 69544 https://t.co/pHaLJHbl1W #jeweltweets #RIT #jakarta #digg\n",
        "[556] 0.06 ->  Massage today in Global Village for #RIT Employees sign up here  http://t.co/iTUpT0jAbt\n",
        "[557] 0.07 ->  Today on Etsy 42754 https://t.co/sipjfOcsnJ #etsyboebot #glam #RIT\n",
        "[577] 0.03 ->  RT @RITGETtotheGAME: @RITWSoccer is set to kick off against the @GeneseoKnights at 4pm today! Come out to Tiger Stadium and show your schoo\u2026\n",
        "[580] 0.07 ->  Java's is a little naughty today. #rit http://t.co/e4cdJ3ZL7i\n",
        "[599] 0.05 ->  RT @AWwasHere: I wore shorts on Wednesday and today my teeth are chattering because I'm so cold #onlyatRIT #rochesterproblems\n",
        "[691] 0.06 ->  If you are interested in learning more about the Deaf culture, check out the Deaf Nation Expo today at #RIT. #ROC http://t.co/vuZJj2quT6\n",
        "[760] 0.05 ->  Great time today at the #ritdoc Welcome Back Bash http://t.co/wm7BvPQuvu #rit\n",
        "[783] 0.04 ->  Got plans for today? No? Well you should! Check out TheLink to see what's going on around #RIT! Clubs, sports, workshops - get involved!\n",
        "[786] 0.04 ->  Today on Etsy 43568 https://t.co/ctuALJvdok #diggretweets #blitz #RIT #hirasu\n",
        "[919] 0.07 ->  Today on Etsy 28599 https://t.co/h7Goyu46JY #nowfollowing #RIT #coupons #art\n",
        "[1039] 0.03 ->  Today we officially launch our new Twitter account! We'll be relentlessly tweeting from this day forth - follow for updates and news. #RIT\n",
        "[1061] 0.02 ->  RT @RITBehindBricks: If you are interested in learning more about the Deaf culture, check out the Deaf Nation Expo today at #RIT. #ROC http\u2026\n",
        "[1076] 0.17 ->  Packed house for the #EY networking lunch today at Saunders! #RIT http://t.co/aANOKkIKos\n",
        "[1082] 0.03 ->  We are so excited for the #RIT Accounting Career Fair from 1-3pm today in CIMS. Stop by to learning about opportunities for our business...\n",
        "[1094] 0.17 ->  Not today!  Chilly temps are waking our senses! #thankyouforaperfectday #rit #smithvillelake http://t.co/qJsyGYVzN2\n",
        "[1147] 0.06 ->  Today on Etsy 63118 https://t.co/MOoGwOs4pc #RIT #sexy #cotton #bargains\n",
        "[1159] 0.07 ->  Bumming it today \ud83d\ude0b #bumming #it #outfit #ootd #nike #shorts #rit #tshirt #love #black #orange http://t.co/SC1iaxciKI\n",
        "[1168] 0.06 ->  Are you ready for the launch of iOS7 today? Don\u2019t worry RIT\u2019s ITS team has you covered: http://t.co/npLDcMcIgE #iOS7 #RIT #RITMobile #ROC\n",
        "[1204] 0.07 ->  I wore shorts on Wednesday and today my teeth are chattering because I'm so cold #onlyatRIT #rochesterproblems\n",
        "[1224] 0.04 ->  #RITNews RT@RIT_BrickCity Tickets for Colin and Brad going fast! Today before 5pm is your last chance to buy online, http://t.co/olkcro5545\n",
        "[1304] 0.08 ->  Today on Etsy 73286 https://t.co/Q7L6vgca3D #russian_artists #Digg #RIT\n",
        "[1305] 0.17 ->  Visiting artist to the glass department today. #sacglass #glassblowing #RIT with some #ceramics\u2026 http://t.co/NOMcIHYoFs\n",
        "[1346] 0.03 ->  RT @RITGETtotheGAME: @RITWSoccer is set to kick off against the @GeneseoKnights at 4pm today! Come out to Tiger Stadium and show your schoo\u2026\n",
        "[1382] 0.05 ->  Today needs to be over asap. I'm tired, have too much to do and close to 0 time to sleep. #RIT #NeedToGraduate\n",
        "[1385] 0.07 ->  Dinosaur bbq catered at gracies today #bestdayever #RIT http://t.co/Rwz7m8Jtug\n",
        "[1391] 0.12 ->  Today on Etsy 13406 https://t.co/xhtmAnklcv #speedfollowers #RIT\n",
        "[1399] 0.03 ->  RT @RITDOC: Today we officially launch our new Twitter account! We'll be relentlessly tweeting from this day forth - follow for updates and\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.02\n",
        "Features: #onlyatrit:0.29  ::0.12  @onlyatrit:0.07  kid:0.06  play:0.05  #hvz:0.05  someone:0.05  saw:0.04  fox:0.04  ups:0.04  say:0.04  documented:0.04  insanity:0.04  warm:0.04  love:0.03  @colcol808:0.03  youtube:0.03  volleyball:0.03  @stephaniesowa:0.03  around:0.03  kim:0.03  possible:0.03  ringtone:0.03  library:0.03  degree:0.03  later:0.03  campus:0.03  #rochesterproblems:0.03  #welcometorit:0.02  @ritcrush:0.02  anyone:0.02  nope:0.02  @melissabromley:0.02  @apalm9292:0.02  see:0.02  class:0.02  day:0.02  make:0.02  conversation:0.02  depth:0.02  lightsabers:0.02  dance:0.02  hahah:0.02  interpretive:0.02  acceptable:0.02  real:0.02  cat:0.02  need:0.02  next:0.02  shit:0.02  we're:0.02  #ritprobs:0.02  zombie:0.02  roommate:0.02  school:0.02 \n",
        "\n",
        "[13] 0.04 ->  RT @StephanieSowa: The kids next to me in class are having a very in depth conversation about \"real\" lightsabers... #onlyatrit\n",
        "[15] 0.03 ->  Just saw buddy ride by me on a make shift skateboard that involves 2 trucks, 4 wheels and 2x4 #budgetcuts #onlyatrit\n",
        "[30] 0.05 ->  The kids next to me in class are having a very in depth conversation about \"real\" lightsabers... #onlyatrit\n",
        "[45] 0.04 ->  When you see someone fly five feet falling off their longboard #onlyatrit\n",
        "[92] 0.06 ->  Someone in the library has a Kim Possible ringtone... #OnlyAtRIT\n",
        "[94] 0.01 ->  There's a sprinkler outside my apartment that doesn't water the grass, but washes my car and my roommates car every night... \ud83d\ude99 #OnlyAtRIT\n",
        "[157] 0.06 ->  \u201c@OnlyAtRIT: The insanity documented on youtube. #HvZ #OnlyatRIT http://t.co/Z5tbWy8qPX\u201d my crazy college...\n",
        "[214] 0.05 ->  #OnlyAtRIT does Beanz play this extremely distracting yet happy song while I'm working on an essay... TWICE IN A ROW! http://t.co/hXwH3NJpO2\n",
        "[238] 0.05 ->  When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "[289] 0.01 ->  RT @bkaj18: Human sighting in the UC complex! #HVZ #onlyatRIT\n",
        "[292] 0.06 ->  RT @OnlyAtRIT: The insanity documented on youtube. #HvZ #OnlyatRIT http://t.co/RHKL8vh3nJ\n",
        "[311] 0.02 ->  This fucking dancing man in the SAU. #onlyatrit\n",
        "[312] 0.03 ->  I kid you not, I cannot enter my lecture hall because the previous lecture about COD is going on. #OnlyAtRIT http://t.co/ZcASFanU3B\n",
        "[359] 0.04 ->  RT @StephanieSowa: The kids next to me in class are having a very in depth conversation about \"real\" lightsabers... #onlyatrit\n",
        "[380] 0.03 ->  RT @apalm9292: \u201c@RITCrush: \"Will anyone love me?\"\u201d Nope #WelcomeToRIT #OnlyAtRIT\n",
        "[388] 0.05 ->  RT @BLD9936: \u201c@ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\u201d @abberdoodle9 @saramartin94 @mojojokes \u2026\n",
        "[397] 0.03 ->  RT @OnlyAtRIT: 90 degrees one day, 50 degrees two days later. #OnlyatRIT #rochesterproblems\n",
        "[417] 0.03 ->  Human sighting in the UC complex! #HVZ #onlyatRIT\n",
        "[469] 0.04 ->  RT @StephanieSowa: The kids next to me in class are having a very in depth conversation about \"real\" lightsabers... #onlyatrit\n",
        "[503] 0.05 ->  RT @melissabromley: Someone in the library has a Kim Possible ringtone... #OnlyAtRIT\n",
        "[514] 0.03 ->  RT @apalm9292: \u201c@RITCrush: \"Will anyone love me?\"\u201d Nope #WelcomeToRIT #OnlyAtRIT\n",
        "[522] 0.03 ->  RT @apalm9292: \u201c@RITCrush: \"Will anyone love me?\"\u201d Nope #WelcomeToRIT #OnlyAtRIT\n",
        "[540] 0.05 ->  RT @BLD9936: \u201c@ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\u201d @abberdoodle9 @saramartin94 @mojojokes \u2026\n",
        "[563] 0.01 ->  WHY IS THIS SHIT ACCEPTABLE. #onlyatrit #rit http://t.co/ABprcveMyE\n",
        "[612] 0.02 ->  \"We need to pass the course with flying colours and we're currently in shades of grey!\" #OnlyAtRIT\n",
        "[617] 0.07 ->  RT @ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "[756] 0.07 ->  RT @ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "[767] 0.03 ->  RT @OnlyAtRIT: 90 degrees one day, 50 degrees two days later. #OnlyatRIT #rochesterproblems\n",
        "[776] 0.01 ->  RT @theblairhenry: I kid you not, I cannot enter my lecture hall because the previous lecture about COD is going on. #OnlyAtRIT http://t.co\u2026\n",
        "[799] 0.03 ->  Walk down the Quarter Mile to see someone playing the bicycle theme from Pokemon Red and riding their bike. I love my school. #OnlyAtRIT\n",
        "[806] 0.06 ->  The insanity documented on youtube. #HvZ #OnlyatRIT http://t.co/RHKL8vh3nJ\n",
        "[826] 0.07 ->  RT @ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "[858] 0.05 ->  RT @melissabromley: Someone in the library has a Kim Possible ringtone... #OnlyAtRIT\n",
        "[892] 0.03 ->  RT @OnlyAtRIT: 90 degrees one day, 50 degrees two days later. #OnlyatRIT #rochesterproblems\n",
        "[969] 0.02 ->  \u201c@RITCrush: \"Will anyone love me?\"\u201d Nope #WelcomeToRIT #OnlyAtRIT\n",
        "[989] 0.06 ->  RT @OnlyAtRIT: The insanity documented on youtube. #HvZ #OnlyatRIT http://t.co/RHKL8vh3nJ\n",
        "[1000] 0.00 ->  \u201c@OnlyAtRIT: Something only us tigers will understand. #OnlyatRIT http://t.co/DtQ7sz7hFx\u201d @lucfitz820 @SethWB #imcrying \ud83d\ude02\n",
        "[1007] 0.05 ->  My neighbor owns Nathan's Soup and Salad. He's basically RIT God. #onlyatRIT\n",
        "[1014] 0.04 ->  Saw the kid who interpretive dances around campus again #OnlyAtRIT hahah love him\n",
        "[1015] 0.02 ->  I get so excited to go to the Corner Store on Sundays #OnlyAtRIT\n",
        "[1017] 0.05 ->  \u201c@ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\u201d @abberdoodle9 @saramartin94 @mojojokes @mcdhalle14\n",
        "[1040] 0.05 ->  RT @StephanieSowa: Saw the kid who interpretive dances around campus again #OnlyAtRIT hahah love him\n",
        "[1063] 0.06 ->  \u201c@OnlyAtRIT: The insanity documented on youtube. #HvZ #OnlyatRIT http://t.co/ZF5GPeT9hy\u201d this is my school\n",
        "[1193] 0.07 ->  RT @ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "[1215] 0.06 ->  \u201c@OnlyAtRIT: The insanity documented on youtube. #HvZ #OnlyatRIT http://t.co/VXUZGdnVA8\u201d this is my school... \ud83d\ude33\n",
        "[1296] 0.05 ->  RT @melissabromley: Someone in the library has a Kim Possible ringtone... #OnlyAtRIT\n",
        "[1341] 0.06 ->  An #onlyatrit moment as witnessed by @rajsmurthy - kid in a drumstick hat ... @onlyatrit\n",
        "[1357] 0.03 ->  RT @OnlyAtRIT: 90 degrees one day, 50 degrees two days later. #OnlyatRIT #rochesterproblems\n",
        "[1368] 0.05 ->  RT @StephanieSowa: Saw the kid who interpretive dances around campus again #OnlyAtRIT hahah love him\n",
        "[1383] 0.05 ->  RT @melissabromley: Someone in the library has a Kim Possible ringtone... #OnlyAtRIT\n",
        "clusters: 24 skipped 2 (0.140944326991%) tweets our of 1419 total tweets\n"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print result"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "{'total': 1419, 'clusters': 24, 'sil_score': 0.16353267113026912, 'skipped': 2}\n"
       ]
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "raw",
     "metadata": {},
     "source": [
      "Now try using bigrams"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#test code, delete later\n",
      "fx.reset_features(tweet_set)\n",
      "fx.extract_lemmatize_tokens(tweet_set, exclude=['ucla', '#ucla', 'rt'])\n",
      "fx.extract_lemmatize_bigrams(tweet_set, exclude=['#ucla', 'rt'])\n",
      "print \"token extracton done\"\n",
      "terms = perform_trial_clustering(tweet_set,quality=True,batch=False, tfidf=True, threshold=0.0)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "token extracton done\n"
       ]
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sorted_terms = sorted([(fname, d['cid'], d['coef'], d['sil']) for fname, d in terms.items()],\n",
      "                        key=lambda tup: tup[2], reverse=True) \n",
      "\n",
      "exclude = [d[0] for d in sorted_terms if d[2] < 0.015]\n",
      "result = perform_tweet_clustering(tweet_set,quality=True,batch=False, tfidf=True, threshold=0.0, exclude=exclude)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "=========\n",
        "Cluster silhouette mean:0.06\n",
        "Features: #hvz:0.23  got:0.22  #hvz_#onlyatrit:0.11  documented:0.09  insanity:0.09  insanity_documented:0.09  #onlyatrit:0.08  youtube:0.08  @onlyatrit_::0.06  @onlyatrit:0.06  new:0.06  game:0.05  #rit:0.05  ::0.05  zombie:0.04  super:0.04  :_got:0.03  &:0.03  @ritntid's:0.03  @ritntid's_new:0.03  new_rosica:0.03  opening_oct:0.03  peek:0.03  rosica:0.03  rosica_hall:0.03  sneak:0.03  sneak_peek:0.03  complex:0.03  human_sighting:0.03  sighting:0.03  uc:0.03  uc_complex:0.03  throwback:0.03  throwback_thursday:0.03  research:0.03  oct:0.03  share:0.03  grand_opening:0.03  hall:0.03  set:0.03  #rit_#ritstudents:0.03  innovation:0.03  grand:0.03  global:0.02  featured:0.02  thursday:0.02  center:0.02  school:0.02  photo:0.02  @ritbehindbricks:0.02  bed:0.02  opening:0.02  #roc:0.02  human:0.02  @ritmhky:0.02  #ritstudents:0.02  class:0.02  ticket:0.02  #tigerpride:0.02  @colcol808:0.02  @colcol808_::0.02  app:0.02  back:0.02  @bobfinnerty:0.02  @bobfinnerty_::0.02  tonight:0.02  like:0.02 \n",
        "\n",
        "[101] 0.08 ->  RT @BobFinnerty: Got the sneak peek of @RITNTID's new Rosica Hall, a center for research, innovation. Grand opening Oct. 11. #RITNews http:\u2026\n",
        "[149] 0.03 ->  RT @xmisskala: Walkie talkies. Taking it to a whole new level. #hvz #onlyatrit\n",
        "[157] 0.11 ->  \u201c@OnlyAtRIT: The insanity documented on youtube. #HvZ #OnlyatRIT http://t.co/Z5tbWy8qPX\u201d my crazy college...\n",
        "[289] 0.04 ->  RT @bkaj18: Human sighting in the UC complex! #HVZ #onlyatRIT\n",
        "[291] 0.01 ->  Just got a tour of the Semiconductor and Microsystems Fabrication Laboratory (SMFL) #RIT #RITstudents\u2026 http://t.co/Lt15lHkWvw\n",
        "[292] 0.15 ->  RT @OnlyAtRIT: The insanity documented on youtube. #HvZ #OnlyatRIT http://t.co/RHKL8vh3nJ\n",
        "[300] 0.01 ->  The Super Smash Bros Tourney got kicked outta Barnes &amp; Noble at close, so they decide to set up the games outdoors in the plaza #OnlyAtRIT\n",
        "[307] 0.01 ->  I think we need a few more http://t.co/jaiA5fbqqa #rit #hvz\n",
        "[365] 0.03 ->  Have you seen the highlights from this fall's #HvZ game at #RIT? See them here -- http://t.co/vyfXfuRY6Y\n",
        "[374] 0.02 ->  Finally got my new bike! #nomorewalking #RIT http://t.co/FBEYQqUkCD\n",
        "[384] 0.00 ->  RT @ColCol808: The Super Smash Bros Tourney got kicked outta Barnes &amp; Noble at close, so they decide to set up the games outdoors in the pl\u2026\n",
        "[417] 0.05 ->  Human sighting in the UC complex! #HVZ #onlyatRIT\n",
        "[713] 0.01 ->  I went to bed at 5 am and got up for class at 11. I am a zombie. \ud83d\udc80 #tired #RIT #Programmer\n",
        "[718] 0.10 ->  almost got ran over. #HvZ #rit #nerdyschool https://t.co/dMHTiICrAD\n",
        "[806] 0.13 ->  The insanity documented on youtube. #HvZ #OnlyatRIT http://t.co/RHKL8vh3nJ\n",
        "[989] 0.15 ->  RT @OnlyAtRIT: The insanity documented on youtube. #HvZ #OnlyatRIT http://t.co/RHKL8vh3nJ\n",
        "[1063] 0.15 ->  \u201c@OnlyAtRIT: The insanity documented on youtube. #HvZ #OnlyatRIT http://t.co/ZF5GPeT9hy\u201d this is my school\n",
        "[1080] 0.08 ->  RT @BobFinnerty: Got the sneak peek of @RITNTID's new Rosica Hall, a center for research, innovation. Grand opening Oct. 11. #RITNews http:\u2026\n",
        "[1096] 0.02 ->  Got any old photos from your time at #RIT? Share them with @RITBehindBricks to be featured in Throwback Thursday http://t.co/ACjAuvqAiR #ROC\n",
        "[1215] 0.15 ->  \u201c@OnlyAtRIT: The insanity documented on youtube. #HvZ #OnlyatRIT http://t.co/VXUZGdnVA8\u201d this is my school... \ud83d\ude33\n",
        "[1216] 0.03 ->  RT @MargieSees: Got any old photos from your time at #RIT? Share them with @RITBehindBricks to be featured in Throwback Thursday http://t.c\u2026\n",
        "[1267] 0.02 ->  The zombies converge outside my window. #RIT #HvZ @ Global Village 400 http://t.co/LpIkaVTEUl\n",
        "[1386] 0.06 ->  Got the sneak peek of @RITNTID's new Rosica Hall, a center for research, innovation. Grand opening Oct. 11. #RITNews http://t.co/IqErP2UTCL\n",
        "[1408] 0.01 ->  This afternoon I messaged Son #2 at #RIT and suggested a new @AndroidDev app.  Got messaged back tonight saying it is nearly done.  Like.\n",
        "=========\n",
        "Cluster silhouette mean:0.04\n",
        "Features: ::0.40  #rit:0.16  :_#rit:0.06  new:0.04  :_#np:0.03  @umalayaradio_::0.03  fox:0.03  fox_say:0.03  ups:0.03  ups_#onlyatrit:0.03  volleyball_warm:0.03  warm_ups:0.03  say:0.03  @umalayaradio:0.03  warm:0.03  awesome:0.03  make:0.03  #onlyatrit:0.03  #np:0.03  night:0.03  @colcol808:0.03  @colcol808_::0.03  #ritnews:0.03  @urwomenssoccer:0.03  volleyball:0.03  play:0.03  @urmenssoccer:0.03  ticket:0.03  selfie:0.02  #universityofrochester:0.02  #roc:0.02  get:0.02  rookie:0.02  #welcometorit:0.02  #welcometorit_#onlyatrit:0.02  @ritcrush:0.02  @ritcrush_::0.02  anyone:0.02  anyone_love:0.02  nope:0.02  nope_#welcometorit:0.02  awesome_video:0.02  beautiful_#rit:0.02  direction:0.02  gift:0.02  week:0.02  day:0.02  video:0.02 \n",
        "\n",
        "[9] 0.10 ->  RT @Stephh24k: Livin the life #RIT #lovinit\n",
        "[106] 0.10 ->  \u201c@SLUPsiChapter: Many are called, but the chosen are few. Dare to find out?! #SLU #RIT #Sept29 http://t.co/FcXZuqUSH1\u201d\n",
        "[128] 0.03 ->  RT @IanDurbin: Well... Zombies ended about 5 hours ago... But fucking with everyone and shooting them is totally worth it! #HumanVsZombies \u2026\n",
        "[171] 0.02 ->  RT @MichelleCometa: #RIT Engineering grad success: Irondequoit teacher uses many methods to make physics fun http://t.co/NGutEVDpyU via @Da\u2026\n",
        "[178] 0.04 ->  RT @RITGETtotheGAME: #RIT's Syzbist is on a roll claiming her 3rd Rookie of the Week Honors in the @LLAthletics! @RITsports #volleyball htt\u2026\n",
        "[238] 0.03 ->  When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "[259] 0.05 ->  Asst Prof Andy Meneely (SE) comments on the importance of sharing in computing security in @HackSurferNews: http://t.co/7xXTP2HOg3 #RITNews\n",
        "[270] 0.10 ->  RT @SLUPsiChapter: Many are called, but the chosen are few. Dare to find out?! #SLU #RIT #Sept29 http://t.co/11o50VPkx8\n",
        "[274] 0.02 ->  RT @sumithatwork: #RIT (Govt. Engg College #Kottayam, #Kerala) to get above 10 crore rupees under #TEQUIP http://lnkd.in/f-ju3S\n",
        "[276] 0.02 ->  RT @RIT_Alumni: Awesome video coverage of @HVZatRIT: http://t.co/LYvEEtfF2x #RIT\n",
        "[351] 0.05 ->  RT @UMalayaRadio: #np One Direction - What makes you beautiful #RIT\n",
        "[380] 0.03 ->  RT @apalm9292: \u201c@RITCrush: \"Will anyone love me?\"\u201d Nope #WelcomeToRIT #OnlyAtRIT\n",
        "[386] 0.03 ->  RT @UMalayaRadio: #np Beyonce - Irreplaceable #RIT\n",
        "[388] 0.05 ->  RT @BLD9936: \u201c@ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\u201d @abberdoodle9 @saramartin94 @mojojokes \u2026\n",
        "[401] 0.10 ->  RT for my  #RIT friends \"@jaredbkeller: Hackers offered cash, booze to crack iPhone fingerprint security http://t.co/fnUFid5scS\"\n",
        "[422] 0.04 ->  RT @RITGETtotheGAME: #RIT's Syzbist is on a roll claiming her 3rd Rookie of the Week Honors in the @LLAthletics! @RITsports #volleyball htt\u2026\n",
        "[451] 0.05 ->  RT @UMalayaRadio: #np One Direction - What makes you beautiful #RIT\n",
        "[476] 0.21 ->  RT @RITGolisanoCCIS: Asst Prof Andy Meneely (SE) comments on the importance of sharing in computing security in @HackSurferNews: http://t.c\u2026\n",
        "[486] 0.10 ->  RT @JC00k03: #ManCandyMonday #RIT #Wowzers @Justicesheehan2 @TheRealDalt @jhhp17 http://t.co/PS2QrsvVKc\n",
        "[492] 0.00 ->  RT @omicronbetaakas: Get to know the K's and the other Divine 9 orgs!!! See you there! #NPHC #RIT #MeetTheGreeks http://t.co/4TLpoQPntl\n",
        "[498] 0.10 ->  \u201c@jennnx23: Math is always boring \ud83d\ude34 @RIT_Sleepers http://t.co/CdZnKNBRLr\u201d \n",
        "\u221amath = sleep (\u2312\u25bd\u2312)\uff0f\\ (\u2312\u25bd\u2312) #rit\n",
        "[504] 0.03 ->  Calling all @RIT_Alumni: #RIT #ROARDay is 9/26 - make a gift to the area you care about. First-time donors get these: http://t.co/8owMAipgtM\n",
        "[514] 0.03 ->  RT @apalm9292: \u201c@RITCrush: \"Will anyone love me?\"\u201d Nope #WelcomeToRIT #OnlyAtRIT\n",
        "[522] 0.03 ->  RT @apalm9292: \u201c@RITCrush: \"Will anyone love me?\"\u201d Nope #WelcomeToRIT #OnlyAtRIT\n",
        "[536] 0.03 ->  RT @yormicklaw: #RIT, #UR profs collaborate on #photoacoustic imaging to screen cancers, http://t.co/OW3YxOL2aG #ROC\n",
        "[540] 0.05 ->  RT @BLD9936: \u201c@ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\u201d @abberdoodle9 @saramartin94 @mojojokes \u2026\n",
        "[613] 0.01 ->  RT @sterry073: That awesome moment when the Mike doesn't work so the crowd sings the National Anthem #RIT\n",
        "[617] 0.07 ->  RT @ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "[666] 0.10 ->  RT @RITBME: Tom Gramlich, Sr Biomedical Device Engineer at Boston Scientific talks Fri 1pm in room 73-1140 at #RIT\n",
        "[701] 0.03 ->  RT @UMalayaRadio: #np Beyonce - Irreplaceable #RIT\n",
        "[740] 0.01 ->  RT @PaulieDars: #RIT comes in at number 3. Sounds about right #BrickCity @AndyGlockner  The 50 ugliest college campuses: http://t.co/DE1ro1\u2026\n",
        "[744] 0.02 ->  RT @Chris_Kiro4395: Selfie by the new ice rink #construction #site #hardhat #RIT #hockeyrink http://t.co/3jQ0NRqL9H\n",
        "[750] 0.04 ->  .\u201c@RIT_BrickCity: Comedian tickets only available in-person at the Gordon Field House Box Office now!\u201d #RITNews\n",
        "[756] 0.07 ->  RT @ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "[759] 0.01 ->  \u201c@RIT_BrickCity: Comedian tickets only available in-person at the Gordon Field House Box Office now!\u201d #RIT\n",
        "[773] 0.10 ->  RT @FirasAlmoula: #Mechanical #Engineering #RIT #Dubai #University #Workshop #Machine  #Adidas #Originals http://t.co/pA5JAL3NfZ\n",
        "[784] 0.04 ->  RT @viennamcgrain: #RIT ethics prof @EvanSelinger discusses etiquette in the digital age in this TEDx Talk. http://t.co/DwIHtYsubS #RITNEWS\u2026\n",
        "[810] 0.02 ->  Awesome video coverage of @HVZatRIT: http://t.co/LYvEEtfF2x #RIT\n",
        "[826] 0.07 ->  RT @ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "[836] 0.02 ->  RT @jam1678: #Working on #new #formats is scary! #Editing with new (to me) #technology. #RITJourno #RIT #ReporterMagazine\n",
        "[876] 0.00 ->  RT @JennaDeutsch: Spotted: a @WITR897 shirt at @Nov_Project #TigerPride #RIT\n",
        "[946] 0.03 ->  RT @UMalayaRadio: #np The wanted - We own the night #RIT\n",
        "[969] 0.02 ->  \u201c@RITCrush: \"Will anyone love me?\"\u201d Nope #WelcomeToRIT #OnlyAtRIT\n",
        "[973] 0.04 ->  RT @elisegriz: There's a sprinkler outside my apartment that doesn't water the grass, but washes my car and my roommates car every night...\u2026\n",
        "[1017] 0.05 ->  \u201c@ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\u201d @abberdoodle9 @saramartin94 @mojojokes @mcdhalle14\n",
        "[1018] 0.10 ->  \u201c@TheHistoryBook: \"Too many niggas, not enough hoes.\" -Mark Twain\u201d #RIT\n",
        "[1052] 0.05 ->  RT @UMalayaRadio: #np One Direction - What makes you beautiful #RIT\n",
        "[1055] 0.10 ->  RT @RITBME: Tom Gramlich, Sr Biomedical Device Engineer at Boston Scientific talks Fri 1pm in room 73-1140 at #RIT\n",
        "[1081] 0.10 ->  \u201c@tomklaben: @RIT_Sleepers 11am on a Monday http://t.co/snFruRBZHW\u201d \n",
        "(\\(\\\n",
        "( -.-)\n",
        "o__(\u201c)(\u201c) so schnuggly #RIT\n",
        "[1098] 0.01 ->  RT @Runaaa6: Good night with Dirty Dawg Prout! #RIT @AProut76\n",
        "[1139] 0.03 ->  RT @AGiler7: #rit #rochester weather http://t.co/vuMtiUgAZw\n",
        "[1193] 0.07 ->  RT @ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "[1198] 0.10 ->  RT @aehickerson: An intro to my project on journalism and deafness #RIT http://t.co/IdqYAKBzJL\n",
        "[1230] 0.02 ->  RT @Chris_Kiro4395: Selfie by the new ice rink #construction #site #hardhat #RIT #hockeyrink http://t.co/3jQ0NRqL9H\n",
        "[1366] 0.10 ->  RT @djcoil: #WRugby College @BuffStateRugby 36-5 #Brockport, #Geneseo2 61-5 #RIT #NSCROWest @Ankerman44 @yscrugby\n",
        "[1384] 0.10 ->  RT @aehickerson: An intro to my project on journalism and deafness #RIT http://t.co/IdqYAKBzJL\n",
        "[1403] 0.01 ->  RT @daniellefanara: Thinking of #rochester #rit #theloop #memories #roc http://t.co/e2pvsw1yLA\n",
        "[1414] 0.10 ->  RT @lil_carp15: Big hit by @Carapellatti7 gives #RIT a good chance. 1-1 still\n",
        "=========\n",
        "Cluster silhouette mean:0.03\n",
        "Features: love:0.33  item:0.10  love_item:0.10  #rit:0.09  love_love:0.06  #diggretweets:0.05  #artbubblesart:0.05  cat_cave:0.05  cave:0.05  cat:0.05  #digg:0.04  #\u043c\u043e\u0434\u0430:0.03  #:0.03  #bridal:0.03  #like2:0.03  #silver:0.03  #artbubblesart_#rit:0.03  #jakarta:0.03  much:0.03  #felt:0.02  #eliteretweets:0.02  #1o:0.02  #sexy:0.02  get:0.02  #ff:0.02  #vjse2:0.02  #hirasu:0.02  #diggretweets_#rit:0.02  #silver_#rit:0.02  #statweestics:0.02  #romance:0.02  morning:0.02  school:0.02  #rit_#bridal:0.02  #rit_#glam:0.02  #rit_#digg:0.02  #vintage:0.02  #etsybot2:0.02  #\u043c\u043e\u0434\u0430_#artbubblesart:0.02  #felt_#rit:0.02  place:0.02  #rit_#bestofetsy:0.02  campus:0.02  night:0.02  #glam:0.02  #hobbit:0.02 \n",
        "\n",
        "[10] 0.06 ->  My love items 23144 https://t.co/Evhv9vgjQW #felt #RIT #bestofetsy\n",
        "[73] 0.00 ->  Gotta love that U.S. Constitution. Did u know today is Constitution Day @ #RIT? Find out what's in store: http://t.co/GkqqTU3W4n #RITnews\n",
        "[88] 0.06 ->  Love item 96032 https://t.co/4hWppV2lUT #RIT #digg #etsybot2\n",
        "[111] 0.02 ->  I love it 51754 https://t.co/m5UWIR7qAF #vjse2 #silversterling #\u043c\u043e\u0434\u0430 #RIT\n",
        "[134] 0.06 ->  My love items 61515 https://t.co/oWUWtMKpV0 #etsybot2   #fashion # #RIT #jeweltweets\n",
        "[166] 0.06 ->  My love items 17154 https://t.co/NT7MEZv1QD #romantic #Digg  #RIT #hirasu\n",
        "[168] 0.04 ->  Love love love 18726 https://t.co/nIsq1riPrd #blackfriday #shopetsy #RIT\n",
        "[228] 0.01 ->  Love love love 22602 https://t.co/0CZ9DBEhLF #RIT #gold #diggretweets\n",
        "[280] 0.04 ->  Feeling the sponsor love at #BloggyCon13 ! #rit #zone #lakeerieshores #caudally #alto #udderlysmooth http://t.co/V01IT6obGx\n",
        "[301] 0.03 ->  I love it 1362 https://t.co/7GeADTthtD #RIT #1o #eliteretweets #jakarta #romance\n",
        "[339] 0.03 ->  GAWD I love New York. Miss my #RIT family\n",
        "[344] 0.03 ->  Love it so much! 25493 https://t.co/p3HnYU7pOE #silver #RIT #bridal\n",
        "[375] 0.01 ->  Love the cat cave! 53780 https://t.co/cJZrEhfVXm #diggretweets #RIT #bridal\n",
        "[382] 0.02 ->  I love this place #rit #fuckyeah\n",
        "[420] 0.05 ->  My love items 75666 https://t.co/9DaBRlfIcv #\u043c\u043e\u0434\u0430  #diggRT #emarikan #RIT\n",
        "[433] 0.08 ->  My love items 61149 https://t.co/MLP9wX7Utp #\u043c\u043e\u0434\u0430 #artbubblesart  #RIT\n",
        "[501] 0.02 ->  My love items 15534 https://t.co/uwntBbhVMB #diggretweets #RIT #RIT # #jakarta\n",
        "[517] 0.05 ->  Love item 37410 https://t.co/jCWSTjLyfR #weddings #pink #coupons #RIT #FF\n",
        "[570] 0.04 ->  Love this 44416 https://t.co/mWv0FgsC7g #felt #artbubblesart #artbubblesart #silver #RIT\n",
        "[579] 0.03 ->  I love it 16430 https://t.co/ljmKepi2zj #artbubblesart #Decorative #RIT\n",
        "[618] 0.03 ->  Gotta love the 9:50am catchy clock bells music blaring trough campus every morning to get you in the school spirit... #RIT #jams\n",
        "[679] 0.05 ->  Love item 24781 https://t.co/nlEg8kUAax #RIT #autofollowback #speedfollowers\n",
        "[704] 0.03 ->  Love the cat cave! 89661 https://t.co/4Rj1NIIVVX #diggretweets #Jakarta #felt #RIT\n",
        "[710] 0.01 ->  RT @llloyd101: Celebratory trip to Colorado! Get ready for the madness James Lloyd! It's gunna be off the chain. Congratulations! Love, Lau\u2026\n",
        "[757] 0.03 ->  Love the cat cave! 32173 https://t.co/x0RKMZq6Er #FF #russian_artists #RIT\n",
        "[775] 0.02 ->  #RIT i might show some love tonight.. might\n",
        "[787] 0.02 ->  Love this 87638 https://t.co/LdOPD3Y86z #statweestics #eliteretweets #RIT #BestofEtsy\n",
        "[789] 0.05 ->  Love love love 69114 https://t.co/vIrloNvZWH #artbubblesart #RIT\n",
        "[793] 0.03 ->  I love it 76737 https://t.co/7exWYbjiWo #artbubblesart #tute #RIT #nowfollowing #RIT\n",
        "[827] 0.04 ->  Love the cat cave! 34694 https://t.co/70SYTJKnSm #boebot #RIT #glam\n",
        "[842] 0.04 ->  Love love love 66332 https://t.co/i2CsFlnwr8 #RIT #digg #hirasu #art\n",
        "[878] 0.06 ->  Love item 82647 https://t.co/tRMoN3YxfN #bridal #RIT #\u043c\u043e\u0434\u0430 #artbubblesart\n",
        "[907] 0.02 ->  RT @ToddSkirving: Gotta love the 9:50am catchy clock bells music blaring trough campus every morning to get you in the school spirit... #RI\u2026\n",
        "[993] 0.02 ->  RT @IanIsNowAbel: Walk down the Quarter Mile to see someone playing the bicycle theme from Pokemon Red and riding their bike. I love my sch\u2026\n",
        "[1085] 0.02 ->  I love listening to bid nights.  There's nothing better than a growing Greek life! #RIT\n",
        "[1111] 0.04 ->  Love love love 64627 https://t.co/ijktxdYsEF #RIT #diggRT #sexy #like2\n",
        "[1153] 0.05 ->  Love the cat cave! 26955 https://t.co/q5ZsMdcvhQ #RIT #vintage\n",
        "[1184] 0.02 ->  I love it 53674 https://t.co/Xg5amINtlk #RIT #sexy #vintage #retweetwizard\n",
        "[1220] 0.05 ->  Love the cat cave! 15487 https://t.co/TP5Mpr17y6 #artpromoter #hirasu #artbubblesart #RIT\n",
        "[1228] 0.05 ->  My love items 5200 https://t.co/FTAHAtQ0wL #RIT #1onecircle #jakarta #SAPPHIRENOW\n",
        "[1233] 0.05 ->  My love items 63878 https://t.co/YtyMRmugo6 #shopping #Eliteretweets #Digg #RIT\n",
        "[1274] 0.03 ->  I love it 61420 https://t.co/BZrvJQN8lD #bridal #tshirt #silver #like2 #RIT\n",
        "[1279] 0.01 ->  Love it so much! 19056 https://t.co/Eg48MOfFOF #FF #blitz #1o #RIT\n",
        "[1355] 0.02 ->  My love items 87168 https://t.co/JUTjTKfaKg #romance #diggretweets #RIT\n",
        "[1369] 0.06 ->  My love items 75116 https://t.co/t9HPJgP4Na #toronto_r #RIT\n",
        "[1390] 0.03 ->  Love it so much! 82722 https://t.co/9pW3roeBe3 # #Hobbit #RIT #glam #Women's\n",
        "[1415] 0.02 ->  I love it 83594 https://t.co/sFdVJvC9hz #RIT #vjse2 #jewelry #like2 #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.23\n",
        "Features: @retweettrain_@retweetwizard:0.27  @retweetwizard_#shopetsybot:0.27  @retweetwizard:0.27  #shopetsybot:0.27  #promoteyourbrand:0.26  #promoteyourbrand_#rit:0.26  #rit_@retweettrain:0.26  @retweettrain:0.26  best_season:0.15  season:0.14  best:0.13  gift:0.13  #rit:0.09  autumn:0.09  looking:0.08  gift_guide:0.07  guide:0.07  handmade:0.07  handmade_gift:0.07  @milavintages:0.04  @milavintages_::0.04  ::0.03  @liuda_s:0.03  @liuda_s_::0.03 \n",
        "\n",
        "[14] 0.18 ->  Looking for Gifts? \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[37] 0.13 ->  Autumn is Here \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[42] 0.20 ->  \u263bHandmade Gift guide \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[44] 0.08 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[49] 0.18 ->  \u263bLooking for Gifts? \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[61] 0.13 ->  Autumn is Here \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[64] 0.18 ->  \u263bLooking for Gifts? \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[75] 0.13 ->  31* \u263b Autumn is Here \u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[82] 0.18 ->  \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[87] 0.20 ->  \u263bHandmade Gift guide \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[90] 0.13 ->  Autumn is Here \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[112] 0.16 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[114] 0.36 ->  The best season \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[143] 0.20 ->  \u263bHandmade Gift guide \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[150] 0.36 ->  \u263b The best season \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[156] 0.11 ->  RT @milavintages: \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[176] 0.36 ->  32* \u263b The best season \u2665 http://t.co/vPHy39Rtto #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[208] 0.13 ->  RT @liuda_s: \u263bHandmade Gift guide \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[212] 0.13 ->  \u263b Autumn is Here \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[219] 0.15 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[237] 0.36 ->  32* \u263b The best season \u2665 http://t.co/bovJLOgmiz #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[272] 0.36 ->  32* \u263b The best season \u2665 http://t.co/KpHZE3KUEJ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[282] 0.20 ->  Handmade Gift guide \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[295] 0.15 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[299] 0.05 ->  RT @liuda_s: \u263b Autumn is Here \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[316] 0.15 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[317] 0.13 ->  \u263b Autumn is Here \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[329] 0.20 ->  Handmade Gift guide \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[357] 0.36 ->  32* \u263b The best season \u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[411] 0.20 ->  \u263bHandmade Gift guide \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[418] 0.36 ->  \u263b The best season \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[423] 0.36 ->  The best season \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[425] 0.18 ->  Looking for Gifts? \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[439] 0.36 ->  \u263b The best season \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[441] 0.18 ->  Looking for Gifts? \u2665 http://t.co/u9HJ4ZrMpK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[472] 0.36 ->  32* \u263b The best season \u2665 http://t.co/wxkWYPcP8L #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[485] 0.13 ->  \u263b Autumn is Here \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[490] 0.18 ->  Looking for Gifts? \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[491] 0.08 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[510] 0.20 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[554] 0.20 ->  \u263bHandmade Gift guide \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[574] 0.36 ->  \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[598] 0.36 ->  32* \u263b The best season \u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[605] 0.36 ->  32* \u263b The best season \u2665 http://t.co/soW5fQy7lR #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[636] 0.18 ->  \u263bLooking for Gifts? \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[638] 0.36 ->  32* \u263b The best season \u2665 http://t.co/eEzqMxs4Dr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[654] 0.36 ->  32* \u263b The best season \u2665 http://t.co/usJ2Teb542 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[665] 0.18 ->  \u263bLooking for Gifts? \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[671] 0.18 ->  \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[682] 0.10 ->  RT @liuda_s: \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[685] 0.36 ->  32* \u263b The best season \u2665 http://t.co/bRmjgawkGk #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[695] 0.13 ->  \u263b Autumn is Here \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[702] 0.15 ->  RT @ElenasFelting: Looking for Gifts? \u2665 http://t.co/CasLIoVJw3 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[709] 0.20 ->  \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[714] 0.18 ->  \u263bLooking for Gifts? \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[735] 0.36 ->  32* \u263b The best season \u2665 http://t.co/sGUsM1NfKU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[792] 0.36 ->  \u263b The best season \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[802] 0.36 ->  32* \u263b The best season \u2665 http://t.co/dg5vFiX8df #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[803] 0.17 ->  RT @milavintages: \u263b The best season \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[821] 0.13 ->  31* \u263b Autumn is Here \u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[832] 0.13 ->  31* \u263b Autumn is Here \u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[840] 0.36 ->  32* \u263b The best season \u2665 http://t.co/JBUzmujkzr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[841] 0.36 ->  \u263b The best season \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[846] 0.13 ->  \u263b Autumn is Here \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[850] 0.36 ->  \u263b The best season \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[852] 0.36 ->  32* \u263b The best season \u2665 http://t.co/Wjd3V94FJA #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[863] 0.36 ->  32* \u263b The best season \u2665 http://t.co/g2UW1kVYRV #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[869] 0.36 ->  32* \u263b The best season \u2665 http://t.co/XjErPofJoo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[881] 0.18 ->  Looking for Gifts? \u2665 http://t.co/JgdPAOuVzL #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[882] 0.20 ->  \u263bHandmade Gift guide \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[885] 0.36 ->  32* \u263b The best season \u2665 http://t.co/pgeucR8wk0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[904] 0.13 ->  \u263b Autumn is Here \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[914] 0.20 ->  \u263bHandmade Gift guide \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[943] 0.36 ->  32* \u263b The best season \u2665 http://t.co/NUTAt1QSON #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[954] 0.18 ->  Looking for Gifts? \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[955] 0.10 ->  RT @liuda_s: \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[971] 0.36 ->  32* \u263b The best season \u2665 http://t.co/S0cF0iWq2M #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[972] 0.36 ->  32* \u263b The best season \u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[978] 0.18 ->  \u263bLooking for Gifts? \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[985] 0.20 ->  \u263bHandmade Gift guide \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1009] 0.36 ->  32* \u263b The best season \u2665 http://t.co/HFhoF9a39E #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1031] 0.13 ->  \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1034] 0.36 ->  32* \u263b The best season \u2665 http://t.co/JtJTo4SZ1d #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1042] 0.36 ->  \u263b The best season \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1050] 0.36 ->  32* \u263b The best season \u2665 http://t.co/mog5g0NNvt #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1051] 0.36 ->  The best season \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1054] 0.36 ->  32* \u263b The best season \u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1057] 0.20 ->  \u263bHandmade Gift guide \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1066] 0.13 ->  Autumn is Here \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1091] 0.36 ->  \u263b The best season \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1093] 0.20 ->  Handmade Gift guide \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1095] 0.36 ->  32* \u263b The best season \u2665 http://t.co/5soooWochu #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1106] 0.11 ->  RT @milavintages: \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1117] 0.13 ->  \u263b Autumn is Here \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1125] 0.13 ->  \u263b Autumn is Here \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1140] 0.18 ->  Looking for Gifts? \u2665 http://t.co/CasLIoVJw3 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1142] 0.18 ->  \u263bLooking for Gifts? \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1163] 0.18 ->  Looking for Gifts? \u2665 http://t.co/u8GVp9FWl5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1186] 0.10 ->  RT @liuda_s: \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1189] 0.13 ->  31* \u263b Autumn is Here \u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1190] 0.20 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1227] 0.11 ->  RT @milavintages: \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1229] 0.36 ->  32* \u263b The best season \u2665 http://t.co/dS7sp7zPrU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1232] 0.13 ->  \u263b Autumn is Here \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1244] 0.36 ->  32* \u263b The best season \u2665 http://t.co/Z9ehxj1xjx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1251] 0.20 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1263] 0.36 ->  32* \u263b The best season \u2665 http://t.co/O7sBClHQUZ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1266] 0.16 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1273] 0.08 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1276] 0.16 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1295] 0.20 ->  Handmade Gift guide \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1314] 0.15 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1315] 0.36 ->  The best season \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1328] 0.36 ->  32* \u263b The best season \u2665 http://t.co/UOe6PBTxnW #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1334] 0.36 ->  \u263b The best season \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1343] 0.18 ->  \u263bLooking for Gifts? \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1350] 0.20 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1404] 0.08 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:1.00\n",
        "Features: #rit:1.00 \n",
        "\n",
        "[1] 1.00 ->  If I die...this #cupcake is responsible. #midnightoil #rit #fatassproblems @cnssoccer77 http://t.co/tFkBfMjrEL\n",
        "[60] 1.00 ->  Java's #rit \ud83d\udc4c http://t.co/6OoODxw6PR\n",
        "[102] 1.00 ->  #Mechanical #Engineering #RIT #Dubai #University #Workshop #Machine  #Adidas #Originals http://t.co/pA5JAL3NfZ\n",
        "[105] 1.00 ->  Tom Gramlich, Sr Biomedical Device Engineer at Boston Scientific talks Fri 1pm in room 73-1140 at #RIT\n",
        "[129] 1.00 ->  Twins Turnt Up #Yas #Party #RIT #TurnUp http://t.co/XAVDhSejlG\n",
        "[133] 1.00 ->  Pittsburgh bound #roadtrip #RIT #hockey\n",
        "[135] 1.00 ->  #rit #rochester weather http://t.co/vuMtiUgAZw\n",
        "[164] 1.00 ->  3 hours until work is over, then errands, gym, then hopping on the thruway to #RIT &lt;3\n",
        "[167] 1.00 ->  Last QT on the bike! #operationbreakthrough #rit #qt http://t.co/U0iOGQVrmB\n",
        "[173] 1.00 ->  @JustynWeaver yoo, you me and @cderollo10 goin #deaf at #RIT\n",
        "[191] 1.00 ->  Dear lord, shift up... #BikerProblems #RIT\n",
        "[192] 1.00 ->  HvZ #RIT extraction. http://t.co/wnKgMO9h4s\n",
        "[209] 1.00 ->  \ud83d\ude0d this and pretzels. #yummmm #college #snack #rit http://t.co/4lf8w6taPC\n",
        "[248] 1.00 ->  The one and only use for Rite Aid carts #boots #rit #cartsoncarts @tharealpatriley http://t.co/5epvXKC0Wu\n",
        "[265] 1.00 ->  We did it!! #graduation #master #pucmm #RIT http://t.co/EXyMnHzyhq\n",
        "[268] 1.00 ->  Joe Loffredo, from the Registrar's Office, is always joining us today! #RIT\n",
        "[271] 1.00 ->  \ud83c\udf41\ud83c\udf42\u2600\ud83d\ude1a\ud83d\udc2f\ud83d\udc4c #RIT http://t.co/kTE2VQCg2B\n",
        "[279] 1.00 ->  January I couldn't fit into a 2x and now its a lil big... #Consistency.... by my #BDay Nov 6 I will be #RIT http://t.co/Ho2KEgEugN\n",
        "[284] 1.00 ->  Founded in 1829! #RIT #Rochester http://t.co/XazQXwsaRj\n",
        "[287] 1.00 ->  Today from 2-4 we are having a social with yoga club! Outside the SBC (LOW). Bring $1 to participate and a yoga mat or blanket. #rit #wib\n",
        "[288] 1.00 ->  Of course myCourses is down when I need it #RIT\n",
        "[297] 1.00 ->  Round two of auditions in 45 minutes .. come and try out #rit #ritTNTM\n",
        "[333] 1.00 ->  haaaaaaaaaaaaaaaa #rit\n",
        "[334] 1.00 ->  #SRU converts on a turnover in #RIT zone 2-1\n",
        "[341] 1.00 ->  #WRugby College @BuffStateRugby 36-5 #Brockport, #Geneseo2 61-5 #RIT #NSCROWest @Ankerman44 @yscrugby\n",
        "[346] 1.00 ->  Kandice running with Daddy, Roosevelt in front #operationbreakthrough #rit #riverwalk\u2026 http://t.co/CKrMF6Wx3J\n",
        "[347] 1.00 ->  A glimpse at all the crap my college is sending me. #university #rit http://t.co/PjIc6J4dwS\n",
        "[350] 1.00 ->  Simply gorgeous! 98508 https://t.co/DFshrs0yJ9 #shopetsy #shopetsy #RIT\n",
        "[363] 1.00 ->  I went to Midnight Oil for a coffee and left with a hatred of loud pop music. #Shhhhh #makeitstop #RIT\n",
        "[366] 1.00 ->  Tried to be cute today. #selfie #rit #school http://t.co/ZYD82yD3AN\n",
        "[396] 1.00 ->  \"The Hammer\" and I! #latergram #deafnation #deaf #deafnationexpo #RIT http://t.co/fRntx64j39\n",
        "[404] 1.00 ->  This is the type of graffiti #RIT has @TwatWaffle44 http://t.co/fOqJesQtFV\n",
        "[428] 1.00 ->  @ProSyndicate #RIT  - Rest In Tits &lt;3\n",
        "[430] 1.00 ->  My baby came to visit #rit #newstudent http://t.co/lWB90Tf6aI\n",
        "[436] 1.00 ->  Rochester bound #rit\n",
        "[463] 1.00 ->  There are so many groups of engineers at #RIT, but there's no society of white male engineers #racist #sexist\n",
        "[467] 1.00 ->  My afternoon #rit http://t.co/9qMUGGneHq\n",
        "[489] 1.00 ->  About to meet @katieleclerc in a bit #rit #deafexpo\n",
        "[567] 1.00 ->  FIRE!!! #RIT http://t.co/tQwYCKiFC8\n",
        "[571] 1.00 ->  My homework... #rit Contemporary Issues. http://t.co/iKIfvsU1gn\n",
        "[580] 1.00 ->  Java's is a little naughty today. #rit http://t.co/e4cdJ3ZL7i\n",
        "[593] 1.00 ->  Many are called, but the chosen are few. Dare to find out?! #SLU #RIT #Sept29 http://t.co/11o50VPkx8\n",
        "[600] 1.00 ->  #RIT Bathroom wisdom pt. 2 http://t.co/FHWIJLbT8C\n",
        "[614] 1.00 ->  I spent 11 hours at the softball field\ud83d\ude31\n",
        "#trueplayer #RIT\n",
        "[634] 1.00 ->  We're cute. \ud83d\ude02\ud83d\udc81 #College #Laugh #Dorm #RIT http://t.co/gXNpVAu3qD\n",
        "[640] 1.00 ->  Why does life hate me?....#firealarms #RIT #NRH #2am http://t.co/u3dM6xB5tT\n",
        "[669] 1.00 ->  Fun at work #RIT http://t.co/RaLXr5YIox\n",
        "[686] 1.00 ->  #gorgeous #day #happythursday #justfinishedclasses #thankgod #sun #rit http://t.co/MdIUMkftMY\n",
        "[730] 1.00 ->  @ProSyndicate #RIT REST IN TITS\n",
        "[738] 1.00 ->  My journey has come to q completion... I have found the worlds perfect ass #rit #wipeyourasswithmyface\n",
        "[820] 1.00 ->  Bang time! #ace #gradcourse #digitalsignalprocessing #dsp #rit #lastsemester #college http://t.co/mrsODKHfRA\n",
        "[829] 1.00 ->  #jeep #bajasae #saturdaymorning #RIT #meow #tooearly #redhair #blackhair #halfandhalf #greeneyes\u2026 http://t.co/Uj4nFyuC3S\n",
        "[831] 1.00 ->  Studying for accounting while listening to Classical for Work @Pandora #likeabawse. #RIT\n",
        "[893] 1.00 ->  Livin the life #RIT #lovinit\n",
        "[894] 1.00 ->  #RIT Bathroom wisdom http://t.co/w9YzmaaEhw\n",
        "[912] 1.00 ->  Katie LeClerc at #DeafNation #Expo #RIT **she action from #switch of #birth ** \n",
        "Sorry I don't have a\u2026 http://t.co/ajVyIfYNT0\n",
        "[934] 1.00 ->  @LizaBieronRyan will you be near #RIT?\n",
        "[950] 1.00 ->  #rit #dubai #university #engineering #lab #coat #my #creation #workshop #goggles http://t.co/GnMFsIvst9\n",
        "[977] 1.00 ->  Dear lord, shift up... #BikerProblems lems #RIT\n",
        "[984] 1.00 ->  #SyndicateLIVE #SyndicateLIVE #SyndicateLIVE #RIP WILLIE #RIT#SyndicateLIVE\n",
        "[996] 1.00 ->  @WSJ Message me to speak with #RIT economics professor Amitrajeet Batabyal who is an expert on the financial situation in Greece.\n",
        "[1003] 1.00 ->  Swimming! #smithvillelake #operationbreakthrough #rit http://t.co/hln7TWcqE9\n",
        "[1025] 1.00 ->  Myself making entry through a wall #Firefighting #RIT #Brotherhood http://t.co/QRVDKUJeQQ\n",
        "[1030] 1.00 ->  Hadn't thrown the deuces since pics from HS! Lol #rit-ta-go http://t.co/FhYGWTrUiu\n",
        "[1046] 1.00 ->  Lighting studio #mywhy #rit #ffcep http://t.co/2WWJ1HZt8k\n",
        "[1059] 1.00 ->  With this goofball lastnight \u2764\ufe0fI've missed him @stillfaded_XO #rit #party #like http://t.co/VCZiro2sXR\n",
        "[1065] 1.00 ->  Work #Rit\n",
        "[1076] 1.00 ->  Packed house for the #EY networking lunch today at Saunders! #RIT http://t.co/aANOKkIKos\n",
        "[1084] 1.00 ->  Fun at work with @cpeltzer and @d_parker_p #RIT http://t.co/ikzoGf5pjf\n",
        "[1094] 1.00 ->  Not today!  Chilly temps are waking our senses! #thankyouforaperfectday #rit #smithvillelake http://t.co/qJsyGYVzN2\n",
        "[1097] 1.00 ->  Bike transition #operationbreakthrough #rit #thankyouforaperfectday http://t.co/FmNFjcYmvT\n",
        "[1121] 1.00 ->  Listening to Marvin Gaye in the library\ud83d\ude18 #rit\n",
        "[1145] 1.00 ->  College, that's about it #College #Friday #Blue #Beer #RIT #Party #ThisIsLame http://t.co/Ww00RG1uHR\n",
        "[1159] 1.00 ->  Bumming it today \ud83d\ude0b #bumming #it #outfit #ootd #nike #shorts #rit #tshirt #love #black #orange http://t.co/SC1iaxciKI\n",
        "[1178] 1.00 ->  An intro to my project on journalism and deafness #RIT http://t.co/IdqYAKBzJL\n",
        "[1207] 1.00 ->  We are up bright and early! The HLC, #RIT @AIGANY and @RITArtHouse are traveling to buffalo and voulenteering at @MusicIsArtBflo !\n",
        "[1271] 1.00 ->  #javas #light #morning #shadows #silhouettes #rit #campus #window #rochester @ Java Wally's http://t.co/qnzcygcxzb\n",
        "[1283] 1.00 ->  #RIT answers 1-1\n",
        "[1284] 1.00 ->  #RIT #FFCEP @ Rochester Institute of Technology http://t.co/0abANKdgtx\n",
        "[1287] 1.00 ->  #ManCandyMonday #RIT #Wowzers @Justicesheehan2 @TheRealDalt @jhhp17 http://t.co/PS2QrsvVKc\n",
        "[1324] 1.00 ->  Fernando Naveda from the Academic Affairs is talking about Early Warning, SmartEvals, Monday on Tuesday and Intersession in Senate! #RIT\n",
        "[1336] 1.00 ->  Wearing #RIT swag at SeattleU. Track workout time! (@ Championship Field) http://t.co/1AFdbBfQX3\n",
        "[1358] 1.00 ->  #SuperSmashBrothersTournament #RIT #Brawl SO NERVOUS!!\n",
        "[1365] 1.00 ->  Big hit by @Carapellatti7 gives #RIT a good chance. 1-1 still\n",
        "[1370] 1.00 ->  #rockinrio #rit http://t.co/w4ye45McOc\n",
        "[1374] 1.00 ->  Rooftop chillin #RIT http://t.co/UQ3KakdQcJ\n",
        "[1376] 1.00 ->  #RIT #IndustrialDesign #NASA #Voyager #ET #Coneheads #Superman #Cloverfield #Yoda #Predator\n",
        "[1385] 1.00 ->  Dinosaur bbq catered at gracies today #bestdayever #RIT http://t.co/Rwz7m8Jtug\n",
        "[1402] 1.00 ->  #Brother #Boredom #Eating #Banana #Dubai #RIT #University #YallaBetseer http://t.co/P6NxoX10CY\n",
        "=========\n",
        "Cluster silhouette mean:0.09\n",
        "Features: set:0.20  vb:0.18  @potsdambears:0.16  lead:0.15  @fredstatedevils:0.11  @keukaathletics:0.10  @fisherathletics:0.09  @uofrathletics:0.09  take:0.08  @brockport:0.07  @ritsports_::0.07  :_vb:0.06  take_set:0.06  lead_@uofrathletics:0.06  @ritsports:0.06  @fredstatedevils_lead:0.06  win:0.06  #rit:0.06  third_set:0.06  third:0.05  @medaillemavs:0.05  #rit_take:0.04  match:0.04  @potsdambears_take:0.04  defeat:0.04  fifth_set:0.04  force:0.04  #rit_lead:0.04  v:0.04  ::0.04  hold:0.04  fifth:0.03  opening_set:0.03  second:0.03  knotted:0.03  tiger:0.03  lead_@potsdambears:0.03  opening:0.03  set_v:0.03  first:0.02  second_set:0.02  #rit_drop:0.02  @fredstatedevils_defeat:0.02  fredonia:0.02  keuka:0.02  drop_opening:0.02  tournament:0.02  @keukaathletics_lead:0.02  lead_#rit:0.02  #rit_vb:0.02  drop:0.02  first_set:0.02  tiger_lead:0.02  play:0.02  :_@potsdambears:0.02  #rit_move:0.02  set_win:0.02  tiger_win:0.02  #rit_struggling:0.02  struggling:0.02  trying:0.02  move:0.02  take_third:0.02  invitational:0.02  @potsdambears_knotted:0.02  good_third:0.02  #ritnews:0.02 \n",
        "\n",
        "[47] 0.04 ->  @PotsdamBears and #RIT are knotted at 21-21 in the second set.\n",
        "[86] 0.05 ->  @PotsdamBears takes the match! Win the fifth set 15-8. Tournament done for tonight! Resumes tomorrow at 11 am. #RITNEWS\n",
        "[95] 0.09 ->  VB | #RIT defeats Keuka 25-22 in opening set. @FisherAthletics leads @FredStateDevils 11-9 in opening set.\n",
        "[98] 0.13 ->  RT @RITsports: VB | #RIT leads 15-13 in the second over @PotsdamBears while @FredStateDevils leads @UofRathletics 15-7.\n",
        "[116] 0.07 ->  RT @RITsports: #RIT takes third set 25-15 defeating @Brockport in straight sets. The Tigers play again at 7pm against @KeukaAthletics. #RIT\u2026\n",
        "[154] 0.12 ->  VB | #RIT leads 15-13 in the second over @PotsdamBears while @FredStateDevils leads @UofRathletics 15-7.\n",
        "[165] 0.12 ->  RT @RITsports: VB | @PotsdamBears takes set 3 over #RIT 27-25. Tigers lead the match 2-1.\n",
        "[213] 0.12 ->  RT @RITsports: VB | #RIT forces fifth set vs. @KeukaAthletics wins set four 25-17. Tied 2-2. @medaillemavs beats @PotsdamBears in set 2, 25\u2026\n",
        "[218] 0.10 ->  #RIT grabs a 5-3 lead over @KeukaAthletics in set 5. @FisherAthletics forces set 5 vs. @FredStateDevils with 25-18 win in set 4\n",
        "[243] 0.17 ->  VB | #RIT takes set 1 over @PotsdamBears 25-13. @FredStateDevils leads @UofRathletics 21-15.\n",
        "[290] 0.01 ->  VB | #RIT drops opening set to Medaille 28-26. @p\n",
        "[305] 0.07 ->  More #RIT VB Invitational scores. First set, @UofRathletics leads @PotsdamBears by a tally of 9-3.\n",
        "[322] 0.01 ->  VB | #RIT loses final match of the RIT Invitational to @medaillemavs in four sets. Freshman Sarah Szybist named the Tournament MVP.\n",
        "[349] 0.11 ->  VB | #RIT forces fifth set vs. @KeukaAthletics wins set four 25-17. Tied 2-2. @medaillemavs beats @PotsdamBears in set 2, 25-22.\n",
        "[370] 0.02 ->  RIT takes the first set over @Brockport 25-19 while @FisherAthletics downs @UofRathletics 25-21 in Clark Gym. #RITNEWS\n",
        "[402] 0.11 ->  VB | @PotsdamBears takes set 3 over #RIT 27-25. Tigers lead the match 2-1.\n",
        "[408] 0.08 ->  RT @RITsports: VB | #RIT moves to 3-0 on weekend with four set win over @PotsdamBears. Tigers win 25-13, 25-21, 25-27, 25-18\n",
        "[550] 0.11 ->  VB | @FisherAthletics defeats @FredStateDevils 25-17 in set one, @KeukaAthletics leads #RIT 15-9 in set two.\n",
        "[584] 0.10 ->  RT @RITsports: VB | #RIT defeats Keuka 25-22 in opening set. @FisherAthletics leads @FredStateDevils 11-9 in opening set.\n",
        "[603] 0.06 ->  RT @RITsports: #RIT struggling with @medaillemavs down 18-10 in set two. @PotsdamBears are trying to hold off @Brockport and win the match,\u2026\n",
        "[622] 0.12 ->  RT @RITsports: VB | @KeukaAthletics forces fourth set vs. @FisherAthletics, #RIT leads @PotsdamBears 21-14 in fourth set, up 2-1.\n",
        "[626] 0.06 ->  RT @RITsports: @PotsdamBears takes the match! Win the fifth set 15-8. Tournament done for tonight! Resumes tomorrow at 11 am. #RITNEWS\n",
        "[628] 0.07 ->  #RIT struggling with @medaillemavs down 18-10 in set two. @PotsdamBears are trying to hold off @Brockport and win the match, they lead 16-13\n",
        "[630] 0.15 ->  VB | @KeukaAthletics takes the third set over #RIT 25-19. Lead 2-1. @FredStateDevils leads @FisherAthletics 10-7 in set three.\n",
        "[637] 0.13 ->  VB | #RIT takes set 2 over @PotsdamBears, 25-21, @FredStateDevils defeats @UofRathletics 25-20.  RIT and Fredonia lead 2-0.\n",
        "[796] 0.05 ->  #RIT takes third set 25-15 defeating @Brockport in straight sets. The Tigers play again at 7pm against @KeukaAthletics. #RITNews #TigerPride\n",
        "[844] 0.11 ->  VB | @KeukaAthletics forces fourth set vs. @FisherAthletics, #RIT leads @PotsdamBears 21-14 in fourth set, up 2-1.\n",
        "[849] 0.09 ->  VB | @FredStateDevils defeats @KeukaAthletics in three sets, 25-18, 25-14, 25-19. Fredonia plays @FisherAthletics and Keuka plays #RIT at 7.\n",
        "[864] 0.10 ->  @FisherAthletics up 15-5 over @UofRathletics in third set while #RIT holds onto slim three point lead over @Brockport 8-5\n",
        "[879] 0.14 ->  RT @RITsports: VB | Good third set between #RIT and @PotsdamBears knotted at 19. @FredStateDevils leads @UofRathletics 22-15\n",
        "[975] 0.07 ->  VB | #RIT moves to 3-0 on weekend with four set win over @PotsdamBears. Tigers win 25-13, 25-21, 25-27, 25-18\n",
        "[1032] 0.17 ->  RT @RITsports: VB | #RIT takes set 1 over @PotsdamBears 25-13. @FredStateDevils leads @UofRathletics 21-15.\n",
        "[1047] 0.14 ->  VB | Good third set between #RIT and @PotsdamBears knotted at 19. @FredStateDevils leads @UofRathletics 22-15\n",
        "[1119] 0.10 ->  @FisherAthletics up 15-8 over @UofRathletics in third set while #RIT holds onto slim three point lead over @Brockport 9-5\n",
        "[1131] 0.07 ->  VB | We switch sides in the fifth set with #RIT leading @KeukaAthletics 8-5\n",
        "[1156] 0.11 ->  RT @RITsports: VB | #RIT drops opening set to @medaillemavs 28-26. @PotsdamBears takes set three vs. @Brockport 25-22, leads 2-1.\n",
        "[1181] 0.09 ->  VB | #RIT drops opening set to @medaillemavs 28-26. @PotsdamBears takes set three vs. @Brockport 25-22, leads 2-1.\n",
        "[1277] 0.15 ->  VB | Early updates, set 1. #RIT leads @PotsdamBears 12-4, @FredStateDevils leads @UofRathletics 10-5.\n",
        "[1281] 0.12 ->  VB | @FredStateDevils takes set 2 over @FisherAthletics 25-22. In set 3, @KeukaAthletics leads #RIT 14-10.\n",
        "[1307] 0.05 ->  RT @RITsports: @PotsdamBears and #RIT are knotted at 21-21 in the second set.\n",
        "[1360] 0.09 ->  Day 2 of the #RIT VB Invite is here. RIT vs. @PotsdamBears, @UofRathletics vs. @FredStateDevils and @FisherAthletics vs. @KeukaAthletics.\n",
        "[1417] 0.14 ->  RT @RITsports: VB | #RIT takes set 2 over @PotsdamBears, 25-21, @FredStateDevils defeats @UofRathletics 25-20.  RIT and Fredonia lead 2-0.\n",
        "=========\n",
        "Cluster silhouette mean:0.08\n",
        "Features: &:0.36  ready:0.15  &_#rit:0.12  via:0.10  #rit:0.10  fall:0.07  weekend:0.06  #roc:0.05  head:0.05  ::0.05  :_#rit:0.05  center:0.05  @greentopiafest:0.04  @greentopiafest_::0.04  check:0.04  grand_opening:0.03  grand:0.03  research:0.03  survey:0.03  #giveaway:0.03  &_follow:0.03  @lorrainesparkle:0.03  @lorrainesparkle_@missyallsorts:0.03  @missyallsorts:0.03  @missyallsorts_@uniiqueboutique:0.03  @uniiqueboutique:0.03  @wcjewellery:0.03  @wcjewellery_@lorrainesparkle:0.03  enter_#giveaway:0.03  follow_@wcjewellery:0.03  people:0.03  interested:0.03  den:0.03  opening:0.03  like:0.03  enter:0.03  follow:0.03  &_work:0.03  :_high:0.03  collaboration_#greentopia:0.03  fantastical:0.03  weekend_first-ever:0.03  tiger:0.03  cool:0.03  new:0.02  event:0.02  tonight:0.02  night:0.02  #ios7:0.02  @wcjewellery_::0.02  #rit_@:0.02  medium:0.02  team:0.02  library:0.02  school:0.02  thursday:0.02 \n",
        "\n",
        "[57] 0.15 ->  RT @MichelleCometa: #RIT Engineering &amp; Co-op highlighted:  How the \u2018E\u2019 in STEM readies the workforce http://t.co/sbBZuejdJV via @AAASmember\u2026\n",
        "[182] 0.06 ->  Don't miss the Grand Opening of the new Digital Den at Barnes &amp; Noble this Thursday from 4-8p.m. #RIT #ROC @BNcollege http://t.co/vqhNNHJ8kY\n",
        "[216] 0.09 ->  RT @Maynardj20: #ROC &amp; #RIT people: Interested in getting $100 for participating in a research study? To apply, fill out this survey: http:\u2026\n",
        "[236] 0.08 ->  With @HiltonCSD Superintendent &amp; #RIT Prof on how schools can monitor social media to avert bullying &amp; suicides via http://t.co/S7Ct3zgk8I\n",
        "[293] 0.09 ->  RT @WcJewellery: RT &amp; FOLLOW @WcJewellery @LorraineSparkle @MissyAllSorts @UniiqueBoutique to enter #giveaway \ud83d\udc8e\ud83d\ude03 #RIT http://t.co/9DrfPy5HRh\n",
        "[394] 0.10 ->  RT @Sonolucent: Fantastical! MT @greentopiafest: High Falls Museum this weekend first-ever collaboration #Greentopia &amp; #RIT Art Dept &amp; work\u2026\n",
        "[440] 0.06 ->  Thanks to everyone who attended Grillin' &amp; Chillin' @ the Tiger Statue\n",
        "#WellnessWednesday #FlatBreadPizza #RIT http://t.co/0rRBKO2Y1l\n",
        "[513] 0.04 ->  Event cancellation notice.....Johnson &amp; Johnson Networking Event @ 6:00 tonight! Sorry for the inconvenience! #RIT #RITYearOne\n",
        "[537] 0.06 ->  Don't forget to stop by at Barnes &amp; Noble today at 4p.m. for the Grand Opening of the new Digital Den! http://t.co/n5Ir9YDjKN #RIT #ROC\n",
        "[578] 0.15 ->  RT @MichelleCometa: #RIT Engineering &amp; Co-op highlighted:  How the \u2018E\u2019 in STEM readies the workforce http://t.co/sbBZuejdJV via @AAASmember\u2026\n",
        "[581] 0.09 ->  #ROC &amp; #RIT people: Interested in getting $100 for participating in a research study? To apply, fill out this survey: http://t.co/DCyRnVvWvk\n",
        "[588] 0.09 ->  Head to High Falls Museum this weekend &amp; check out first-ever collaboration between #Greentopia &amp; #RIT Art Dept &amp; the works of Daniel Hunt\n",
        "[675] 0.06 ->  Nap buddies \n",
        "#sleeping #nap #rit #library #books #college #rochester #diptych @ The Wallace Center &amp;\u2026 http://t.co/kJMJaFBRGk\n",
        "[724] 0.04 ->  Repost ! Me &amp; my boy Yubbie last night off that Armaretto, Cool ass night thoe @_julius_ceaser #RIT\u2026 http://t.co/K2hthsxMFM\n",
        "[774] 0.09 ->  Head to High Falls Museum this weekend &amp; check out first-ever collaboration between #Greentopia &amp; #RIT Art Dept &amp; the works of Daniel Hunt\n",
        "[801] 0.09 ->  RT @WcJewellery: RT &amp; FOLLOW @WcJewellery @LorraineSparkle @MissyAllSorts @UniiqueBoutique to enter #giveaway \ud83d\udc8e\ud83d\ude03 #RIT http://t.co/9DrfPy5HRh\n",
        "[874] 0.10 ->  Fantastical! MT @greentopiafest: High Falls Museum this weekend first-ever collaboration #Greentopia &amp; #RIT Art Dept &amp; works of Daniel Hunt\n",
        "[967] 0.15 ->  RT @MichelleCometa: #RIT Engineering &amp; Co-op highlighted:  How the \u2018E\u2019 in STEM readies the workforce http://t.co/sbBZuejdJV via @AAASmember\u2026\n",
        "[1083] 0.05 ->  @pip_piphooray &amp; I like to burn our feelings #RIT#thestruggle http://t.co/AQ1JBvuxir\n",
        "[1288] 0.13 ->  #RIT Engineering &amp; Co-op highlighted:  How the \u2018E\u2019 in STEM readies the workforce http://t.co/sbBZuejdJV via @AAASmember  #RITNEWS\n",
        "[1398] 0.08 ->  RT @greentopiafest: Head to High Falls Museum this weekend &amp; check out first-ever collaboration between #Greentopia &amp; #RIT Art Dept &amp; the w\u2026\n",
        "[1405] 0.08 ->  RT &amp; FOLLOW @WcJewellery @LorraineSparkle @MissyAllSorts @UniiqueBoutique to enter #giveaway \ud83d\udc8e\ud83d\ude03 #RIT http://t.co/9DrfPy5HRh\n",
        "=========\n",
        "Cluster silhouette mean:0.31\n",
        "Features: picked:0.23  poll:0.23  finish:0.20  preseason:0.18  #rit_#ritnews:0.15  @atlantic_hockey:0.15  preseason_poll:0.14  @ritmhky:0.13  finish_fifth:0.11  #ritnews:0.11  @chawomenshockey:0.11  @chawomenshockey_preseason:0.11  @ritwhky_picked:0.11  finish_fourth:0.11  @ritwhky:0.10  fourth:0.10  fifth:0.10  tiger_picked:0.10  :_@ritwhky:0.10  ::0.08  @atlantic_hockey_poll:0.08  @ritmhky_tiger:0.08  pretty_strong:0.08  strong:0.08  tiger:0.07  @jtvenniro:0.06  @jtvenniro_::0.06  @ritsports_::0.06  @ritsports:0.06  pretty:0.06  announce:0.05  coach_poll:0.05  preseason_coach:0.05  stay_tuned:0.05  tuned:0.05  @ritmhky_::0.05  stay:0.05  #rit:0.05  coach:0.05  morning:0.05  @atlantic_hockey_preseason:0.05  #tigerpride:0.04  :_stay:0.04  #ritnews_#tigerpride:0.04  @ritmhky_picked:0.02 \n",
        "\n",
        "[19] 0.21 ->  RT @RITMHKY: Stay tuned this morning, as @Atlantic_Hockey will announce its 2013-14 preseason coaches poll. Where will #RIT be picked to fi\u2026\n",
        "[48] 0.39 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[50] 0.33 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[91] 0.21 ->  RT @RITMHKY: Stay tuned this morning, as @Atlantic_Hockey will announce its 2013-14 preseason coaches poll. Where will #RIT be picked to fi\u2026\n",
        "[177] 0.39 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[240] 0.24 ->  @RITMHKY picked to finish fifth in the 2013-14 @Atlantic_Hockey preseason poll. #RIT #RITNews #TigerPride http://t.co/GPBkkq47mi\n",
        "[369] 0.33 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[381] 0.33 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[462] 0.39 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[561] 0.18 ->  Stay tuned this morning, as @Atlantic_Hockey will announce its 2013-14 preseason coaches poll. Where will #RIT be picked to finish?\n",
        "[653] 0.39 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[699] 0.30 ->  \u201c@RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll.\" WE WILL BE FIRST. #rit #tigers #TigerPride\n",
        "[720] 0.39 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[823] 0.26 ->  RT @RITMHKY: Tigers picked to finish fifth in the 2013-14 @Atlantic_Hockey preseason poll. #RIT #RITNews #TigerPride http://t.co/MxM8ZMuSi2\n",
        "[872] 0.32 ->  @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[926] 0.21 ->  RT @RITMHKY: Stay tuned this morning, as @Atlantic_Hockey will announce its 2013-14 preseason coaches poll. Where will #RIT be picked to fi\u2026\n",
        "[1088] 0.28 ->  They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.co/Eynf5ZnnJ6\n",
        "[1120] 0.33 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[1150] 0.33 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[1272] 0.25 ->  Tigers picked to finish fifth in the 2013-14 @Atlantic_Hockey preseason poll. #RIT #RITNews #TigerPride http://t.co/MxM8ZMuSi2\n",
        "[1372] 0.39 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "=========\n",
        "Cluster silhouette mean:0.12\n",
        "Features: student:0.47  #rit_student:0.18  #rit:0.10  new:0.05  help:0.05  app:0.05  ::0.05  show:0.04  please:0.04  chevy:0.04  chevy_volt:0.04  drive:0.04  drive_#ritnews:0.04  even_let:0.04  lucky:0.04  new_#rit:0.04  test_drive:0.04  yearone:0.04  get:0.03  volt:0.03  let:0.03  test:0.03  even:0.03  destler_show:0.03  destler:0.03  &:0.03  :_destler:0.03  #roc_#rit:0.03  want:0.03  entrepreneurial:0.03  weekend:0.03  take:0.03  week:0.02  ready:0.02  :_#rit:0.02  campus:0.02  join:0.02  link:0.02  rit:0.02  #ritstudents_#ritsenate:0.02  #ritnews:0.02  #onlyatrit:0.02  program:0.02  #roc:0.02  sound:0.02  oct:0.02  congrats:0.02  pm:0.02  future:0.02  new_medium:0.02  #ritsenate:0.02  medium:0.02  back:0.02  @ritnews:0.02 \n",
        "\n",
        "[108] 0.09 ->  3 #RIT students selected for an animation festival in CA for their stop-motion animations! Congrats to N. Rosenberg, A. Yanez, &amp; J. Roberts\n",
