proc_17_108_analysis_jeffykao_EDA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.cluster import DBSCAN\n",
    "from sklearn.cluster import AgglomerativeClustering\n",
    "import spacy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded in 2955186 entries aggregating 22078910.0 total comments.\n",
      "CPU times: user 20.2 s, sys: 864 ms, total: 21 s\n",
      "Wall time: 21 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "data = pd.read_csv('proc_17_108_unique_comments_text_dupe_count.csv')\n",
    "print(f\"Loaded in {len(data)} entries aggregating {data['dupe_count'].sum()} total comments.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nlp = spacy.load(\"en\", tagger=False, entity=False, matcher=False, parser=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#take a sample to vectorize and cluster with dbscan\n",
    "sample_size = 10000 # can play with this - starts to get unmanageable on my desktop @ sample_size > 100000\n",
    "data_sample = data.sample(sample_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def encode_doc_vecs(docs):\n",
    "    #encode mean word vector per document - might take a while\n",
    "    #it took about 10s per 10,000 documents on my desktop\n",
    "    #would want to parallelize this for a large enough job\n",
    "    doc_vecs = []\n",
    "    for doc in docs:\n",
    "        #encode the doc if it is a string\n",
    "        if type(doc) == str:\n",
    "            doc_spaced = nlp(doc)\n",
    "            doc_vec = np.mean([word.vector for word in doc_spaced], axis=0)\n",
    "            #in case the doc vector could not be encoded, e.g., empty string, no words found\n",
    "            if type(doc_vec) != np.ndarray or doc_vec.shape[0] != 300:\n",
    "                print(f\"Not Vectorizable: {doc}\")\n",
    "                doc_vec = np.zeros(300)\n",
    "        else:\n",
    "            print(f\"Not a String: {doc}\")\n",
    "            doc_vec = np.zeros(300)\n",
    "        doc_vecs.append(doc_vec)\n",
    "    return doc_vecs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 8.66 s, sys: 0 ns, total: 8.66 s\n",
      "Wall time: 8.67 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "doc_vecs = encode_doc_vecs(data_sample['text_data'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# play with eps and metric\n",
    "# higher eps will take *much* more time & resources\n",
    "clusterer = DBSCAN(eps=0.001, min_samples=5, n_jobs=-1, metric='cosine')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# can also try HAC - play with number of clusters, ward linkage seemed to give the best results generally\n",
    "clusterer = AgglomerativeClustering(n_clusters=40, linkage='ward')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 20.8 s, sys: 188 ms, total: 21 s\n",
      "Wall time: 21 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "labels = clusterer.fit_predict(doc_vecs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cluster</th>\n",
       "      <th>docid</th>\n",
       "      <th>text_data</th>\n",
       "      <th>dupe_count</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>...</th>\n",
       "      <th>290</th>\n",
       "      <th>291</th>\n",
       "      <th>292</th>\n",
       "      <th>293</th>\n",
       "      <th>294</th>\n",
       "      <th>295</th>\n",
       "      <th>296</th>\n",
       "      <th>297</th>\n",
       "      <th>298</th>\n",
       "      <th>299</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2617</th>\n",
       "      <td>33</td>\n",
       "      <td>3969357</td>\n",
       "      <td>Dear Chairman Pai,  I am a voter worried about...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.015157</td>\n",
       "      <td>0.112703</td>\n",
       "      <td>-0.122902</td>\n",
       "      <td>-0.037582</td>\n",
       "      <td>0.000803</td>\n",
       "      <td>0.050359</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.135979</td>\n",
       "      <td>0.055029</td>\n",
       "      <td>-0.004320</td>\n",
       "      <td>-0.031622</td>\n",
       "      <td>0.057389</td>\n",
       "      <td>-0.019021</td>\n",
       "      <td>-0.002124</td>\n",
       "      <td>-0.087668</td>\n",
       "      <td>0.021567</td>\n",
       "      <td>0.136336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3134</th>\n",
       "      <td>22</td>\n",
       "      <td>7855836</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.043061</td>\n",
       "      <td>0.162156</td>\n",
       "      <td>-0.156683</td>\n",
       "      <td>-0.064222</td>\n",
       "      <td>0.061563</td>\n",
       "      <td>-0.016131</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.239542</td>\n",
       "      <td>0.001498</td>\n",
       "      <td>0.005741</td>\n",
       "      <td>-0.034514</td>\n",
       "      <td>0.012218</td>\n",
       "      <td>-0.020385</td>\n",
       "      <td>-0.001659</td>\n",
       "      <td>-0.083057</td>\n",
       "      <td>0.063025</td>\n",
       "      <td>0.101893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6561</th>\n",
       "      <td>27</td>\n",
       "      <td>9872007</td>\n",
       "      <td>I am in favor of strong net neutrality under T...</td>\n",
       "      <td>129.0</td>\n",
       "      <td>-0.057064</td>\n",
       "      <td>0.109653</td>\n",
       "      <td>-0.101222</td>\n",
       "      <td>-0.027983</td>\n",
       "      <td>0.001436</td>\n",
       "      <td>0.100275</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.070016</td>\n",
       "      <td>0.051660</td>\n",
       "      <td>-0.034462</td>\n",
       "      <td>-0.179260</td>\n",
       "      <td>-0.001981</td>\n",
       "      <td>0.053158</td>\n",
       "      <td>0.036034</td>\n",
       "      <td>-0.104171</td>\n",
       "      <td>-0.020185</td>\n",
       "      <td>0.009787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1411</th>\n",
       "      <td>26</td>\n",
       "      <td>1152239</td>\n",
       "      <td>As an Internet user, I'm asking the FCC to pro...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.034140</td>\n",
       "      <td>0.117758</td>\n",
       "      <td>-0.170461</td>\n",
       "      <td>-0.069788</td>\n",
       "      <td>0.048333</td>\n",
       "      <td>0.035073</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.241686</td>\n",
       "      <td>0.010709</td>\n",
       "      <td>0.028442</td>\n",
       "      <td>-0.010912</td>\n",
       "      <td>0.026025</td>\n",
       "      <td>-0.001645</td>\n",
       "      <td>-0.021549</td>\n",
       "      <td>-0.102870</td>\n",
       "      <td>0.016002</td>\n",
       "      <td>0.147391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8771</th>\n",
       "      <td>5</td>\n",
       "      <td>242073</td>\n",
       "      <td>Preserve net neutrality and Title 2 and for he...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.179776</td>\n",
       "      <td>-0.009612</td>\n",
       "      <td>-0.197282</td>\n",
       "      <td>0.023762</td>\n",
       "      <td>0.034976</td>\n",
       "      <td>-0.062394</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.128931</td>\n",
       "      <td>-0.111596</td>\n",
       "      <td>-0.023754</td>\n",
       "      <td>-0.073613</td>\n",
       "      <td>-0.007443</td>\n",
       "      <td>-0.042823</td>\n",
       "      <td>-0.035309</td>\n",
       "      <td>-0.161446</td>\n",
       "      <td>0.007839</td>\n",
       "      <td>0.044988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1461</th>\n",
       "      <td>29</td>\n",
       "      <td>12755236</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality ...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-0.040180</td>\n",
       "      <td>0.158023</td>\n",
       "      <td>-0.160700</td>\n",
       "      <td>-0.044328</td>\n",
       "      <td>0.062115</td>\n",
       "      <td>-0.018222</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.251985</td>\n",
       "      <td>0.006493</td>\n",
       "      <td>0.016967</td>\n",
       "      <td>-0.034678</td>\n",
       "      <td>0.009131</td>\n",
       "      <td>-0.021973</td>\n",
       "      <td>-0.008985</td>\n",
       "      <td>-0.088231</td>\n",
       "      <td>0.076560</td>\n",
       "      <td>0.099095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7669</th>\n",
       "      <td>29</td>\n",
       "      <td>10931447</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.040216</td>\n",
       "      <td>0.158008</td>\n",
       "      <td>-0.161275</td>\n",
       "      <td>-0.044192</td>\n",
       "      <td>0.062521</td>\n",
       "      <td>-0.018013</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.251816</td>\n",
       "      <td>0.006408</td>\n",
       "      <td>0.017050</td>\n",
       "      <td>-0.034757</td>\n",
       "      <td>0.009035</td>\n",
       "      <td>-0.021469</td>\n",
       "      <td>-0.009682</td>\n",
       "      <td>-0.087811</td>\n",
       "      <td>0.076137</td>\n",
       "      <td>0.098491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1569</th>\n",
       "      <td>29</td>\n",
       "      <td>10238992</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.040180</td>\n",
       "      <td>0.158023</td>\n",
       "      <td>-0.160700</td>\n",
       "      <td>-0.044328</td>\n",
       "      <td>0.062115</td>\n",
       "      <td>-0.018222</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.251985</td>\n",
       "      <td>0.006493</td>\n",
       "      <td>0.016967</td>\n",
       "      <td>-0.034678</td>\n",
       "      <td>0.009131</td>\n",