        "[174] 0.07 ->  RT @vicperotti: #RIT student entrepreneurial types- Buffalo Startup weekend wants you! Its a full weekend October 4th-6th: http://t.co/HuSp\u2026\n",
        "[227] 0.04 ->  Childrens App Concept design &amp; Motion Walkthrough by #RIT Design Student Lucy Bradshaw: http://t.co/ELVrbqg1XE\n",
        "[304] 0.06 ->  #RIT New Media students? RT @CourtOConnell hiring a Digital Storyteller-please share w/ talented students https://t.co/d9zkrdrDhQ\n",
        "[313] 0.14 ->  Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http://t.co/EDiCc5oUOh\n",
        "[336] 0.14 ->  #RIT students can join the #JPMCodeForGood to benefit nonprofits. Apply here: http://t.co/iRQUxxB8Y0\n",
        "[379] 0.09 ->  Students will be rating the instructor - not the course. #RITstudents #RITsenate\n",
        "[398] 0.07 ->  #RIT Film 2013 Student Honors show today @TheLittleRoch 1-4:30pm #rocfringe. RIT Poets @ Little Cafe 12-1:30. #BeThere #LoveMyCity @RITNEWS\n",
        "[403] 0.16 ->  RT @scottbureau: Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http\u2026\n",
        "[585] 0.09 ->  @Bill_RIT Would love to see some #RIT students at the #CSPA13 Next Generation NY Conference in Oct! http://t.co/FsIK8fdxS4\n",
        "[621] 0.09 ->  #RIT student entrepreneurial types- Buffalo Startup weekend wants you! Its a full weekend October 4th-6th: http://t.co/HuSp5GHCsv #digent\n",
        "[632] 0.06 ->  Week 4. Students are getting their first exams back. Uh oh! Are you listed at #RIT's free site Tutor for Hire? http://t.co/SjsVNay4pw\n",
        "[677] 0.09 ->  DC, are you ready with student engineered coffee sleeve? #RIT @JavaSkinz @peregrinedc\n",
        "[788] 0.19 ->  @bluestatecoffee, have you seen @JavaSkinz, designed by students of #RIT...http://t.co/wvooVxALZu\n",
        "[798] 0.19 ->  Dear #RIT the heaters in Gleason circle are broken...fix them asap!\n",
        "Signed \n",
        "A popsicle student :)\n",
        "[809] 0.11 ->  RT @RIT_Alumni: #RIT student entrepreneurs are making a splash with a selective #entrepreneurship program through @saunderscollege: http://\u2026\n",
        "[890] 0.04 ->  RT @Juli_K: Nice coverage, @EricIrish! RT @news10nbc RIT student creates new campus security app http://t.co/mDHcq5XxXh #ROC #RIT\n",
        "[924] 0.09 ->  Please help support our student engineered coffee sleeve on #kickstarter and get your #javaskinz too @FuelAmericaCafe, @saunderscollege #RIT\n",
        "[966] 0.21 ->  #Landsat8 img of #LakeOntario and #FingerLakes. 9/19/2013 Clear skies. What #RIT students have been waiting for!!!!! http://t.co/4iwxs6wPYL\n",
        "[986] 0.16 ->  RT @scottbureau: Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http\u2026\n",
        "[1026] 0.21 ->  #RIT students collect spectra undr #Landsat8 #LakeOntario. Evaluating improved #L8 for water quality. #NASA #USGS http://t.co/v5Dui4Dk9w\n",
        "[1067] 0.06 ->  Sounds a lot like @CampusSafeApp-- Apps prove potential as future of on-campus student safety http://t.co/OsoPwAxT0l #Cuse #RIT @EricIrish\n",
        "[1110] 0.16 ->  RT @scottbureau: Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http\u2026\n",
        "[1135] 0.21 ->  Vehicle fire at #RIT student parking lot. No injuries reported and fire crews are on scene.\n",
        "[1137] 0.08 ->  If you receive an Early Alert, you will be given a link to Student Services and advisors will be reaching out to students to offer help #RIT\n",
        "[1176] 0.05 ->  Initial email will go out to students around week 13 inviting them to complete survey + reminders if it remains incomplete (not spam)! #RIT\n",
        "[1212] 0.16 ->  RT @scottbureau: Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http\u2026\n",
        "[1213] 0.19 ->  Just heard all about @RITMAGIC !! Can't wait to see student work! #RIT !\n",
        "[1217] 0.26 ->  @YearOne2013 is an interdisciplinary course for #RIT\u2019s first-year students. The 12-week course includes 6 out-of-class experiential sessions\n",
        "[1246] 0.10 ->  RT @mikejny: :-))) RT @Matt_S_Gregory: Student riding a powered unicycle. #OnlyatRIT #RIT http://t.co/A7etLf5AgQ\n",
        "[1316] 0.09 ->  RT @JavaSkinz: Please help support our student engineered coffee sleeve on #kickstarter and get your #javaskinz too @FuelAmericaCafe, @saun\u2026\n",
        "[1317] 0.05 ->  Hey #RIT. Save the date for #ROARDay, September 26, when faculty, staff and students can get their gifts matched up to $50!\n",
        "[1323] 0.05 ->  Nice coverage, @EricIrish! RT @news10nbc RIT student creates new campus security app http://t.co/mDHcq5XxXh #ROC #RIT\n",
        "=========\n",
        "Cluster silhouette mean:0.05\n",
        "Features: #onlyatrit:0.31  guy:0.11  ::0.10  saw:0.06  kid:0.06  someone:0.05  around:0.04  around_campus:0.04  @onlyatrit:0.04  girl:0.04  campus:0.04  @onlyatrit_::0.03  day:0.03  #ritprobs:0.03  class:0.03  zombie:0.03  shit:0.03  @stephaniesowa:0.03  @stephaniesowa_::0.03  make:0.03  kim:0.03  kim_possible:0.03  possible:0.03  possible_ringtone:0.03  ringtone:0.03  dressed:0.02  library:0.02  day_later:0.02  degree:0.02  later:0.02  #onlyatrit_#rochesterproblems:0.02  #rochesterproblems:0.02  car:0.02  cat:0.02  conversation:0.02  depth:0.02  depth_conversation:0.02  kid_next:0.02  lightsabers:0.02  :_someone:0.02  @melissabromley:0.02  @melissabromley_::0.02  @theblairhenry:0.02  @theblairhenry_::0.02  love:0.02  real:0.02  #onlyatrit_hahah:0.02  dance:0.02  dance_around:0.02  hahah:0.02  hahah_love:0.02  interpretive:0.02  interpretive_dance:0.02  next:0.02  get:0.02  @migueljosue24:0.02  @migueljosue24_::0.02  walk:0.02 \n",
        "\n",
        "[13] 0.06 ->  RT @StephanieSowa: The kids next to me in class are having a very in depth conversation about \"real\" lightsabers... #onlyatrit\n",
        "[15] 0.08 ->  Just saw buddy ride by me on a make shift skateboard that involves 2 trucks, 4 wheels and 2x4 #budgetcuts #onlyatrit\n",
        "[30] 0.06 ->  The kids next to me in class are having a very in depth conversation about \"real\" lightsabers... #onlyatrit\n",
        "[31] 0.03 ->  RT @theblairhenry: \"We need to pass the course with flying colours and we're currently in shades of grey!\" #OnlyAtRIT\n",
        "[45] 0.09 ->  When you see someone fly five feet falling off their longboard #onlyatrit\n",
        "[80] 0.05 ->  RT @MiguelJosue24: When you don't know if that person is a guy or a girl #OnlyatRIT\n",
        "[92] 0.07 ->  Someone in the library has a Kim Possible ringtone... #OnlyAtRIT\n",
        "[94] 0.05 ->  There's a sprinkler outside my apartment that doesn't water the grass, but washes my car and my roommates car every night... \ud83d\ude99 #OnlyAtRIT\n",
        "[189] 0.04 ->  RT @TylerAWalton: Why is this zombie wearing a cat costume? #RITProblems #OnlyAtRIT\n",
        "[198] 0.02 ->  RT @acritelli: #OnlyAtRIT do you get emails like these. http://t.co/TvPXOzeuPz\n",
        "[205] 0.10 ->  what's with the guy walking around campus in a suit and a top hat....? #uhhh #onlyatrit\n",
        "[215] 0.09 ->  Today I saw a kid with a skateboard made out of a 2x4... #innovation #onlyatRIT\n",
        "[220] 0.04 ->  No guy ever wants to sit at the same table as me in calc class. #ritprobs #girlprobs #onlyatrit\n",
        "[224] 0.09 ->  When you don't know if that person is a guy or a girl #OnlyatRIT\n",
        "[311] 0.15 ->  This fucking dancing man in the SAU. #onlyatrit\n",
        "[312] 0.03 ->  I kid you not, I cannot enter my lecture hall because the previous lecture about COD is going on. #OnlyAtRIT http://t.co/ZcASFanU3B\n",
        "[318] 0.12 ->  Bummed a smoke off some guy very casually wearing night-vision goggles #onlyatrit\n",
        "[321] 0.04 ->  RT @TylerAWalton: Why is this zombie wearing a cat costume? #RITProblems #OnlyAtRIT\n",
        "[343] 0.04 ->  RT @DanielleKindron: #onlyatrit do we have a dubsep version of bill nye the science guy on our warm up cd for volleyball \ud83d\ude02\ud83d\ude0e #SorryNotSorry\n",
        "[359] 0.06 ->  RT @StephanieSowa: The kids next to me in class are having a very in depth conversation about \"real\" lightsabers... #onlyatrit\n",
        "[360] 0.03 ->  #onlyatrit do we have a dubsep version of bill nye the science guy on our warm up cd for volleyball \ud83d\ude02\ud83d\ude0e #SorryNotSorry\n",
        "[397] 0.06 ->  RT @OnlyAtRIT: 90 degrees one day, 50 degrees two days later. #OnlyatRIT #rochesterproblems\n",
        "[469] 0.06 ->  RT @StephanieSowa: The kids next to me in class are having a very in depth conversation about \"real\" lightsabers... #onlyatrit\n",
        "[495] 0.08 ->  RT @sunroofbandit: Bummed a smoke off some guy very casually wearing night-vision goggles #onlyatrit\n",
        "[497] 0.07 ->  \"@StephanieSowa: Saw the kid who interpretive dances around campus again #OnlyAtRIT hahah love him\" where is this guy??\n",
        "[503] 0.07 ->  RT @melissabromley: Someone in the library has a Kim Possible ringtone... #OnlyAtRIT\n",
        "[507] 0.03 ->  RT @Heyy_Domon: Boy, you ride that scooter to class! #onlyatrit #ritprobs\n",
        "[555] 0.04 ->  RT @theblairhenry: This guy just humped a car door to get it to open. o.O #OnlyAtRIT\n",
        "[563] 0.01 ->  WHY IS THIS SHIT ACCEPTABLE. #onlyatrit #rit http://t.co/ABprcveMyE\n",
        "[576] 0.08 ->  RT @EllieHoltje: what's with the guy walking around campus in a suit and a top hat....? #uhhh #onlyatrit\n",
        "[591] 0.02 ->  RT @MiguelJosue24: Really.... #OnlyatRIT http://t.co/cT1tsAtYd0\n",
        "[594] 0.03 ->  RT @cnssoccer77: when my accounting professor starts making chicken noises #its8am #calmdown #onlyatRIT\n",
        "[612] 0.15 ->  \"We need to pass the course with flying colours and we're currently in shades of grey!\" #OnlyAtRIT\n",
        "[674] 0.03 ->  RT @clow_taylor: I love how I can walk around campus holding a big ole catapult and its considered the norm #onlyatrit\n",
        "[698] 0.05 ->  RT @killian_sam: When you see someone fly five feet falling off their longboard #onlyatrit\n",
        "[743] 0.07 ->  There's a girl walking around dressed as avatar Korra.  I approve. #OnlyAtRIT\n",
        "[767] 0.06 ->  RT @OnlyAtRIT: 90 degrees one day, 50 degrees two days later. #OnlyatRIT #rochesterproblems\n",
        "[776] 0.03 ->  RT @theblairhenry: I kid you not, I cannot enter my lecture hall because the previous lecture about COD is going on. #OnlyAtRIT http://t.co\u2026\n",
        "[811] 0.05 ->  Just saw a guy in all black, dressed as a girl, holding a giant umbrella day to protect his pasty white skin from the sun. #onlyatRIT\n",
        "[858] 0.07 ->  RT @melissabromley: Someone in the library has a Kim Possible ringtone... #OnlyAtRIT\n",
        "[867] 0.02 ->  RT @hillaryous_ann: This convo with my roommate is considered normal and completely makes sense on this campus #onlyatrit http://t.co/Lrxtv\u2026\n",
        "[892] 0.06 ->  RT @OnlyAtRIT: 90 degrees one day, 50 degrees two days later. #OnlyatRIT #rochesterproblems\n",
        "[927] 0.04 ->  RT @Heyy_Domon: No guy ever wants to sit at the same table as me in calc class. #ritprobs #girlprobs #onlyatrit\n",
        "[960] 0.01 ->  RT @RIT_Orlando: Just saw a guy in all black, dressed as a girl, holding a giant umbrella day to protect his pasty white skin from the sun.\u2026\n",
        "[974] 0.02 ->  RT @mikes2real: WHY IS THIS SHIT ACCEPTABLE. #onlyatrit #rit http://t.co/ABprcveMyE\n",
        "[1000] 0.03 ->  \u201c@OnlyAtRIT: Something only us tigers will understand. #OnlyatRIT http://t.co/DtQ7sz7hFx\u201d @lucfitz820 @SethWB #imcrying \ud83d\ude02\n",
        "[1007] 0.15 ->  My neighbor owns Nathan's Soup and Salad. He's basically RIT God. #onlyatRIT\n",
        "[1014] 0.05 ->  Saw the kid who interpretive dances around campus again #OnlyAtRIT hahah love him\n",
        "[1021] 0.04 ->  RT @DanielleKindron: #onlyatrit do we have a dubsep version of bill nye the science guy on our warm up cd for volleyball \ud83d\ude02\ud83d\ude0e #SorryNotSorry\n",
        "[1040] 0.07 ->  RT @StephanieSowa: Saw the kid who interpretive dances around campus again #OnlyAtRIT hahah love him\n",
        "[1045] 0.05 ->  This guy just humped a car door to get it to open. o.O #OnlyAtRIT\n",
        "[1092] 0.01 ->  T-minus 16 days to Barstool Blackout's attempt to slutify RIT #OnlyAtRIT\n",
        "[1160] 0.05 ->  Well... Zombies ended about 5 hours ago... But fucking with everyone and shooting them is totally worth it! #HumanVsZombies #OnlyAtRIT\n",
        "[1161] 0.04 ->  #OnlyAtRIT do you get emails like these. http://t.co/TvPXOzeuPz\n",
        "[1188] 0.04 ->  RT @dsearle4: Just saw buddy ride by me on a make shift skateboard that involves 2 trucks, 4 wheels and 2x4 #budgetcuts #onlyatrit\n",
        "[1194] 0.07 ->  \"Don't hate on the Dora backpack.\" #ritprobs #onlyatrit http://t.co/KI2beLxooc\n",
        "[1296] 0.07 ->  RT @melissabromley: Someone in the library has a Kim Possible ringtone... #OnlyAtRIT\n",
        "[1341] 0.06 ->  An #onlyatrit moment as witnessed by @rajsmurthy - kid in a drumstick hat ... @onlyatrit\n",
        "[1357] 0.06 ->  RT @OnlyAtRIT: 90 degrees one day, 50 degrees two days later. #OnlyatRIT #rochesterproblems\n",
        "[1368] 0.07 ->  RT @StephanieSowa: Saw the kid who interpretive dances around campus again #OnlyAtRIT hahah love him\n",
        "[1383] 0.07 ->  RT @melissabromley: Someone in the library has a Kim Possible ringtone... #OnlyAtRIT\n",
        "[1387] 0.05 ->  RT @IanIsNowAbel: This fucking dancing man in the SAU. #onlyatrit\n",
        "=========\n",
        "Cluster silhouette mean:0.06\n",
        "Features: @ritwsoccer:0.16  community:0.14  community_shield:0.14  hillside_community:0.14  shield:0.14  hillside:0.14  sahlen's:0.14  sahlen's_stadium:0.14  stadium:0.13  @uofrathletics:0.12  #rit_#ritnews:0.08  #ritnews:0.08  @ritsports:0.08  @ritsports_::0.07  #rit:0.06  ::0.06  #roc_#woso:0.05  #woso:0.05  v_@urwomenssoccer:0.05  #tigerpride:0.05  play:0.05  v:0.05  @urwomenssoccer:0.05  :_@ritwsoccer:0.05  #ritnews_#tigerpride:0.04  overtime:0.04  @ritwsoccer_::0.04  headed:0.04  knotted:0.04  #rit_v:0.04  #roc:0.04  :_hillside:0.04  half:0.04  draw:0.03  @urmenssoccer:0.03  underway:0.03  soccer:0.03  msocc|:0.03  great:0.03  draw_v:0.03  video:0.03  face:0.03  second:0.03  @alexa_rae4:0.03  @alexa_rae4_featured:0.03  @jamjam_05:0.03  @ritwsoccer_standouts:0.03  standouts_@jamjam_05:0.03  standouts:0.02  second_half:0.02  #rit_&:0.02  featured:0.02  #rit_warming:0.02  shield_soccer:0.02  soccer_tournament:0.02  warming:0.02  kickoff:0.02  coach_bill:0.02  lead:0.02  tournament:0.02  coach:0.02  bill:0.02  &:0.02  msocc:0.02  set:0.02 \n",
        "\n",
        "[0] 0.04 ->  RT @RITWSoccer: #RIT warming up for a 5pm kickoff at the Hillside Community Shield soccer tournament! http://t.co/rzjvIeWNxC\n",
        "[6] 0.04 ->  Under 10 minutes remaining, with @RITWSoccer holding a 1-0 lead of @UofRathletics. #RIT #RITNews #TigerPride\n",
        "[34] 0.08 ->  Good luck, ladies. Go Tigers! RT @RITWSoccer #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/sLfr10Tc55\n",
        "[52] 0.06 ->  RT @RITsports: MSOCC| we're headed to overtime at Sahlen's stadium. #RIT and @urmenssoccer knotted up at 1-1. #GoTigers #RITNews\n",
        "[59] 0.05 ->  #RIT and U of R set to face off in second annual Hillside Community Shield event tomorrow at Sahlen's Stadium. http://t.co/yclPq2NfEI\n",
        "[203] 0.04 ->  RT @RITWSoccer: #RIT warming up for a 5pm kickoff at the Hillside Community Shield soccer tournament! http://t.co/rzjvIeWNxC\n",
        "[235] 0.09 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[247] 0.11 ->  #RIT men and @RITWSoccer to face @UofRathletics in the 2nd Hillside Community Shield Saturday at Sahlen's Stadium. http://t.co/0B7TRHHIXj\n",
        "[320] 0.12 ->  RT @RITsports: #RIT men and @RITWSoccer to face @UofRathletics in the 2nd Hillside Community Shield Saturday at Sahlen's Stadium. http://t.\u2026\n",
        "[331] 0.00 ->  #RIT warming up for a 5pm kickoff at the Hillside Community Shield soccer tournament! http://t.co/rzjvIeWNxC\n",
        "[378] 0.03 ->  RT @RITsports: @RITWSoccer just missed on a great chance as a header by Maxine Culhane just went wide with 5 minutes left, #RIT up 1-0 on @\u2026\n",
        "[390] 0.13 ->  We are underway at Sahlen's stadium. @RITWSoccer and @UofRathletics vying for the Hillside Community Shield title. #RIT #RITNews\n",
        "[400] 0.06 ->  @RITWSoccer leads @UofRathletics 1-0 after one half of play at the Hillside Community Shield. Gwen Neuhaus has the lone goal. #RIT #RITNews\n",
        "[413] 0.09 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[437] 0.11 ->  RT @RITsports: We are headed to overtime at Sahlen's Stadium, as @RITWSoccer and @UofRathletics are knotted at 1-1. #RIT #RITNews\n",
        "[493] 0.05 ->  MSOCC| Second half of play set to begin from Sahlen's stadium between #RIT and @urmenssoccer. #TigerPride\n",
        "[508] 0.09 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[547] 0.14 ->  RT @RITsports: @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[564] 0.02 ->  Hillside Community Shield concludes with two 1-1 ties between both the woman's and the men's soccer teams of #RIT &amp; @UofRathletics #RITNEWS\n",
        "[615] 0.05 ->  RECAP, as @RITWSoccer plays to 1-1 draw against Rochester at Hillside Community Shield. #RIT #RITNews #TigerPride http://t.co/ONInsWbtbo\n",
        "[641] 0.10 ->  We are headed to overtime at Sahlen's Stadium, as @RITWSoccer and @UofRathletics are knotted at 1-1. #RIT #RITNews\n",
        "[646] 0.09 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[667] 0.07 ->  RT @RITsports: @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t\u2026\n",
        "[683] 0.02 ->  The second half between @RITWSoccer and @UofRathletics is underway. Tigers lead 1-0. #RIT #RITNews #TigerPride\n",
        "[697] 0.08 ->  RT @paulgebel: Good luck, ladies. Go Tigers! RT @RITWSoccer #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/sLfr10T\u2026\n",
        "[707] 0.08 ->  Starting lineups for today's @RITWSoccer against @UofR at Sahlen's Stadium for the Hillside Community Shield. #RIT\n",
        "[719] 0.02 ->  RT @RITsports: A cool video with #RIT soccer head coach Bill Garno in advance of the Hillside Community Shield tomorrow. #RITNews: http://t\u2026\n",
        "[777] 0.12 ->  @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[794] 0.01 ->  @RITWSoccer just missed on a great chance as a header by Maxine Culhane just went wide with 5 minutes left, #RIT up 1-0 on @UofRathletics\n",
        "[819] 0.05 ->  RT @RITsports: MSOCC| Second half of play set to begin from Sahlen's stadium between #RIT and @urmenssoccer. #TigerPride\n",
        "[909] 0.07 ->  RT @RITsports: @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t\u2026\n",
        "[920] 0.01 ->  A cool video with #RIT soccer head coach Bill Garno in advance of the Hillside Community Shield tomorrow. #RITNews: http://t.co/9daTgWmXWd\n",
        "[952] 0.01 ->  RT @RITsports: Hillside Community Shield concludes with two 1-1 ties between both the woman's and the men's soccer teams of #RIT &amp; @UofRath\u2026\n",
        "[1053] 0.07 ->  RT @RITsports: @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t\u2026\n",
        "[1070] 0.05 ->  MSOCC| we're headed to overtime at Sahlen's stadium. #RIT and @urmenssoccer knotted up at 1-1. #GoTigers #RITNews\n",
        "[1108] 0.02 ->  Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[1260] 0.05 ->  @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t.co/EjsGI4tcXD\n",
        "[1319] 0.14 ->  RT @RITsports: @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[1353] 0.14 ->  RT @RITsports: @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[1389] 0.11 ->  RT @RITsports: We are underway at Sahlen's stadium. @RITWSoccer and @UofRathletics vying for the Hillside Community Shield title. #RIT #RIT\u2026\n",
        "[1407] 0.11 ->  RT @RITsports: We are headed to overtime at Sahlen's Stadium, as @RITWSoccer and @UofRathletics are knotted at 1-1. #RIT #RITNews\n",
        "[1411] 0.09 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "=========\n",
        "Cluster silhouette mean:0.15\n",
        "Features: men's_soccer:0.22  soccer:0.21  men's:0.20  tiger_den:0.12  den:0.12  bus:0.12  stadium:0.11  tiger:0.11  sahlen's:0.10  sahlen's_stadium:0.10  tomorrow:0.10  :_#rit:0.10  sign:0.09  #rit_student:0.09  game:0.08  student:0.08  soccer_game:0.07  ::0.07  @ritwsoccer:0.07  #rit:0.06  elmira:0.06  game_tomorrow:0.06  soccer_tiger:0.06  @ritsports_::0.05  @ritsports:0.05  #rit_men's:0.05  sat:0.05  link:0.04  score:0.04  #getthere:0.04  #getthere_#rfxc:0.04  #rfxc:0.04  #rit_cross:0.04  @_gvp:0.04  country_tiger:0.04  den_@:0.04  gvp_tomorrow:0.04  race:0.04  race_start:0.04  gvp:0.04  start:0.03  den_tomorrow:0.03  @cschwab145:0.03  @cschwab145_::0.03  country:0.03  cross:0.03  cross_country:0.03  @ritwsoccer_::0.03  @urmenssoccer:0.03  msocc:0.03  soccer_team:0.02  home:0.02  v:0.02  lead:0.02  free:0.02  team:0.02  tiger_stadium:0.02  check:0.02 \n",
        "\n",
        "[97] 0.15 ->  \u201c@cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\u201d\ud83d\udc2f\n",
        "[233] 0.15 ->  RT @sterry073: \"@cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\" #gettothegame\n",
        "[273] 0.15 ->  \"@cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\" #gettothegame\n",
        "[310] 0.07 ->  RT @RITGETtotheGAME: Free at 4? Stop by Tiger Stadium (the track and field) to cheer on your Men's Soccer team in their home opener vs. Elm\u2026\n",
        "[345] 0.15 ->  Check out all the fun at #RIT XC Tiger Den last Saturday and don't forget Men's Soccer Tiger is Saturday at 730! http://t.co/87kyVFBU06\n",
        "[385] 0.12 ->  RT @RITsports: John Kaddo scores two goals as #RIT (3-3-0) men's soccer shuts out Elmira 3-0. Danny Bloshkin dishes out 3 assists. http://t\u2026\n",
        "[432] 0.19 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[447] 0.15 ->  RT @cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\n",
        "[541] 0.16 ->  #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7XaNANn #ROC\n",
        "[575] 0.08 ->  Free at 4? Stop by Tiger Stadium (the track and field) to cheer on your Men's Soccer team in their home opener vs. Elmira College! #RIT\n",
        "[620] 0.25 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[706] 0.25 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[712] 0.19 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[734] 0.12 ->  John Kaddo scores two goals as #RIT (3-3-0) men's soccer shuts out Elmira 3-0. Danny Bloshkin dishes out 3 assists. http://t.co/O0IEU35m3u\n",
        "[761] 0.06 ->  MSOCC | @DBloshkin gives #RIT men's soccer a 1-0 lead over @urmenssoccer on a PK in the 46'. RIT 1, UR 0\n",
        "[782] 0.20 ->  #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http://t.co/VKSS8kv6Bn\n",
        "[886] 0.19 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[911] 0.11 ->  Live Stats and video links for today's #RIT Men's Soccer game vs. #Elmira College at 4 pm. http://t.co/KnnDsyjphw http://t.co/3oz85Jqpkz\n",
        "[923] 0.05 ->  RT @RITsports: MSOCC | @DBloshkin gives #RIT men's soccer a 1-0 lead over @urmenssoccer on a PK in the 46'. RIT 1, UR 0\n",
        "[940] 0.07 ->  RT @gennasenecal: Tiger den game #RIT\n",
        "[991] 0.06 ->  Tiger den game #RIT\n",
        "[1072] 0.09 ->  Kaddo scores two goals as #RIT men's soccer shuts out Elmira 3-0 in non-conference action. #RITNews #TigerPride http://t.co/O0IEU35m3u\n",
        "[1078] 0.12 ->  #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\n",
        "[1087] 0.11 ->  Check out Saturday nights swag for Men's Soccer Tiger Den! Make sure you have your #RIT ID!  #GettotheGame #freeswag http://t.co/crgKu5pi1C\n",
        "[1099] 0.21 ->  RT @RITGETtotheGAME: #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http:\u2026\n",
        "[1134] 0.25 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[1278] 0.21 ->  RT @RITGETtotheGAME: #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http:\u2026\n",
        "[1335] 0.21 ->  #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.co/TawUTvNRiz\n",
        "[1367] 0.25 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[1396] 0.25 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "=========\n",
        "=========\n",
        "Cluster silhouette mean:0.10\n",
        "Features: rit:0.43  #rit:0.10  ::0.08  #ritnews:0.08  news:0.08  @ritmediawivell_::0.07  @ritmediawivell:0.07  #rit_@:0.05  v:0.05  apocalypse:0.05  zombie_apocalypse:0.05  via_@youtube:0.05  :_human:0.05  @youtube:0.04  human_v:0.04  human:0.04  marimba:0.04  marimba_band:0.04  performing:0.04  rpo:0.04  rpo_marimba:0.04  #onlyatrit:0.04  via:0.04  zombie:0.04  @ritnews:0.04  band:0.04  rit_news:0.04  #onlyatrit_#ritnews:0.03  @youtube_#onlyatrit:0.03  weekend:0.03  #ritnews_#tigerpride:0.03  #tigerpride:0.03  corner:0.02  michigan:0.02  #roc:0.02  #o:0.02  #ritnews_#o:0.02  leadership:0.02  super:0.02  youtube:0.02  @ritnews_::0.02  ticket:0.02  matt:0.02  someone:0.02  campus_#rit:0.02  :_#rit:0.02  love:0.02 \n",
        "\n",
        "[23] 0.09 ->  RT @scottbureau: Looking for something to do in #ROC tonight? The RPO Marimba Band will be performing at 8pm at RIT, http://t.co/HcpteGNJeZ\u2026\n",
        "[27] 0.07 ->  RIT alum Matt \"The Hammer\" Hamill at #deafnationexpo #RIT #NTID http://t.co/azYj3l0pJW\n",
        "[29] 0.04 ->  My intent to form for RIT Women's Club Ice Hockey has been accepted next step become an official club!! @RITWHKY @RITNEWS #rit #hockey\n",
        "[107] 0.18 ->  Really liking the reviews for RIT ! #RIT #RITcollege #hype #HopeIGetAccepted #RITbound #hopefully ^-^\n",
        "[113] 0.14 ->  RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #only@rit\n",
        "[196] 0.15 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[302] 0.11 ->  Checkout the RPO Marimba Band performing Sept. 20 in Ingle Auditorium at RIT http://t.co/HcpteGNJeZ #RITNews #ROC\n",
        "[324] 0.04 ->  wait..its actually scary how fast I start missing RIT and my roommate #RIT #LoveAffair #isthatbad #SorryNotSorry\n",
        "[414] 0.07 ->  #RIT Engineering: Leadership skills in product development and manufacturing webinar scheduled - RIT News: http://t.co/ZMuwH3xYrJ #RITNEWS\n",
        "[424] 0.08 ->  Having RIT be an outing option all weekend thanks to pikappaphi and #RITAlumniRelations. #onlyatrit\u2026 http://t.co/VR8chrgHcU\n",
        "[453] 0.18 ->  rit http://t.co/zUM7SHBoPS #RIT\n",
        "[505] 0.06 ->  Tickets bought for RIT vs. Michigan!!! And they are Corner Crew #letsgetrowdy #RIT #homecoming\n",
        "[516] 0.15 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[524] 0.15 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[535] 0.16 ->  RT @UR_CTSI: @RBJdaily reports URMC, RIT researchers are collaborating on photoacoustic imaging technology: http://t.co/mguYYPqLRE #CTSA #U\u2026\n",
        "[559] 0.10 ->  #RIT Engineering-Being the Change: Biomedical engineering undergraduates volunteer in Guatemala - RIT News: http://t.co/0x44echsi0  #RITNEWS\n",
        "[572] 0.18 ->  Were so fucked up @imshmacked . Come visit RIT #RIT #ImShmacked #Schmacked #College #House #Party\u2026 http://t.co/mij2uCWICE\n",
        "[633] 0.06 ->  RT @JDittenhauser: Tickets bought for RIT vs. Michigan!!! And they are Corner Crew #letsgetrowdy #RIT #homecoming\n",
        "[647] 0.07 ->  #throwbackthursday to Orientation where my RIT pride may have... scared someone a little. #tbt #RIT\u2026 http://t.co/eGv6fJmBfO\n",
        "[657] 0.07 ->  RT @VSantiago49: Having RIT be an outing option all weekend thanks to pikappaphi and #RITAlumniRelations. #onlyatrit\u2026 http://t.co/VR8chrgHcU\n",
        "[687] 0.10 ->  #RIT News - RGHS to provide sports medicine services to RIT Athletics. #RITNews #TigerPride http://t.co/1NINNxq2eL\n",
        "[746] 0.09 ->  RT @RITMediaWivell: Nice captioning primer - super helpful at RIT!!  Adding captions on YouTube: http://t.co/twzj7YmIoX #RITNTID #RIT\n",
        "[770] 0.08 ->  RT @RITMediaWivell: Humans vs. Zombies! Zombie apocalypse at #RIT! http://t.co/oMf4xAtKB1 via @youtube #hvzweek\u201d #RITNews\n",
        "[817] 0.08 ->  RT @RITsports: #RIT News - RGHS to provide sports medicine services to RIT Athletics. #RITNews #TigerPride http://t.co/1NINNxq2eL\n",
        "[848] 0.15 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[855] 0.05 ->  Roaming the RIT campus #rit\n",
        "[871] 0.10 ->  The backyard #parkpoint #rochester #RIT @ Park Point @ RIT http://t.co/in8C484BkV\n",
        "[884] 0.14 ->  RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/XrTtxeTs3z via @youtube #onlyatRIT #Ritnews #only@rit\n",
        "[888] 0.08 ->  RT @RITsports: #RIT News - RGHS to provide sports medicine services to RIT Athletics. #RITNews #TigerPride http://t.co/1NINNxq2eL\n",
        "[902] 0.09 ->  #19 -- That's good news for RIT staff http://t.co/UTdqlCsFmQ @RITNEWS #RIT\n",
        "[915] 0.11 ->  RT @scottbureau: Checkout the RPO Marimba Band performing Sept. 20 in Ingle Auditorium at RIT http://t.co/HcpteGNJeZ #RITNews #ROC\n",
        "[957] 0.04 ->  RIT Logic: it's quite warm out, let me throw some boots, jeans, a winter hat and a black long sleeve shirt on #RIT #stillAmazesMe\n",
        "[997] 0.18 ->  rit http://t.co/Tj0orhDQXg #RIT\n",
        "[1056] 0.11 ->  RT @alvaronadalp: The backyard #parkpoint #rochester #RIT @ Park Point @ RIT http://t.co/in8C484BkV\n",
        "[1058] 0.07 ->  #RIT Engineering: Leadership skills in product development and manufacturing webinar scheduled - RIT News: http://t.co/6dyz2UjsEk #RITNEWS\n",
        "[1132] 0.07 ->  RT @BobFinnerty: RT @RITMediaWivell: Humans vs. Zombies! Zombie apocalypse at #RIT! http://t.co/oMf4xAtKB1 via @youtube #hvzweek\u201d #RITNews\n",
        "[1173] 0.11 ->  RT @alvaronadalp: The backyard #parkpoint #rochester #RIT @ Park Point @ RIT http://t.co/in8C484BkV\n",
        "[1201] 0.03 ->  3' RIT GOAL!!!!! Unassisted by #23 Gwen Neuhaus! 1-0 #RIT vs #UofR\n",
        "[1202] 0.18 ->  @RBJdaily reports URMC, RIT researchers are collaborating on photoacoustic imaging technology: http://t.co/mguYYPqLRE #CTSA #URMC #RBJ #RIT\n",
        "[1222] 0.18 ->  RIT Trainning #firehouse #firefighter #RIT #brotherhood http://t.co/etrZS6G9gZ\n",
        "[1254] 0.06 ->  I love RIT sunsets :) #sunset #RIT http://t.co/rh5b46m3Pz\n",
        "[1280] 0.09 ->  RT @RITMediaWivell: Nice captioning primer - super helpful at RIT!!  Adding captions on YouTube: http://t.co/kZyWXkz7E3 #RITNTID #RIT\n",
        "[1285] 0.11 ->  RT @scottbureau: Checkout the RPO Marimba Band performing Sept. 20 in Ingle Auditorium at RIT http://t.co/HcpteGNJeZ #RITNews #ROC\n",
        "[1340] 0.06 ->  RT @RITMediaWivell: RIT Soccer coach sits with UofR coach in 13WHAM interview ahead of Hillside Charity event http://t.co/Pvr87qrN3L #RIT\n",
        "[1362] 0.10 ->  Looking for something to do in #ROC tonight? The RPO Marimba Band will be performing at 8pm at RIT, http://t.co/HcpteGNJeZ #RITNews\n",
        "=========\n",
        "Cluster silhouette mean:0.14\n",
        "Features: #rit_volleyball:0.27  volleyball:0.25  drop:0.15  set:0.14  match:0.14  volleyball_drop:0.13  @nyuathletics:0.12  #ritnews:0.12  nyu:0.12  trail:0.09  recap:0.08  desales:0.07  #rit:0.06  invite:0.06  @umassbeacons:0.06  tiger_trail:0.05  first_set:0.05  volleyball_loses:0.05  classic:0.05  nyu_violet:0.05  violet:0.05  violet_classic:0.05  opening:0.05  loses:0.05  invitational:0.05  opening_match:0.05  volleyball_invite:0.04  @nphawks:0.04  drop_opening:0.04  volleyball_fall:0.04  first:0.04  morning:0.04  score:0.04  @brockport:0.03  drop_first:0.03  nyu_invitational:0.03  desales_university:0.03  university:0.03  fall:0.03  tiger:0.03  @nyuathletics_invite:0.03  nyu_won:0.03  won:0.03  won_set:0.03  friday:0.03  second:0.03  v:0.02  drop_set:0.02  led:0.02  video:0.02  tie:0.02  even:0.02  knotted:0.02  defeat:0.02  start:0.02  @fisherathletics:0.02  second_set:0.02  @keukaathletics:0.02 \n",
        "\n",
        "[117] 0.14 ->  #RIT volleyball drops first set against @UMassBeacons 25-23. Tigers trail 7-1 in the second set. #RITNews\n",
        "[124] 0.12 ->  #RIT volleyball loses opening set vs. Desales University, 25-19 at NYU Violet Classic. #RITNEWS\n",
        "[140] 0.13 ->  RECAP - #RIT volleyball loses to DeSales at NYU Violet Classic. #RITNews  http://t.co/fzYAnqBDxL\n",
        "[163] 0.06 ->  RECAP - #RIT volleyball (6-4) defeats @Brockport and @KeukaAthletics on Friday at the RIT Volleyball Invite. #RITNews http://t.co/lq914FUDnV\n",
        "[286] 0.14 ->  #RIT volleyball loses set two to @nphawks 25-19. Tigers trail the match 2-0. #RITNews\n",
        "[358] 0.15 ->  #RIT volleyball drops close first set to @nphawks by a score of 25-23. #RITNews\n",
        "[371] 0.13 ->  Set 2 - #RIT volleyball falls to DeSales University, 25-13. Tigers trail 2-0 in match. #RITNEWS\n",
        "[446] 0.16 ->  #RIT volleyball (7-6) drops opening match at the @NYUAthletics Invite to NYU 3-0. NYU won sets 25-17, 28-26, 25-12.\n",
        "[589] 0.14 ->  #RIT volleyball falls to @NYUAthletics by a score of 28-26 in set two, trail two sets to zero. #RITNews\n",
        "[722] 0.10 ->  #RIT volleyball in action this morning vs. @NYUAthletics at 10 am. Live stats - http://t.co/AtTqSKRMyW. Video - http://t.co/IeHLm32XpL\n",
        "[905] 0.18 ->  RECAP - #RIT volleyball drops both Friday matches at NYU Violet Classic. #RITNews http://t.co/vNIZMR6wu2\n",
        "[1006] 0.18 ->  #RIT volleyball drops set two to @UMassBeacons 25-7, trail the match two sets to zero. #RITNews\n",
        "[1020] 0.14 ->  RT @RITsports: #RIT volleyball (7-6) drops opening match at the @NYUAthletics Invite to NYU 3-0. NYU won sets 25-17, 28-26, 25-12.\n",
        "[1043] 0.06 ->  Two tight starts at the #RIT volleyball invite. RIT and @Brockport tied at 12, @UofRathletics and @FisherAthletics even at 12.\n",
        "[1243] 0.17 ->  #RIT volleyball drops second match of day at @NYUAthletics Invitational, falling to @UMassBeacons 25-23, 25-7, 25-17. #RITNews\n",
        "[1249] 0.12 ->  Good battle in set two between #RIT volleyball and @NYUAthletics knotted at 24. RIT led for most of the set before NYU rallied to tie.\n",
        "[1268] 0.19 ->  RECAP - #RIT volleyball drops both matches on Saturday in three sets to DeSales and New Paltz. #RITNews http://t.co/fzYAnqBDxL\n",
        "[1327] 0.18 ->  #RIT volleyball drops first set of morning match, 25-16 to @NYUAthletics at NYU Invitational. #RITNews\n",
        "[1401] 0.16 ->  RECAP - #RIT volleyball drops opening match at NYU Invitational to the hosts in three sets. #RITNews #TigerPride http://t.co/vNIZMR6wu2\n",
        "=========\n",
        "=========\n",
        "Cluster silhouette mean:0.08\n",
        "Features: msocc:0.20  #ritsports:0.20  #ritnews:0.16  tiger_stadium:0.14  tiger:0.14  stadium:0.13  #ritsports_#ritnews:0.13  @ritwsoccer:0.10  @geneseoknights:0.10  min:0.08  lead:0.07  wsocc:0.06  #rit:0.06  @ritsports_::0.06  @ritsports:0.06  half:0.05  ::0.05  scoreless:0.05  score:0.05  @urmenssoccer:0.05  underway:0.05  @sunygeneseo:0.04  game_day:0.04  v_@sunygeneseo:0.04  draw:0.04  game:0.04  v:0.04  ot:0.04  kick:0.04  headed:0.04  :_game:0.03  show:0.03  play:0.03  #rit_v:0.03  :_wsocc:0.03  men's_soccer:0.03  soccer:0.03  men's:0.03  #rit_lead:0.03  @ritwsoccer_::0.03  day:0.03  set:0.03  :_@ritwsoccer:0.02  #rit_men's:0.02  sahlen's:0.02  sahlen's_stadium:0.02  make:0.02  #:0.02 \n",
        "\n",
        "[65] 0.08 ->  @RITWSoccer is set to kick off against the @GeneseoKnights at 4pm today! Come out to Tiger Stadium and show your school spirit #RIT!\n",
        "[115] 0.13 ->  WSOCC | Underway at Tiger Stadium between @RITWSoccer and @GeneseoKnights #RITNews #RITSports\n",
        "[169] 0.06 ->  MSOCC | at the half we're in a 0-0 draw between #RIT and @urmenssoccer. Tigers have outshot Yellowjackets 4-3.\n",
        "[184] 0.10 ->  MSOCC | Halftime at Tiger Stadium #RIT leads @ECSoaringEagles 1-0. Shots are 9-6 in favor of Tigers. @rueben910 scored Tigers goal.\n",
        "[234] 0.03 ->  RT @RITsports: MSOCC | #RIT (3-3-0) shuts out @ECSoaringEagles 3-0 on Tuesday. @johnakaddo scores 2 gls. @DBloshkin dishes out 3 assists. #\u2026\n",
        "[267] 0.06 ->  RT @RITsports: MSOCC | at the half we're in a 0-0 draw between #RIT and @urmenssoccer. Tigers have outshot Yellowjackets 4-3.\n",
        "[337] 0.02 ->  Greg lighting it up without his balloon. #Ritnews sorta. https://t.co/KG4frjvTXL\n",
        "[407] 0.02 ->  Incredible pix from rehearsal Thurs. Anomaly soars! Me, @BIODANCE1 + @SoundExChangeNY for @RochesterFringe #ritnews http://t.co/vVCgY5mvOZ\n",
        "[412] 0.10 ->  RT @RITsports: MSOCC | @rueben910 gives #RIT a 1-0 lead over #Elmira in the 2'. @johnakaddo and @DBloshkin had the assists. #RITSports #RIT\u2026\n",
        "[569] 0.17 ->  RT @RITsports: WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "[577] 0.08 ->  RT @RITGETtotheGAME: @RITWSoccer is set to kick off against the @GeneseoKnights at 4pm today! Come out to Tiger Stadium and show your schoo\u2026\n",
        "[609] 0.11 ->  WSOCC | a little over 33 min. to kickoff between @RITWSoccer and @GeneseoKnights. #RITSports #RITNews\n",
        "[680] 0.08 ->  RT @RITWSoccer: GAME DAY! #RIT vs @SUNYGeneseo - Tiger Stadium 4pm http://t.co/9gwLPlO4F1\n",
        "[684] 0.04 ->  MSOCC | @johnakaddo has PK saved by @ECSoaringEagles keeper. score remains 3-0 #RIT with 29 min. to play in 2nd half.\n",
        "[765] 0.10 ->  MSOCC | in the 16' #RIT continues to lead  @ECSoaringEagles 1-0. Shots on goal are 3-1 in favor of Soaring Eagles. #RITSports\n",
        "[766] 0.08 ->  MSOCC | We are underway at Sahlen's Stadium between #RIT and @urmenssoccer #RITSports #RITNews\n",
        "[818] 0.16 ->  WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "[843] 0.16 ->  MSOCC | @rueben910 gives #RIT a 1-0 lead over #Elmira in the 2'. @johnakaddo and @DBloshkin had the assists. #RITSports #RITNews\n",
        "[875] 0.08 ->  RT @RITWSoccer: GAME DAY! #RIT vs @SUNYGeneseo - Tiger Stadium 4pm http://t.co/9gwLPlO4F1\n",
        "[896] 0.06 ->  MSOCC | We are underway at Tiger Stadium for #RIT men's soccer vs. #Elmira. #RITSports #RITNews\n",
        "[933] 0.05 ->  GAME DAY! #RIT vs @SUNYGeneseo - Tiger Stadium 4pm http://t.co/9gwLPlO4F1\n",
        "[1049] 0.02 ->  MSOCC | 18 min. to play in the 2nd half at Sahlen's Stadium. #RIT leads @urmenssoccer 1-0.\n",
        "[1073] 0.17 ->  RT @RITsports: WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "[1101] 0.16 ->  MSOCC | @johnakaddo gives #RIT a 2-0 lead over @ECSoaringEagles with a goal in 56'. #RITSports #RITNews\n",
        "[1242] 0.10 ->  MSOCC | @johnakaddo makes it 3-0 #RIT over @ECSoaringEagles in the 56'. #RITNews #RITSports\n",
        "[1256] 0.08 ->  \u201c@RITWSoccer: GAME DAY! #RIT vs @SUNYGeneseo - Tiger Stadium 4pm http://t.co/d4fVEW8mLZ\u201d a beautiful day for game day!\n",
        "[1320] 0.01 ->  @RITWSoccer plays to a scoreless draw with SUNY Geneseo, Tigers extend unbeaten streak to three games. #RIT #RITNews http://t.co/nt58tniB8y\n",
        "[1329] 0.06 ->  RT @RITsports: MSOCC | We are underway at Tiger Stadium for #RIT men's soccer vs. #Elmira. #RITSports #RITNews\n",
        "[1346] 0.08 ->  RT @RITGETtotheGAME: @RITWSoccer is set to kick off against the @GeneseoKnights at 4pm today! Come out to Tiger Stadium and show your schoo\u2026\n",
        "[1352] 0.08 ->  MSOCC | #RIT (3-3-0) shuts out @ECSoaringEagles 3-0 on Tuesday. @johnakaddo scores 2 gls. @DBloshkin dishes out 3 assists. #RITSports\n",
        "[1364] 0.17 ->  RT @RITsports: WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "=========\n",
        "Cluster silhouette mean:0.38\n",
        "Features: entrepreneurial_leadership:0.31  entrepreneurial:0.30  leadership:0.30  #rit_entrepreneurial:0.25  leadership_summit:0.24  summit:0.24  free:0.16  limited:0.10  pm_free:0.10  registration:0.10  registration_required:0.10  space:0.10  required:0.10  #rit_host:0.09  summit_september:0.09  pm:0.09  host:0.09  september:0.08  #roc:0.07  friday:0.07  :_#rit:0.07  ::0.07  #rit:0.06  @rballiance:0.06  @rballiance_::0.06 \n",
        "\n",
        "[16] 0.30 ->  #RIT hosts an Entrepreneurial Leadership Summit September 27.  http://t.co/nltsjVARyP\n",
        "[256] 0.32 ->  RT @RBAlliance: #RIT hosts an Entrepreneurial Leadership Summit September 27.  http://t.co/nltsjVARyP\n",
        "[488] 0.44 ->  #RIT Entrepreneurial Leadership Summit 9/29 1-5 PM Free, but registration required because space is limited. http://t.co/39kdo4s38z #ROC\n",
        "[562] 0.40 ->  Spending my afternoon at the #RIT Entrepreneurial Leadership Summit\n",
        "#Entrepreneurship #digent #ROC\n",
        "[607] 0.40 ->  RT @rebecca_boone: Spending my afternoon at the #RIT Entrepreneurial Leadership Summit\n",
        "#Entrepreneurship #digent #ROC\n",
        "[990] 0.44 ->  RT @Juli_K: #RIT Entrepreneurial Leadership Summit 9/29 1-5 PM Free, but registration required because space is limited. http://t.co/39kdo4\u2026\n",
        "[1069] 0.31 ->  This Friday 9/27: Hear the Impressive Speakers at #RIT Entrepreneurial Leadership Conference! http://t.co/bOPwxDVlDf  Free! @saunderscollege\n",
        "[1116] 0.32 ->  RT @vicperotti: This Friday 9/27: Hear the Impressive Speakers at #RIT Entrepreneurial Leadership Conference! http://t.co/bOPwxDVlDf  Free!\u2026\n",
        "[1255] 0.44 ->  #RIT Entrepreneurial Leadership Summit 9/29 1-5 PM Free, but registration required because space is limited. http://t.co/39kdo4s38z  #ROC\n",
        "[1264] 0.44 ->  RT @Juli_K: #RIT Entrepreneurial Leadership Summit 9/29 1-5 PM Free, but registration required because space is limited. http://t.co/39kdo4\u2026\n",
        "[1311] 0.32 ->  RT @RBAlliance: #RIT hosts an Entrepreneurial Leadership Summit September 27.  http://t.co/nltsjVARyP\n",
        "=========\n",
        "Cluster silhouette mean:0.03\n",
        "Features: treasury:0.25  etsy:0.19  best:0.13  #rit:0.10  #jakarta:0.07  #russian_artists:0.06  #etsyboebot:0.06  well_done:0.06  done:0.06  #digg:0.06  well:0.05  #jeweltweets:0.05  #silver:0.05  #artbubblesart:0.04  #rit_#digg:0.04  @jakartagiat:0.03  #1onecircle:0.03  #vintage:0.03  #diggretweets_#rit:0.03  #bargains:0.03  sweet_treasury:0.03  sweet:0.03  love:0.03  #blitz:0.03  #sexy:0.02  #diggretweets:0.02  love_treasury:0.02  #tweet_co:0.02  #rit_#artprom:0.02  #digg_#rit:0.02  #statweestics:0.02  wonderful_treasury:0.02  #jakarta_#rit:0.02  #artprom:0.02  #hobbit:0.02  #artbubblesart_#rit:0.02  #felt:0.02  #boebot:0.02  #speedfollowers:0.02  #nowfollowing:0.02  #etsybot2:0.02  wonderful:0.02 \n",
        "\n",
        "[17] 0.10 ->  Best treasury on Etsy 35762 https://t.co/uZgLzGBLtF #RIT #toronto #jakarta\n",
        "[56] 0.03 ->  My sweet treasury 41131 https://t.co/HE8OnTQLHe @JakartaGiat #jeweltweets #RIT\n",
        "[66] 0.06 ->  Best treasury of the word 80485 https://t.co/mzhdb8Rzk2 #RIT #silver #Women's\n",
        "[190] 0.07 ->  Treasury on Etsy 67532 https://t.co/I83AmwGAkG #RIT #Eliteretweets #artbubblesart\n",
        "[207] 0.02 ->  Best from Etsy for you 40010 https://t.co/VO3mf5HToC #boebot #bestofetsy #RIT\n",
        "[221] 0.05 ->  Best treasury of the word 17413 https://t.co/WUHbRBMFXK #etsyboebot #statweestics #RIT\n",
        "[229] 0.05 ->  Best treasury of the word 96580 https://t.co/k02UBDjk62 #blitz #diggRT #RIT\n",
        "[269] 0.01 ->  Well done! 48096 https://t.co/VwOOQPA7bR #vintage #Retweettrain #artbubblesart #RIT\n",
        "[303] 0.03 ->  Best from Etsy for you 35504 https://t.co/glVlmtLxRt #Hobbit #RIT #tweet_co\n",
        "[519] 0.03 ->  Best from Etsy for you 17370 https://t.co/vINim6rABB #romantic #RIT #1onecircle\n",
        "[523] 0.00 ->  Nice! 29658 https://t.co/bPnZY4WjCG #RIT #Digg #russian_artists #Jakarta\n",
        "[534] 0.01 ->  Well done! 4786 https://t.co/UPrB4qJlKi #silversterling #RIT #digg #blitz\n",
        "[538] 0.04 ->  Today on Etsy 69544 https://t.co/pHaLJHbl1W #jeweltweets #RIT #jakarta #digg\n",
        "[557] 0.02 ->  Today on Etsy 42754 https://t.co/sipjfOcsnJ #etsyboebot #glam #RIT\n",
        "[565] 0.02 ->  Best treasury on Etsy 90660 https://t.co/IoJkxPmRng #handmade #diggretweets #RIT\n",
        "[659] 0.04 ->  Elegant treasury 63299 https://t.co/lKBtcyyh1G #russian_artists #jeweltweets #RIT\n",
        "[769] 0.11 ->  Best treasury on Etsy 14626 https://t.co/Apj93mgjAo #vintage #cotton #RIT\n",
        "[835] 0.02 ->  Wonderful treasury 91530 https://t.co/cbhAFuqhed #RIT @JakartaGiat\n",
        "[891] 0.04 ->  Best treasury of the word 39942 https://t.co/z2fMhQBrO5 @JakartaGiat #boebot #RIT\n",
        "[961] 0.05 ->  Treasury on Etsy 78382 https://t.co/yZBtBpFt8t #statweestics etsybot #bridal #RIT\n",
        "[962] 0.03 ->  My sweet treasury 13123 https://t.co/dc7XXNN0qX #blackfriday #RIT #digg #silver\n",
        "[988] 0.00 ->  Treasury on Etsy 6979 https://t.co/B8vm6bsZH8 #tweet_co #diggretweets #RIT\n",
        "[994] 0.02 ->  My love treasury 86769 https://t.co/k8xDAJw0ul #RIT #ArtProm #russian_artists\n",
        "[1027] 0.03 ->  My sweet treasury 61001 https://t.co/rCD4HL54Lo #accessories #digg #RIT #digg #felt\n",
        "[1035] 0.09 ->  Treasury on Etsy 7806 https://t.co/Ptj162ps67 #RIT #silver #artbubblesart\n",
        "[1127] 0.05 ->  Best from Etsy for you 23829 https://t.co/Ce5GRdYOcF #etsyboebot #RIT\n",
        "[1147] 0.01 ->  Today on Etsy 63118 https://t.co/MOoGwOs4pc #RIT #sexy #cotton #bargains\n",
        "[1171] 0.07 ->  Best treasury of the word 51548 https://t.co/Fl1s2wreXn #russian_artists #RIT\n",
        "[1187] 0.01 ->  Elegant treasury 52852 https://t.co/gWSqw69nr2 #RIT #weddings #bargains\n",
        "[1248] 0.04 ->  Best treasury of the word 39389 https://t.co/cDuAsNYmxF #RIT #etsybot2\n",
        "[1304] 0.03 ->  Today on Etsy 73286 https://t.co/Q7L6vgca3D #russian_artists #Digg #RIT\n",
        "[1325] 0.07 ->  Best treasury of the word 23767 https://t.co/JDHwfT3xyz #RIT http://t.co/PLDymBdo3E\n",
        "[1332] 0.01 ->  Lovely treasury 76439 https://t.co/EH4RcZyeih #Jakarta #Hobbit #RIT #ArtProm\n",
        "[1393] 0.02 ->  Well done! 56577 https://t.co/J3Joi737e4 #emarikan #artbubblesart #Jakarta #RIT\n",
        "=========\n",
        "Cluster silhouette mean:0.32\n",
        "Features: #ff_#rit:0.31  #ff:0.30  #craft_#christmas:0.20  #toronto_r_#craft:0.20  #christmas:0.20  #toronto_r:0.19  #craft:0.19  #rit_#shopping:0.13  #shopping:0.12  #jakarta_#like3:0.08  #like3:0.08  #retweettrain_#jakarta:0.08  #rit:0.07  #rit_#toronto_r:0.07  #retweettrain:0.07  #jakarta:0.06  friday_i\u2019m:0.04  i\u2019m:0.04  lee:0.04  marina:0.04  marina_lee:0.04  friday:0.04  #like3_#ff:0.03  love:0.02  #nowfollowing:0.02  #like2:0.02  #retweetwizard:0.02  please_take:0.02  beautiful:0.02  please:0.02  wonderfully:0.02  wonderfully_done:0.02  #bestofetsy:0.02  #shopping_friday:0.02  inspiration:0.02  look:0.02 \n",
        "\n",
        "[40] 0.13 ->  Color is my inspiration! Friday I\u2019m In love  by Marina Lee http://t.co/57I9l9xCKH #FF #RIT #SHOPPING\n",
        "[62] 0.13 ->  #FF #RIT #SHOPPING  Friday I\u2019m In love  by Marina Lee http://t.co/ksVVdQfii0\n",
        "[72] 0.14 ->  Friday I\u2019m In love  by Marina Lee http://t.co/57I9l9xCKH #FF #RIT #SHOPPING\n",
        "[76] 0.42 ->  https://t.co/kz0Fuxutch #FF #RIT #toronto_r #craft #christmas\n",
        "[118] 0.21 ->  https://t.co/3XEPDtWuX1 #Retweettrain #jakarta #like3 #FF #RIT #SHOPPING\n",
        "[183] 0.48 ->  #toronto_r #craft #christmas https://t.co/qlDuPGzsF1 #FF #RIT\n",
        "[266] 0.48 ->  #toronto_r #craft #christmas https://t.co/EDZmuyNR3s #FF #RIT\n",
        "[395] 0.42 ->  https://t.co/qlDuPGzsF1 #FF #RIT #toronto_r #craft #christmas\n",
        "[473] 0.42 ->  https://t.co/7KDHsztRJl #FF #RIT #toronto_r #craft #christmas\n",
        "[511] 0.42 ->  https://t.co/7KDHsztRJl #FF #RIT #toronto_r #craft #christmas\n",
        "[525] 0.23 ->  #FF #RIT #SHOPPING https://t.co/R2ahgFi8Vp #Retweettrain #jakarta #like3\n",
        "[623] 0.48 ->  #toronto_r #craft #christmas https://t.co/j9Ro5OadiV #FF #RIT\n",
        "[642] 0.23 ->  #FF #RIT #SHOPPING https://t.co/Tt4MbtDO9a #Retweettrain #jakarta #like3\n",
        "[804] 0.11 ->  #FF #RIT #SHOPPING Please take a look!Amber and heaven by Svitlana Lomonosova http://t.co/TK4mYPQNax\n",
        "[939] 0.48 ->  #toronto_r #craft #christmas https://t.co/j9Ro5OadiV #FF #RIT\n",
        "[1013] 0.21 ->  https://t.co/5QdQN0Wvux #Retweettrain #jakarta #like3 #FF #RIT #SHOPPING\n",
        "[1029] 0.48 ->  #toronto_r #craft #christmas https://t.co/FFkMtifXXg #FF #RIT\n",
        "[1089] 0.48 ->  #toronto_r #craft #christmas https://t.co/8a1IkpEALp #FF #RIT\n",
        "[1133] 0.48 ->  #toronto_r #craft #christmas https://t.co/EDZmuyNR3s #FF #RIT\n",
        "[1205] 0.07 ->  Wonderfully done!! 10932 https://t.co/NkY8WpbIXq #RetweetWizard #BestofEtsy #FF #RIT\n",
        "[1269] 0.09 ->  So beautiful! 59615 https://t.co/qbz1pKPS3S #FF #RIT #like2 #nowfollowing\n",
        "[1297] 0.48 ->  #toronto_r #craft #christmas https://t.co/FFkMtifXXg #FF #RIT\n",
        "[1298] 0.23 ->  #FF #RIT #SHOPPING https://t.co/Vi603Cfe3Q #Retweettrain #jakarta #like3\n",
        "=========\n",
        "Cluster silhouette mean:0.07\n",
        "Features: i'm:0.24  sign:0.19  future:0.12  story:0.12  influence:0.10  #ritnews:0.08  #roc:0.07  ::0.07  #rit:0.06  career_exploration:0.06  diverse:0.06  diverse_faculty:0.06  exploration:0.06  exploration_program:0.06  faculty_career:0.06  future_faculty:0.06  growth:0.06  influence_growth:0.06  program_influence:0.06  faculty:0.05  excited:0.05  program:0.05  tonight:0.05  career:0.05  #onlyatrit:0.05  play:0.05  car:0.04  rit_news:0.04  destler:0.04  news:0.04  global:0.03  much:0.03  new:0.03  tomorrow:0.03  rit:0.03  chattering:0.03  cold_#onlyatrit:0.03  teeth:0.03  wore:0.03  wore_short:0.03  :_#onlyatrit:0.03  cold:0.03  wednesday:0.03  short:0.03  #onlyatrit_#rochesterproblems:0.03  #rochesterproblems:0.03  :_#rit:0.02 \n",
        "\n",
        "[100] 0.13 ->  RT @MichelleCometa: #RIT 's Future Faculty Career Exploration Program influences growth of diverse faculty at RIT - RIT News: http://t.co/G\u2026\n",
        "[138] 0.05 ->  I'm beyond excited to see my long lost lover tonight #RIT #missyou @megco26\n",
        "[139] 0.12 ->  RT @aswcmp: @RITPress author Jack Garner signs books @EastmanHouse.Tales of a film critic + personal stories.#RITNEWS #ROC http://t.co/AWza\u2026\n",
        "[214] 0.04 ->  #OnlyAtRIT does Beanz play this extremely distracting yet happy song while I'm working on an essay... TWICE IN A ROW! http://t.co/hXwH3NJpO2\n",
        "[278] 0.14 ->  MT @michellecometa: #RIT 's Future Faculty Career Exploration Program influences growth of diverse faculty: http://t.co/8E4mv7xpwK #RITNEWS\n",
        "[448] 0.04 ->  President Destler talks about electric cars and their potential future and influence over #RIT and New York State: http://t.co/6gRvzCYnOG\n",
        "[480] 0.12 ->  RT @aswcmp: @RITPress author Jack Garner signs books @EastmanHouse.Tales of a film critic + personal stories.#RITNEWS #ROC http://t.co/AWza\u2026\n",
        "[599] 0.05 ->  RT @AWwasHere: I wore shorts on Wednesday and today my teeth are chattering because I'm so cold #onlyatRIT #rochesterproblems\n",
        "[643] 0.10 ->  I'm a fan of the sign language on this site and I will probably be referencing it in the future http://t.co/JasPju9LkL #mobile @mobext #rit\n",
        "[676] 0.13 ->  RT @MichelleCometa: #RIT 's Future Faculty Career Exploration Program influences growth of diverse faculty at RIT - RIT News: http://t.co/G\u2026\n",
        "[726] 0.12 ->  @RITPress author Jack Garner signs books @EastmanHouse.Tales of a film critic + personal stories.#RITNEWS #ROC http://t.co/AWzaL0YlSI\n",
        "[813] 0.13 ->  #RIT 's Future Faculty Career Exploration Program influences growth of diverse faculty at RIT - RIT News: http://t.co/GqPDEbfaW2 #RITNEWS\n",
        "[1086] 0.06 ->  RT @ei_donnn: I'm beyond excited to see my long lost lover tonight #RIT #missyou @megco26\n",
        "[1100] 0.12 ->  RT @aswcmp: @RITPress author Jack Garner signs books @EastmanHouse.Tales of a film critic + personal stories.#RITNEWS #ROC http://t.co/AWza\u2026\n",
        "[1152] 0.04 ->  President Destler talks about electric cars and their potential future and influence over #RIT and New York State. http://t.co/zG0F8f8gQU\n",
        "[1204] 0.05 ->  I wore shorts on Wednesday and today my teeth are chattering because I'm so cold #onlyatRIT #rochesterproblems\n",
        "[1261] 0.02 ->  RT @heyitscarly_28: #OnlyAtRIT does Beanz play this extremely distracting yet happy song while I'm working on an essay... TWICE IN A ROW! h\u2026\n",
        "[1382] 0.02 ->  Today needs to be over asap. I'm tired, have too much to do and close to 0 time to sleep. #RIT #NeedToGraduate\n",
        "[1395] 0.03 ->  I'm living the dream!! #free #college #rit #nottieddownanymore #feelinggreat #ontopoftheworld \ud83d\udc4d\ud83d\ude03\ud83d\ude06\n",
        "[1400] 0.13 ->  #RIT Future Faculty Career Exploration Program influences growth of diverse faculty at RIT - RIT News: http://t.co/8yxNMXQDcr #RITNEWS\n",
        "=========\n",
        "Cluster silhouette mean:0.06\n",
        "Features: #diggretweets:0.38  #rit_#diggretweets:0.19  #rit:0.10  #diggretweets_#rit:0.10  done:0.05  beautiful:0.05  #boebot:0.04  choice:0.04  super_choice:0.04  super:0.04  well_done:0.04  pretty:0.03  #weddings:0.03  #rit_#autofollowback:0.03  treasury:0.03  great:0.03  #diggretweets_#diggretweets:0.03  well:0.03  lovely:0.03  #autofollowback:0.03  heart:0.03  wonderful:0.03  #sexy:0.03  wonderfully:0.03  wonderfully_done:0.03  collection:0.03  #statweestics:0.03  #boebot_#rit:0.02  #diggretweets_#retweettrain:0.02  #retweettrain_#vjse2:0.02  #ff:0.02  #vjse2:0.02  #bridal_#rit:0.02  #hobbit:0.02  wonderful_job:0.02  #retweettrain:0.02  #retweetwizard_#rit:0.02  job:0.02  #bridal:0.02  #toronto:0.02  #blitz:0.02  #jakarta_#rit:0.02  #accessories:0.02  #retweetwizard:0.02  #retweet4all:0.02  great_collection:0.02  tweet:0.02 \n",
        "\n",
        "[35] 0.08 ->  Well done! 31452 https://t.co/0JEN3yjmqQ #RIT #diggretweets #like2 #boebot #RIT\n",
        "[68] 0.13 ->  Beautiful arrangement! 16946 https://t.co/QkPZWtRwao #RIT #diggretweets\n",
        "[120] 0.06 ->  So beautiful! 88284 https://t.co/b9R1BAVHJM #RIT  #Hobbit #diggretweets\n",
        "[153] 0.05 ->  Wonderfully done!! 78138 https://t.co/Keplnzmc3j #diggretweets #retweet4all #RIT\n",
        "[180] 0.09 ->  Very great collection ! :) 44934 https://t.co/M2N05Xi8kg #RIT #diggretweets\n",
        "[185] 0.09 ->  Super choices! 66166 https://t.co/n9lMkXSUss #russian_artists #RIT #diggretweets\n",
        "[281] 0.07 ->  Very lovely xo 14840 https://t.co/eKv0Z2VqZv #jakarta #RIT #diggretweets\n",
        "[315] 0.03 ->  Lovely treasury 44269 https://t.co/cMgBLXp95f #diggretweets #RIT #artbubblesart\n",
        "[332] 0.07 ->  Best of tre best 46959 https://t.co/RsXBW6xIYS #diggretweets #diggretweets #RIT\n",
        "[368] 0.08 ->  Gorgeous 46626 https://t.co/6gXheFncCV #boebot #RIT #diggretweets #craft #romance\n",
        "[442] 0.06 ->  In my heart 37402 https://t.co/DTtd5u4DPa #diggretweets #sexy #diggretweets #RIT\n",
        "[459] 0.07 ->  In my heart 43753 https://t.co/q8CSCarWgY #TCretweet #RIT #diggretweets #diggretweets\n",
        "[494] 0.07 ->  Wonderful job 49846 https://t.co/vRLrdZCxyY  #RIT #diggretweets #Retweettrain #vjse2\n",
        "[520] 0.07 ->  Pretty 41595 https://t.co/YanCIzMYSI #accessories #diggretweets #RIT\n",
        "[590] 0.09 ->  Super choices! 4803 https://t.co/Ii04avPGHA #RIT #diggretweets #artpromoter\n",
        "[602] 0.06 ->  So pretty! 65354 https://t.co/pTsVxI4zKK #emarikan #statweestics #diggretweets #RIT\n",
        "[662] 0.09 ->  Wonderful collection!  14448 https://t.co/kO3PZzPE28 #RIT #diggretweets\n",
        "[711] 0.04 ->  My sweet treasury 70639 https://t.co/dsoU8Ntic6 #shabbychic #RIT #diggretweets\n",
        "[723] 0.10 ->  Super choices! 69783 https://t.co/CRcXhdbnWd  #RIT #diggretweets #myhandmadetweet #boebot\n",
        "[753] 0.15 ->  Very elegant and classy 11158 https://t.co/kWHz5fa48z #RIT #diggretweets\n",
        "[786] 0.02 ->  Today on Etsy 43568 https://t.co/ctuALJvdok #diggretweets #blitz #RIT #hirasu\n",
        "[883] 0.07 ->  Wonderfully done!! 6801 https://t.co/hu8fP7XakP #diggretweets #RIT\n",
        "[992] 0.08 ->  Beautiful arrangement! 4800 https://t.co/5rMVhWyxOf #diggretweets #cotton #RIT\n",
        "[1019] 0.05 ->  Great finds! 74884 https://t.co/hjk3QvRpUb #RIT #autofollowback #diggretweets\n",
        "[1071] 0.05 ->  simple and stunning! 89270 https://t.co/06SPlxyJE7 #christmas #RIT  #diggretweets #felt\n",
        "[1074] 0.07 ->  RT @etsyolga1: Wonderful job 49846 https://t.co/vRLrdZCxyY  #RIT #diggretweets #Retweettrain #vjse2\n",
        "[1105] 0.06 ->  You will loved it 61757 https://t.co/FLaWmvXYIs #weddings #diggretweets #art #RIT\n",
        "[1177] 0.03 ->  love this! so well done! 88287 https://t.co/6NodylamJF #diggretweets etsyxo #RIT\n",
        "[1196] 0.04 ->  You will loved it 18240 https://t.co/W85Quqj3fV #diggretweets #bridal #RIT\n",
        "[1214] 0.07 ->  Great finds! 39050 https://t.co/sje4plpfGW #diggretweets #RIT #autofollowback\n",
        "[1301] 0.03 ->  So pretty! 68972 https://t.co/73BsOoQaZ9 #diggretweets #jewelry #statweestics #RIT\n",
        "[1380] 0.04 ->  I tweet it 36637 https://t.co/ON6iatSCIU #diggretweets #boebot #toronto #RIT\n",
        "[1410] 0.08 ->  You will loved it 91910 https://t.co/zkaMnurrx3 #RetweetWizard #RIT #diggretweets\n",
        "=========\n",
        "Cluster silhouette mean:0.76\n",
        "Features: #bowl:0.24  #bowl_gold:0.24  #vintage_cut:0.24  cut:0.24  cut_glass:0.24  enhanced:0.24  glass_#bowl:0.24  gold:0.24  gold_metal:0.24  metal:0.24  metal_enhanced:0.24  glass:0.23  #vintage:0.22  #vintageglass:0.19  @retweettrain_#vintageglass:0.19  lovely:0.17  #promoteyourbrand:0.13  #promoteyourbrand_#rit:0.13  #rit_@retweettrain:0.13  @retweettrain:0.13  #vintagegla:0.07  :_lovely:0.07  @ginainky:0.07  @ginainky_::0.07  @retweettrain_#vintagegla:0.07  #rit:0.05  ::0.02 \n",
        "\n",
        "[197] 0.84 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[548] 0.84 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/ZP62JgqtY5 #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[658] 0.57 ->  RT @Ginainky: LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintagegla\u2026\n",
        "[721] 0.84 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[805] 0.84 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[816] 0.57 ->  RT @Ginainky: LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintagegla\u2026\n",
        "[899] 0.84 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[1185] 0.84 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[1234] 0.57 ->  RT @Ginainky: LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintagegla\u2026\n",
        "[1275] 0.84 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[1330] 0.84 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "=========\n",
        "Cluster silhouette mean:0.33\n",
        "Features: #universityofrochester:0.23  v_#universityofrochester:0.22  #rit_v:0.20  community:0.19  community_shield:0.19  hillside_community:0.19  shield:0.19  #roc:0.19  hillside:0.19  v:0.18  #roc_#soccer:0.16  #soccer:0.16  #fireworks:0.14  game_#fireworks:0.11  post_game:0.11  post:0.11  ticket:0.10  #hillsidefa:0.10  #soccer_#hillsidefa:0.10  game:0.09  @hillsideagency:0.07  @hillsideagency_::0.07  get:0.07  #rit:0.06  :_post:0.06  #roc_#socc:0.05  #socc:0.05  :_get:0.05  @specialsantas:0.05  @specialsantas_::0.05  ::0.05  #sahlen:0.05  #sahlen_#fireworks:0.05  #soccer_#sahlen:0.05  #roc_#soc:0.03  #soc:0.03  win_ticket:0.03  #roc_#so:0.03  #so:0.03  weekend:0.03  @urwomenssoccer:0.03  @urmenssoccer:0.02  win:0.02  @ritsports:0.02 \n",
        "\n",
        "[11] 0.22 ->  RT @SpecialSantas: RT to win tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Socc\u2026\n",
        "[12] 0.44 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[85] 0.31 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[109] 0.44 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[119] 0.44 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[201] 0.31 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[222] 0.33 ->  This weekend is Hillside Community Shield! #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[242] 0.31 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[262] 0.33 ->  This weekend is Hillside Community Shield! #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[330] 0.12 ->  #HillsideCommunityShield 9/21 #RIT v #UniversityofRochester http://t.co/hEXI1RdFjQ @urmenssoccer @URwomenssoccer @RITsports #ROC #Soccer\n",
        "[389] 0.30 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[443] 0.44 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[445] 0.44 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[452] 0.44 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[542] 0.12 ->  #HillsideCommunityShield 9/21 #RIT v #UniversityofRochester http://t.co/CJYFQLnqxB @urmenssoccer @URwomenssoccer @RITsports #ROC #Soccer\n",
        "[624] 0.30 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[655] 0.30 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[696] 0.30 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[717] 0.34 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #Sahlen #Fireworks\n",
        "[745] 0.44 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[800] 0.30 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[833] 0.34 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #Sahlen #Fireworks\n",
        "[857] 0.30 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Socc\u2026\n",
        "[913] 0.30 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[917] 0.30 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[941] 0.34 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #Sahlen #Fireworks\n",
        "[981] 0.34 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #Sahlen #Fireworks\n",
        "[995] 0.31 ->  RT to win tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[998] 0.44 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[1022] 0.31 ->  RT to win tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[1037] 0.34 ->  Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Soccer #Sahlen #Fireworks\n",
        "[1079] 0.31 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[1102] 0.29 ->  RT @hillsideagency: This weekend is Hillside Community Shield! #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #Hillside\u2026\n",
        "[1143] 0.25 ->  RT @SpecialSantas: Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Socce\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.91\n",
        "Features: lovely_day:0.40  lovely:0.35  day:0.33  @retweettrain_@retweetwizard:0.27  @retweetwizard_#shopetsybot:0.27  @retweetwizard:0.27  #shopetsybot:0.27  #promoteyourbrand:0.27  #promoteyourbrand_#rit:0.27  #rit_@retweettrain:0.27  @retweettrain:0.27  #rit:0.10 \n",
        "\n",
        "[110] 0.95 ->  What a lovely day!\u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[125] 0.95 ->  What a lovely day!\u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[126] 0.95 ->  What a lovely day!\u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[137] 0.38 ->  RT @milavintages: \u263b What a lovely day!\u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[145] 0.95 ->  \u263b What a lovely day!\u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[175] 0.95 ->  \u263b What a lovely day!\u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[261] 0.95 ->  \u263b What a lovely day!\u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[328] 0.95 ->  \u263b What a lovely day!\u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[335] 0.95 ->  29* \u263b What a lovely day!\u2665 http://t.co/gKkaYQzrUy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[421] 0.95 ->  \u263b What a lovely day!\u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[515] 0.95 ->  29* \u263b What a lovely day!\u2665 http://t.co/5soooWochu #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[582] 0.95 ->  29* \u263b What a lovely day!\u2665 http://t.co/bovJLOgmiz #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[596] 0.95 ->  \u263b What a lovely day!\u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[639] 0.37 ->  RT @liuda_s: \u263b What a lovely day!\u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[664] 0.95 ->  29* \u263b What a lovely day!\u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[700] 0.95 ->  29* \u263b What a lovely day!\u2665 http://t.co/Kv1AZ6hCwf #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[751] 0.95 ->  29* \u263b What a lovely day!\u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[851] 0.95 ->  29* \u263b What a lovely day!\u2665 http://t.co/Z9ehxj1xjx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[895] 0.95 ->  29* \u263b What a lovely day!\u2665 http://t.co/dS7sp7zPrU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[925] 0.95 ->  \u263b What a lovely day!\u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[935] 0.95 ->  What a lovely day!\u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[953] 0.95 ->  29* \u263b What a lovely day!\u2665 http://t.co/GG7KSKYpBE #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[982] 0.95 ->  29* \u263b What a lovely day!\u2665 http://t.co/S0cF0iWq2M #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1113] 0.95 ->  29* \u263b What a lovely day!\u2665 http://t.co/JBUzmujkzr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1114] 0.95 ->  29* \u263b What a lovely day!\u2665 http://t.co/KpHZE3KUEJ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1175] 0.95 ->  \u263b What a lovely day!\u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1199] 0.95 ->  29* \u263b What a lovely day!\u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1241] 0.95 ->  \u263b What a lovely day!\u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1321] 0.95 ->  29* \u263b What a lovely day!\u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1413] 0.95 ->  \u263b What a lovely day!\u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.08\n",
        "Features: check:0.36  @ritbehindbricks:0.12  @ritbehindbricks_::0.11  ::0.10  new:0.10  #rit:0.09  sure:0.08  year's:0.07  feature:0.06  great:0.06  interested:0.05  #roc:0.05  plan:0.05  next:0.05  event:0.05  #ritstudents:0.04  thursday:0.04  rit:0.04  video:0.04  new_medium:0.03  medium:0.03  post:0.03  brick:0.03  going:0.03  program:0.03  #rit_event:0.03  @rochesterfringe_begin:0.03  begin_tomorrow:0.03  event_going:0.03  great_#rit:0.03  weekend:0.03  cool:0.03  #rit_#ritstudents:0.03  hey:0.03  culture:0.02  deaf_culture:0.02  app:0.02  coming:0.02  deaf:0.02  next_week:0.02  tomorrow:0.02  week:0.02 \n",
        "\n",
        "[25] 0.01 ->  RT @RITBehindBricks: Are you ready for the launch of iOS7 today? Don\u2019t worry RIT\u2019s ITS team has you covered: http://t.co/npLDcMcIgE #iOS7 #\u2026\n",
        "[54] 0.06 ->  Hey @RIT_COLA and @RITDOC - check out this event we're planning! https://t.co/PTc7ieercO #lasertag #RIT #RITstudents\n",
        "[69] 0.10 ->  Be sure to check out all the great performances at this year's Fringe Fest! Starting this Thursday 9/19! #RIT @RochesterFringe\n",
        "[93] 0.09 ->  RT @RIT_Alumni: The @RochesterFringe begins tomorrow! Check out all the great #RIT events going on during the festival: http://t.co/UH2nXl5\u2026\n",
        "[103] 0.08 ->  The @RochesterFringe begins tomorrow! Check out all the great #RIT events going on during the festival: http://t.co/UH2nXl5tN8\n",