       "      <td>-0.021973</td>\n",
       "      <td>-0.008985</td>\n",
       "      <td>-0.088231</td>\n",
       "      <td>0.076560</td>\n",
       "      <td>0.099095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9288</th>\n",
       "      <td>22</td>\n",
       "      <td>7789741</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.043077</td>\n",
       "      <td>0.161410</td>\n",
       "      <td>-0.158212</td>\n",
       "      <td>-0.063387</td>\n",
       "      <td>0.060898</td>\n",
       "      <td>-0.016799</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.239999</td>\n",
       "      <td>0.001308</td>\n",
       "      <td>0.006739</td>\n",
       "      <td>-0.033413</td>\n",
       "      <td>0.012226</td>\n",
       "      <td>-0.021608</td>\n",
       "      <td>-0.003177</td>\n",
       "      <td>-0.083220</td>\n",
       "      <td>0.063265</td>\n",
       "      <td>0.102240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9294</th>\n",
       "      <td>5</td>\n",
       "      <td>310436</td>\n",
       "      <td>Writing to advocate for keeping net neutrality...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.138802</td>\n",
       "      <td>0.069890</td>\n",
       "      <td>-0.184214</td>\n",
       "      <td>0.003004</td>\n",
       "      <td>0.028289</td>\n",
       "      <td>-0.006705</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.117600</td>\n",
       "      <td>-0.087390</td>\n",
       "      <td>0.006461</td>\n",
       "      <td>-0.053191</td>\n",
       "      <td>0.012083</td>\n",
       "      <td>-0.077973</td>\n",
       "      <td>0.031150</td>\n",
       "      <td>-0.200529</td>\n",
       "      <td>-0.051909</td>\n",
       "      <td>0.037674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5639</th>\n",
       "      <td>32</td>\n",
       "      <td>321158</td>\n",
       "      <td>Net Neutrality needs to stay regulated by Titl...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.086805</td>\n",
       "      <td>0.038260</td>\n",
       "      <td>-0.096993</td>\n",
       "      <td>-0.117613</td>\n",
       "      <td>-0.033329</td>\n",
       "      <td>-0.116412</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.198507</td>\n",
       "      <td>-0.052484</td>\n",
       "      <td>-0.094922</td>\n",
       "      <td>-0.085938</td>\n",
       "      <td>0.135280</td>\n",
       "      <td>-0.033117</td>\n",
       "      <td>-0.069289</td>\n",
       "      <td>-0.146833</td>\n",
       "      <td>0.110261</td>\n",
       "      <td>0.100366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9356</th>\n",
       "      <td>1</td>\n",
       "      <td>2717455</td>\n",
       "      <td>Dear Mr. Pai,  I'm concerned about net neutral...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.009343</td>\n",
       "      <td>0.130834</td>\n",
       "      <td>-0.126316</td>\n",
       "      <td>-0.022433</td>\n",
       "      <td>0.051052</td>\n",
       "      <td>0.026241</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.109909</td>\n",
       "      <td>0.049302</td>\n",
       "      <td>-0.022077</td>\n",
       "      <td>-0.035904</td>\n",
       "      <td>0.012233</td>\n",
       "      <td>-0.021448</td>\n",
       "      <td>-0.009931</td>\n",
       "      <td>-0.089694</td>\n",
       "      <td>0.028875</td>\n",
       "      <td>0.059586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1681</th>\n",
       "      <td>27</td>\n",
       "      <td>17773773</td>\n",
       "      <td>I am in favor of strong net neutrality under T...</td>\n",
       "      <td>96.0</td>\n",
       "      <td>-0.057064</td>\n",
       "      <td>0.109653</td>\n",
       "      <td>-0.101222</td>\n",
       "      <td>-0.027983</td>\n",
       "      <td>0.001436</td>\n",
       "      <td>0.100275</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.070016</td>\n",
       "      <td>0.051660</td>\n",
       "      <td>-0.034462</td>\n",
       "      <td>-0.179260</td>\n",
       "      <td>-0.001981</td>\n",
       "      <td>0.053158</td>\n",
       "      <td>0.036034</td>\n",
       "      <td>-0.104171</td>\n",
       "      <td>-0.020185</td>\n",
       "      <td>0.009787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9590</th>\n",
       "      <td>29</td>\n",
       "      <td>9296605</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality ...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-0.040083</td>\n",
       "      <td>0.157639</td>\n",
       "      <td>-0.160309</td>\n",
       "      <td>-0.044220</td>\n",
       "      <td>0.061964</td>\n",
       "      <td>-0.018178</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.251372</td>\n",
       "      <td>0.006477</td>\n",
       "      <td>0.016926</td>\n",
       "      <td>-0.034593</td>\n",
       "      <td>0.009109</td>\n",
       "      <td>-0.021919</td>\n",
       "      <td>-0.008963</td>\n",
       "      <td>-0.088017</td>\n",
       "      <td>0.076374</td>\n",
       "      <td>0.098854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6166</th>\n",
       "      <td>25</td>\n",
       "      <td>937096</td>\n",
       "      <td>I strongly support current regulations on ISPs...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.008435</td>\n",
       "      <td>0.059872</td>\n",
       "      <td>-0.135453</td>\n",
       "      <td>0.006019</td>\n",
       "      <td>0.022583</td>\n",
       "      <td>0.010009</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.072835</td>\n",
       "      <td>-0.007466</td>\n",
       "      <td>-0.039552</td>\n",
       "      <td>-0.150087</td>\n",
       "      <td>0.047367</td>\n",
       "      <td>0.038914</td>\n",
       "      <td>-0.006603</td>\n",
       "      <td>-0.099857</td>\n",
       "      <td>0.071000</td>\n",
       "      <td>0.027901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9212</th>\n",
       "      <td>1</td>\n",
       "      <td>2670256</td>\n",
       "      <td>Dear Mr. Pai,  I'm concerned about regulations...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.012539</td>\n",
       "      <td>0.105928</td>\n",
       "      <td>-0.147673</td>\n",
       "      <td>-0.051410</td>\n",
       "      <td>0.047164</td>\n",
       "      <td>0.018009</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.171037</td>\n",
       "      <td>0.021055</td>\n",
       "      <td>0.005828</td>\n",
       "      <td>-0.038240</td>\n",
       "      <td>0.004721</td>\n",
       "      <td>-0.029409</td>\n",
       "      <td>-0.019334</td>\n",
       "      <td>-0.103369</td>\n",
       "      <td>0.048039</td>\n",
       "      <td>0.135321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4796</th>\n",
       "      <td>1</td>\n",
       "      <td>3941299</td>\n",
       "      <td>Chairman Pai:  I am concerned about the FCC ru...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.012797</td>\n",
       "      <td>0.132913</td>\n",
       "      <td>-0.129299</td>\n",
       "      <td>-0.030361</td>\n",
       "      <td>0.052836</td>\n",
       "      <td>-0.002956</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.122346</td>\n",
       "      <td>0.025537</td>\n",
       "      <td>-0.002001</td>\n",
       "      <td>-0.057453</td>\n",
       "      <td>0.008343</td>\n",
       "      <td>0.001189</td>\n",
       "      <td>-0.018291</td>\n",
       "      <td>-0.070155</td>\n",
       "      <td>0.030463</td>\n",
       "      <td>0.113303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2154</th>\n",
       "      <td>34</td>\n",
       "      <td>2794773</td>\n",
       "      <td>Dear Mr. Pai,  My comments re: an open Interne...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.025195</td>\n",
       "      <td>0.106381</td>\n",
       "      <td>-0.123534</td>\n",
       "      <td>-0.003557</td>\n",
       "      <td>0.004837</td>\n",
       "      <td>0.014235</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.151489</td>\n",
       "      <td>0.081435</td>\n",
       "      <td>0.008024</td>\n",
       "      <td>-0.035146</td>\n",
       "      <td>0.048169</td>\n",
       "      <td>-0.013622</td>\n",
       "      <td>-0.015790</td>\n",
       "      <td>-0.088713</td>\n",
       "      <td>0.007289</td>\n",
       "      <td>0.123174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2343</th>\n",
       "      <td>26</td>\n",
       "      <td>7384900</td>\n",
       "      <td>The FCC should safeguard Internet freedom by k...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.028246</td>\n",
       "      <td>0.108142</td>\n",
       "      <td>-0.161344</td>\n",
       "      <td>-0.072739</td>\n",
       "      <td>0.058877</td>\n",
       "      <td>0.016374</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.261213</td>\n",
       "      <td>-0.005887</td>\n",
       "      <td>0.032663</td>\n",
       "      <td>-0.015328</td>\n",
       "      <td>0.030237</td>\n",
       "      <td>0.010703</td>\n",
       "      <td>-0.005003</td>\n",
       "      <td>-0.110295</td>\n",
       "      <td>0.032223</td>\n",
       "      <td>0.167351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6180</th>\n",
       "      <td>9</td>\n",
       "      <td>7300379</td>\n",
       "      <td>The Internet needs to be a place of free speec...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000845</td>\n",
       "      <td>0.163381</td>\n",
       "      <td>-0.159855</td>\n",
       "      <td>-0.061933</td>\n",
       "      <td>0.108693</td>\n",
       "      <td>-0.001587</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.145331</td>\n",