        "[206] 0.13 ->  RT @RITBehindBricks: What are your plans this weekend? Check out @RochesterFringe in @DowntownRoc. This year's #ROC #FringeFestival also fe\u2026\n",
        "[223] 0.09 ->  RT @RITBehindBricks: Check out our RIT Mobile App interview to find out about new features coming up! #RIT #RITMobile http://t.co/cesEv6Ekp2\n",
        "[308] 0.11 ->  RT @ritcias: For those interested in new media be sure to check out @ritnewmediaclub for when the next meeting is! #RIT #NewMedia\n",
        "[356] 0.10 ->  Aghhhh so good! @GJSOLO check em out! #rit #music #garyjohnson #livelooping http://t.co/ugLubjYyRB\n",
        "[387] 0.10 ->  For those interested in new media be sure to check out @ritnewmediaclub for when the next meeting is! #RIT #NewMedia\n",
        "[393] 0.07 ->  RT @RIT_Erin: Hey @RIT_COLA and @RITDOC - check out this event we're planning! https://t.co/PTc7ieercO #lasertag #RIT #RITstudents\n",
        "[410] 0.10 ->  After a lot of technical difficulty, my blog is officially up and running on blogspot! Check it out: http://t.co/qbZrcXqzDk #vegetarian #RIT\n",
        "[426] 0.05 ->  #RIT TutorCon check in just started. What a great group! Join us at Gosnell for all the fun.\n",
        "[500] 0.06 ->  Make sure to check out the Dept. of Communication's twitter account:  @RITDOC. Look at us communicating and stuff! #RIT\n",
        "[551] 0.05 ->  500 points for the cool slide-y feature on this #tbt of #RIT Gracies RT @RITBehindBricks: http://t.co/dyetTv491i\n",
        "[691] 0.06 ->  If you are interested in learning more about the Deaf culture, check out the Deaf Nation Expo today at #RIT. #ROC http://t.co/vuZJj2quT6\n",
        "[693] 0.03 ->  RT @RITBehindBricks: Matt Hamill, #RIT alumni and UFC Fighter gives presentation at the DeafNation Expo. #ROC http://t.co/CdvKbisq6I\n",
        "[731] 0.11 ->  RT @khadijahw1: Aghhhh so good! @GJSOLO check em out! #rit #music #garyjohnson #livelooping http://t.co/ugLubjYyRB\n",
        "[733] 0.07 ->  RT @RITBehindBricks: You're still on time to be the #TBT star of RIT Behind the Bricks! Check out our Facebook contest here http://t.co/sVn\u2026\n",
        "[737] 0.08 ->  RT @cpeltzer: Check out our new playlist with the Online Executive MBA program videos! http://t.co/uiBCnVMiTa #RIT @RITOnlineEMBA @KristiMi\u2026\n",
        "[783] 0.03 ->  Got plans for today? No? Well you should! Check out TheLink to see what's going on around #RIT! Clubs, sports, workshops - get involved!\n",
        "[901] 0.09 ->  RT @RIT_Alumni: The @RochesterFringe begins tomorrow! Check out all the great #RIT events going on during the festival: http://t.co/UH2nXl5\u2026\n",
        "[945] 0.00 ->  You're still on time to be the #TBT star of RIT Behind the Bricks! Check out our Facebook contest here http://t.co/sVnNCfSnga #RITPhoto #RIT\n",
        "[970] 0.08 ->  Check out our new playlist with the Online Executive MBA program videos! http://t.co/uiBCnVMiTa #RIT @RITOnlineEMBA @KristiMitchell7\n",
        "[983] 0.08 ->  Check out my article: Bike Maintenance at Your Convenience by @RIT_Cycling via @RITBehindBricks  #RIT #ROC #journo21 #RITjourno\n",
        "[999] 0.11 ->  RT @ritcias: For those interested in new media be sure to check out @ritnewmediaclub for when the next meeting is! #RIT #NewMedia\n",
        "[1038] 0.09 ->  RT @yasmeensmalley: Check out my new #blog post about life in the #Caribbean! http://t.co/5jlU2Svp0Y #ocean #underwaterphotography #RIT htt\u2026\n",
        "[1061] 0.10 ->  RT @RITBehindBricks: If you are interested in learning more about the Deaf culture, check out the Deaf Nation Expo today at #RIT. #ROC http\u2026\n",
        "[1112] 0.12 ->  RT @EventsAtRIT: Be sure to check out all the great performances at this year's Fringe Fest! Starting this Thursday 9/19! #RIT @RochesterFr\u2026\n",
        "[1123] 0.12 ->  RT @EventsAtRIT: Be sure to check out all the great performances at this year's Fringe Fest! Starting this Thursday 9/19! #RIT @RochesterFr\u2026\n",
        "[1165] 0.09 ->  Check out my new #blog post about life in the #Caribbean! http://t.co/5jlU2Svp0Y #ocean #underwaterphotography #RIT http://t.co/8fNyT59btC\n",
        "[1172] 0.13 ->  RT @RITBehindBricks: What are your plans this weekend? Check out @RochesterFringe in @DowntownRoc. This year's #ROC #FringeFestival also fe\u2026\n",
        "[1211] 0.05 ->  RT @danwangphoto: 500 points for the cool slide-y feature on this #tbt of #RIT Gracies RT @RITBehindBricks: http://t.co/dyetTv491i\n",
        "[1221] 0.06 ->  If you want more info on the new Early Alert system, check out http://t.co/TY4iYlxmqa or stop by senate next week! #RITsenate #RITstudents\n",
        "[1262] 0.04 ->  Check out our RIT Mobile App interview to find out about new features coming up! #RIT #RITMobile http://t.co/cesEv6Ekp2\n",
        "[1300] 0.05 ->  Iinterested in @hvzatRIT? Check out this awesome video @RITNEWS + @RITMediaWivell put together! #RITstudents http://t.co/g14Gdlp5KF\n",
        "[1363] 0.08 ->  What are your plans this weekend? Check out @RochesterFringe in @DowntownRoc. This year's #ROC #FringeFestival also features shows from #RIT\n",
        "[1418] 0.03 ->  RT @RITBehindBricks: REMINDER: Next week is the last week to participate in our contest! Share with us what was #RIT for you on this link: \u2026\n",
        "clusters: 24 skipped 2 (0.140944326991%) tweets our of 1419 total tweets\n"
       ]
      }
     ],
     "prompt_number": 17
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print result"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "{'total': 1419, 'clusters': 24, 'sil_score': 0.14512384254242755, 'skipped': 2}\n"
       ]
      }
     ],
     "prompt_number": 18
    },
    {
     "cell_type": "raw",
     "metadata": {},
     "source": [
      "Feature extraction routines:\n",
      "- extract_tokens()            -- simple set of tokens, ignoring stop words and non-word tokens\n",
      "- extract_lemmatize_tokens()  -- extends above using lemmatized tokens in place of actual tokens\n",
      "- extract_bigrams()           -- bigrams of simple tokens using above filtering rules\n",
      "- extract_lemmatize_bigrams() -- extends above using lemmatized tokens in place of actual tokens"
     ]
    },
    {
     "cell_type": "raw",
     "metadata": {},
     "source": [
      "Compare clustering results for various feature extraction approaches"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fx.reset_features(tweet_set)\n",
      "fx.extract_tokens(tweet_set)\n",
      "perform_tweet_clustering(tweet_set)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "=========\n",
        "Cluster silhouette mean:0.17\n",
        "Features: #rit:1.00  #roc:1.00  community:1.00  hillside:1.00  shield:1.00  #universityofrochester:0.92  vs:0.92  #soccer:0.72  #fireworks:0.52  #hillsidefa:0.48  tickets:0.48  get:0.40  game:0.32  post:0.32  rt:0.32  ::0.24  @hillsideagency:0.24  #sahlen:0.20  #socc:0.20  weekend:0.12  #uofr:0.08  &:0.08  @jjohnson13wham:0.08  apple:0.08  bill:0.08  chris:0.08  coaches:0.08  garbo:0.08  win:0.08  #hillside:0.04  chats:0.04  saturday:0.04 \n",
        "\n",
        "[12] 0.23 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[109] 0.23 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[119] 0.23 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[222] 0.24 ->  This weekend is Hillside Community Shield! #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[262] 0.24 ->  This weekend is Hillside Community Shield! #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[389] 0.03 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[443] 0.23 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[445] 0.23 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[452] 0.23 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[624] 0.03 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[625] 0.07 ->  @jjohnson13WHAM chats with Coaches Bill Garbo #RIT &amp; Chris Apple #UofR about Hillside Community Shield #ROC http://t.co/uVHnQV7NLP\n",
        "[696] 0.03 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[717] 0.28 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #Sahlen #Fireworks\n",
        "[745] 0.23 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[833] 0.28 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #Sahlen #Fireworks\n",
        "[857] 0.03 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Socc\u2026\n",
        "[913] 0.03 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[941] 0.28 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #Sahlen #Fireworks\n",
        "[981] 0.28 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #Sahlen #Fireworks\n",
        "[995] 0.17 ->  RT to win tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[998] 0.23 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[1022] 0.17 ->  RT to win tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[1037] 0.28 ->  Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Soccer #Sahlen #Fireworks\n",
        "[1157] 0.07 ->  @jjohnson13WHAM with Coaches Bill Garbo #RIT &amp; Chris Apple #UofR Hillside Community Shield is Saturday! #ROC http://t.co/m15iWOfULR\n",
        "=========\n",
        "Cluster silhouette mean:0.49\n",
        "Features: #promoteyourbrand:1.00  #rit:1.00  #shopetsybot:1.00  @retweettrain:1.00  @retweetwizard:1.00  gifts:0.83  looking:0.83  ::0.40  rt:0.40  @milavintages:0.23  autumn:0.17  @liuda_s:0.13  @elenasfelting:0.03 \n",
        "\n",
        "[14] 0.61 ->  Looking for Gifts? \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[44] 0.16 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[49] 0.61 ->  \u263bLooking for Gifts? \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[64] 0.61 ->  \u263bLooking for Gifts? \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[82] 0.61 ->  \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[156] 0.42 ->  RT @milavintages: \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[299] 0.10 ->  RT @liuda_s: \u263b Autumn is Here \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[425] 0.61 ->  Looking for Gifts? \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[441] 0.61 ->  Looking for Gifts? \u2665 http://t.co/u9HJ4ZrMpK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[490] 0.61 ->  Looking for Gifts? \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[491] 0.16 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[636] 0.61 ->  \u263bLooking for Gifts? \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[665] 0.61 ->  \u263bLooking for Gifts? \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[671] 0.61 ->  \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[682] 0.40 ->  RT @liuda_s: \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[702] 0.36 ->  RT @ElenasFelting: Looking for Gifts? \u2665 http://t.co/CasLIoVJw3 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[714] 0.61 ->  \u263bLooking for Gifts? \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[881] 0.61 ->  Looking for Gifts? \u2665 http://t.co/JgdPAOuVzL #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[954] 0.61 ->  Looking for Gifts? \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[955] 0.40 ->  RT @liuda_s: \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[978] 0.61 ->  \u263bLooking for Gifts? \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1106] 0.42 ->  RT @milavintages: \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1140] 0.61 ->  Looking for Gifts? \u2665 http://t.co/CasLIoVJw3 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1142] 0.61 ->  \u263bLooking for Gifts? \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1163] 0.61 ->  Looking for Gifts? \u2665 http://t.co/u8GVp9FWl5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1186] 0.40 ->  RT @liuda_s: \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1227] 0.42 ->  RT @milavintages: \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1273] 0.16 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1343] 0.61 ->  \u263bLooking for Gifts? \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1404] 0.16 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.38\n",
        "Features: #rit:1.00  #ritnews:1.00  @youtube:1.00  subscribers:1.00  surpassed:0.75  ::0.50  @ritnews:0.50  rt:0.50  #roc:0.25  away:0.25  cool:0.25  follow:0.25  videos:0.25  we're:0.25 \n",
        "\n",
        "[870] 0.19 ->  We're just TWO subscribers away from 1,000! Follow #RITNEWS on @YouTube for some cool videos! http://t.co/TjvXsztXJW #RIT #ROC\n",
        "[1129] 0.51 ->  RT @RITNEWS: We did it! Surpassed 1,000 #RITNews @YouTube subscribers! #RIT\n",
        "[1197] 0.51 ->  RT @RITNEWS: We did it! Surpassed 1,000 #RITNews @YouTube subscribers! #RIT\n",
        "[1200] 0.30 ->  We did it! Surpassed 1,000 #RITNews @YouTube subscribers! #RIT\n",
        "=========\n",
        "=========\n",
        "Cluster silhouette mean:0.08\n",
        "Features: #rit:1.00  treasury:0.48  best:0.31  etsy:0.28  lovely:0.26  #artbubblesart:0.18  #diggretweets:0.14  today:0.11  word:0.11  #jakarta:0.09  #hirasu:0.08  #tcretweet:0.08  #vintage:0.08  sweet:0.08  tre:0.08  wonderful:0.08  #bargains:0.06  #boebot:0.06  #digg:0.06  #etsyboebot:0.06  #ff:0.06  #russian_artists:0.06  #silver:0.06  #artpromoter:0.05  #glam:0.05  #handmade:0.05  #hobbit:0.05  #jeweltweets:0.05  #statweestics:0.05  @jakartagiat:0.05  collection:0.05  #1onecircle:0.03  #accessories:0.03  #art:0.03  #artprom:0.03  #bestofetsy:0.03  #blitz:0.03  #bridal:0.03  #cotton:0.03  #eliteretweets:0.03  #emarikan:0.03  #felt:0.03  #retweettrain:0.03  #romantic:0.03  #sexy:0.03  #sweet16:0.03  #toronto:0.03  #toronto_r:0.03  #tweet_co:0.03  done:0.03  elegant:0.03  etsybot:0.03  love:0.03  well:0.03  #:0.02  #addthis:0.02  #banging:0.02  #blackfriday:0.02  #college:0.02  #coupons:0.02  #diggrt:0.02  #etsybot2:0.02  #like2:0.02  #nowfollowing:0.02  #partying:0.02  #pink:0.02  #retweet4all:0.02  #shabbychic:0.02  #shopetsy:0.02  #speedfollowers:0.02  #toronto_rt:0.02  #trending10:0.02  #vjse2:0.02  #weddings:0.02  #women's:0.02  #\u043c\u043e\u0434\u0430:0.02  42754:0.02  43568:0.02  63118:0.02  ::0.02  @sexycrochet:0.02  bitches:0.02  choices:0.02  colleges:0.02  hours:0.02  job:0.02  list:0.02  makes:0.02  parties:0.02  past:0.02  rt:0.02  super:0.02  top:0.02 \n",
        "\n",
        "[17] 0.14 ->  Best treasury on Etsy 35762 https://t.co/uZgLzGBLtF #RIT #toronto #jakarta\n",
        "[56] 0.08 ->  My sweet treasury 41131 https://t.co/HE8OnTQLHe @JakartaGiat #jeweltweets #RIT\n",
        "[66] 0.12 ->  Best treasury of the word 80485 https://t.co/mzhdb8Rzk2 #RIT #silver #Women's\n",
        "[132] 0.09 ->  Wonderful treasury 93284 https://t.co/FjAHi9VPYs #diggretweets #RIT #etsyboebot\n",
        "[142] 0.06 ->  Lovely collection!! 5338 https://t.co/UAi9Y01kvz #artbubblesart #statweestics #RIT\n",
        "[161] 0.03 ->  Two parties in the past 48 hours with my lovely bitches #BANGING #RIT #partying\n",
        "[190] 0.12 ->  Treasury on Etsy 67532 https://t.co/I83AmwGAkG #RIT #Eliteretweets #artbubblesart\n",
        "[199] 0.08 ->  My sweet treasury 80076 https://t.co/HQ1KaHKIUE #hirasu #RIT #artbubblesart #glam\n",
        "[207] 0.08 ->  Best from Etsy for you 40010 https://t.co/VO3mf5HToC #boebot #bestofetsy #RIT\n",
        "[221] 0.12 ->  Best treasury of the word 17413 https://t.co/WUHbRBMFXK #etsyboebot #statweestics #RIT\n",
        "[229] 0.11 ->  Best treasury of the word 96580 https://t.co/k02UBDjk62 #blitz #diggRT #RIT\n",
        "[246] 0.11 ->  Lovely treasury 60479 https://t.co/F8DmYJw9ba #artbubblesart #RIT #vintage #felt\n",
        "[269] 0.03 ->  Well done! 48096 https://t.co/VwOOQPA7bR #vintage #Retweettrain #artbubblesart #RIT\n",
        "[281] 0.06 ->  Very lovely xo 14840 https://t.co/eKv0Z2VqZv #jakarta #RIT #diggretweets\n",
        "[303] 0.08 ->  Best from Etsy for you 35504 https://t.co/glVlmtLxRt #Hobbit #RIT #tweet_co\n",
        "[306] 0.03 ->  Wonderful job 14701 https://t.co/vOqtO3Hl49 #RIT #artbubblesart #glam #silver\n",
        "[315] 0.12 ->  Lovely treasury 44269 https://t.co/cMgBLXp95f #diggretweets #RIT #artbubblesart\n",
        "[323] 0.04 ->  RT @SexyCrochet: Wonderful treasury 11854 https://t.co/H2cwnMs11l #FF #RIT #sweet16 #handmade\n",
        "[332] 0.07 ->  Best of tre best 46959 https://t.co/RsXBW6xIYS #diggretweets #diggretweets #RIT\n",
        "[354] 0.04 ->  Lovely 92302 https://t.co/Q3hxeAfyqU #bestofetsy #RIT #Trending10 #romantic\n",
        "[438] 0.04 ->  Very lovely xo 17863 https://t.co/fpn6BbqKhu #accessories # #RIT #Jakarta #jakarta etsybot\n",
        "[454] 0.03 ->  Super choices! 9573 https://t.co/kmWqUnbf3s #RIT #TCretweet #toronto #artbubblesart\n",
        "[519] 0.09 ->  Best from Etsy for you 17370 https://t.co/vINim6rABB #romantic #RIT #1onecircle\n",
        "[531] 0.04 ->  Very lovely xo 24931 https://t.co/njr6JSGR5c #Retweettrain  #boebot #hirasu #RIT\n",
        "[538] 0.06 ->  Today on Etsy 69544 https://t.co/pHaLJHbl1W #jeweltweets #RIT #jakarta #digg\n",
        "[557] 0.06 ->  Today on Etsy 42754 https://t.co/sipjfOcsnJ #etsyboebot #glam #RIT\n",
        "[565] 0.14 ->  Best treasury on Etsy 90660 https://t.co/IoJkxPmRng #handmade #diggretweets #RIT\n",
        "[573] 0.06 ->  Lovely collection!! 88232 https://t.co/2O3rQDj5cB #vintage  #Hobbit #TCretweet #RIT\n",
        "[583] 0.08 ->  Wonderful treasury 11854 https://t.co/H2cwnMs11l #FF #RIT #sweet16 #handmade\n",
        "[595] 0.06 ->  Very lovely xo 71852 https://t.co/HjkupXlxvj #RIT #TCretweet #artpromoter\n",
        "[635] 0.06 ->  Lovely collection!! 6238 https://t.co/RfkedFhy3Z #RIT #RIT #emarikan\n",
        "[659] 0.08 ->  Elegant treasury 63299 https://t.co/lKBtcyyh1G #russian_artists #jeweltweets #RIT\n",
        "[688] 0.06 ->  Best of tre best 83957 https://t.co/0fhqZ0zsy2 #hirasu #RIT #artpromoter\n",
        "[711] 0.08 ->  My sweet treasury 70639 https://t.co/dsoU8Ntic6 #shabbychic #RIT #diggretweets\n",
        "[769] 0.13 ->  Best treasury on Etsy 14626 https://t.co/Apj93mgjAo #vintage #cotton #RIT\n",
        "[786] 0.05 ->  Today on Etsy 43568 https://t.co/ctuALJvdok #diggretweets #blitz #RIT #hirasu\n",
        "[822] 0.05 ->  Lovely 9803 https://t.co/gB6tYoRbY6 #boebot #Eliteretweets #vintage #RIT #boebot\n",
        "[825] 0.10 ->  Lovely treasury 95932 https://t.co/SQnNGjROOp #RIT #FF #diggretweets #toronto_r\n",
        "[835] 0.09 ->  Wonderful treasury 91530 https://t.co/cbhAFuqhed #RIT @JakartaGiat\n",
        "[839] 0.08 ->  Best of tre best 58605 https://t.co/XjgVzejBVO #artbubblesart #RIT #bargains\n",
        "[868] 0.05 ->  Best of tre best 73201 https://t.co/64uN2hWC2C #RIT #pink #hirasu #bargains #shopetsy\n",
        "[891] 0.12 ->  Best treasury of the word 39942 https://t.co/z2fMhQBrO5 @JakartaGiat #boebot #RIT\n",
        "[919] 0.04 ->  Today on Etsy 28599 https://t.co/h7Goyu46JY #nowfollowing #RIT #coupons #art\n",
        "[942] 0.03 ->  #RIT makes top ten on best colleges list http://t.co/PYUxRnm1bT #college\n",
        "[961] 0.10 ->  Treasury on Etsy 78382 https://t.co/yZBtBpFt8t #statweestics etsybot #bridal #RIT\n",
        "[962] 0.08 ->  My sweet treasury 13123 https://t.co/dc7XXNN0qX #blackfriday #RIT #digg #silver\n",
        "[988] 0.10 ->  Treasury on Etsy 6979 https://t.co/B8vm6bsZH8 #tweet_co #diggretweets #RIT\n",
        "[994] 0.08 ->  My love treasury 86769 https://t.co/k8xDAJw0ul #RIT #ArtProm #russian_artists\n",
        "[1027] 0.07 ->  My sweet treasury 61001 https://t.co/rCD4HL54Lo #accessories #digg #RIT #digg #felt\n",
        "[1035] 0.13 ->  Treasury on Etsy 7806 https://t.co/Ptj162ps67 #RIT #silver #artbubblesart\n",
        "[1127] 0.10 ->  Best from Etsy for you 23829 https://t.co/Ce5GRdYOcF #etsyboebot #RIT\n",
        "[1128] 0.07 ->  My love treasury 47134 https://t.co/KdclN7jZ8X #RIT #toronto_r #toronto_rt #sexy\n",
        "[1147] 0.05 ->  Today on Etsy 63118 https://t.co/MOoGwOs4pc #RIT #sexy #cotton #bargains\n",
        "[1151] 0.05 ->  Lovely 28483 https://t.co/RxBCI8g1l1 #RIT #TCretweet #\u043c\u043e\u0434\u0430 #artpromoter #FF\n",
        "[1171] 0.13 ->  Best treasury of the word 51548 https://t.co/Fl1s2wreXn #russian_artists #RIT\n",
        "[1187] 0.07 ->  Elegant treasury 52852 https://t.co/gWSqw69nr2 #RIT #weddings #bargains\n",
        "[1219] 0.05 ->  Lovely 9824 https://t.co/81yPT5FSrL #like2 #vjse2 #artbubblesart #RIT #art\n",
        "[1248] 0.13 ->  Best treasury of the word 39389 https://t.co/cDuAsNYmxF #RIT #etsybot2\n",
        "[1304] 0.06 ->  Today on Etsy 73286 https://t.co/Q7L6vgca3D #russian_artists #Digg #RIT\n",
        "[1325] 0.15 ->  Best treasury of the word 23767 https://t.co/JDHwfT3xyz #RIT http://t.co/PLDymBdo3E\n",
        "[1332] 0.10 ->  Lovely treasury 76439 https://t.co/EH4RcZyeih #Jakarta #Hobbit #RIT #ArtProm\n",
        "[1348] 0.06 ->  Very lovely xo 92958 https://t.co/VjuBm5src9 #RIT #TCretweet #retweet4all\n",
        "[1388] 0.05 ->  Best of tre best 16486 https://t.co/WyZ21Sm2Y2 #1onecircle #RIT #addthis #bridal\n",
        "[1391] 0.07 ->  Today on Etsy 13406 https://t.co/xhtmAnklcv #speedfollowers #RIT\n",
        "[1393] 0.04 ->  Well done! 56577 https://t.co/J3Joi737e4 #emarikan #artbubblesart #Jakarta #RIT\n",
        "=========\n",
        "Cluster silhouette mean:0.13\n",
        "Features: #rit:1.00  beautiful:1.00  colors:0.22  #np:0.15  ::0.15  direction:0.15  makes:0.15  rt:0.15  #diggretweets:0.11  #jewelry:0.11  #nowfollowing:0.11  @umalayaradio:0.11  day:0.11  #artbubblesart:0.07  #boebot:0.07  #craft:0.07  #digg:0.07  #ff:0.07  #fishb:0.07  #hirasu:0.07  #tweet_co:0.07  arrangement:0.07  dressed:0.07  hump:0.07  selections:0.07  #:0.04  #accessories:0.04  #addthis:0.04  #art:0.04  #artprom:0.04  #artpromoter:0.04  #autofollowback:0.04  #bestofetsy:0.04  #cotton:0.04  #diggrt:0.04  #fashion:0.04  #glam:0.04  #goodmorning:0.04  #hobbit:0.04  #jeweltweets:0.04  #like2:0.04  #myhandmadetweet:0.04  #operationbreakthrough:0.04  #oscandalnames:0.04  #ritstudents:0.04  #smithvillelake:0.04  #statweestics:0.04  #thankyouforaperfectday:0.04  #vintage:0.04  #weddings:0.04  @:0.04  @j3sslari:0.04  @retweetwizard:0.04  another:0.04  friday:0.04  golisano:0.04  institute:0.04  it's:0.04  morning:0.04  sustainability:0.04  treasure:0.04  walking:0.04 \n",
        "\n",
        "[68] 0.13 ->  Beautiful arrangement! 16946 https://t.co/QkPZWtRwao #RIT #diggretweets\n",
        "[120] 0.11 ->  So beautiful! 88284 https://t.co/b9R1BAVHJM #RIT  #Hobbit #diggretweets\n",
        "[244] 0.08 ->  So beautiful! 61732 https://t.co/6poUWPGueo #hirasu #vintage #RIT #artbubblesart\n",
        "[253] 0.12 ->  Beautiful selections! 95743 https://t.co/YIiNC8kRHg #craft #RIT #hirasu\n",
        "[351] 0.18 ->  RT @UMalayaRadio: #np One Direction - What makes you beautiful #RIT\n",
        "[451] 0.18 ->  RT @UMalayaRadio: #np One Direction - What makes you beautiful #RIT\n",
        "[456] 0.12 ->  Beautiful colors! 21046 https://t.co/S7XHuwGjNe #bestofetsy #RIT #Digg #jeweltweets\n",
        "[499] 0.13 ->  So beautiful! 52575 https://t.co/Vey9dg1W97 #nowfollowing #statweestics #RIT\n",
        "[606] 0.10 ->  Beautiful colors! 6311 https://t.co/HbNpfr5p4O #artbubblesart #glam #craft #Digg #RIT\n",
        "[725] 0.09 ->  Beautiful morning #goodmorning #smithvillelake #operationbreakthrough #rit #thankyouforaperfectday http://t.co/JX7P5JMzAo\n",
        "[752] 0.12 ->  We dressed up for hump day!!! And it was beautiful out! \ud83d\ude03 #RIT #FishB http://t.co/u1bFy0uLby\n",
        "[781] 0.14 ->  So beautiful! 94331 https://t.co/h0J2gte6Cv #autofollowback #RIT #nowfollowing\n",
        "[791] 0.14 ->  Beautiful colors! 79534 https://t.co/8OsSaidXxi #boebot #RIT #fashion\n",
        "[889] 0.13 ->  Beautiful selections! 85055 https://t.co/kb2P2Ifmns #RIT #oscandalnames #jewelry\n",
        "[992] 0.11 ->  Beautiful arrangement! 4800 https://t.co/5rMVhWyxOf #diggretweets #cotton #RIT\n",
        "[1001] 0.09 ->  Walking around on a beautiful day #RIT #RITstudents @ Golisano Institute of Sustainability http://t.co/N6mgJfSchB\n",
        "[1052] 0.18 ->  RT @UMalayaRadio: #np One Direction - What makes you beautiful #RIT\n",
        "[1170] 0.16 ->  #np One Direction - What makes you beautiful #RIT\n",
        "[1206] 0.15 ->  Beautiful colors! 53359 https://t.co/9JHSqflCHi #RIT #ArtProm #jewelry\n",
        "[1265] 0.12 ->  RT @j3ssLari: We dressed up for hump day!!! And it was beautiful out! \ud83d\ude03 #RIT #FishB http://t.co/u1bFy0uLby\n",
        "[1269] 0.12 ->  So beautiful! 59615 https://t.co/qbz1pKPS3S #FF #RIT #like2 #nowfollowing\n",
        "[1282] 0.15 ->  Beautiful colors! 33693 https://t.co/fnHwxji8bl #RIT #tweet_co #jewelry\n",
        "[1294] 0.10 ->  So beautiful! 73527 https://t.co/Qcuqkbc3J0 #boebot #diggRT #accessories #RIT\n",
        "[1303] 0.10 ->  Beautiful treasure 53152 https://t.co/Eb9IcXWnP7 #artpromoter #weddings #RIT\n",
        "[1345] 0.14 ->  Beautiful colors! 19690 https://t.co/Dmx2lb6Jqr #RIT #addthis #myhandmadetweet\n",
        "[1347] 0.11 ->  It's another beautiful Friday at #RIT\n",
        "[1406] 0.09 ->  So beautiful! 18066 https://t.co/EvnMI5gspj # #RIT #FF @RetweetWizard #art #tweet_co\n",
        "=========\n",
        "Cluster silhouette mean:0.05\n",
        "Features: #rit:1.00  #rochester:1.00  ::0.42  @:0.42  rt:0.42  #parkpoint:0.25  backyard:0.25  park:0.25  point:0.25  rit:0.25  #memories:0.17  #ntid:0.17  #roc:0.17  #theloop:0.17  @alvaronadalp:0.17  @deafnation:0.17  expo:0.17  ready:0.17  thinking:0.17  weather:0.17  #books:0.08  #campus:0.08  #college:0.08  #diptych:0.08  #javas:0.08  #library:0.08  #light:0.08  #morning:0.08  #nap:0.08  #shadows:0.08  #silhouettes:0.08  #sleeping:0.08  #window:0.08  &:0.08  @agiler7:0.08  @daniellefanara:0.08  @purplecomm:0.08  buddies:0.08  center:0.08  founded:0.08  java:0.08  nap:0.08  wallace:0.08  wally's:0.08 \n",
        "\n",
        "[151] 0.07 ->  RT @purplecomm: Are you ready! We are!! @deafnation Expo #rochester #rit #ntid http://t.co/T1V5vjBYCW\n",
        "[444] 0.02 ->  Thinking of #rochester #rit #theloop #memories #roc http://t.co/e2pvsw1yLA\n",
        "[675] 0.02 ->  Nap buddies \n",
        "#sleeping #nap #rit #library #books #college #rochester #diptych @ The Wallace Center &amp;\u2026 http://t.co/kJMJaFBRGk\n",
        "[871] 0.11 ->  The backyard #parkpoint #rochester #RIT @ Park Point @ RIT http://t.co/in8C484BkV\n",
        "[1056] 0.18 ->  RT @alvaronadalp: The backyard #parkpoint #rochester #RIT @ Park Point @ RIT http://t.co/in8C484BkV\n",
        "[1139] 0.04 ->  RT @AGiler7: #rit #rochester weather http://t.co/vuMtiUgAZw\n",
        "[1166] 0.02 ->  Are you ready! We are!! @deafnation Expo #rochester #rit #ntid http://t.co/T1V5vjBYCW\n",
        "[1173] 0.18 ->  RT @alvaronadalp: The backyard #parkpoint #rochester #RIT @ Park Point @ RIT http://t.co/in8C484BkV\n",
        "[1271] 0.02 ->  #javas #light #morning #shadows #silhouettes #rit #campus #window #rochester @ Java Wally's http://t.co/qnzcygcxzb\n",
        "[1403] 0.07 ->  RT @daniellefanara: Thinking of #rochester #rit #theloop #memories #roc http://t.co/e2pvsw1yLA\n",
        "=========\n",
        "Cluster silhouette mean:0.45\n",
        "Features: #rit:1.00  bus:1.00  men's:1.00  sahlen's:1.00  soccer:1.00  stadium:1.00  ::0.77  @ritwsoccer:0.77  rt:0.77  sign:0.77  students:0.77  tomorrow:0.69  games:0.46  @ritsports:0.38  sat:0.31  den:0.23  link:0.23  signed:0.23  tiger:0.23  use:0.23  @ritgettothegame:0.15  #roc:0.08 \n",
        "\n",
        "[432] 0.49 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[541] 0.32 ->  #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7XaNANn #ROC\n",
        "[620] 0.58 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[706] 0.58 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[712] 0.49 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[782] 0.21 ->  #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http://t.co/VKSS8kv6Bn\n",
        "[886] 0.49 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[1099] 0.30 ->  RT @RITGETtotheGAME: #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http:\u2026\n",
        "[1134] 0.58 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[1278] 0.30 ->  RT @RITGETtotheGAME: #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http:\u2026\n",
        "[1335] 0.40 ->  #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.co/TawUTvNRiz\n",
        "[1367] 0.58 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[1396] 0.58 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.65\n",
        "Features: #hoarder:1.00  #justincase:1.00  #rit:1.00  cards:1.00  inner:1.00  photo:1.00  sat:1.00  sd:1.00  spares:1.00  store:1.00  want:1.00  well:1.00  embrace:0.50  imbrace:0.50 \n",
        "\n",
        "[539] 0.65 ->  Out of SD cards? Want a few spares #JustInCase? Well embrace your inner #hoarder Sat. 9/21 at the Photo Store! #RIT http://t.co/9nTUNZ7xny\n",
        "[747] 0.65 ->  Out of SD cards? Want a few spares #JustInCase? Well imbrace your inner #hoarder Sat. 9/21 at the Photo Store! #RIT http://t.co/9nTUNZ7xny\n",
        "=========\n",
        "Cluster silhouette mean:0.08\n",
        "Features: #rit:1.00  community:1.00  hillside:1.00  shield:1.00  @ritwsoccer:0.64  sahlen's:0.57  stadium:0.57  ::0.54  rt:0.54  @uofrathletics:0.43  #ritnews:0.36  vs:0.36  @ritsports:0.29  soccer:0.25  #roc:0.21  #woso:0.21  @urwomenssoccer:0.21  draw:0.18  plays:0.18  face:0.11  kickoff:0.11  tomorrow:0.11  tournament:0.11  underway:0.11  warming:0.11  &:0.07  advance:0.07  bill:0.07  coach:0.07  concludes:0.07  cool:0.07  game:0.07  garno:0.07  half:0.07  head:0.07  men:0.07  men's:0.07  msocc:0.07  play:0.07  saturday:0.07  teams:0.07  ties:0.07  title:0.07  video:0.07  vying:0.07  woman's:0.07  #tigerpride:0.04  1st:0.04  @uofr:0.04  @uofrath:0.04  @urmenssoccer:0.04  @whec_jgranit:0.04  annual:0.04  event:0.04  favor:0.04  goal:0.04  great:0.04  gwen:0.04  leads:0.04  lineups:0.04  lone:0.04  minutes:0.04  neuhaus:0.04  preview:0.04  r:0.04  recap:0.04  rit:0.04  rochester:0.04  scoreless:0.04  second:0.04  set:0.04  shots:0.04  starting:0.04  stuff:0.04  today's:0.04  u:0.04 \n",
        "\n",
        "[0] 0.07 ->  RT @RITWSoccer: #RIT warming up for a 5pm kickoff at the Hillside Community Shield soccer tournament! http://t.co/rzjvIeWNxC\n",
        "[59] 0.04 ->  #RIT and U of R set to face off in second annual Hillside Community Shield event tomorrow at Sahlen's Stadium. http://t.co/yclPq2NfEI\n",
        "[203] 0.07 ->  RT @RITWSoccer: #RIT warming up for a 5pm kickoff at the Hillside Community Shield soccer tournament! http://t.co/rzjvIeWNxC\n",
        "[235] 0.11 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[247] 0.13 ->  #RIT men and @RITWSoccer to face @UofRathletics in the 2nd Hillside Community Shield Saturday at Sahlen's Stadium. http://t.co/0B7TRHHIXj\n",
        "[320] 0.16 ->  RT @RITsports: #RIT men and @RITWSoccer to face @UofRathletics in the 2nd Hillside Community Shield Saturday at Sahlen's Stadium. http://t.\u2026\n",
        "[390] 0.14 ->  We are underway at Sahlen's stadium. @RITWSoccer and @UofRathletics vying for the Hillside Community Shield title. #RIT #RITNews\n",
        "[400] 0.05 ->  @RITWSoccer leads @UofRathletics 1-0 after one half of play at the Hillside Community Shield. Gwen Neuhaus has the lone goal. #RIT #RITNews\n",
        "[413] 0.11 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[508] 0.11 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[547] 0.19 ->  RT @RITsports: @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[564] 0.04 ->  Hillside Community Shield concludes with two 1-1 ties between both the woman's and the men's soccer teams of #RIT &amp; @UofRathletics #RITNEWS\n",
        "[615] 0.04 ->  RECAP, as @RITWSoccer plays to 1-1 draw against Rochester at Hillside Community Shield. #RIT #RITNews #TigerPride http://t.co/ONInsWbtbo\n",
        "[646] 0.11 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[707] 0.08 ->  Starting lineups for today's @RITWSoccer against @UofR at Sahlen's Stadium for the Hillside Community Shield. #RIT\n",
        "[719] 0.02 ->  RT @RITsports: A cool video with #RIT soccer head coach Bill Garno in advance of the Hillside Community Shield tomorrow. #RITNews: http://t\u2026\n",
        "[777] 0.16 ->  @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[920] 0.02 ->  A cool video with #RIT soccer head coach Bill Garno in advance of the Hillside Community Shield tomorrow. #RITNews: http://t.co/9daTgWmXWd\n",
        "[952] 0.02 ->  RT @RITsports: Hillside Community Shield concludes with two 1-1 ties between both the woman's and the men's soccer teams of #RIT &amp; @UofRath\u2026\n",
        "[1108] 0.01 ->  Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[1319] 0.19 ->  RT @RITsports: @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[1353] 0.19 ->  RT @RITsports: @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[1389] 0.15 ->  RT @RITsports: We are underway at Sahlen's stadium. @RITWSoccer and @UofRathletics vying for the Hillside Community Shield title. #RIT #RIT\u2026\n",
        "[1411] 0.11 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "=========\n",
        "Cluster silhouette mean:0.77\n",
        "Features: #onlyatrit:1.00  class:1.00  conversation:1.00  depth:1.00  kids:1.00  lightsabers:1.00  next:1.00  real:1.00  ::0.75  @stephaniesowa:0.75  rt:0.75 \n",
        "\n",
        "[13] 0.86 ->  RT @StephanieSowa: The kids next to me in class are having a very in depth conversation about \"real\" lightsabers... #onlyatrit\n",
        "[30] 0.53 ->  The kids next to me in class are having a very in depth conversation about \"real\" lightsabers... #onlyatrit\n",
        "[359] 0.86 ->  RT @StephanieSowa: The kids next to me in class are having a very in depth conversation about \"real\" lightsabers... #onlyatrit\n",
        "[469] 0.86 ->  RT @StephanieSowa: The kids next to me in class are having a very in depth conversation about \"real\" lightsabers... #onlyatrit\n",
        "=========\n",
        "=========\n",
        "Cluster silhouette mean:0.04\n",
        "Features: stadium:1.00  tiger:0.85  #rit:0.77  vs:0.77  ::0.62  @ritwsoccer:0.62  rt:0.62  @sunygeneseo:0.31  day:0.31  game:0.31  men's:0.31  soccer:0.31  @geneseoknights:0.23  @ritgettothegame:0.23  come:0.23  kick:0.23  set:0.23  show:0.23  today:0.23  #elmira:0.15  #ritnews:0.15  #ritsports:0.15  #roc:0.15  #woso:0.15  @urwomenssoccer:0.15  cheer:0.15  field:0.15  free:0.15  go:0.15  good:0.15  home:0.15  ladies:0.15  luck:0.15  msocc:0.15  opener:0.15  sahlen's:0.15  schoo:0.15  stop:0.15  team:0.15  tigers:0.15  track:0.15  underway:0.15  @paulgebel:0.08  @ritsports:0.08  beautiful:0.08  college:0.08  elm:0.08  elmira:0.08  school:0.08  spirit:0.08 \n",
        "\n",
        "[34] 0.02 ->  Good luck, ladies. Go Tigers! RT @RITWSoccer #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/sLfr10Tc55\n",
        "[310] 0.04 ->  RT @RITGETtotheGAME: Free at 4? Stop by Tiger Stadium (the track and field) to cheer on your Men's Soccer team in their home opener vs. Elm\u2026\n",
        "[575] 0.02 ->  Free at 4? Stop by Tiger Stadium (the track and field) to cheer on your Men's Soccer team in their home opener vs. Elmira College! #RIT\n",
        "[577] 0.08 ->  RT @RITGETtotheGAME: @RITWSoccer is set to kick off against the @GeneseoKnights at 4pm today! Come out to Tiger Stadium and show your schoo\u2026\n",
        "[680] 0.14 ->  RT @RITWSoccer: GAME DAY! #RIT vs @SUNYGeneseo - Tiger Stadium 4pm http://t.co/9gwLPlO4F1\n",
        "[697] 0.02 ->  RT @paulgebel: Good luck, ladies. Go Tigers! RT @RITWSoccer #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/sLfr10T\u2026\n",
        "[875] 0.14 ->  RT @RITWSoccer: GAME DAY! #RIT vs @SUNYGeneseo - Tiger Stadium 4pm http://t.co/9gwLPlO4F1\n",
        "[1256] 0.01 ->  \u201c@RITWSoccer: GAME DAY! #RIT vs @SUNYGeneseo - Tiger Stadium 4pm http://t.co/d4fVEW8mLZ\u201d a beautiful day for game day!\n",
        "[1346] 0.08 ->  RT @RITGETtotheGAME: @RITWSoccer is set to kick off against the @GeneseoKnights at 4pm today! Come out to Tiger Stadium and show your schoo\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.56\n",
        "Features: #ritnews:1.00  ::1.00  @ritmediawivell:1.00  @youtube:1.00  apocalypse:1.00  humans:1.00  rt:1.00  via:1.00  vs:1.00  zombie:1.00  zombies:1.00  #onlyatrit:0.75  rit:0.75  #o:0.50  @ritnews:0.50  #hvzweek:0.25  #only:0.25  #rit:0.25  @rit:0.25  @bobfinnerty:0.12 \n",
        "\n",
        "[113] 0.54 ->  RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #only@rit\n",
        "[196] 0.67 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[516] 0.67 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[524] 0.67 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[770] 0.37 ->  RT @RITMediaWivell: Humans vs. Zombies! Zombie apocalypse at #RIT! http://t.co/oMf4xAtKB1 via @youtube #hvzweek\u201d #RITNews\n",
        "[848] 0.67 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[884] 0.54 ->  RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/XrTtxeTs3z via @youtube #onlyatRIT #Ritnews #only@rit\n",
        "[1132] 0.35 ->  RT @BobFinnerty: RT @RITMediaWivell: Humans vs. Zombies! Zombie apocalypse at #RIT! http://t.co/oMf4xAtKB1 via @youtube #hvzweek\u201d #RITNews\n",
        "=========\n",
        "Cluster silhouette mean:0.75\n",
        "Features: #promoteyourbrand:1.00  #rit:1.00  #shopetsybot:1.00  @retweettrain:1.00  @retweetwizard:1.00  gift:1.00  guide:1.00  handmade:1.00  ::0.22  rt:0.22  @milavintages:0.17  @liuda_s:0.04 \n",
        "\n",
        "[42] 0.84 ->  \u263bHandmade Gift guide \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[87] 0.84 ->  \u263bHandmade Gift guide \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[143] 0.84 ->  \u263bHandmade Gift guide \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[208] 0.37 ->  RT @liuda_s: \u263bHandmade Gift guide \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[219] 0.43 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[282] 0.84 ->  Handmade Gift guide \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[295] 0.43 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[316] 0.43 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[329] 0.84 ->  Handmade Gift guide \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[411] 0.84 ->  \u263bHandmade Gift guide \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[510] 0.84 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[554] 0.84 ->  \u263bHandmade Gift guide \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[709] 0.84 ->  \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[882] 0.84 ->  \u263bHandmade Gift guide \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[914] 0.84 ->  \u263bHandmade Gift guide \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[985] 0.84 ->  \u263bHandmade Gift guide \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1057] 0.84 ->  \u263bHandmade Gift guide \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1093] 0.84 ->  Handmade Gift guide \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1190] 0.84 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1251] 0.84 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1295] 0.84 ->  Handmade Gift guide \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1314] 0.43 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1350] 0.84 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.82\n",
        "Features: #rit:1.00  #ritnews:1.00  chevy:1.00  destler:1.00  drive:1.00  even:1.00  let:1.00  lucky:1.00  new:1.00  shows:1.00  students:1.00  take:1.00  test:1.00  volt:1.00  yearone:1.00  ::0.80  @scottbureau:0.80  rt:0.80  \u2026:0.80 \n",
        "\n",
        "[313] 0.54 ->  Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http://t.co/EDiCc5oUOh\n",
        "[403] 0.89 ->  RT @scottbureau: Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http\u2026\n",
        "[986] 0.89 ->  RT @scottbureau: Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http\u2026\n",
        "[1110] 0.89 ->  RT @scottbureau: Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http\u2026\n",
        "[1212] 0.89 ->  RT @scottbureau: Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http\u2026\n",
        "=========\n",
        "=========\n",
        "Cluster silhouette mean:0.38\n",
        "Features: #rit:1.00  #roc:1.00  #universityofrochester:1.00  ::1.00  community:1.00  hillside:1.00  rt:1.00  shield:1.00  vs:1.00  #fireworks:0.78  game:0.78  post:0.78  @specialsantas:0.67  #soc:0.44  #so:0.33  @hillsideagency:0.33  tickets:0.22  #socc:0.11  #socce:0.11  get:0.11  win:0.11 \n",
        "\n",
        "[11] 0.08 ->  RT @SpecialSantas: RT to win tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Socc\u2026\n",
        "[85] 0.53 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[201] 0.53 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[242] 0.53 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[655] 0.40 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[800] 0.40 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[917] 0.40 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[1079] 0.53 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[1143] 0.06 ->  RT @SpecialSantas: Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Socce\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.05\n",
        "Features: country:1.00  cross:1.00  #ritnews:0.80  @rittfxc:0.80  #rit:0.67  ::0.53  rt:0.53  women's:0.53  emma:0.40  invite:0.40  men's:0.40  @ritsports:0.33  finish:0.33  first:0.33  highlander:0.33  houghton's:0.33  jones:0.33  place:0.33  takes:0.33  team:0.33  yellowjacket:0.33  league:0.27  liberty:0.27  named:0.27  rookie:0.27  runner:0.27  season:0.27  week:0.27  bernardo:0.20  eighth:0.20  fifth:0.20  gets:0.20  giannino:0.20  leads:0.20  matt:0.20  salk:0.20  started:0.20  third:0.20  fourth:0.13  freshman:0.13  invational:0.13  invitational:0.13  led:0.13  places:0.13  second:0.13  teams:0.13  @ritfxc:0.07  begin:0.07  genesee:0.07  good:0.07  jon:0.07  luck:0.07  men:0.07  park:0.07  start:0.07  valley:0.07  women:0.07 \n",
        "\n",
        "[104] 0.13 ->  RT @RITsports: @RITTFXC runner Emma Jones named Liberty League Women's Cross Country Rookie of the Week. #RIT #RITNews http://t.co/m7grYVA6\u2026\n",
        "[179] 0.13 ->  RT @RITsports: @RITTFXC runner Emma Jones named Liberty League Women's Cross Country Rookie of the Week. #RIT #RITNews http://t.co/m7grYVA6\u2026\n",
        "[367] 0.12 ->  RT @RITTFXC: Men's Cross Country takes third at Houghton's Highlander Invite Matt Giannino leads the team with first, Bernardo eighth, Salk\u2026\n",
        "[645] 0.04 ->  @RITTFXC - #RIT men's cross country gets 2013 season started with fifth place finish at Yellowjacket Invite. #RITNews http://t.co/nOvPYLWQiW\n",
        "[742] 0.12 ->  RT @RITTFXC: Men's Cross Country takes third at Houghton's Highlander Invite Matt Giannino leads the team with first, Bernardo eighth, Salk\u2026\n",
        "[814] 0.06 ->  @RITTFXC runner Emma Jones named Liberty League Women's Cross Country Rookie of the Week. #RIT #RITNews http://t.co/m7grYVA6GN\n",
        "[859] 0.13 ->  RT @RITsports: @RITTFXC runner Emma Jones named Liberty League Women's Cross Country Rookie of the Week. #RIT #RITNews http://t.co/m7grYVA6\u2026\n",
        "[944] 0.08 ->  RT @RITTFXC: Women's cross country team takes first at Houghton's Highlander Invational led by a second place finish from freshman Emma Jon\u2026\n",
        "[1107] 0.05 ->  RT @RITsports: @RITTFXC - #RIT men's cross country gets 2013 season started with fifth place finish at Yellowjacket Invite. #RITNews http:/\u2026\n",
        "[1141] 0.06 ->  Men's Cross Country takes third at Houghton's Highlander Invite Matt Giannino leads the team with first, Bernardo eighth, Salk 12th #RITNEWS\n",
        "[1379] 0.05 ->  Women's cross country team takes first at Houghton's Highlander Invational led by a second place finish from freshman Emma Jones #RITNews\n",
        "=========\n",
        "Cluster silhouette mean:0.68\n",
        "Features:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " #rit:1.00  #ritnews:1.00  @atlantic_hockey:1.00  @ritmhky:1.00  fifth:1.00  finish:1.00  picked:1.00  poll:1.00  tigers:1.00  ::0.86  pretty:0.86  rt:0.86  strong:0.86  @jtvenniro:0.71  #tigerpride:0.14  preseason:0.14 \n",
        "\n",
        "[50] 0.81 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[369] 0.81 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[381] 0.81 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[823] 0.23 ->  RT @RITMHKY: Tigers picked to finish fifth in the 2013-14 @Atlantic_Hockey preseason poll. #RIT #RITNews #TigerPride http://t.co/MxM8ZMuSi2\n",
        "[1088] 0.46 ->  They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.co/Eynf5ZnnJ6\n",
        "[1120] 0.81 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[1150] 0.81 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.26\n",
        "Features: #rit:1.00  picked:1.00  poll:1.00  preseason:1.00  finish:0.79  ::0.71  #ritnews:0.64  rt:0.64  @chawomenshockey:0.57  @ritwhky:0.57  fourth:0.57  @ritsports:0.50  @atlantic_hockey:0.43  @ritmhky:0.29  announce:0.29  coaches:0.29  morning:0.29  stay:0.29  tuned:0.29  #tigerpride:0.21  fifth:0.14  #tigers:0.07  first:0.07  tigers:0.07 \n",
        "\n",
        "[19] 0.17 ->  RT @RITMHKY: Stay tuned this morning, as @Atlantic_Hockey will announce its 2013-14 preseason coaches poll. Where will #RIT be picked to fi\u2026\n",
        "[48] 0.44 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[91] 0.17 ->  RT @RITMHKY: Stay tuned this morning, as @Atlantic_Hockey will announce its 2013-14 preseason coaches poll. Where will #RIT be picked to fi\u2026\n",
        "[177] 0.44 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[462] 0.44 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[561] 0.17 ->  Stay tuned this morning, as @Atlantic_Hockey will announce its 2013-14 preseason coaches poll. Where will #RIT be picked to finish?\n",
        "[653] 0.44 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[699] 0.27 ->  \u201c@RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll.\" WE WILL BE FIRST. #rit #tigers #TigerPride\n",
        "[720] 0.44 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[872] 0.28 ->  @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[926] 0.17 ->  RT @RITMHKY: Stay tuned this morning, as @Atlantic_Hockey will announce its 2013-14 preseason coaches poll. Where will #RIT be picked to fi\u2026\n",
        "[1372] 0.44 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "=========\n",
        "Cluster silhouette mean:0.19\n",
        "Features: #ritnews:1.00  stadium:0.91  @ritwsoccer:0.82  headed:0.82  #ritsports:0.55  ::0.55  @geneseoknights:0.55  @ritsports:0.55  rt:0.55  wsocc:0.55  #rit:0.45  knotted:0.45  min:0.45  overtime:0.45  sahlen's:0.45  tiger:0.45  ot:0.36  scoreless:0.36  @uofrathletics:0.27  #gotigers:0.18  @urmenssoccer:0.18  msocc|:0.18  we're:0.18  kickoff:0.09  little:0.09  underway:0.09 \n",
        "\n",
        "[52] 0.11 ->  RT @RITsports: MSOCC| we're headed to overtime at Sahlen's stadium. #RIT and @urmenssoccer knotted up at 1-1. #GoTigers #RITNews\n",
        "[115] 0.13 ->  WSOCC | Underway at Tiger Stadium between @RITWSoccer and @GeneseoKnights #RITNews #RITSports\n",
        "[437] 0.18 ->  RT @RITsports: We are headed to overtime at Sahlen's Stadium, as @RITWSoccer and @UofRathletics are knotted at 1-1. #RIT #RITNews\n",
        "[569] 0.34 ->  RT @RITsports: WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "[609] 0.05 ->  WSOCC | a little over 33 min. to kickoff between @RITWSoccer and @GeneseoKnights. #RITSports #RITNews\n",
        "[641] 0.13 ->  We are headed to overtime at Sahlen's Stadium, as @RITWSoccer and @UofRathletics are knotted at 1-1. #RIT #RITNews\n",
        "[818] 0.27 ->  WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "[1070] 0.07 ->  MSOCC| we're headed to overtime at Sahlen's stadium. #RIT and @urmenssoccer knotted up at 1-1. #GoTigers #RITNews\n",
        "[1073] 0.34 ->  RT @RITsports: WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "[1364] 0.34 ->  RT @RITsports: WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "[1407] 0.18 ->  RT @RITsports: We are headed to overtime at Sahlen's Stadium, as @RITWSoccer and @UofRathletics are knotted at 1-1. #RIT #RITNews\n",
        "=========\n",
        "Cluster silhouette mean:0.76\n",
        "Features: #rit:1.00  #ritnews:1.00  #tigerpride:1.00  @alexa_rae4:1.00  @jamjam_05:1.00  @ritwsoccer:1.00  featured:1.00  standouts:1.00  video:1.00  ::0.75  @ritsports:0.75  rt:0.75 \n",
        "\n",
        "[667] 0.84 ->  RT @RITsports: @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t\u2026\n",
        "[909] 0.84 ->  RT @RITsports: @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t\u2026\n",
        "[1053] 0.84 ->  RT @RITsports: @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t\u2026\n",
        "[1260] 0.51 ->  @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t.co/EjsGI4tcXD\n",
        "=========\n",
        "Cluster silhouette mean:0.47\n",
        "Features: #rit:1.00  @ritbehindbricks:1.00  featured:1.00  photos:1.00  share:1.00  throwback:1.00  thursday:1.00  rt:0.80  ::0.60  @margiesees:0.60  retro:0.60  #roc:0.40  got:0.40  old:0.40  time:0.40 \n",
        "\n",
        "[672] 0.43 ->  RT @RITBehindBricks If you have any retro photos at #RIT, do share them to be featured in our Throwback Thursday http://t.co/GVohX5zhHc #ROC\n",
        "[861] 0.56 ->  RT @MargieSees: RT @RITBehindBricks If you have any retro photos at #RIT, do share them to be featured in our Throwback Thursday http://t.c\u2026\n",
        "[1096] 0.35 ->  Got any old photos from your time at #RIT? Share them with @RITBehindBricks to be featured in Throwback Thursday http://t.co/ACjAuvqAiR #ROC\n",
        "[1162] 0.56 ->  RT @MargieSees: RT @RITBehindBricks If you have any retro photos at #RIT, do share them to be featured in our Throwback Thursday http://t.c\u2026\n",
        "[1216] 0.46 ->  RT @MargieSees: Got any old photos from your time at #RIT? Share them with @RITBehindBricks to be featured in Throwback Thursday http://t.c\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.27\n",
        "Features: #promoteyourbrand:1.00  #rit:1.00  @retweettrain:1.00  #shopetsybot:0.90  @retweetwizard:0.90  best:0.44  season:0.44  lovely:0.39  day:0.28  autumn:0.17  #bowl:0.10  #vintage:0.10  cut:0.10  enhanced:0.10  glass:0.10  gold:0.10  metal:0.10  ::0.08  rt:0.08  #vintageglass:0.08  @liuda_s:0.04  #vintagegla:0.03  @ginainky:0.03  @milavintages:0.02 \n",
        "\n",
        "[37] 0.11 ->  Autumn is Here \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[61] 0.11 ->  Autumn is Here \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[75] 0.11 ->  31* \u263b Autumn is Here \u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[90] 0.11 ->  Autumn is Here \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[110] 0.28 ->  What a lovely day!\u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[112] 0.07 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[114] 0.40 ->  The best season \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[125] 0.28 ->  What a lovely day!\u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[126] 0.28 ->  What a lovely day!\u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[145] 0.28 ->  \u263b What a lovely day!\u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[150] 0.40 ->  \u263b The best season \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[175] 0.28 ->  \u263b What a lovely day!\u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[176] 0.40 ->  32* \u263b The best season \u2665 http://t.co/vPHy39Rtto #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[197] 0.13 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[212] 0.11 ->  \u263b Autumn is Here \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[237] 0.40 ->  32* \u263b The best season \u2665 http://t.co/bovJLOgmiz #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[261] 0.28 ->  \u263b What a lovely day!\u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[272] 0.40 ->  32* \u263b The best season \u2665 http://t.co/KpHZE3KUEJ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[317] 0.11 ->  \u263b Autumn is Here \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[328] 0.28 ->  \u263b What a lovely day!\u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[335] 0.28 ->  29* \u263b What a lovely day!\u2665 http://t.co/gKkaYQzrUy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[357] 0.40 ->  32* \u263b The best season \u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[418] 0.40 ->  \u263b The best season \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[421] 0.28 ->  \u263b What a lovely day!\u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[423] 0.40 ->  The best season \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[439] 0.40 ->  \u263b The best season \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[472] 0.40 ->  32* \u263b The best season \u2665 http://t.co/wxkWYPcP8L #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[485] 0.11 ->  \u263b Autumn is Here \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[515] 0.28 ->  29* \u263b What a lovely day!\u2665 http://t.co/5soooWochu #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[548] 0.13 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/ZP62JgqtY5 #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[574] 0.40 ->  \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[582] 0.28 ->  29* \u263b What a lovely day!\u2665 http://t.co/bovJLOgmiz #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[596] 0.28 ->  \u263b What a lovely day!\u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[598] 0.40 ->  32* \u263b The best season \u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[605] 0.40 ->  32* \u263b The best season \u2665 http://t.co/soW5fQy7lR #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[638] 0.40 ->  32* \u263b The best season \u2665 http://t.co/eEzqMxs4Dr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[639] 0.01 ->  RT @liuda_s: \u263b What a lovely day!\u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[654] 0.40 ->  32* \u263b The best season \u2665 http://t.co/usJ2Teb542 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[658] 0.06 ->  RT @Ginainky: LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintagegla\u2026\n",
        "[664] 0.28 ->  29* \u263b What a lovely day!\u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[685] 0.40 ->  32* \u263b The best season \u2665 http://t.co/bRmjgawkGk #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[695] 0.11 ->  \u263b Autumn is Here \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[700] 0.28 ->  29* \u263b What a lovely day!\u2665 http://t.co/Kv1AZ6hCwf #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[721] 0.13 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[735] 0.40 ->  32* \u263b The best season \u2665 http://t.co/sGUsM1NfKU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[751] 0.28 ->  29* \u263b What a lovely day!\u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[792] 0.40 ->  \u263b The best season \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[802] 0.40 ->  32* \u263b The best season \u2665 http://t.co/dg5vFiX8df #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[803] 0.04 ->  RT @milavintages: \u263b The best season \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[805] 0.13 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[816] 0.06 ->  RT @Ginainky: LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintagegla\u2026\n",
        "[821] 0.11 ->  31* \u263b Autumn is Here \u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[832] 0.11 ->  31* \u263b Autumn is Here \u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[840] 0.40 ->  32* \u263b The best season \u2665 http://t.co/JBUzmujkzr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[841] 0.40 ->  \u263b The best season \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[846] 0.11 ->  \u263b Autumn is Here \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[850] 0.40 ->  \u263b The best season \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[851] 0.28 ->  29* \u263b What a lovely day!\u2665 http://t.co/Z9ehxj1xjx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[852] 0.40 ->  32* \u263b The best season \u2665 http://t.co/Wjd3V94FJA #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[863] 0.40 ->  32* \u263b The best season \u2665 http://t.co/g2UW1kVYRV #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[869] 0.40 ->  32* \u263b The best season \u2665 http://t.co/XjErPofJoo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[885] 0.40 ->  32* \u263b The best season \u2665 http://t.co/pgeucR8wk0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[895] 0.28 ->  29* \u263b What a lovely day!\u2665 http://t.co/dS7sp7zPrU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[899] 0.13 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[904] 0.11 ->  \u263b Autumn is Here \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[925] 0.28 ->  \u263b What a lovely day!\u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[935] 0.28 ->  What a lovely day!\u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[943] 0.40 ->  32* \u263b The best season \u2665 http://t.co/NUTAt1QSON #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[953] 0.28 ->  29* \u263b What a lovely day!\u2665 http://t.co/GG7KSKYpBE #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[971] 0.40 ->  32* \u263b The best season \u2665 http://t.co/S0cF0iWq2M #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[972] 0.40 ->  32* \u263b The best season \u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[982] 0.28 ->  29* \u263b What a lovely day!\u2665 http://t.co/S0cF0iWq2M #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1009] 0.40 ->  32* \u263b The best season \u2665 http://t.co/HFhoF9a39E #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1031] 0.11 ->  \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1034] 0.40 ->  32* \u263b The best season \u2665 http://t.co/JtJTo4SZ1d #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1042] 0.40 ->  \u263b The best season \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1050] 0.40 ->  32* \u263b The best season \u2665 http://t.co/mog5g0NNvt #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1051] 0.40 ->  The best season \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1054] 0.40 ->  32* \u263b The best season \u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1066] 0.11 ->  Autumn is Here \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1091] 0.40 ->  \u263b The best season \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1095] 0.40 ->  32* \u263b The best season \u2665 http://t.co/5soooWochu #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1113] 0.28 ->  29* \u263b What a lovely day!\u2665 http://t.co/JBUzmujkzr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1114] 0.28 ->  29* \u263b What a lovely day!\u2665 http://t.co/KpHZE3KUEJ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1117] 0.11 ->  \u263b Autumn is Here \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1125] 0.11 ->  \u263b Autumn is Here \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1175] 0.28 ->  \u263b What a lovely day!\u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1185] 0.13 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[1189] 0.11 ->  31* \u263b Autumn is Here \u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1199] 0.28 ->  29* \u263b What a lovely day!\u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1229] 0.40 ->  32* \u263b The best season \u2665 http://t.co/dS7sp7zPrU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1232] 0.11 ->  \u263b Autumn is Here \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1234] 0.06 ->  RT @Ginainky: LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintagegla\u2026\n",
        "[1241] 0.28 ->  \u263b What a lovely day!\u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1244] 0.40 ->  32* \u263b The best season \u2665 http://t.co/Z9ehxj1xjx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1263] 0.40 ->  32* \u263b The best season \u2665 http://t.co/O7sBClHQUZ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1266] 0.07 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1275] 0.13 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[1276] 0.07 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1315] 0.40 ->  The best season \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1321] 0.28 ->  29* \u263b What a lovely day!\u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1328] 0.40 ->  32* \u263b The best season \u2665 http://t.co/UOe6PBTxnW #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1330] 0.13 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[1334] 0.40 ->  \u263b The best season \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1413] 0.28 ->  \u263b What a lovely day!\u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.64\n",
        "Features: #getthere:1.00  #rfxc:1.00  #rit:1.00  @:1.00  country:1.00  cross:1.00  den:1.00  gvp:1.00  races:1.00  start:1.00  tiger:1.00  tomorrow:1.00  ::0.80  @cschwab145:0.80  #gettothegame:0.40  rt:0.40  @sterry073:0.20 \n",
        "\n",
        "[97] 0.69 ->  \u201c@cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\u201d\ud83d\udc2f\n",
        "[233] 0.62 ->  RT @sterry073: \"@cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\" #gettothegame\n",
        "[273] 0.68 ->  \"@cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\" #gettothegame\n",
        "[447] 0.67 ->  RT @cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\n",
        "[1078] 0.55 ->  #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\n",
        "clusters: 23 skipped 3 (0.211416490486%) tweets our of 1419 total tweets\n"
       ]
      },
      {
       "output_type": "pyout",
       "prompt_number": 16,
       "text": [
        "{'clusters': 23,\n",
        " 'sil_score': 0.010037506428540777,\n",
        " 'skipped': 3,\n",
        " 'total': 1419}"
       ]
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fx.reset_features(tweet_set)\n",
      "fx.extract_lemmatize_tokens(tweet_set)\n",
      "perform_tweet_clustering(tweet_set, report=True, batch=False, tfidf=True, quality=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "=========\n",
        "Cluster silhouette mean:0.12\n",
        "Features: wonderful:0.44  collection:0.22  job:0.16  #rit:0.10  treasury:0.07  #diggretweets:0.07  #sweet16:0.07  #addthis:0.06  #like2:0.06  #boebot:0.06  @jakartagiat:0.06  #romantic:0.04  #bargains:0.04  #vjse2:0.04  #hirasu:0.04  #handmade:0.04  #retweettrain:0.04  #ff:0.03  #instantfolowback:0.03  #igetannoyedwhenpeople:0.03  #shabbychic:0.03  #etsyboebot:0.03  #decorative:0.03  etsyxo:0.02  #autofollowback:0.02  #artpromoter:0.02  @olgaetsy:0.02  #bestofetsy:0.02  #tcretweet:0.02  #fashion:0.02  #bridal:0.02  @sexycrochet:0.02  @etsyolga1:0.02  #glam:0.02  #silver:0.02  rt:0.02  ::0.02  #emarikan:0.02  #craft:0.02  #artbubblesart:0.02 \n",
        "\n",
        "[132] 0.03 ->  Wonderful treasury 93284 https://t.co/FjAHi9VPYs #diggretweets #RIT #etsyboebot\n",
        "[155] 0.16 ->  Wonderful job 39352 https://t.co/eIs2liT3ss #RIT #iGetAnnoyedWhenPeople\n",
        "[306] 0.10 ->  Wonderful job 14701 https://t.co/vOqtO3Hl49 #RIT #artbubblesart #glam #silver\n",
        "[323] 0.05 ->  RT @SexyCrochet: Wonderful treasury 11854 https://t.co/H2cwnMs11l #FF #RIT #sweet16 #handmade\n",
        "[338] 0.12 ->  Wonderful collection xoxo 87889 https://t.co/CpgO6qeg2u #RIT #Decorative #bridal\n",
        "[361] 0.14 ->  Wonderful collection!  29831 https://t.co/7PLzhfkVxR #boebot #RIT #bestofetsy\n",
        "[373] 0.14 ->  Wonderful job 41880 https://t.co/pLlscCfuLh #RIT #boebot #fashion #hirasu\n",
        "[391] 0.04 ->  Wonderful collection xoxo 53305 https://t.co/VsBvLiESgu #craft #shabbychic #RIT\n",
        "[461] 0.15 ->  Wonderful collection xoxo 71097 https://t.co/Jw2KkJfP5m #RIT #romantic #bargains\n",
        "[464] 0.16 ->  Wonderful job 60672 https://t.co/lV8jBO8alz #instantfolowback #RIT\n",
        "[474] 0.11 ->  Wonderful job 76777 https://t.co/yC5eptlKVj  #shopetsybot #RIT #addthis #emarikan #like2\n",
        "[494] 0.11 ->  Wonderful job 49846 https://t.co/vRLrdZCxyY  #RIT #diggretweets #Retweettrain #vjse2\n",
        "[583] 0.05 ->  Wonderful treasury 11854 https://t.co/H2cwnMs11l #FF #RIT #sweet16 #handmade\n",
        "[661] 0.17 ->  Wonderful collection!  30208 https://t.co/yOpAYhhdIO #RIT @JakartaGiat\n",
        "[662] 0.12 ->  Wonderful collection!  14448 https://t.co/kO3PZzPE28 #RIT #diggretweets\n",
        "[736] 0.12 ->  RT @OlgaEtsy: Wonderful collection xoxo 71097 https://t.co/Jw2KkJfP5m #RIT #romantic #bargains\n",
        "[780] 0.16 ->  Wonderful collection!  29130 https://t.co/PQvRPGbLpi #addthis #like2  #RIT #boebot\n",
        "[835] 0.05 ->  Wonderful treasury 91530 https://t.co/cbhAFuqhed #RIT @JakartaGiat\n",
        "[903] 0.15 ->  Wonderful job 50364 https://t.co/DhffIkTErN #artpromoter #hirasu #RIT\n",
        "[930] 0.17 ->  Wonderful collection xoxo 60634 https://t.co/Rfj2hN4sPN #like2 #addthis #RIT\n",
        "[1074] 0.10 ->  RT @etsyolga1: Wonderful job 49846 https://t.co/vRLrdZCxyY  #RIT #diggretweets #Retweettrain #vjse2\n",
        "[1158] 0.12 ->  Wonderful collection xoxo 61874 https://t.co/AZrolj7p0S #autofollowback #RIT etsyxo\n",
        "[1416] 0.14 ->  Wonderful collection xoxo 83097 https://t.co/mxLB4yQEBZ #RIT #sweet16 #TCretweet\n",
        "=========\n",
        "Cluster silhouette mean:0.26\n",
        "Features: real:0.31  conversation:0.17  depth:0.17  lightsabers:0.17  kid:0.14  next:0.14  class:0.13  #color:0.12  #science:0.12  hdr:0.12  helping:0.12  keeping:0.12  @stephaniesowa:0.12  keep:0.11  #onlyatrit:0.09  @mdfairchild:0.08  collegues:0.07  hell:0.07  rt:0.07  #kottayam:0.07  ::0.07  thing:0.07  shit:0.07  home:0.06  way:0.06  join:0.06  back:0.06  #palakkad:0.04  #ritian:0.04  #rit:0.03 \n",
        "\n",
        "[13] 0.36 ->  RT @StephanieSowa: The kids next to me in class are having a very in depth conversation about \"real\" lightsabers... #onlyatrit\n",
        "[30] 0.29 ->  The kids next to me in class are having a very in depth conversation about \"real\" lightsabers... #onlyatrit\n",
        "[194] 0.12 ->  No collegues to join me on my way back to home from #RIT #KOTTAYAM.. hell.. the real shit thing being an #Palakkad 'an :-(\n",
        "[359] 0.36 ->  RT @StephanieSowa: The kids next to me in class are having a very in depth conversation about \"real\" lightsabers... #onlyatrit\n",
        "[435] 0.25 ->  RT @MDFairchild: Keeping It Real With HDR | http://t.co/wy3PGC7kZE http://t.co/OS7It3L6Hk\n",
        "Helping keep it real! #RIT #Color #Science\n",
        "[469] 0.36 ->  RT @StephanieSowa: The kids next to me in class are having a very in depth conversation about \"real\" lightsabers... #onlyatrit\n",
        "[631] 0.12 ->  no collegues to join me on my way back to home from #RIT #KOTTAYAM .. hell.. the real shit thing being an #RITian :-(\n",
        "[649] 0.21 ->  Keeping It Real With HDR | http://t.co/wy3PGC7kZE http://t.co/OS7It3L6Hk\n",
        "Helping keep it real! #RIT #Color #Science\n",
        "[968] 0.25 ->  RT @MDFairchild: Keeping It Real With HDR | http://t.co/wy3PGC7kZE http://t.co/OS7It3L6Hk\n",
        "Helping keep it real! #RIT #Color #Science\n",
        "=========\n",
        "Cluster silhouette mean:0.06\n",
        "Features: started:0.14  country:0.14  cross:0.14  @rittfxc:0.10  season:0.09  yellowjacket:0.09  invite:0.08  place:0.08  #6:0.08  #hockeywithdrawals:0.08  @dustfost:0.08  mad:0.08  wouldn't:0.08  get:0.08  men's:0.07  team:0.07  #ritnews:0.06  #rit:0.05  know:0.05  eighth:0.05  giannino:0.05  salk:0.05  fifth:0.04  highlander:0.04  houghton's:0.04  finish:0.04  matt:0.04  rt:0.04  bernardo:0.04  ::0.04  #meetthegreeks:0.04  #nphc:0.04  divine:0.04  k's:0.04  orgs:0.04  third:0.04  invitational:0.04  women's:0.04  fourth:0.03  first:0.03  #javaskinz:0.03  #kickstarter:0.03  @fuelamericacafe:0.03  support:0.03  engineered:0.03  take:0.03  #xc:0.03  yayy:0.03  coffee:0.03  sleeve:0.03  lead:0.03  please:0.03  see:0.03  help:0.03  ellen:0.02  @cnssoccer77:0.02  @ritsports:0.02  everyone:0.02  @emftomlinson:0.02  fire:0.02  @ritfxc:0.02  student:0.02  @omicronbetaakas:0.02  genesee:0.02  valley:0.02  woman:0.02  @saun:0.02  luck:0.02  park:0.02  @saunderscollege:0.02  @javaskinz:0.02 \n",
        "\n",
        "[3] 0.13 ->  Wouldn't be mad if @DustFost 'a season started #hockeywithdrawals #RIT #6\n",
        "[21] 0.13 ->  Wouldn't be mad if @DustFost 's season started now #hockeywithdrawals #RIT #6\n",
        "[51] 0.10 ->  RT @emftomlinson: Wouldn't be mad if @DustFost 's season started now #hockeywithdrawals #RIT #6\n",
        "[58] 0.04 ->  Get to know the K's and the other Divine 9 orgs!!! See you there! #NPHC #RIT #MeetTheGreeks http://t.co/4TLpoQPntl\n",
        "[258] 0.13 ->  Wouldn't be mad if @DustFost 'a season started now #hockeywithdrawals #RIT #6\n",
        "[367] 0.07 ->  RT @RITTFXC: Men's Cross Country takes third at Houghton's Highlander Invite Matt Giannino leads the team with first, Bernardo eighth, Salk\u2026\n",
        "[377] 0.00 ->  RT @RITsports: @RITTFXC - #RIT women's cross country places fourth out of 13 teams at Yellowjacket Invitational. #RITNews http://t.co/uEqmr\u2026\n",
        "[492] 0.03 ->  RT @omicronbetaakas: Get to know the K's and the other Divine 9 orgs!!! See you there! #NPHC #RIT #MeetTheGreeks http://t.co/4TLpoQPntl\n",
        "[502] 0.01 ->  Good luck to @RITTFXC cross country as they begin their 2013 season at Genesee Valley Park. The women start at 11, men at 12. #RIT #RITNews\n",
        "[645] 0.12 ->  @RITTFXC - #RIT men's cross country gets 2013 season started with fifth place finish at Yellowjacket Invite. #RITNews http://t.co/nOvPYLWQiW\n",
        "[742] 0.07 ->  RT @RITTFXC: Men's Cross Country takes third at Houghton's Highlander Invite Matt Giannino leads the team with first, Bernardo eighth, Salk\u2026\n",
        "[847] 0.09 ->  @RITFXC - #RIT men's cross country gets 2013 season started with fifth place finish at Yellowjacket Invite. #RITNews http://t.co/nOvPYLWQiW\n",
        "[924] 0.03 ->  Please help support our student engineered coffee sleeve on #kickstarter and get your #javaskinz too @FuelAmericaCafe, @saunderscollege #RIT\n",
        "[1107] 0.10 ->  RT @RITsports: @RITTFXC - #RIT men's cross country gets 2013 season started with fifth place finish at Yellowjacket Invite. #RITNews http:/\u2026\n",
        "[1138] 0.03 ->  @cnssoccer77 so everyone knows Ellen started a that fire. #rit\n",
        "[1141] 0.07 ->  Men's Cross Country takes third at Houghton's Highlander Invite Matt Giannino leads the team with first, Bernardo eighth, Salk 12th #RITNEWS\n",
        "[1179] 0.01 ->  Yayy Cross Country! #xc #RIT \u2764\u263a\n",
        "[1218] 0.02 ->  @RITTFXC - #RIT women's cross country places fourth out of 13 teams at Yellowjacket Invitational. #RITNews http://t.co/uEqmrXxzDX\n",
        "[1316] 0.03 ->  RT @JavaSkinz: Please help support our student engineered coffee sleeve on #kickstarter and get your #javaskinz too @FuelAmericaCafe, @saun\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.50\n",
        "Features: @retweetwizard:0.37  #shopetsybot:0.37  #promoteyourbrand:0.36  @retweettrain:0.36  season:0.31  best:0.30  autumn:0.19  #rit:0.13  @milavintages:0.04  @liuda_s:0.03  rt:0.03  ::0.03 \n",
        "\n",
        "[37] 0.30 ->  Autumn is Here \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[44] 0.13 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[61] 0.30 ->  Autumn is Here \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[75] 0.30 ->  31* \u263b Autumn is Here \u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[90] 0.30 ->  Autumn is Here \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[112] 0.27 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[114] 0.65 ->  The best season \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[150] 0.65 ->  \u263b The best season \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[176] 0.65 ->  32* \u263b The best season \u2665 http://t.co/vPHy39Rtto #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[212] 0.30 ->  \u263b Autumn is Here \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[237] 0.65 ->  32* \u263b The best season \u2665 http://t.co/bovJLOgmiz #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[272] 0.65 ->  32* \u263b The best season \u2665 http://t.co/KpHZE3KUEJ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[299] 0.10 ->  RT @liuda_s: \u263b Autumn is Here \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[317] 0.30 ->  \u263b Autumn is Here \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[357] 0.65 ->  32* \u263b The best season \u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[418] 0.65 ->  \u263b The best season \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[423] 0.65 ->  The best season \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[439] 0.65 ->  \u263b The best season \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[472] 0.65 ->  32* \u263b The best season \u2665 http://t.co/wxkWYPcP8L #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[485] 0.30 ->  \u263b Autumn is Here \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[491] 0.13 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[574] 0.65 ->  \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[598] 0.65 ->  32* \u263b The best season \u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[605] 0.65 ->  32* \u263b The best season \u2665 http://t.co/soW5fQy7lR #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[638] 0.65 ->  32* \u263b The best season \u2665 http://t.co/eEzqMxs4Dr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[654] 0.65 ->  32* \u263b The best season \u2665 http://t.co/usJ2Teb542 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[685] 0.65 ->  32* \u263b The best season \u2665 http://t.co/bRmjgawkGk #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[695] 0.30 ->  \u263b Autumn is Here \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[735] 0.65 ->  32* \u263b The best season \u2665 http://t.co/sGUsM1NfKU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[792] 0.65 ->  \u263b The best season \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[802] 0.65 ->  32* \u263b The best season \u2665 http://t.co/dg5vFiX8df #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[803] 0.27 ->  RT @milavintages: \u263b The best season \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[821] 0.30 ->  31* \u263b Autumn is Here \u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[832] 0.30 ->  31* \u263b Autumn is Here \u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[840] 0.65 ->  32* \u263b The best season \u2665 http://t.co/JBUzmujkzr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[841] 0.65 ->  \u263b The best season \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[846] 0.30 ->  \u263b Autumn is Here \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[850] 0.65 ->  \u263b The best season \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[852] 0.65 ->  32* \u263b The best season \u2665 http://t.co/Wjd3V94FJA #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[863] 0.65 ->  32* \u263b The best season \u2665 http://t.co/g2UW1kVYRV #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[869] 0.65 ->  32* \u263b The best season \u2665 http://t.co/XjErPofJoo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[885] 0.65 ->  32* \u263b The best season \u2665 http://t.co/pgeucR8wk0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[904] 0.30 ->  \u263b Autumn is Here \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[943] 0.65 ->  32* \u263b The best season \u2665 http://t.co/NUTAt1QSON #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[971] 0.65 ->  32* \u263b The best season \u2665 http://t.co/S0cF0iWq2M #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[972] 0.65 ->  32* \u263b The best season \u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1009] 0.65 ->  32* \u263b The best season \u2665 http://t.co/HFhoF9a39E #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1031] 0.30 ->  \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1034] 0.65 ->  32* \u263b The best season \u2665 http://t.co/JtJTo4SZ1d #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1042] 0.65 ->  \u263b The best season \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1050] 0.65 ->  32* \u263b The best season \u2665 http://t.co/mog5g0NNvt #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1051] 0.65 ->  The best season \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1054] 0.65 ->  32* \u263b The best season \u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1066] 0.30 ->  Autumn is Here \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1091] 0.65 ->  \u263b The best season \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1095] 0.65 ->  32* \u263b The best season \u2665 http://t.co/5soooWochu #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1117] 0.30 ->  \u263b Autumn is Here \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1125] 0.30 ->  \u263b Autumn is Here \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1189] 0.30 ->  31* \u263b Autumn is Here \u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1229] 0.65 ->  32* \u263b The best season \u2665 http://t.co/dS7sp7zPrU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1232] 0.30 ->  \u263b Autumn is Here \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1244] 0.65 ->  32* \u263b The best season \u2665 http://t.co/Z9ehxj1xjx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1263] 0.65 ->  32* \u263b The best season \u2665 http://t.co/O7sBClHQUZ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1266] 0.27 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1273] 0.13 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1276] 0.27 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1315] 0.65 ->  The best season \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1328] 0.65 ->  32* \u263b The best season \u2665 http://t.co/UOe6PBTxnW #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1334] 0.65 ->  \u263b The best season \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1404] 0.13 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.09\n",
        "Features: community:0.25  shield:0.25  hillside:0.25  @uofrathletics:0.17  @ritwsoccer:0.16  sahlen's:0.13  stadium:0.12  draw:0.09  soccer:0.09  #ritnews:0.09  @ritsports:0.09  play:0.09  #rit:0.07  rt:0.07  warming:0.07  ::0.07  kickoff:0.06  face:0.06  underway:0.06  tournament:0.06  v:0.05  title:0.04  vying:0.04  men:0.04  concludes:0.04  woman's:0.04  tomorrow:0.04  saturday:0.03  advance:0.03  tie:0.03  garno:0.03  head:0.03  game:0.03  cool:0.03  coach:0.03  bill:0.03  team:0.03  video:0.03  &:0.02  men's:0.02  @whec_jgranit:0.02  preview:0.02  msocc:0.02  stuff:0.02  today's:0.02  @uofr:0.02  recap:0.02  rochester:0.02  lone:0.02  starting:0.02  lineup:0.02  @uofrath:0.02  annual:0.02  gwen:0.02  neuhaus:0.02  r:0.02  #tigerpride:0.02 \n",
        "\n",
        "[0] 0.11 ->  RT @RITWSoccer: #RIT warming up for a 5pm kickoff at the Hillside Community Shield soccer tournament! http://t.co/rzjvIeWNxC\n",
        "[59] 0.03 ->  #RIT and U of R set to face off in second annual Hillside Community Shield event tomorrow at Sahlen's Stadium. http://t.co/yclPq2NfEI\n",
        "[203] 0.11 ->  RT @RITWSoccer: #RIT warming up for a 5pm kickoff at the Hillside Community Shield soccer tournament! http://t.co/rzjvIeWNxC\n",
        "[247] 0.12 ->  #RIT men and @RITWSoccer to face @UofRathletics in the 2nd Hillside Community Shield Saturday at Sahlen's Stadium. http://t.co/0B7TRHHIXj\n",
        "[320] 0.12 ->  RT @RITsports: #RIT men and @RITWSoccer to face @UofRathletics in the 2nd Hillside Community Shield Saturday at Sahlen's Stadium. http://t.\u2026\n",
        "[325] 0.02 ->  Great stuff here! #RIT RT @WHEC_JGranit  @RITsports @UofRathletics Hillside Community Shield game preview http://t.co/PezllWeMwX \u2026\n",
        "[331] 0.08 ->  #RIT warming up for a 5pm kickoff at the Hillside Community Shield soccer tournament! http://t.co/rzjvIeWNxC\n",
        "[390] 0.12 ->  We are underway at Sahlen's stadium. @RITWSoccer and @UofRathletics vying for the Hillside Community Shield title. #RIT #RITNews\n",
        "[400] 0.06 ->  @RITWSoccer leads @UofRathletics 1-0 after one half of play at the Hillside Community Shield. Gwen Neuhaus has the lone goal. #RIT #RITNews\n",
        "[547] 0.18 ->  RT @RITsports: @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[564] 0.07 ->  Hillside Community Shield concludes with two 1-1 ties between both the woman's and the men's soccer teams of #RIT &amp; @UofRathletics #RITNEWS\n",
        "[615] 0.07 ->  RECAP, as @RITWSoccer plays to 1-1 draw against Rochester at Hillside Community Shield. #RIT #RITNews #TigerPride http://t.co/ONInsWbtbo\n",
        "[707] 0.04 ->  Starting lineups for today's @RITWSoccer against @UofR at Sahlen's Stadium for the Hillside Community Shield. #RIT\n",
        "[719] 0.07 ->  RT @RITsports: A cool video with #RIT soccer head coach Bill Garno in advance of the Hillside Community Shield tomorrow. #RITNews: http://t\u2026\n",
        "[777] 0.15 ->  @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[920] 0.06 ->  A cool video with #RIT soccer head coach Bill Garno in advance of the Hillside Community Shield tomorrow. #RITNews: http://t.co/9daTgWmXWd\n",
        "[922] 0.03 ->  MSOCC | #RIT and @UofRathletics underway in the Hillside Community Shield game 2.\n",
        "[952] 0.04 ->  RT @RITsports: Hillside Community Shield concludes with two 1-1 ties between both the woman's and the men's soccer teams of #RIT &amp; @UofRath\u2026\n",
        "[1319] 0.18 ->  RT @RITsports: @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[1353] 0.18 ->  RT @RITsports: @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[1389] 0.12 ->  RT @RITsports: We are underway at Sahlen's stadium. @RITWSoccer and @UofRathletics vying for the Hillside Community Shield title. #RIT #RIT\u2026\n",
        "=========\n",
        "Cluster silhouette mean:1.00\n",
        "Features: #christmas:0.52  #toronto_r:0.51  #craft:0.51  #ff:0.44  #rit:0.11 \n",
        "\n",
        "[76] 1.00 ->  https://t.co/kz0Fuxutch #FF #RIT #toronto_r #craft #christmas\n",
        "[183] 1.00 ->  #toronto_r #craft #christmas https://t.co/qlDuPGzsF1 #FF #RIT\n",
        "[266] 1.00 ->  #toronto_r #craft #christmas https://t.co/EDZmuyNR3s #FF #RIT\n",
        "[395] 1.00 ->  https://t.co/qlDuPGzsF1 #FF #RIT #toronto_r #craft #christmas\n",
        "[473] 1.00 ->  https://t.co/7KDHsztRJl #FF #RIT #toronto_r #craft #christmas\n",
        "[511] 1.00 ->  https://t.co/7KDHsztRJl #FF #RIT #toronto_r #craft #christmas\n",
        "[623] 1.00 ->  #toronto_r #craft #christmas https://t.co/j9Ro5OadiV #FF #RIT\n",
        "[939] 1.00 ->  #toronto_r #craft #christmas https://t.co/j9Ro5OadiV #FF #RIT\n",
        "[1029] 1.00 ->  #toronto_r #craft #christmas https://t.co/FFkMtifXXg #FF #RIT\n",
        "[1089] 1.00 ->  #toronto_r #craft #christmas https://t.co/8a1IkpEALp #FF #RIT\n",
        "[1133] 1.00 ->  #toronto_r #craft #christmas https://t.co/EDZmuyNR3s #FF #RIT\n",
        "[1297] 1.00 ->  #toronto_r #craft #christmas https://t.co/FFkMtifXXg #FF #RIT\n",
        "=========\n",
        "Cluster silhouette mean:0.01\n",
        "Features: #onlyatrit:0.12  ::0.09  rt:0.08  rit:0.08  #ritnews:0.06  @ritmediawivell:0.05  human:0.04  zombie:0.04  @youtube:0.04  via:0.04  @onlyatrit:0.04  @ritnews:0.03  #rit:0.03  youtube:0.03  news:0.03  #hvz:0.03  v:0.03  apocalypse:0.02  documented:0.02  insanity:0.02  #rochesterproblems:0.02  someone:0.02  subscriber:0.02  engineering:0.02  kim:0.02  possible:0.02  ringtone:0.02  get:0.02  day:0.02  library:0.02  degree:0.02  later:0.02  guy:0.02  @michellecometa:0.02  #roc:0.02  video:0.02  short:0.02 \n",
        "\n",
        "[31] 0.01 ->  RT @theblairhenry: \"We need to pass the course with flying colours and we're currently in shades of grey!\" #OnlyAtRIT\n",
        "[45] 0.01 ->  When you see someone fly five feet falling off their longboard #onlyatrit\n",
        "[57] 0.03 ->  RT @MichelleCometa: #RIT Engineering &amp; Co-op highlighted:  How the \u2018E\u2019 in STEM readies the workforce http://t.co/sbBZuejdJV via @AAASmember\u2026\n",
        "[80] 0.01 ->  RT @MiguelJosue24: When you don't know if that person is a guy or a girl #OnlyatRIT\n",
        "[92] 0.03 ->  Someone in the library has a Kim Possible ringtone... #OnlyAtRIT\n",
        "[100] 0.04 ->  RT @MichelleCometa: #RIT 's Future Faculty Career Exploration Program influences growth of diverse faculty at RIT - RIT News: http://t.co/G\u2026\n",
        "[113] 0.05 ->  RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #only@rit\n",
        "[149] 0.01 ->  RT @xmisskala: Walkie talkies. Taking it to a whole new level. #hvz #onlyatrit\n",
        "[157] 0.03 ->  \u201c@OnlyAtRIT: The insanity documented on youtube. #HvZ #OnlyatRIT http://t.co/Z5tbWy8qPX\u201d my crazy college...\n",
        "[186] 0.01 ->  Awesome video short about Humans vs. Zombies at #RIT! http://t.co/7LuDyqQaCp Great job @RITMediaWivell from #RITNews\n",
        "[189] 0.02 ->  RT @TylerAWalton: Why is this zombie wearing a cat costume? #RITProblems #OnlyAtRIT\n",
        "[196] 0.07 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[198] 0.01 ->  RT @acritelli: #OnlyAtRIT do you get emails like these. http://t.co/TvPXOzeuPz\n",
        "[202] 0.00 ->  RT @RITNEWS: RT @RITMediaWivell: Pi Kappa Phi pedals for charity - for 5 days!  http://t.co/B8evzjRVt8 #RIT #RITNews #RITStudents\n",
        "[211] 0.01 ->  RT @thirsty4wifi: I get so excited to go to the Corner Store on Sundays #OnlyAtRIT\n",
        "[214] 0.00 ->  #OnlyAtRIT does Beanz play this extremely distracting yet happy song while I'm working on an essay... TWICE IN A ROW! http://t.co/hXwH3NJpO2\n",
        "[224] 0.01 ->  When you don't know if that person is a guy or a girl #OnlyatRIT\n",
        "[278] 0.01 ->  MT @michellecometa: #RIT 's Future Faculty Career Exploration Program influences growth of diverse faculty: http://t.co/8E4mv7xpwK #RITNEWS\n",
        "[289] 0.02 ->  RT @bkaj18: Human sighting in the UC complex! #HVZ #onlyatRIT\n",
        "[292] 0.05 ->  RT @OnlyAtRIT: The insanity documented on youtube. #HvZ #OnlyatRIT http://t.co/RHKL8vh3nJ\n",
        "[302] 0.01 ->  Checkout the RPO Marimba Band performing Sept. 20 in Ingle Auditorium at RIT http://t.co/HcpteGNJeZ #RITNews #ROC\n",
        "[311] 0.01 ->  This fucking dancing man in the SAU. #onlyatrit\n",
        "[318] 0.01 ->  Bummed a smoke off some guy very casually wearing night-vision goggles #onlyatrit\n",
        "[321] 0.02 ->  RT @TylerAWalton: Why is this zombie wearing a cat costume? #RITProblems #OnlyAtRIT\n",
        "[397] 0.01 ->  RT @OnlyAtRIT: 90 degrees one day, 50 degrees two days later. #OnlyatRIT #rochesterproblems\n",
        "[417] 0.02 ->  Human sighting in the UC complex! #HVZ #onlyatRIT\n",
        "[424] 0.02 ->  Having RIT be an outing option all weekend thanks to pikappaphi and #RITAlumniRelations. #onlyatrit\u2026 http://t.co/VR8chrgHcU\n",
        "[453] 0.03 ->  rit http://t.co/zUM7SHBoPS #RIT\n",
        "[495] 0.01 ->  RT @sunroofbandit: Bummed a smoke off some guy very casually wearing night-vision goggles #onlyatrit\n",
        "[503] 0.04 ->  RT @melissabromley: Someone in the library has a Kim Possible ringtone... #OnlyAtRIT\n",
        "[516] 0.07 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[524] 0.07 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[535] 0.01 ->  RT @UR_CTSI: @RBJdaily reports URMC, RIT researchers are collaborating on photoacoustic imaging technology: http://t.co/mguYYPqLRE #CTSA #U\u2026\n",
        "[555] 0.01 ->  RT @theblairhenry: This guy just humped a car door to get it to open. o.O #OnlyAtRIT\n",
        "[559] 0.01 ->  #RIT Engineering-Being the Change: Biomedical engineering undergraduates volunteer in Guatemala - RIT News: http://t.co/0x44echsi0  #RITNEWS\n",
        "[560] 0.00 ->  RT @RITNEWS: RT @RITMediaWivell: Pi Kappa Phi pedals for charity - for 5 days!  http://t.co/B8evzjRVt8 #RIT #RITNews #RITStudents\n",
        "[578] 0.03 ->  RT @MichelleCometa: #RIT Engineering &amp; Co-op highlighted:  How the \u2018E\u2019 in STEM readies the workforce http://t.co/sbBZuejdJV via @AAASmember\u2026\n",
        "[591] 0.01 ->  RT @MiguelJosue24: Really.... #OnlyatRIT http://t.co/cT1tsAtYd0\n",
        "[594] 0.00 ->  RT @cnssoccer77: when my accounting professor starts making chicken noises #its8am #calmdown #onlyatRIT\n",
        "[599] 0.01 ->  RT @AWwasHere: I wore shorts on Wednesday and today my teeth are chattering because I'm so cold #onlyatRIT #rochesterproblems\n",
        "[612] 0.01 ->  \"We need to pass the course with flying colours and we're currently in shades of grey!\" #OnlyAtRIT\n",
        "[657] 0.02 ->  RT @VSantiago49: Having RIT be an outing option all weekend thanks to pikappaphi and #RITAlumniRelations. #onlyatrit\u2026 http://t.co/VR8chrgHcU\n",
        "[676] 0.04 ->  RT @MichelleCometa: #RIT 's Future Faculty Career Exploration Program influences growth of diverse faculty at RIT - RIT News: http://t.co/G\u2026\n",
        "[687] 0.01 ->  #RIT News - RGHS to provide sports medicine services to RIT Athletics. #RITNews #TigerPride http://t.co/1NINNxq2eL\n",
        "[698] 0.01 ->  RT @killian_sam: When you see someone fly five feet falling off their longboard #onlyatrit\n",
        "[741] 0.00 ->  New building at NTID brings the deaf and hearing worlds together http://t.co/fmM4yJXPob via @news10nbc #rit #ritnews\n",
        "[746] 0.02 ->  RT @RITMediaWivell: Nice captioning primer - super helpful at RIT!!  Adding captions on YouTube: http://t.co/twzj7YmIoX #RITNTID #RIT\n",
        "[758] 0.02 ->  RT @scottbureau: Awesome video short about Humans vs. Zombies at #RIT! http://t.co/7LuDyqQaCp Great job @RITMediaWivell from #RITNews\n",
        "[767] 0.01 ->  RT @OnlyAtRIT: 90 degrees one day, 50 degrees two days later. #OnlyatRIT #rochesterproblems\n",
        "[770] 0.03 ->  RT @RITMediaWivell: Humans vs. Zombies! Zombie apocalypse at #RIT! http://t.co/oMf4xAtKB1 via @youtube #hvzweek\u201d #RITNews\n",
        "[806] 0.03 ->  The insanity documented on youtube. #HvZ #OnlyatRIT http://t.co/RHKL8vh3nJ\n",
        "[813] 0.03 ->  #RIT 's Future Faculty Career Exploration Program influences growth of diverse faculty at RIT - RIT News: http://t.co/GqPDEbfaW2 #RITNEWS\n",
        "[848] 0.07 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[858] 0.04 ->  RT @melissabromley: Someone in the library has a Kim Possible ringtone... #OnlyAtRIT\n",
        "[871] 0.02 ->  The backyard #parkpoint #rochester #RIT @ Park Point @ RIT http://t.co/in8C484BkV\n",
        "[884] 0.05 ->  RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/XrTtxeTs3z via @youtube #onlyatRIT #Ritnews #only@rit\n",
        "[892] 0.01 ->  RT @OnlyAtRIT: 90 degrees one day, 50 degrees two days later. #OnlyatRIT #rochesterproblems\n",
        "[902] 0.02 ->  #19 -- That's good news for RIT staff http://t.co/UTdqlCsFmQ @RITNEWS #RIT\n",
        "[915] 0.01 ->  RT @scottbureau: Checkout the RPO Marimba Band performing Sept. 20 in Ingle Auditorium at RIT http://t.co/HcpteGNJeZ #RITNews #ROC\n",
        "[967] 0.03 ->  RT @MichelleCometa: #RIT Engineering &amp; Co-op highlighted:  How the \u2018E\u2019 in STEM readies the workforce http://t.co/sbBZuejdJV via @AAASmember\u2026\n",
        "[989] 0.05 ->  RT @OnlyAtRIT: The insanity documented on youtube. #HvZ #OnlyatRIT http://t.co/RHKL8vh3nJ\n",
        "[997] 0.03 ->  rit http://t.co/Tj0orhDQXg #RIT\n",
        "[1000] 0.00 ->  \u201c@OnlyAtRIT: Something only us tigers will understand. #OnlyatRIT http://t.co/DtQ7sz7hFx\u201d @lucfitz820 @SethWB #imcrying \ud83d\ude02\n",
        "[1015] 0.01 ->  I get so excited to go to the Corner Store on Sundays #OnlyAtRIT\n",
        "[1045] 0.01 ->  This guy just humped a car door to get it to open. o.O #OnlyAtRIT\n",
        "[1056] 0.02 ->  RT @alvaronadalp: The backyard #parkpoint #rochester #RIT @ Park Point @ RIT http://t.co/in8C484BkV\n",
        "[1063] 0.04 ->  \u201c@OnlyAtRIT: The insanity documented on youtube. #HvZ #OnlyatRIT http://t.co/ZF5GPeT9hy\u201d this is my school\n",
        "[1124] 0.02 ->  RT @scottbureau: Awesome video short about Humans vs. Zombies at #RIT! http://t.co/7LuDyqQaCp Great job @RITMediaWivell from #RITNews\n",
        "[1129] 0.01 ->  RT @RITNEWS: We did it! Surpassed 1,000 #RITNews @YouTube subscribers! #RIT\n",
        "[1132] 0.03 ->  RT @BobFinnerty: RT @RITMediaWivell: Humans vs. Zombies! Zombie apocalypse at #RIT! http://t.co/oMf4xAtKB1 via @youtube #hvzweek\u201d #RITNews\n",
        "[1161] 0.01 ->  #OnlyAtRIT do you get emails like these. http://t.co/TvPXOzeuPz\n",
        "[1173] 0.02 ->  RT @alvaronadalp: The backyard #parkpoint #rochester #RIT @ Park Point @ RIT http://t.co/in8C484BkV\n",
        "[1194] 0.00 ->  \"Don't hate on the Dora backpack.\" #ritprobs #onlyatrit http://t.co/KI2beLxooc\n",
        "[1197] 0.01 ->  RT @RITNEWS: We did it! Surpassed 1,000 #RITNews @YouTube subscribers! #RIT\n",
        "[1200] 0.00 ->  We did it! Surpassed 1,000 #RITNews @YouTube subscribers! #RIT\n",
        "[1204] 0.01 ->  I wore shorts on Wednesday and today my teeth are chattering because I'm so cold #onlyatRIT #rochesterproblems\n",
        "[1215] 0.04 ->  \u201c@OnlyAtRIT: The insanity documented on youtube. #HvZ #OnlyatRIT http://t.co/VXUZGdnVA8\u201d this is my school... \ud83d\ude33\n",
        "[1231] 0.01 ->  New building at #NTID brings the deaf and hearing worlds together http://t.co/uwFwYYM076 via @news10nbc #RITNews\n",
        "[1261] 0.01 ->  RT @heyitscarly_28: #OnlyAtRIT does Beanz play this extremely distracting yet happy song while I'm working on an essay... TWICE IN A ROW! h\u2026\n",
        "[1280] 0.02 ->  RT @RITMediaWivell: Nice captioning primer - super helpful at RIT!!  Adding captions on YouTube: http://t.co/kZyWXkz7E3 #RITNTID #RIT\n",
        "[1285] 0.01 ->  RT @scottbureau: Checkout the RPO Marimba Band performing Sept. 20 in Ingle Auditorium at RIT http://t.co/HcpteGNJeZ #RITNews #ROC\n",
        "[1288] 0.02 ->  #RIT Engineering &amp; Co-op highlighted:  How the \u2018E\u2019 in STEM readies the workforce http://t.co/sbBZuejdJV via @AAASmember  #RITNEWS\n",
        "[1296] 0.04 ->  RT @melissabromley: Someone in the library has a Kim Possible ringtone... #OnlyAtRIT\n",
        "[1357] 0.01 ->  RT @OnlyAtRIT: 90 degrees one day, 50 degrees two days later. #OnlyatRIT #rochesterproblems\n",
        "[1375] 0.00 ->  Video: Everything u wanted to know about Humans vs. Zombies at #RIT Fall 2013 - http://t.co/AJWCXLvjwj via @youtube\n",
        "[1383] 0.04 ->  RT @melissabromley: Someone in the library has a Kim Possible ringtone... #OnlyAtRIT\n",
        "[1387] 0.01 ->  RT @IanIsNowAbel: This fucking dancing man in the SAU. #onlyatrit\n",
        "[1400] 0.03 ->  #RIT Future Faculty Career Exploration Program influences growth of diverse faculty at RIT - RIT News: http://t.co/8yxNMXQDcr #RITNEWS\n",
        "=========\n",
        "Cluster silhouette mean:0.05\n",
        "Features: check:0.17  @ritbehindbricks:0.11  rt:0.07  ::0.07  thursday:0.06  @rochesterfringe:0.06  #rit:0.05  new:0.05  share:0.05  weekend:0.05  year's:0.05  throwback:0.05  #roc:0.04  feature:0.04  sure:0.04  interested:0.04  featured:0.04  photo:0.04  great:0.04  #greentopia:0.03  art:0.03  collaboration:0.03  first-ever:0.03  museum:0.03  high:0.03  #tbt:0.03  plan:0.03  dept:0.03  retro:0.03  going:0.03  fall:0.03  begin:0.03  next:0.03  festival:0.03  #newmedia:0.03  @ritnewmediaclub:0.03  @margiesees:0.03  #fringefestival:0.03  @downtownroc:0.03  also:0.03  time:0.03  medium:0.03  meeting:0.03  &:0.03  event:0.02  expo:0.02  9/19:0.02  fest:0.02  performance:0.02  work:0.02  starting:0.02  contest:0.02  fringe:0.02  @greentopiafest:0.02  tomorrow:0.02  daniel:0.02  hunt:0.02  got:0.02  head:0.02  rit:0.02  slide-y:0.02  nation:0.02  #blog:0.02  #caribbean:0.02  #ocean:0.02  #underwaterphotography:0.02  mobile:0.02  gracie:0.02  @rit_alumni:0.02  learning:0.02  culture:0.02  #garyjohnson:0.02  #livelooping:0.02  #music:0.02  @gjsolo:0.02  aghhhh:0.02  em:0.02  #ritmobile:0.02  old:0.02  interview:0.02  deaf:0.02  point:0.02  @ritonlineemba:0.02  executive:0.02  mba:0.02  playlist:0.02  today:0.02  cool:0.02  behind:0.02  facebook:0.02  star:0.02  you're:0.02  @eventsatrit:0.02  @rochesterfr:0.02  @ritcias:0.02  app:0.02  life:0.02  coming:0.02  online:0.02 \n",
        "\n",
        "[69] 0.06 ->  Be sure to check out all the great performances at this year's Fringe Fest! Starting this Thursday 9/19! #RIT @RochesterFringe\n",
        "[93] 0.05 ->  RT @RIT_Alumni: The @RochesterFringe begins tomorrow! Check out all the great #RIT events going on during the festival: http://t.co/UH2nXl5\u2026\n",
        "[103] 0.05 ->  The @RochesterFringe begins tomorrow! Check out all the great #RIT events going on during the festival: http://t.co/UH2nXl5tN8\n",
        "[206] 0.07 ->  RT @RITBehindBricks: What are your plans this weekend? Check out @RochesterFringe in @DowntownRoc. This year's #ROC #FringeFestival also fe\u2026\n",
        "[223] 0.05 ->  RT @RITBehindBricks: Check out our RIT Mobile App interview to find out about new features coming up! #RIT #RITMobile http://t.co/cesEv6Ekp2\n",
        "[308] 0.06 ->  RT @ritcias: For those interested in new media be sure to check out @ritnewmediaclub for when the next meeting is! #RIT #NewMedia\n",
        "[356] 0.03 ->  Aghhhh so good! @GJSOLO check em out! #rit #music #garyjohnson #livelooping http://t.co/ugLubjYyRB\n",
        "[387] 0.05 ->  For those interested in new media be sure to check out @ritnewmediaclub for when the next meeting is! #RIT #NewMedia\n",
        "[394] 0.05 ->  RT @Sonolucent: Fantastical! MT @greentopiafest: High Falls Museum this weekend first-ever collaboration #Greentopia &amp; #RIT Art Dept &amp; work\u2026\n",
        "[551] 0.04 ->  500 points for the cool slide-y feature on this #tbt of #RIT Gracies RT @RITBehindBricks: http://t.co/dyetTv491i\n",
        "[588] 0.08 ->  Head to High Falls Museum this weekend &amp; check out first-ever collaboration between #Greentopia &amp; #RIT Art Dept &amp; the works of Daniel Hunt\n",
        "[672] 0.05 ->  RT @RITBehindBricks If you have any retro photos at #RIT, do share them to be featured in our Throwback Thursday http://t.co/GVohX5zhHc #ROC\n",
        "[691] 0.02 ->  If you are interested in learning more about the Deaf culture, check out the Deaf Nation Expo today at #RIT. #ROC http://t.co/vuZJj2quT6\n",
        "[731] 0.03 ->  RT @khadijahw1: Aghhhh so good! @GJSOLO check em out! #rit #music #garyjohnson #livelooping http://t.co/ugLubjYyRB\n",
        "[733] 0.05 ->  RT @RITBehindBricks: You're still on time to be the #TBT star of RIT Behind the Bricks! Check out our Facebook contest here http://t.co/sVn\u2026\n",
        "[737] 0.03 ->  RT @cpeltzer: Check out our new playlist with the Online Executive MBA program videos! http://t.co/uiBCnVMiTa #RIT @RITOnlineEMBA @KristiMi\u2026\n",
        "[774] 0.08 ->  Head to High Falls Museum this weekend &amp; check out first-ever collaboration between #Greentopia &amp; #RIT Art Dept &amp; the works of Daniel Hunt\n",
        "[783] 0.01 ->  Got plans for today? No? Well you should! Check out TheLink to see what's going on around #RIT! Clubs, sports, workshops - get involved!\n",
        "[861] 0.08 ->  RT @MargieSees: RT @RITBehindBricks If you have any retro photos at #RIT, do share them to be featured in our Throwback Thursday http://t.c\u2026\n",
        "[874] 0.06 ->  Fantastical! MT @greentopiafest: High Falls Museum this weekend first-ever collaboration #Greentopia &amp; #RIT Art Dept &amp; works of Daniel Hunt\n",
        "[901] 0.05 ->  RT @RIT_Alumni: The @RochesterFringe begins tomorrow! Check out all the great #RIT events going on during the festival: http://t.co/UH2nXl5\u2026\n",
        "[945] 0.03 ->  You're still on time to be the #TBT star of RIT Behind the Bricks! Check out our Facebook contest here http://t.co/sVnNCfSnga #RITPhoto #RIT\n",
        "[970] 0.03 ->  Check out our new playlist with the Online Executive MBA program videos! http://t.co/uiBCnVMiTa #RIT @RITOnlineEMBA @KristiMitchell7\n",
        "[983] 0.01 ->  Check out my article: Bike Maintenance at Your Convenience by @RIT_Cycling via @RITBehindBricks  #RIT #ROC #journo21 #RITjourno\n",
        "[999] 0.06 ->  RT @ritcias: For those interested in new media be sure to check out @ritnewmediaclub for when the next meeting is! #RIT #NewMedia\n",
        "[1038] 0.02 ->  RT @yasmeensmalley: Check out my new #blog post about life in the #Caribbean! http://t.co/5jlU2Svp0Y #ocean #underwaterphotography #RIT htt\u2026\n",
        "[1061] 0.04 ->  RT @RITBehindBricks: If you are interested in learning more about the Deaf culture, check out the Deaf Nation Expo today at #RIT. #ROC http\u2026\n",
        "[1096] 0.05 ->  Got any old photos from your time at #RIT? Share them with @RITBehindBricks to be featured in Throwback Thursday http://t.co/ACjAuvqAiR #ROC\n",
        "[1112] 0.06 ->  RT @EventsAtRIT: Be sure to check out all the great performances at this year's Fringe Fest! Starting this Thursday 9/19! #RIT @RochesterFr\u2026\n",
        "[1123] 0.06 ->  RT @EventsAtRIT: Be sure to check out all the great performances at this year's Fringe Fest! Starting this Thursday 9/19! #RIT @RochesterFr\u2026\n",
        "[1162] 0.08 ->  RT @MargieSees: RT @RITBehindBricks If you have any retro photos at #RIT, do share them to be featured in our Throwback Thursday http://t.c\u2026\n",
        "[1165] 0.02 ->  Check out my new #blog post about life in the #Caribbean! http://t.co/5jlU2Svp0Y #ocean #underwaterphotography #RIT http://t.co/8fNyT59btC\n",
        "[1172] 0.07 ->  RT @RITBehindBricks: What are your plans this weekend? Check out @RochesterFringe in @DowntownRoc. This year's #ROC #FringeFestival also fe\u2026\n",
        "[1211] 0.03 ->  RT @danwangphoto: 500 points for the cool slide-y feature on this #tbt of #RIT Gracies RT @RITBehindBricks: http://t.co/dyetTv491i\n",
        "[1216] 0.07 ->  RT @MargieSees: Got any old photos from your time at #RIT? Share them with @RITBehindBricks to be featured in Throwback Thursday http://t.c\u2026\n",
        "[1262] 0.04 ->  Check out our RIT Mobile App interview to find out about new features coming up! #RIT #RITMobile http://t.co/cesEv6Ekp2\n",
        "[1363] 0.05 ->  What are your plans this weekend? Check out @RochesterFringe in @DowntownRoc. This year's #ROC #FringeFestival also features shows from #RIT\n",
        "[1398] 0.07 ->  RT @greentopiafest: Head to High Falls Museum this weekend &amp; check out first-ever collaboration between #Greentopia &amp; #RIT Art Dept &amp; the w\u2026\n",
        "[1418] 0.00 ->  RT @RITBehindBricks: REMINDER: Next week is the last week to participate in our contest! Share with us what was #RIT for you on this link: \u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.19\n",
        "Features: leadership:0.25  entrepreneurial:0.25  summit:0.22  pm:0.14  free:0.12  limited:0.10  registration:0.10  space:0.10  host:0.10  required:0.10  september:0.09  rt:0.07  ::0.07  @rballiance:0.07  featuring:0.06  listener:0.06  send:0.06  wed:0.06  taking:0.06  #roc:0.06  rit\u2019s:0.06  @witr897:0.06  spending:0.06  president:0.06  present:0.06  #digent:0.05  #entrepreneurship:0.05  #rit:0.05  bill:0.05  destler:0.05  @juli_k:0.05  9/27:0.05  hear:0.05  impressive:0.05  speaker:0.05  afternoon:0.05  show:0.05  conference:0.05  witrdj:0.04  friday:0.04  @bobfinnerty:0.03  @rebecca_boone:0.03  @vicperotti:0.02  @saunderscollege:0.02 \n",
        "\n",
        "[16] 0.21 ->  #RIT hosts an Entrepreneurial Leadership Summit September 27.  http://t.co/nltsjVARyP\n",
        "[256] 0.22 ->  RT @RBAlliance: #RIT hosts an Entrepreneurial Leadership Summit September 27.  http://t.co/nltsjVARyP\n",
        "[383] 0.14 ->  RT @BobFinnerty: @WITR897 presents \u201cThe Bill Destler Show,\u201d featuring RIT\u2019s president taking listener ? at 5 pm Weds. Send your ? to witrdj\u2026\n",
        "[488] 0.27 ->  #RIT Entrepreneurial Leadership Summit 9/29 1-5 PM Free, but registration required because space is limited. http://t.co/39kdo4s38z #ROC\n",
        "[562] 0.15 ->  Spending my afternoon at the #RIT Entrepreneurial Leadership Summit\n",
        "#Entrepreneurship #digent #ROC\n",
        "[607] 0.14 ->  RT @rebecca_boone: Spending my afternoon at the #RIT Entrepreneurial Leadership Summit\n",
        "#Entrepreneurship #digent #ROC\n",
        "[824] 0.14 ->  RT @BobFinnerty: @WITR897 presents \u201cThe Bill Destler Show,\u201d featuring RIT\u2019s president taking listener ? at 5 pm Weds. Send your ? to witrdj\u2026\n",
        "[990] 0.27 ->  RT @Juli_K: #RIT Entrepreneurial Leadership Summit 9/29 1-5 PM Free, but registration required because space is limited. http://t.co/39kdo4\u2026\n",
        "[1069] 0.13 ->  This Friday 9/27: Hear the Impressive Speakers at #RIT Entrepreneurial Leadership Conference! http://t.co/bOPwxDVlDf  Free! @saunderscollege\n",
        "[1116] 0.12 ->  RT @vicperotti: This Friday 9/27: Hear the Impressive Speakers at #RIT Entrepreneurial Leadership Conference! http://t.co/bOPwxDVlDf  Free!\u2026\n",
        "[1164] 0.11 ->  @WITR897 presents \u201cThe Bill Destler Show,\u201d featuring RIT\u2019s president taking listener ? at 5 pm Weds. Send your ? to witrdj@rit.edu #RITNews\n",
        "[1255] 0.27 ->  #RIT Entrepreneurial Leadership Summit 9/29 1-5 PM Free, but registration required because space is limited. http://t.co/39kdo4s38z  #ROC\n",
        "[1264] 0.27 ->  RT @Juli_K: #RIT Entrepreneurial Leadership Summit 9/29 1-5 PM Free, but registration required because space is limited. http://t.co/39kdo4\u2026\n",
        "[1311] 0.22 ->  RT @RBAlliance: #RIT hosts an Entrepreneurial Leadership Summit September 27.  http://t.co/nltsjVARyP\n",
        "=========\n",
        "Cluster silhouette mean:0.38\n",
        "Features: picked:0.31  poll:0.31  finish:0.26  preseason:0.24  @atlantic_hockey:0.20  @ritmhky:0.17  #ritnews:0.15  @chawomenshockey:0.14  @ritwhky:0.14  fifth:0.14  fourth:0.14  ::0.10  strong:0.10  rt:0.10  tiger:0.09  @jtvenniro:0.09  @ritsports:0.08  pretty:0.08  #rit:0.07  announce:0.07  tuned:0.07  stay:0.07  #tigerpride:0.06  coach:0.06  morning:0.06  #tigers:0.02 \n",
        "\n",
        "[19] 0.30 ->  RT @RITMHKY: Stay tuned this morning, as @Atlantic_Hockey will announce its 2013-14 preseason coaches poll. Where will #RIT be picked to fi\u2026\n",
        "[48] 0.44 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[50] 0.40 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[91] 0.30 ->  RT @RITMHKY: Stay tuned this morning, as @Atlantic_Hockey will announce its 2013-14 preseason coaches poll. Where will #RIT be picked to fi\u2026\n",
        "[177] 0.44 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[240] 0.36 ->  @RITMHKY picked to finish fifth in the 2013-14 @Atlantic_Hockey preseason poll. #RIT #RITNews #TigerPride http://t.co/GPBkkq47mi\n",
        "[369] 0.40 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[381] 0.40 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[462] 0.44 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[561] 0.28 ->  Stay tuned this morning, as @Atlantic_Hockey will announce its 2013-14 preseason coaches poll. Where will #RIT be picked to finish?\n",
        "[653] 0.44 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[699] 0.29 ->  \u201c@RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll.\" WE WILL BE FIRST. #rit #tigers #TigerPride\n",
        "[720] 0.44 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[823] 0.37 ->  RT @RITMHKY: Tigers picked to finish fifth in the 2013-14 @Atlantic_Hockey preseason poll. #RIT #RITNews #TigerPride http://t.co/MxM8ZMuSi2\n",
        "[872] 0.38 ->  @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[926] 0.30 ->  RT @RITMHKY: Stay tuned this morning, as @Atlantic_Hockey will announce its 2013-14 preseason coaches poll. Where will #RIT be picked to fi\u2026\n",
        "[1088] 0.35 ->  They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.co/Eynf5ZnnJ6\n",
        "[1120] 0.40 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[1150] 0.40 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[1272] 0.34 ->  Tigers picked to finish fifth in the 2013-14 @Atlantic_Hockey preseason poll. #RIT #RITNews #TigerPride http://t.co/MxM8ZMuSi2\n",
        "[1372] 0.44 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "=========\n",
        "Cluster silhouette mean:0.03\n",
        "Features: done:0.19  #artbubblesart:0.15  #jakarta:0.12  wonderfully:0.12  #rit:0.10  well:0.10  #retweettrain:0.09  #ff:0.07  #shopping:0.06  #like3:0.06  pretty:0.05  mix:0.05  #blitz:0.05  #diggretweets:0.05  lovely:0.04  #like2:0.03  #weddings:0.03  #vancouver_rt:0.03  heart:0.03  simply:0.03  etsyxo:0.03  etsybot:0.03  #1onecircle:0.02  gorgeous:0.02  love:0.02  #accessories:0.02  #emarikan:0.02  #art:0.02  #hirasu:0.02  #boebot:0.02  #:0.02  #digg:0.02 \n",
        "\n",
        "[35] 0.02 ->  Well done! 31452 https://t.co/0JEN3yjmqQ #RIT #diggretweets #like2 #boebot #RIT\n",
        "[55] 0.06 ->  Wonderfully done!! 29622 https://t.co/U6GvdpcXuU #RIT #blackfriday #sweet16 #blitz\n",
        "[78] 0.07 ->  Wonderfully done!! 49587 https://t.co/pLqblwKtKU #weddings #art #RIT #glam\n",
        "[118] 0.05 ->  https://t.co/3XEPDtWuX1 #Retweettrain #jakarta #like3 #FF #RIT #SHOPPING\n",
        "[130] 0.03 ->  Very pretty mix! 36758 https://t.co/W5JZCe1cwP #Retweettrain #RIT #Trending10\n",
        "[153] 0.03 ->  Wonderfully done!! 78138 https://t.co/Keplnzmc3j #diggretweets #retweet4all #RIT\n",
        "[188] 0.00 ->  Well done! 80131 https://t.co/NHxxqusxca #weddings #sexy #diggretweets #FF #RIT\n",
        "[204] 0.03 ->  Very pretty mix! 87727 https://t.co/8K7wthTLiq #emarikan #jakarta #RIT etsyxo\n",
        "[249] 0.02 ->  Simply gorgeous! 30337 https://t.co/AAJGqU1wDH #RIT etsybot #artbubblesart\n",
        "[269] 0.10 ->  Well done! 48096 https://t.co/VwOOQPA7bR #vintage #Retweettrain #artbubblesart #RIT\n",
        "[277] 0.03 ->  You will loved it 89377 https://t.co/CRfldDNi4K #artbubblesart #blitz  #RIT\n",
        "[352] 0.05 ->  Very pretty mix! 91296 https://t.co/8pArAF2qm7 #vancouver_rt #RIT #artbubblesart\n",
        "[458] 0.01 ->  love this! so well done! 81770 https://t.co/tRPzNiVhOu #jeweltweets #silver #RIT\n",
        "[470] 0.02 ->  In my heart 82226 https://t.co/1qaCNvcnNf #RIT #artbubblesart #tute #like2\n",
        "[518] 0.09 ->  Wonderfully done!! 6986 https://t.co/RLL5GUZPP6 #etsyboebot #jakarta #RIT\n",
        "[525] 0.05 ->  #FF #RIT #SHOPPING https://t.co/R2ahgFi8Vp #Retweettrain #jakarta #like3\n",
        "[534] 0.06 ->  Well done! 4786 https://t.co/UPrB4qJlKi #silversterling #RIT #digg #blitz\n",
        "[545] 0.02 ->  In my heart 55877 https://t.co/p1tQqQ5zK2 #artbubblesart #hirasu #fashion #hirasu #RIT\n",
        "[552] 0.01 ->  Wonderfully done!! 23368 https://t.co/LDA4AlgYMe #blitz  #shopetsybot #RIT #FF\n",
        "[627] 0.04 ->  love this! so well done! 85721 https://t.co/tSt1PLmr2q #1onecircle #RIT #Jakarta\n",
        "[642] 0.05 ->  #FF #RIT #SHOPPING https://t.co/Tt4MbtDO9a #Retweettrain #jakarta #like3\n",
        "[716] 0.09 ->  Wonderfully done!! 67344 https://t.co/Om1z4Aoh7v #RIT #artbubblesart #Hobbit\n",
        "[797] 0.02 ->  Simply gorgeous! 97239 https://t.co/g0sZdtaAnz #SAPPHIRENOW  #RIT #artbubblesart\n",
        "[883] 0.04 ->  Wonderfully done!! 6801 https://t.co/hu8fP7XakP #diggretweets #RIT\n",
        "[938] 0.07 ->  Wonderfully done!! 81162 https://t.co/FDQWFkHkYa #RIT #instantfolowback #weddings\n",
        "[1013] 0.05 ->  https://t.co/5QdQN0Wvux #Retweettrain #jakarta #like3 #FF #RIT #SHOPPING\n",
        "[1177] 0.02 ->  love this! so well done! 88287 https://t.co/6NodylamJF #diggretweets etsyxo #RIT\n",
        "[1209] 0.01 ->  Fabulous finds 99451 https://t.co/5ro2zR6gaN #artbubblesart #RIT #\n",
        "[1293] 0.05 ->  Very pretty mix! 97165 https://t.co/ZoHiOqEIEY #RIT #artbubblesart\n",
        "[1298] 0.05 ->  #FF #RIT #SHOPPING https://t.co/Vi603Cfe3Q #Retweettrain #jakarta #like3\n",
        "[1306] 0.08 ->  Wonderfully done!! 14084 https://t.co/nh4zevNKpw #vancouver_rt #shopping #tweet_co #RIT\n",
        "[1313] 0.01 ->  Pretty 45207 https://t.co/QFta3N7QzP #accessories #RIT #romance #jakarta\n",
        "[1393] 0.11 ->  Well done! 56577 https://t.co/J3Joi737e4 #emarikan #artbubblesart #Jakarta #RIT\n",
        "=========\n",
        "Cluster silhouette mean:0.26\n",
        "Features: community:0.26  shield:0.26  #universityofrochester:0.25  hillside:0.25  #roc:0.25  v:0.24  #soccer:0.17  #fireworks:0.17  post:0.13  ticket:0.12  #hillsidefa:0.11  game:0.11  rt:0.08  @hillsideagency:0.08  @urwomenssoccer:0.08  get:0.08  #rit:0.08  ::0.07  #woso:0.06  #socc:0.06  @specialsantas:0.06  #sahlen:0.05  sahlen's:0.05  stadium:0.04  #soc:0.04  @ritwsoccer:0.04  #so:0.03  win:0.03  weekend:0.03  #hillsidecommunityshield:0.02  @urmenssoccer:0.02 \n",
        "\n",
        "[11] 0.20 ->  RT @SpecialSantas: RT to win tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Socc\u2026\n",
        "[12] 0.38 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[85] 0.27 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[109] 0.38 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[119] 0.38 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[201] 0.27 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[222] 0.26 ->  This weekend is Hillside Community Shield! #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[235] 0.11 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[242] 0.27 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[262] 0.26 ->  This weekend is Hillside Community Shield! #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[330] 0.12 ->  #HillsideCommunityShield 9/21 #RIT v #UniversityofRochester http://t.co/hEXI1RdFjQ @urmenssoccer @URwomenssoccer @RITsports #ROC #Soccer\n",
        "[389] 0.27 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[413] 0.11 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[443] 0.38 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[445] 0.38 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[452] 0.38 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[508] 0.11 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[542] 0.12 ->  #HillsideCommunityShield 9/21 #RIT v #UniversityofRochester http://t.co/CJYFQLnqxB @urmenssoccer @URwomenssoccer @RITsports #ROC #Soccer\n",
        "[624] 0.27 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[646] 0.11 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[655] 0.27 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[696] 0.27 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[717] 0.32 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #Sahlen #Fireworks\n",
        "[745] 0.38 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[800] 0.27 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[833] 0.32 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #Sahlen #Fireworks\n",
        "[857] 0.27 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Socc\u2026\n",
        "[913] 0.27 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[917] 0.27 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[941] 0.32 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #Sahlen #Fireworks\n",
        "[981] 0.32 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #Sahlen #Fireworks\n",
        "[995] 0.27 ->  RT to win tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[998] 0.38 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[1022] 0.27 ->  RT to win tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[1037] 0.32 ->  Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Soccer #Sahlen #Fireworks\n",
        "[1079] 0.27 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[1102] 0.20 ->  RT @hillsideagency: This weekend is Hillside Community Shield! #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #Hillside\u2026\n",
        "[1108] 0.12 ->  Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[1143] 0.19 ->  RT @SpecialSantas: Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Socce\u2026\n",
        "[1411] 0.11 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "=========\n",
        "Cluster silhouette mean:0.07\n",
        "Features: treasury:0.34  etsy:0.20  best:0.16  word:0.12  #rit:0.10  sweet:0.08  #artbubblesart:0.07  #russian_artists:0.07  #diggretweets:0.07  #digg:0.06  lovely:0.05  #jeweltweets:0.05  #silver:0.05  #jakarta:0.04  #etsyboebot:0.04  #artprom:0.04  #tweet_co:0.04  elegant:0.04  @jakartagiat:0.03  #hobbit:0.03  #felt:0.03  #boebot:0.03  #statweestics:0.03  #vintage:0.03  today:0.02  #shabbychic:0.02  #etsybot2:0.02  #eliteretweets:0.02  #1onecircle:0.02  #romantic:0.02  #women's:0.02  #toronto:0.02  #cotton:0.02  #bestofetsy:0.02  #handmade:0.02  #diggrt:0.02  #bargains:0.02  etsybot:0.02  #toronto_r:0.02  #blackfriday:0.02  #glam:0.02  #weddings:0.02  #blitz:0.02 \n",
        "\n",
        "[17] 0.11 ->  Best treasury on Etsy 35762 https://t.co/uZgLzGBLtF #RIT #toronto #jakarta\n",
        "[56] 0.08 ->  My sweet treasury 41131 https://t.co/HE8OnTQLHe @JakartaGiat #jeweltweets #RIT\n",
        "[66] 0.09 ->  Best treasury of the word 80485 https://t.co/mzhdb8Rzk2 #RIT #silver #Women's\n",
        "[190] 0.12 ->  Treasury on Etsy 67532 https://t.co/I83AmwGAkG #RIT #Eliteretweets #artbubblesart\n",
        "[199] 0.07 ->  My sweet treasury 80076 https://t.co/HQ1KaHKIUE #hirasu #RIT #artbubblesart #glam\n",
        "[207] 0.03 ->  Best from Etsy for you 40010 https://t.co/VO3mf5HToC #boebot #bestofetsy #RIT\n",
        "[221] 0.10 ->  Best treasury of the word 17413 https://t.co/WUHbRBMFXK #etsyboebot #statweestics #RIT\n",
        "[229] 0.08 ->  Best treasury of the word 96580 https://t.co/k02UBDjk62 #blitz #diggRT #RIT\n",
        "[246] 0.01 ->  Lovely treasury 60479 https://t.co/F8DmYJw9ba #artbubblesart #RIT #vintage #felt\n",
        "[303] 0.03 ->  Best from Etsy for you 35504 https://t.co/glVlmtLxRt #Hobbit #RIT #tweet_co\n",
        "[315] 0.04 ->  Lovely treasury 44269 https://t.co/cMgBLXp95f #diggretweets #RIT #artbubblesart\n",
        "[519] 0.02 ->  Best from Etsy for you 17370 https://t.co/vINim6rABB #romantic #RIT #1onecircle\n",
        "[538] 0.04 ->  Today on Etsy 69544 https://t.co/pHaLJHbl1W #jeweltweets #RIT #jakarta #digg\n",
        "[565] 0.11 ->  Best treasury on Etsy 90660 https://t.co/IoJkxPmRng #handmade #diggretweets #RIT\n",
        "[659] 0.09 ->  Elegant treasury 63299 https://t.co/lKBtcyyh1G #russian_artists #jeweltweets #RIT\n",
        "[711] 0.05 ->  My sweet treasury 70639 https://t.co/dsoU8Ntic6 #shabbychic #RIT #diggretweets\n",
        "[769] 0.11 ->  Best treasury on Etsy 14626 https://t.co/Apj93mgjAo #vintage #cotton #RIT\n",
        "[891] 0.10 ->  Best treasury of the word 39942 https://t.co/z2fMhQBrO5 @JakartaGiat #boebot #RIT\n",
        "[961] 0.10 ->  Treasury on Etsy 78382 https://t.co/yZBtBpFt8t #statweestics etsybot #bridal #RIT\n",
        "[962] 0.09 ->  My sweet treasury 13123 https://t.co/dc7XXNN0qX #blackfriday #RIT #digg #silver\n",
        "[988] 0.10 ->  Treasury on Etsy 6979 https://t.co/B8vm6bsZH8 #tweet_co #diggretweets #RIT\n",
        "[994] 0.04 ->  My love treasury 86769 https://t.co/k8xDAJw0ul #RIT #ArtProm #russian_artists\n",
        "[1027] 0.09 ->  My sweet treasury 61001 https://t.co/rCD4HL54Lo #accessories #digg #RIT #digg #felt\n",
        "[1035] 0.13 ->  Treasury on Etsy 7806 https://t.co/Ptj162ps67 #RIT #silver #artbubblesart\n",
        "[1127] 0.03 ->  Best from Etsy for you 23829 https://t.co/Ce5GRdYOcF #etsyboebot #RIT\n",
        "[1171] 0.12 ->  Best treasury of the word 51548 https://t.co/Fl1s2wreXn #russian_artists #RIT\n",
        "[1187] 0.05 ->  Elegant treasury 52852 https://t.co/gWSqw69nr2 #RIT #weddings #bargains\n",
        "[1248] 0.10 ->  Best treasury of the word 39389 https://t.co/cDuAsNYmxF #RIT #etsybot2\n",
        "[1304] 0.07 ->  Today on Etsy 73286 https://t.co/Q7L6vgca3D #russian_artists #Digg #RIT\n",
        "[1325] 0.13 ->  Best treasury of the word 23767 https://t.co/JDHwfT3xyz #RIT http://t.co/PLDymBdo3E\n",
        "[1332] 0.02 ->  Lovely treasury 76439 https://t.co/EH4RcZyeih #Jakarta #Hobbit #RIT #ArtProm\n",
        "=========\n",
        "Cluster silhouette mean:0.00\n",
        "Features: #ritstudents:0.11  #ritsenate:0.08  campus:0.08  come:0.06  class:0.06  #rit:0.04  rt:0.03  ::0.02  new:0.02  @:0.02  #onlyatrit:0.02  guy:0.02  #tigerterms:0.02  paper:0.02  system:0.02  golisano:0.02  hey:0.02  right:0.02  make:0.02  get:0.02  term:0.02  nice:0.02  normal:0.02  walking:0.02  #ritprobs:0.02 \n",
        "\n",
        "[22] 0.02 ->  #clouds #RIT #RITstudents @ Global Village http://t.co/oBXZ1ptRvp\n",
        "[33] 0.01 ->  Another new system coming to #RIT: SmartEvals online-only way rate each of your instructor's teaching effectiveness! #RITsenate\n",
        "[54] 0.00 ->  Hey @RIT_COLA and @RITDOC - check out this event we're planning! https://t.co/PTc7ieercO #lasertag #RIT #RITstudents\n",
        "[67] 0.00 ->  Hey Rochester the #RIT Dell Rep will be demoing new products at the Digital Den's Grand Opening at Barnes and Noble #RITStudents #RITNews JC\n",
        "[71] 0.00 ->  RT @BobFinnerty: #RIT\u2019s #Zagreb campus moves to new facility in Croatian Capital: http://t.co/CNa8Eur2S0 @ACMTDubrovnik #RITNews\n",
        "[89] 0.01 ->  Saunders Fall Picnic! Come join us all afternoon! #RIT http://t.co/ortDEHEhfl\n",
        "[141] 0.02 ->  Scheming about the coming year for #RITstudents, mwahaha.\n",
        "[148] 0.01 ->  Construction view on campus #RIT http://t.co/7BUtURkjNe\n",
        "[205] 0.01 ->  what's with the guy walking around campus in a suit and a top hat....? #uhhh #onlyatrit\n",
        "[252] 0.03 ->  The Intersession terms, winter and summer, are called #TigerTerms. We patented it! #RITstudents #RITsenate\n",
        "[257] 0.01 ->  Prior systems didn't provide uniformity across the board. This one provides that. #RIT #RITsenate\n",
        "[291] 0.01 ->  Just got a tour of the Semiconductor and Microsystems Fabrication Laboratory (SMFL) #RIT #RITstudents\u2026 http://t.co/Lt15lHkWvw\n",
        "[297] 0.01 ->  Round two of auditions in 45 minutes .. come and try out #rit #ritTNTM\n",
        "[379] 0.02 ->  Students will be rating the instructor - not the course. #RITstudents #RITsenate\n",
        "[405] 0.03 ->  RT @RIT_SG: On Mon. 09/14 there is NO class. But when we come back to campus on Tues. you will attend Mon. classes! #RITsenate #RITstudents\u2026\n",
        "[409] 0.01 ->  983 subscribers to our YouTube page. Let's get to 1,000!! Go to http://t.co/4xpZwOryAF and click the red subscribe button! #RITStudents\n",
        "[416] 0.03 ->  On Mon. 09/14 there is NO class. But when we come back to campus on Tues. you will attend Mon. classes! #RITsenate #RITstudents #RIT\n",
        "[483] 0.02 ->  Survey will take about ten minutes to complete. #RITstudents #RITsenate\n",
        "[509] 0.02 ->  There will be a website going live soon covering #TigerTerms - the courses that will be offered and other info. #RITsenate #RITstudents\n",
        "[568] 0.00 ->  Someone else on this campus has impeccable test #mercedes #twoownersoneclass #eclass #rit http://t.co/7GQCK8qrkw\n",
        "[572] 0.00 ->  Were so fucked up @imshmacked . Come visit RIT #RIT #ImShmacked #Schmacked #College #House #Party\u2026 http://t.co/mij2uCWICE\n",
        "[576] 0.00 ->  RT @EllieHoltje: what's with the guy walking around campus in a suit and a top hat....? #uhhh #onlyatrit\n",
        "[611] 0.04 ->  No more paper surveys! #RITsenate #RITstudents\n",
        "[694] 0.01 ->  We need some guys to come an audition tonight .. bring your friends, text your friends, come and audition #RIT #TigersNextTopModel\n",
        "[738] 0.00 ->  My journey has come to q completion... I have found the worlds perfect ass #rit #wipeyourasswithmyface\n",
        "[740] 0.02 ->  RT @PaulieDars: #RIT comes in at number 3. Sounds about right #BrickCity @AndyGlockner  The 50 ugliest college campuses: http://t.co/DE1ro1\u2026\n",
        "[808] 0.01 ->  The sunflowers on campus make me happy #RIT \ud83c\udf3b\n",
        "[834] 0.01 ->  #RIT\u2019s #Zagreb campus moves to new facility in Croatian Capital: http://t.co/CNa8Eur2S0 @ACMTDubrovnik #RITNews\n",
        "[855] 0.00 ->  Roaming the RIT campus #rit\n",
        "[931] 0.01 ->  Hey #RITStudents, show off your #Tigerpride and enter Dell's School Spirit Contest  -JC http://t.co/p6BKJNMsIG\n",
        "[932] 0.05 ->  No more paper! #RITsenate #RITstudents\n",
        "[937] 0.01 ->  This data will be collected and the faculty will be able to learn from the info collected on them. #RIT #RITsenate\n",
        "[948] 0.01 ->  campus is so nice right now #rit #lookinggood\n",
        "[949] 0.03 ->  Communications will be sent out to remind us of the schedule switch! #RITstudents #RITsenate\n",
        "[1008] 0.03 ->  RT @RIT_SG: The Intersession terms, winter and summer, are called #TigerTerms. We patented it! #RITstudents #RITsenate\n",
        "[1036] 0.02 ->  For this first #TigerTerm, tuition will be 30%. It will be reevaluated for future terms. #RITsenate #RITstudents\n",
        "[1109] 0.00 ->  Watching the Lion King in class, for the purpose of learning? ZERO COMPLAINTS. #RIT #RITstudents\n",
        "[1130] 0.01 ->  983 subscribers to our YouTube page. Let's get to 1,000!! Go to http://t.co/gqqtpgeKAY and click the red subscribe button! #RITStudents\n",
        "[1167] 0.01 ->  \"#RIT has had a long-standing (12 years) Early Alert system. This year, we're rolling out a new system\" #RITsenate\n",
        "[1221] 0.00 ->  If you want more info on the new Early Alert system, check out http://t.co/TY4iYlxmqa or stop by senate next week! #RITsenate #RITstudents\n",
        "[1289] 0.02 ->  #RIT comes in at number 3. Sounds about right #BrickCity @AndyGlockner  The 50 ugliest college campuses: http://t.co/DE1ro1mTKX \u2026\n",
        "[1312] 0.02 ->  Architecture #RIT #RITstudents @ Golisano Institute of Sustainability http://t.co/TdmssHuOeh\n",
        "=========\n",
        "Cluster silhouette mean:0.78\n",
        "Features: guide:0.46  handmade:0.46  gift:0.39  @retweetwizard:0.30  #shopetsybot:0.30  #promoteyourbrand:0.29  @retweettrain:0.29  #rit:0.10  @milavintages:0.08  rt:0.04  ::0.04  @liuda_s:0.02 \n",
        "\n",
        "[42] 0.86 ->  \u263bHandmade Gift guide \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[87] 0.86 ->  \u263bHandmade Gift guide \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[143] 0.86 ->  \u263bHandmade Gift guide \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[208] 0.39 ->  RT @liuda_s: \u263bHandmade Gift guide \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[219] 0.49 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[282] 0.86 ->  Handmade Gift guide \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[295] 0.49 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[316] 0.49 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[329] 0.86 ->  Handmade Gift guide \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[411] 0.86 ->  \u263bHandmade Gift guide \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[510] 0.86 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[554] 0.86 ->  \u263bHandmade Gift guide \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[709] 0.86 ->  \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[882] 0.86 ->  \u263bHandmade Gift guide \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[914] 0.86 ->  \u263bHandmade Gift guide \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[985] 0.86 ->  \u263bHandmade Gift guide \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1057] 0.86 ->  \u263bHandmade Gift guide \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1093] 0.86 ->  Handmade Gift guide \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1190] 0.86 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1251] 0.86 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1295] 0.86 ->  Handmade Gift guide \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1314] 0.49 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1350] 0.86 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.03\n",
        "Features:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " beautiful:0.21  #np:0.11  @umalayaradio:0.08  #rit:0.08  color:0.07  rt:0.06  ::0.06  wanted:0.05  direction:0.05  night:0.04  #nowfollowing:0.04  #hillsidecommunityshield:0.04  beyonce:0.04  irreplaceable:0.04  make:0.04  #jewelry:0.03  @urwomenssoccer:0.03  @urmenssoccer:0.03  #universityofrochester:0.03  #ap:0.03  #computerscience:0.03  advisory:0.03  appointed:0.03  dr.:0.03  ludi:0.03  principle:0.03  stephanie:0.03  board:0.03  selection:0.03  #sept29:0.03  #slu:0.03  chosen:0.03  dare:0.03  #giveaway:0.02  @lorrainesparkle:0.02  @missyallsorts:0.02  @uniiqueboutique:0.02  @wcjewellery:0.02  radio:0.02  tq:0.02  umalaya:0.02  yeyeyeyeye:0.02  congrats:0.02  called:0.02  enter:0.02  many:0.02  #tweet_co:0.02  follow:0.02  #fishb:0.02  hump:0.02  @ritsp:0.02  #hirasu:0.02  @ritspo:0.02  #boebot:0.02  find:0.02  dressed:0.02  #craft:0.02  #digg:0.02  #artbubblesart:0.02  @specialsantas:0.02  #ff:0.02  @hillsideagency:0.02  &:0.02  @slupsichapter:0.02 \n",
        "\n",
        "[41] 0.07 ->  yeyeyeyeye!! tq UMalaya RAdio @UMalayaRadio #np The wanted - We own the night #RIT\n",
        "[106] 0.03 ->  \u201c@SLUPsiChapter: Many are called, but the chosen are few. Dare to find out?! #SLU #RIT #Sept29 http://t.co/FcXZuqUSH1\u201d\n",
        "[244] 0.01 ->  So beautiful! 61732 https://t.co/6poUWPGueo #hirasu #vintage #RIT #artbubblesart\n",
        "[270] 0.03 ->  RT @SLUPsiChapter: Many are called, but the chosen are few. Dare to find out?! #SLU #RIT #Sept29 http://t.co/11o50VPkx8\n",
        "[293] 0.04 ->  RT @WcJewellery: RT &amp; FOLLOW @WcJewellery @LorraineSparkle @MissyAllSorts @UniiqueBoutique to enter #giveaway \ud83d\udc8e\ud83d\ude03 #RIT http://t.co/9DrfPy5HRh\n",
        "[326] 0.05 ->  RT @RITGolisanoCCIS: Congrats to Dr. Stephanie Ludi who has been appointed to the #AP #ComputerScience Principles Advisory Board: http://t.\u2026\n",
        "[351] 0.12 ->  RT @UMalayaRadio: #np One Direction - What makes you beautiful #RIT\n",
        "[386] 0.07 ->  RT @UMalayaRadio: #np Beyonce - Irreplaceable #RIT\n",
        "[451] 0.12 ->  RT @UMalayaRadio: #np One Direction - What makes you beautiful #RIT\n",
        "[456] 0.03 ->  Beautiful colors! 21046 https://t.co/S7XHuwGjNe #bestofetsy #RIT #Digg #jeweltweets\n",
        "[499] 0.04 ->  So beautiful! 52575 https://t.co/Vey9dg1W97 #nowfollowing #statweestics #RIT\n",
        "[532] 0.05 ->  #np The wanted - We own the night #RIT\n",
        "[553] 0.07 ->  yeyeyeyeye!! tq UMalaya RAdio RT @UMalayaRadio #np The wanted - We own the night #RIT\n",
        "[587] 0.05 ->  #np Beyonce - Irreplaceable #RIT\n",
        "[593] 0.02 ->  Many are called, but the chosen are few. Dare to find out?! #SLU #RIT #Sept29 http://t.co/11o50VPkx8\n",
        "[701] 0.07 ->  RT @UMalayaRadio: #np Beyonce - Irreplaceable #RIT\n",
        "[725] 0.02 ->  Beautiful morning #goodmorning #smithvillelake #operationbreakthrough #rit #thankyouforaperfectday http://t.co/JX7P5JMzAo\n",
        "[772] 0.06 ->  RT @Azi94Ana: yeyeyeyeye!! tq UMalaya RAdio RT @UMalayaRadio #np The wanted - We own the night #RIT\n",
        "[781] 0.04 ->  So beautiful! 94331 https://t.co/h0J2gte6Cv #autofollowback #RIT #nowfollowing\n",
        "[791] 0.04 ->  Beautiful colors! 79534 https://t.co/8OsSaidXxi #boebot #RIT #fashion\n",
        "[795] 0.04 ->  Congrats to Dr. Stephanie Ludi who has been appointed to the #AP #ComputerScience Principles Advisory Board! #RITNews\n",
        "[801] 0.04 ->  RT @WcJewellery: RT &amp; FOLLOW @WcJewellery @LorraineSparkle @MissyAllSorts @UniiqueBoutique to enter #giveaway \ud83d\udc8e\ud83d\ude03 #RIT http://t.co/9DrfPy5HRh\n",
        "[880] 0.05 ->  RT @RITGolisanoCCIS: Congrats to Dr. Stephanie Ludi who has been appointed to the #AP #ComputerScience Principles Advisory Board: http://t.\u2026\n",
        "[889] 0.04 ->  Beautiful selections! 85055 https://t.co/kb2P2Ifmns #RIT #oscandalnames #jewelry\n",
        "[946] 0.07 ->  RT @UMalayaRadio: #np The wanted - We own the night #RIT\n",
        "[1052] 0.12 ->  RT @UMalayaRadio: #np One Direction - What makes you beautiful #RIT\n",
        "[1170] 0.09 ->  #np One Direction - What makes you beautiful #RIT\n",
        "[1206] 0.05 ->  Beautiful colors! 53359 https://t.co/9JHSqflCHi #RIT #ArtProm #jewelry\n",
        "[1265] 0.01 ->  RT @j3ssLari: We dressed up for hump day!!! And it was beautiful out! \ud83d\ude03 #RIT #FishB http://t.co/u1bFy0uLby\n",
        "[1282] 0.06 ->  Beautiful colors! 33693 https://t.co/fnHwxji8bl #RIT #tweet_co #jewelry\n",
        "[1294] 0.02 ->  So beautiful! 73527 https://t.co/Qcuqkbc3J0 #boebot #diggRT #accessories #RIT\n",
        "[1303] 0.02 ->  Beautiful treasure 53152 https://t.co/Eb9IcXWnP7 #artpromoter #weddings #RIT\n",
        "[1345] 0.04 ->  Beautiful colors! 19690 https://t.co/Dmx2lb6Jqr #RIT #addthis #myhandmadetweet\n",
        "[1347] 0.04 ->  It's another beautiful Friday at #RIT\n",
        "[1359] 0.04 ->  Congrats to Dr. Stephanie Ludi who has been appointed to the #AP #ComputerScience Principles Advisory Board: http://t.co/f4YcWv4cVH #RITNews\n",
        "[1405] 0.04 ->  RT &amp; FOLLOW @WcJewellery @LorraineSparkle @MissyAllSorts @UniiqueBoutique to enter #giveaway \ud83d\udc8e\ud83d\ude03 #RIT http://t.co/9DrfPy5HRh\n",
        "=========\n",
        "Cluster silhouette mean:0.04\n",
        "Features: love:0.31  item:0.12  #rit:0.08  #artbubblesart:0.06  cave:0.05  cat:0.05  #\u043c\u043e\u0434\u0430:0.03  #onlyatrit:0.03  #bridal:0.03  #ff:0.03  #digg:0.03  #diggretweets:0.03  much:0.03  #hirasu:0.03  #welcometorit:0.03  @ritcrush:0.03  anyone:0.03  nope:0.03  campus:0.03  #jakarta:0.03  #silver:0.03  #sexy:0.03  #eliteretweets:0.03  #felt:0.03  around:0.02  #shopping:0.02  dance:0.02  hahah:0.02  interpretive:0.02  #bestofetsy:0.02  #like2:0.02  saw:0.02  #boebot:0.02  #:0.02  i\u2019m:0.02  lee:0.02  marina:0.02  ::0.02  @apalm9292:0.02  kid:0.02  #romance:0.02  #1o:0.02  #etsybot2:0.02  #diggrt:0.02  #vjse2:0.02  #toronto_r:0.02  friday:0.02  @stephaniesowa:0.02  #addthis:0.02  rt:0.02  #vintage:0.02 \n",
        "\n",
        "[10] 0.09 ->  My love items 23144 https://t.co/Evhv9vgjQW #felt #RIT #bestofetsy\n",
        "[62] 0.00 ->  #FF #RIT #SHOPPING  Friday I\u2019m In love  by Marina Lee http://t.co/ksVVdQfii0\n",
        "[72] 0.00 ->  Friday I\u2019m In love  by Marina Lee http://t.co/57I9l9xCKH #FF #RIT #SHOPPING\n",
        "[88] 0.08 ->  Love item 96032 https://t.co/4hWppV2lUT #RIT #digg #etsybot2\n",
        "[111] 0.05 ->  I love it 51754 https://t.co/m5UWIR7qAF #vjse2 #silversterling #\u043c\u043e\u0434\u0430 #RIT\n",
        "[134] 0.06 ->  My love items 61515 https://t.co/oWUWtMKpV0 #etsybot2   #fashion # #RIT #jeweltweets\n",