       "      <td>0.034897</td>\n",
       "      <td>0.011527</td>\n",
       "      <td>-0.064462</td>\n",
       "      <td>0.014206</td>\n",
       "      <td>0.061240</td>\n",
       "      <td>-0.007138</td>\n",
       "      <td>-0.050528</td>\n",
       "      <td>-0.065326</td>\n",
       "      <td>0.161606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1853</th>\n",
       "      <td>27</td>\n",
       "      <td>19303966</td>\n",
       "      <td>I am in favor of strong net neutrality under T...</td>\n",
       "      <td>172.0</td>\n",
       "      <td>-0.041585</td>\n",
       "      <td>0.120664</td>\n",
       "      <td>-0.125958</td>\n",
       "      <td>-0.024813</td>\n",
       "      <td>-0.001820</td>\n",
       "      <td>0.068606</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.104130</td>\n",
       "      <td>0.034844</td>\n",
       "      <td>-0.019428</td>\n",
       "      <td>-0.186485</td>\n",
       "      <td>0.004703</td>\n",
       "      <td>0.050020</td>\n",
       "      <td>0.017347</td>\n",
       "      <td>-0.074059</td>\n",
       "      <td>-0.025235</td>\n",
       "      <td>0.013159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9622</th>\n",
       "      <td>29</td>\n",
       "      <td>10920576</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.040180</td>\n",
       "      <td>0.158023</td>\n",
       "      <td>-0.160700</td>\n",
       "      <td>-0.044328</td>\n",
       "      <td>0.062115</td>\n",
       "      <td>-0.018222</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.251985</td>\n",
       "      <td>0.006493</td>\n",
       "      <td>0.016967</td>\n",
       "      <td>-0.034678</td>\n",
       "      <td>0.009131</td>\n",
       "      <td>-0.021973</td>\n",
       "      <td>-0.008985</td>\n",
       "      <td>-0.088231</td>\n",
       "      <td>0.076560</td>\n",
       "      <td>0.099095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7720</th>\n",
       "      <td>20</td>\n",
       "      <td>2547462</td>\n",
       "      <td>Chairman Pai:  I have thoughts on the FCC regu...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.012757</td>\n",
       "      <td>0.097563</td>\n",
       "      <td>-0.092720</td>\n",
       "      <td>-0.057236</td>\n",
       "      <td>0.006620</td>\n",
       "      <td>0.002762</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.164425</td>\n",
       "      <td>0.049139</td>\n",
       "      <td>-0.000512</td>\n",
       "      <td>-0.025734</td>\n",
       "      <td>0.008952</td>\n",
       "      <td>-0.057329</td>\n",
       "      <td>0.003950</td>\n",
       "      <td>-0.082074</td>\n",
       "      <td>0.033773</td>\n",
       "      <td>0.097695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7869</th>\n",
       "      <td>34</td>\n",
       "      <td>3231777</td>\n",
       "      <td>Chairman Pai:  I'm very worried about the FCC ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.044937</td>\n",
       "      <td>0.139369</td>\n",
       "      <td>-0.127474</td>\n",
       "      <td>-0.052443</td>\n",
       "      <td>0.008712</td>\n",
       "      <td>0.027648</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.179810</td>\n",
       "      <td>0.052728</td>\n",
       "      <td>0.011247</td>\n",
       "      <td>-0.021139</td>\n",
       "      <td>-0.003114</td>\n",
       "      <td>-0.017545</td>\n",
       "      <td>0.003735</td>\n",
       "      <td>-0.085432</td>\n",
       "      <td>0.038080</td>\n",
       "      <td>0.107223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9619</th>\n",
       "      <td>22</td>\n",
       "      <td>7793698</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.043061</td>\n",
       "      <td>0.162156</td>\n",
       "      <td>-0.156683</td>\n",
       "      <td>-0.064222</td>\n",
       "      <td>0.061563</td>\n",
       "      <td>-0.016131</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.239542</td>\n",
       "      <td>0.001498</td>\n",
       "      <td>0.005741</td>\n",
       "      <td>-0.034514</td>\n",
       "      <td>0.012218</td>\n",
       "      <td>-0.020385</td>\n",
       "      <td>-0.001659</td>\n",
       "      <td>-0.083057</td>\n",
       "      <td>0.063025</td>\n",
       "      <td>0.101893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3824</th>\n",
       "      <td>29</td>\n",
       "      <td>10165780</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.040180</td>\n",
       "      <td>0.158023</td>\n",
       "      <td>-0.160700</td>\n",
       "      <td>-0.044328</td>\n",
       "      <td>0.062115</td>\n",
       "      <td>-0.018222</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.251985</td>\n",
       "      <td>0.006493</td>\n",
       "      <td>0.016967</td>\n",
       "      <td>-0.034678</td>\n",
       "      <td>0.009131</td>\n",
       "      <td>-0.021973</td>\n",
       "      <td>-0.008985</td>\n",
       "      <td>-0.088231</td>\n",
       "      <td>0.076560</td>\n",
       "      <td>0.099095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8648</th>\n",
       "      <td>7</td>\n",
       "      <td>7107316</td>\n",
       "      <td>Please keep Net Neutrality.  As a small busine...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.027366</td>\n",
       "      <td>0.151572</td>\n",
       "      <td>-0.191192</td>\n",
       "      <td>-0.037503</td>\n",
       "      <td>0.093733</td>\n",
       "      <td>-0.030799</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.226712</td>\n",
       "      <td>0.025652</td>\n",
       "      <td>0.007717</td>\n",
       "      <td>-0.049674</td>\n",
       "      <td>0.020059</td>\n",
       "      <td>-0.027180</td>\n",
       "      <td>-0.058422</td>\n",
       "      <td>-0.102749</td>\n",
       "      <td>0.031335</td>\n",
       "      <td>0.109185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4934</th>\n",
       "      <td>28</td>\n",
       "      <td>4952888</td>\n",
       "      <td>Chairman Pai's proposed plan to repeal net neu...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.028339</td>\n",
       "      <td>0.122459</td>\n",
       "      <td>-0.125030</td>\n",
       "      <td>-0.033537</td>\n",
       "      <td>0.078597</td>\n",
       "      <td>-0.030449</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.224172</td>\n",
       "      <td>0.013482</td>\n",
       "      <td>0.046517</td>\n",
       "      <td>-0.040428</td>\n",
       "      <td>-0.028386</td>\n",
       "      <td>-0.028198</td>\n",
       "      <td>0.010330</td>\n",
       "      <td>-0.081273</td>\n",
       "      <td>0.006242</td>\n",
       "      <td>0.102369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7940</th>\n",
       "      <td>29</td>\n",
       "      <td>10195723</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality ...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-0.040180</td>\n",
       "      <td>0.158023</td>\n",
       "      <td>-0.160700</td>\n",
       "      <td>-0.044328</td>\n",
       "      <td>0.062115</td>\n",
       "      <td>-0.018222</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.251985</td>\n",
       "      <td>0.006493</td>\n",
       "      <td>0.016967</td>\n",
       "      <td>-0.034678</td>\n",
       "      <td>0.009131</td>\n",
       "      <td>-0.021973</td>\n",
       "      <td>-0.008985</td>\n",
       "      <td>-0.088231</td>\n",
       "      <td>0.076560</td>\n",
       "      <td>0.099095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7933</th>\n",
       "      <td>37</td>\n",
       "      <td>7666359</td>\n",
       "      <td>On behalf of the citizens of the United States...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.084455</td>\n",
       "      <td>0.002120</td>\n",
       "      <td>-0.083952</td>\n",
       "      <td>-0.114507</td>\n",
       "      <td>0.010046</td>\n",
       "      <td>-0.026789</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.333589</td>\n",
       "      <td>0.028631</td>\n",
       "      <td>-0.007340</td>\n",
       "      <td>-0.094750</td>\n",
       "      <td>-0.080496</td>\n",
       "      <td>0.055414</td>\n",
       "      <td>0.073776</td>\n",
       "      <td>-0.065997</td>\n",
       "      <td>-0.008080</td>\n",
       "      <td>0.101774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3651</th>\n",
       "      <td>22</td>\n",
       "      <td>7466126</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.043061</td>\n",
       "      <td>0.162156</td>\n",
       "      <td>-0.156683</td>\n",
       "      <td>-0.064222</td>\n",
       "      <td>0.061563</td>\n",
       "      <td>-0.016131</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.239542</td>\n",
       "      <td>0.001498</td>\n",
       "      <td>0.005741</td>\n",
       "      <td>-0.034514</td>\n",
       "      <td>0.012218</td>\n",
       "      <td>-0.020385</td>\n",
       "      <td>-0.001659</td>\n",
       "      <td>-0.083057</td>\n",
       "      <td>0.063025</td>\n",
       "      <td>0.101893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8352</th>\n",
       "      <td>1</td>\n",
       "      <td>3303719</td>\n",
       "      <td>Dear Chairman Pai,  I have concerns about netw...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000092</td>\n",
       "      <td>0.112665</td>\n",
       "      <td>-0.128172</td>\n",
       "      <td>-0.049581</td>\n",
       "      <td>0.031787</td>\n",
       "      <td>0.023363</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.172191</td>\n",
       "      <td>0.041960</td>\n",