        "[146] 0.03 ->  Love this 4457 https://t.co/VzIjBhPKG2 #addthis #RIT #hirasu #boebot\n",
        "[166] 0.07 ->  My love items 17154 https://t.co/NT7MEZv1QD #romantic #Digg  #RIT #hirasu\n",
        "[168] 0.05 ->  Love love love 18726 https://t.co/nIsq1riPrd #blackfriday #shopetsy #RIT\n",
        "[251] 0.01 ->  My love items 12423 https://t.co/eED5l5Apwu #RIT #diggretweets etsybot #Hobbit\n",
        "[280] 0.03 ->  Feeling the sponsor love at #BloggyCon13 ! #rit #zone #lakeerieshores #caudally #alto #udderlysmooth http://t.co/V01IT6obGx\n",
        "[301] 0.03 ->  I love it 1362 https://t.co/7GeADTthtD #RIT #1o #eliteretweets #jakarta #romance\n",
        "[327] 0.03 ->  Love it so much! 81142 https://t.co/sWXqVVsAa2 #boebot #bestofetsy #addthis #pink #RIT\n",
        "[339] 0.03 ->  GAWD I love New York. Miss my #RIT family\n",
        "[344] 0.06 ->  Love it so much! 25493 https://t.co/p3HnYU7pOE #silver #RIT #bridal\n",
        "[375] 0.03 ->  Love the cat cave! 53780 https://t.co/cJZrEhfVXm #diggretweets #RIT #bridal\n",
        "[380] 0.06 ->  RT @apalm9292: \u201c@RITCrush: \"Will anyone love me?\"\u201d Nope #WelcomeToRIT #OnlyAtRIT\n",
        "[382] 0.04 ->  I love this place #rit #fuckyeah\n",
        "[420] 0.07 ->  My love items 75666 https://t.co/9DaBRlfIcv #\u043c\u043e\u0434\u0430  #diggRT #emarikan #RIT\n",
        "[433] 0.08 ->  My love items 61149 https://t.co/MLP9wX7Utp #\u043c\u043e\u0434\u0430 #artbubblesart  #RIT\n",
        "[497] 0.02 ->  \"@StephanieSowa: Saw the kid who interpretive dances around campus again #OnlyAtRIT hahah love him\" where is this guy??\n",
        "[501] 0.02 ->  My love items 15534 https://t.co/uwntBbhVMB #diggretweets #RIT #RIT # #jakarta\n",
        "[514] 0.06 ->  RT @apalm9292: \u201c@RITCrush: \"Will anyone love me?\"\u201d Nope #WelcomeToRIT #OnlyAtRIT\n",
        "[522] 0.06 ->  RT @apalm9292: \u201c@RITCrush: \"Will anyone love me?\"\u201d Nope #WelcomeToRIT #OnlyAtRIT\n",
        "[570] 0.04 ->  Love this 44416 https://t.co/mWv0FgsC7g #felt #artbubblesart #artbubblesart #silver #RIT\n",
        "[579] 0.04 ->  I love it 16430 https://t.co/ljmKepi2zj #artbubblesart #Decorative #RIT\n",
        "[618] 0.03 ->  Gotta love the 9:50am catchy clock bells music blaring trough campus every morning to get you in the school spirit... #RIT #jams\n",
        "[674] 0.02 ->  RT @clow_taylor: I love how I can walk around campus holding a big ole catapult and its considered the norm #onlyatrit\n",
        "[679] 0.06 ->  Love item 24781 https://t.co/nlEg8kUAax #RIT #autofollowback #speedfollowers\n",
        "[704] 0.02 ->  Love the cat cave! 89661 https://t.co/4Rj1NIIVVX #diggretweets #Jakarta #felt #RIT\n",
        "[775] 0.05 ->  #RIT i might show some love tonight.. might\n",
        "[787] 0.04 ->  Love this 87638 https://t.co/LdOPD3Y86z #statweestics #eliteretweets #RIT #BestofEtsy\n",
        "[789] 0.05 ->  Love love love 69114 https://t.co/vIrloNvZWH #artbubblesart #RIT\n",
        "[793] 0.03 ->  I love it 76737 https://t.co/7exWYbjiWo #artbubblesart #tute #RIT #nowfollowing #RIT\n",
        "[799] 0.03 ->  Walk down the Quarter Mile to see someone playing the bicycle theme from Pokemon Red and riding their bike. I love my school. #OnlyAtRIT\n",
        "[827] 0.06 ->  Love the cat cave! 34694 https://t.co/70SYTJKnSm #boebot #RIT #glam\n",
        "[842] 0.05 ->  Love love love 66332 https://t.co/i2CsFlnwr8 #RIT #digg #hirasu #art\n",
        "[878] 0.08 ->  Love item 82647 https://t.co/tRMoN3YxfN #bridal #RIT #\u043c\u043e\u0434\u0430 #artbubblesart\n",
        "[907] 0.02 ->  RT @ToddSkirving: Gotta love the 9:50am catchy clock bells music blaring trough campus every morning to get you in the school spirit... #RI\u2026\n",
        "[969] 0.06 ->  \u201c@RITCrush: \"Will anyone love me?\"\u201d Nope #WelcomeToRIT #OnlyAtRIT\n",
        "[993] 0.03 ->  RT @IanIsNowAbel: Walk down the Quarter Mile to see someone playing the bicycle theme from Pokemon Red and riding their bike. I love my sch\u2026\n",
        "[1014] 0.04 ->  Saw the kid who interpretive dances around campus again #OnlyAtRIT hahah love him\n",
        "[1040] 0.02 ->  RT @StephanieSowa: Saw the kid who interpretive dances around campus again #OnlyAtRIT hahah love him\n",
        "[1111] 0.05 ->  Love love love 64627 https://t.co/ijktxdYsEF #RIT #diggRT #sexy #like2\n",
        "[1153] 0.07 ->  Love the cat cave! 26955 https://t.co/q5ZsMdcvhQ #RIT #vintage\n",
        "[1184] 0.04 ->  I love it 53674 https://t.co/Xg5amINtlk #RIT #sexy #vintage #retweetwizard\n",
        "[1220] 0.05 ->  Love the cat cave! 15487 https://t.co/TP5Mpr17y6 #artpromoter #hirasu #artbubblesart #RIT\n",
        "[1228] 0.04 ->  My love items 5200 https://t.co/FTAHAtQ0wL #RIT #1onecircle #jakarta #SAPPHIRENOW\n",
        "[1233] 0.07 ->  My love items 63878 https://t.co/YtyMRmugo6 #shopping #Eliteretweets #Digg #RIT\n",
        "[1254] 0.04 ->  I love RIT sunsets :) #sunset #RIT http://t.co/rh5b46m3Pz\n",
        "[1274] 0.04 ->  I love it 61420 https://t.co/BZrvJQN8lD #bridal #tshirt #silver #like2 #RIT\n",
        "[1355] 0.03 ->  My love items 87168 https://t.co/JUTjTKfaKg #romance #diggretweets #RIT\n",
        "[1368] 0.02 ->  RT @StephanieSowa: Saw the kid who interpretive dances around campus again #OnlyAtRIT hahah love him\n",
        "[1390] 0.04 ->  Love it so much! 82722 https://t.co/9pW3roeBe3 # #Hobbit #RIT #glam #Women's\n",
        "[1415] 0.01 ->  I love it 83594 https://t.co/sFdVJvC9hz #RIT #vjse2 #jewelry #like2 #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.02\n",
        "Features: #diggretweets:0.29  great:0.15  collection:0.13  #rit:0.11  find:0.05  loved:0.05  #hobbit:0.04  #statweestics:0.04  choice:0.04  pretty:0.04  beautiful:0.04  #weddings:0.04  super:0.04  arrangement:0.03  lovely:0.03  heart:0.03  #boebot:0.03  #emarikan:0.03  #accessories:0.03  #autofollowback:0.03  love:0.03  #tcretweet:0.03  #jakarta:0.03  fresh:0.03  pick:0.03  #:0.03  #hirasu:0.02  color:0.02  #gold:0.02  wonderful:0.02  tre:0.02  #sapphirenow:0.02  classy:0.02  #retweetwizard:0.02  elegant:0.02  #sexy:0.02  #bridal:0.02  #speedfollowers:0.02 \n",
        "\n",
        "[68] 0.04 ->  Beautiful arrangement! 16946 https://t.co/QkPZWtRwao #RIT #diggretweets\n",
        "[83] 0.01 ->  Very great collection ! :) 59156 https://t.co/qnkTDy8zZl #bestofetsy #RIT  # #jakarta\n",
        "[120] 0.04 ->  So beautiful! 88284 https://t.co/b9R1BAVHJM #RIT  #Hobbit #diggretweets\n",
        "[180] 0.09 ->  Very great collection ! :) 44934 https://t.co/M2N05Xi8kg #RIT #diggretweets\n",
        "[185] 0.05 ->  Super choices! 66166 https://t.co/n9lMkXSUss #russian_artists #RIT #diggretweets\n",
        "[228] 0.00 ->  Love love love 22602 https://t.co/0CZ9DBEhLF #RIT #gold #diggretweets\n",
        "[231] 0.00 ->  I love it 20704 https://t.co/qzL4vaG236 #RIT #statweestics #diggretweets #digg\n",
        "[332] 0.00 ->  Best of tre best 46959 https://t.co/RsXBW6xIYS #diggretweets #diggretweets #RIT\n",
        "[442] 0.05 ->  In my heart 37402 https://t.co/DTtd5u4DPa #diggretweets #sexy #diggretweets #RIT\n",
        "[459] 0.06 ->  In my heart 43753 https://t.co/q8CSCarWgY #TCretweet #RIT #diggretweets #diggretweets\n",
        "[471] 0.03 ->  Very great collection ! :) 58391 https://t.co/XNr6Cl0Bp8 #RIT #RIT\n",
        "[520] 0.06 ->  Pretty 41595 https://t.co/YanCIzMYSI #accessories #diggretweets #RIT\n",
        "[590] 0.06 ->  Super choices! 4803 https://t.co/Ii04avPGHA #RIT #diggretweets #artpromoter\n",
        "[601] 0.03 ->  Great finds! 99859 https://t.co/1kHMyBsu5x @JakartaGiat #weddings #coupons #RIT\n",
        "[602] 0.05 ->  So pretty! 65354 https://t.co/pTsVxI4zKK #emarikan #statweestics #diggretweets #RIT\n",
        "[651] 0.01 ->  Very great collection ! :) 13071 https://t.co/L3RvxQiyb5 #RIT #hirasu #accessories\n",
        "[723] 0.05 ->  Super choices! 69783 https://t.co/CRcXhdbnWd  #RIT #diggretweets #myhandmadetweet #boebot\n",
        "[748] 0.03 ->  Very great collection ! :) 62159 https://t.co/a9Ow6PyzhK #RIT #RIT\n",
        "[753] 0.04 ->  Very elegant and classy 11158 https://t.co/kWHz5fa48z #RIT #diggretweets\n",
        "[755] 0.03 ->  Very great collection ! :) 82720 https://t.co/QiWEdkxLV3 #Hobbit #weddings #RIT\n",
        "[951] 0.03 ->  Great finds! 20555 https://t.co/nNS1XTa3DG #jeweltweets #speedfollowers #RIT\n",
        "[992] 0.03 ->  Beautiful arrangement! 4800 https://t.co/5rMVhWyxOf #diggretweets #cotton #RIT\n",
        "[1019] 0.10 ->  Great finds! 74884 https://t.co/hjk3QvRpUb #RIT #autofollowback #diggretweets\n",
        "[1105] 0.05 ->  You will loved it 61757 https://t.co/FLaWmvXYIs #weddings #diggretweets #art #RIT\n",
        "[1196] 0.06 ->  You will loved it 18240 https://t.co/W85Quqj3fV #diggretweets #bridal #RIT\n",
        "[1214] 0.10 ->  Great finds! 39050 https://t.co/sje4plpfGW #diggretweets #RIT #autofollowback\n",
        "[1301] 0.06 ->  So pretty! 68972 https://t.co/73BsOoQaZ9 #diggretweets #jewelry #statweestics #RIT\n",
        "[1342] 0.01 ->  Very great collection ! :) 86693 https://t.co/MQCUHkgOy2 #RIT #SAPPHIRENOW\n",
        "[1380] 0.04 ->  I tweet it 36637 https://t.co/ON6iatSCIU #diggretweets #boebot #toronto #RIT\n",
        "[1410] 0.06 ->  You will loved it 91910 https://t.co/zkaMnurrx3 #RetweetWizard #RIT #diggretweets\n",
        "=========\n",
        "Cluster silhouette mean:0.07\n",
        "Features: stadium:0.18  sahlen's:0.14  tiger:0.13  @ritwsoccer:0.13  tomorrow:0.12  soccer:0.10  men's:0.10  game:0.10  bus:0.10  ::0.09  den:0.09  rt:0.08  student:0.08  sign:0.08  #rit:0.07  @ritsports:0.05  @sunygeneseo:0.05  overtime:0.04  v:0.04  headed:0.04  knotted:0.04  sat:0.04  @ritgettothegame:0.04  #getthere:0.04  #rfxc:0.04  race:0.04  gvp:0.03  @apple:0.03  designer:0.03  start:0.03  msocc|:0.03  release:0.03  #ios7:0.03  @cschwab145:0.03  day:0.03  country:0.03  cross:0.03  @:0.03  @urmenssoccer:0.03  excited:0.03  set:0.03  #styleinyourpocket:0.03  signed:0.02  use:0.02  #ritnews:0.02  @geneseoknights:0.02  kick:0.02  link:0.02  @uofrathletics:0.02  @ritcias:0.02  #gettothegame:0.02  show:0.02  come:0.02  schoo:0.02  today:0.02  lady:0.02  begin:0.02  luck:0.02  #gotigers:0.02  half:0.02 \n",
        "\n",
        "[52] 0.04 ->  RT @RITsports: MSOCC| we're headed to overtime at Sahlen's stadium. #RIT and @urmenssoccer knotted up at 1-1. #GoTigers #RITNews\n",
        "[65] 0.03 ->  @RITWSoccer is set to kick off against the @GeneseoKnights at 4pm today! Come out to Tiger Stadium and show your school spirit #RIT!\n",
        "[97] 0.07 ->  \u201c@cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\u201d\ud83d\udc2f\n",
        "[226] 0.03 ->  Games tomorrow morning!\u26be\ufe0f #rit\n",
        "[233] 0.06 ->  RT @sterry073: \"@cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\" #gettothegame\n",
        "[273] 0.07 ->  \"@cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\" #gettothegame\n",
        "[310] 0.04 ->  RT @RITGETtotheGAME: Free at 4? Stop by Tiger Stadium (the track and field) to cheer on your Men's Soccer team in their home opener vs. Elm\u2026\n",
        "[345] 0.03 ->  Check out all the fun at #RIT XC Tiger Den last Saturday and don't forget Men's Soccer Tiger is Saturday at 730! http://t.co/87kyVFBU06\n",
        "[432] 0.13 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[437] 0.00 ->  RT @RITsports: We are headed to overtime at Sahlen's Stadium, as @RITWSoccer and @UofRathletics are knotted at 1-1. #RIT #RITNews\n",
        "[447] 0.07 ->  RT @cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\n",
        "[465] 0.06 ->  RT @ritcias: Any designer students out there excited for the release of @Apple #iOS7 tomorrow? #RIT #StyleInYourPocket\n",
        "[493] 0.01 ->  MSOCC| Second half of play set to begin from Sahlen's stadium between #RIT and @urmenssoccer. #TigerPride\n",
        "[541] 0.11 ->  #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7XaNANn #ROC\n",
        "[575] 0.03 ->  Free at 4? Stop by Tiger Stadium (the track and field) to cheer on your Men's Soccer team in their home opener vs. Elmira College! #RIT\n",
        "[577] 0.05 ->  RT @RITGETtotheGAME: @RITWSoccer is set to kick off against the @GeneseoKnights at 4pm today! Come out to Tiger Stadium and show your schoo\u2026\n",
        "[620] 0.16 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[641] 0.00 ->  We are headed to overtime at Sahlen's Stadium, as @RITWSoccer and @UofRathletics are knotted at 1-1. #RIT #RITNews\n",
        "[680] 0.07 ->  RT @RITWSoccer: GAME DAY! #RIT vs @SUNYGeneseo - Tiger Stadium 4pm http://t.co/9gwLPlO4F1\n",
        "[706] 0.16 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[712] 0.13 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[715] 0.06 ->  Any designer students out there excited for the release of @Apple #iOS7 tomorrow? #RIT #StyleInYourPocket\n",
        "[782] 0.11 ->  #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http://t.co/VKSS8kv6Bn\n",
        "[819] 0.01 ->  RT @RITsports: MSOCC| Second half of play set to begin from Sahlen's stadium between #RIT and @urmenssoccer. #TigerPride\n",
        "[875] 0.07 ->  RT @RITWSoccer: GAME DAY! #RIT vs @SUNYGeneseo - Tiger Stadium 4pm http://t.co/9gwLPlO4F1\n",
        "[886] 0.13 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[933] 0.04 ->  GAME DAY! #RIT vs @SUNYGeneseo - Tiger Stadium 4pm http://t.co/9gwLPlO4F1\n",
        "[940] 0.05 ->  RT @gennasenecal: Tiger den game #RIT\n",
        "[947] 0.05 ->  RT @HOWbrand: We know some! RT @ritcias: Any designer students out there excited for the release of @Apple #iOS7 tomorrow? #RIT #StyleInYou\u2026\n",
        "[991] 0.06 ->  Tiger den game #RIT\n",
        "[1070] 0.04 ->  MSOCC| we're headed to overtime at Sahlen's stadium. #RIT and @urmenssoccer knotted up at 1-1. #GoTigers #RITNews\n",
        "[1078] 0.06 ->  #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\n",
        "[1087] 0.03 ->  Check out Saturday nights swag for Men's Soccer Tiger Den! Make sure you have your #RIT ID!  #GettotheGame #freeswag http://t.co/crgKu5pi1C\n",
        "[1099] 0.12 ->  RT @RITGETtotheGAME: #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http:\u2026\n",
        "[1134] 0.16 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[1169] 0.06 ->  We know some! RT @ritcias: Any designer students out there excited for the release of @Apple #iOS7 tomorrow? #RIT #StyleInYourPocket\n",
        "[1256] 0.06 ->  \u201c@RITWSoccer: GAME DAY! #RIT vs @SUNYGeneseo - Tiger Stadium 4pm http://t.co/d4fVEW8mLZ\u201d a beautiful day for game day!\n",
        "[1278] 0.12 ->  RT @RITGETtotheGAME: #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http:\u2026\n",
        "[1335] 0.14 ->  #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.co/TawUTvNRiz\n",
        "[1346] 0.05 ->  RT @RITGETtotheGAME: @RITWSoccer is set to kick off against the @GeneseoKnights at 4pm today! Come out to Tiger Stadium and show your schoo\u2026\n",
        "[1367] 0.16 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[1396] 0.16 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[1407] 0.00 ->  RT @RITsports: We are headed to overtime at Sahlen's Stadium, as @RITWSoccer and @UofRathletics are knotted at 1-1. #RIT #RITNews\n",
        "=========\n",
        "Cluster silhouette mean:0.67\n",
        "Features: looking:0.48  gift:0.44  @retweetwizard:0.34  #shopetsybot:0.34  #promoteyourbrand:0.33  @retweettrain:0.33  #rit:0.12  @liuda_s:0.06  @milavintages:0.06  rt:0.06  ::0.06  @elenasfelting:0.02 \n",
        "\n",
        "[14] 0.79 ->  Looking for Gifts? \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[49] 0.79 ->  \u263bLooking for Gifts? \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[64] 0.79 ->  \u263bLooking for Gifts? \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[82] 0.79 ->  \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[156] 0.38 ->  RT @milavintages: \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[425] 0.79 ->  Looking for Gifts? \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[441] 0.79 ->  Looking for Gifts? \u2665 http://t.co/u9HJ4ZrMpK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[490] 0.79 ->  Looking for Gifts? \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[636] 0.79 ->  \u263bLooking for Gifts? \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[665] 0.79 ->  \u263bLooking for Gifts? \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[671] 0.79 ->  \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[682] 0.39 ->  RT @liuda_s: \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[702] 0.28 ->  RT @ElenasFelting: Looking for Gifts? \u2665 http://t.co/CasLIoVJw3 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[714] 0.79 ->  \u263bLooking for Gifts? \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[881] 0.79 ->  Looking for Gifts? \u2665 http://t.co/JgdPAOuVzL #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[954] 0.79 ->  Looking for Gifts? \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[955] 0.39 ->  RT @liuda_s: \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[978] 0.79 ->  \u263bLooking for Gifts? \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1106] 0.38 ->  RT @milavintages: \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1140] 0.79 ->  Looking for Gifts? \u2665 http://t.co/CasLIoVJw3 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1142] 0.79 ->  \u263bLooking for Gifts? \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1163] 0.79 ->  Looking for Gifts? \u2665 http://t.co/u8GVp9FWl5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1186] 0.39 ->  RT @liuda_s: \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1227] 0.38 ->  RT @milavintages: \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1343] 0.79 ->  \u263bLooking for Gifts? \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.22\n",
        "Features: emma:0.20  week:0.19  jones:0.19  @rittfxc:0.17  rookie:0.15  @ritsports:0.13  women's:0.12  country:0.11  cross:0.11  league:0.10  liberty:0.10  runner:0.09  named:0.09  andrew:0.09  athlete:0.09  award:0.09  female:0.09  swept:0.09  male:0.09  bernardo:0.08  standouts:0.08  congrats:0.08  #volleyball:0.07  3rd:0.07  @llathletics:0.07  claiming:0.07  roll:0.07  syzbist:0.07  rt:0.07  ::0.07  honor:0.07  #rit's:0.07  #ritnews:0.06  invational:0.05  led:0.04  @ritgettothegame:0.04  highlander:0.04  houghton's:0.04  freshman:0.04  place:0.04  second:0.04  team:0.03  finish:0.03  first:0.03  #rit:0.03  take:0.03  jon:0.02  morning:0.02 \n",
        "\n",
        "[104] 0.30 ->  RT @RITsports: @RITTFXC runner Emma Jones named Liberty League Women's Cross Country Rookie of the Week. #RIT #RITNews http://t.co/m7grYVA6\u2026\n",
        "[158] 0.29 ->  RT @RITsports: Congrats to @RITTFXC standouts Andrew Bernardo and Emma Jones who swept the #RIT Male and Female Athlete of the Week awards \u2026\n",
        "[178] 0.18 ->  RT @RITGETtotheGAME: #RIT's Syzbist is on a roll claiming her 3rd Rookie of the Week Honors in the @LLAthletics! @RITsports #volleyball htt\u2026\n",
        "[179] 0.30 ->  RT @RITsports: @RITTFXC runner Emma Jones named Liberty League Women's Cross Country Rookie of the Week. #RIT #RITNews http://t.co/m7grYVA6\u2026\n",
        "[296] 0.29 ->  RT @RITsports: Congrats to @RITTFXC standouts Andrew Bernardo and Emma Jones who swept the #RIT Male and Female Athlete of the Week awards \u2026\n",
        "[422] 0.18 ->  RT @RITGETtotheGAME: #RIT's Syzbist is on a roll claiming her 3rd Rookie of the Week Honors in the @LLAthletics! @RITsports #volleyball htt\u2026\n",
        "[650] 0.16 ->  #RIT's Syzbist is on a roll claiming her 3rd Rookie of the Week Honors in the @LLAthletics! @RITsports #volleyball http://t.co/pTPKzirqT5\n",
        "[814] 0.26 ->  @RITTFXC runner Emma Jones named Liberty League Women's Cross Country Rookie of the Week. #RIT #RITNews http://t.co/m7grYVA6GN\n",
        "[853] 0.24 ->  Congrats to @RITTFXC standouts Andrew Bernardo and Emma Jones who swept the #RIT Male and Female Athlete of the Week awards this morning.\n",
        "[859] 0.30 ->  RT @RITsports: @RITTFXC runner Emma Jones named Liberty League Women's Cross Country Rookie of the Week. #RIT #RITNews http://t.co/m7grYVA6\u2026\n",
        "[944] 0.04 ->  RT @RITTFXC: Women's cross country team takes first at Houghton's Highlander Invational led by a second place finish from freshman Emma Jon\u2026\n",
        "[1064] 0.29 ->  RT @RITsports: Congrats to @RITTFXC standouts Andrew Bernardo and Emma Jones who swept the #RIT Male and Female Athlete of the Week awards \u2026\n",
        "[1379] 0.06 ->  Women's cross country team takes first at Houghton's Highlander Invational led by a second place finish from freshman Emma Jones #RITNews\n",
        "=========\n",
        "Cluster silhouette mean:0.11\n",
        "Features: volleyball:0.28  warm:0.12  drop:0.12  set:0.11  match:0.11  fox:0.10  ups:0.10  say:0.10  #ritnews:0.10  nyu:0.10  @colcol808:0.09  play:0.08  @nyuathletics:0.08  #onlyatrit:0.08  trail:0.08  recap:0.06  desales:0.05  @umassbeacons:0.05  ::0.04  opening:0.04  #rit:0.04  classic:0.04  violet:0.04  rt:0.04  loses:0.04  invitational:0.04  invite:0.04  @abberdoodle9:0.04  @mojojokes:0.04  @saramartin94:0.04  cd:0.03  dubsep:0.03  nye:0.03  version:0.03  \ud83d\ude02\ud83d\ude0e:0.03  first:0.03  #sorrynotsorry:0.03  science:0.03  @nphawks:0.03  won:0.03  university:0.03  tiger:0.03  bill:0.03  fall:0.03  score:0.03  guy:0.03  friday:0.02  @bld9936:0.02  second:0.02  @daniellekindron:0.02  25-23:0.02  paltz:0.02 \n",
        "\n",
        "[117] 0.08 ->  #RIT volleyball drops first set against @UMassBeacons 25-23. Tigers trail 7-1 in the second set. #RITNews\n",
        "[124] 0.08 ->  #RIT volleyball loses opening set vs. Desales University, 25-19 at NYU Violet Classic. #RITNEWS\n",
        "[140] 0.10 ->  RECAP - #RIT volleyball loses to DeSales at NYU Violet Classic. #RITNews  http://t.co/fzYAnqBDxL\n",
        "[163] 0.02 ->  RECAP - #RIT volleyball (6-4) defeats @Brockport and @KeukaAthletics on Friday at the RIT Volleyball Invite. #RITNews http://t.co/lq914FUDnV\n",
        "[238] 0.18 ->  When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "[286] 0.08 ->  #RIT volleyball loses set two to @nphawks 25-19. Tigers trail the match 2-0. #RITNews\n",
        "[343] 0.10 ->  RT @DanielleKindron: #onlyatrit do we have a dubsep version of bill nye the science guy on our warm up cd for volleyball \ud83d\ude02\ud83d\ude0e #SorryNotSorry\n",
        "[358] 0.06 ->  #RIT volleyball drops close first set to @nphawks by a score of 25-23. #RITNews\n",
        "[360] 0.10 ->  #onlyatrit do we have a dubsep version of bill nye the science guy on our warm up cd for volleyball \ud83d\ude02\ud83d\ude0e #SorryNotSorry\n",
        "[371] 0.08 ->  Set 2 - #RIT volleyball falls to DeSales University, 25-13. Tigers trail 2-0 in match. #RITNEWS\n",
        "[388] 0.17 ->  RT @BLD9936: \u201c@ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\u201d @abberdoodle9 @saramartin94 @mojojokes \u2026\n",
        "[446] 0.11 ->  #RIT volleyball (7-6) drops opening match at the @NYUAthletics Invite to NYU 3-0. NYU won sets 25-17, 28-26, 25-12.\n",
        "[540] 0.17 ->  RT @BLD9936: \u201c@ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\u201d @abberdoodle9 @saramartin94 @mojojokes \u2026\n",
        "[589] 0.08 ->  #RIT volleyball falls to @NYUAthletics by a score of 28-26 in set two, trail two sets to zero. #RITNews\n",
        "[617] 0.21 ->  RT @ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "[756] 0.21 ->  RT @ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "[826] 0.21 ->  RT @ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "[905] 0.12 ->  RECAP - #RIT volleyball drops both Friday matches at NYU Violet Classic. #RITNews http://t.co/vNIZMR6wu2\n",
        "[1006] 0.11 ->  #RIT volleyball drops set two to @UMassBeacons 25-7, trail the match two sets to zero. #RITNews\n",
        "[1017] 0.15 ->  \u201c@ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\u201d @abberdoodle9 @saramartin94 @mojojokes @mcdhalle14\n",
        "[1020] 0.09 ->  RT @RITsports: #RIT volleyball (7-6) drops opening match at the @NYUAthletics Invite to NYU 3-0. NYU won sets 25-17, 28-26, 25-12.\n",
        "[1021] 0.10 ->  RT @DanielleKindron: #onlyatrit do we have a dubsep version of bill nye the science guy on our warm up cd for volleyball \ud83d\ude02\ud83d\ude0e #SorryNotSorry\n",
        "[1193] 0.21 ->  RT @ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "[1243] 0.08 ->  #RIT volleyball drops second match of day at @NYUAthletics Invitational, falling to @UMassBeacons 25-23, 25-7, 25-17. #RITNews\n",
        "[1249] 0.04 ->  Good battle in set two between #RIT volleyball and @NYUAthletics knotted at 24. RIT led for most of the set before NYU rallied to tie.\n",
        "[1268] 0.08 ->  RECAP - #RIT volleyball drops both matches on Saturday in three sets to DeSales and New Paltz. #RITNews http://t.co/fzYAnqBDxL\n",
        "[1327] 0.11 ->  #RIT volleyball drops first set of morning match, 25-16 to @NYUAthletics at NYU Invitational. #RITNews\n",
        "[1401] 0.09 ->  RECAP - #RIT volleyball drops opening match at NYU Invitational to the hosts in three sets. #RITNews #TigerPride http://t.co/vNIZMR6wu2\n",
        "=========\n",
        "Cluster silhouette mean:0.49\n",
        "Features: lovely:0.41  day:0.33  #promoteyourbrand:0.31  @retweettrain:0.31  @retweetwizard:0.27  #shopetsybot:0.27  #rit:0.11  #bowl:0.09  cut:0.09  enhanced:0.09  gold:0.09  metal:0.09  glass:0.08  #vintage:0.08  #vintageglass:0.07  #vintagegla:0.03  @ginainky:0.03  rt:0.02  ::0.02 \n",
        "\n",
        "[110] 0.61 ->  What a lovely day!\u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[125] 0.61 ->  What a lovely day!\u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[126] 0.61 ->  What a lovely day!\u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[137] 0.21 ->  RT @milavintages: \u263b What a lovely day!\u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[145] 0.61 ->  \u263b What a lovely day!\u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[175] 0.61 ->  \u263b What a lovely day!\u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[197] 0.26 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[261] 0.61 ->  \u263b What a lovely day!\u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[328] 0.61 ->  \u263b What a lovely day!\u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[335] 0.61 ->  29* \u263b What a lovely day!\u2665 http://t.co/gKkaYQzrUy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[421] 0.61 ->  \u263b What a lovely day!\u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[515] 0.61 ->  29* \u263b What a lovely day!\u2665 http://t.co/5soooWochu #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[548] 0.26 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/ZP62JgqtY5 #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[582] 0.61 ->  29* \u263b What a lovely day!\u2665 http://t.co/bovJLOgmiz #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[596] 0.61 ->  \u263b What a lovely day!\u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[639] 0.20 ->  RT @liuda_s: \u263b What a lovely day!\u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[658] 0.20 ->  RT @Ginainky: LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintagegla\u2026\n",
        "[664] 0.61 ->  29* \u263b What a lovely day!\u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[700] 0.61 ->  29* \u263b What a lovely day!\u2665 http://t.co/Kv1AZ6hCwf #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[721] 0.26 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[751] 0.61 ->  29* \u263b What a lovely day!\u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[805] 0.26 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[816] 0.20 ->  RT @Ginainky: LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintagegla\u2026\n",
        "[851] 0.61 ->  29* \u263b What a lovely day!\u2665 http://t.co/Z9ehxj1xjx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[895] 0.61 ->  29* \u263b What a lovely day!\u2665 http://t.co/dS7sp7zPrU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[899] 0.26 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[925] 0.61 ->  \u263b What a lovely day!\u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[935] 0.61 ->  What a lovely day!\u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[953] 0.61 ->  29* \u263b What a lovely day!\u2665 http://t.co/GG7KSKYpBE #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[982] 0.61 ->  29* \u263b What a lovely day!\u2665 http://t.co/S0cF0iWq2M #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1113] 0.61 ->  29* \u263b What a lovely day!\u2665 http://t.co/JBUzmujkzr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1114] 0.61 ->  29* \u263b What a lovely day!\u2665 http://t.co/KpHZE3KUEJ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1175] 0.61 ->  \u263b What a lovely day!\u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1185] 0.26 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[1199] 0.61 ->  29* \u263b What a lovely day!\u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1234] 0.20 ->  RT @Ginainky: LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintagegla\u2026\n",
        "[1241] 0.61 ->  \u263b What a lovely day!\u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1275] 0.26 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[1321] 0.61 ->  29* \u263b What a lovely day!\u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1330] 0.26 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[1413] 0.61 ->  \u263b What a lovely day!\u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.06\n",
        "Features: msocc:0.17  #ritsports:0.16  #ritnews:0.12  @ritwsoccer:0.09  tiger:0.08  @ritsports:0.08  stadium:0.08  min:0.07  @johnakaddo:0.07  lead:0.07  @ecsoaringeagles:0.07  @urmenssoccer:0.07  wsocc:0.07  soccer:0.06  @geneseoknights:0.06  underway:0.06  men's:0.06  @dbloshkin:0.06  half:0.06  assist:0.06  #tigerpride:0.06  #rit:0.05  goal:0.05  give:0.05  scoreless:0.05  @alexa_rae4:0.05  @jamjam_05:0.05  score:0.05  rt:0.05  shuts:0.05  ::0.05  #elmira:0.05  standouts:0.05  featured:0.04  ot:0.04  video:0.04  headed:0.04  dish:0.04  pk:0.03  @rueben910:0.03  favor:0.03  shot:0.03  kaddo:0.03  elmira:0.03  outshot:0.03  play:0.02  ur:0.02  yellowjackets:0.02  draw:0.02  gls:0.02  we're:0.02  sahlen's:0.02  john:0.02  bloshkin:0.02  danny:0.02  tuesday:0.02 \n",
        "\n",
        "[115] 0.05 ->  WSOCC | Underway at Tiger Stadium between @RITWSoccer and @GeneseoKnights #RITNews #RITSports\n",
        "[169] 0.05 ->  MSOCC | at the half we're in a 0-0 draw between #RIT and @urmenssoccer. Tigers have outshot Yellowjackets 4-3.\n",
        "[184] 0.05 ->  MSOCC | Halftime at Tiger Stadium #RIT leads @ECSoaringEagles 1-0. Shots are 9-6 in favor of Tigers. @rueben910 scored Tigers goal.\n",
        "[234] 0.08 ->  RT @RITsports: MSOCC | #RIT (3-3-0) shuts out @ECSoaringEagles 3-0 on Tuesday. @johnakaddo scores 2 gls. @DBloshkin dishes out 3 assists. #\u2026\n",
        "[267] 0.05 ->  RT @RITsports: MSOCC | at the half we're in a 0-0 draw between #RIT and @urmenssoccer. Tigers have outshot Yellowjackets 4-3.\n",
        "[385] 0.04 ->  RT @RITsports: John Kaddo scores two goals as #RIT (3-3-0) men's soccer shuts out Elmira 3-0. Danny Bloshkin dishes out 3 assists. http://t\u2026\n",
        "[412] 0.10 ->  RT @RITsports: MSOCC | @rueben910 gives #RIT a 1-0 lead over #Elmira in the 2'. @johnakaddo and @DBloshkin had the assists. #RITSports #RIT\u2026\n",
        "[434] 0.02 ->  #RIT (2-3-0) men's soccer shut out 5-0 at SUNY Cortland. #RITSports #RITNews http://t.co/26fMplL36u\n",
        "[569] 0.09 ->  RT @RITsports: WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "[609] 0.05 ->  WSOCC | a little over 33 min. to kickoff between @RITWSoccer and @GeneseoKnights. #RITSports #RITNews\n",
        "[667] 0.06 ->  RT @RITsports: @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t\u2026\n",
        "[684] 0.06 ->  MSOCC | @johnakaddo has PK saved by @ECSoaringEagles keeper. score remains 3-0 #RIT with 29 min. to play in 2nd half.\n",
        "[734] 0.04 ->  John Kaddo scores two goals as #RIT (3-3-0) men's soccer shuts out Elmira 3-0. Danny Bloshkin dishes out 3 assists. http://t.co/O0IEU35m3u\n",
        "[761] 0.07 ->  MSOCC | @DBloshkin gives #RIT men's soccer a 1-0 lead over @urmenssoccer on a PK in the 46'. RIT 1, UR 0\n",
        "[765] 0.06 ->  MSOCC | in the 16' #RIT continues to lead  @ECSoaringEagles 1-0. Shots on goal are 3-1 in favor of Soaring Eagles. #RITSports\n",
        "[766] 0.05 ->  MSOCC | We are underway at Sahlen's Stadium between #RIT and @urmenssoccer #RITSports #RITNews\n",
        "[818] 0.08 ->  WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "[843] 0.11 ->  MSOCC | @rueben910 gives #RIT a 1-0 lead over #Elmira in the 2'. @johnakaddo and @DBloshkin had the assists. #RITSports #RITNews\n",
        "[896] 0.06 ->  MSOCC | We are underway at Tiger Stadium for #RIT men's soccer vs. #Elmira. #RITSports #RITNews\n",
        "[909] 0.06 ->  RT @RITsports: @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t\u2026\n",
        "[923] 0.06 ->  RT @RITsports: MSOCC | @DBloshkin gives #RIT men's soccer a 1-0 lead over @urmenssoccer on a PK in the 46'. RIT 1, UR 0\n",
        "[1049] 0.03 ->  MSOCC | 18 min. to play in the 2nd half at Sahlen's Stadium. #RIT leads @urmenssoccer 1-0.\n",
        "[1053] 0.06 ->  RT @RITsports: @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t\u2026\n",
        "[1072] 0.03 ->  Kaddo scores two goals as #RIT men's soccer shuts out Elmira 3-0 in non-conference action. #RITNews #TigerPride http://t.co/O0IEU35m3u\n",
        "[1073] 0.09 ->  RT @RITsports: WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "[1101] 0.11 ->  MSOCC | @johnakaddo gives #RIT a 2-0 lead over @ECSoaringEagles with a goal in 56'. #RITSports #RITNews\n",
        "[1242] 0.10 ->  MSOCC | @johnakaddo makes it 3-0 #RIT over @ECSoaringEagles in the 56'. #RITNews #RITSports\n",
        "[1260] 0.06 ->  @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t.co/EjsGI4tcXD\n",
        "[1329] 0.05 ->  RT @RITsports: MSOCC | We are underway at Tiger Stadium for #RIT men's soccer vs. #Elmira. #RITSports #RITNews\n",
        "[1352] 0.11 ->  MSOCC | #RIT (3-3-0) shuts out @ECSoaringEagles 3-0 on Tuesday. @johnakaddo scores 2 gls. @DBloshkin dishes out 3 assists. #RITSports\n",
        "[1364] 0.09 ->  RT @RITsports: WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "=========\n",
        "Cluster silhouette mean:0.15\n",
        "Features: set:0.25  vb:0.23  @potsdambears:0.22  lead:0.18  @fredstatedevils:0.15  take:0.11  @fisherathletics:0.11  @keukaathletics:0.11  @uofrathletics:0.11  @ritsports:0.09  @brockport:0.07  win:0.07  #rit:0.07  third:0.06  defeat:0.06  rt:0.05  ::0.05  @medaillemavs:0.05  match:0.05  second:0.05  force:0.05  v:0.04  knotted:0.04  opening:0.04  tiger:0.04  fifth:0.04  hold:0.04  keuka:0.03  fredonia:0.03  drop:0.03  move:0.02  play:0.02  defeating:0.02  straight:0.02  struggling:0.02  trying:0.02  onto:0.02  slim:0.02  beat:0.02  resume:0.02  weekend:0.02  fourth:0.02  #ritnews:0.02  tied:0.02  good:0.02  point:0.02  tournament:0.02 \n",
        "\n",
        "[47] 0.10 ->  @PotsdamBears and #RIT are knotted at 21-21 in the second set.\n",
        "[86] 0.08 ->  @PotsdamBears takes the match! Win the fifth set 15-8. Tournament done for tonight! Resumes tomorrow at 11 am. #RITNEWS\n",
        "[95] 0.17 ->  VB | #RIT defeats Keuka 25-22 in opening set. @FisherAthletics leads @FredStateDevils 11-9 in opening set.\n",
        "[98] 0.17 ->  RT @RITsports: VB | #RIT leads 15-13 in the second over @PotsdamBears while @FredStateDevils leads @UofRathletics 15-7.\n",
        "[116] 0.08 ->  RT @RITsports: #RIT takes third set 25-15 defeating @Brockport in straight sets. The Tigers play again at 7pm against @KeukaAthletics. #RIT\u2026\n",
        "[154] 0.18 ->  VB | #RIT leads 15-13 in the second over @PotsdamBears while @FredStateDevils leads @UofRathletics 15-7.\n",
        "[165] 0.19 ->  RT @RITsports: VB | @PotsdamBears takes set 3 over #RIT 27-25. Tigers lead the match 2-1.\n",
        "[213] 0.13 ->  RT @RITsports: VB | #RIT forces fifth set vs. @KeukaAthletics wins set four 25-17. Tied 2-2. @medaillemavs beats @PotsdamBears in set 2, 25\u2026\n",
        "[218] 0.11 ->  #RIT grabs a 5-3 lead over @KeukaAthletics in set 5. @FisherAthletics forces set 5 vs. @FredStateDevils with 25-18 win in set 4\n",
        "[243] 0.25 ->  VB | #RIT takes set 1 over @PotsdamBears 25-13. @FredStateDevils leads @UofRathletics 21-15.\n",
        "[290] 0.04 ->  VB | #RIT drops opening set to Medaille 28-26. @p\n",
        "[305] 0.13 ->  More #RIT VB Invitational scores. First set, @UofRathletics leads @PotsdamBears by a tally of 9-3.\n",
        "[349] 0.13 ->  VB | #RIT forces fifth set vs. @KeukaAthletics wins set four 25-17. Tied 2-2. @medaillemavs beats @PotsdamBears in set 2, 25-22.\n",
        "[370] 0.06 ->  RIT takes the first set over @Brockport 25-19 while @FisherAthletics downs @UofRathletics 25-21 in Clark Gym. #RITNEWS\n",
        "[402] 0.19 ->  VB | @PotsdamBears takes set 3 over #RIT 27-25. Tigers lead the match 2-1.\n",
        "[408] 0.13 ->  RT @RITsports: VB | #RIT moves to 3-0 on weekend with four set win over @PotsdamBears. Tigers win 25-13, 25-21, 25-27, 25-18\n",
        "[550] 0.20 ->  VB | @FisherAthletics defeats @FredStateDevils 25-17 in set one, @KeukaAthletics leads #RIT 15-9 in set two.\n",
        "[584] 0.17 ->  RT @RITsports: VB | #RIT defeats Keuka 25-22 in opening set. @FisherAthletics leads @FredStateDevils 11-9 in opening set.\n",
        "[603] 0.09 ->  RT @RITsports: #RIT struggling with @medaillemavs down 18-10 in set two. @PotsdamBears are trying to hold off @Brockport and win the match,\u2026\n",
        "[622] 0.18 ->  RT @RITsports: VB | @KeukaAthletics forces fourth set vs. @FisherAthletics, #RIT leads @PotsdamBears 21-14 in fourth set, up 2-1.\n",
        "[626] 0.08 ->  RT @RITsports: @PotsdamBears takes the match! Win the fifth set 15-8. Tournament done for tonight! Resumes tomorrow at 11 am. #RITNEWS\n",
        "[628] 0.11 ->  #RIT struggling with @medaillemavs down 18-10 in set two. @PotsdamBears are trying to hold off @Brockport and win the match, they lead 16-13\n",
        "[630] 0.22 ->  VB | @KeukaAthletics takes the third set over #RIT 25-19. Lead 2-1. @FredStateDevils leads @FisherAthletics 10-7 in set three.\n",
        "[637] 0.22 ->  VB | #RIT takes set 2 over @PotsdamBears, 25-21, @FredStateDevils defeats @UofRathletics 25-20.  RIT and Fredonia lead 2-0.\n",
        "[796] 0.06 ->  #RIT takes third set 25-15 defeating @Brockport in straight sets. The Tigers play again at 7pm against @KeukaAthletics. #RITNews #TigerPride\n",
        "[844] 0.19 ->  VB | @KeukaAthletics forces fourth set vs. @FisherAthletics, #RIT leads @PotsdamBears 21-14 in fourth set, up 2-1.\n",
        "[849] 0.13 ->  VB | @FredStateDevils defeats @KeukaAthletics in three sets, 25-18, 25-14, 25-19. Fredonia plays @FisherAthletics and Keuka plays #RIT at 7.\n",
        "[864] 0.10 ->  @FisherAthletics up 15-5 over @UofRathletics in third set while #RIT holds onto slim three point lead over @Brockport 8-5\n",
        "[879] 0.19 ->  RT @RITsports: VB | Good third set between #RIT and @PotsdamBears knotted at 19. @FredStateDevils leads @UofRathletics 22-15\n",
        "[975] 0.14 ->  VB | #RIT moves to 3-0 on weekend with four set win over @PotsdamBears. Tigers win 25-13, 25-21, 25-27, 25-18\n",
        "[1032] 0.24 ->  RT @RITsports: VB | #RIT takes set 1 over @PotsdamBears 25-13. @FredStateDevils leads @UofRathletics 21-15.\n",
        "[1047] 0.20 ->  VB | Good third set between #RIT and @PotsdamBears knotted at 19. @FredStateDevils leads @UofRathletics 22-15\n",
        "[1119] 0.10 ->  @FisherAthletics up 15-8 over @UofRathletics in third set while #RIT holds onto slim three point lead over @Brockport 9-5\n",
        "[1131] 0.07 ->  VB | We switch sides in the fifth set with #RIT leading @KeukaAthletics 8-5\n",
        "[1156] 0.17 ->  RT @RITsports: VB | #RIT drops opening set to @medaillemavs 28-26. @PotsdamBears takes set three vs. @Brockport 25-22, leads 2-1.\n",
        "[1181] 0.16 ->  VB | #RIT drops opening set to @medaillemavs 28-26. @PotsdamBears takes set three vs. @Brockport 25-22, leads 2-1.\n",
        "[1277] 0.18 ->  VB | Early updates, set 1. #RIT leads @PotsdamBears 12-4, @FredStateDevils leads @UofRathletics 10-5.\n",
        "[1281] 0.23 ->  VB | @FredStateDevils takes set 2 over @FisherAthletics 25-22. In set 3, @KeukaAthletics leads #RIT 14-10.\n",
        "[1307] 0.10 ->  RT @RITsports: @PotsdamBears and #RIT are knotted at 21-21 in the second set.\n",
        "[1360] 0.14 ->  Day 2 of the #RIT VB Invite is here. RIT vs. @PotsdamBears, @UofRathletics vs. @FredStateDevils and @FisherAthletics vs. @KeukaAthletics.\n",
        "[1417] 0.21 ->  RT @RITsports: VB | #RIT takes set 2 over @PotsdamBears, 25-21, @FredStateDevils defeats @UofRathletics 25-20.  RIT and Fredonia lead 2-0.\n",
        "=========\n",
        "clusters: 25 skipped 1 (0.0704721634954%) tweets our of 1419 total tweets\n"
       ]
      },
      {
       "output_type": "pyout",
       "prompt_number": 17,
       "text": [
        "{'clusters': 25, 'sil_score': 0.10632569377937959, 'skipped': 1, 'total': 1419}"
       ]
      }
     ],
     "prompt_number": 17
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fx.reset_features(tweet_set)\n",
      "fx.extract_bigrams(tweet_set)\n",
      "perform_tweet_clustering(tweet_set)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "=========\n",
        "Cluster silhouette mean:0.20\n",
        "Features: #diggretweets_#rit:0.72  cat_cave:0.33  love_items:0.11  #_#jakarta:0.06  #accessories_#diggretweets:0.06  #artbubblesart_#rit:0.06  #artpromoter_#hirasu:0.06  #boebot_#rit:0.06  #diggretweets_#diggretweets:0.06  #diggretweets_#jakarta:0.06  #diggretweets_#sexy:0.06  #emarikan_#statweestics:0.06  #felt_#rit:0.06  #ff_#russian_artists:0.06  #handmade_#diggretweets:0.06  #hirasu_#artbubblesart:0.06  #jakarta_#felt:0.06  #rit_#:0.06  #rit_#artbubblesart:0.06  #rit_#autofollowback:0.06  #rit_#bridal:0.06  #rit_#etsyboebot:0.06  #rit_#glam:0.06  #rit_#rit:0.06  #rit_#vintage:0.06  #romance_#diggretweets:0.06  #russian_artists_#rit:0.06  #sexy_#diggretweets:0.06  #statweestics_#diggretweets:0.06  #tweet_co_#diggretweets:0.06  best_treasury:0.06  great_finds:0.06  lovely_treasury:0.06  tre_best:0.06  wonderful_treasury:0.06  wonderfully_done:0.06 \n",
        "\n",
        "[132] 0.21 ->  Wonderful treasury 93284 https://t.co/FjAHi9VPYs #diggretweets #RIT #etsyboebot\n",
        "[315] 0.21 ->  Lovely treasury 44269 https://t.co/cMgBLXp95f #diggretweets #RIT #artbubblesart\n",
        "[332] 0.21 ->  Best of tre best 46959 https://t.co/RsXBW6xIYS #diggretweets #diggretweets #RIT\n",
        "[375] 0.26 ->  Love the cat cave! 53780 https://t.co/cJZrEhfVXm #diggretweets #RIT #bridal\n",
        "[442] 0.21 ->  In my heart 37402 https://t.co/DTtd5u4DPa #diggretweets #sexy #diggretweets #RIT\n",
        "[501] 0.18 ->  My love items 15534 https://t.co/uwntBbhVMB #diggretweets #RIT #RIT # #jakarta\n",
        "[520] 0.25 ->  Pretty 41595 https://t.co/YanCIzMYSI #accessories #diggretweets #RIT\n",
        "[565] 0.21 ->  Best treasury on Etsy 90660 https://t.co/IoJkxPmRng #handmade #diggretweets #RIT\n",
        "[602] 0.21 ->  So pretty! 65354 https://t.co/pTsVxI4zKK #emarikan #statweestics #diggretweets #RIT\n",
        "[704] 0.13 ->  Love the cat cave! 89661 https://t.co/4Rj1NIIVVX #diggretweets #Jakarta #felt #RIT\n",
        "[757] 0.14 ->  Love the cat cave! 32173 https://t.co/x0RKMZq6Er #FF #russian_artists #RIT\n",
        "[827] 0.14 ->  Love the cat cave! 34694 https://t.co/70SYTJKnSm #boebot #RIT #glam\n",
        "[883] 0.25 ->  Wonderfully done!! 6801 https://t.co/hu8fP7XakP #diggretweets #RIT\n",
        "[988] 0.25 ->  Treasury on Etsy 6979 https://t.co/B8vm6bsZH8 #tweet_co #diggretweets #RIT\n",
        "[1153] 0.16 ->  Love the cat cave! 26955 https://t.co/q5ZsMdcvhQ #RIT #vintage\n",
        "[1214] 0.21 ->  Great finds! 39050 https://t.co/sje4plpfGW #diggretweets #RIT #autofollowback\n",
        "[1220] 0.13 ->  Love the cat cave! 15487 https://t.co/TP5Mpr17y6 #artpromoter #hirasu #artbubblesart #RIT\n",
        "[1355] 0.22 ->  My love items 87168 https://t.co/JUTjTKfaKg #romance #diggretweets #RIT\n",
        "=========\n",
        "Cluster silhouette mean:0.85\n",
        "Features: #rit_#ritnews:1.00  @atlantic_hockey_poll:1.00  @ritmhky_tigers:1.00  finish_fifth:1.00  pretty_strong:1.00  tigers_picked:1.00  @jtvenniro_::0.83  rt_@jtvenniro:0.83 \n",
        "\n",
        "[50] 0.91 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[369] 0.91 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[381] 0.91 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[1088] 0.53 ->  They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.co/Eynf5ZnnJ6\n",
        "[1120] 0.91 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[1150] 0.91 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "=========\n",
        "=========\n",
        "Cluster silhouette mean:0.22\n",
        "Features: entrepreneurial_leadership:1.00  leadership_summit:1.00  #rit_entrepreneurial:0.67  :_#rit:0.44  pm_free:0.44  registration_required:0.44  #rit_hosts:0.33  summit_september:0.33  #digent_#roc:0.22  #entrepreneurship_#digent:0.22  @juli_k_::0.22  @rballiance_::0.22  rt_@juli_k:0.22  rt_@rballiance:0.22  summit_#entrepreneurship:0.22  :_spending:0.11  @rebecca_boone_::0.11  rt_@rebecca_boone:0.11 \n",
        "\n",
        "[16] 0.10 ->  #RIT hosts an Entrepreneurial Leadership Summit September 27.  http://t.co/nltsjVARyP\n",
        "[256] 0.21 ->  RT @RBAlliance: #RIT hosts an Entrepreneurial Leadership Summit September 27.  http://t.co/nltsjVARyP\n",
        "[488] 0.27 ->  #RIT Entrepreneurial Leadership Summit 9/29 1-5 PM Free, but registration required because space is limited. http://t.co/39kdo4s38z #ROC\n",
        "[562] 0.15 ->  Spending my afternoon at the #RIT Entrepreneurial Leadership Summit\n",
        "#Entrepreneurship #digent #ROC\n",
        "[607] 0.14 ->  RT @rebecca_boone: Spending my afternoon at the #RIT Entrepreneurial Leadership Summit\n",
        "#Entrepreneurship #digent #ROC\n",
        "[990] 0.30 ->  RT @Juli_K: #RIT Entrepreneurial Leadership Summit 9/29 1-5 PM Free, but registration required because space is limited. http://t.co/39kdo4\u2026\n",
        "[1255] 0.27 ->  #RIT Entrepreneurial Leadership Summit 9/29 1-5 PM Free, but registration required because space is limited. http://t.co/39kdo4s38z  #ROC\n",
        "[1264] 0.30 ->  RT @Juli_K: #RIT Entrepreneurial Leadership Summit 9/29 1-5 PM Free, but registration required because space is limited. http://t.co/39kdo4\u2026\n",
        "[1311] 0.21 ->  RT @RBAlliance: #RIT hosts an Entrepreneurial Leadership Summit September 27.  http://t.co/nltsjVARyP\n",
        "=========\n",
        "Cluster silhouette mean:0.84\n",
        "Features: #promoteyourbrand_#rit:1.00  #rit_@retweettrain:1.00  @retweettrain_@retweetwizard:1.00  @retweetwizard_#shopetsybot:1.00  best_season:1.00  @liuda_s_::0.06  rt_@liuda_s:0.06  @milavintages_::0.02  rt_@milavintages:0.02 \n",
        "\n",
        "[112] 0.22 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[114] 0.90 ->  The best season \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[150] 0.90 ->  \u263b The best season \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[176] 0.90 ->  32* \u263b The best season \u2665 http://t.co/vPHy39Rtto #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[237] 0.90 ->  32* \u263b The best season \u2665 http://t.co/bovJLOgmiz #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[272] 0.90 ->  32* \u263b The best season \u2665 http://t.co/KpHZE3KUEJ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[357] 0.90 ->  32* \u263b The best season \u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[418] 0.90 ->  \u263b The best season \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[423] 0.90 ->  The best season \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[439] 0.90 ->  \u263b The best season \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[472] 0.90 ->  32* \u263b The best season \u2665 http://t.co/wxkWYPcP8L #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[574] 0.90 ->  \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[598] 0.90 ->  32* \u263b The best season \u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[605] 0.90 ->  32* \u263b The best season \u2665 http://t.co/soW5fQy7lR #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[638] 0.90 ->  32* \u263b The best season \u2665 http://t.co/eEzqMxs4Dr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[654] 0.90 ->  32* \u263b The best season \u2665 http://t.co/usJ2Teb542 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[685] 0.90 ->  32* \u263b The best season \u2665 http://t.co/bRmjgawkGk #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[735] 0.90 ->  32* \u263b The best season \u2665 http://t.co/sGUsM1NfKU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[792] 0.90 ->  \u263b The best season \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[802] 0.90 ->  32* \u263b The best season \u2665 http://t.co/dg5vFiX8df #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[803] 0.14 ->  RT @milavintages: \u263b The best season \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[840] 0.90 ->  32* \u263b The best season \u2665 http://t.co/JBUzmujkzr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[841] 0.90 ->  \u263b The best season \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[850] 0.90 ->  \u263b The best season \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[852] 0.90 ->  32* \u263b The best season \u2665 http://t.co/Wjd3V94FJA #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[863] 0.90 ->  32* \u263b The best season \u2665 http://t.co/g2UW1kVYRV #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[869] 0.90 ->  32* \u263b The best season \u2665 http://t.co/XjErPofJoo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[885] 0.90 ->  32* \u263b The best season \u2665 http://t.co/pgeucR8wk0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[943] 0.90 ->  32* \u263b The best season \u2665 http://t.co/NUTAt1QSON #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[971] 0.90 ->  32* \u263b The best season \u2665 http://t.co/S0cF0iWq2M #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[972] 0.90 ->  32* \u263b The best season \u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1009] 0.90 ->  32* \u263b The best season \u2665 http://t.co/HFhoF9a39E #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1034] 0.90 ->  32* \u263b The best season \u2665 http://t.co/JtJTo4SZ1d #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1042] 0.90 ->  \u263b The best season \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1050] 0.90 ->  32* \u263b The best season \u2665 http://t.co/mog5g0NNvt #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1051] 0.90 ->  The best season \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1054] 0.90 ->  32* \u263b The best season \u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1091] 0.90 ->  \u263b The best season \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1095] 0.90 ->  32* \u263b The best season \u2665 http://t.co/5soooWochu #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1229] 0.90 ->  32* \u263b The best season \u2665 http://t.co/dS7sp7zPrU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1244] 0.90 ->  32* \u263b The best season \u2665 http://t.co/Z9ehxj1xjx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1263] 0.90 ->  32* \u263b The best season \u2665 http://t.co/O7sBClHQUZ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1266] 0.22 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1276] 0.22 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1315] 0.90 ->  The best season \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1328] 0.90 ->  32* \u263b The best season \u2665 http://t.co/UOe6PBTxnW #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1334] 0.90 ->  \u263b The best season \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.87\n",
        "Features: #promoteyourbrand_#rit:1.00  #rit_@retweettrain:1.00  @retweettrain_@retweetwizard:1.00  @retweetwizard_#shopetsybot:1.00  lovely_day:1.00  @liuda_s_::0.03  @milavintages_::0.03  rt_@liuda_s:0.03  rt_@milavintages:0.03 \n",
        "\n",
        "[110] 0.92 ->  What a lovely day!\u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[125] 0.92 ->  What a lovely day!\u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[126] 0.92 ->  What a lovely day!\u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[137] 0.15 ->  RT @milavintages: \u263b What a lovely day!\u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[145] 0.92 ->  \u263b What a lovely day!\u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[175] 0.92 ->  \u263b What a lovely day!\u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[261] 0.92 ->  \u263b What a lovely day!\u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[328] 0.92 ->  \u263b What a lovely day!\u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[335] 0.92 ->  29* \u263b What a lovely day!\u2665 http://t.co/gKkaYQzrUy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[421] 0.92 ->  \u263b What a lovely day!\u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[515] 0.92 ->  29* \u263b What a lovely day!\u2665 http://t.co/5soooWochu #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[582] 0.92 ->  29* \u263b What a lovely day!\u2665 http://t.co/bovJLOgmiz #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[596] 0.92 ->  \u263b What a lovely day!\u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[639] 0.18 ->  RT @liuda_s: \u263b What a lovely day!\u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[664] 0.92 ->  29* \u263b What a lovely day!\u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[700] 0.92 ->  29* \u263b What a lovely day!\u2665 http://t.co/Kv1AZ6hCwf #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[751] 0.92 ->  29* \u263b What a lovely day!\u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[851] 0.92 ->  29* \u263b What a lovely day!\u2665 http://t.co/Z9ehxj1xjx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[895] 0.92 ->  29* \u263b What a lovely day!\u2665 http://t.co/dS7sp7zPrU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[925] 0.92 ->  \u263b What a lovely day!\u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[935] 0.92 ->  What a lovely day!\u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[953] 0.92 ->  29* \u263b What a lovely day!\u2665 http://t.co/GG7KSKYpBE #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[982] 0.92 ->  29* \u263b What a lovely day!\u2665 http://t.co/S0cF0iWq2M #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1113] 0.92 ->  29* \u263b What a lovely day!\u2665 http://t.co/JBUzmujkzr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1114] 0.92 ->  29* \u263b What a lovely day!\u2665 http://t.co/KpHZE3KUEJ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1175] 0.92 ->  \u263b What a lovely day!\u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1199] 0.92 ->  29* \u263b What a lovely day!\u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1241] 0.92 ->  \u263b What a lovely day!\u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1321] 0.92 ->  29* \u263b What a lovely day!\u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1413] 0.92 ->  \u263b What a lovely day!\u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.36\n",
        "Features: #rit_vs:1.00  community_shield:1.00  hillside_community:1.00  vs_#universityofrochester:1.00  #roc_#soccer:0.81  #soccer_#hillsidefa:0.57  game_#fireworks:0.57  post_game:0.57  #sahlen_#fireworks:0.24  #soccer_#sahlen:0.24  #roc_#soc:0.19  :_post:0.19  @specialsantas_::0.19  rt_@specialsantas:0.19  win_tickets:0.10 \n",
        "\n",
        "[12] 0.50 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[85] 0.19 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[109] 0.50 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[119] 0.50 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[201] 0.19 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[222] 0.34 ->  This weekend is Hillside Community Shield! #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[242] 0.19 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[262] 0.34 ->  This weekend is Hillside Community Shield! #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[443] 0.50 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[445] 0.50 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[452] 0.50 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[717] 0.31 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #Sahlen #Fireworks\n",
        "[745] 0.50 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[833] 0.31 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #Sahlen #Fireworks\n",
        "[941] 0.31 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #Sahlen #Fireworks\n",
        "[981] 0.31 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #Sahlen #Fireworks\n",
        "[995] 0.30 ->  RT to win tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[998] 0.50 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[1022] 0.30 ->  RT to win tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[1037] 0.31 ->  Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Soccer #Sahlen #Fireworks\n",
        "[1079] 0.19 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.70\n",
        "Features: #bowl_gold:1.00  #promoteyourbrand_#rit:1.00  #rit_@retweettrain:1.00  #vintage_cut:1.00  cut_glass:1.00  glass_#bowl:1.00  gold_metal:1.00  metal_enhanced:1.00  @retweettrain_#vintageglass:0.73  :_lovely:0.27  @ginainky_::0.27  @retweettrain_#vintagegla:0.27  rt_@ginainky:0.27 \n",
        "\n",
        "[197] 0.78 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[548] 0.78 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/ZP62JgqtY5 #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[658] 0.49 ->  RT @Ginainky: LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintagegla\u2026\n",
        "[721] 0.78 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[805] 0.78 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[816] 0.49 ->  RT @Ginainky: LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintagegla\u2026\n",
        "[899] 0.78 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[1185] 0.78 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[1234] 0.49 ->  RT @Ginainky: LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintagegla\u2026\n",
        "[1275] 0.78 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[1330] 0.78 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "=========\n",
        "Cluster silhouette mean:0.47\n",
        "Features: :_humans:1.00  @ritmediawivell_::1.00  humans_vs:1.00  rt_@ritmediawivell:1.00  via_@youtube:1.00  zombie_apocalypse:1.00  #onlyatrit_#ritnews:0.75  @youtube_#onlyatrit:0.75  :_rt:0.62  #ritnews_#o:0.50  @ritnews_::0.50  rt_@ritnews:0.50  #only_@rit:0.25  #ritnews_#only:0.25  @youtube_#hvzweek:0.25  @bobfinnerty_::0.12  rt_@bobfinnerty:0.12 \n",
        "\n",
        "[113] 0.41 ->  RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #only@rit\n",
        "[196] 0.62 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[516] 0.62 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[524] 0.62 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[770] 0.24 ->  RT @RITMediaWivell: Humans vs. Zombies! Zombie apocalypse at #RIT! http://t.co/oMf4xAtKB1 via @youtube #hvzweek\u201d #RITNews\n",
        "[848] 0.62 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[884] 0.41 ->  RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/XrTtxeTs3z via @youtube #onlyatRIT #Ritnews #only@rit\n",
        "[1132] 0.26 ->  RT @BobFinnerty: RT @RITMediaWivell: Humans vs. Zombies! Zombie apocalypse at #RIT! http://t.co/oMf4xAtKB1 via @youtube #hvzweek\u201d #RITNews\n",
        "=========\n",
        "Cluster silhouette mean:0.51\n",
        "Features: #rit_vs:1.00  #roc_#woso:1.00  sahlen's_stadium:1.00  vs_@urwomenssoccer:1.00  rt_@ritwsoccer:0.88  community_shield:0.75  hillside_community:0.75  :_hillside:0.62  @ritwsoccer_::0.62  @ritwsoccer_#rit:0.25  go_tigers:0.25  good_luck:0.25  :_good:0.12  @paulgebel_::0.12  rt_@paulgebel:0.12 \n",
        "\n",
        "[34] 0.25 ->  Good luck, ladies. Go Tigers! RT @RITWSoccer #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/sLfr10Tc55\n",
        "[235] 0.67 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[413] 0.67 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[508] 0.67 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[646] 0.67 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[697] 0.22 ->  RT @paulgebel: Good luck, ladies. Go Tigers! RT @RITWSoccer #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/sLfr10T\u2026\n",
        "[1108] 0.28 ->  Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[1411] 0.67 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "=========\n",
        "Cluster silhouette mean:0.46\n",
        "Features: #rit_leads:1.00  @keukaathletics_forces:1.00  forces_fourth:1.00  fourth_set:1.00  leads_@potsdambears:1.00  set_vs:1.00  :_vb:0.50  @ritsports_::0.50  rt_@ritsports:0.50 \n",
        "\n",
        "[622] 0.50 ->  RT @RITsports: VB | @KeukaAthletics forces fourth set vs. @FisherAthletics, #RIT leads @PotsdamBears 21-14 in fourth set, up 2-1.\n",
        "[844] 0.42 ->  VB | @KeukaAthletics forces fourth set vs. @FisherAthletics, #RIT leads @PotsdamBears 21-14 in fourth set, up 2-1.\n",
        "=========\n",
        "Cluster silhouette mean:0.54\n",
        "Features: #promoteyourbrand_#rit:1.00  #rit_@retweettrain:1.00  @retweettrain_@retweetwizard:1.00  @retweetwizard_#shopetsybot:1.00  @milavintages_::0.15  rt_@milavintages:0.15  @liuda_s_::0.08  rt_@liuda_s:0.08  :_looking:0.02  @elenasfelting_::0.02  rt_@elenasfelting:0.02 \n",
        "\n",
        "[14] 0.65 ->  Looking for Gifts? \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[37] 0.65 ->  Autumn is Here \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[44] 0.25 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[49] 0.65 ->  \u263bLooking for Gifts? \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[61] 0.65 ->  Autumn is Here \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[64] 0.65 ->  \u263bLooking for Gifts? \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[75] 0.65 ->  31* \u263b Autumn is Here \u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[82] 0.65 ->  \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[90] 0.65 ->  Autumn is Here \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[156] 0.25 ->  RT @milavintages: \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[212] 0.65 ->  \u263b Autumn is Here \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[299] 0.16 ->  RT @liuda_s: \u263b Autumn is Here \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[317] 0.65 ->  \u263b Autumn is Here \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[425] 0.65 ->  Looking for Gifts? \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[441] 0.65 ->  Looking for Gifts? \u2665 http://t.co/u9HJ4ZrMpK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[485] 0.65 ->  \u263b Autumn is Here \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[490] 0.65 ->  Looking for Gifts? \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[491] 0.25 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[636] 0.65 ->  \u263bLooking for Gifts? \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[665] 0.65 ->  \u263bLooking for Gifts? \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[671] 0.65 ->  \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[682] 0.16 ->  RT @liuda_s: \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[695] 0.65 ->  \u263b Autumn is Here \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[702] 0.09 ->  RT @ElenasFelting: Looking for Gifts? \u2665 http://t.co/CasLIoVJw3 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[714] 0.65 ->  \u263bLooking for Gifts? \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[821] 0.65 ->  31* \u263b Autumn is Here \u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[832] 0.65 ->  31* \u263b Autumn is Here \u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[846] 0.65 ->  \u263b Autumn is Here \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[881] 0.65 ->  Looking for Gifts? \u2665 http://t.co/JgdPAOuVzL #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[904] 0.65 ->  \u263b Autumn is Here \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[954] 0.65 ->  Looking for Gifts? \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[955] 0.16 ->  RT @liuda_s: \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[978] 0.65 ->  \u263bLooking for Gifts? \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1031] 0.65 ->  \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1066] 0.65 ->  Autumn is Here \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1106] 0.25 ->  RT @milavintages: \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1117] 0.65 ->  \u263b Autumn is Here \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1125] 0.65 ->  \u263b Autumn is Here \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1140] 0.65 ->  Looking for Gifts? \u2665 http://t.co/CasLIoVJw3 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1142] 0.65 ->  \u263bLooking for Gifts? \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1163] 0.65 ->  Looking for Gifts? \u2665 http://t.co/u8GVp9FWl5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1186] 0.16 ->  RT @liuda_s: \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1189] 0.65 ->  31* \u263b Autumn is Here \u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1227] 0.25 ->  RT @milavintages: \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1232] 0.65 ->  \u263b Autumn is Here \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1273] 0.25 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1343] 0.65 ->  \u263bLooking for Gifts? \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1404] 0.25 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.04\n",
        "Features: community_shield:1.00  hillside_community:1.00  sahlen's_stadium:0.42  #rit_#ritnews:0.29  @ritsports_::0.29  rt_@ritsports:0.29  #rit_&:0.17  draw_vs:0.17  #rit_warming:0.12  :_#rit:0.12  :_@ritwsoccer:0.12  shield_soccer:0.12  soccer_tournament:0.12  #rit_men:0.08  #rit_soccer:0.08  &_chris:0.08  @ritwsoccer_::0.08  @uofrathletics_vying:0.08  apple_#uofr:0.08  bill_garbo:0.08  bill_garno:0.08  chris_apple:0.08  coach_bill:0.08  coaches_bill:0.08  cool_video:0.08  face_@uofrathletics:0.08  garbo_#rit:0.08  head_coach:0.08  men's_soccer:0.08  rt_@ritwsoccer:0.08  shield_concludes:0.08  shield_game:0.08  shield_saturday:0.08  shield_title:0.08  shield_tomorrow:0.08  soccer_head:0.08  soccer_teams:0.08  #rit_#rit:0.04  #rit_rt:0.04  #ritnews_#tigerpride:0.04  #ritnews_::0.04  #uofr_hillside:0.04  &_@uofrath:0.04  &_@uofrathletics:0.04  1st_half:0.04  :_hillside:0.04  @jjohnson13wham_chats:0.04  @ritsports_@uofrathletics:0.04  @ritwsoccer_leads:0.04  @ritwsoccer_plays:0.04  @uofrathletics_#ritnews:0.04  @uofrathletics_hillside:0.04  @uofrathletics_underway:0.04  @whec_jgranit_@ritsports:0.04  annual_hillside:0.04  event_tomorrow:0.04  game_preview:0.04  great_stuff:0.04  gwen_neuhaus:0.04  leads_@uofrathletics:0.04  lone_goal:0.04  r_set:0.04  rt_@whec_jgranit:0.04  second_annual:0.04  shield_#roc:0.04  shield_event:0.04  starting_lineups:0.04  today's_@ritwsoccer:0.04 \n",