       "      <td>0.019216</td>\n",
       "      <td>-0.013996</td>\n",
       "      <td>0.017627</td>\n",
       "      <td>-0.054388</td>\n",
       "      <td>0.014217</td>\n",
       "      <td>-0.060608</td>\n",
       "      <td>0.029879</td>\n",
       "      <td>0.075182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>20</td>\n",
       "      <td>2333131</td>\n",
       "      <td>Dear Mr. Pai,  Hi, I'd like to comment on the ...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.008939</td>\n",
       "      <td>0.116060</td>\n",
       "      <td>-0.137587</td>\n",
       "      <td>-0.069434</td>\n",
       "      <td>-0.002090</td>\n",
       "      <td>0.036448</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.118322</td>\n",
       "      <td>0.027906</td>\n",
       "      <td>-0.039224</td>\n",
       "      <td>-0.048498</td>\n",
       "      <td>0.032485</td>\n",
       "      <td>-0.010654</td>\n",
       "      <td>0.000435</td>\n",
       "      <td>-0.074632</td>\n",
       "      <td>0.000502</td>\n",
       "      <td>0.113445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8728</th>\n",
       "      <td>33</td>\n",
       "      <td>2378518</td>\n",
       "      <td>Dear Chairman Pai,  I'm contacting you about I...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.022266</td>\n",
       "      <td>0.100970</td>\n",
       "      <td>-0.119029</td>\n",
       "      <td>-0.010617</td>\n",
       "      <td>0.010489</td>\n",
       "      <td>0.006260</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.138202</td>\n",
       "      <td>0.084751</td>\n",
       "      <td>0.016594</td>\n",
       "      <td>-0.034460</td>\n",
       "      <td>0.009782</td>\n",
       "      <td>-0.040189</td>\n",
       "      <td>-0.018169</td>\n",
       "      <td>-0.078979</td>\n",
       "      <td>-0.007012</td>\n",
       "      <td>0.116111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7602</th>\n",
       "      <td>34</td>\n",
       "      <td>2316552</td>\n",
       "      <td>To the FCC:  I'm concerned about regulations o...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.031126</td>\n",
       "      <td>0.121048</td>\n",
       "      <td>-0.146588</td>\n",
       "      <td>-0.056855</td>\n",
       "      <td>0.005895</td>\n",
       "      <td>0.009336</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.163261</td>\n",
       "      <td>0.054159</td>\n",
       "      <td>0.012448</td>\n",
       "      <td>-0.024510</td>\n",
       "      <td>0.003187</td>\n",
       "      <td>0.007249</td>\n",
       "      <td>-0.025965</td>\n",
       "      <td>-0.107636</td>\n",
       "      <td>0.076316</td>\n",
       "      <td>0.116886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8491</th>\n",
       "      <td>15</td>\n",
       "      <td>6534756</td>\n",
       "      <td>i pay for my internet to be fast not slow. i h...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.117329</td>\n",
       "      <td>0.137742</td>\n",
       "      <td>-0.202728</td>\n",
       "      <td>-0.043144</td>\n",
       "      <td>0.034065</td>\n",
       "      <td>-0.023376</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.213304</td>\n",
       "      <td>0.037363</td>\n",
       "      <td>-0.019391</td>\n",
       "      <td>-0.119360</td>\n",
       "      <td>0.079648</td>\n",
       "      <td>-0.019981</td>\n",
       "      <td>-0.049677</td>\n",
       "      <td>-0.047225</td>\n",
       "      <td>0.053086</td>\n",
       "      <td>0.136977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3366</th>\n",
       "      <td>27</td>\n",
       "      <td>12513367</td>\n",
       "      <td>I am in favor of strong net neutrality under T...</td>\n",
       "      <td>241.0</td>\n",
       "      <td>-0.041585</td>\n",
       "      <td>0.120664</td>\n",
       "      <td>-0.125958</td>\n",
       "      <td>-0.024813</td>\n",
       "      <td>-0.001820</td>\n",
       "      <td>0.068606</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.104130</td>\n",
       "      <td>0.034844</td>\n",
       "      <td>-0.019428</td>\n",
       "      <td>-0.186485</td>\n",
       "      <td>0.004703</td>\n",
       "      <td>0.050020</td>\n",
       "      <td>0.017347</td>\n",
       "      <td>-0.074059</td>\n",
       "      <td>-0.025235</td>\n",
       "      <td>0.013159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2296</th>\n",
       "      <td>29</td>\n",
       "      <td>9322098</td>\n",
       "      <td>The FCC's Open Internet Rules (net neutrality ...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-0.040083</td>\n",
       "      <td>0.157639</td>\n",
       "      <td>-0.160309</td>\n",
       "      <td>-0.044220</td>\n",
       "      <td>0.061964</td>\n",
       "      <td>-0.018178</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.251372</td>\n",
       "      <td>0.006477</td>\n",
       "      <td>0.016926</td>\n",
       "      <td>-0.034593</td>\n",
       "      <td>0.009109</td>\n",
       "      <td>-0.021919</td>\n",
       "      <td>-0.008963</td>\n",
       "      <td>-0.088017</td>\n",
       "      <td>0.076374</td>\n",
       "      <td>0.098854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9433</th>\n",
       "      <td>13</td>\n",
       "      <td>21824576</td>\n",
       "      <td>The internet is a service, not a commodity. We...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.048081</td>\n",
       "      <td>0.079525</td>\n",
       "      <td>-0.148866</td>\n",
       "      <td>-0.110678</td>\n",
       "      <td>0.000923</td>\n",
       "      <td>0.003539</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.224058</td>\n",
       "      <td>0.010975</td>\n",
       "      <td>-0.039014</td>\n",
       "      <td>-0.032202</td>\n",
       "      <td>0.072172</td>\n",
       "      <td>-0.039561</td>\n",
       "      <td>0.006173</td>\n",
       "      <td>-0.121349</td>\n",
       "      <td>-0.050266</td>\n",
       "      <td>0.151462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>35</td>\n",
       "      <td>4051530</td>\n",
       "      <td>Dear Mr. Pai,  With respect to Internet freedo...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.034410</td>\n",
       "      <td>0.098993</td>\n",
       "      <td>-0.096578</td>\n",
       "      <td>-0.023590</td>\n",
       "      <td>0.045408</td>\n",
       "      <td>0.020057</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.191006</td>\n",
       "      <td>0.001647</td>\n",
       "      <td>-0.004399</td>\n",
       "      <td>-0.027789</td>\n",
       "      <td>0.013941</td>\n",
       "      <td>-0.033017</td>\n",
       "      <td>-0.003086</td>\n",
       "      <td>-0.099239</td>\n",
       "      <td>0.003685</td>\n",
       "      <td>0.117158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9495</th>\n",
       "      <td>22</td>\n",
       "      <td>4970856</td>\n",
       "      <td>Hello.  I'm Greg and I'm a real person.  I wor...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.065841</td>\n",
       "      <td>0.158817</td>\n",
       "      <td>-0.152443</td>\n",
       "      <td>-0.063799</td>\n",
       "      <td>0.075862</td>\n",
       "      <td>-0.011899</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.168040</td>\n",
       "      <td>0.015204</td>\n",
       "      <td>-0.004249</td>\n",
       "      <td>-0.036594</td>\n",
       "      <td>0.014135</td>\n",
       "      <td>-0.021655</td>\n",
       "      <td>-0.000946</td>\n",
       "      <td>-0.074888</td>\n",
       "      <td>0.024729</td>\n",
       "      <td>0.101654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7628</th>\n",
       "      <td>20</td>\n",
       "      <td>2302415</td>\n",
       "      <td>To whom it may concern:  I am concerned about ...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.030999</td>\n",
       "      <td>0.120821</td>\n",
       "      <td>-0.122475</td>\n",
       "      <td>-0.057067</td>\n",
       "      <td>0.029757</td>\n",
       "      <td>0.022682</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.185271</td>\n",
       "      <td>0.049593</td>\n",
       "      <td>0.006342</td>\n",
       "      <td>-0.045486</td>\n",
       "      <td>0.034598</td>\n",
       "      <td>-0.036621</td>\n",
       "      <td>-0.025145</td>\n",
       "      <td>-0.100547</td>\n",
       "      <td>0.030412</td>\n",
       "      <td>0.106675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7766</th>\n",
       "      <td>1</td>\n",
       "      <td>2307606</td>\n",
       "      <td>Chairman Pai:  I am a voter worried about inte...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.015363</td>\n",
       "      <td>0.118059</td>\n",
       "      <td>-0.110530</td>\n",
       "      <td>-0.045421</td>\n",
       "      <td>0.013153</td>\n",
       "      <td>0.040840</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.130320</td>\n",
       "      <td>0.037314</td>\n",
       "      <td>-0.001489</td>\n",
       "      <td>-0.034168</td>\n",
       "      <td>0.023568</td>\n",
       "      <td>0.005697</td>\n",
       "      <td>0.001071</td>\n",
       "      <td>-0.080250</td>\n",
       "      <td>0.023555</td>\n",
       "      <td>0.108424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>579</th>\n",
       "      <td>1</td>\n",
       "      <td>2196489</td>\n",
       "      <td>Chairman Pai:  My comments re: the Open Intern...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.015996</td>\n",
       "      <td>0.132237</td>\n",
       "      <td>-0.082090</td>\n",