        "\n",
        "[0] 0.03 ->  RT @RITWSoccer: #RIT warming up for a 5pm kickoff at the Hillside Community Shield soccer tournament! http://t.co/rzjvIeWNxC\n",
        "[59] 0.02 ->  #RIT and U of R set to face off in second annual Hillside Community Shield event tomorrow at Sahlen's Stadium. http://t.co/yclPq2NfEI\n",
        "[203] 0.03 ->  RT @RITWSoccer: #RIT warming up for a 5pm kickoff at the Hillside Community Shield soccer tournament! http://t.co/rzjvIeWNxC\n",
        "[247] 0.04 ->  #RIT men and @RITWSoccer to face @UofRathletics in the 2nd Hillside Community Shield Saturday at Sahlen's Stadium. http://t.co/0B7TRHHIXj\n",
        "[320] 0.03 ->  RT @RITsports: #RIT men and @RITWSoccer to face @UofRathletics in the 2nd Hillside Community Shield Saturday at Sahlen's Stadium. http://t.\u2026\n",
        "[331] 0.01 ->  #RIT warming up for a 5pm kickoff at the Hillside Community Shield soccer tournament! http://t.co/rzjvIeWNxC\n",
        "[390] 0.07 ->  We are underway at Sahlen's stadium. @RITWSoccer and @UofRathletics vying for the Hillside Community Shield title. #RIT #RITNews\n",
        "[400] 0.01 ->  @RITWSoccer leads @UofRathletics 1-0 after one half of play at the Hillside Community Shield. Gwen Neuhaus has the lone goal. #RIT #RITNews\n",
        "[547] 0.15 ->  RT @RITsports: @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[564] 0.01 ->  Hillside Community Shield concludes with two 1-1 ties between both the woman's and the men's soccer teams of #RIT &amp; @UofRathletics #RITNEWS\n",
        "[615] 0.00 ->  RECAP, as @RITWSoccer plays to 1-1 draw against Rochester at Hillside Community Shield. #RIT #RITNews #TigerPride http://t.co/ONInsWbtbo\n",
        "[625] 0.02 ->  @jjohnson13WHAM chats with Coaches Bill Garbo #RIT &amp; Chris Apple #UofR about Hillside Community Shield #ROC http://t.co/uVHnQV7NLP\n",
        "[707] 0.02 ->  Starting lineups for today's @RITWSoccer against @UofR at Sahlen's Stadium for the Hillside Community Shield. #RIT\n",
        "[719] 0.05 ->  RT @RITsports: A cool video with #RIT soccer head coach Bill Garno in advance of the Hillside Community Shield tomorrow. #RITNews: http://t\u2026\n",
        "[777] 0.08 ->  @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[920] 0.02 ->  A cool video with #RIT soccer head coach Bill Garno in advance of the Hillside Community Shield tomorrow. #RITNews: http://t.co/9daTgWmXWd\n",
        "[952] 0.05 ->  RT @RITsports: Hillside Community Shield concludes with two 1-1 ties between both the woman's and the men's soccer teams of #RIT &amp; @UofRath\u2026\n",
        "[1157] 0.02 ->  @jjohnson13WHAM with Coaches Bill Garbo #RIT &amp; Chris Apple #UofR Hillside Community Shield is Saturday! #ROC http://t.co/m15iWOfULR\n",
        "[1319] 0.15 ->  RT @RITsports: @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[1353] 0.15 ->  RT @RITsports: @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[1389] 0.08 ->  RT @RITsports: We are underway at Sahlen's stadium. @RITWSoccer and @UofRathletics vying for the Hillside Community Shield title. #RIT #RIT\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.64\n",
        "Features: #ritnews_#roc:1.00  band_performing:1.00  ingle_auditorium:1.00  marimba_band:1.00  performing_sept:1.00  rpo_marimba:1.00  :_checkout:0.67  @scottbureau_::0.67  rt_@scottbureau:0.67 \n",
        "\n",
        "[302] 0.42 ->  Checkout the RPO Marimba Band performing Sept. 20 in Ingle Auditorium at RIT http://t.co/HcpteGNJeZ #RITNews #ROC\n",
        "[915] 0.75 ->  RT @scottbureau: Checkout the RPO Marimba Band performing Sept. 20 in Ingle Auditorium at RIT http://t.co/HcpteGNJeZ #RITNews #ROC\n",
        "[1285] 0.75 ->  RT @scottbureau: Checkout the RPO Marimba Band performing Sept. 20 in Ingle Auditorium at RIT http://t.co/HcpteGNJeZ #RITNews #ROC\n",
        "=========\n",
        "Cluster silhouette mean:0.70\n",
        "Features: #promoteyourbrand_#rit:1.00  #rit_@retweettrain:1.00  @retweettrain_@retweetwizard:1.00  @retweetwizard_#shopetsybot:1.00  gift_guide:1.00  handmade_gift:1.00  @milavintages_::0.17  rt_@milavintages:0.17  @liuda_s_::0.04  rt_@liuda_s:0.04 \n",
        "\n",
        "[42] 0.79 ->  \u263bHandmade Gift guide \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[87] 0.79 ->  \u263bHandmade Gift guide \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[143] 0.79 ->  \u263bHandmade Gift guide \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[208] 0.25 ->  RT @liuda_s: \u263bHandmade Gift guide \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[219] 0.37 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[282] 0.79 ->  Handmade Gift guide \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[295] 0.37 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[316] 0.37 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[329] 0.79 ->  Handmade Gift guide \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[411] 0.79 ->  \u263bHandmade Gift guide \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[510] 0.79 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[554] 0.79 ->  \u263bHandmade Gift guide \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[709] 0.79 ->  \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[882] 0.79 ->  \u263bHandmade Gift guide \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[914] 0.79 ->  \u263bHandmade Gift guide \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[985] 0.79 ->  \u263bHandmade Gift guide \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1057] 0.79 ->  \u263bHandmade Gift guide \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1093] 0.79 ->  Handmade Gift guide \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1190] 0.79 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1251] 0.79 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1295] 0.79 ->  Handmade Gift guide \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1314] 0.37 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1350] 0.79 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.66\n",
        "Features: biomedical_device:1.00  boston_scientific:1.00  device_engineer:1.00  scientific_talks:1.00  sr_biomedical:1.00  talks_fri:1.00  tom_gramlich:1.00  :_tom:0.67  @ritbme_::0.67  rt_@ritbme:0.67 \n",
        "\n",
        "[105] 0.45 ->  Tom Gramlich, Sr Biomedical Device Engineer at Boston Scientific talks Fri 1pm in room 73-1140 at #RIT\n",
        "[666] 0.76 ->  RT @RITBME: Tom Gramlich, Sr Biomedical Device Engineer at Boston Scientific talks Fri 1pm in room 73-1140 at #RIT\n",
        "[1055] 0.76 ->  RT @RITBME: Tom Gramlich, Sr Biomedical Device Engineer at Boston Scientific talks Fri 1pm in room 73-1140 at #RIT\n",
        "=========\n",
        "Cluster silhouette mean:0.65\n",
        "Features:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " #getthere_#rfxc:1.00  #rit_cross:1.00  @_gvp:1.00  country_tiger:1.00  cross_country:1.00  den_@:1.00  gvp_tomorrow:1.00  races_start:1.00  tiger_den:1.00  :_#rit:0.80  @cschwab145_::0.80  @sterry073_::0.20  rt_@cschwab145:0.20  rt_@sterry073:0.20 \n",
        "\n",
        "[97] 0.74 ->  \u201c@cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\u201d\ud83d\udc2f\n",
        "[233] 0.59 ->  RT @sterry073: \"@cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\" #gettothegame\n",
        "[273] 0.74 ->  \"@cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\" #gettothegame\n",
        "[447] 0.65 ->  RT @cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\n",
        "[1078] 0.53 ->  #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\n",
        "=========\n",
        "Cluster silhouette mean:0.13\n",
        "Features: @ritgettothegame_::0.86  rt_@ritgettothegame:0.86  #rit's_syzbist:0.43  3rd_rookie:0.43  @ritsports_#volleyball:0.43  roll_claiming:0.43  tiger_stadium:0.43  week_honors:0.43  :_#rit's:0.29  :_@ritwsoccer:0.29  #photographerswanted_@rit:0.14  #rit_campus:0.14  :_calling:0.14  :_free:0.14  campus_life:0.14  home_opener:0.14  men's_soccer:0.14  opener_vs:0.14  soccer_team:0.14  take_photos:0.14 \n",
        "\n",
        "[178] 0.29 ->  RT @RITGETtotheGAME: #RIT's Syzbist is on a roll claiming her 3rd Rookie of the Week Honors in the @LLAthletics! @RITsports #volleyball htt\u2026\n",
        "[230] 0.01 ->  RT @RITGETtotheGAME: Calling all Photographers! #RIT Campus Life is looking for someone to take photos at events! #photographerswanted @rit\u2026\n",
        "[310] 0.06 ->  RT @RITGETtotheGAME: Free at 4? Stop by Tiger Stadium (the track and field) to cheer on your Men's Soccer team in their home opener vs. Elm\u2026\n",
        "[422] 0.29 ->  RT @RITGETtotheGAME: #RIT's Syzbist is on a roll claiming her 3rd Rookie of the Week Honors in the @LLAthletics! @RITsports #volleyball htt\u2026\n",
        "[577] 0.13 ->  RT @RITGETtotheGAME: @RITWSoccer is set to kick off against the @GeneseoKnights at 4pm today! Come out to Tiger Stadium and show your schoo\u2026\n",
        "[650] 0.02 ->  #RIT's Syzbist is on a roll claiming her 3rd Rookie of the Week Honors in the @LLAthletics! @RITsports #volleyball http://t.co/pTPKzirqT5\n",
        "[1346] 0.13 ->  RT @RITGETtotheGAME: @RITWSoccer is set to kick off against the @GeneseoKnights at 4pm today! Come out to Tiger Stadium and show your schoo\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.48\n",
        "Features: bells_music:1.00  blaring_trough:1.00  campus_every:1.00  catchy_clock:1.00  clock_bells:1.00  every_morning:1.00  gotta_love:1.00  music_blaring:1.00  school_spirit:1.00  trough_campus:1.00  #rit_#jams:0.50  :_gotta:0.50  @toddskirving_::0.50  rt_@toddskirving:0.50 \n",
        "\n",
        "[618] 0.47 ->  Gotta love the 9:50am catchy clock bells music blaring trough campus every morning to get you in the school spirit... #RIT #jams\n",
        "[907] 0.50 ->  RT @ToddSkirving: Gotta love the 9:50am catchy clock bells music blaring trough campus every morning to get you in the school spirit... #RI\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.64\n",
        "Features: #rit_#newmedia:1.00  new_media:1.00  next_meeting:1.00  @ritcias_::0.67  rt_@ritcias:0.67 \n",
        "\n",
        "[308] 0.75 ->  RT @ritcias: For those interested in new media be sure to check out @ritnewmediaclub for when the next meeting is! #RIT #NewMedia\n",
        "[387] 0.42 ->  For those interested in new media be sure to check out @ritnewmediaclub for when the next meeting is! #RIT #NewMedia\n",
        "[999] 0.75 ->  RT @ritcias: For those interested in new media be sure to check out @ritnewmediaclub for when the next meeting is! #RIT #NewMedia\n",
        "=========\n",
        "Cluster silhouette mean:0.52\n",
        "Features: fox_say:1.00  ups_#onlyatrit:1.00  volleyball_warm:1.00  warm_ups:1.00  @colcol808_::0.88  rt_@colcol808:0.50  @abberdoodle9_@saramartin94:0.38  @saramartin94_@mojojokes:0.38  @bld9936_::0.25  rt_@bld9936:0.25  @mojojokes_@mcdhalle14:0.12 \n",
        "\n",
        "[238] 0.34 ->  When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "[388] 0.47 ->  RT @BLD9936: \u201c@ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\u201d @abberdoodle9 @saramartin94 @mojojokes \u2026\n",
        "[540] 0.47 ->  RT @BLD9936: \u201c@ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\u201d @abberdoodle9 @saramartin94 @mojojokes \u2026\n",
        "[617] 0.62 ->  RT @ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "[756] 0.62 ->  RT @ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "[826] 0.62 ->  RT @ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "[1017] 0.42 ->  \u201c@ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\u201d @abberdoodle9 @saramartin94 @mojojokes @mcdhalle14\n",
        "[1193] 0.62 ->  RT @ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "=========\n",
        "Cluster silhouette mean:0.64\n",
        "Features: #rit_news:1.00  #ritnews_#tigerpride:1.00  medicine_services:1.00  provide_sports:1.00  rit_athletics:1.00  sports_medicine:1.00  :_#rit:0.67  @ritsports_::0.67  rt_@ritsports:0.67 \n",
        "\n",
        "[687] 0.42 ->  #RIT News - RGHS to provide sports medicine services to RIT Athletics. #RITNews #TigerPride http://t.co/1NINNxq2eL\n",
        "[817] 0.75 ->  RT @RITsports: #RIT News - RGHS to provide sports medicine services to RIT Athletics. #RITNews #TigerPride http://t.co/1NINNxq2eL\n",
        "[888] 0.75 ->  RT @RITsports: #RIT News - RGHS to provide sports medicine services to RIT Athletics. #RITNews #TigerPride http://t.co/1NINNxq2eL\n",
        "=========\n",
        "Cluster silhouette mean:0.01\n",
        "Features: @ritsports_::1.00  rt_@ritsports:0.98  #rit_#ritnews:0.30  :_vb:0.19  :_@ritwhky:0.15  @chawomenshockey_preseason:0.15  @ritwhky_picked:0.15  finish_fourth:0.15  preseason_poll:0.15  emma_jones:0.13  :_@rittfxc:0.11  :_msocc:0.11  cross_country:0.11  #ritsports_#ritnews:0.09  :_@ritwsoccer:0.09  sahlen's_stadium:0.09  takes_set:0.09  tiger_stadium:0.09  women's_cross:0.09  #rit_male:0.06  #rit_men's:0.06  #rit_takes:0.06  #ritnews_#tigerpride:0.06  :_#rit:0.06  :_congrats:0.06  :_msocc|:0.06  :_wsocc:0.06  @alexa_rae4_featured:0.06  @fredstatedevils_leads:0.06  @potsdambears_takes:0.06  @rittfxc_runner:0.06  @rittfxc_standouts:0.06  @ritwsoccer_standouts:0.06  andrew_bernardo:0.06  country_rookie:0.06  female_athlete:0.06  jones_named:0.06  leads_@uofrathletics:0.06  league_women's:0.06  liberty_league:0.06  men's_soccer:0.06  named_liberty:0.06  runner_emma:0.06  standouts_@jamjam_05:0.06  standouts_andrew:0.06  week_awards:0.06  :_@potsdambears:0.04  danny_bloshkin:0.04  drops_opening:0.04  fifth_set:0.04  gives_#rit:0.04  opening_set:0.04  second_half:0.04  third_set:0.04  #gotigers_#ritnews:0.02  #rit_#tigers:0.02  #rit_defeats:0.02  #rit_drops:0.02  #rit_forces:0.02  #rit_leads:0.02  #rit_moves:0.02  #rit_strikes:0.02  #rit_struggling:0.02  #rit_volleyball:0.02  #rit_women's:0.02  #ritsports_#rit:0.02  #tigers_#tigerpride:0.02  :_john:0.02  @dbloshkin_dishes:0.02  @dbloshkin_gives:0.02  @fisherathletics_leads:0.02  @fredstatedevils_defeats:0.02  @johnakaddo_scores:0.02  @keukaathletics_wins:0.02  @medaillemavs_beats:0.02  @nyuathletics_invite:0.02  @potsdambears_knotted:0.02  @rueben910_gives:0.02  @urmenssoccer_knotted:0.02  beats_@potsdambears:0.02  bloshkin_dishes:0.02  country_gets:0.02  country_places:0.02  defeating_@brockport:0.02  defeats_@uofrathletics:0.02  defeats_keuka:0.02  fifth_place:0.02  forces_fifth:0.02  fredonia_lead:0.02  good_third:0.02  great_chance:0.02  half_#rit:0.02  half_we're:0.02  john_kaddo:0.02  kaddo_scores:0.02  leads_@fredstatedevils:0.02  maxine_culhane:0.02  men's_cross:0.02  minutes_left:0.02  msocc|_second:0.02  msocc|_we're:0.02  nyu_won:0.02  opening_match:0.02  outshot_yellowjackets:0.02  penalty_kick:0.02  place_finish:0.02  places_fourth:0.02  play_set:0.02  resumes_tomorrow:0.02  season_started:0.02  second_set:0.02  set_vs:0.02  set_win:0.02  soccer_shuts:0.02  soccer_vs:0.02  straight_sets:0.02  takes_third:0.02  tigers_lead:0.02  tigers_play:0.02  tigers_win:0.02  tournament_done:0.02  we're_headed:0.02  went_wide:0.02  wins_set:0.02  won_sets:0.02  yellowjacket_invitational:0.02  yellowjacket_invite:0.02 \n",
        "\n",
        "[48] 0.11 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[104] 0.06 ->  RT @RITsports: @RITTFXC runner Emma Jones named Liberty League Women's Cross Country Rookie of the Week. #RIT #RITNews http://t.co/m7grYVA6\u2026\n",
        "[158] 0.03 ->  RT @RITsports: Congrats to @RITTFXC standouts Andrew Bernardo and Emma Jones who swept the #RIT Male and Female Athlete of the Week awards \u2026\n",
        "[177] 0.11 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[179] 0.06 ->  RT @RITsports: @RITTFXC runner Emma Jones named Liberty League Women's Cross Country Rookie of the Week. #RIT #RITNews http://t.co/m7grYVA6\u2026\n",
        "[296] 0.03 ->  RT @RITsports: Congrats to @RITTFXC standouts Andrew Bernardo and Emma Jones who swept the #RIT Male and Female Athlete of the Week awards \u2026\n",
        "[437] 0.00 ->  RT @RITsports: We are headed to overtime at Sahlen's Stadium, as @RITWSoccer and @UofRathletics are knotted at 1-1. #RIT #RITNews\n",
        "[462] 0.11 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[653] 0.11 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[667] 0.04 ->  RT @RITsports: @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t\u2026\n",
        "[720] 0.11 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[859] 0.06 ->  RT @RITsports: @RITTFXC runner Emma Jones named Liberty League Women's Cross Country Rookie of the Week. #RIT #RITNews http://t.co/m7grYVA6\u2026\n",
        "[909] 0.04 ->  RT @RITsports: @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t\u2026\n",
        "[1032] 0.01 ->  RT @RITsports: VB | #RIT takes set 1 over @PotsdamBears 25-13. @FredStateDevils leads @UofRathletics 21-15.\n",
        "[1053] 0.04 ->  RT @RITsports: @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t\u2026\n",
        "[1064] 0.03 ->  RT @RITsports: Congrats to @RITTFXC standouts Andrew Bernardo and Emma Jones who swept the #RIT Male and Female Athlete of the Week awards \u2026\n",
        "[1156] 0.00 ->  RT @RITsports: VB | #RIT drops opening set to @medaillemavs 28-26. @PotsdamBears takes set three vs. @Brockport 25-22, leads 2-1.\n",
        "[1329] 0.00 ->  RT @RITsports: MSOCC | We are underway at Tiger Stadium for #RIT men's soccer vs. #Elmira. #RITSports #RITNews\n",
        "[1372] 0.11 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[1407] 0.00 ->  RT @RITsports: We are headed to overtime at Sahlen's Stadium, as @RITWSoccer and @UofRathletics are knotted at 1-1. #RIT #RITNews\n",
        "=========\n",
        "Cluster silhouette mean:0.32\n",
        "Features: men's_soccer:1.00  sahlen's_stadium:1.00  #rit_students:0.77  :_#rit:0.77  games_tomorrow:0.46  soccer_games:0.46  @ritsports_::0.38  rt_@ritsports:0.38  @ritwsoccer_::0.23  den_tomorrow:0.23  rt_@ritwsoccer:0.23  soccer_tiger:0.23  tiger_den:0.23  @ritgettothegame_::0.15  rt_@ritgettothegame:0.15 \n",
        "\n",
        "[432] 0.32 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[541] 0.15 ->  #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7XaNANn #ROC\n",
        "[620] 0.48 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[706] 0.48 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[712] 0.32 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[782] 0.09 ->  #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http://t.co/VKSS8kv6Bn\n",
        "[886] 0.32 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[1099] 0.18 ->  RT @RITGETtotheGAME: #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http:\u2026\n",
        "[1134] 0.48 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[1278] 0.18 ->  RT @RITGETtotheGAME: #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http:\u2026\n",
        "[1335] 0.26 ->  #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.co/TawUTvNRiz\n",
        "[1367] 0.48 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[1396] 0.48 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.28\n",
        "Features: #rit_vs:1.00  community_shield:1.00  hillside_community:1.00  vs_#universityofrochester:1.00  @hillsideagency_::0.82  rt_@hillsideagency:0.82  #roc_#socc:0.55  :_get:0.55  #roc_#so:0.27  :_post:0.27  game_#fireworks:0.27  post_game:0.27  @specialsantas_::0.18  rt_@specialsantas:0.18  #roc_#socce:0.09  #roc_#soccer:0.09  #soccer_#hillside:0.09  :_rt:0.09  win_tickets:0.09 \n",
        "\n",
        "[389] 0.48 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[624] 0.48 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[655] 0.21 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[696] 0.48 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[800] 0.21 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[857] 0.48 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Socc\u2026\n",
        "[913] 0.48 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[917] 0.21 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[1102] 0.06 ->  RT @hillsideagency: This weekend is Hillside Community Shield! #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #Hillside\u2026\n",
        "=========\n",
        "Cluster silhouette mean:1.00\n",
        "Features: :_comedian:1.00  @rit_brickcity_::1.00  available_in-person:1.00  box_office:1.00  comedian_tickets:1.00  field_house:1.00  gordon_field:1.00  house_box:1.00 \n",
        "\n",
        "[750] 1.00 ->  .\u201c@RIT_BrickCity: Comedian tickets only available in-person at the Gordon Field House Box Office now!\u201d #RITNews\n",
        "[759] 1.00 ->  \u201c@RIT_BrickCity: Comedian tickets only available in-person at the Gordon Field House Box Office now!\u201d #RIT\n",
        "clusters: 25 skipped 1 (0.0704721634954%) tweets our of 1419 total tweets\n"
       ]
      },
      {
       "output_type": "pyout",
       "prompt_number": 18,
       "text": [
        "{'clusters': 25, 'sil_score': 0.04784782969615823, 'skipped': 1, 'total': 1419}"
       ]
      }
     ],
     "prompt_number": 18
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fx.reset_features(tweet_set)\n",
      "fx.extract_lemmatize_bigrams(tweet_set)\n",
      "fx.extract_lemmatize_tokens(tweet_set, filter='nominal', exclude=['rit', '#rit'])\n",
      "fx.extract_tokens(tweet_set, filter='hashtag', exclude=['rit', '#rit'])\n",
      "perform_tweet_clustering(tweet_set, threshold=0.1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "=========\n",
        "Cluster silhouette mean:0.65\n",
        "Features: #adidas:1.00  #adidas_#originals:1.00  #dubai:1.00  #dubai_#university:1.00  #engineering:1.00  #engineering_#rit:1.00  #machine:1.00  #machine_#adidas:1.00  #mechanical:1.00  #mechanical_#engineering:1.00  #originals:1.00  #rit_#dubai:1.00  #university:1.00  #university_#workshop:1.00  #workshop:1.00  #workshop_#machine:1.00  :_#mechanical:0.50  @firasalmoula_::0.50  rt_@firasalmoula:0.50 \n",
        "\n",
        "[102] 0.64 ->  #Mechanical #Engineering #RIT #Dubai #University #Workshop #Machine  #Adidas #Originals http://t.co/pA5JAL3NfZ\n",
        "[773] 0.66 ->  RT @FirasAlmoula: #Mechanical #Engineering #RIT #Dubai #University #Workshop #Machine  #Adidas #Originals http://t.co/pA5JAL3NfZ\n",
        "=========\n",
        "=========\n",
        "=========\n",
        "Cluster silhouette mean:0.65\n",
        "Features: #onlyatrit:1.00  fox:1.00  fox_say:1.00  say:1.00  ups:1.00  ups_#onlyatrit:1.00  volleyball:1.00  volleyball_warm:1.00  warm_ups:1.00  @colcol808_::0.88  rt_@colcol808:0.50  @abberdoodle9_@saramartin94:0.38  @saramartin94_@mojojokes:0.38  @bld9936_::0.25  rt_@bld9936:0.25  @mojojokes_@mcdhalle14:0.12 \n",
        "\n",
        "[238] 0.56 ->  When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "[388] 0.59 ->  RT @BLD9936: \u201c@ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\u201d @abberdoodle9 @saramartin94 @mojojokes \u2026\n",
        "[540] 0.59 ->  RT @BLD9936: \u201c@ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\u201d @abberdoodle9 @saramartin94 @mojojokes \u2026\n",
        "[617] 0.73 ->  RT @ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "[756] 0.73 ->  RT @ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "[826] 0.73 ->  RT @ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "[1017] 0.57 ->  \u201c@ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\u201d @abberdoodle9 @saramartin94 @mojojokes @mcdhalle14\n",
        "[1193] 0.73 ->  RT @ColCol808: When \"What Does the Fox Say\" plays during volleyball warm ups #OnlyAtRIT\n",
        "=========\n",
        "Cluster silhouette mean:0.44\n",
        "Features: bus:1.00  men's:1.00  men's_soccer:1.00  sahlen's:1.00  sahlen's_stadium:1.00  soccer:1.00  stadium:1.00  #rit_student:0.77  :_#rit:0.77  student:0.77  tomorrow:0.69  game:0.46  game_tomorrow:0.46  soccer_game:0.46  @ritsports_::0.38  rt_@ritsports:0.38  sat:0.31  @ritwsoccer_::0.23  den_tomorrow:0.23  link:0.23  rt_@ritwsoccer:0.23  soccer_tiger:0.23  tiger:0.23  tiger_den:0.23  @ritgettothegame_::0.15  rt_@ritgettothegame:0.15  #roc:0.08 \n",
        "\n",
        "[432] 0.43 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[541] 0.33 ->  #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7XaNANn #ROC\n",
        "[620] 0.55 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[706] 0.55 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[712] 0.43 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[782] 0.27 ->  #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http://t.co/VKSS8kv6Bn\n",
        "[886] 0.43 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[1099] 0.32 ->  RT @RITGETtotheGAME: #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http:\u2026\n",
        "[1134] 0.55 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[1278] 0.32 ->  RT @RITGETtotheGAME: #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http:\u2026\n",
        "[1335] 0.44 ->  #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.co/TawUTvNRiz\n",
        "[1367] 0.55 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[1396] 0.55 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.35\n",
        "Features: #rit_v:1.00  #roc:1.00  #universityofrochester:1.00  community:1.00  community_shield:1.00  hillside:1.00  hillside_community:1.00  shield:1.00  v_#universityofrochester:1.00  #fireworks:0.62  #roc_#soccer:0.56  #soccer:0.56  game:0.47  game_#fireworks:0.47  post:0.47  post_game:0.47  ticket:0.44  #hillsidefa:0.38  #soccer_#hillsidefa:0.38  @hillsideagency_::0.28  rt_@hillsideagency:0.28  :_post:0.22  #roc_#socc:0.19  #socc:0.19  :_get:0.19  @specialsantas_::0.19  rt_@specialsantas:0.19  #sahlen:0.16  #sahlen_#fireworks:0.16  #soccer_#sahlen:0.16  #roc_#soc:0.12  #soc:0.12  #roc_#so:0.09  #so:0.09  weekend:0.09  win_ticket:0.09  #hillside:0.03  #roc_#socce:0.03  #socce:0.03  #soccer_#hillside:0.03  :_rt:0.03 \n",
        "\n",
        "[11] 0.22 ->  RT @SpecialSantas: RT to win tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Socc\u2026\n",
        "[12] 0.47 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[85] 0.34 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[109] 0.47 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[119] 0.47 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[201] 0.34 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[222] 0.31 ->  This weekend is Hillside Community Shield! #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[242] 0.34 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[262] 0.31 ->  This weekend is Hillside Community Shield! #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[389] 0.29 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[443] 0.47 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[445] 0.47 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[452] 0.47 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[624] 0.29 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[655] 0.33 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[696] 0.29 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[717] 0.35 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #Sahlen #Fireworks\n",
        "[745] 0.47 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[800] 0.33 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[833] 0.35 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #Sahlen #Fireworks\n",
        "[857] 0.29 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Socc\u2026\n",
        "[913] 0.29 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[917] 0.33 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[941] 0.35 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #Sahlen #Fireworks\n",
        "[981] 0.35 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #Sahlen #Fireworks\n",
        "[995] 0.33 ->  RT to win tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[998] 0.47 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[1022] 0.33 ->  RT to win tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[1037] 0.35 ->  Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Soccer #Sahlen #Fireworks\n",
        "[1079] 0.34 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[1102] 0.25 ->  RT @hillsideagency: This weekend is Hillside Community Shield! #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #Hillside\u2026\n",
        "[1143] 0.21 ->  RT @SpecialSantas: Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Socce\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.80\n",
        "Features: #promoteyourbrand:1.00  #promoteyourbrand_#rit:1.00  #rit_@retweettrain:1.00  #shopetsybot:1.00  @retweettrain_@retweetwizard:1.00  @retweetwizard_#shopetsybot:1.00  gift:1.00  gift_guide:1.00  guide:1.00  handmade_gift:1.00  @milavintages_::0.17  rt_@milavintages:0.17  @liuda_s_::0.04  rt_@liuda_s:0.04 \n",
        "\n",
        "[42] 0.87 ->  \u263bHandmade Gift guide \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[87] 0.87 ->  \u263bHandmade Gift guide \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[143] 0.87 ->  \u263bHandmade Gift guide \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[208] 0.46 ->  RT @liuda_s: \u263bHandmade Gift guide \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[219] 0.56 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[282] 0.87 ->  Handmade Gift guide \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[295] 0.56 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[316] 0.56 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[329] 0.87 ->  Handmade Gift guide \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[411] 0.87 ->  \u263bHandmade Gift guide \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[510] 0.87 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[554] 0.87 ->  \u263bHandmade Gift guide \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[709] 0.87 ->  \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[882] 0.87 ->  \u263bHandmade Gift guide \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[914] 0.87 ->  \u263bHandmade Gift guide \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[985] 0.87 ->  \u263bHandmade Gift guide \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1057] 0.87 ->  \u263bHandmade Gift guide \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1093] 0.87 ->  Handmade Gift guide \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1190] 0.87 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1251] 0.87 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1295] 0.87 ->  Handmade Gift guide \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1314] 0.56 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1350] 0.87 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "=========\n",
        "Cluster silhouette mean:1.00\n",
        "Features: car:1.00  destler:1.00  destler_talk:1.00  electric_car:1.00  future:1.00  new:1.00  new_york:1.00  potential:1.00  potential_future:1.00  president:1.00  president_destler:1.00  state:1.00  york:1.00  york_state:1.00 \n",
        "\n",
        "[448] 1.00 ->  President Destler talks about electric cars and their potential future and influence over #RIT and New York State: http://t.co/6gRvzCYnOG\n",
        "[1152] 1.00 ->  President Destler talks about electric cars and their potential future and influence over #RIT and New York State. http://t.co/zG0F8f8gQU\n",
        "=========\n",
        "Cluster silhouette mean:0.92\n",
        "Features: #promoteyourbrand:1.00  #promoteyourbrand_#rit:1.00  #rit_@retweettrain:1.00  #shopetsybot:1.00  @retweettrain_@retweetwizard:1.00  @retweetwizard_#shopetsybot:1.00  day:1.00  lovely_day:1.00  @liuda_s_::0.03  @milavintages_::0.03  rt_@liuda_s:0.03  rt_@milavintages:0.03 \n",
        "\n",
        "[110] 0.96 ->  What a lovely day!\u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[125] 0.96 ->  What a lovely day!\u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[126] 0.96 ->  What a lovely day!\u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[137] 0.44 ->  RT @milavintages: \u263b What a lovely day!\u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[145] 0.96 ->  \u263b What a lovely day!\u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[175] 0.96 ->  \u263b What a lovely day!\u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[261] 0.96 ->  \u263b What a lovely day!\u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[328] 0.96 ->  \u263b What a lovely day!\u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[335] 0.96 ->  29* \u263b What a lovely day!\u2665 http://t.co/gKkaYQzrUy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[421] 0.96 ->  \u263b What a lovely day!\u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[515] 0.96 ->  29* \u263b What a lovely day!\u2665 http://t.co/5soooWochu #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[582] 0.96 ->  29* \u263b What a lovely day!\u2665 http://t.co/bovJLOgmiz #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[596] 0.96 ->  \u263b What a lovely day!\u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[639] 0.45 ->  RT @liuda_s: \u263b What a lovely day!\u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[664] 0.96 ->  29* \u263b What a lovely day!\u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[700] 0.96 ->  29* \u263b What a lovely day!\u2665 http://t.co/Kv1AZ6hCwf #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[751] 0.96 ->  29* \u263b What a lovely day!\u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[851] 0.96 ->  29* \u263b What a lovely day!\u2665 http://t.co/Z9ehxj1xjx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[895] 0.96 ->  29* \u263b What a lovely day!\u2665 http://t.co/dS7sp7zPrU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[925] 0.96 ->  \u263b What a lovely day!\u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[935] 0.96 ->  What a lovely day!\u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[953] 0.96 ->  29* \u263b What a lovely day!\u2665 http://t.co/GG7KSKYpBE #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[982] 0.96 ->  29* \u263b What a lovely day!\u2665 http://t.co/S0cF0iWq2M #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1113] 0.96 ->  29* \u263b What a lovely day!\u2665 http://t.co/JBUzmujkzr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1114] 0.96 ->  29* \u263b What a lovely day!\u2665 http://t.co/KpHZE3KUEJ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1175] 0.96 ->  \u263b What a lovely day!\u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1199] 0.96 ->  29* \u263b What a lovely day!\u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1241] 0.96 ->  \u263b What a lovely day!\u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1321] 0.96 ->  29* \u263b What a lovely day!\u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1413] 0.96 ->  \u263b What a lovely day!\u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.55\n",
        "Features: #rit_v:1.00  #roc:1.00  #roc_#woso:1.00  #woso:1.00  sahlen's:1.00  sahlen's_stadium:1.00  stadium:1.00  v_@urwomenssoccer:1.00  rt_@ritwsoccer:0.88  community:0.75  community_shield:0.75  hillside:0.75  hillside_community:0.75  shield:0.75  :_hillside:0.62  @ritwsoccer_::0.62  @ritwsoccer_#rit:0.25  go_tiger:0.25  good_luck:0.25  lady:0.25  luck:0.25  tiger:0.25  :_good:0.12  @paulgebel_::0.12  rt_@paulgebel:0.12 \n",
        "\n",
        "[34] 0.29 ->  Good luck, ladies. Go Tigers! RT @RITWSoccer #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/sLfr10Tc55\n",
        "[235] 0.69 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[413] 0.69 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[508] 0.69 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[646] 0.69 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[697] 0.26 ->  RT @paulgebel: Good luck, ladies. Go Tigers! RT @RITWSoccer #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/sLfr10T\u2026\n",
        "[1108] 0.42 ->  Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[1411] 0.69 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "=========\n",
        "Cluster silhouette mean:0.35\n",
        "Features: #ritnews:1.00  #ritsports:1.00  #ritsports_#ritnews:0.88  stadium:0.88  tiger:0.88  tiger_stadium:0.88  wsocc:0.75  min:0.62  @ritsports_::0.50  ot:0.50  rt_@ritsports:0.50  :_wsocc:0.38  #elmira:0.25  #rit_men's:0.25  men's:0.25  men's_soccer:0.25  msocc:0.25  soccer:0.25  soccer_v:0.25  #ritnews_#ritsports:0.12  :_msocc:0.12  @geneseoknights_#ritnews:0.12  kickoff:0.12 \n",
        "\n",
        "[115] 0.23 ->  WSOCC | Underway at Tiger Stadium between @RITWSoccer and @GeneseoKnights #RITNews #RITSports\n",
        "[569] 0.52 ->  RT @RITsports: WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "[609] 0.15 ->  WSOCC | a little over 33 min. to kickoff between @RITWSoccer and @GeneseoKnights. #RITSports #RITNews\n",
        "[818] 0.40 ->  WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "[896] 0.24 ->  MSOCC | We are underway at Tiger Stadium for #RIT men's soccer vs. #Elmira. #RITSports #RITNews\n",
        "[1073] 0.52 ->  RT @RITsports: WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "[1329] 0.23 ->  RT @RITsports: MSOCC | We are underway at Tiger Stadium for #RIT men's soccer vs. #Elmira. #RITSports #RITNews\n",
        "[1364] 0.52 ->  RT @RITsports: WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "=========\n",
        "=========\n",
        "Cluster silhouette mean:0.53\n",
        "Features: #ritnews:1.00  :_human:1.00  @ritmediawivell_::1.00  apocalypse:1.00  human:1.00  human_v:1.00  rt_@ritmediawivell:1.00  via_@youtube:1.00  zombie:1.00  zombie_apocalypse:1.00  #onlyatrit:0.75  #onlyatrit_#ritnews:0.75  @youtube_#onlyatrit:0.75  :_rt:0.62  #o:0.50  #ritnews_#o:0.50  @ritnews_::0.50  rt_@ritnews:0.50  #hvzweek:0.25  #only:0.25  #only_@rit:0.25  #ritnews_#only:0.25  @youtube_#hvzweek:0.25  @bobfinnerty_::0.12  rt_@bobfinnerty:0.12 \n",
        "\n",
        "[113] 0.48 ->  RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #only@rit\n",
        "[196] 0.65 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[516] 0.65 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[524] 0.65 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[770] 0.34 ->  RT @RITMediaWivell: Humans vs. Zombies! Zombie apocalypse at #RIT! http://t.co/oMf4xAtKB1 via @youtube #hvzweek\u201d #RITNews\n",
        "[848] 0.65 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[884] 0.48 ->  RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/XrTtxeTs3z via @youtube #onlyatRIT #Ritnews #only@rit\n",
        "[1132] 0.33 ->  RT @BobFinnerty: RT @RITMediaWivell: Humans vs. Zombies! Zombie apocalypse at #RIT! http://t.co/oMf4xAtKB1 via @youtube #hvzweek\u201d #RITNews\n",
        "=========\n",
        "Cluster silhouette mean:0.87\n",
        "Features:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " #christmas:1.00  #craft:1.00  #craft_#christmas:1.00  #ff:1.00  #ff_#rit:1.00  #toronto_r:1.00  #toronto_r_#craft:1.00  #rit_#toronto_r:0.33 \n",
        "\n",
        "[76] 0.81 ->  https://t.co/kz0Fuxutch #FF #RIT #toronto_r #craft #christmas\n",
        "[183] 0.90 ->  #toronto_r #craft #christmas https://t.co/qlDuPGzsF1 #FF #RIT\n",
        "[266] 0.90 ->  #toronto_r #craft #christmas https://t.co/EDZmuyNR3s #FF #RIT\n",
        "[395] 0.81 ->  https://t.co/qlDuPGzsF1 #FF #RIT #toronto_r #craft #christmas\n",
        "[473] 0.81 ->  https://t.co/7KDHsztRJl #FF #RIT #toronto_r #craft #christmas\n",
        "[511] 0.81 ->  https://t.co/7KDHsztRJl #FF #RIT #toronto_r #craft #christmas\n",
        "[623] 0.90 ->  #toronto_r #craft #christmas https://t.co/j9Ro5OadiV #FF #RIT\n",
        "[939] 0.90 ->  #toronto_r #craft #christmas https://t.co/j9Ro5OadiV #FF #RIT\n",
        "[1029] 0.90 ->  #toronto_r #craft #christmas https://t.co/FFkMtifXXg #FF #RIT\n",
        "[1089] 0.90 ->  #toronto_r #craft #christmas https://t.co/8a1IkpEALp #FF #RIT\n",
        "[1133] 0.90 ->  #toronto_r #craft #christmas https://t.co/EDZmuyNR3s #FF #RIT\n",
        "[1297] 0.90 ->  #toronto_r #craft #christmas https://t.co/FFkMtifXXg #FF #RIT\n",
        "=========\n",
        "Cluster silhouette mean:0.60\n",
        "Features: career:1.00  career_exploration:1.00  diverse_faculty:1.00  exploration:1.00  exploration_program:1.00  faculty:1.00  faculty_career:1.00  future_faculty:1.00  growth:1.00  influence:1.00  influence_growth:1.00  program:1.00  program_influence:1.00  news:0.80  rit_news:0.80  #ritnews:0.60  :_#rit:0.60  @michellecometa_::0.60  rt_@michellecometa:0.40  #rit_future:0.20  mt:0.20  mt_@michellecometa:0.20 \n",
        "\n",
        "[100] 0.66 ->  RT @MichelleCometa: #RIT 's Future Faculty Career Exploration Program influences growth of diverse faculty at RIT - RIT News: http://t.co/G\u2026\n",
        "[278] 0.50 ->  MT @michellecometa: #RIT 's Future Faculty Career Exploration Program influences growth of diverse faculty: http://t.co/8E4mv7xpwK #RITNEWS\n",
        "[676] 0.66 ->  RT @MichelleCometa: #RIT 's Future Faculty Career Exploration Program influences growth of diverse faculty at RIT - RIT News: http://t.co/G\u2026\n",
        "[813] 0.61 ->  #RIT 's Future Faculty Career Exploration Program influences growth of diverse faculty at RIT - RIT News: http://t.co/GqPDEbfaW2 #RITNEWS\n",
        "[1400] 0.58 ->  #RIT Future Faculty Career Exploration Program influences growth of diverse faculty at RIT - RIT News: http://t.co/8yxNMXQDcr #RITNEWS\n",
        "=========\n",
        "Cluster silhouette mean:0.70\n",
        "Features: #getthere:1.00  #getthere_#rfxc:1.00  #rfxc:1.00  #rit_cross:1.00  @_gvp:1.00  country:1.00  country_tiger:1.00  cross:1.00  cross_country:1.00  den:1.00  den_@:1.00  gvp:1.00  gvp_tomorrow:1.00  race:1.00  race_start:1.00  tiger:1.00  tiger_den:1.00  tomorrow:1.00  :_#rit:0.80  @cschwab145_::0.80  #gettothegame:0.40  @sterry073_::0.20  rt_@cschwab145:0.20  rt_@sterry073:0.20 \n",
        "\n",
        "[97] 0.75 ->  \u201c@cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\u201d\ud83d\udc2f\n",
        "[233] 0.66 ->  RT @sterry073: \"@cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\" #gettothegame\n",
        "[273] 0.74 ->  \"@cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\" #gettothegame\n",
        "[447] 0.71 ->  RT @cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\n",
        "[1078] 0.64 ->  #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\n",
        "=========\n",
        "Cluster silhouette mean:0.12\n",
        "Features: #rit_volleyball:1.00  volleyball:1.00  #ritnews:0.82  match:0.47  nyu:0.47  set:0.47  volleyball_drop:0.47  recap:0.29  trail:0.29  desales:0.24  classic:0.18  drop_opening:0.18  first_set:0.18  invitational:0.18  nyu_violet:0.18  opening_match:0.18  tiger:0.18  tiger_trail:0.18  violet:0.18  violet_classic:0.18  volleyball_loses:0.18  @nyuathletics_invite:0.12  desales_university:0.12  drop:0.12  drop_first:0.12  friday:0.12  nyu_invitational:0.12  nyu_won:0.12  score:0.12  university:0.12  volleyball_fall:0.12  won_set:0.12  #ritnews_#tigerpride:0.06  #tigerpride:0.06  25-23:0.06  :_#rit:0.06  @nyuathletics_invitational:0.06  @nyuathletics_knotted:0.06  @ritsports_::0.06  battle:0.06  close_first:0.06  day:0.06  defeat_@brockport:0.06  drop_close:0.06  drop_second:0.06  drop_set:0.06  friday_match:0.06  good_battle:0.06  host:0.06  invite:0.06  loses_opening:0.06  loses_set:0.06  morning:0.06  morning_match:0.06  new_paltz:0.06  nyu_rallied:0.06  opening_set:0.06  paltz:0.06  rit_volleyball:0.06  rt_@ritsports:0.06  saturday:0.06  second_match:0.06  second_set:0.06  set_v:0.06  volleyball_invite:0.06 \n",
        "\n",
        "[117] 0.15 ->  #RIT volleyball drops first set against @UMassBeacons 25-23. Tigers trail 7-1 in the second set. #RITNews\n",
        "[124] 0.12 ->  #RIT volleyball loses opening set vs. Desales University, 25-19 at NYU Violet Classic. #RITNEWS\n",
        "[140] 0.15 ->  RECAP - #RIT volleyball loses to DeSales at NYU Violet Classic. #RITNews  http://t.co/fzYAnqBDxL\n",
        "[286] 0.13 ->  #RIT volleyball loses set two to @nphawks 25-19. Tigers trail the match 2-0. #RITNews\n",
        "[358] 0.12 ->  #RIT volleyball drops close first set to @nphawks by a score of 25-23. #RITNews\n",
        "[371] 0.13 ->  Set 2 - #RIT volleyball falls to DeSales University, 25-13. Tigers trail 2-0 in match. #RITNEWS\n",
        "[589] 0.12 ->  #RIT volleyball falls to @NYUAthletics by a score of 28-26 in set two, trail two sets to zero. #RITNews\n",
        "[905] 0.15 ->  RECAP - #RIT volleyball drops both Friday matches at NYU Violet Classic. #RITNews http://t.co/vNIZMR6wu2\n",
        "[1006] 0.17 ->  #RIT volleyball drops set two to @UMassBeacons 25-7, trail the match two sets to zero. #RITNews\n",
        "[1243] 0.10 ->  #RIT volleyball drops second match of day at @NYUAthletics Invitational, falling to @UMassBeacons 25-23, 25-7, 25-17. #RITNews\n",
        "[1268] 0.14 ->  RECAP - #RIT volleyball drops both matches on Saturday in three sets to DeSales and New Paltz. #RITNews http://t.co/fzYAnqBDxL\n",
        "[1327] 0.17 ->  #RIT volleyball drops first set of morning match, 25-16 to @NYUAthletics at NYU Invitational. #RITNews\n",
        "[1401] 0.17 ->  RECAP - #RIT volleyball drops opening match at NYU Invitational to the hosts in three sets. #RITNews #TigerPride http://t.co/vNIZMR6wu2\n",
        "=========\n",
        "Cluster silhouette mean:0.86\n",
        "Features: #rit_student:1.00  #ritnews:1.00  chevy:1.00  chevy_volt:1.00  destler:1.00  destler_show:1.00  drive:1.00  drive_#ritnews:1.00  even_let:1.00  new_#rit:1.00  student:1.00  test:1.00  test_drive:1.00  volt:1.00  yearone:1.00  :_destler:0.80  @scottbureau_::0.80  rt_@scottbureau:0.80 \n",
        "\n",
        "[313] 0.63 ->  Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http://t.co/EDiCc5oUOh\n",
        "[403] 0.91 ->  RT @scottbureau: Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http\u2026\n",
        "[986] 0.91 ->  RT @scottbureau: Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http\u2026\n",
        "[1110] 0.91 ->  RT @scottbureau: Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http\u2026\n",
        "[1212] 0.91 ->  RT @scottbureau: Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.32\n",
        "Features: throwback:1.00  throwback_thursday:1.00  thursday:1.00  photo:0.83  #roc:0.50  @margiesees_::0.50  retro:0.50  retro_photo:0.50  rt_@margiesees:0.50  rt_@ritbehindbricks:0.50  :_rt:0.33  old_photo:0.33  time:0.33  #rit_#roc:0.17  #ritphoto:0.17  #roc_#ritphoto:0.17  :_got:0.17  ever_wondered:0.17  gracie:0.17  week's:0.17  week's_throwback:0.17 \n",
        "\n",
        "[672] 0.34 ->  RT @RITBehindBricks If you have any retro photos at #RIT, do share them to be featured in our Throwback Thursday http://t.co/GVohX5zhHc #ROC\n",
        "[861] 0.43 ->  RT @MargieSees: RT @RITBehindBricks If you have any retro photos at #RIT, do share them to be featured in our Throwback Thursday http://t.c\u2026\n",
        "[1096] 0.27 ->  Got any old photos from your time at #RIT? Share them with @RITBehindBricks to be featured in Throwback Thursday http://t.co/ACjAuvqAiR #ROC\n",
        "[1155] 0.14 ->  Have you ever wondered who Gracie is? Find out who she was on this week's Throwback Thursday: http://t.co/HQkkWqRqjh #RIT #ROC #RITPhoto\n",
        "[1162] 0.43 ->  RT @MargieSees: RT @RITBehindBricks If you have any retro photos at #RIT, do share them to be featured in our Throwback Thursday http://t.c\u2026\n",
        "[1216] 0.29 ->  RT @MargieSees: Got any old photos from your time at #RIT? Share them with @RITBehindBricks to be featured in Throwback Thursday http://t.c\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.64\n",
        "Features: #ff:1.00  #ff_#rit:1.00  #rit_#shopping:1.00  #shopping:1.00  friday:1.00  friday_i\u2019m:1.00  lee:1.00  love:1.00  marina:1.00  marina_lee:1.00  #shopping_friday:0.33  color:0.33  inspiration:0.33 \n",
        "\n",
        "[40] 0.60 ->  Color is my inspiration! Friday I\u2019m In love  by Marina Lee http://t.co/57I9l9xCKH #FF #RIT #SHOPPING\n",
        "[62] 0.64 ->  #FF #RIT #SHOPPING  Friday I\u2019m In love  by Marina Lee http://t.co/ksVVdQfii0\n",
        "[72] 0.67 ->  Friday I\u2019m In love  by Marina Lee http://t.co/57I9l9xCKH #FF #RIT #SHOPPING\n",
        "=========\n",
        "Cluster silhouette mean:0.30\n",
        "Features: #np:1.00  rt_@umalayaradio:0.89  :_#np:0.67  @umalayaradio_::0.67  night:0.44  night_#rit:0.44  @umalayaradio_#np:0.33  beautiful_#rit:0.33  direction:0.33  radio:0.33  tq_umalaya:0.33  umalaya:0.33  umalaya_radio:0.33  yeyeyeyeye:0.33  #np_beyonce:0.22  beyonce:0.22  irreplaceable_#rit:0.22  radio_rt:0.22  :_yeyeyeyeye:0.11  @azi94ana_::0.11  radio_@umalayaradio:0.11  rt_@azi94ana:0.11 \n",
        "\n",
        "[41] 0.19 ->  yeyeyeyeye!! tq UMalaya RAdio @UMalayaRadio #np The wanted - We own the night #RIT\n",
        "[351] 0.37 ->  RT @UMalayaRadio: #np One Direction - What makes you beautiful #RIT\n",
        "[386] 0.30 ->  RT @UMalayaRadio: #np Beyonce - Irreplaceable #RIT\n",
        "[451] 0.37 ->  RT @UMalayaRadio: #np One Direction - What makes you beautiful #RIT\n",
        "[553] 0.26 ->  yeyeyeyeye!! tq UMalaya RAdio RT @UMalayaRadio #np The wanted - We own the night #RIT\n",
        "[701] 0.30 ->  RT @UMalayaRadio: #np Beyonce - Irreplaceable #RIT\n",
        "[772] 0.23 ->  RT @Azi94Ana: yeyeyeyeye!! tq UMalaya RAdio RT @UMalayaRadio #np The wanted - We own the night #RIT\n",
        "[946] 0.29 ->  RT @UMalayaRadio: #np The wanted - We own the night #RIT\n",
        "[1052] 0.37 ->  RT @UMalayaRadio: #np One Direction - What makes you beautiful #RIT\n",
        "=========\n",
        "Cluster silhouette mean:0.76\n",
        "Features: #onlyatrit:1.00  #sorrynotsorry:1.00  bill:1.00  bill_nye:1.00  cd:1.00  dubsep:1.00  dubsep_version:1.00  guy:1.00  nye:1.00  science:1.00  science_guy:1.00  version:1.00  volleyball:1.00  volleyball_\ud83d\ude02\ud83d\ude0e:1.00  \ud83d\ude02\ud83d\ude0e:1.00  \ud83d\ude02\ud83d\ude0e_#sorrynotsorry:1.00  :_#onlyatrit:0.67  @daniellekindron_::0.67  rt_@daniellekindron:0.67 \n",
        "\n",
        "[343] 0.83 ->  RT @DanielleKindron: #onlyatrit do we have a dubsep version of bill nye the science guy on our warm up cd for volleyball \ud83d\ude02\ud83d\ude0e #SorryNotSorry\n",
        "[360] 0.64 ->  #onlyatrit do we have a dubsep version of bill nye the science guy on our warm up cd for volleyball \ud83d\ude02\ud83d\ude0e #SorryNotSorry\n",
        "[1021] 0.83 ->  RT @DanielleKindron: #onlyatrit do we have a dubsep version of bill nye the science guy on our warm up cd for volleyball \ud83d\ude02\ud83d\ude0e #SorryNotSorry\n",
        "=========\n",
        "Cluster silhouette mean:0.88\n",
        "Features: #rit_#ritnews:1.00  #ritnews:1.00  @atlantic_hockey_poll:1.00  @ritmhky_tiger:1.00  finish_fifth:1.00  poll:1.00  pretty_strong:1.00  tiger:1.00  tiger_picked:1.00  @jtvenniro_::0.83  rt_@jtvenniro:0.83 \n",
        "\n",
        "[50] 0.93 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[369] 0.93 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[381] 0.93 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[1088] 0.64 ->  They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.co/Eynf5ZnnJ6\n",
        "[1120] 0.93 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[1150] 0.93 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.16\n",
        "Features: #promoteyourbrand:1.00  #promoteyourbrand_#rit:1.00  #rit_@retweettrain:1.00  #shopetsybot:0.90  @retweettrain_@retweetwizard:0.90  @retweetwizard_#shopetsybot:0.90  best_season:0.44  season:0.44  gift:0.24  autumn:0.22  #bowl:0.10  #bowl_gold:0.10  #vintage:0.10  #vintage_cut:0.10  cut_glass:0.10  enhanced:0.10  glass:0.10  glass_#bowl:0.10  gold:0.10  gold_metal:0.10  metal:0.10  metal_enhanced:0.10  #vintageglass:0.08  @milavintages_::0.08  @retweettrain_#vintageglass:0.08  rt_@milavintages:0.08  @liuda_s_::0.07  rt_@liuda_s:0.07  #vintagegla:0.03  :_lovely:0.03  @ginainky_::0.03  @retweettrain_#vintagegla:0.03  rt_@ginainky:0.03 \n",
        "\n",
        "[112] 0.13 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[114] 0.32 ->  The best season \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[150] 0.32 ->  \u263b The best season \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[176] 0.32 ->  32* \u263b The best season \u2665 http://t.co/vPHy39Rtto #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[237] 0.32 ->  32* \u263b The best season \u2665 http://t.co/bovJLOgmiz #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[272] 0.32 ->  32* \u263b The best season \u2665 http://t.co/KpHZE3KUEJ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[357] 0.32 ->  32* \u263b The best season \u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[418] 0.32 ->  \u263b The best season \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[423] 0.32 ->  The best season \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[439] 0.32 ->  \u263b The best season \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[472] 0.32 ->  32* \u263b The best season \u2665 http://t.co/wxkWYPcP8L #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[574] 0.32 ->  \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[598] 0.32 ->  32* \u263b The best season \u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[605] 0.32 ->  32* \u263b The best season \u2665 http://t.co/soW5fQy7lR #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[638] 0.32 ->  32* \u263b The best season \u2665 http://t.co/eEzqMxs4Dr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[654] 0.32 ->  32* \u263b The best season \u2665 http://t.co/usJ2Teb542 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[685] 0.32 ->  32* \u263b The best season \u2665 http://t.co/bRmjgawkGk #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[735] 0.32 ->  32* \u263b The best season \u2665 http://t.co/sGUsM1NfKU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[792] 0.32 ->  \u263b The best season \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[802] 0.32 ->  32* \u263b The best season \u2665 http://t.co/dg5vFiX8df #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[803] 0.13 ->  RT @milavintages: \u263b The best season \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[840] 0.32 ->  32* \u263b The best season \u2665 http://t.co/JBUzmujkzr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[841] 0.32 ->  \u263b The best season \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[850] 0.32 ->  \u263b The best season \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[852] 0.32 ->  32* \u263b The best season \u2665 http://t.co/Wjd3V94FJA #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[863] 0.32 ->  32* \u263b The best season \u2665 http://t.co/g2UW1kVYRV #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[869] 0.32 ->  32* \u263b The best season \u2665 http://t.co/XjErPofJoo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[885] 0.32 ->  32* \u263b The best season \u2665 http://t.co/pgeucR8wk0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[943] 0.32 ->  32* \u263b The best season \u2665 http://t.co/NUTAt1QSON #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[971] 0.32 ->  32* \u263b The best season \u2665 http://t.co/S0cF0iWq2M #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[972] 0.32 ->  32* \u263b The best season \u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1009] 0.32 ->  32* \u263b The best season \u2665 http://t.co/HFhoF9a39E #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1034] 0.32 ->  32* \u263b The best season \u2665 http://t.co/JtJTo4SZ1d #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1042] 0.32 ->  \u263b The best season \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1050] 0.32 ->  32* \u263b The best season \u2665 http://t.co/mog5g0NNvt #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1051] 0.32 ->  The best season \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1054] 0.32 ->  32* \u263b The best season \u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1091] 0.32 ->  \u263b The best season \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1095] 0.32 ->  32* \u263b The best season \u2665 http://t.co/5soooWochu #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1229] 0.32 ->  32* \u263b The best season \u2665 http://t.co/dS7sp7zPrU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1244] 0.32 ->  32* \u263b The best season \u2665 http://t.co/Z9ehxj1xjx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1263] 0.32 ->  32* \u263b The best season \u2665 http://t.co/O7sBClHQUZ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1266] 0.13 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1276] 0.13 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1315] 0.32 ->  The best season \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1328] 0.32 ->  32* \u263b The best season \u2665 http://t.co/UOe6PBTxnW #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1334] 0.32 ->  \u263b The best season \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "clusters: 21 skipped 5 (0.352360817477%) tweets our of 1419 total tweets\n"
       ]
      },
      {
       "output_type": "pyout",
       "prompt_number": 19,
       "text": [
        "{'clusters': 21,\n",
        " 'sil_score': 0.047744906219384584,\n",
        " 'skipped': 5,\n",
        " 'total': 1419}"
       ]
      }
     ],
     "prompt_number": 19
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#try combining multiple types of features\n",
      "fx.reset_features(tweet_set)\n",
      "fx.extract_lemmatize_tokens(tweet_set)\n",
      "fx.extract_lemmatize_bigrams(tweet_set)\n",
      "perform_tweet_clustering(tweet_set)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "=========\n",
        "Cluster silhouette mean:0.36\n",
        "Features: #promoteyourbrand:1.00  #promoteyourbrand_#rit:1.00  #rit:1.00  #rit_@retweettrain:1.00  @retweettrain:1.00  lovely:1.00  #shopetsybot:0.72  @retweettrain_@retweetwizard:0.72  @retweetwizard:0.72  @retweetwizard_#shopetsybot:0.72  day:0.72  lovely_day:0.72  #bowl:0.28  #bowl_gold:0.28  #vintage:0.28  #vintage_cut:0.28  cut:0.28  cut_glass:0.28  enhanced:0.28  glass:0.28  glass_#bowl:0.28  gold:0.28  gold_metal:0.28  metal:0.28  metal_enhanced:0.28  #vintageglass:0.20  @retweettrain_#vintageglass:0.20  ::0.10  rt:0.10  #vintagegla:0.07  :_lovely:0.07  @ginainky:0.07  @ginainky_::0.07  @retweettrain_#vintagegla:0.07  rt_@ginainky:0.07  @liuda_s:0.03  @liuda_s_::0.03  rt_@liuda_s:0.03 \n",
        "\n",
        "[110] 0.43 ->  What a lovely day!\u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[125] 0.43 ->  What a lovely day!\u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[126] 0.43 ->  What a lovely day!\u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[145] 0.43 ->  \u263b What a lovely day!\u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[175] 0.43 ->  \u263b What a lovely day!\u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[197] 0.24 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[261] 0.43 ->  \u263b What a lovely day!\u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[328] 0.43 ->  \u263b What a lovely day!\u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[335] 0.43 ->  29* \u263b What a lovely day!\u2665 http://t.co/gKkaYQzrUy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[421] 0.43 ->  \u263b What a lovely day!\u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[515] 0.43 ->  29* \u263b What a lovely day!\u2665 http://t.co/5soooWochu #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[548] 0.24 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/ZP62JgqtY5 #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[582] 0.43 ->  29* \u263b What a lovely day!\u2665 http://t.co/bovJLOgmiz #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[596] 0.43 ->  \u263b What a lovely day!\u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[639] 0.04 ->  RT @liuda_s: \u263b What a lovely day!\u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[658] 0.16 ->  RT @Ginainky: LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintagegla\u2026\n",
        "[664] 0.43 ->  29* \u263b What a lovely day!\u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[700] 0.43 ->  29* \u263b What a lovely day!\u2665 http://t.co/Kv1AZ6hCwf #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[721] 0.24 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[751] 0.43 ->  29* \u263b What a lovely day!\u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[805] 0.24 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[816] 0.16 ->  RT @Ginainky: LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintagegla\u2026\n",
        "[851] 0.43 ->  29* \u263b What a lovely day!\u2665 http://t.co/Z9ehxj1xjx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[895] 0.43 ->  29* \u263b What a lovely day!\u2665 http://t.co/dS7sp7zPrU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[899] 0.24 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[925] 0.43 ->  \u263b What a lovely day!\u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[935] 0.43 ->  What a lovely day!\u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[953] 0.43 ->  29* \u263b What a lovely day!\u2665 http://t.co/GG7KSKYpBE #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[982] 0.43 ->  29* \u263b What a lovely day!\u2665 http://t.co/S0cF0iWq2M #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1113] 0.43 ->  29* \u263b What a lovely day!\u2665 http://t.co/JBUzmujkzr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1114] 0.43 ->  29* \u263b What a lovely day!\u2665 http://t.co/KpHZE3KUEJ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1175] 0.43 ->  \u263b What a lovely day!\u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1185] 0.24 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[1199] 0.43 ->  29* \u263b What a lovely day!\u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1234] 0.16 ->  RT @Ginainky: LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintagegla\u2026\n",
        "[1241] 0.43 ->  \u263b What a lovely day!\u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1275] 0.24 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[1321] 0.43 ->  29* \u263b What a lovely day!\u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1330] 0.24 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[1413] 0.43 ->  \u263b What a lovely day!\u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "=========\n",
        "Cluster silhouette mean:0.07\n",
        "Features: #bestofetsy:1.00  #rit:1.00  #rit_#bestofetsy:0.46  #bestofetsy_#rit:0.31  #boebot:0.31  love:0.23  tweet:0.23  #boebot_#bestofetsy:0.15  #felt:0.15  #felt_#rit:0.15  #ff:0.15  #pink:0.15  #pink_#rit:0.15  #retweetwizard:0.15  collection:0.15  #:0.08  #_#jakarta:0.08  #accessories:0.08  #accessories_#rit:0.08  #addthis:0.08  #addthis_#pink:0.08  #artpromoter:0.08  #artpromoter_#ff:0.08  #bestofetsy_#addthis:0.08  #bestofetsy_#boebot:0.08  #bestofetsy_#felt:0.08  #bestofetsy_#ff:0.08  #boebot_#rit:0.08  #digg:0.08  #digg_#jeweltweets:0.08  #eliteretweets:0.08  #eliteretweets_#rit:0.08  #fashion:0.08  #fashion_#bestofetsy:0.08  #felt_#jewelry:0.08  #ff_#pink:0.08  #ff_#rit:0.08  #jakarta:0.08  #jewelry:0.08  #jeweltweets:0.08  #retweetwizard_#bestofetsy:0.08  #retweetwizard_#rit:0.08  #rit_#:0.08  #rit_#digg:0.08  #rit_#fashion:0.08  #rit_#trending10:0.08  #romantic:0.08  #statweestics:0.08  #statweestics_#eliteretweets:0.08  #trending10:0.08  #trending10_#romantic:0.08  beautiful:0.08  beautiful_color:0.08  best:0.08  color:0.08  done:0.08  etsy:0.08  great:0.08  great_collection:0.08  item:0.08  love_item:0.08  lovely:0.08  much:0.08  nice:0.08  wonderful:0.08  wonderful_collection:0.08  wonderfully:0.08  wonderfully_done:0.08 \n",
        "\n",
        "[10] 0.08 ->  My love items 23144 https://t.co/Evhv9vgjQW #felt #RIT #bestofetsy\n",
        "[43] 0.10 ->  I tweet it 75007 https://t.co/UhpJI38QsD #felt #RIT #bestofetsy #felt #jewelry\n",
        "[83] 0.05 ->  Very great collection ! :) 59156 https://t.co/qnkTDy8zZl #bestofetsy #RIT  # #jakarta\n",
        "[207] 0.08 ->  Best from Etsy for you 40010 https://t.co/VO3mf5HToC #boebot #bestofetsy #RIT\n",
        "[327] 0.07 ->  Love it so much! 81142 https://t.co/sWXqVVsAa2 #boebot #bestofetsy #addthis #pink #RIT\n",
        "[354] 0.06 ->  Lovely 92302 https://t.co/Q3hxeAfyqU #bestofetsy #RIT #Trending10 #romantic\n",
        "[361] 0.09 ->  Wonderful collection!  29831 https://t.co/7PLzhfkVxR #boebot #RIT #bestofetsy\n",
        "[456] 0.06 ->  Beautiful colors! 21046 https://t.co/S7XHuwGjNe #bestofetsy #RIT #Digg #jeweltweets\n",
        "[460] 0.06 ->  I tweet it 66680 https://t.co/uVenA4r2uG #accessories #RIT #fashion #bestofetsy\n",
        "[787] 0.08 ->  Love this 87638 https://t.co/LdOPD3Y86z #statweestics #eliteretweets #RIT #BestofEtsy\n",
        "[1103] 0.10 ->  Nice! 7651 https://t.co/uE6OneSqYu #RetweetWizard #RIT #BestofEtsy #boebot\n",
        "[1205] 0.04 ->  Wonderfully done!! 10932 https://t.co/NkY8WpbIXq #RetweetWizard #BestofEtsy #FF #RIT\n",
        "[1292] 0.10 ->  I tweet it 2177 https://t.co/HpkNZocUnY #artpromoter #FF #pink #RIT #bestofetsy\n",
        "=========\n",
        "Cluster silhouette mean:0.11\n",
        "Features: #diggretweets:1.00  #rit:1.00  #rit_#diggretweets:0.37  #diggretweets_#rit:0.28  love:0.20  treasury:0.13  done:0.11  #boebot:0.09  wonderful:0.09  #jakarta:0.07  #statweestics:0.07  beautiful:0.07  choice:0.07  etsy:0.07  great:0.07  item:0.07  love_item:0.07  loved:0.07  lovely:0.07  pretty:0.07  super:0.07  super_choice:0.07  well:0.07  well_done:0.07  #:0.04  #autofollowback:0.04  #boebot_#rit:0.04  #bridal:0.04  #diggretweets_#diggretweets:0.04  #diggretweets_#retweettrain:0.04  #felt:0.04  #ff:0.04  #handmade:0.04  #handmade_#diggretweets:0.04  #hobbit:0.04  #retweettrain:0.04  #retweettrain_#vjse2:0.04  #rit_#autofollowback:0.04  #romance:0.04  #sexy:0.04  #sexy_#diggretweets:0.04  #statweestics_#diggretweets:0.04  #vjse2:0.04  #weddings:0.04  arrangement:0.04  beautiful_arrangement:0.04  best:0.04  cat:0.04  cat_cave:0.04  cave:0.04  collection:0.04  find:0.04  great_find:0.04  heart:0.04  job:0.04  lovely_treasury:0.04  wonderful_job:0.04  wonderfully:0.04  wonderfully_done:0.04  #_#jakarta:0.02  #_#rit:0.02  #accessories:0.02  #accessories_#diggretweets:0.02  #art:0.02  #art_#rit:0.02  #artbubblesart:0.02  #artpromoter:0.02  #autofollowback_#diggretweets:0.02  #blitz:0.02  #blitz_#rit:0.02  #boebot_#toronto:0.02  #bridal_#rit:0.02  #christmas:0.02  #christmas_#rit:0.02  #cotton:0.02  #cotton_#rit:0.02  #craft:0.02  #craft_#romance:0.02  #digg:0.02  #diggretweets_#art:0.02  #diggretweets_#artpromoter:0.02  #diggretweets_#blitz:0.02  #diggretweets_#boebot:0.02  #diggretweets_#bridal:0.02  #diggretweets_#cotton:0.02  #diggretweets_#craft:0.02  #diggretweets_#digg:0.02  #diggretweets_#felt:0.02  #diggretweets_#ff:0.02  #diggretweets_#jakarta:0.02  #diggretweets_#jewelry:0.02  #diggretweets_#like2:0.02  #diggretweets_#myhandmadetweet:0.02  #diggretweets_#retweet4all:0.02  #diggretweets_#sexy:0.02  #diggretweets_#toronto_r:0.02  #diggretweets_etsybot:0.02  #diggretweets_etsyxo:0.02  #emarikan:0.02  #emarikan_#statweestics:0.02  #etsyboebot:0.02  #felt_#rit:0.02  #ff_#diggretweets:0.02  #ff_#rit:0.02  #gold:0.02  #gold_#diggretweets:0.02  #hirasu:0.02  #hobbit_#diggretweets:0.02  #jakarta_#felt:0.02  #jakarta_#rit:0.02  #jewelry:0.02  #jewelry_#statweestics:0.02  #like2:0.02  #like2_#boebot:0.02  #myhandmadetweet:0.02  #myhandmadetweet_#boebot:0.02  #retweet4all:0.02  #retweet4all_#rit:0.02  #retweetwizard:0.02  #retweetwizard_#rit:0.02  #rit_#:0.02  #rit_#artbubblesart:0.02  #rit_#bridal:0.02  #rit_#etsyboebot:0.02  #rit_#ff:0.02  #rit_#gold:0.02  #rit_#handmade:0.02  #rit_#hirasu:0.02  #rit_#hobbit:0.02  #rit_#rit:0.02  #rit_#statweestics:0.02  #romance_#diggretweets:0.02  #russian_artists:0.02  #russian_artists_#rit:0.02  #shabbychic:0.02  #shabbychic_#rit:0.02  #statweestics_#rit:0.02  #tcretweet:0.02  #tcretweet_#rit:0.02  #toronto:0.02  #toronto_#rit:0.02  #toronto_r:0.02  #tweet_co:0.02  #tweet_co_#diggretweets:0.02  #weddings_#diggretweets:0.02  #weddings_#sexy:0.02  43568:0.02  ::0.02  :_wonderful:0.02  @etsyolga1:0.02  @etsyolga1_::0.02  best_treasury:0.02  classy:0.02  elegant:0.02  etsy_43568:0.02  etsybot:0.02  etsybot_#hobbit:0.02  etsyxo:0.02  etsyxo_#rit:0.02  gorgeous:0.02  great_collection:0.02  love_love:0.02  rt:0.02  rt_@etsyolga1:0.02  simple:0.02  stunning:0.02  sweet:0.02  sweet_treasury:0.02  today:0.02  tre:0.02  tre_best:0.02  tweet:0.02  wonderful_collection:0.02  wonderful_treasury:0.02 \n",