       "      <td>-0.028884</td>\n",
       "      <td>-0.001234</td>\n",
       "      <td>0.006331</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.111398</td>\n",
       "      <td>0.022833</td>\n",
       "      <td>-0.022194</td>\n",
       "      <td>-0.012194</td>\n",
       "      <td>-0.039228</td>\n",
       "      <td>0.014499</td>\n",
       "      <td>0.014741</td>\n",
       "      <td>-0.064379</td>\n",
       "      <td>0.034312</td>\n",
       "      <td>0.101011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5544</th>\n",
       "      <td>9</td>\n",
       "      <td>5000926</td>\n",
       "      <td>I am very concerned regarding the potential lo...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.057919</td>\n",
       "      <td>0.117409</td>\n",
       "      <td>-0.182137</td>\n",
       "      <td>-0.053638</td>\n",
       "      <td>-0.018801</td>\n",
       "      <td>0.005683</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.310834</td>\n",
       "      <td>0.057391</td>\n",
       "      <td>0.038910</td>\n",
       "      <td>-0.083012</td>\n",
       "      <td>0.040660</td>\n",
       "      <td>0.011339</td>\n",
       "      <td>-0.050336</td>\n",
       "      <td>-0.123850</td>\n",
       "      <td>0.010057</td>\n",
       "      <td>0.161176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8327</th>\n",
       "      <td>2</td>\n",
       "      <td>59902</td>\n",
       "      <td>Att:fcc\\nKeep Title II Net Neutrality rules.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.097659</td>\n",
       "      <td>0.077207</td>\n",
       "      <td>-0.138540</td>\n",
       "      <td>-0.116771</td>\n",
       "      <td>-0.062547</td>\n",
       "      <td>-0.017232</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.056410</td>\n",
       "      <td>-0.068101</td>\n",
       "      <td>-0.142089</td>\n",
       "      <td>0.008246</td>\n",
       "      <td>0.061835</td>\n",
       "      <td>0.062994</td>\n",
       "      <td>0.036400</td>\n",
       "      <td>-0.127952</td>\n",
       "      <td>-0.008617</td>\n",
       "      <td>-0.018220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7630</th>\n",
       "      <td>34</td>\n",
       "      <td>4673202</td>\n",
       "      <td>FCC:  I'm contacting you about Internet Freedo...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.048021</td>\n",
       "      <td>0.132361</td>\n",
       "      <td>-0.140970</td>\n",
       "      <td>-0.049645</td>\n",
       "      <td>0.034560</td>\n",
       "      <td>-0.000739</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.176311</td>\n",
       "      <td>0.069770</td>\n",
       "      <td>-0.036574</td>\n",
       "      <td>-0.052493</td>\n",
       "      <td>0.050036</td>\n",
       "      <td>-0.021088</td>\n",
       "      <td>-0.028813</td>\n",
       "      <td>-0.095411</td>\n",
       "      <td>0.033397</td>\n",
       "      <td>0.149375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2502</th>\n",
       "      <td>22</td>\n",
       "      <td>436352</td>\n",
       "      <td>I would like to inform you of my serious conce...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.058072</td>\n",
       "      <td>0.141476</td>\n",
       "      <td>-0.163164</td>\n",
       "      <td>-0.028640</td>\n",
       "      <td>0.069355</td>\n",
       "      <td>-0.006322</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.196204</td>\n",
       "      <td>0.035511</td>\n",
       "      <td>-0.025105</td>\n",
       "      <td>-0.070546</td>\n",
       "      <td>0.020049</td>\n",
       "      <td>0.033612</td>\n",
       "      <td>-0.040667</td>\n",
       "      <td>-0.076964</td>\n",
       "      <td>0.074544</td>\n",
       "      <td>0.127927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4882</th>\n",
       "      <td>34</td>\n",
       "      <td>2942717</td>\n",
       "      <td>To whom it may concern:  Hi, I'd like to comme...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.013345</td>\n",
       "      <td>0.123369</td>\n",
       "      <td>-0.129468</td>\n",
       "      <td>-0.013656</td>\n",
       "      <td>0.017072</td>\n",
       "      <td>-0.005915</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.155803</td>\n",
       "      <td>0.043469</td>\n",
       "      <td>-0.037668</td>\n",
       "      <td>-0.052551</td>\n",
       "      <td>0.027593</td>\n",
       "      <td>-0.000285</td>\n",
       "      <td>0.006565</td>\n",
       "      <td>-0.101498</td>\n",
       "      <td>0.012357</td>\n",
       "      <td>0.151610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6034</th>\n",
       "      <td>15</td>\n",
       "      <td>22046857</td>\n",
       "      <td>It would be unethical and a travesty to termin...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.102498</td>\n",
       "      <td>0.172934</td>\n",
       "      <td>-0.087094</td>\n",
       "      <td>-0.070264</td>\n",
       "      <td>0.005300</td>\n",
       "      <td>-0.059179</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.247136</td>\n",
       "      <td>0.114448</td>\n",
       "      <td>0.014164</td>\n",
       "      <td>-0.031003</td>\n",
       "      <td>-0.018800</td>\n",
       "      <td>0.011556</td>\n",
       "      <td>-0.074120</td>\n",
       "      <td>-0.069590</td>\n",
       "      <td>0.001478</td>\n",
       "      <td>0.055097</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50 rows × 304 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      cluster     docid                                          text_data  \\\n",
       "2617       33   3969357  Dear Chairman Pai,  I am a voter worried about...   \n",
       "3134       22   7855836  The FCC's Open Internet Rules (net neutrality ...   \n",
       "6561       27   9872007  I am in favor of strong net neutrality under T...   \n",
       "1411       26   1152239  As an Internet user, I'm asking the FCC to pro...   \n",
       "8771        5    242073  Preserve net neutrality and Title 2 and for he...   \n",
       "1461       29  12755236  The FCC's Open Internet Rules (net neutrality ...   \n",
       "7669       29  10931447  The FCC's Open Internet Rules (net neutrality ...   \n",
       "1569       29  10238992  The FCC's Open Internet Rules (net neutrality ...   \n",
       "9288       22   7789741  The FCC's Open Internet Rules (net neutrality ...   \n",
       "9294        5    310436  Writing to advocate for keeping net neutrality...   \n",
       "5639       32    321158  Net Neutrality needs to stay regulated by Titl...   \n",
       "9356        1   2717455  Dear Mr. Pai,  I'm concerned about net neutral...   \n",
       "1681       27  17773773  I am in favor of strong net neutrality under T...   \n",
       "9590       29   9296605  The FCC's Open Internet Rules (net neutrality ...   \n",
       "6166       25    937096  I strongly support current regulations on ISPs...   \n",
       "9212        1   2670256  Dear Mr. Pai,  I'm concerned about regulations...   \n",
       "4796        1   3941299  Chairman Pai:  I am concerned about the FCC ru...   \n",
       "2154       34   2794773  Dear Mr. Pai,  My comments re: an open Interne...   \n",
       "2343       26   7384900  The FCC should safeguard Internet freedom by k...   \n",
       "6180        9   7300379  The Internet needs to be a place of free speec...   \n",
       "1853       27  19303966  I am in favor of strong net neutrality under T...   \n",
       "9622       29  10920576  The FCC's Open Internet Rules (net neutrality ...   \n",
       "7720       20   2547462  Chairman Pai:  I have thoughts on the FCC regu...   \n",
       "7869       34   3231777  Chairman Pai:  I'm very worried about the FCC ...   \n",
       "9619       22   7793698  The FCC's Open Internet Rules (net neutrality ...   \n",
       "3824       29  10165780  The FCC's Open Internet Rules (net neutrality ...   \n",
       "8648        7   7107316  Please keep Net Neutrality.  As a small busine...   \n",
       "4934       28   4952888  Chairman Pai's proposed plan to repeal net neu...   \n",
       "7940       29  10195723  The FCC's Open Internet Rules (net neutrality ...   \n",
       "7933       37   7666359  On behalf of the citizens of the United States...   \n",
       "3651       22   7466126  The FCC's Open Internet Rules (net neutrality ...   \n",
       "8352        1   3303719  Dear Chairman Pai,  I have concerns about netw...   \n",
       "1050       20   2333131  Dear Mr. Pai,  Hi, I'd like to comment on the ...   \n",
       "8728       33   2378518  Dear Chairman Pai,  I'm contacting you about I...   \n",
       "7602       34   2316552  To the FCC:  I'm concerned about regulations o...   \n",
       "8491       15   6534756  i pay for my internet to be fast not slow. i h...   \n",
       "3366       27  12513367  I am in favor of strong net neutrality under T...   \n",
       "2296       29   9322098  The FCC's Open Internet Rules (net neutrality ...   \n",
       "9433       13  21824576  The internet is a service, not a commodity. We...   \n",
       "310        35   4051530  Dear Mr. Pai,  With respect to Internet freedo...   \n",
       "9495       22   4970856  Hello.  I'm Greg and I'm a real person.  I wor...   \n",
       "7628       20   2302415  To whom it may concern:  I am concerned about ...   \n",
       "7766        1   2307606  Chairman Pai:  I am a voter worried about inte...   \n",
       "579         1   2196489  Chairman Pai:  My comments re: the Open Intern...   \n",
       "5544        9   5000926  I am very concerned regarding the potential lo...   \n",