        "\n",
        "[35] 0.09 ->  Well done! 31452 https://t.co/0JEN3yjmqQ #RIT #diggretweets #like2 #boebot #RIT\n",
        "[68] 0.14 ->  Beautiful arrangement! 16946 https://t.co/QkPZWtRwao #RIT #diggretweets\n",
        "[120] 0.11 ->  So beautiful! 88284 https://t.co/b9R1BAVHJM #RIT  #Hobbit #diggretweets\n",
        "[132] 0.12 ->  Wonderful treasury 93284 https://t.co/FjAHi9VPYs #diggretweets #RIT #etsyboebot\n",
        "[153] 0.09 ->  Wonderfully done!! 78138 https://t.co/Keplnzmc3j #diggretweets #retweet4all #RIT\n",
        "[180] 0.12 ->  Very great collection ! :) 44934 https://t.co/M2N05Xi8kg #RIT #diggretweets\n",
        "[185] 0.13 ->  Super choices! 66166 https://t.co/n9lMkXSUss #russian_artists #RIT #diggretweets\n",
        "[188] 0.08 ->  Well done! 80131 https://t.co/NHxxqusxca #weddings #sexy #diggretweets #FF #RIT\n",
        "[228] 0.10 ->  Love love love 22602 https://t.co/0CZ9DBEhLF #RIT #gold #diggretweets\n",
        "[231] 0.09 ->  I love it 20704 https://t.co/qzL4vaG236 #RIT #statweestics #diggretweets #digg\n",
        "[251] 0.10 ->  My love items 12423 https://t.co/eED5l5Apwu #RIT #diggretweets etsybot #Hobbit\n",
        "[281] 0.14 ->  Very lovely xo 14840 https://t.co/eKv0Z2VqZv #jakarta #RIT #diggretweets\n",
        "[315] 0.12 ->  Lovely treasury 44269 https://t.co/cMgBLXp95f #diggretweets #RIT #artbubblesart\n",
        "[332] 0.12 ->  Best of tre best 46959 https://t.co/RsXBW6xIYS #diggretweets #diggretweets #RIT\n",
        "[368] 0.09 ->  Gorgeous 46626 https://t.co/6gXheFncCV #boebot #RIT #diggretweets #craft #romance\n",
        "[375] 0.11 ->  Love the cat cave! 53780 https://t.co/cJZrEhfVXm #diggretweets #RIT #bridal\n",
        "[442] 0.13 ->  In my heart 37402 https://t.co/DTtd5u4DPa #diggretweets #sexy #diggretweets #RIT\n",
        "[459] 0.13 ->  In my heart 43753 https://t.co/q8CSCarWgY #TCretweet #RIT #diggretweets #diggretweets\n",
        "[494] 0.12 ->  Wonderful job 49846 https://t.co/vRLrdZCxyY  #RIT #diggretweets #Retweettrain #vjse2\n",
        "[501] 0.08 ->  My love items 15534 https://t.co/uwntBbhVMB #diggretweets #RIT #RIT # #jakarta\n",
        "[520] 0.13 ->  Pretty 41595 https://t.co/YanCIzMYSI #accessories #diggretweets #RIT\n",
        "[565] 0.11 ->  Best treasury on Etsy 90660 https://t.co/IoJkxPmRng #handmade #diggretweets #RIT\n",
        "[590] 0.13 ->  Super choices! 4803 https://t.co/Ii04avPGHA #RIT #diggretweets #artpromoter\n",
        "[602] 0.12 ->  So pretty! 65354 https://t.co/pTsVxI4zKK #emarikan #statweestics #diggretweets #RIT\n",
        "[662] 0.12 ->  Wonderful collection!  14448 https://t.co/kO3PZzPE28 #RIT #diggretweets\n",
        "[704] 0.06 ->  Love the cat cave! 89661 https://t.co/4Rj1NIIVVX #diggretweets #Jakarta #felt #RIT\n",
        "[711] 0.13 ->  My sweet treasury 70639 https://t.co/dsoU8Ntic6 #shabbychic #RIT #diggretweets\n",
        "[723] 0.11 ->  Super choices! 69783 https://t.co/CRcXhdbnWd  #RIT #diggretweets #myhandmadetweet #boebot\n",
        "[753] 0.15 ->  Very elegant and classy 11158 https://t.co/kWHz5fa48z #RIT #diggretweets\n",
        "[786] 0.08 ->  Today on Etsy 43568 https://t.co/ctuALJvdok #diggretweets #blitz #RIT #hirasu\n",
        "[825] 0.08 ->  Lovely treasury 95932 https://t.co/SQnNGjROOp #RIT #FF #diggretweets #toronto_r\n",
        "[883] 0.13 ->  Wonderfully done!! 6801 https://t.co/hu8fP7XakP #diggretweets #RIT\n",
        "[988] 0.13 ->  Treasury on Etsy 6979 https://t.co/B8vm6bsZH8 #tweet_co #diggretweets #RIT\n",
        "[992] 0.10 ->  Beautiful arrangement! 4800 https://t.co/5rMVhWyxOf #diggretweets #cotton #RIT\n",
        "[1010] 0.09 ->  Love this 10976 https://t.co/vMzo0tDy5K  # #RIT #handmade #diggretweets\n",
        "[1019] 0.10 ->  Great finds! 74884 https://t.co/hjk3QvRpUb #RIT #autofollowback #diggretweets\n",
        "[1071] 0.11 ->  simple and stunning! 89270 https://t.co/06SPlxyJE7 #christmas #RIT  #diggretweets #felt\n",
        "[1074] 0.09 ->  RT @etsyolga1: Wonderful job 49846 https://t.co/vRLrdZCxyY  #RIT #diggretweets #Retweettrain #vjse2\n",
        "[1105] 0.10 ->  You will loved it 61757 https://t.co/FLaWmvXYIs #weddings #diggretweets #art #RIT\n",
        "[1177] 0.09 ->  love this! so well done! 88287 https://t.co/6NodylamJF #diggretweets etsyxo #RIT\n",
        "[1196] 0.11 ->  You will loved it 18240 https://t.co/W85Quqj3fV #diggretweets #bridal #RIT\n",
        "[1214] 0.12 ->  Great finds! 39050 https://t.co/sje4plpfGW #diggretweets #RIT #autofollowback\n",
        "[1301] 0.09 ->  So pretty! 68972 https://t.co/73BsOoQaZ9 #diggretweets #jewelry #statweestics #RIT\n",
        "[1355] 0.11 ->  My love items 87168 https://t.co/JUTjTKfaKg #romance #diggretweets #RIT\n",
        "[1380] 0.06 ->  I tweet it 36637 https://t.co/ON6iatSCIU #diggretweets #boebot #toronto #RIT\n",
        "[1410] 0.13 ->  You will loved it 91910 https://t.co/zkaMnurrx3 #RetweetWizard #RIT #diggretweets\n",
        "=========\n",
        "Cluster silhouette mean:0.64\n",
        "Features: #getthere:1.00  #getthere_#rfxc:1.00  #rfxc:1.00  #rit:1.00  #rit_cross:1.00  @:1.00  @_gvp:1.00  country:1.00  country_tiger:1.00  cross:1.00  cross_country:1.00  den:1.00  den_@:1.00  gvp:1.00  gvp_tomorrow:1.00  race:1.00  race_start:1.00  start:1.00  tiger:1.00  tiger_den:1.00  tomorrow:1.00  ::0.80  :_#rit:0.80  @cschwab145:0.80  @cschwab145_::0.80  #gettothegame:0.40  rt:0.40  @sterry073:0.20  @sterry073_::0.20  rt_@cschwab145:0.20  rt_@sterry073:0.20 \n",
        "\n",
        "[97] 0.70 ->  \u201c@cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\u201d\ud83d\udc2f\n",
        "[233] 0.61 ->  RT @sterry073: \"@cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\" #gettothegame\n",
        "[273] 0.69 ->  \"@cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\" #gettothegame\n",
        "[447] 0.66 ->  RT @cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\n",
        "[1078] 0.54 ->  #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\n",
        "=========\n",
        "Cluster silhouette mean:0.05\n",
        "Features: #rit:1.00  community:1.00  community_shield:1.00  hillside:1.00  hillside_community:1.00  shield:1.00  @ritwsoccer:0.54  @uofrathletics:0.50  #ritnews:0.42  ::0.42  rt:0.42  sahlen's:0.42  sahlen's_stadium:0.42  stadium:0.42  @ritsports:0.33  #rit_#ritnews:0.29  @ritsports_::0.29  play:0.29  rt_@ritsports:0.29  soccer:0.29  draw:0.21  #rit_&:0.17  &:0.17  bill:0.17  coach:0.17  coach_bill:0.17  draw_v:0.17  v:0.17  #rit_warming:0.12  :_#rit:0.12  :_@ritwsoccer:0.12  face:0.12  kickoff:0.12  saturday:0.12  shield_soccer:0.12  soccer_tournament:0.12  tomorrow:0.12  tournament:0.12  underway:0.12  warming:0.12  #rit_men:0.08  #rit_soccer:0.08  #roc:0.08  #uofr:0.08  &_chris:0.08  @jjohnson13wham:0.08  @ritwsoccer_::0.08  @uofrathletics_vying:0.08  advance:0.08  apple:0.08  apple_#uofr:0.08  bill_garbo:0.08  bill_garno:0.08  chris:0.08  chris_apple:0.08  concludes:0.08  cool:0.08  cool_video:0.08  face_@uofrathletics:0.08  game:0.08  garbo:0.08  garbo_#rit:0.08  garno:0.08  half:0.08  head:0.08  head_coach:0.08  men:0.08  men's:0.08  men's_soccer:0.08  msocc:0.08  rt_@ritwsoccer:0.08  shield_concludes:0.08  shield_game:0.08  shield_saturday:0.08  shield_title:0.08  shield_tomorrow:0.08  soccer_head:0.08  soccer_team:0.08  team:0.08  tie:0.08  title:0.08  video:0.08  vying:0.08  woman's:0.08  #rit_#rit:0.04  #rit_rt:0.04  #ritnews_#tigerpride:0.04  #ritnews_::0.04  #tigerpride:0.04  #uofr_hillside:0.04  &_@uofrath:0.04  &_@uofrathletics:0.04  1st:0.04  1st_half:0.04  :_hillside:0.04  @jjohnson13wham_chat:0.04  @ritsports_@uofrathletics:0.04  @ritwsoccer_lead:0.04  @ritwsoccer_play:0.04  @uofr:0.04  @uofrath:0.04  @uofrathletics_#ritnews:0.04  @uofrathletics_hillside:0.04  @uofrathletics_underway:0.04  @urmenssoccer:0.04  @whec_jgranit:0.04  @whec_jgranit_@ritsports:0.04  annual:0.04  annual_hillside:0.04  chat:0.04  event:0.04  event_tomorrow:0.04  favor:0.04  game_preview:0.04  goal:0.04  great:0.04  great_stuff:0.04  gwen:0.04  gwen_neuhaus:0.04  lead:0.04  lead_@uofrathletics:0.04  lineup:0.04  lone:0.04  lone_goal:0.04  minute:0.04  neuhaus:0.04  preview:0.04  r:0.04  r_set:0.04  recap:0.04  rit:0.04  rochester:0.04  rt_@whec_jgranit:0.04  scoreless:0.04  second:0.04  second_annual:0.04  set:0.04  shield_#roc:0.04  shield_event:0.04  shot:0.04  starting:0.04  starting_lineup:0.04  stuff:0.04  today's:0.04  today's_@ritwsoccer:0.04  u:0.04 \n",
        "\n",
        "[0] 0.05 ->  RT @RITWSoccer: #RIT warming up for a 5pm kickoff at the Hillside Community Shield soccer tournament! http://t.co/rzjvIeWNxC\n",
        "[59] 0.01 ->  #RIT and U of R set to face off in second annual Hillside Community Shield event tomorrow at Sahlen's Stadium. http://t.co/yclPq2NfEI\n",
        "[203] 0.05 ->  RT @RITWSoccer: #RIT warming up for a 5pm kickoff at the Hillside Community Shield soccer tournament! http://t.co/rzjvIeWNxC\n",
        "[247] 0.07 ->  #RIT men and @RITWSoccer to face @UofRathletics in the 2nd Hillside Community Shield Saturday at Sahlen's Stadium. http://t.co/0B7TRHHIXj\n",
        "[320] 0.08 ->  RT @RITsports: #RIT men and @RITWSoccer to face @UofRathletics in the 2nd Hillside Community Shield Saturday at Sahlen's Stadium. http://t.\u2026\n",
        "[325] 0.01 ->  Great stuff here! #RIT RT @WHEC_JGranit  @RITsports @UofRathletics Hillside Community Shield game preview http://t.co/PezllWeMwX \u2026\n",
        "[390] 0.10 ->  We are underway at Sahlen's stadium. @RITWSoccer and @UofRathletics vying for the Hillside Community Shield title. #RIT #RITNews\n",
        "[400] 0.04 ->  @RITWSoccer leads @UofRathletics 1-0 after one half of play at the Hillside Community Shield. Gwen Neuhaus has the lone goal. #RIT #RITNews\n",
        "[547] 0.14 ->  RT @RITsports: @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[564] 0.03 ->  Hillside Community Shield concludes with two 1-1 ties between both the woman's and the men's soccer teams of #RIT &amp; @UofRathletics #RITNEWS\n",
        "[615] 0.03 ->  RECAP, as @RITWSoccer plays to 1-1 draw against Rochester at Hillside Community Shield. #RIT #RITNews #TigerPride http://t.co/ONInsWbtbo\n",
        "[707] 0.03 ->  Starting lineups for today's @RITWSoccer against @UofR at Sahlen's Stadium for the Hillside Community Shield. #RIT\n",
        "[719] 0.06 ->  RT @RITsports: A cool video with #RIT soccer head coach Bill Garno in advance of the Hillside Community Shield tomorrow. #RITNews: http://t\u2026\n",
        "[777] 0.10 ->  @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[920] 0.02 ->  A cool video with #RIT soccer head coach Bill Garno in advance of the Hillside Community Shield tomorrow. #RITNews: http://t.co/9daTgWmXWd\n",
        "[952] 0.05 ->  RT @RITsports: Hillside Community Shield concludes with two 1-1 ties between both the woman's and the men's soccer teams of #RIT &amp; @UofRath\u2026\n",
        "[1319] 0.14 ->  RT @RITsports: @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[1353] 0.14 ->  RT @RITsports: @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[1389] 0.09 ->  RT @RITsports: We are underway at Sahlen's stadium. @RITWSoccer and @UofRathletics vying for the Hillside Community Shield title. #RIT #RIT\u2026\n",
        "=========\n",
        "=========\n",
        "Cluster silhouette mean:0.81\n",
        "Features: #rit:1.00  #rit_student:1.00  #ritnews:1.00  chevy:1.00  chevy_volt:1.00  destler:1.00  destler_show:1.00  drive:1.00  drive_#ritnews:1.00  even:1.00  even_let:1.00  let:1.00  lucky:1.00  new:1.00  new_#rit:1.00  show:1.00  student:1.00  take:1.00  test:1.00  test_drive:1.00  volt:1.00  yearone:1.00  ::0.80  :_destler:0.80  @scottbureau:0.80  @scottbureau_::0.80  rt:0.80  rt_@scottbureau:0.80  \u2026:0.80 \n",
        "\n",
        "[313] 0.50 ->  Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http://t.co/EDiCc5oUOh\n",
        "[403] 0.89 ->  RT @scottbureau: Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http\u2026\n",
        "[986] 0.89 ->  RT @scottbureau: Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http\u2026\n",
        "[1110] 0.89 ->  RT @scottbureau: Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http\u2026\n",
        "[1212] 0.89 ->  RT @scottbureau: Destler shows off his Chevy Volt for new #RIT students in YearOne. He even let a lucky few take a test drive #RITNews http\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.79\n",
        "Features: #rit:1.00  #rit_#ritnews:1.00  #ritnews:1.00  @rittfxc:1.00  @rittfxc_runner:1.00  country:1.00  country_rookie:1.00  cross:1.00  cross_country:1.00  emma:1.00  emma_jones:1.00  jones:1.00  jones_named:1.00  league:1.00  league_women's:1.00  liberty:1.00  liberty_league:1.00  named:1.00  named_liberty:1.00  rookie:1.00  runner:1.00  runner_emma:1.00  week:1.00  women's:1.00  women's_cross:1.00  ::0.75  :_@rittfxc:0.75  @ritsports:0.75  @ritsports_::0.75  rt:0.75  rt_@ritsports:0.75 \n",
        "\n",
        "[104] 0.87 ->  RT @RITsports: @RITTFXC runner Emma Jones named Liberty League Women's Cross Country Rookie of the Week. #RIT #RITNews http://t.co/m7grYVA6\u2026\n",
        "[179] 0.87 ->  RT @RITsports: @RITTFXC runner Emma Jones named Liberty League Women's Cross Country Rookie of the Week. #RIT #RITNews http://t.co/m7grYVA6\u2026\n",
        "[814] 0.56 ->  @RITTFXC runner Emma Jones named Liberty League Women's Cross Country Rookie of the Week. #RIT #RITNews http://t.co/m7grYVA6GN\n",
        "[859] 0.87 ->  RT @RITsports: @RITTFXC runner Emma Jones named Liberty League Women's Cross Country Rookie of the Week. #RIT #RITNews http://t.co/m7grYVA6\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.39\n",
        "Features: #rit:1.00  #rit_v:1.00  #roc:1.00  #universityofrochester:1.00  community:1.00  community_shield:1.00  hillside:1.00  hillside_community:1.00  shield:1.00  v:1.00  v_#universityofrochester:1.00  #fireworks:0.79  game:0.79  game_#fireworks:0.79  post:0.79  post_game:0.79  #hillsidefa:0.63  #roc_#soccer:0.63  #soccer:0.63  #soccer_#hillsidefa:0.63  rt:0.47  ::0.37  :_post:0.37  #roc_#soc:0.21  #soc:0.21  @specialsantas:0.21  @specialsantas_::0.21  rt_@specialsantas:0.21  #roc_#so:0.16  #so:0.16  @hillsideagency:0.16  @hillsideagency_::0.16  rt_@hillsideagency:0.16  ticket:0.11  weekend:0.11  win:0.11  win_ticket:0.11 \n",
        "\n",
        "[12] 0.55 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[85] 0.34 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[109] 0.55 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[119] 0.55 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[201] 0.34 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[222] 0.24 ->  This weekend is Hillside Community Shield! #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[242] 0.34 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[262] 0.24 ->  This weekend is Hillside Community Shield! #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[443] 0.55 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[445] 0.55 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[452] 0.55 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[655] 0.28 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[745] 0.55 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[800] 0.28 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[917] 0.28 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[995] 0.18 ->  RT to win tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[998] 0.55 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[1022] 0.18 ->  RT to win tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[1079] 0.34 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.35\n",
        "Features:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " #promoteyourbrand:1.00  #promoteyourbrand_#rit:1.00  #rit:1.00  #rit_@retweettrain:1.00  #shopetsybot:1.00  ::1.00  @milavintages:1.00  @milavintages_::1.00  @retweettrain:1.00  @retweettrain_@retweetwizard:1.00  @retweetwizard:1.00  @retweetwizard_#shopetsybot:1.00  rt:1.00  rt_@milavintages:1.00  gift:0.54  autumn:0.31  gift_guide:0.31  guide:0.31  handmade:0.31  handmade_gift:0.31  looking:0.23  best:0.08  best_season:0.08  day:0.08  lovely:0.08  lovely_day:0.08  season:0.08 \n",
        "\n",
        "[44] 0.44 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[137] 0.22 ->  RT @milavintages: \u263b What a lovely day!\u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[156] 0.38 ->  RT @milavintages: \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[219] 0.37 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[295] 0.37 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[316] 0.37 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[491] 0.44 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1106] 0.38 ->  RT @milavintages: \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1227] 0.38 ->  RT @milavintages: \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1273] 0.44 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1314] 0.37 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1404] 0.44 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.02\n",
        "Features: ::1.00  @ritsports:1.00  @ritsports_::1.00  rt:1.00  rt_@ritsports:1.00  #rit:0.88  set:0.47  @potsdambears:0.38  #ritnews:0.31  :_vb:0.31  lead:0.31  vb:0.31  stadium:0.25  tiger:0.25  @ritwsoccer:0.19  @uofrathletics:0.19  headed:0.19  take:0.19  #ritsports:0.16  :_msocc:0.16  @fredstatedevils:0.16  knotted:0.16  msocc:0.16  #ritsports_#ritnews:0.12  @urmenssoccer:0.12  match:0.12  men's:0.12  sahlen's:0.12  sahlen's_stadium:0.12  second:0.12  take_set:0.12  tiger_stadium:0.12  v:0.12  win:0.12  #rit_men's:0.09  #rit_take:0.09  :_#rit:0.09  :_msocc|:0.09  :_wsocc:0.09  @brockport:0.09  @dbloshkin:0.09  @fredstatedevils_lead:0.09  @geneseoknights:0.09  @keukaathletics:0.09  @medaillemavs:0.09  @potsdambears_take:0.09  assist:0.09  fifth:0.09  half:0.09  lead_@uofrathletics:0.09  men's_soccer:0.09  min:0.09  msocc|:0.09  opening:0.09  ot:0.09  overtime:0.09  scoreless:0.09  soccer:0.09  wsocc:0.09  #elmira:0.06  #gotigers:0.06  #rit_#ritnews:0.06  #rit_lead:0.06  :_@potsdambears:0.06  :_@rittfxc:0.06  @fisherathletics:0.06  @johnakaddo:0.06  @rittfxc:0.06  bloshkin:0.06  country:0.06  cross:0.06  cross_country:0.06  danny:0.06  danny_bloshkin:0.06  defeat:0.06  dish:0.06  drop:0.06  drop_opening:0.06  fifth_set:0.06  force:0.06  fourth:0.06  give:0.06  give_#rit:0.06  invite:0.06  opening_set:0.06  place:0.06  play:0.06  score:0.06  second_half:0.06  set_v:0.06  shuts:0.06  third:0.06  third_set:0.06  we're:0.06  yellowjacket:0.06  #:0.03  #gotigers_#ritnews:0.03  #rit_defeat:0.03  #rit_drop:0.03  #rit_force:0.03  #rit_move:0.03  #rit_strike:0.03  #rit_struggling:0.03  #rit_volleyball:0.03  #rit_women's:0.03  #ritsports_#rit:0.03  #tigerpride:0.03  :_@ritwsoccer:0.03  :_john:0.03  @:0.03  @dbloshkin_dish:0.03  @dbloshkin_give:0.03  @ecsoaringeagles:0.03  @fisherathletics_lead:0.03  @fredstatedevils_defeat:0.03  @johnakaddo_score:0.03  @keukaathletics_force:0.03  @keukaathletics_win:0.03  @medaillemavs_beat:0.03  @nyuathletics:0.03  @nyuathletics_invite:0.03  @potsdambears_knotted:0.03  @rueben910:0.03  @rueben910_give:0.03  @urmenssoccer_knotted:0.03  beat:0.03  beat_@potsdambears:0.03  begin:0.03  bloshkin_dish:0.03  chance:0.03  country_get:0.03  country_place:0.03  culhane:0.03  defeat_@uofrathletics:0.03  defeat_keuka:0.03  defeating:0.03  defeating_@brockport:0.03  done:0.03  draw:0.03  elmira:0.03  fifth_place:0.03  finish:0.03  force_fifth:0.03  force_fourth:0.03  fourth_set:0.03  fredonia:0.03  fredonia_lead:0.03  get:0.03  gls:0.03  goal:0.03  good:0.03  good_third:0.03  great:0.03  great_chance:0.03  half_#rit:0.03  half_we're:0.03  header:0.03  hold:0.03  invitational:0.03  john:0.03  john_kaddo:0.03  kaddo:0.03  kaddo_score:0.03  keuka:0.03  kick:0.03  lead_@fredstatedevils:0.03  lead_@potsdambears:0.03  left:0.03  maxine:0.03  maxine_culhane:0.03  men's_cross:0.03  minute:0.03  minute_left:0.03  missed:0.03  move:0.03  msocc|_second:0.03  msocc|_we're:0.03  nyu:0.03  nyu_won:0.03  opening_match:0.03  outshot:0.03  outshot_yellowjackets:0.03  penalty:0.03  penalty_kick:0.03  pk:0.03  place_finish:0.03  place_fourth:0.03  play_set:0.03  resume:0.03  resume_tomorrow:0.03  season:0.03  season_started:0.03  second_set:0.03  set_win:0.03  soccer_shuts:0.03  soccer_v:0.03  started:0.03  straight:0.03  straight_set:0.03  strike:0.03  struggling:0.03  take_third:0.03  team:0.03  tied:0.03  tiger_lead:0.03  tiger_play:0.03  tiger_win:0.03  tomorrow:0.03  tonight:0.03  tournament:0.03  tournament_done:0.03  trying:0.03  tuesday:0.03  underway:0.03  ur:0.03  volleyball:0.03  we're_headed:0.03  weekend:0.03  went:0.03  went_wide:0.03  wide:0.03  win_set:0.03  women's:0.03  women's_cross:0.03  won:0.03  won_set:0.03  yellowjacket_invitational:0.03  yellowjacket_invite:0.03  yellowjackets:0.03 \n",
        "\n",
        "[52] 0.02 ->  RT @RITsports: MSOCC| we're headed to overtime at Sahlen's stadium. #RIT and @urmenssoccer knotted up at 1-1. #GoTigers #RITNews\n",
        "[98] 0.04 ->  RT @RITsports: VB | #RIT leads 15-13 in the second over @PotsdamBears while @FredStateDevils leads @UofRathletics 15-7.\n",
        "[116] 0.01 ->  RT @RITsports: #RIT takes third set 25-15 defeating @Brockport in straight sets. The Tigers play again at 7pm against @KeukaAthletics. #RIT\u2026\n",
        "[165] 0.06 ->  RT @RITsports: VB | @PotsdamBears takes set 3 over #RIT 27-25. Tigers lead the match 2-1.\n",
        "[213] 0.03 ->  RT @RITsports: VB | #RIT forces fifth set vs. @KeukaAthletics wins set four 25-17. Tied 2-2. @medaillemavs beats @PotsdamBears in set 2, 25\u2026\n",
        "[408] 0.03 ->  RT @RITsports: VB | #RIT moves to 3-0 on weekend with four set win over @PotsdamBears. Tigers win 25-13, 25-21, 25-27, 25-18\n",
        "[569] 0.06 ->  RT @RITsports: WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "[584] 0.02 ->  RT @RITsports: VB | #RIT defeats Keuka 25-22 in opening set. @FisherAthletics leads @FredStateDevils 11-9 in opening set.\n",
        "[603] 0.00 ->  RT @RITsports: #RIT struggling with @medaillemavs down 18-10 in set two. @PotsdamBears are trying to hold off @Brockport and win the match,\u2026\n",
        "[622] 0.04 ->  RT @RITsports: VB | @KeukaAthletics forces fourth set vs. @FisherAthletics, #RIT leads @PotsdamBears 21-14 in fourth set, up 2-1.\n",
        "[626] 0.02 ->  RT @RITsports: @PotsdamBears takes the match! Win the fifth set 15-8. Tournament done for tonight! Resumes tomorrow at 11 am. #RITNEWS\n",
        "[819] 0.01 ->  RT @RITsports: MSOCC| Second half of play set to begin from Sahlen's stadium between #RIT and @urmenssoccer. #TigerPride\n",
        "[879] 0.06 ->  RT @RITsports: VB | Good third set between #RIT and @PotsdamBears knotted at 19. @FredStateDevils leads @UofRathletics 22-15\n",
        "[923] 0.00 ->  RT @RITsports: MSOCC | @DBloshkin gives #RIT men's soccer a 1-0 lead over @urmenssoccer on a PK in the 46'. RIT 1, UR 0\n",
        "[1032] 0.07 ->  RT @RITsports: VB | #RIT takes set 1 over @PotsdamBears 25-13. @FredStateDevils leads @UofRathletics 21-15.\n",
        "[1073] 0.06 ->  RT @RITsports: WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "[1156] 0.06 ->  RT @RITsports: VB | #RIT drops opening set to @medaillemavs 28-26. @PotsdamBears takes set three vs. @Brockport 25-22, leads 2-1.\n",
        "[1364] 0.06 ->  RT @RITsports: WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "[1417] 0.06 ->  RT @RITsports: VB | #RIT takes set 2 over @PotsdamBears, 25-21, @FredStateDevils defeats @UofRathletics 25-20.  RIT and Fredonia lead 2-0.\n",
        "=========\n",
        "Cluster silhouette mean:0.12\n",
        "Features: #rit:1.00  #rit_v:1.00  #roc:1.00  v:1.00  community:0.90  community_shield:0.90  hillside:0.90  hillside_community:0.90  shield:0.90  rt:0.71  ::0.67  #universityofrochester:0.62  v_#universityofrochester:0.62  ticket:0.57  get:0.52  #roc_#woso:0.38  #woso:0.38  @urwomenssoccer:0.38  sahlen's:0.38  sahlen's_stadium:0.38  stadium:0.38  v_@urwomenssoccer:0.38  @ritwsoccer:0.33  rt_@ritwsoccer:0.33  #roc_#socc:0.29  #roc_#soccer:0.29  #socc:0.29  #soccer:0.29  :_get:0.29  @hillsideagency:0.29  @hillsideagency_::0.29  rt_@hillsideagency:0.29  #fireworks:0.24  #sahlen:0.24  #sahlen_#fireworks:0.24  #soccer_#sahlen:0.24  :_hillside:0.24  @ritwsoccer_::0.24  @ritwsoccer_#rit:0.10  @specialsantas:0.10  @specialsantas_::0.10  go:0.10  go_tiger:0.10  good:0.10  good_luck:0.10  lady:0.10  luck:0.10  rt_@specialsantas:0.10  tiger:0.10  #hillside:0.05  #roc_#socce:0.05  #socce:0.05  #soccer_#hillside:0.05  :_good:0.05  :_rt:0.05  @paulgebel:0.05  @paulgebel_::0.05  rt_@paulgebel:0.05  weekend:0.05  win:0.05  win_ticket:0.05 \n",
        "\n",
        "[34] 0.05 ->  Good luck, ladies. Go Tigers! RT @RITWSoccer #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/sLfr10Tc55\n",
        "[235] 0.26 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[389] 0.18 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[413] 0.26 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[508] 0.26 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[624] 0.18 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[646] 0.26 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[696] 0.18 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[697] 0.06 ->  RT @paulgebel: Good luck, ladies. Go Tigers! RT @RITWSoccer #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/sLfr10T\u2026\n",
        "[717] 0.04 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #Sahlen #Fireworks\n",
        "[833] 0.04 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #Sahlen #Fireworks\n",
        "[857] 0.18 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Socc\u2026\n",
        "[913] 0.18 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[941] 0.04 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #Sahlen #Fireworks\n",
        "[981] 0.04 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #Sahlen #Fireworks\n",
        "[1037] 0.04 ->  Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Soccer #Sahlen #Fireworks\n",
        "[1108] 0.12 ->  Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[1143] 0.01 ->  RT @SpecialSantas: Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Socce\u2026\n",
        "[1411] 0.26 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "=========\n",
        "Cluster silhouette mean:0.45\n",
        "Features: country:1.00  country_team:1.00  cross:1.00  cross_country:1.00  emma:1.00  finish:1.00  first:1.00  freshman:1.00  freshman_emma:1.00  highlander:1.00  highlander_invational:1.00  houghton's:1.00  houghton's_highlander:1.00  invational:1.00  invational_led:1.00  led:1.00  place:1.00  place_finish:1.00  second:1.00  second_place:1.00  take:1.00  take_first:1.00  team:1.00  team_take:1.00  women's:1.00  women's_cross:1.00  #ritnews:0.50  ::0.50  :_women's:0.50  @rittfxc:0.50  @rittfxc_::0.50  emma_jon:0.50  emma_jones:0.50  jon:0.50  jones:0.50  jones_#ritnews:0.50  rt:0.50  rt_@rittfxc:0.50 \n",
        "\n",
        "[944] 0.47 ->  RT @RITTFXC: Women's cross country team takes first at Houghton's Highlander Invational led by a second place finish from freshman Emma Jon\u2026\n",
        "[1379] 0.44 ->  Women's cross country team takes first at Houghton's Highlander Invational led by a second place finish from freshman Emma Jones #RITNews\n",
        "=========\n",
        "Cluster silhouette mean:0.60\n",
        "Features: #rit:1.00  finish:1.00  picked:1.00  poll:1.00  preseason:1.00  preseason_poll:1.00  #rit_#ritnews:0.89  #ritnews:0.89  ::0.89  @chawomenshockey:0.89  @chawomenshockey_preseason:0.89  @ritwhky:0.89  @ritwhky_picked:0.89  finish_fourth:0.89  fourth:0.89  :_@ritwhky:0.78  @ritsports:0.78  @ritsports_::0.78  rt:0.78  rt_@ritsports:0.67  #tigerpride:0.22  #rit_#tigers:0.11  #ritnews_#tigerpride:0.11  #tigers:0.11  #tigers_#tigerpride:0.11  :_tiger:0.11  @atlantic_hockey:0.11  @atlantic_hockey_preseason:0.11  @ritmhky:0.11  @ritmhky_::0.11  fifth:0.11  finish_fifth:0.11  first:0.11  rt_@ritmhky:0.11  tiger:0.11  tiger_picked:0.11 \n",
        "\n",
        "[48] 0.75 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[177] 0.75 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[462] 0.75 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[653] 0.75 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[699] 0.36 ->  \u201c@RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll.\" WE WILL BE FIRST. #rit #tigers #TigerPride\n",
        "[720] 0.75 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[823] 0.11 ->  RT @RITMHKY: Tigers picked to finish fifth in the 2013-14 @Atlantic_Hockey preseason poll. #RIT #RITNews #TigerPride http://t.co/MxM8ZMuSi2\n",
        "[872] 0.37 ->  @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[1372] 0.75 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "=========\n",
        "Cluster silhouette mean:0.54\n",
        "Features: #ritnews:1.00  ::1.00  :_human:1.00  @ritmediawivell:1.00  @ritmediawivell_::1.00  @youtube:1.00  apocalypse:1.00  human:1.00  human_v:1.00  rt:1.00  rt_@ritmediawivell:1.00  v:1.00  via:1.00  via_@youtube:1.00  zombie:1.00  zombie_apocalypse:1.00  #onlyatrit:0.75  #onlyatrit_#ritnews:0.75  @youtube_#onlyatrit:0.75  rit:0.75  :_rt:0.62  #o:0.50  #ritnews_#o:0.50  @ritnews:0.50  @ritnews_::0.50  rt_@ritnews:0.50  #hvzweek:0.25  #only:0.25  #only_@rit:0.25  #rit:0.25  #ritnews_#only:0.25  @rit:0.25  @youtube_#hvzweek:0.25  @bobfinnerty:0.12  @bobfinnerty_::0.12  rt_@bobfinnerty:0.12 \n",
        "\n",
        "[113] 0.50 ->  RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #only@rit\n",
        "[196] 0.66 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[516] 0.66 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[524] 0.66 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[770] 0.34 ->  RT @RITMediaWivell: Humans vs. Zombies! Zombie apocalypse at #RIT! http://t.co/oMf4xAtKB1 via @youtube #hvzweek\u201d #RITNews\n",
        "[848] 0.66 ->  RT @RITNEWS: RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/fNoNaDSMiS via @youtube #onlyatRIT #Ritnews #o\u2026\n",
        "[884] 0.50 ->  RT @RITMediaWivell: Humans vs. Zombies!! Zombie apocalypse at RIT!! http://t.co/XrTtxeTs3z via @youtube #onlyatRIT #Ritnews #only@rit\n",
        "[1132] 0.33 ->  RT @BobFinnerty: RT @RITMediaWivell: Humans vs. Zombies! Zombie apocalypse at #RIT! http://t.co/oMf4xAtKB1 via @youtube #hvzweek\u201d #RITNews\n",
        "=========\n",
        "Cluster silhouette mean:0.76\n",
        "Features: #rit:1.00  #rit_male:1.00  @rittfxc:1.00  @rittfxc_standouts:1.00  andrew:1.00  andrew_bernardo:1.00  athlete:1.00  award:1.00  bernardo:1.00  congrats:1.00  emma:1.00  emma_jones:1.00  female:1.00  female_athlete:1.00  jones:1.00  male:1.00  standouts:1.00  standouts_andrew:1.00  swept:1.00  week:1.00  week_award:1.00  ::0.75  :_congrats:0.75  @ritsports:0.75  @ritsports_::0.75  rt:0.75  rt_@ritsports:0.75  morning:0.25 \n",
        "\n",
        "[158] 0.85 ->  RT @RITsports: Congrats to @RITTFXC standouts Andrew Bernardo and Emma Jones who swept the #RIT Male and Female Athlete of the Week awards \u2026\n",
        "[296] 0.85 ->  RT @RITsports: Congrats to @RITTFXC standouts Andrew Bernardo and Emma Jones who swept the #RIT Male and Female Athlete of the Week awards \u2026\n",
        "[853] 0.50 ->  Congrats to @RITTFXC standouts Andrew Bernardo and Emma Jones who swept the #RIT Male and Female Athlete of the Week awards this morning.\n",
        "[1064] 0.85 ->  RT @RITsports: Congrats to @RITTFXC standouts Andrew Bernardo and Emma Jones who swept the #RIT Male and Female Athlete of the Week awards \u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.51\n",
        "Features: ::1.00  :_henrietta:1.00  @monroefirerpt:1.00  @monroefirerpt_::1.00  b:1.00  fire:1.00  fire_going:1.00  get:1.00  get_photo:1.00  going:1.00  going_good:1.00  good:1.00  henrietta:1.00  henrietta_responding:1.00  lot:1.00  lot_b:1.00  one:1.00  one_get:1.00  photo:1.00  responding:1.00  vehicle:1.00  vehicle_fire:1.00  #rit:0.50  #rit_campus:0.50  #roc:0.50  @robcwilliams:0.50  @robcwilliams_::0.50  campus:0.50  rt:0.50  rt_@robcwilliams:0.50 \n",
        "\n",
        "[406] 0.50 ->  How did no one get photos of this? =( \u201c@monroefirerpt: Henrietta responding for a vehicle fire going good , Lot B on the #RIT campus. #ROC\u201d\n",
        "[1240] 0.52 ->  RT @robcwilliams: How did no one get photos of this? =( \u201c@monroefirerpt: Henrietta responding for a vehicle fire going good , Lot B on the \u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.30\n",
        "Features: #ios7:1.00  covered:1.00  don\u2019t:1.00  don\u2019t_worry:1.00  ios7:1.00  ios7_today:1.00  launch:1.00  ready:1.00  rit\u2019s:1.00  team:1.00  today:1.00  worry:1.00  worry_rit\u2019s:1.00  #:0.50  #ios7_#:0.50  #ios7_#rit:0.50  #rit:0.50  #rit_#ritmobile:0.50  #ritmobile:0.50  #ritmobile_#roc:0.50  #roc:0.50  ::0.50  @ritbehindbricks:0.50  @ritbehindbricks_::0.50  rt:0.50  rt_@ritbehindbricks:0.50 \n",
        "\n",
        "[25] 0.32 ->  RT @RITBehindBricks: Are you ready for the launch of iOS7 today? Don\u2019t worry RIT\u2019s ITS team has you covered: http://t.co/npLDcMcIgE #iOS7 #\u2026\n",
        "[1168] 0.28 ->  Are you ready for the launch of iOS7 today? Don\u2019t worry RIT\u2019s ITS team has you covered: http://t.co/npLDcMcIgE #iOS7 #RIT #RITMobile #ROC\n",
        "=========\n",
        "Cluster silhouette mean:0.30\n",
        "Features:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " #rit:1.00  #ritnews:1.00  #ritnews_#tigerpride:1.00  #tigerpride:1.00  ::0.71  @ritsports:0.71  @ritsports_::0.71  rt:0.71  rt_@ritsports:0.71  #rit_#ritnews:0.57  @alexa_rae4:0.57  @alexa_rae4_featured:0.57  @jamjam_05:0.57  @ritwsoccer:0.57  @ritwsoccer_standouts:0.57  featured:0.57  standouts:0.57  standouts_@jamjam_05:0.57  video:0.57  #rit_news:0.43  :_@ritwsoccer:0.43  athletics:0.43  medicine:0.43  medicine_service:0.43  news:0.43  provide:0.43  provide_sport:0.43  rghs:0.43  rit:0.43  rit_athletics:0.43  service:0.43  sport:0.43  sport_medicine:0.43  :_#rit:0.29 \n",
        "\n",
        "[667] 0.41 ->  RT @RITsports: @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t\u2026\n",
        "[687] 0.11 ->  #RIT News - RGHS to provide sports medicine services to RIT Athletics. #RITNews #TigerPride http://t.co/1NINNxq2eL\n",
        "[817] 0.30 ->  RT @RITsports: #RIT News - RGHS to provide sports medicine services to RIT Athletics. #RITNews #TigerPride http://t.co/1NINNxq2eL\n",
        "[888] 0.30 ->  RT @RITsports: #RIT News - RGHS to provide sports medicine services to RIT Athletics. #RITNews #TigerPride http://t.co/1NINNxq2eL\n",
        "[909] 0.41 ->  RT @RITsports: @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t\u2026\n",
        "[1053] 0.41 ->  RT @RITsports: @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t\u2026\n",
        "[1260] 0.15 ->  @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t.co/EjsGI4tcXD\n",
        "=========\n",
        "Cluster silhouette mean:0.90\n",
        "Features: #promoteyourbrand:1.00  #promoteyourbrand_#rit:1.00  #rit:1.00  #rit_@retweettrain:1.00  #shopetsybot:1.00  @retweettrain:1.00  @retweettrain_@retweetwizard:1.00  @retweetwizard:1.00  @retweetwizard_#shopetsybot:1.00  best:1.00  best_season:1.00  season:1.00  ::0.07  @liuda_s:0.07  @liuda_s_::0.07  rt:0.07  rt_@liuda_s:0.07 \n",
        "\n",
        "[112] 0.33 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[114] 0.94 ->  The best season \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[150] 0.94 ->  \u263b The best season \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[176] 0.94 ->  32* \u263b The best season \u2665 http://t.co/vPHy39Rtto #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[237] 0.94 ->  32* \u263b The best season \u2665 http://t.co/bovJLOgmiz #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[272] 0.94 ->  32* \u263b The best season \u2665 http://t.co/KpHZE3KUEJ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[357] 0.94 ->  32* \u263b The best season \u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[418] 0.94 ->  \u263b The best season \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[423] 0.94 ->  The best season \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[439] 0.94 ->  \u263b The best season \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[472] 0.94 ->  32* \u263b The best season \u2665 http://t.co/wxkWYPcP8L #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[574] 0.94 ->  \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[598] 0.94 ->  32* \u263b The best season \u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[605] 0.94 ->  32* \u263b The best season \u2665 http://t.co/soW5fQy7lR #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[638] 0.94 ->  32* \u263b The best season \u2665 http://t.co/eEzqMxs4Dr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[654] 0.94 ->  32* \u263b The best season \u2665 http://t.co/usJ2Teb542 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[685] 0.94 ->  32* \u263b The best season \u2665 http://t.co/bRmjgawkGk #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[735] 0.94 ->  32* \u263b The best season \u2665 http://t.co/sGUsM1NfKU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[792] 0.94 ->  \u263b The best season \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[802] 0.94 ->  32* \u263b The best season \u2665 http://t.co/dg5vFiX8df #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[840] 0.94 ->  32* \u263b The best season \u2665 http://t.co/JBUzmujkzr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[841] 0.94 ->  \u263b The best season \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[850] 0.94 ->  \u263b The best season \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[852] 0.94 ->  32* \u263b The best season \u2665 http://t.co/Wjd3V94FJA #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[863] 0.94 ->  32* \u263b The best season \u2665 http://t.co/g2UW1kVYRV #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[869] 0.94 ->  32* \u263b The best season \u2665 http://t.co/XjErPofJoo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[885] 0.94 ->  32* \u263b The best season \u2665 http://t.co/pgeucR8wk0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[943] 0.94 ->  32* \u263b The best season \u2665 http://t.co/NUTAt1QSON #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[971] 0.94 ->  32* \u263b The best season \u2665 http://t.co/S0cF0iWq2M #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[972] 0.94 ->  32* \u263b The best season \u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1009] 0.94 ->  32* \u263b The best season \u2665 http://t.co/HFhoF9a39E #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1034] 0.94 ->  32* \u263b The best season \u2665 http://t.co/JtJTo4SZ1d #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1042] 0.94 ->  \u263b The best season \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1050] 0.94 ->  32* \u263b The best season \u2665 http://t.co/mog5g0NNvt #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1051] 0.94 ->  The best season \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1054] 0.94 ->  32* \u263b The best season \u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1091] 0.94 ->  \u263b The best season \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1095] 0.94 ->  32* \u263b The best season \u2665 http://t.co/5soooWochu #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1229] 0.94 ->  32* \u263b The best season \u2665 http://t.co/dS7sp7zPrU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1244] 0.94 ->  32* \u263b The best season \u2665 http://t.co/Z9ehxj1xjx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1263] 0.94 ->  32* \u263b The best season \u2665 http://t.co/O7sBClHQUZ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1266] 0.33 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1276] 0.33 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1315] 0.94 ->  The best season \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1328] 0.94 ->  32* \u263b The best season \u2665 http://t.co/UOe6PBTxnW #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1334] 0.94 ->  \u263b The best season \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.40\n",
        "Features: #rit:1.00  bus:1.00  men's:1.00  men's_soccer:1.00  sahlen's:1.00  sahlen's_stadium:1.00  soccer:1.00  stadium:1.00  #rit_student:0.77  ::0.77  :_#rit:0.77  @ritwsoccer:0.77  rt:0.77  sign:0.77  student:0.77  tomorrow:0.69  game:0.46  game_tomorrow:0.46  soccer_game:0.46  @ritsports:0.38  @ritsports_::0.38  rt_@ritsports:0.38  sat:0.31  @ritwsoccer_::0.23  den:0.23  den_tomorrow:0.23  link:0.23  rt_@ritwsoccer:0.23  signed:0.23  soccer_tiger:0.23  tiger:0.23  tiger_den:0.23  use:0.23  @ritgettothegame:0.15  @ritgettothegame_::0.15  rt_@ritgettothegame:0.15  #roc:0.08 \n",
        "\n",
        "[432] 0.41 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[541] 0.26 ->  #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7XaNANn #ROC\n",
        "[620] 0.54 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[706] 0.54 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[712] 0.41 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[782] 0.16 ->  #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http://t.co/VKSS8kv6Bn\n",
        "[886] 0.41 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[1099] 0.27 ->  RT @RITGETtotheGAME: #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http:\u2026\n",
        "[1134] 0.54 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[1278] 0.27 ->  RT @RITGETtotheGAME: #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http:\u2026\n",
        "[1335] 0.34 ->  #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.co/TawUTvNRiz\n",
        "[1367] 0.54 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[1396] 0.54 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.80\n",
        "Features: #ritnews:1.00  #ritnews_#roc:1.00  #roc:1.00  +:1.00  +_personal:1.00  @eastmanhouse:1.00  @ritpress:1.00  @ritpress_author:1.00  author:1.00  author_jack:1.00  book:1.00  book_@eastmanhouse:1.00  critic:1.00  critic_+:1.00  film:1.00  film_critic:1.00  garner:1.00  garner_sign:1.00  jack:1.00  jack_garner:1.00  personal:1.00  personal_story:1.00  sign:1.00  sign_book:1.00  story:1.00  tale:1.00  ::0.75  :_@ritpress:0.75  @aswcmp:0.75  @aswcmp_::0.75  rt:0.75  rt_@aswcmp:0.75 \n",
        "\n",
        "[139] 0.87 ->  RT @aswcmp: @RITPress author Jack Garner signs books @EastmanHouse.Tales of a film critic + personal stories.#RITNEWS #ROC http://t.co/AWza\u2026\n",
        "[480] 0.87 ->  RT @aswcmp: @RITPress author Jack Garner signs books @EastmanHouse.Tales of a film critic + personal stories.#RITNEWS #ROC http://t.co/AWza\u2026\n",
        "[726] 0.58 ->  @RITPress author Jack Garner signs books @EastmanHouse.Tales of a film critic + personal stories.#RITNEWS #ROC http://t.co/AWzaL0YlSI\n",
        "[1100] 0.87 ->  RT @aswcmp: @RITPress author Jack Garner signs books @EastmanHouse.Tales of a film critic + personal stories.#RITNEWS #ROC http://t.co/AWza\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.31\n",
        "Features: #promoteyourbrand:1.00  #promoteyourbrand_#rit:1.00  #rit:1.00  #rit_@retweettrain:1.00  #shopetsybot:1.00  @retweettrain:1.00  @retweettrain_@retweetwizard:1.00  @retweetwizard:1.00  @retweetwizard_#shopetsybot:1.00  gift:0.68  looking:0.37  autumn:0.32  gift_guide:0.32  guide:0.32  handmade:0.32  handmade_gift:0.32  ::0.10  rt:0.10  @liuda_s:0.08  @liuda_s_::0.08  rt_@liuda_s:0.08  :_looking:0.02  @elenasfelting:0.02  @elenasfelting_::0.02  rt_@elenasfelting:0.02 \n",
        "\n",
        "[14] 0.36 ->  Looking for Gifts? \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[37] 0.24 ->  Autumn is Here \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[42] 0.40 ->  \u263bHandmade Gift guide \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[49] 0.36 ->  \u263bLooking for Gifts? \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[61] 0.24 ->  Autumn is Here \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[64] 0.36 ->  \u263bLooking for Gifts? \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[75] 0.24 ->  31* \u263b Autumn is Here \u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[82] 0.36 ->  \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[87] 0.40 ->  \u263bHandmade Gift guide \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[90] 0.24 ->  Autumn is Here \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[143] 0.40 ->  \u263bHandmade Gift guide \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[208] 0.09 ->  RT @liuda_s: \u263bHandmade Gift guide \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[212] 0.24 ->  \u263b Autumn is Here \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[282] 0.40 ->  Handmade Gift guide \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[299] 0.07 ->  RT @liuda_s: \u263b Autumn is Here \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[317] 0.24 ->  \u263b Autumn is Here \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[329] 0.40 ->  Handmade Gift guide \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[411] 0.40 ->  \u263bHandmade Gift guide \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[425] 0.36 ->  Looking for Gifts? \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[441] 0.36 ->  Looking for Gifts? \u2665 http://t.co/u9HJ4ZrMpK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[485] 0.24 ->  \u263b Autumn is Here \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[490] 0.36 ->  Looking for Gifts? \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[510] 0.40 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[554] 0.40 ->  \u263bHandmade Gift guide \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[636] 0.36 ->  \u263bLooking for Gifts? \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[665] 0.36 ->  \u263bLooking for Gifts? \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[671] 0.36 ->  \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[682] 0.13 ->  RT @liuda_s: \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[695] 0.24 ->  \u263b Autumn is Here \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[702] 0.08 ->  RT @ElenasFelting: Looking for Gifts? \u2665 http://t.co/CasLIoVJw3 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[709] 0.40 ->  \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[714] 0.36 ->  \u263bLooking for Gifts? \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[821] 0.24 ->  31* \u263b Autumn is Here \u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[832] 0.24 ->  31* \u263b Autumn is Here \u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[846] 0.24 ->  \u263b Autumn is Here \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[881] 0.36 ->  Looking for Gifts? \u2665 http://t.co/JgdPAOuVzL #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[882] 0.40 ->  \u263bHandmade Gift guide \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[904] 0.24 ->  \u263b Autumn is Here \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[914] 0.40 ->  \u263bHandmade Gift guide \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[954] 0.36 ->  Looking for Gifts? \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[955] 0.13 ->  RT @liuda_s: \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[978] 0.36 ->  \u263bLooking for Gifts? \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[985] 0.40 ->  \u263bHandmade Gift guide \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1031] 0.24 ->  \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1057] 0.40 ->  \u263bHandmade Gift guide \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1066] 0.24 ->  Autumn is Here \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1093] 0.40 ->  Handmade Gift guide \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1117] 0.24 ->  \u263b Autumn is Here \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1125] 0.24 ->  \u263b Autumn is Here \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1140] 0.36 ->  Looking for Gifts? \u2665 http://t.co/CasLIoVJw3 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1142] 0.36 ->  \u263bLooking for Gifts? \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1163] 0.36 ->  Looking for Gifts? \u2665 http://t.co/u8GVp9FWl5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1186] 0.13 ->  RT @liuda_s: \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1189] 0.24 ->  31* \u263b Autumn is Here \u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1190] 0.40 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1232] 0.24 ->  \u263b Autumn is Here \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1251] 0.40 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1295] 0.40 ->  Handmade Gift guide \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1343] 0.36 ->  \u263bLooking for Gifts? \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1350] 0.40 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.50\n",
        "Features: #lasertag:1.00  #lasertag_#rit:1.00  #rit:1.00  #rit_#ritstudents:1.00  #ritstudents:1.00  @rit_cola:1.00  @ritdoc:1.00  check:1.00  event:1.00  event_we're:1.00  hey:1.00  hey_@rit_cola:1.00  planning:1.00  we're:1.00  we're_planning:1.00  ::0.50  :_hey:0.50  @rit_erin:0.50  @rit_erin_::0.50  rt:0.50  rt_@rit_erin:0.50 \n",
        "\n",
        "[54] 0.47 ->  Hey @RIT_COLA and @RITDOC - check out this event we're planning! https://t.co/PTc7ieercO #lasertag #RIT #RITstudents\n",
        "[393] 0.53 ->  RT @RIT_Erin: Hey @RIT_COLA and @RITDOC - check out this event we're planning! https://t.co/PTc7ieercO #lasertag #RIT #RITstudents\n",
        "clusters: 23 skipped 3 (0.211416490486%) tweets our of 1419 total tweets\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "/System/Library/Frameworks/Python.framework/Versions/2.7/Extras/lib/python/numpy/core/fromnumeric.py:2374: RuntimeWarning: invalid value encountered in double_scalars\n",
        "  return mean(axis, dtype, out)\n"
       ]
      },
      {
       "output_type": "pyout",
       "prompt_number": 20,
       "text": [
        "{'clusters': 23,\n",
        " 'sil_score': 0.015537016993952903,\n",
        " 'skipped': 3,\n",
        " 'total': 1419}"
       ]
      }
     ],
     "prompt_number": 20
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#try combining multiple types of features\n",
      "fx.reset_features(tweet_set)\n",
      "fx.extract_group_tokens(tweet_set)\n",
      "fx.extract_group_bigrams(tweet_set)\n",
      "perform_tweet_clustering(tweet_set)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "=========\n",
        "Cluster silhouette mean:0.36\n",
        "Features: #mechanical:1.00  #mechanical_11100010:1.00  #originals:1.00  11100010:1.00  11100010_#originals:1.00  11100010_11100010:1.00  1110100:0.50  1110100_#mechanical:0.50  1110110:0.50  1110110_@firasalmoula:0.50  @firasalmoula:0.50  @firasalmoula_1110100:0.50 \n",
        "\n",
        "[102] 0.30 ->  #Mechanical #Engineering #RIT #Dubai #University #Workshop #Machine  #Adidas #Originals http://t.co/pA5JAL3NfZ\n",
        "[773] 0.43 ->  RT @FirasAlmoula: #Mechanical #Engineering #RIT #Dubai #University #Workshop #Machine  #Adidas #Originals http://t.co/pA5JAL3NfZ\n",
        "=========\n",
        "Cluster silhouette mean:0.34\n",
        "Features: #universityofrochester:1.00  11100010:1.00  11100010_11100101110:1.00  11100101110:1.00  11100101110_#universityofrochester:1.00  1111011110111111:1.00  1111110010011:1.00  1111110010011_11111100110110:1.00  11111100110110:1.00  11111100110110_1111011110111111:1.00  11101011011101:0.62  11100010_11100010:0.56  1110110:0.53  111000000:0.47  111000000_111101110111110:0.47  1110100:0.47  111101110111110:0.47  111101110111110_11101011011101:0.47  1111001101111110:0.44  #hillsidefa:0.38  11100010_#hillsidefa:0.38  010110110:0.34  1110110_@hillsideagency:0.28  @hillsideagency:0.28  @hillsideagency_1110100:0.28  1110100_111000000:0.22  #socc:0.19  11100010_#socc:0.19  1110100_010110110:0.19  1110110_@specialsantas:0.19  @specialsantas:0.19  @specialsantas_1110100:0.19  #sahlen:0.16  #sahlen_11101011011101:0.16  11100010_#sahlen:0.16  #soc:0.12  11100010_#soc:0.12  01011001010:0.09  01011001010_1111001101111110:0.09  0111100010111:0.09  11100010_0111100010111:0.09  11110011101111:0.09  #hillside:0.03  #socce:0.03  11100010_#hillside:0.03  11100010_#socce:0.03  1110100_1110110:0.03 \n",
        "\n",
        "[11] 0.23 ->  RT @SpecialSantas: RT to win tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Socc\u2026\n",
        "[12] 0.43 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[85] 0.34 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[109] 0.43 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[119] 0.43 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[201] 0.34 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[222] 0.28 ->  This weekend is Hillside Community Shield! #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[242] 0.34 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[262] 0.28 ->  This weekend is Hillside Community Shield! #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[389] 0.33 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[443] 0.43 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[445] 0.43 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[452] 0.43 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[624] 0.33 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[655] 0.34 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[696] 0.33 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[717] 0.32 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #Sahlen #Fireworks\n",
        "[745] 0.43 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[800] 0.34 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[833] 0.32 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #Sahlen #Fireworks\n",
        "[857] 0.33 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Socc\u2026\n",
        "[913] 0.33 ->  RT @hillsideagency: Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Socc\u2026\n",
        "[917] 0.34 ->  RT @hillsideagency: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #So\u2026\n",
        "[941] 0.32 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #Sahlen #Fireworks\n",
        "[981] 0.32 ->  Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #Sahlen #Fireworks\n",
        "[995] 0.28 ->  RT to win tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #HillsideFA\n",
        "[998] 0.43 ->  Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[1022] 0.28 ->  RT to win tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soccer #HillsideFA\n",
        "[1037] 0.32 ->  Get your tickets to Hillside Community Shield 9/21/13 #RIT vs #UniversityofRochester http://t.co/PNkW7GBlha  #ROC #Soccer #Sahlen #Fireworks\n",
        "[1079] 0.34 ->  RT @SpecialSantas: Post Game #FIREWORKS! Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Soc\u2026\n",
        "[1102] 0.22 ->  RT @hillsideagency: This weekend is Hillside Community Shield! #RIT vs #UniversityofRochester http://t.co/CJYFQLnqxB #ROC #Soccer #Hillside\u2026\n",
        "[1143] 0.25 ->  RT @SpecialSantas: Get your tickets to Hillside Community Shield 9/21/13. #RIT vs #UniversityofRochester http://t.co/hEXI1RdFjQ #ROC #Socce\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.20\n",
        "Features: #promoteyourbrand:1.00  #promoteyourbrand_11100010:1.00  11100010:1.00  11100010_@retweettrain:1.00  @retweettrain:1.00  #shopetsybot:0.85  @retweettrain_@retweetwizard:0.85  @retweetwizard:0.85  @retweetwizard_#shopetsybot:0.85  1111100111111:0.52  111100111010:0.37  1111100111111_111100111010:0.37  01111000011:0.24  1111001101111110:0.24  11110101111010:0.24  010101010110:0.15  010101010110_11110111011000:0.15  11100010_010101010110:0.15  11100010_1111110010101:0.15  11110111011000:0.15  11110111011000_11100010:0.15  11111100000:0.15  11111100000_11111100010110:0.15  11111100010110:0.15  1111110010101:0.15  1111110010101_11111100000:0.15  #vintageglass:0.11  @retweettrain_#vintageglass:0.11  #vintagegla:0.04  1110100:0.04  1110100_1111100111111:0.04  1110110:0.04  1110110_@ginainky:0.04  @ginainky:0.04  @ginainky_1110100:0.04  @retweettrain_#vintagegla:0.04 \n",
        "\n",
        "[14] 0.15 ->  Looking for Gifts? \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[37] 0.10 ->  Autumn is Here \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[49] 0.15 ->  \u263bLooking for Gifts? \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[61] 0.10 ->  Autumn is Here \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[64] 0.15 ->  \u263bLooking for Gifts? \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[75] 0.10 ->  31* \u263b Autumn is Here \u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[82] 0.15 ->  \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[90] 0.10 ->  Autumn is Here \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[110] 0.32 ->  What a lovely day!\u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[125] 0.32 ->  What a lovely day!\u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[126] 0.32 ->  What a lovely day!\u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[145] 0.32 ->  \u263b What a lovely day!\u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[175] 0.32 ->  \u263b What a lovely day!\u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[197] 0.15 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[212] 0.10 ->  \u263b Autumn is Here \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[261] 0.32 ->  \u263b What a lovely day!\u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[317] 0.10 ->  \u263b Autumn is Here \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[328] 0.32 ->  \u263b What a lovely day!\u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[335] 0.32 ->  29* \u263b What a lovely day!\u2665 http://t.co/gKkaYQzrUy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[421] 0.32 ->  \u263b What a lovely day!\u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[425] 0.15 ->  Looking for Gifts? \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[441] 0.15 ->  Looking for Gifts? \u2665 http://t.co/u9HJ4ZrMpK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[485] 0.10 ->  \u263b Autumn is Here \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[490] 0.15 ->  Looking for Gifts? \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[515] 0.32 ->  29* \u263b What a lovely day!\u2665 http://t.co/5soooWochu #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[548] 0.15 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/ZP62JgqtY5 #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[582] 0.32 ->  29* \u263b What a lovely day!\u2665 http://t.co/bovJLOgmiz #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[596] 0.32 ->  \u263b What a lovely day!\u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[636] 0.15 ->  \u263bLooking for Gifts? \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[658] 0.09 ->  RT @Ginainky: LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintagegla\u2026\n",
        "[664] 0.32 ->  29* \u263b What a lovely day!\u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[665] 0.15 ->  \u263bLooking for Gifts? \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[671] 0.15 ->  \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[695] 0.10 ->  \u263b Autumn is Here \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[700] 0.32 ->  29* \u263b What a lovely day!\u2665 http://t.co/Kv1AZ6hCwf #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[714] 0.15 ->  \u263bLooking for Gifts? \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[721] 0.15 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[751] 0.32 ->  29* \u263b What a lovely day!\u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[805] 0.15 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[816] 0.09 ->  RT @Ginainky: LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintagegla\u2026\n",
        "[821] 0.10 ->  31* \u263b Autumn is Here \u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[832] 0.10 ->  31* \u263b Autumn is Here \u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[846] 0.10 ->  \u263b Autumn is Here \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[851] 0.32 ->  29* \u263b What a lovely day!\u2665 http://t.co/Z9ehxj1xjx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[881] 0.15 ->  Looking for Gifts? \u2665 http://t.co/JgdPAOuVzL #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[895] 0.32 ->  29* \u263b What a lovely day!\u2665 http://t.co/dS7sp7zPrU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[899] 0.15 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[904] 0.10 ->  \u263b Autumn is Here \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[925] 0.32 ->  \u263b What a lovely day!\u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[935] 0.32 ->  What a lovely day!\u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[953] 0.32 ->  29* \u263b What a lovely day!\u2665 http://t.co/GG7KSKYpBE #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[954] 0.15 ->  Looking for Gifts? \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[978] 0.15 ->  \u263bLooking for Gifts? \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[982] 0.32 ->  29* \u263b What a lovely day!\u2665 http://t.co/S0cF0iWq2M #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1031] 0.10 ->  \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1066] 0.10 ->  Autumn is Here \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1113] 0.32 ->  29* \u263b What a lovely day!\u2665 http://t.co/JBUzmujkzr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1114] 0.32 ->  29* \u263b What a lovely day!\u2665 http://t.co/KpHZE3KUEJ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1117] 0.10 ->  \u263b Autumn is Here \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1125] 0.10 ->  \u263b Autumn is Here \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1140] 0.15 ->  Looking for Gifts? \u2665 http://t.co/CasLIoVJw3 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1142] 0.15 ->  \u263bLooking for Gifts? \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1163] 0.15 ->  Looking for Gifts? \u2665 http://t.co/u8GVp9FWl5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1175] 0.32 ->  \u263b What a lovely day!\u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1185] 0.15 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[1189] 0.10 ->  31* \u263b Autumn is Here \u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1199] 0.32 ->  29* \u263b What a lovely day!\u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1232] 0.10 ->  \u263b Autumn is Here \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1234] 0.09 ->  RT @Ginainky: LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintagegla\u2026\n",
        "[1241] 0.32 ->  \u263b What a lovely day!\u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1275] 0.15 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[1321] 0.32 ->  29* \u263b What a lovely day!\u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1330] 0.15 ->  LOVELY!  #Vintage Cut Glass #Bowl Gold Metal Enhanced http://t.co/1SEwbUpn5b #promoteyourbrand #rit @RetweetTrain #vintageglass\n",
        "[1343] 0.15 ->  \u263bLooking for Gifts? \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1413] 0.32 ->  \u263b What a lovely day!\u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.04\n",
        "Features: 111111000100:1.00  111111000100_1111110010111:1.00  1111110010111:1.00  11100010:0.92  1111110010101:0.83  1111110010111_1111110010101:0.67  111101101100:0.58  1111011110100:0.58  10011010:0.42  1110100:0.42  1110110:0.42  1111110010101_10011010:0.42  sahlen's:0.42  sahlen's_1111011110100:0.42  0111111000:0.33  11100110101:0.33  0101001011:0.25  010110011100:0.25  011110001100:0.25  011110001100_1111101111000:0.25  10011010_0111111000:0.25  111000011111:0.25  11100010_111111000100:0.25  1110110_@ritgettothegame:0.25  1111001101111110:0.25  1111001101111110_011110001100:0.25  11110101111011:0.25  11110101111011_1111001101111110:0.25  1111011111010010:0.25  1111101111000:0.25  111111001000:0.25  111111001000_11110101111011:0.25  1111110010101_111111001000:0.25  1111110010110:0.25  1111110010110_1111110010110:0.25  @ritgettothegame:0.25  @ritgettothegame_1110100:0.25  01010010011:0.17  0101001100:0.17  010101001010:0.17  0101100001:0.17  011110110010:0.17  011110110010_1111011110111101:0.17  11100010_1111001101011:0.17  11100101110:0.17  1110100_11100010:0.17  1110100_1111001101111110:0.17  1110110_@bobfinnerty:0.17  1111001101011:0.17  111101011101:0.17  1111011110111101:0.17  1111011110111101_11100101110:0.17  1111011110111110:0.17  111101111100010:0.17  1111110001100:0.17  1111110010101_1111011110100:0.17  1111110010111_1111011110111110:0.17  @bobfinnerty:0.17  @bobfinnerty_1110100:0.17  @ritwsoccer:0.17  #freeswag:0.08  #gettothegame:0.08  #gettothegame_#freeswag:0.08  #ritnews:0.08  001011111001:0.08  00111100:0.08  00111100_01000101111011:0.08  01000101111011:0.08  01000101111011_111111000100:0.08  010110111110:0.08  010110111110_011110101110:0.08  011110101110:0.08  011110111111011:0.08  10011010_111111010100:0.08  11100010_001011111001:0.08  11100010_1111110010111:0.08  11100110101_1111010010:0.08  1110100_1111110001100:0.08  111100000111:0.08  111100000111_1111011101000:0.08  111100110111100:0.08  111100110111100_0111111000:0.08  11110011110111:0.08  1111010010:0.08  111101011101_111100000111:0.08  1111011101000:0.08  111111000111101:0.08  1111110010111_111100110111100:0.08  111111010100:0.08  111111010100_111101011101:0.08 \n",
        "\n",
        "[122] 0.06 ->  Tickets going fast! #RIT Men's hockey Brick City Homecoming tickets v. Michigan on sale to general public http://t.co/05T2wx6f0B #RITNews\n",
        "[310] 0.02 ->  RT @RITGETtotheGAME: Free at 4? Stop by Tiger Stadium (the track and field) to cheer on your Men's Soccer team in their home opener vs. Elm\u2026\n",
        "[575] 0.01 ->  Free at 4? Stop by Tiger Stadium (the track and field) to cheer on your Men's Soccer team in their home opener vs. Elmira College! #RIT\n",
        "[782] 0.09 ->  #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http://t.co/VKSS8kv6Bn\n",
        "[1016] 0.10 ->  RT @BobFinnerty: Tickets going fast! #RIT Men's hockey Brick City Homecoming tickets v. Michigan on sale to general public http://t.co/05T2\u2026\n",
        "[1099] 0.14 ->  RT @RITGETtotheGAME: #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http:\u2026\n",
        "[1278] 0.14 ->  RT @RITGETtotheGAME: #RIT Have you signed up for the bus to Sahlen's Stadium for the Men's Soccer Tiger Den tomorrow? Use this link - http:\u2026\n",