       "8327        2     59902       Att:fcc\\nKeep Title II Net Neutrality rules.   \n",
       "7630       34   4673202  FCC:  I'm contacting you about Internet Freedo...   \n",
       "2502       22    436352  I would like to inform you of my serious conce...   \n",
       "4882       34   2942717  To whom it may concern:  Hi, I'd like to comme...   \n",
       "6034       15  22046857  It would be unethical and a travesty to termin...   \n",
       "\n",
       "      dupe_count         0         1         2         3         4         5  \\\n",
       "2617         2.0 -0.015157  0.112703 -0.122902 -0.037582  0.000803  0.050359   \n",
       "3134         1.0 -0.043061  0.162156 -0.156683 -0.064222  0.061563 -0.016131   \n",
       "6561       129.0 -0.057064  0.109653 -0.101222 -0.027983  0.001436  0.100275   \n",
       "1411         1.0 -0.034140  0.117758 -0.170461 -0.069788  0.048333  0.035073   \n",
       "8771         1.0 -0.179776 -0.009612 -0.197282  0.023762  0.034976 -0.062394   \n",
       "1461         9.0 -0.040180  0.158023 -0.160700 -0.044328  0.062115 -0.018222   \n",
       "7669         1.0 -0.040216  0.158008 -0.161275 -0.044192  0.062521 -0.018013   \n",
       "1569         1.0 -0.040180  0.158023 -0.160700 -0.044328  0.062115 -0.018222   \n",
       "9288         1.0 -0.043077  0.161410 -0.158212 -0.063387  0.060898 -0.016799   \n",
       "9294         1.0 -0.138802  0.069890 -0.184214  0.003004  0.028289 -0.006705   \n",
       "5639         1.0 -0.086805  0.038260 -0.096993 -0.117613 -0.033329 -0.116412   \n",
       "9356         1.0 -0.009343  0.130834 -0.126316 -0.022433  0.051052  0.026241   \n",
       "1681        96.0 -0.057064  0.109653 -0.101222 -0.027983  0.001436  0.100275   \n",
       "9590         3.0 -0.040083  0.157639 -0.160309 -0.044220  0.061964 -0.018178   \n",
       "6166         1.0 -0.008435  0.059872 -0.135453  0.006019  0.022583  0.010009   \n",
       "9212         1.0 -0.012539  0.105928 -0.147673 -0.051410  0.047164  0.018009   \n",
       "4796         2.0  0.012797  0.132913 -0.129299 -0.030361  0.052836 -0.002956   \n",
       "2154         1.0 -0.025195  0.106381 -0.123534 -0.003557  0.004837  0.014235   \n",
       "2343         1.0 -0.028246  0.108142 -0.161344 -0.072739  0.058877  0.016374   \n",
       "6180         1.0  0.000845  0.163381 -0.159855 -0.061933  0.108693 -0.001587   \n",
       "1853       172.0 -0.041585  0.120664 -0.125958 -0.024813 -0.001820  0.068606   \n",
       "9622         1.0 -0.040180  0.158023 -0.160700 -0.044328  0.062115 -0.018222   \n",
       "7720         2.0 -0.012757  0.097563 -0.092720 -0.057236  0.006620  0.002762   \n",
       "7869         1.0 -0.044937  0.139369 -0.127474 -0.052443  0.008712  0.027648   \n",
       "9619         1.0 -0.043061  0.162156 -0.156683 -0.064222  0.061563 -0.016131   \n",
       "3824         1.0 -0.040180  0.158023 -0.160700 -0.044328  0.062115 -0.018222   \n",
       "8648         1.0 -0.027366  0.151572 -0.191192 -0.037503  0.093733 -0.030799   \n",
       "4934         1.0 -0.028339  0.122459 -0.125030 -0.033537  0.078597 -0.030449   \n",
       "7940         5.0 -0.040180  0.158023 -0.160700 -0.044328  0.062115 -0.018222   \n",
       "7933         1.0 -0.084455  0.002120 -0.083952 -0.114507  0.010046 -0.026789   \n",
       "3651         1.0 -0.043061  0.162156 -0.156683 -0.064222  0.061563 -0.016131   \n",
       "8352         1.0  0.000092  0.112665 -0.128172 -0.049581  0.031787  0.023363   \n",
       "1050         2.0 -0.008939  0.116060 -0.137587 -0.069434 -0.002090  0.036448   \n",
       "8728         2.0 -0.022266  0.100970 -0.119029 -0.010617  0.010489  0.006260   \n",
       "7602         2.0 -0.031126  0.121048 -0.146588 -0.056855  0.005895  0.009336   \n",
       "8491         1.0 -0.117329  0.137742 -0.202728 -0.043144  0.034065 -0.023376   \n",
       "3366       241.0 -0.041585  0.120664 -0.125958 -0.024813 -0.001820  0.068606   \n",
       "2296         3.0 -0.040083  0.157639 -0.160309 -0.044220  0.061964 -0.018178   \n",
       "9433         1.0 -0.048081  0.079525 -0.148866 -0.110678  0.000923  0.003539   \n",
       "310          2.0 -0.034410  0.098993 -0.096578 -0.023590  0.045408  0.020057   \n",
       "9495         1.0 -0.065841  0.158817 -0.152443 -0.063799  0.075862 -0.011899   \n",
       "7628         2.0 -0.030999  0.120821 -0.122475 -0.057067  0.029757  0.022682   \n",
       "7766         2.0 -0.015363  0.118059 -0.110530 -0.045421  0.013153  0.040840   \n",
       "579          2.0 -0.015996  0.132237 -0.082090 -0.028884 -0.001234  0.006331   \n",
       "5544         1.0 -0.057919  0.117409 -0.182137 -0.053638 -0.018801  0.005683   \n",
       "8327         1.0 -0.097659  0.077207 -0.138540 -0.116771 -0.062547 -0.017232   \n",
       "7630         1.0 -0.048021  0.132361 -0.140970 -0.049645  0.034560 -0.000739   \n",
       "2502         2.0 -0.058072  0.141476 -0.163164 -0.028640  0.069355 -0.006322   \n",
       "4882         1.0 -0.013345  0.123369 -0.129468 -0.013656  0.017072 -0.005915   \n",
       "6034         1.0 -0.102498  0.172934 -0.087094 -0.070264  0.005300 -0.059179   \n",
       "\n",
       "        ...          290       291       292       293       294       295  \\\n",
       "2617    ...    -0.135979  0.055029 -0.004320 -0.031622  0.057389 -0.019021   \n",
       "3134    ...    -0.239542  0.001498  0.005741 -0.034514  0.012218 -0.020385   \n",
       "6561    ...    -0.070016  0.051660 -0.034462 -0.179260 -0.001981  0.053158   \n",
       "1411    ...    -0.241686  0.010709  0.028442 -0.010912  0.026025 -0.001645   \n",
       "8771    ...    -0.128931 -0.111596 -0.023754 -0.073613 -0.007443 -0.042823   \n",
       "1461    ...    -0.251985  0.006493  0.016967 -0.034678  0.009131 -0.021973   \n",
       "7669    ...    -0.251816  0.006408  0.017050 -0.034757  0.009035 -0.021469   \n",
       "1569    ...    -0.251985  0.006493  0.016967 -0.034678  0.009131 -0.021973   \n",
       "9288    ...    -0.239999  0.001308  0.006739 -0.033413  0.012226 -0.021608   \n",
       "9294    ...    -0.117600 -0.087390  0.006461 -0.053191  0.012083 -0.077973   \n",
       "5639    ...    -0.198507 -0.052484 -0.094922 -0.085938  0.135280 -0.033117   \n",
       "9356    ...    -0.109909  0.049302 -0.022077 -0.035904  0.012233 -0.021448   \n",
       "1681    ...    -0.070016  0.051660 -0.034462 -0.179260 -0.001981  0.053158   \n",
       "9590    ...    -0.251372  0.006477  0.016926 -0.034593  0.009109 -0.021919   \n",
       "6166    ...    -0.072835 -0.007466 -0.039552 -0.150087  0.047367  0.038914   \n",
       "9212    ...    -0.171037  0.021055  0.005828 -0.038240  0.004721 -0.029409   \n",
       "4796    ...    -0.122346  0.025537 -0.002001 -0.057453  0.008343  0.001189   \n",
       "2154    ...    -0.151489  0.081435  0.008024 -0.035146  0.048169 -0.013622   \n",
       "2343    ...    -0.261213 -0.005887  0.032663 -0.015328  0.030237  0.010703   \n",
       "6180    ...    -0.145331  0.034897  0.011527 -0.064462  0.014206  0.061240   \n",
       "1853    ...    -0.104130  0.034844 -0.019428 -0.186485  0.004703  0.050020   \n",
       "9622    ...    -0.251985  0.006493  0.016967 -0.034678  0.009131 -0.021973   \n",
       "7720    ...    -0.164425  0.049139 -0.000512 -0.025734  0.008952 -0.057329   \n",
       "7869    ...    -0.179810  0.052728  0.011247 -0.021139 -0.003114 -0.017545   \n",
       "9619    ...    -0.239542  0.001498  0.005741 -0.034514  0.012218 -0.020385   \n",
       "3824    ...    -0.251985  0.006493  0.016967 -0.034678  0.009131 -0.021973   \n",
       "8648    ...    -0.226712  0.025652  0.007717 -0.049674  0.020059 -0.027180   \n",
       "4934    ...    -0.224172  0.013482  0.046517 -0.040428 -0.028386 -0.028198   \n",
       "7940    ...    -0.251985  0.006493  0.016967 -0.034678  0.009131 -0.021973   \n",
       "7933    ...    -0.333589  0.028631 -0.007340 -0.094750 -0.080496  0.055414   \n",
       "3651    ...    -0.239542  0.001498  0.005741 -0.034514  0.012218 -0.020385   \n",
       "8352    ...    -0.172191  0.041960  0.019216 -0.013996  0.017627 -0.054388   \n",
       "1050    ...    -0.118322  0.027906 -0.039224 -0.048498  0.032485 -0.010654   \n",
       "8728    ...    -0.138202  0.084751  0.016594 -0.034460  0.009782 -0.040189   \n",
       "7602    ...    -0.163261  0.054159  0.012448 -0.024510  0.003187  0.007249   \n",
       "8491    ...    -0.213304  0.037363 -0.019391 -0.119360  0.079648 -0.019981   \n",
       "3366    ...    -0.104130  0.034844 -0.019428 -0.186485  0.004703  0.050020   \n",
       "2296    ...    -0.251372  0.006477  0.016926 -0.034593  0.009109 -0.021919   \n",
       "9433    ...    -0.224058  0.010975 -0.039014 -0.032202  0.072172 -0.039561   \n",
       "310     ...    -0.191006  0.001647 -0.004399 -0.027789  0.013941 -0.033017   \n",
       "9495    ...    -0.168040  0.015204 -0.004249 -0.036594  0.014135 -0.021655   \n",
       "7628    ...    -0.185271  0.049593  0.006342 -0.045486  0.034598 -0.036621   \n",
       "7766    ...    -0.130320  0.037314 -0.001489 -0.034168  0.023568  0.005697   \n",
       "579     ...    -0.111398  0.022833 -0.022194 -0.012194 -0.039228  0.014499   \n",
       "5544    ...    -0.310834  0.057391  0.038910 -0.083012  0.040660  0.011339   \n",
       "8327    ...    -0.056410 -0.068101 -0.142089  0.008246  0.061835  0.062994   \n",
       "7630    ...    -0.176311  0.069770 -0.036574 -0.052493  0.050036 -0.021088   \n",
       "2502    ...    -0.196204  0.035511 -0.025105 -0.070546  0.020049  0.033612   \n",
       "4882    ...    -0.155803  0.043469 -0.037668 -0.052551  0.027593 -0.000285   \n",
       "6034    ...    -0.247136  0.114448  0.014164 -0.031003 -0.018800  0.011556   \n",
       "\n",
       "           296       297       298       299  \n",
       "2617 -0.002124 -0.087668  0.021567  0.136336  \n",
       "3134 -0.001659 -0.083057  0.063025  0.101893  \n",
       "6561  0.036034 -0.104171 -0.020185  0.009787  \n",
       "1411 -0.021549 -0.102870  0.016002  0.147391  \n",
       "8771 -0.035309 -0.161446  0.007839  0.044988  \n",
       "1461 -0.008985 -0.088231  0.076560  0.099095  \n",
       "7669 -0.009682 -0.087811  0.076137  0.098491  \n",
       "1569 -0.008985 -0.088231  0.076560  0.099095  \n",
       "9288 -0.003177 -0.083220  0.063265  0.102240  \n",
       "9294  0.031150 -0.200529 -0.051909  0.037674  \n",
       "5639 -0.069289 -0.146833  0.110261  0.100366  \n",
       "9356 -0.009931 -0.089694  0.028875  0.059586  \n",
       "1681  0.036034 -0.104171 -0.020185  0.009787  \n",
       "9590 -0.008963 -0.088017  0.076374  0.098854  \n",
       "6166 -0.006603 -0.099857  0.071000  0.027901  \n",
       "9212 -0.019334 -0.103369  0.048039  0.135321  \n",
       "4796 -0.018291 -0.070155  0.030463  0.113303  \n",
       "2154 -0.015790 -0.088713  0.007289  0.123174  \n",
       "2343 -0.005003 -0.110295  0.032223  0.167351  \n",
       "6180 -0.007138 -0.050528 -0.065326  0.161606  \n",
       "1853  0.017347 -0.074059 -0.025235  0.013159  \n",
       "9622 -0.008985 -0.088231  0.076560  0.099095  \n",
       "7720  0.003950 -0.082074  0.033773  0.097695  \n",
       "7869  0.003735 -0.085432  0.038080  0.107223  \n",
       "9619 -0.001659 -0.083057  0.063025  0.101893  \n",
       "3824 -0.008985 -0.088231  0.076560  0.099095  \n",
       "8648 -0.058422 -0.102749  0.031335  0.109185  \n",
       "4934  0.010330 -0.081273  0.006242  0.102369  \n",
       "7940 -0.008985 -0.088231  0.076560  0.099095  \n",
       "7933  0.073776 -0.065997 -0.008080  0.101774  \n",
       "3651 -0.001659 -0.083057  0.063025  0.101893  \n",
       "8352  0.014217 -0.060608  0.029879  0.075182  \n",
       "1050  0.000435 -0.074632  0.000502  0.113445  \n",
       "8728 -0.018169 -0.078979 -0.007012  0.116111  \n",
       "7602 -0.025965 -0.107636  0.076316  0.116886  \n",
       "8491 -0.049677 -0.047225  0.053086  0.136977  \n",
       "3366  0.017347 -0.074059 -0.025235  0.013159  \n",
       "2296 -0.008963 -0.088017  0.076374  0.098854  \n",
       "9433  0.006173 -0.121349 -0.050266  0.151462  \n",
       "310  -0.003086 -0.099239  0.003685  0.117158  \n",
       "9495 -0.000946 -0.074888  0.024729  0.101654  \n",
       "7628 -0.025145 -0.100547  0.030412  0.106675  \n",
       "7766  0.001071 -0.080250  0.023555  0.108424  \n",
       "579   0.014741 -0.064379  0.034312  0.101011  \n",
       "5544 -0.050336 -0.123850  0.010057  0.161176  \n",
       "8327  0.036400 -0.127952 -0.008617 -0.018220  \n",
       "7630 -0.028813 -0.095411  0.033397  0.149375  \n",
       "2502 -0.040667 -0.076964  0.074544  0.127927  \n",
       "4882  0.006565 -0.101498  0.012357  0.151610  \n",
       "6034 -0.074120 -0.069590  0.001478  0.055097  \n",
       "\n",
       "[50 rows x 304 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_clustered = pd.concat([pd.Series(data=labels, name='cluster'),data_sample.reset_index(drop=True),pd.DataFrame(doc_vecs)], axis=1)\n",
    "# take a quick peek\n",
    "X_clustered.sample(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# visualize silhouette scores (without outliers)\n",
    "# our goal is to find the largest, densest clusters from which to manually pick out signature strings\n",
    "from sklearn.metrics import silhouette_samples, silhouette_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# we can focus on certain clusters using a mask, but it's not useful to plot the -1 outliers\n",
    "# w/ caveat that changing the mask will artifically inflate your sil score\n",
    "num_clusters_skipped = 0 # speed up by skipping the first few (huge) clusters; \n",
    "mask = list(range(num_clusters_skipped, X_clustered['cluster'].max() + 1)) #since count = max + 1; ignore outliers (-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X_masked = X_clustered[X_clustered['cluster'].isin(mask)]\n",
    "features = X_masked.iloc[:,-300:]\n",
    "cluster_labels = X_masked['cluster']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For the clusters examined, the average silhouette_score is 0.22298237036108595\n"
     ]
    }
   ],
   "source": [
    "# Calculate silhouette scores - takes a while for if you don't mask out first few clusters\n",
    "n_clusters = len(mask)\n",
    "\n",
    "# Summary stat\n",
    "silhouette_avg = silhouette_score(features, cluster_labels)\n",
    "print(f\"For the clusters examined, the average silhouette_score is {silhouette_avg}\")\n",
    "\n",
    "# Compute the silhouette scores for each sample\n",
    "sample_silhouette_values = silhouette_samples(features, cluster_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABDUAAASBCAYAAAAkK6WCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc1b9a7d400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot to get a sense of density and separation of the formed clusters\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cm\n",
    "%matplotlib inline\n",
    "\n",
    "# Save the scores\n",
    "X_masked['silhouette_score'] = sample_silhouette_values\n",
    "\n",
    "fig, ax1 = plt.subplots(1, 1)\n",
    "fig.set_size_inches(18, 18)\n",
    "\n",
    "# xlim -> silhouette coefficient range (unlikely negative in our case)\n",
    "ax1.set_xlim([0.0, 1.0])\n",
    "ax1.set_ylim([0, len(X_masked) + (n_clusters + 1) * 10])\n",
    "\n",
    "y_lower = 10\n",
    "for i in mask:\n",
    "    # Aggregate and sort to get a profile for cluster i\n",
    "    ith_cluster_silhouette_values = sample_silhouette_values[cluster_labels == i]\n",
    "    ith_cluster_silhouette_values.sort()\n",
    "    size_cluster_i = ith_cluster_silhouette_values.shape[0]\n",
    "    y_upper = y_lower + size_cluster_i\n",
    "\n",
    "    # Draw\n",
    "    color = cm.spectral(float(i) / n_clusters)\n",
    "    ax1.fill_betweenx(np.arange(y_lower, y_upper),\n",
    "                      0, ith_cluster_silhouette_values,\n",
    "                      facecolor=color, edgecolor=color, alpha=0.7)\n",
    "\n",
    "    # Label\n",
    "    ax1.text(-0.05, y_lower + 0.5 * size_cluster_i, str(i))\n",
    "\n",
    "    # A dab at the average silhouette score for cluster i\n",
    "    ax1.scatter(x=ith_cluster_silhouette_values.mean(), y=y_lower + 0.5 * size_cluster_i, color='k')\n",
    "    \n",
    "    # Compute the new y_lower for next cluster\n",
    "    y_lower = y_upper + 10\n",
    "    \n",
    "ax1.set_title(\"Silhouette plot and scores for the various clusters\")\n",
    "ax1.set_xlabel(\"Silhouette coefficient value\")\n",
    "ax1.set_ylabel(\"Cluster label\")\n",
    "ax1.set_yticks([])  # clear\n",
    "ax1.set_xticks([0, 0.2, 0.4, 0.6, 0.8, 1])\n",
    "\n",
    "plt.suptitle(f\"Silhouette analysis for resulting in n_clusters = {n_clusters} (masked)\",\n",
    "             fontsize=14, fontweight='bold')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pd.options.display.max_colwidth = 500\n",
    "cluster_num = 33 #pick your cluster - the triangular ones are the mad-libs\n",
    "cluster_to_check = X_masked[X_masked['cluster'] == cluster_num][['silhouette_score','text_data']].sort_values('silhouette_score')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>silhouette_score</th>\n",
       "      <th>text_data</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5164</th>\n",
       "      <td>0.155933</td>\n",
       "      <td>To the Federal Communications Commission:  My comments re: Title 2 and net neutrality. I implore the government to reverse The previous administration's policy to control Internet access. Individual citizens, as opposed to the FCC Enforcement Bureau, ought to purchase whichever services they choose. The previous administration's policy to control Internet access is a corruption of the open Internet. It undid a hands-off approach that worked very well for a long time with nearly universal app...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5162</th>\n",
       "      <td>0.156461</td>\n",
       "      <td>Dear Chairman Pai,  In reference to network neutrality regulations. I strongly encourage the FCC to reverse The previous administration's plan to control the web. Internet users, as opposed to the FCC, ought to purchase which products they prefer. The previous administration's plan to control the web is a distortion of net neutrality. It undid a hands-off system that worked supremely smoothly for two decades with both parties' approval.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1144</th>\n",
       "      <td>0.157958</td>\n",
       "      <td>I'd like to share my thoughts on the FCC's Open Internet order. I demand the Federal Communications Commission to rescind The previous administration's decision to regulate the Internet. Individuals, as opposed to the FCC Enforcement Bureau, should be empowered to select which services we choose. The previous administration's decision to regulate the Internet is a distortion of net neutrality. It ended a hands-off policy that functioned supremely successfully for two decades with Republican ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9670</th>\n",
       "      <td>0.160363</td>\n",
       "      <td>Mr Pai:  With respect to Network Neutrality. I advocate the government to rescind The previous administration's policy to control the web. Individual citizens, rather than Washington, should purchase the applications we want. The previous administration's policy to control the web is a distortion of the open Internet. It undid a market-based system that functioned very, very well for two decades with broad bipartisan support.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2845</th>\n",