        "[1378] 0.10 ->  RT @BobFinnerty: Tickets going fast! #RIT Men's hockey Brick City Homecoming tickets v. Michigan on sale to general public http://t.co/05T2\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.72\n",
        "Features: #promoteyourbrand:1.00  #promoteyourbrand_11100010:1.00  #shopetsybot:1.00  11100010:1.00  11100010_@retweettrain:1.00  111101110011110:1.00  111101110011110_1111011111010110:1.00  1111011111010110:1.00  111111000100:1.00  111111000100_111101110011110:1.00  @retweettrain:1.00  @retweettrain_@retweetwizard:1.00  @retweetwizard:1.00  @retweetwizard_#shopetsybot:1.00  1110100:0.22  1110110:0.22  1110110_@milavintages:0.17  @milavintages:0.17  @milavintages_1110100:0.17  1110110_@liuda_s:0.04  @liuda_s:0.04  @liuda_s_1110100:0.04 \n",
        "\n",
        "[42] 0.82 ->  \u263bHandmade Gift guide \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[87] 0.82 ->  \u263bHandmade Gift guide \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[143] 0.82 ->  \u263bHandmade Gift guide \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[208] 0.31 ->  RT @liuda_s: \u263bHandmade Gift guide \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[219] 0.36 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[282] 0.82 ->  Handmade Gift guide \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[295] 0.36 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[316] 0.36 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[329] 0.82 ->  Handmade Gift guide \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[411] 0.82 ->  \u263bHandmade Gift guide \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[510] 0.82 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[554] 0.82 ->  \u263bHandmade Gift guide \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[709] 0.82 ->  \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[882] 0.82 ->  \u263bHandmade Gift guide \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[914] 0.82 ->  \u263bHandmade Gift guide \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[985] 0.82 ->  \u263bHandmade Gift guide \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1057] 0.82 ->  \u263bHandmade Gift guide \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1093] 0.82 ->  Handmade Gift guide \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1190] 0.82 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1251] 0.82 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1295] 0.82 ->  Handmade Gift guide \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1314] 0.36 ->  RT @milavintages: \u263bHandmade Gift guide \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1350] 0.82 ->  30* \u263bHandmade Gift guide \u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.24\n",
        "Features: #promoteyourbrand:1.00  #promoteyourbrand_11100010:1.00  #shopetsybot:1.00  11100010:1.00  11100010_@retweettrain:1.00  1110100:1.00  1110110:1.00  @retweettrain:1.00  @retweettrain_@retweetwizard:1.00  @retweetwizard:1.00  @retweetwizard_#shopetsybot:1.00  1110110_@milavintages:0.60  @milavintages:0.60  @milavintages_1110100:0.60  01111000011:0.47  1111001101111110:0.47  1110110_@liuda_s:0.33  11110101111010:0.33  @liuda_s:0.33  @liuda_s_1110100:0.33  111100111010:0.13  1111100111111:0.13  1111100111111_111100111010:0.13  1110100_01111000011:0.07  1110110_@elenasfelting:0.07  1111011111100110:0.07  111111010001:0.07  111111010001_1111011111100110:0.07  @elenasfelting:0.07  @elenasfelting_1110100:0.07 \n",
        "\n",
        "[44] 0.36 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[137] 0.15 ->  RT @milavintages: \u263b What a lovely day!\u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[156] 0.37 ->  RT @milavintages: \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[299] 0.14 ->  RT @liuda_s: \u263b Autumn is Here \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[491] 0.36 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[639] 0.04 ->  RT @liuda_s: \u263b What a lovely day!\u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[682] 0.25 ->  RT @liuda_s: \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[702] 0.09 ->  RT @ElenasFelting: Looking for Gifts? \u2665 http://t.co/CasLIoVJw3 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[955] 0.25 ->  RT @liuda_s: \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1106] 0.37 ->  RT @milavintages: \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1186] 0.25 ->  RT @liuda_s: \u263bLooking for Gifts? \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1227] 0.37 ->  RT @milavintages: \u263bLooking for Gifts? \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1273] 0.36 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1404] 0.36 ->  RT @milavintages: \u263b Autumn is Here \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "=========\n",
        "Cluster silhouette mean:0.79\n",
        "Features: #ritnews:1.00  #ritnews_11100010:1.00  11100010:1.00  111001110:1.00  111001110_111001111:1.00  111001111:1.00  111001111_11110011011100:1.00  111010111111100:1.00  111010111111100_1111110001010:1.00  1111001101100:1.00  1111001101100_@eastmanhouse:1.00  11110011011100:1.00  11110011011100_1111001101100:1.00  111101110101111:1.00  111101110101111_1111011110111111:1.00  111101111011011:1.00  1111011110111111:1.00  1111011110111111_111010111111100:1.00  1111110001010:1.00  1111110001010_111101111011011:1.00  11111100011010:1.00  11111100011010_111001110:1.00  @eastmanhouse:1.00  @ritpress:1.00  @ritpress_11111100011010:1.00  1110100:0.75  1110100_@ritpress:0.75  1110110:0.75  1110110_@aswcmp:0.75  @aswcmp:0.75  @aswcmp_1110100:0.75 \n",
        "\n",
        "[139] 0.86 ->  RT @aswcmp: @RITPress author Jack Garner signs books @EastmanHouse.Tales of a film critic + personal stories.#RITNEWS #ROC http://t.co/AWza\u2026\n",
        "[480] 0.86 ->  RT @aswcmp: @RITPress author Jack Garner signs books @EastmanHouse.Tales of a film critic + personal stories.#RITNEWS #ROC http://t.co/AWza\u2026\n",
        "[726] 0.57 ->  @RITPress author Jack Garner signs books @EastmanHouse.Tales of a film critic + personal stories.#RITNEWS #ROC http://t.co/AWzaL0YlSI\n",
        "[1100] 0.86 ->  RT @aswcmp: @RITPress author Jack Garner signs books @EastmanHouse.Tales of a film critic + personal stories.#RITNEWS #ROC http://t.co/AWza\u2026\n",
        "=========\n",
        "=========\n",
        "Cluster silhouette mean:0.71\n",
        "Features: 0101001011:1.00  010101010111:1.00  010101010111_1111110101110:1.00  111000010111:1.00  11100010:1.00  1111110010111:1.00  1111110010111_111000010111:1.00  1111110101110:1.00  @chawomenshockey:1.00  @chawomenshockey_1111110010111:1.00  @ritwhky:1.00  @ritwhky_0101001011:1.00  #ritnews:0.88  11100010_#ritnews:0.88  1110100:0.88  1110100_@ritwhky:0.88  @ritsports:0.88  @ritsports_1110100:0.88  1110110:0.75  1110110_@ritsports:0.75  #tigerpride:0.12  11100010_1111011010:0.12  1111011010:0.12  1111011010_#tigerpride:0.12  111111010010:0.12 \n",
        "\n",
        "[48] 0.83 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[177] 0.83 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[462] 0.83 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[653] 0.83 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[699] 0.38 ->  \u201c@RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll.\" WE WILL BE FIRST. #rit #tigers #TigerPride\n",
        "[720] 0.83 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[872] 0.37 ->  @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "[1372] 0.83 ->  RT @RITsports: @RITWHKY picked to finish fourth in 2013-14 @CHAWomensHockey preseason poll. #RIT #RITNews http://t.co/7RMh0hlTuN\n",
        "=========\n",
        "Cluster silhouette mean:0.64\n",
        "Features: #getthere:1.00  #getthere_#rfxc:1.00  #rfxc:1.00  010101001011:1.00  010101001011_111101110101110:1.00  0101100000:1.00  0111111000:1.00  10011010:1.00  10011010_10111101:1.00  10111101:1.00  10111101_gvp:1.00  11100010:1.00  11100010_010101001011:1.00  111100110111100:1.00  111100110111100_0101100000:1.00  111101110101110:1.00  111101110101110_1111110010101:1.00  1111110010101:1.00  1111110010101_10011010:1.00  gvp:1.00  gvp_0111111000:1.00  1110100:0.80  1110100_11100010:0.80  @cschwab145:0.80  @cschwab145_1110100:0.80  #gettothegame:0.40  1110110:0.40  1110110_@cschwab145:0.20  1110110_@sterry073:0.20  @sterry073:0.20  @sterry073_1110100:0.20 \n",
        "\n",
        "[97] 0.70 ->  \u201c@cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\u201d\ud83d\udc2f\n",
        "[233] 0.60 ->  RT @sterry073: \"@cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\" #gettothegame\n",
        "[273] 0.69 ->  \"@cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\" #gettothegame\n",
        "[447] 0.65 ->  RT @cschwab145: #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\n",
        "[1078] 0.54 ->  #RIT Cross Country Tiger Den @ GVP tomorrow! Races start at 11am and 12pm #GetThere #RFXC\n",
        "=========\n",
        "Cluster silhouette mean:0.30\n",
        "Features: 01001111111:1.00  010101001011:1.00  010101001011_111101110101110:1.00  111001110:1.00  111101110101110:1.00  1111011110111110:1.00  111111000100:1.00  111111000100_010101001011:1.00  1111110010100:1.00  111111010010:1.00  houghton's:1.00  houghton's_1111110010100:1.00  111001111:0.80  01001111111_1111110101110:0.60  010101011101:0.60  010101011101_111001110:0.60  011110111010:0.60  111001110_giannino:0.60  111001111_1111110101110:0.60  1110100:0.60  1110100_111111000100:0.60  1110110:0.60  1110110_@rittfxc:0.60  111101110101110_01001111111:0.60  1111110010100_010101011101:0.60  1111110101110:0.60  @rittfxc:0.60  @rittfxc_1110100:0.60  giannino:0.60  giannino_011110111010:0.60  #ritnews:0.40  01001111111_111111010010:0.40  010101010111:0.40  0111100101110:0.40  11110101111011:0.40  11110101111011_111001110:0.40  111101110101110_1111011110111110:0.40  1111011101110010:0.40  1111011101110010_010101010111:0.40  1111011110111110_01001111111:0.40  1111110010100_invational:0.40  1111110111011111:0.40  1111110111011111_1111011101110010:0.40  invational:0.40  invational_0111100101110:0.40  111001110_111001110:0.20  111001110_111001111:0.20  111001111_#ritnews:0.20 \n",
        "\n",
        "[367] 0.43 ->  RT @RITTFXC: Men's Cross Country takes third at Houghton's Highlander Invite Matt Giannino leads the team with first, Bernardo eighth, Salk\u2026\n",
        "[742] 0.43 ->  RT @RITTFXC: Men's Cross Country takes third at Houghton's Highlander Invite Matt Giannino leads the team with first, Bernardo eighth, Salk\u2026\n",
        "[944] 0.21 ->  RT @RITTFXC: Women's cross country team takes first at Houghton's Highlander Invational led by a second place finish from freshman Emma Jon\u2026\n",
        "[1141] 0.28 ->  Men's Cross Country takes third at Houghton's Highlander Invite Matt Giannino leads the team with first, Bernardo eighth, Salk 12th #RITNEWS\n",
        "[1379] 0.17 ->  Women's cross country team takes first at Houghton's Highlander Invational led by a second place finish from freshman Emma Jones #RITNews\n",
        "=========\n",
        "Cluster silhouette mean:0.07\n",
        "Features: 11100010:1.00  1111011110111111:0.93  1111110010011:0.93  1111110010011_11111100110110:0.93  11111100110110:0.93  11111100110110_1111011110111111:0.93  @ritwsoccer:0.67  1111011110100:0.60  sahlen's:0.60  sahlen's_1111011110100:0.60  1110110:0.53  1110100:0.47  11100101110:0.40  @uofrathletics:0.40  1110110_@ritwsoccer:0.30  #ritnews:0.27  #woso:0.27  11100010_#woso:0.27  11100010_11100101110:0.27  11100101110_@urwomenssoccer:0.27  @urwomenssoccer:0.27  11100010_#ritnews:0.23  @ritsports:0.23  @ritwsoccer_1110100:0.23  011110111010:0.20  1110100_1111110010011:0.20  1110110_@ritsports:0.20  @ritsports_1110100:0.20  010101000110:0.17  111101110111110:0.17  1111110010111:0.17  010101000110_11100101110:0.13  100110110:0.13  11100010_100110110:0.13  111100110100:0.13  0111100101010:0.10  11100010_111101111110111:0.10  111001110:0.10  1110100_11100010:0.10  1110100_@ritwsoccer:0.10  1111001011011111:0.10  111101011101:0.10  1111011110111111_1111110010111:0.10  111101111100011:0.10  111101111110111:0.10  1111110010111_111101110111110:0.10  #uofr:0.07  01001111111:0.07  010110010110:0.07  0101111010:0.07  0101111010_1111011010:0.07  01111000010:0.07  0111101110110:0.07  100110110_111001110:0.07  111000010111:0.07  11100010_1111001101010:0.07  111001100000:0.07  111001100000_#uofr:0.07  11100110010:0.07  11100110010_11100010:0.07  111001110_111001100000:0.07  1111001011011111_@uofrathletics:0.07  1111001100111:0.07  111100110100_1111011110010:0.07  1111001101010:0.07  11110011110100:0.07  1111011010:0.07  1111011110010:0.07  1111011110010_11100110010:0.07  1111011110111111_01001111111:0.07  1111011110111111_111101011101:0.07  1111011110111111_111101110111110:0.07  1111011110111111_11110111111111:0.07  11110111111111:0.07  1111100110:0.07  1111100110_11110011110100:0.07  111111000100:0.07  111111000100_1111110010111:0.07  1111110010111_111100110100:0.07  111111011101011:0.07  11111101111011:0.07  @jjohnson13wham:0.07  @ritwsoccer_011110111010:0.07  @ritwsoccer_11100010:0.07  @uofrathletics_01111000010:0.07  msocc:0.07  #ritnews_#tigerpride:0.03  #tigerpride:0.03  #uofr_1111110010011:0.03  01010000000:0.03  0101011110:0.03  0101011110_01010000000:0.03  011101011:0.03  0111100010101:0.03  0111100010101_111100110111100:0.03  011110111010_@uofrathletics:0.03  01111011110111:0.03  0111111000:0.03  100110110_@uofrath:0.03  100110110_@uofrathletics:0.03  11100010_11100010:0.03  11100010_1110110:0.03  1110010101:0.03  11100110100:0.03  111001110_neuhaus:0.03  1110100_1111100110:0.03  1110110_@paulgebel:0.03  1110110_@whec_jgranit:0.03  111100000001:0.03  11110011011100:0.03  111100110111100:0.03  111100111100110:0.03  11110111011001:0.03  111101110111110_111000010111:0.03  1111011110111100:0.03  1111011110111100_0111111000:0.03  1111011110111111_11100010:0.03  1111011110111111_1111011110111100:0.03  111101111101000:0.03  111101111101110:0.03  11111001110:0.03  11111001110_111100111100110:0.03  111111000010:0.03  111111000010_111101111101000:0.03  11111100011011:0.03  11111100011011_1111110010011:0.03  1111110101110:0.03  1111110101110_11111101111011:0.03  1111110111011111:0.03  1111110111011111_11111100011011:0.03  11111111010:0.03  11111111010_@ritwsoccer:0.03  @jjohnson13wham_111101111101110:0.03  @paulgebel:0.03  @paulgebel_1110100:0.03  @ritsports_@uofrathletics:0.03  @uofr:0.03  @uofrath:0.03  @uofrathletics_#ritnews:0.03  @uofrathletics_0111100101010:0.03  @uofrathletics_1111110010011:0.03  @urmenssoccer:0.03  @whec_jgranit:0.03  @whec_jgranit_@ritsports:0.03  neuhaus:0.03 \n",
        "\n",
        "[0] 0.05 ->  RT @RITWSoccer: #RIT warming up for a 5pm kickoff at the Hillside Community Shield soccer tournament! http://t.co/rzjvIeWNxC\n",
        "[59] 0.04 ->  #RIT and U of R set to face off in second annual Hillside Community Shield event tomorrow at Sahlen's Stadium. http://t.co/yclPq2NfEI\n",
        "[203] 0.05 ->  RT @RITWSoccer: #RIT warming up for a 5pm kickoff at the Hillside Community Shield soccer tournament! http://t.co/rzjvIeWNxC\n",
        "[235] 0.16 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[247] 0.10 ->  #RIT men and @RITWSoccer to face @UofRathletics in the 2nd Hillside Community Shield Saturday at Sahlen's Stadium. http://t.co/0B7TRHHIXj\n",
        "[320] 0.12 ->  RT @RITsports: #RIT men and @RITWSoccer to face @UofRathletics in the 2nd Hillside Community Shield Saturday at Sahlen's Stadium. http://t.\u2026\n",
        "[390] 0.12 ->  We are underway at Sahlen's stadium. @RITWSoccer and @UofRathletics vying for the Hillside Community Shield title. #RIT #RITNews\n",
        "[400] 0.04 ->  @RITWSoccer leads @UofRathletics 1-0 after one half of play at the Hillside Community Shield. Gwen Neuhaus has the lone goal. #RIT #RITNews\n",
        "[413] 0.16 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[508] 0.16 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[547] 0.16 ->  RT @RITsports: @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[564] 0.02 ->  Hillside Community Shield concludes with two 1-1 ties between both the woman's and the men's soccer teams of #RIT &amp; @UofRathletics #RITNEWS\n",
        "[615] 0.03 ->  RECAP, as @RITWSoccer plays to 1-1 draw against Rochester at Hillside Community Shield. #RIT #RITNews #TigerPride http://t.co/ONInsWbtbo\n",
        "[625] 0.01 ->  @jjohnson13WHAM chats with Coaches Bill Garbo #RIT &amp; Chris Apple #UofR about Hillside Community Shield #ROC http://t.co/uVHnQV7NLP\n",
        "[646] 0.16 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[707] 0.07 ->  Starting lineups for today's @RITWSoccer against @UofR at Sahlen's Stadium for the Hillside Community Shield. #RIT\n",
        "[777] 0.12 ->  @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[952] 0.02 ->  RT @RITsports: Hillside Community Shield concludes with two 1-1 ties between both the woman's and the men's soccer teams of #RIT &amp; @UofRath\u2026\n",
        "[1108] 0.04 ->  Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "[1157] 0.01 ->  @jjohnson13WHAM with Coaches Bill Garbo #RIT &amp; Chris Apple #UofR Hillside Community Shield is Saturday! #ROC http://t.co/m15iWOfULR\n",
        "[1319] 0.16 ->  RT @RITsports: @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[1353] 0.16 ->  RT @RITsports: @RITWSoccer (4-1-2) plays to 1-1 draw vs. @UofRathletics at Hillside Community Shield at Sahlen's Stadium. #RIT #RITNews\n",
        "[1389] 0.08 ->  RT @RITsports: We are underway at Sahlen's stadium. @RITWSoccer and @UofRathletics vying for the Hillside Community Shield title. #RIT #RIT\u2026\n",
        "[1411] 0.16 ->  RT @RITWSoccer: Hillside Community Shield: #RIT vs @URwomenssoccer at Sahlen's Stadium 5pm! #ROC #Woso http://t.co/0eHBvL2Evq\n",
        "=========\n",
        "Cluster silhouette mean:0.21\n",
        "Features:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 011011000110:1.00  0111101101101:1.00  11100010:1.00  011011000110_0111101101101:0.91  11100010_11100010:0.27  #blitz:0.18  #diggretweets:0.18  11100010_11100011110:0.18  11100011110:0.18  11101011011101:0.18  #artbubblesart:0.09  #artbubblesart_#hobbit:0.09  #blitz_#shopetsybot:0.09  #diggretweets_#retweet4all:0.09  #diggretweets_11100010:0.09  #etsyboebot:0.09  #etsyboebot_11100010:0.09  #hobbit:0.09  #instantfolowback:0.09  #instantfolowback_11100010:0.09  #retweet4all:0.09  #retweet4all_11100010:0.09  #retweetwizard:0.09  #retweetwizard_11100010:0.09  #shopetsybot:0.09  #shopetsybot_11100010:0.09  #tweet_co:0.09  #tweet_co_11100010:0.09  #vancouver_rt:0.09  #vancouver_rt_11100010:0.09  01001101001:0.09  01001101001_0110110111:0.09  01001111111:0.09  010110110:0.09  011011000110_11101011011100:0.09  0110110111:0.09  0110110111_1111101101:0.09  0111100101010:0.09  0111100101010_11110111001110:0.09  01111110010:0.09  11100010_#artbubblesart:0.09  11100010_#instantfolowback:0.09  11100010_#tweet_co:0.09  11100010_11101011011101:0.09  11100011110_11100010:0.09  11101011011100:0.09  11101011011101_#blitz:0.09  11101011011101_11100010:0.09  111100101010:0.09  111100101010_11101011011101:0.09  11110111001110:0.09  11110111001110_0111101101101:0.09  1111101101:0.09  1111101101_01111110010:0.09  @nychirocollege:0.09 \n",
        "\n",
        "[55] 0.19 ->  Wonderfully done!! 29622 https://t.co/U6GvdpcXuU #RIT #blackfriday #sweet16 #blitz\n",
        "[77] 0.09 ->  I learned sooooo much today at @NYChiroCollege and am super #motivated to get that required paper done if it kills me by my bday #1111 #RIT\n",
        "[78] 0.24 ->  Wonderfully done!! 49587 https://t.co/pLqblwKtKU #weddings #art #RIT #glam\n",
        "[153] 0.23 ->  Wonderfully done!! 78138 https://t.co/Keplnzmc3j #diggretweets #retweet4all #RIT\n",
        "[518] 0.20 ->  Wonderfully done!! 6986 https://t.co/RLL5GUZPP6 #etsyboebot #jakarta #RIT\n",
        "[552] 0.22 ->  Wonderfully done!! 23368 https://t.co/LDA4AlgYMe #blitz  #shopetsybot #RIT #FF\n",
        "[716] 0.22 ->  Wonderfully done!! 67344 https://t.co/Om1z4Aoh7v #RIT #artbubblesart #Hobbit\n",
        "[883] 0.27 ->  Wonderfully done!! 6801 https://t.co/hu8fP7XakP #diggretweets #RIT\n",
        "[938] 0.24 ->  Wonderfully done!! 81162 https://t.co/FDQWFkHkYa #RIT #instantfolowback #weddings\n",
        "[1205] 0.23 ->  Wonderfully done!! 10932 https://t.co/NkY8WpbIXq #RetweetWizard #BestofEtsy #FF #RIT\n",
        "[1306] 0.21 ->  Wonderfully done!! 14084 https://t.co/nh4zevNKpw #vancouver_rt #shopping #tweet_co #RIT\n",
        "=========\n",
        "Cluster silhouette mean:0.07\n",
        "Features: 11100010:1.00  1110110:0.77  1110100:0.69  111010110111110:0.69  @umalayaradio:0.69  1110110_@umalayaradio:0.62  111001110:0.46  1110100_111010110111110:0.46  @umalayaradio_1110100:0.46  0100111110:0.38  111101111110111:0.38  0111100110110:0.31  111100111000:0.31  111100111000_11100010:0.31  111010101000:0.23  111010101000_umalaya:0.23  11110101101010:0.23  1111100111111:0.23  1111100111111_11100010:0.23  @umalayaradio_111010110111110:0.23  umalaya:0.23  umalaya_11110101101010:0.23  yeyeyeyeye:0.23  001111010:0.15  001111010_1111010000:0.15  0100111110_1111011110111100:0.15  011110111010:0.15  11100010_1111110010100:0.15  111001110_001111010:0.15  111001110_111001111:0.15  111001111:0.15  111010110111110_111001110:0.15  1111001111111110:0.15  1111010000:0.15  11110101101010_1110110:0.15  11110111010110:0.15  11110111010110_011110111010:0.15  111101111010111:0.15  1111011110111100:0.15  111101111110111_11100010:0.15  11111001010:0.15  11111001010_1111001111111110:0.15  11111011111111:0.15  11111011111111_11100010:0.15  111111000100:0.15  111111000100_111101111110111:0.15  111111001000:0.15  111111001000_0100111110:0.15  1111110010100:0.15  1111110010111:0.15  1111110010111_111111001000:0.15  deafnation:0.15  deafnation_111101111010111:0.15  1110100_111001110:0.08  1110100_yeyeyeyeye:0.08  1110110_@azi94ana:0.08  1110110_@ritbehindbricks:0.08  1110110_@sterry073:0.08  11110101101010_@umalayaradio:0.08  @azi94ana:0.08  @azi94ana_1110100:0.08  @ritbehindbricks:0.08  @ritbehindbricks_1110100:0.08  @sterry073:0.08  @sterry073_1110100:0.08 \n",
        "\n",
        "[41] 0.03 ->  yeyeyeyeye!! tq UMalaya RAdio @UMalayaRadio #np The wanted - We own the night #RIT\n",
        "[351] 0.16 ->  RT @UMalayaRadio: #np One Direction - What makes you beautiful #RIT\n",
        "[386] 0.10 ->  RT @UMalayaRadio: #np Beyonce - Irreplaceable #RIT\n",
        "[451] 0.16 ->  RT @UMalayaRadio: #np One Direction - What makes you beautiful #RIT\n",
        "[553] 0.09 ->  yeyeyeyeye!! tq UMalaya RAdio RT @UMalayaRadio #np The wanted - We own the night #RIT\n",
        "[701] 0.10 ->  RT @UMalayaRadio: #np Beyonce - Irreplaceable #RIT\n",
        "[772] 0.09 ->  RT @Azi94Ana: yeyeyeyeye!! tq UMalaya RAdio RT @UMalayaRadio #np The wanted - We own the night #RIT\n",
        "[946] 0.08 ->  RT @UMalayaRadio: #np The wanted - We own the night #RIT\n",
        "[1052] 0.16 ->  RT @UMalayaRadio: #np One Direction - What makes you beautiful #RIT\n",
        "=========\n",
        "Cluster silhouette mean:0.90\n",
        "Features: #promoteyourbrand:1.00  #promoteyourbrand_11100010:1.00  #shopetsybot:1.00  11100010:1.00  11100010_@retweettrain:1.00  1111011111100110:1.00  111111010001:1.00  111111010001_1111011111100110:1.00  @retweettrain:1.00  @retweettrain_@retweetwizard:1.00  @retweetwizard:1.00  @retweetwizard_#shopetsybot:1.00  1110100:0.07  1110110:0.07  1110110_@liuda_s:0.07  @liuda_s:0.07  @liuda_s_1110100:0.07 \n",
        "\n",
        "[112] 0.26 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[114] 0.94 ->  The best season \u2665 http://t.co/ZnNeQBUzp9 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[150] 0.94 ->  \u263b The best season \u2665 http://t.co/JPkgOFyNDn #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[176] 0.94 ->  32* \u263b The best season \u2665 http://t.co/vPHy39Rtto #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[237] 0.94 ->  32* \u263b The best season \u2665 http://t.co/bovJLOgmiz #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[272] 0.94 ->  32* \u263b The best season \u2665 http://t.co/KpHZE3KUEJ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[357] 0.94 ->  32* \u263b The best season \u2665 http://t.co/D8L4bny7qF #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[418] 0.94 ->  \u263b The best season \u2665 http://t.co/6STggjZHwp #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[423] 0.94 ->  The best season \u2665 http://t.co/4OA4NfVEdy #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[439] 0.94 ->  \u263b The best season \u2665 http://t.co/ucuALEixVx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[472] 0.94 ->  32* \u263b The best season \u2665 http://t.co/wxkWYPcP8L #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[574] 0.94 ->  \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[598] 0.94 ->  32* \u263b The best season \u2665 http://t.co/OTZPhR8ZIl #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[605] 0.94 ->  32* \u263b The best season \u2665 http://t.co/soW5fQy7lR #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[638] 0.94 ->  32* \u263b The best season \u2665 http://t.co/eEzqMxs4Dr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[654] 0.94 ->  32* \u263b The best season \u2665 http://t.co/usJ2Teb542 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[685] 0.94 ->  32* \u263b The best season \u2665 http://t.co/bRmjgawkGk #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[735] 0.94 ->  32* \u263b The best season \u2665 http://t.co/sGUsM1NfKU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[792] 0.94 ->  \u263b The best season \u2665 http://t.co/42HbZOFRBo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[802] 0.94 ->  32* \u263b The best season \u2665 http://t.co/dg5vFiX8df #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[840] 0.94 ->  32* \u263b The best season \u2665 http://t.co/JBUzmujkzr #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[841] 0.94 ->  \u263b The best season \u2665 http://t.co/45LwrXJNlK #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[850] 0.94 ->  \u263b The best season \u2665 http://t.co/ZatVW1gc63 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[852] 0.94 ->  32* \u263b The best season \u2665 http://t.co/Wjd3V94FJA #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[863] 0.94 ->  32* \u263b The best season \u2665 http://t.co/g2UW1kVYRV #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[869] 0.94 ->  32* \u263b The best season \u2665 http://t.co/XjErPofJoo #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[885] 0.94 ->  32* \u263b The best season \u2665 http://t.co/pgeucR8wk0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[943] 0.94 ->  32* \u263b The best season \u2665 http://t.co/NUTAt1QSON #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[971] 0.94 ->  32* \u263b The best season \u2665 http://t.co/S0cF0iWq2M #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[972] 0.94 ->  32* \u263b The best season \u2665 http://t.co/RiAFZS1vwH #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1009] 0.94 ->  32* \u263b The best season \u2665 http://t.co/HFhoF9a39E #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1034] 0.94 ->  32* \u263b The best season \u2665 http://t.co/JtJTo4SZ1d #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1042] 0.94 ->  \u263b The best season \u2665 http://t.co/oYwMhzdIY0 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1050] 0.94 ->  32* \u263b The best season \u2665 http://t.co/mog5g0NNvt #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1051] 0.94 ->  The best season \u2665 http://t.co/PRpe9U0aEU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1054] 0.94 ->  32* \u263b The best season \u2665 http://t.co/07xyrrYCr5 #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1091] 0.94 ->  \u263b The best season \u2665 http://t.co/U5bHkxat6z #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1095] 0.94 ->  32* \u263b The best season \u2665 http://t.co/5soooWochu #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1229] 0.94 ->  32* \u263b The best season \u2665 http://t.co/dS7sp7zPrU #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1244] 0.94 ->  32* \u263b The best season \u2665 http://t.co/Z9ehxj1xjx #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1263] 0.94 ->  32* \u263b The best season \u2665 http://t.co/O7sBClHQUZ #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1266] 0.26 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1276] 0.26 ->  RT @liuda_s: \u263b The best season \u2665 http://t.co/ClnEkFE48I #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1315] 0.94 ->  The best season \u2665 http://t.co/q6JXmRmW9N #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1328] 0.94 ->  32* \u263b The best season \u2665 http://t.co/UOe6PBTxnW #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "[1334] 0.94 ->  \u263b The best season \u2665 http://t.co/0bRBnust9K #promoteyourbrand #rit @RetweetTrain @RetweetWizard #shopetsybot\n",
        "=========\n",
        "Cluster silhouette mean:0.03\n",
        "Features: 1110100:1.00  1110110:1.00  11100010:0.90  1110110_@ritsports:0.90  @ritsports:0.90  @ritsports_1110100:0.90  @ritwsoccer:0.59  1111011110100:0.52  #ritnews:0.48  111111000100:0.41  sahlen's:0.41  sahlen's_1111011110100:0.41  010101001010:0.38  111100110111100:0.38  1111110010111:0.38  1110100_11100010:0.34  111001110:0.31  111101101100:0.31  111111000100_1111110010111:0.31  11100010_#ritnews:0.28  11100010_1111001101011:0.28  1111001101011:0.28  #tigerpride:0.21  0111100010110:0.21  111001110_111001111:0.21  111001111:0.21  11110011101110:0.21  1111010101010:0.21  @rittfxc:0.21  #ritnews_#tigerpride:0.17  0111111000:0.17  111100110111100_0111111000:0.17  1111110010111_111100110111100:0.17  1110100_@ritwsoccer:0.14  #ritsports:0.10  #ritsports_#ritnews:0.10  010011011100:0.10  010011011100_1111010101001:0.10  010101001011:0.10  010101001011_111101110101110:0.10  011110010010:0.10  0111100101010:0.10  01111011110111:0.10  011110111111011:0.10  1110000100:0.10  11100010_11111100010111:0.10  111001111_010011011100:0.10  1110100_11101010100110:0.10  1110100_@rittfxc:0.10  1110100_msocc|:0.10  1110100_wsocc:0.10  11101010100110:0.10  1110110_@ritwsoccer:0.10  111100001111:0.10  111100100101:0.10  111100100101_11110111001000:0.10  111100110111100_111001110:0.10  111100110111100_@jamjam_05:0.10  11110011101110_111101111010111:0.10  1111010101001:0.10  1111010101001_111111001000:0.10  11110111001000:0.10  111101110101110:0.10  111101110101110_1111110010010:0.10  111101111010111:0.10  1111011110111001:0.10  1111011110111001_111001110:0.10  111111000100_010101001011:0.10  11111100010111:0.10  111111001000:0.10  111111001000_111111000100:0.10  1111110010010:0.10  1111110010101:0.10  1111110010101_1111011110100:0.10  @alexa_rae4:0.10  @alexa_rae4_0111100101010:0.10  @geneseoknights:0.10  @jamjam_05:0.10  @rittfxc_111100110111100:0.10  @rittfxc_1111011110111001:0.10  @ritwsoccer_1110100:0.10  @ritwsoccer_111100110111100:0.10  msocc|:0.10  wsocc:0.10  010110011000:0.07  010110011000_1111110010111:0.07  011110111010:0.07  11100001010:0.07  11100010_11100001010:0.07  1110010101:0.07  1110010101_1111110010111:0.07  111001110_bloshkin:0.07  11101011011101:0.07  111100000001:0.07  11110101011010:0.07  11110101011010_111101111001110:0.07  111101111001110:0.07  1111110010111_11110101011010:0.07  1111110111011111:0.07  1111110111011111_11111101111011:0.07  11111101111011:0.07  @uofrathletics:0.07  @urmenssoccer:0.07  bloshkin:0.07  rghs:0.07  010011010111:0.03  01010000000:0.03  010101010110:0.03  0101100000:0.03  010110010110:0.03  010110010110_01010000000:0.03  0110000110:0.03  0110000110_0111100010110:0.03  0111100100010:0.03  0111100111001:0.03  0111100111011:0.03  0111100111011_01111011110011:0.03  01111011110011:0.03  10111101:0.03  11100010_011110111010:0.03  11100110101:0.03  111001110_culhane:0.03  111001110_kaddo:0.03  1110100_111001110:0.03  11101011011101_#ritnews:0.03  111100000001_0111100100010:0.03  111100000111:0.03  1111001101100:0.03  111100111100111:0.03  1111001111101010:0.03  111101101100_010101010110:0.03  1111011110010:0.03  11111001110:0.03  11111001110_1111001111101010:0.03  1111110010111_0111100111001:0.03  11111101111011_11100010:0.03  @urmenssoccer_010101001010:0.03  bloshkin_111100111100111:0.03  culhane:0.03  kaddo:0.03  kaddo_011110111010:0.03  msocc|_0110000110:0.03  msocc|_1111110111011111:0.03 \n",
        "\n",
        "[52] 0.00 ->  RT @RITsports: MSOCC| we're headed to overtime at Sahlen's stadium. #RIT and @urmenssoccer knotted up at 1-1. #GoTigers #RITNews\n",
        "[104] 0.01 ->  RT @RITsports: @RITTFXC runner Emma Jones named Liberty League Women's Cross Country Rookie of the Week. #RIT #RITNews http://t.co/m7grYVA6\u2026\n",
        "[158] 0.02 ->  RT @RITsports: Congrats to @RITTFXC standouts Andrew Bernardo and Emma Jones who swept the #RIT Male and Female Athlete of the Week awards \u2026\n",
        "[179] 0.01 ->  RT @RITsports: @RITTFXC runner Emma Jones named Liberty League Women's Cross Country Rookie of the Week. #RIT #RITNews http://t.co/m7grYVA6\u2026\n",
        "[296] 0.02 ->  RT @RITsports: Congrats to @RITTFXC standouts Andrew Bernardo and Emma Jones who swept the #RIT Male and Female Athlete of the Week awards \u2026\n",
        "[432] 0.01 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[437] 0.04 ->  RT @RITsports: We are headed to overtime at Sahlen's Stadium, as @RITWSoccer and @UofRathletics are knotted at 1-1. #RIT #RITNews\n",
        "[569] 0.03 ->  RT @RITsports: WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "[620] 0.15 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[667] 0.03 ->  RT @RITsports: @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t\u2026\n",
        "[706] 0.15 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[712] 0.01 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[859] 0.01 ->  RT @RITsports: @RITTFXC runner Emma Jones named Liberty League Women's Cross Country Rookie of the Week. #RIT #RITNews http://t.co/m7grYVA6\u2026\n",
        "[886] 0.01 ->  RT @RITWSoccer: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer on Sat here - http://t.co/UgV7X\u2026\n",
        "[909] 0.03 ->  RT @RITsports: @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t\u2026\n",
        "[1053] 0.03 ->  RT @RITsports: @RITWSoccer standouts @jamjam_05 and @alexa_rae4 featured. #RIT #RITNews #TigerPride http://t.co/mMnkX0Ju6s VIDEO - http://t\u2026\n",
        "[1064] 0.02 ->  RT @RITsports: Congrats to @RITTFXC standouts Andrew Bernardo and Emma Jones who swept the #RIT Male and Female Athlete of the Week awards \u2026\n",
        "[1073] 0.03 ->  RT @RITsports: WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "[1134] 0.15 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[1364] 0.03 ->  RT @RITsports: WSOCC | We are headed to OT at Tiger Stadium. @RITWSoccer and @GeneseoKnights are scoreless after 90 min. #RITSports #RITNews\n",
        "[1367] 0.15 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[1396] 0.15 ->  RT @RITsports: #RIT students, sign up for the bus to Sahlen's Stadium for the @RITWSoccer and Men's Soccer games tomorrow here - http://t.c\u2026\n",
        "[1407] 0.04 ->  RT @RITsports: We are headed to overtime at Sahlen's Stadium, as @RITWSoccer and @UofRathletics are knotted at 1-1. #RIT #RITNews\n",
        "=========\n",
        "=========\n",
        "Cluster silhouette mean:0.42\n",
        "Features: #ritnews:1.00  0101001011:1.00  010101010111:1.00  010101010111_1111110101110:1.00  111000010111:1.00  11100010:1.00  11100010_#ritnews:1.00  1111110101110:1.00  @atlantic_hockey:1.00  1111011010:0.89  1111011010_0101001011:0.89  @ritmhky:0.89  01101100001:0.67  01101100001_111110001100:0.67  1110100:0.67  1110110:0.67  111110001100:0.67  @atlantic_hockey_111000010111:0.67  @ritmhky_1111011010:0.67  1110110_@jtvenniro:0.56  @jtvenniro:0.56  @jtvenniro_1110100:0.56  #ritnews_#tigerpride:0.33  #tigerpride:0.33  1111110010111:0.33  1111110010111_111000010111:0.33  @atlantic_hockey_1111110010111:0.33  1110100_1111011010:0.11  1110110_@ritmhky:0.11  @ritmhky_0101001011:0.11  @ritmhky_1110100:0.11 \n",
        "\n",
        "[50] 0.62 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[240] 0.06 ->  @RITMHKY picked to finish fifth in the 2013-14 @Atlantic_Hockey preseason poll. #RIT #RITNews #TigerPride http://t.co/GPBkkq47mi\n",
        "[369] 0.62 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[381] 0.62 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[823] 0.14 ->  RT @RITMHKY: Tigers picked to finish fifth in the 2013-14 @Atlantic_Hockey preseason poll. #RIT #RITNews #TigerPride http://t.co/MxM8ZMuSi2\n",
        "[1088] 0.39 ->  They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.co/Eynf5ZnnJ6\n",
        "[1120] 0.62 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[1150] 0.62 ->  RT @jtvenniro: They will be pretty strong. @RITMHKY Tigers picked to finish fifth in 2013-14 @Atlantic_Hockey poll. #RIT #RITNews http://t.\u2026\n",
        "[1272] 0.11 ->  Tigers picked to finish fifth in the 2013-14 @Atlantic_Hockey preseason poll. #RIT #RITNews #TigerPride http://t.co/MxM8ZMuSi2\n",
        "=========\n",
        "Cluster silhouette mean:0.04\n",
        "Features: 11100010:0.95  01010000000:0.90  1111010110110:0.74  011110111010:0.67  @potsdambears:0.67  @fredstatedevils:0.44  01001111111:0.41  1110100:0.36  1110110:0.36  1110110_@ritsports:0.36  1111110101110:0.36  1111110101110_01010000000:0.36  @ritsports:0.36  @ritsports_1110100:0.36  @keukaathletics:0.33  @uofrathletics:0.33  @fisherathletics:0.31  11100010_011110111010:0.28  @fredstatedevils_011110111010:0.28  1110100_1111010110110:0.26  01001111111_01010000000:0.23  010101000110:0.23  011110111010_@uofrathletics:0.23  11100010_01001111111:0.21  11100101110:0.21  @brockport:0.21  01011001010:0.18  0111101110110:0.18  111101111100011:0.18  1111011010:0.15  @medaillemavs:0.15  @potsdambears_01001111111:0.15  011110111111011:0.13  011110111111011_01010000000:0.13  01010000000_11100101110:0.10  011110111010_@potsdambears:0.10  0111101110110_1111110101110:0.10  11100010_0111101110110:0.10  @keukaathletics_011110111010:0.10  #ritnews:0.08  010101001010:0.08  011110111010_011110111111011:0.08  011110111010_11100010:0.08  011110111010_@fredstatedevils:0.08  11100110100:0.08  1111110111011111:0.08  @fisherathletics_011110111010:0.08  keuka:0.08  01001111111_101110111100:0.05  01001111111_1111110101110:0.05  01010000000_01011001010:0.05  010110010110:0.05  01011011110010:0.05  01101111110110:0.05  01101111110110_@brockport:0.05  0111100010101:0.05  0111100011100:0.05  0111101101101:0.05  011110111010_01010000000:0.05  011110111010_@fisherathletics:0.05  011110111010_keuka:0.05  0111101110110_@potsdambears:0.05  01111011110111:0.05  01111011110111_011110111010:0.05  0111111000:0.05  01111110011:0.05  101110111100:0.05  101110111100_11111000000:0.05  11100010_0111100010101:0.05  11100010_1111010110110:0.05  11100110100_010101000110:0.05  1110100_11100010:0.05  1110100_@potsdambears:0.05  111100110111101:0.05  111100110111101_0111111000:0.05  11110011101111:0.05  1111011001110:0.05  1111011001110_010101000110:0.05  1111011010_010101000110:0.05  1111011010_01011001010:0.05  1111011010_010110010110:0.05  111101110111110:0.05  111101110111110_0111101101101:0.05  11111000000:0.05  1111100110:0.05  1111100110_1111110101110:0.05  @keukaathletics_0111101110110:0.05  @medaillemavs_0111101110110:0.05  @potsdambears_010101001010:0.05  #ritnews_#tigerpride:0.03  #tigerpride:0.03  01010000000_1111111000:0.03  010100000111:0.03  010100000111_111100110111010:0.03  010101011101:0.03  011110111010_@keukaathletics:0.03  0111101110110_01010000000:0.03  011110111111010:0.03  011110111111010_@keukaathletics:0.03  11100010_011110111111010:0.03  11100101101:0.03  11100110100_011110111010:0.03  111100110111010:0.03  111100110111110:0.03  111100111010:0.03  1111010110110_010101011101:0.03  1111010110110_1111011110100:0.03  1111011110100:0.03  1111011110100_011110111010:0.03  1111101111100:0.03  1111101111100_111100110111110:0.03  111111010010:0.03  111111010010_01010000000:0.03  1111110111011111_01010000000:0.03  1111111000:0.03  @fisherathletics_0111101110110:0.03  @fisherathletics_11100101110:0.03  @fredstatedevils_01001111111:0.03  @keukaathletics_01001111111:0.03  @uofrathletics_011110111010:0.03  @uofrathletics_11100101110:0.03  keuka_011110111010:0.03  medaille:0.03 \n",
        "\n",
        "[95] 0.02 ->  VB | #RIT defeats Keuka 25-22 in opening set. @FisherAthletics leads @FredStateDevils 11-9 in opening set.\n",
        "[98] 0.07 ->  RT @RITsports: VB | #RIT leads 15-13 in the second over @PotsdamBears while @FredStateDevils leads @UofRathletics 15-7.\n",
        "[116] 0.04 ->  RT @RITsports: #RIT takes third set 25-15 defeating @Brockport in straight sets. The Tigers play again at 7pm against @KeukaAthletics. #RIT\u2026\n",
        "[154] 0.02 ->  VB | #RIT leads 15-13 in the second over @PotsdamBears while @FredStateDevils leads @UofRathletics 15-7.\n",
        "[165] 0.06 ->  RT @RITsports: VB | @PotsdamBears takes set 3 over #RIT 27-25. Tigers lead the match 2-1.\n",
        "[213] 0.09 ->  RT @RITsports: VB | #RIT forces fifth set vs. @KeukaAthletics wins set four 25-17. Tied 2-2. @medaillemavs beats @PotsdamBears in set 2, 25\u2026\n",
        "[218] 0.01 ->  #RIT grabs a 5-3 lead over @KeukaAthletics in set 5. @FisherAthletics forces set 5 vs. @FredStateDevils with 25-18 win in set 4\n",
        "[243] 0.09 ->  VB | #RIT takes set 1 over @PotsdamBears 25-13. @FredStateDevils leads @UofRathletics 21-15.\n",
        "[305] 0.00 ->  More #RIT VB Invitational scores. First set, @UofRathletics leads @PotsdamBears by a tally of 9-3.\n",
        "[349] 0.06 ->  VB | #RIT forces fifth set vs. @KeukaAthletics wins set four 25-17. Tied 2-2. @medaillemavs beats @PotsdamBears in set 2, 25-22.\n",
        "[402] 0.00 ->  VB | @PotsdamBears takes set 3 over #RIT 27-25. Tigers lead the match 2-1.\n",
        "[408] 0.03 ->  RT @RITsports: VB | #RIT moves to 3-0 on weekend with four set win over @PotsdamBears. Tigers win 25-13, 25-21, 25-27, 25-18\n",
        "[550] 0.01 ->  VB | @FisherAthletics defeats @FredStateDevils 25-17 in set one, @KeukaAthletics leads #RIT 15-9 in set two.\n",
        "[584] 0.06 ->  RT @RITsports: VB | #RIT defeats Keuka 25-22 in opening set. @FisherAthletics leads @FredStateDevils 11-9 in opening set.\n",
        "[622] 0.11 ->  RT @RITsports: VB | @KeukaAthletics forces fourth set vs. @FisherAthletics, #RIT leads @PotsdamBears 21-14 in fourth set, up 2-1.\n",
        "[626] 0.03 ->  RT @RITsports: @PotsdamBears takes the match! Win the fifth set 15-8. Tournament done for tonight! Resumes tomorrow at 11 am. #RITNEWS\n",
        "[630] 0.07 ->  VB | @KeukaAthletics takes the third set over #RIT 25-19. Lead 2-1. @FredStateDevils leads @FisherAthletics 10-7 in set three.\n",
        "[637] 0.10 ->  VB | #RIT takes set 2 over @PotsdamBears, 25-21, @FredStateDevils defeats @UofRathletics 25-20.  RIT and Fredonia lead 2-0.\n",
        "[796] 0.01 ->  #RIT takes third set 25-15 defeating @Brockport in straight sets. The Tigers play again at 7pm against @KeukaAthletics. #RITNews #TigerPride\n",
        "[844] 0.08 ->  VB | @KeukaAthletics forces fourth set vs. @FisherAthletics, #RIT leads @PotsdamBears 21-14 in fourth set, up 2-1.\n",
        "[864] 0.01 ->  @FisherAthletics up 15-5 over @UofRathletics in third set while #RIT holds onto slim three point lead over @Brockport 8-5\n",
        "[879] 0.11 ->  RT @RITsports: VB | Good third set between #RIT and @PotsdamBears knotted at 19. @FredStateDevils leads @UofRathletics 22-15\n",
        "[1032] 0.13 ->  RT @RITsports: VB | #RIT takes set 1 over @PotsdamBears 25-13. @FredStateDevils leads @UofRathletics 21-15.\n",
        "[1047] 0.08 ->  VB | Good third set between #RIT and @PotsdamBears knotted at 19. @FredStateDevils leads @UofRathletics 22-15\n",
        "[1119] 0.01 ->  @FisherAthletics up 15-8 over @UofRathletics in third set while #RIT holds onto slim three point lead over @Brockport 9-5\n",
        "[1156] 0.10 ->  RT @RITsports: VB | #RIT drops opening set to @medaillemavs 28-26. @PotsdamBears takes set three vs. @Brockport 25-22, leads 2-1.\n",
        "[1181] 0.06 ->  VB | #RIT drops opening set to @medaillemavs 28-26. @PotsdamBears takes set three vs. @Brockport 25-22, leads 2-1.\n",
        "[1277] 0.06 ->  VB | Early updates, set 1. #RIT leads @PotsdamBears 12-4, @FredStateDevils leads @UofRathletics 10-5.\n",
        "[1281] 0.03 ->  VB | @FredStateDevils takes set 2 over @FisherAthletics 25-22. In set 3, @KeukaAthletics leads #RIT 14-10.\n",
        "[1417] 0.13 ->  RT @RITsports: VB | #RIT takes set 2 over @PotsdamBears, 25-21, @FredStateDevils defeats @UofRathletics 25-20.  RIT and Fredonia lead 2-0.\n",
        "=========\n",
        "Cluster silhouette mean:0.31\n",
        "Features: #ritnews:1.00  010101001011:1.00  010101001011_111101110101110:1.00  11100010:1.00  11100010_111111000100:1.00  111101110101110:1.00  111111000100:1.00  111111000100_010101001011:1.00  1111110101110:1.00  yellowjacket:1.00  @rittfxc:0.80  0100110111101:0.60  01001111110:0.60  010101010111:0.60  010101011101:0.60  111101110101110_01001111110:0.60  1111011101110010:0.60  1111011101110010_010101010111:0.60  1111011111100110:0.60  1111011111100110_0100110111101:0.60  1111110101110_1111011101110010:0.60  yellowjacket_010101011101:0.60  1110100:0.40  1110100_@rittfxc:0.40  1110110:0.40  1110110_@ritsports:0.40  111100110100:0.40  111100110111010:0.40  111100110111010_1111110101110:0.40  111101110101110_111100110111010:0.40  1111011110100:0.40  @ritsports:0.40  @ritsports_1110100:0.40  yellowjacket_1111011110100:0.40  @ritfxc:0.20 \n",
        "\n",
        "[377] 0.23 ->  RT @RITsports: @RITTFXC - #RIT women's cross country places fourth out of 13 teams at Yellowjacket Invitational. #RITNews http://t.co/uEqmr\u2026\n",
        "[645] 0.41 ->  @RITTFXC - #RIT men's cross country gets 2013 season started with fifth place finish at Yellowjacket Invite. #RITNews http://t.co/nOvPYLWQiW\n",
        "[847] 0.37 ->  @RITFXC - #RIT men's cross country gets 2013 season started with fifth place finish at Yellowjacket Invite. #RITNews http://t.co/nOvPYLWQiW\n",
        "[1107] 0.37 ->  RT @RITsports: @RITTFXC - #RIT men's cross country gets 2013 season started with fifth place finish at Yellowjacket Invite. #RITNews http:/\u2026\n",
        "[1218] 0.20 ->  @RITTFXC - #RIT women's cross country places fourth out of 13 teams at Yellowjacket Invitational. #RITNews http://t.co/uEqmrXxzDX\n",
        "=========\n",
        "Cluster silhouette mean:0.57\n",
        "Features: 0111101110110:1.00  0111101110110_111101111001111:1.00  11100010:1.00  1110010101:1.00  1111010101011:1.00  1111010101011_111101110100110:1.00  1111010101011_1111011110010:1.00  1111011001111:1.00  1111011001111_1111010101011:1.00  111101110100110:1.00  111101110100110_1111010101011:1.00  1111011110010:1.00  1111011110010_0111101110110:1.00  111101111001111:1.00  11111000111111:1.00  11111000111111_1111010101011:1.00  11100001010:0.80  1110010101_11100001010:0.80  #ritnews:0.60  1110100:0.60  1110100_11100010:0.60  @michellecometa:0.60  @michellecometa_1110100:0.60  1110110:0.40  1110110_@michellecometa:0.40  11100010_1111011001111:0.20  1110010101_@michellecometa:0.20 \n",
        "\n",
        "[100] 0.63 ->  RT @MichelleCometa: #RIT 's Future Faculty Career Exploration Program influences growth of diverse faculty at RIT - RIT News: http://t.co/G\u2026\n",
        "[278] 0.51 ->  MT @michellecometa: #RIT 's Future Faculty Career Exploration Program influences growth of diverse faculty: http://t.co/8E4mv7xpwK #RITNEWS\n",
        "[676] 0.63 ->  RT @MichelleCometa: #RIT 's Future Faculty Career Exploration Program influences growth of diverse faculty at RIT - RIT News: http://t.co/G\u2026\n",
        "[813] 0.54 ->  #RIT 's Future Faculty Career Exploration Program influences growth of diverse faculty at RIT - RIT News: http://t.co/GqPDEbfaW2 #RITNEWS\n",
        "[1400] 0.53 ->  #RIT Future Faculty Career Exploration Program influences growth of diverse faculty at RIT - RIT News: http://t.co/8yxNMXQDcr #RITNEWS\n",
        "=========\n",
        "Cluster silhouette mean:0.43\n",
        "Features: #greentopia:1.00  #greentopia_100110110:1.00  01010000101:1.00  01010000101_1111011110100:1.00  100110110:1.00  100110110_11100010:1.00  11100010:1.00  11100010_1111010101011:1.00  11110011101111:1.00  1111010101011:1.00  1111010101011_111101111000:1.00  111101111000:1.00  111101111000_100110110:1.00  111101111001111:1.00  1111011110100:1.00  111111000111111:1.00  111111000111111_01010000101:1.00  1111110100111:1.00  1111110100111_111101111001111:1.00  0101001100:0.60  010101000110:0.60  0111101110011:0.60  100110110_0101001100:0.60  111001110:0.60  111001110_010101000110:0.60  1110100:0.60  1111001011011110:0.60  11110011101111_100110110:0.60  @greentopiafest:0.60  @greentopiafest_1110100:0.60  1110100_111111000111111:0.40  1110110:0.40  11110011101111_1111110100111:0.40  111101111001111_#greentopia:0.40  1111100111111:0.40  100110110_0111101110011:0.20  100110110_1111010000:0.20  1110100_1111001011011110:0.20  1110100_1111100111111:0.20  1110110_@greentopiafest:0.20  1110110_@sonolucent:0.20  1111010000:0.20  @sonolucent:0.20  @sonolucent_1110100:0.20 \n",
        "\n",
        "[394] 0.32 ->  RT @Sonolucent: Fantastical! MT @greentopiafest: High Falls Museum this weekend first-ever collaboration #Greentopia &amp; #RIT Art Dept &amp; work\u2026\n",
        "[588] 0.51 ->  Head to High Falls Museum this weekend &amp; check out first-ever collaboration between #Greentopia &amp; #RIT Art Dept &amp; the works of Daniel Hunt\n",
        "[774] 0.51 ->  Head to High Falls Museum this weekend &amp; check out first-ever collaboration between #Greentopia &amp; #RIT Art Dept &amp; the works of Daniel Hunt\n",
        "[874] 0.41 ->  Fantastical! MT @greentopiafest: High Falls Museum this weekend first-ever collaboration #Greentopia &amp; #RIT Art Dept &amp; works of Daniel Hunt\n",
        "[1398] 0.39 ->  RT @greentopiafest: Head to High Falls Museum this weekend &amp; check out first-ever collaboration between #Greentopia &amp; #RIT Art Dept &amp; the w\u2026\n",
        "=========\n",
        "Cluster silhouette mean:0.07\n",
        "Features: 11100010:1.00  msocc:1.00  010101000110:0.67  @dbloshkin:0.67  #ritsports:0.56  0100111110:0.56  0100111110_11100010:0.56  1110100:0.56  1110100_msocc:0.56  1110110:0.56  1110110_@ritsports:0.56  @johnakaddo:0.56  @ritsports:0.56  @ritsports_1110100:0.56  111100000111:0.44  #elmira:0.33  #ritnews:0.33  #ritsports_#ritnews:0.33  11100010_111111000100:0.33  111111000100:0.33  111111000100_1111110010111:0.33  1111110010111:0.33  @ecsoaringeagles:0.33  @urmenssoccer:0.33  0111100111001:0.22  011110111010:0.22  11011101:0.22  1110010101:0.22  111100111100111:0.22  111101011101:0.22  111101110011011:0.22  @dbloshkin_0100111110:0.22  @dbloshkin_111100111100111:0.22  @johnakaddo_011110111010:0.22  @rueben910:0.22  @rueben910_0100111110:0.22  #ritsports_11100010:0.11  0110000110:0.11  0111100101010:0.11  01111001011111:0.11  01111001011111_1111011010:0.11  11100100:0.11  11100101110:0.11  1111011010:0.11  1111011110100:0.11  111101111101000:0.11  1111110010101:0.11  1111110010101_1111011110100:0.11  1111110010111_11100101110:0.11  11111101111011:0.11  11111101111011_0110000110:0.11  @johnakaddo_0100111110:0.11 \n",
        "\n",
        "[234] 0.09 ->  RT @RITsports: MSOCC | #RIT (3-3-0) shuts out @ECSoaringEagles 3-0 on Tuesday. @johnakaddo scores 2 gls. @DBloshkin dishes out 3 assists. #\u2026\n",
        "[412] 0.16 ->  RT @RITsports: MSOCC | @rueben910 gives #RIT a 1-0 lead over #Elmira in the 2'. @johnakaddo and @DBloshkin had the assists. #RITSports #RIT\u2026\n",
        "[761] 0.05 ->  MSOCC | @DBloshkin gives #RIT men's soccer a 1-0 lead over @urmenssoccer on a PK in the 46'. RIT 1, UR 0\n",
        "[843] 0.09 ->  MSOCC | @rueben910 gives #RIT a 1-0 lead over #Elmira in the 2'. @johnakaddo and @DBloshkin had the assists. #RITSports #RITNews\n",
        "[923] 0.15 ->  RT @RITsports: MSOCC | @DBloshkin gives #RIT men's soccer a 1-0 lead over @urmenssoccer on a PK in the 46'. RIT 1, UR 0\n",
        "[1101] 0.02 ->  MSOCC | @johnakaddo gives #RIT a 2-0 lead over @ECSoaringEagles with a goal in 56'. #RITSports #RITNews\n",
        "[1329] 0.07 ->  RT @RITsports: MSOCC | We are underway at Tiger Stadium for #RIT men's soccer vs. #Elmira. #RITSports #RITNews\n",
        "[1352] 0.02 ->  MSOCC | #RIT (3-3-0) shuts out @ECSoaringEagles 3-0 on Tuesday. @johnakaddo scores 2 gls. @DBloshkin dishes out 3 assists. #RITSports\n",
        "=========\n",
        "Cluster silhouette mean:0.08\n",
        "Features: 11100010:1.00  11100010_1111110010111:1.00  1111110010111:1.00  #ritnews:0.84  011110111010:0.79  1111110010111_011110111010:0.58  111101111100011:0.53  01010000000:0.47  1111010010:0.42  1111011110111111:0.37  @nyuathletics:0.32  111000010111:0.26  011110111010_011110111111011:0.21  011110111111011:0.21  11100110100:0.21  01010000101:0.16  010101011101:0.16  011110111111011_111101111100011:0.16  1110100:0.16  1111010010_11111100000:0.16  1111011010:0.16  1111011010_1111011110111111:0.16  1111011110100:0.16  11111100000:0.16  11111100000_1111110010100:0.16  1111110010100:0.16  111111010010:0.16  111111010010_01010000000:0.16  @umassbeacons:0.16  01010100000:0.11  0111100100011:0.11  0111100100011_011110111010:0.11  011110111010_01010000000:0.11  011110111010_111111010010:0.11  0111101110110:0.11  0111111000:0.11  1110000100:0.11  11100110100_1111110010010:0.11  1110110:0.11  1110110_@ritsports:0.11  1111001011011110:0.11  1111001011011110_1111011110111110:0.11  1111010010_0111100100011:0.11  1111010010_1111011110100:0.11  111101011100:0.11  1111011110010:0.11  1111011110010_garno:0.11  1111011110111110:0.11  1111011110111110_1111011110010:0.11  1111011110111111_0111111000:0.11  1111100101110:0.11  1111100101110_1110000100:0.11  1111110010010:0.11  1111110010011:0.11  1111110010011_11111100110110:0.11  1111110010111_01010000101:0.11  1111110010111_1111001011011110:0.11  11111100110110:0.11  11111100110110_1111011110111111:0.11  1111110111011111:0.11  @nphawks:0.11  @nyuathletics_010101011101:0.11  @ritsports:0.11  @ritsports_1110100:0.11  garno:0.11  #ritnews_#tigerpride:0.05  #ritnews_1110100:0.05  #tigerpride:0.05  01010000000_11100101110:0.05  010101001010:0.05  0111100101101:0.05  0111100101110:0.05  011110111010_1111101111010:0.05  011110111010_1111110111011111:0.05  011110111010_@brockport:0.05  011110111111011_01010000000:0.05  1110000010:0.05  1110010101:0.05  1110010101_1111110010111:0.05  11100101110:0.05  111001101111:0.05  1110100_11100010:0.05  111100111001:0.05  111100111001_111101111100011:0.05  111100111010:0.05  1111010010_0111100101101:0.05  111101011100_0111101110110:0.05  111101011101:0.05  1111011110111001:0.05  1111100110:0.05  1111100110_1111011110111001:0.05  1111101111010:0.05  1111101111010_111111010010:0.05  1111110010111_010101011101:0.05  1111110110:0.05  1111110110_1110000010:0.05  1111110111011111_01010000000:0.05  1111110111011111_111101111100011:0.05  @brockport:0.05  @keukaathletics:0.05  @nyuathletics_010101001010:0.05  @nyuathletics_1111011110100:0.05 \n",
        "\n",
        "[117] 0.11 ->  #RIT volleyball drops first set against @UMassBeacons 25-23. Tigers trail 7-1 in the second set. #RITNews\n",
        "[124] 0.11 ->  #RIT volleyball loses opening set vs. Desales University, 25-19 at NYU Violet Classic. #RITNEWS\n",
        "[140] 0.11 ->  RECAP - #RIT volleyball loses to DeSales at NYU Violet Classic. #RITNews  http://t.co/fzYAnqBDxL\n",
        "[163] 0.02 ->  RECAP - #RIT volleyball (6-4) defeats @Brockport and @KeukaAthletics on Friday at the RIT Volleyball Invite. #RITNews http://t.co/lq914FUDnV\n",
        "[286] 0.13 ->  #RIT volleyball loses set two to @nphawks 25-19. Tigers trail the match 2-0. #RITNews\n",
        "[358] 0.10 ->  #RIT volleyball drops close first set to @nphawks by a score of 25-23. #RITNews\n",
        "[371] 0.07 ->  Set 2 - #RIT volleyball falls to DeSales University, 25-13. Tigers trail 2-0 in match. #RITNEWS\n",
        "[446] 0.06 ->  #RIT volleyball (7-6) drops opening match at the @NYUAthletics Invite to NYU 3-0. NYU won sets 25-17, 28-26, 25-12.\n",
        "[589] 0.11 ->  #RIT volleyball falls to @NYUAthletics by a score of 28-26 in set two, trail two sets to zero. #RITNews\n",
        "[719] 0.01 ->  RT @RITsports: A cool video with #RIT soccer head coach Bill Garno in advance of the Hillside Community Shield tomorrow. #RITNews: http://t\u2026\n",
        "[905] 0.10 ->  RECAP - #RIT volleyball drops both Friday matches at NYU Violet Classic. #RITNews http://t.co/vNIZMR6wu2\n",
        "[920] 0.03 ->  A cool video with #RIT soccer head coach Bill Garno in advance of the Hillside Community Shield tomorrow. #RITNews: http://t.co/9daTgWmXWd\n",
        "[1006] 0.13 ->  #RIT volleyball drops set two to @UMassBeacons 25-7, trail the match two sets to zero. #RITNews\n",
        "[1020] 0.03 ->  RT @RITsports: #RIT volleyball (7-6) drops opening match at the @NYUAthletics Invite to NYU 3-0. NYU won sets 25-17, 28-26, 25-12.\n",
        "[1243] 0.09 ->  #RIT volleyball drops second match of day at @NYUAthletics Invitational, falling to @UMassBeacons 25-23, 25-7, 25-17. #RITNews\n",
        "[1268] 0.06 ->  RECAP - #RIT volleyball drops both matches on Saturday in three sets to DeSales and New Paltz. #RITNews http://t.co/fzYAnqBDxL\n",
        "[1327] 0.13 ->  #RIT volleyball drops first set of morning match, 25-16 to @NYUAthletics at NYU Invitational. #RITNews\n",
        "[1401] 0.11 ->  RECAP - #RIT volleyball drops opening match at NYU Invitational to the hosts in three sets. #RITNews #TigerPride http://t.co/vNIZMR6wu2\n",
        "clusters: 22 skipped 4 (0.281888653982%) tweets our of 1419 total tweets\n"
       ]
      },
      {
       "output_type": "pyout",
       "prompt_number": 21,
       "text": [
        "{'clusters': 22,\n",
        " 'sil_score': 0.030117062489781334,\n",
        " 'skipped': 4,\n",
        " 'total': 1419}"
       ]
      }
     ],
     "prompt_number": 21
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fx.reset_features(tweet_set)\n",
      "#fx.extract_tokens(tweet_set, filter='hashtag', exclude=['ucla', '#ucla'])\n",
      "fx.extract_tokens(tweet_set, filter='nominal', exclude=['ucla', '#ucla'])\n",
      "fx.extract_bigrams(tweet_set)\n",
      "fx.extract_lemmatize_bigrams(tweet_set)\n",
      "perform_tweet_clustering(tweet_set, k='200', tfidf=False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "TypeError",
       "evalue": "%d format: a number is required, not str",
       "output_type": "pyerr",
       "traceback": [
        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
        "\u001b[0;32m<ipython-input-22-acfedb5b145a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mfx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mextract_bigrams\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtweet_set\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mfx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mextract_lemmatize_bigrams\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtweet_set\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mperform_tweet_clustering\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtweet_set\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'200'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtfidf\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
        "\u001b[0;32m<ipython-input-10-f837ba2c02f8>\u001b[0m in \u001b[0;36mperform_tweet_clustering\u001b[0;34m(tweets, tfidf, batch, k, refine, report, annotate_prefix, quality, threshold, exclude)\u001b[0m\n\u001b[1;32m      6\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mk\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"auto\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m         \u001b[0mk\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfind_best_k\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfeat_matrix\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrefine\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mrefine\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbatch\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbatch\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m     \u001b[0mgroupings\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msil_score\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcluster_centers\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mclusterize_matrix\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfeat_matrix\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mbatch\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbatch\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      9\u001b[0m     \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdisplay_clusters\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtweets\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mfeat_matrix\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgroupings\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcluster_centers\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfnames\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreport\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mannotate_prefix\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mquality\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mquality\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mthreshold\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mthreshold\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m     \u001b[0mresult\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'sil_score'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msil_score\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
        "\u001b[0;32m<ipython-input-4-077585873e23>\u001b[0m in \u001b[0;36mclusterize_matrix\u001b[0;34m(feat_matrix, batch, k)\u001b[0m\n\u001b[1;32m     10\u001b[0m                     verbose=False)\n\u001b[1;32m     11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m     \u001b[0mkm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfeat_matrix\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     13\u001b[0m     \u001b[0mgroupings\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlabels_\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     14\u001b[0m     \u001b[0mcluster_centers\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcluster_centers_\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
        "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/sklearn/cluster/k_means_.pyc\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, X, y)\u001b[0m\n\u001b[1;32m    700\u001b[0m         \"\"\"\n\u001b[1;32m    701\u001b[0m         \u001b[0mrandom_state\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcheck_random_state\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrandom_state\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 702\u001b[0;31m         \u001b[0mX\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_check_fit_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    703\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    704\u001b[0m         self.cluster_centers_, self.labels_, self.inertia_ = k_means(\n",
        "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/sklearn/cluster/k_means_.pyc\u001b[0m in \u001b[0;36m_check_fit_data\u001b[0;34m(self, X)\u001b[0m\n\u001b[1;32m    669\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mn_clusters\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    670\u001b[0m             raise ValueError(\"n_samples=%d should be >= n_clusters=%d\" % (\n\u001b[0;32m--> 671\u001b[0;31m                 X.shape[0], self.n_clusters))\n\u001b[0m\u001b[1;32m    672\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    673\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
        "\u001b[0;31mTypeError\u001b[0m: %d format: a number is required, not str"
       ]
      }
     ],
     "prompt_number": 22
    },
    {
     "cell_type": "raw",
     "metadata": {},
     "source": [
      "This section explores composite clustering, where final clustering based on a set of other clustered results.  Use groupings from other clusterings as features for aggregate clustering."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# My wrapper for above clustering routine\n",
      "def reset_composite(tweets):\n",
      "    \"resets the composite property\"\n",
      "    for tweet in tweets:\n",
      "        tweet['composite'] = [] \n",
      "    \n",
      "def promote_composite(tweets):\n",
      "    \"moves composite property to tokens property\"\n",
      "    for tweet in tweets:\n",
      "        if tweet['composite']:\n",
      "            tweet['tokens'] = tweet['composite']\n",
      "        else:\n",
      "            tweet['tokens'] = ['**empty**']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 27
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "reset_composite(tweet_set)\n",
      "\n",
      "fx.reset_features(tweet_set)\n",
      "fx.extract_tokens(tweet_set, filter='hashtag', exclude=['ucla', '#ucla'])\n",
      "#annotate_clustering_results(tweet_set, 'hash')\n",
      "\n",
      "fx.reset_features(tweet_set)\n",
      "fx.extract_lemmatize_tokens(tweet_set, filter='nominal', exclude=['ucla', '#ucla'])\n",
      "#annotate_clustering_results(tweet_set, 'nom')\n",
      "\n",
      "#fx.reset_features(tweet_set)\n",
      "#fx.extract_lemmatize_tokens(tweet_set, filter='noun', exclude=['ucla', '#ucla'])\n",
      "#annotate_clustering_results(tweet_set, 'noun')\n",
      "\n",
      "#fx.reset_features(tweet_set)\n",
      "#fx.extract_bigrams(tweet_set)\n",
      "#annotate_clustering_results(tweet_set, 'bi')\n",
      "\n",
      "fx.reset_features(tweet_set)\n",
      "fx.extract_lemmatize_bigrams(tweet_set)\n",
      "#annotate_clustering_results(tweet_set, 'bil')\n",
      "\n",
      "fx.reset_features(tweet_set)\n",
      "promote_composite(tweet_set)\n",
      "#perform_tweet_clustering(tweet_set)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "NameError",
       "evalue": "name 'annotate_clustering_results' is not defined",
       "output_type": "pyerr",
       "traceback": [
        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
        "\u001b[0;32m<ipython-input-28-3c7b394370a4>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mfx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreset_features\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtweet_set\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mfx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mextract_tokens\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtweet_set\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfilter\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'hashtag'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexclude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'ucla'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'#ucla'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mannotate_clustering_results\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtweet_set\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'hash'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0mfx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreset_features\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtweet_set\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
        "\u001b[0;31mNameError\u001b[0m: name 'annotate_clustering_results' is not defined"
       ]
      }
     ],
     "prompt_number": 28
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}