       "      <td>0.163389</td>\n",
       "      <td>FCC:  I have concerns about network neutrality regulations. I would like to urge the commission to reverse The previous administration's policy to control the web. Citizens, not Washington, should be able to enjoy which services they desire. The previous administration's policy to control the web is a corruption of net neutrality. It ended a hands-off framework that functioned exceptionally successfully for many years with nearly universal approval.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4607</th>\n",
       "      <td>0.164459</td>\n",
       "      <td>I'm contacting you about net neutrality regulations. I would like to urge the government to rescind The previous administration's decision to control the web. Internet users, rather than big government, should be able to select the services they desire. The previous administration's decision to control the web is a exploitation  of net neutrality. It undid a market-based system that performed exceptionally successfully for two decades with Republican and Democrat support.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8241</th>\n",
       "      <td>0.166257</td>\n",
       "      <td>Dear Commissioners:  I have concerns about the FCC's Open Internet order. I strongly request Ajit Pai to rescind The previous administration's decision to control the web. Individuals, as opposed to the FCC Enforcement Bureau, should be empowered to use which services they choose. The previous administration's decision to control the web is a corruption of the open Internet. It broke a pro-consumer framework that performed very well for two decades with broad bipartisan support.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4440</th>\n",
       "      <td>0.172154</td>\n",
       "      <td>FCC:  With respect to net neutrality rules. I ask the government to reverse The previous administration's scheme to regulate the web. Citizens, rather than the FCC Enforcement Bureau, should be able to purchase whichever services we choose. The previous administration's scheme to regulate the web is a betrayal of the open Internet. It ended a hands-off policy that performed very successfully for two decades with both parties' backing.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1266</th>\n",
       "      <td>0.175087</td>\n",
       "      <td>To the Federal Communications Commission:  In the matter of Title II rules. I strongly request you to rescind The previous administration's scheme to regulate the Internet. Individual Americans, as opposed to Washington bureaucrats, should be empowered to buy the products we want. The previous administration's scheme to regulate the Internet is a corruption of net neutrality. It reversed a hands-off policy that worked fabulously successfully for many years with both parties' backing.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7073</th>\n",
       "      <td>0.189711</td>\n",
       "      <td>Dear Commissioners:  Regarding Net Neutrality and Title II. I would like to suggest you to overturn The previous administration's policy to control the web. Individual citizens, rather than the FCC Enforcement Bureau, should be free to purchase which applications we want. The previous administration's policy to control the web is a corruption of net neutrality. It broke a pro-consumer system that performed very successfully for two decades with broad bipartisan backing.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      silhouette_score  \\\n",
       "5164          0.155933   \n",
       "5162          0.156461   \n",
       "1144          0.157958   \n",
       "9670          0.160363   \n",
       "2845          0.163389   \n",
       "4607          0.164459   \n",
       "8241          0.166257   \n",
       "4440          0.172154   \n",
       "1266          0.175087   \n",
       "7073          0.189711   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                text_data  \n",
       "5164  To the Federal Communications Commission:  My comments re: Title 2 and net neutrality. I implore the government to reverse The previous administration's policy to control Internet access. Individual citizens, as opposed to the FCC Enforcement Bureau, ought to purchase whichever services they choose. The previous administration's policy to control Internet access is a corruption of the open Internet. It undid a hands-off approach that worked very well for a long time with nearly universal app...  \n",
       "5162                                                             Dear Chairman Pai,  In reference to network neutrality regulations. I strongly encourage the FCC to reverse The previous administration's plan to control the web. Internet users, as opposed to the FCC, ought to purchase which products they prefer. The previous administration's plan to control the web is a distortion of net neutrality. It undid a hands-off system that worked supremely smoothly for two decades with both parties' approval.  \n",
       "1144  I'd like to share my thoughts on the FCC's Open Internet order. I demand the Federal Communications Commission to rescind The previous administration's decision to regulate the Internet. Individuals, as opposed to the FCC Enforcement Bureau, should be empowered to select which services we choose. The previous administration's decision to regulate the Internet is a distortion of net neutrality. It ended a hands-off policy that functioned supremely successfully for two decades with Republican ...  \n",
       "9670                                                                        Mr Pai:  With respect to Network Neutrality. I advocate the government to rescind The previous administration's policy to control the web. Individual citizens, rather than Washington, should purchase the applications we want. The previous administration's policy to control the web is a distortion of the open Internet. It undid a market-based system that functioned very, very well for two decades with broad bipartisan support.  \n",
       "2845                                                FCC:  I have concerns about network neutrality regulations. I would like to urge the commission to reverse The previous administration's policy to control the web. Citizens, not Washington, should be able to enjoy which services they desire. The previous administration's policy to control the web is a corruption of net neutrality. It ended a hands-off framework that functioned exceptionally successfully for many years with nearly universal approval.  \n",
       "4607                         I'm contacting you about net neutrality regulations. I would like to urge the government to rescind The previous administration's decision to control the web. Internet users, rather than big government, should be able to select the services they desire. The previous administration's decision to control the web is a exploitation  of net neutrality. It undid a market-based system that performed exceptionally successfully for two decades with Republican and Democrat support.  \n",
       "8241                  Dear Commissioners:  I have concerns about the FCC's Open Internet order. I strongly request Ajit Pai to rescind The previous administration's decision to control the web. Individuals, as opposed to the FCC Enforcement Bureau, should be empowered to use which services they choose. The previous administration's decision to control the web is a corruption of the open Internet. It broke a pro-consumer framework that performed very well for two decades with broad bipartisan support.  \n",
       "4440                                                               FCC:  With respect to net neutrality rules. I ask the government to reverse The previous administration's scheme to regulate the web. Citizens, rather than the FCC Enforcement Bureau, should be able to purchase whichever services we choose. The previous administration's scheme to regulate the web is a betrayal of the open Internet. It ended a hands-off policy that performed very successfully for two decades with both parties' backing.  \n",
       "1266             To the Federal Communications Commission:  In the matter of Title II rules. I strongly request you to rescind The previous administration's scheme to regulate the Internet. Individual Americans, as opposed to Washington bureaucrats, should be empowered to buy the products we want. The previous administration's scheme to regulate the Internet is a corruption of net neutrality. It reversed a hands-off policy that worked fabulously successfully for many years with both parties' backing.  \n",
       "7073                           Dear Commissioners:  Regarding Net Neutrality and Title II. I would like to suggest you to overturn The previous administration's policy to control the web. Individual citizens, rather than the FCC Enforcement Bureau, should be free to purchase which applications we want. The previous administration's policy to control the web is a corruption of net neutrality. It broke a pro-consumer system that performed very successfully for two decades with broad bipartisan backing.  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# poke around to make sure it looks reasonable and we can pick out a signature string from it\n",
    "\n",
    "#cluster_to_check.head(10)\n",
    "cluster_to_check.tail(10)\n",
    "#cluster_to_check.sample(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}